vector
sequencelengths 1.02k
1.02k
| text
stringlengths 2
11.8k
|
|---|---|
[
0.016404195,
0.025815483,
-0.043938767,
-0.038315304,
-0.011946217,
0.0138474135,
-0.012834899,
0.0153406905,
0.025072487,
0.055972397,
-0.015734041,
-0.0091272015,
0.03738292,
-0.056263767,
0.011800531,
0.06118794,
0.0005262891,
-0.034469206,
-0.0221005,
-0.020949585,
0.034556616,
0.0018665964,
-0.07400827,
-0.046153188,
0.020687351,
-0.014932771,
0.029224526,
0.012244873,
0.05664255,
0.072026946,
-0.0052228277,
-0.01282033,
-0.010445655,
-0.011938932,
-0.023863297,
-0.017322015,
0.015836021,
-0.04682334,
-0.01867689,
-0.006905496,
0.0004848598,
0.012193882,
0.018341813,
-0.028102746,
-0.058886107,
-0.004734781,
0.017904757,
-0.010962839,
-0.021430347,
-0.0009797355,
0.013475915,
0.0339156,
-0.010299969,
-0.02322228,
-0.016637292,
-0.014197059,
-0.009061643,
-0.0062644794,
0.011268779,
-0.013927541,
0.01787562,
-0.0019157652,
0.0121647455,
-0.012084618,
0.010372813,
0.019944355,
-0.0031959773,
0.023353398,
0.0062826904,
0.041928306,
-0.03988871,
0.0452208,
-0.025130762,
-0.03207996,
0.013352083,
0.024154669,
0.024999645,
0.016433332,
0.03240047,
-0.006045951,
-0.008770271,
0.035722103,
-0.007058466,
0.0050006574,
-0.03816962,
-0.02564066,
0.026019443,
-0.029763563,
-0.010132431,
-0.016753841,
-0.0014004025,
0.02191111,
-0.0379948,
0.026747871,
0.011989922,
0.034469206,
-0.012754772,
0.013526905,
0.024577156,
-0.03079793,
0.0116038555,
0.04967878,
-0.0004848598,
0.03808221,
-0.0070256866,
0.021328367,
0.0054449984,
0.0339156,
-0.008187529,
-0.08047671,
-0.02140121,
-0.0046218745,
0.009382151,
0.040063534,
-0.044550646,
-0.013607033,
0.008508038,
0.027694827,
-0.06538369,
-0.008231235,
0.030535696,
-0.03178859,
0.0039116577,
-0.031351537,
0.011596572,
-0.034498345,
0.005623463,
0.0118369525,
-0.044346686,
-0.034469206,
-0.018327245,
0.000217504,
0.05250508,
0.07872848,
0.00065740617,
-0.02868549,
0.011195936,
0.009469562,
0.039305966,
-0.029209957,
0.021823699,
-0.017103486,
-0.0045089684,
0.08642068,
0.02827757,
-0.012507106,
0.037907384,
-0.035692964,
-0.047814004,
0.040588,
-0.04988274,
0.014568557,
-0.01867689,
0.046415422,
0.01307528,
0.019856943,
0.009768218,
-0.011013829,
0.03744119,
0.023062026,
0.03717896,
0.022493852,
-0.0043013664,
0.04038404,
0.02514533,
0.036392257,
-0.022275323,
-0.003212367,
0.030390011,
0.0021106198,
0.022479285,
0.04009267,
-0.022231618,
0.025771778,
0.043472573,
0.056176357,
0.0321091,
-0.025873758,
0.009119917,
0.006067804,
-0.019274201,
0.011115809,
0.00035419804,
0.084789,
0.026937263,
0.00757565,
0.003689487,
-0.0035073801,
-0.029501328,
-0.021342937,
-0.0041738916,
0.02786965,
-0.02282893,
0.03263357,
-0.067306735,
0.003347126,
-0.04967878,
0.010664184,
-0.00502251,
-0.0454539,
-0.015238711,
0.04734781,
-0.03545987,
0.026573049,
0.037528604,
0.028802037,
0.043385163,
0.041258153,
0.013250102,
-0.013767286,
0.053845387,
0.015675768,
-0.033682503,
-0.010839007,
0.012011776,
-0.031642906,
-0.007954433,
-0.001019799,
0.0112760635,
0.0018957335,
-0.0017655271,
-0.004228524,
0.0018611331,
0.025101624,
0.007983569,
-0.035401594,
-0.019055672,
0.025189035,
-0.0086173015,
-0.005623463,
-0.015282417,
0.07126938,
-0.04927086,
0.044492375,
0.010962839,
0.0058674864,
0.028743763,
0.012033628,
-0.031264123,
0.042481914,
0.0040755537,
0.026412794,
0.001933976,
0.06946288,
-0.008945094,
-0.019944355,
0.0059148343,
0.021386642,
-0.03744119,
0.01889542,
-0.041549526,
0.056176357,
0.021357505,
-0.015136731,
-0.03816962,
0.0020013556,
0.0120700495,
0.028423255,
-0.012929594,
-0.016914096,
0.029457623,
0.02462086,
-0.05177665,
-0.018021306,
0.0011044787,
0.044463236,
-0.05040721,
0.043793082,
0.010176137,
-0.01777364,
-0.054282445,
0.008573595,
-0.09049988,
0.0010134253,
-0.046706796,
-0.04463806,
0.054340716,
-0.017555112,
0.025363859,
-0.047406085,
-0.0026715093,
0.011472738,
-0.016593587,
0.07109456,
0.022056796,
0.030215187,
-0.03735378,
0.0065267137,
-0.04979533,
0.010358244,
-0.02250842,
-0.00083313935,
0.011429033,
-0.026121423,
0.02121182,
0.011064819,
-0.0046400856,
0.0045708846,
-0.042452775,
-0.004731139,
0.010074157,
-0.00512449,
-0.012951448,
0.0015260563,
0.0070475396,
-0.006410165,
0.039713886,
-0.056584276,
0.039189417,
0.012201167,
-0.022872634,
0.007721335,
0.009760933,
0.014393735,
-0.050727718,
0.04886294,
0.031031027,
0.014903634,
-0.02647107,
-0.019011967,
0.0061624995,
0.007867021,
-0.024810253,
-0.011618424,
-0.04746436,
0.039509926,
-0.014568557,
-0.05897352,
0.01758425,
-0.00726971,
-0.0040136375,
0.0032888518,
-0.040354904,
0.030127777,
0.026077718,
0.04504598,
-0.012346853,
0.016986938,
0.011319769,
0.037004136,
-0.025291014,
-0.03755774,
0.024402333,
0.027097516,
0.038898047,
0.027520005,
0.024853958,
-0.039189417,
0.004909604,
-0.009068927,
0.013556043,
-0.035984337,
-0.019230496,
0.029647013,
0.042132266,
0.055768438,
-0.038985457,
0.03009864,
0.019230496,
0.025363859,
0.015879728,
0.033449408,
0.051747516,
-0.0073899007,
-0.005255607,
0.010387382,
0.07138593,
0.006614125,
0.058274228,
-0.01494734,
0.012718351,
-0.006402881,
-0.03207996,
-0.0059658242,
0.007903443,
0.04000526,
0.018706027,
0.0108098695,
0.015078457,
0.010307254,
-0.04976619,
0.010183422,
0.056671686,
0.04504598,
0.014524852,
-0.0021816415,
-0.0287729,
-0.013475915,
-0.024795685,
-0.019288769,
0.0013749076,
-0.023688475,
-0.03251702,
-0.008274941,
-0.04390963,
-0.04178262,
0.002589561,
0.050902538,
0.0814091,
-0.0014568557,
0.052475944,
-0.023673905,
-0.029107977,
0.04361826,
-0.0055214833,
-0.010299969,
-0.033361997,
0.044259276,
0.019449024,
-0.009527836,
-0.061712407,
-0.01004502,
-0.051514417,
0.02867092,
0.012135608,
-0.0038606676,
-0.041083332,
-0.013155407,
-0.041724347,
-0.0009196402,
-0.035867788,
-0.08426453,
-0.03403215,
0.009484131,
0.0577789,
-0.023440808,
-0.011771394,
-0.02240644,
-0.019230496,
0.02534929,
-0.007954433,
-0.036188297,
-0.008726566,
0.007663061,
-0.05734184,
0.021881973,
0.01714719,
0.017496837,
0.0030976394,
-0.053641427,
-0.021940246,
0.02472284,
-0.0074955225,
-0.0287729,
-0.003867952,
-0.007757757,
0.03242961,
-0.005044363,
-0.0011345263,
0.044171866,
0.031234987,
-0.028904017,
0.04251105,
0.001544267,
-0.007816031,
-0.034352656,
-0.0108098695,
0.0071021714,
0.013133555,
0.025975738,
-0.022595832,
0.010467508,
0.040762823,
-0.023703042,
-0.05512742,
0.008573595,
0.006016814,
0.01656445,
0.04070455,
0.0016935947,
-0.031934276,
0.03403215,
-0.0033853685,
-0.025684366,
-0.016914096,
-0.0032797465,
-0.018298108,
0.028714627,
-0.012616371,
-0.008172961,
-0.010802585,
0.05294214,
0.004228524,
-0.00434143,
0.02625254,
-0.057837173,
-0.03543073,
-0.006279048,
-0.013395788,
0.015821453,
-0.0147798015,
-0.0028171947,
-0.002483939,
-0.024649998,
-0.039102007,
-0.039102007,
-0.038286168,
0.020527096,
0.021692581,
0.028525235,
-0.028190158,
-0.027986199,
-0.04294811,
0.031380672,
-0.02483939,
0.006228058,
-0.034265246,
-0.023921572,
0.015180437,
-0.0118151,
-0.02967615,
0.0011290632,
-0.0310893,
-0.0027589204,
0.030419147,
-0.06456785,
0.00944771,
0.015224142,
-0.038810637,
0.059090067,
-0.0019394392,
-0.02180913,
-0.018545773,
-0.003134061,
0.023848727,
0.004661938,
0.007502807,
-0.056992196,
-0.047522634,
-0.038927186,
0.07004562,
-0.044259276,
0.013534189,
-0.036130022,
-0.03251702,
-0.0010562204,
0.043880492,
-0.016098255,
-0.054894324,
0.031468082,
-0.020410549,
-0.012077334,
-0.032546155,
-0.03755774,
-0.021852836,
-0.012521675,
-0.016520744,
0.054078486,
-0.035285044,
0.0011409002,
-0.030127777,
0.05451554,
0.008915957,
0.0129733,
-0.032458745,
-0.038810637,
0.02453345,
0.01433546,
-0.045570448,
0.031031027,
-0.0106569,
0.052883863,
0.009476846,
0.048746392,
-0.023367966,
-0.031351537,
-0.0339156,
-0.041199878,
0.056875646,
-0.050144974,
0.03420697,
0.009323876,
-0.009353014,
0.03484799,
0.009338445,
-0.020366844,
-0.032866664,
-0.03505195,
-0.049824465,
-0.0021816415,
-0.0055579045,
0.018560342,
-0.022348167,
0.021896541,
-0.012681929,
-0.026937263,
0.016928663,
0.032691844,
0.0034909905,
0.006960128,
-0.055884987,
0.015209573,
0.017788209,
0.0062608374,
-0.012499822,
-0.00022740607,
-0.052767314,
0.014014952,
-0.025422132,
-0.026835281,
-0.043589123,
0.015457239,
0.017496837,
-0.018035874,
0.012055481,
0.00003260853,
-0.01758425,
-0.019609278,
0.051310457,
0.02160517,
0.015806885,
0.035955198,
0.03723723,
0.00061688735,
0.007765041,
0.0116985515,
-0.0038133198,
0.011997207,
0.025859188,
-0.031409808,
-0.02383416,
0.03481885,
0.0087557025,
-0.02371761,
-0.035197634,
0.0009137217,
-0.009141769,
0.018837145,
-0.004895035,
-0.011327053,
-0.046211462,
0.007845168,
-0.017642522,
0.03747033,
-0.023673905,
-0.00929474,
0.0017819166,
-0.02039598,
-0.040034395,
-0.008486184,
0.038635813,
-0.018837145,
0.0027898788,
-0.03481885,
-0.031963415,
-0.086770326,
0.0026860777,
0.040937647,
-0.009265603,
0.067772925,
0.06905496,
-0.0144520085,
0.04321034,
-0.0027316045,
-0.0006956486,
0.011887942,
-0.04685248,
-0.04440496,
-0.03726637,
0.012711066,
-0.013643454,
0.0023947065,
-0.009833776,
0.006464797,
0.003999069,
0.037907384,
-0.018706027,
-0.0606052,
0.0054304297,
-0.013104417,
-0.029530466,
0.038548402,
-0.0143573135,
0.017292878,
-0.006464797,
0.025392994,
-0.036217432,
-0.0624117,
0.018108716,
0.009119917,
-0.028714627,
-0.07488238,
-0.005987677,
-0.058507327,
0.01544267,
-0.067365006,
0.0038278883,
0.000043705673,
0.011625709,
-0.013679875,
-0.01333023,
-0.006432018,
0.0567591,
-0.017088918,
0.023105731,
0.0034818852,
-0.011174084,
-0.038577538,
0.0033161677,
-0.026441932,
0.034352656,
0.025932033,
-0.037412055,
0.043093793,
-0.026237972,
0.021328367,
0.0027388888,
0.0014732453,
0.025174467,
0.0026296247,
-0.036683626,
0.0005139969,
0.004104691,
-0.033565957,
0.01705978,
-0.015632061,
-0.025815483,
-0.023353398,
0.041549526,
0.022435578,
0.008041844,
0.017205466,
0.046794206,
0.020381412,
0.010365528,
-0.0010653257,
0.06765638,
0.0021087986,
-0.006748884,
0.0016853999,
0.025334721,
0.03965561,
0.00034008475,
-0.04018008,
0.04886294,
-0.00331981,
-0.008697429,
-0.03662535,
0.005080784,
-0.006191637,
0.037703425,
0.017919326,
0.0112760635,
-0.051048223,
-0.019652983,
-0.03461489,
0.010853576,
-0.057312705,
-0.028729195,
0.044084456,
-0.09026678,
0.042073995,
-0.03916028,
-0.023979845,
0.0037732562,
0.038344443,
-0.012463401,
-0.009287455,
0.019958923,
-0.010307254,
0.0022144206,
-0.026878988,
-0.021386642,
-0.017933894,
-0.0047784867,
-0.029923817,
-0.056118082,
-0.019827805,
0.05250508,
-0.04481288,
-0.029807268,
-0.047114715,
-0.031730317,
0.01615653,
0.0140805105,
-0.00077031244,
-0.019463593,
-0.045861818,
0.0444341,
-0.04533735,
0.017598817,
-0.016855821,
0.019041104,
0.014648684,
0.0037277297,
-0.008537174,
0.019347044,
0.020323137,
-0.007925295,
0.011800531,
0.038839772,
0.031468082,
-0.0008249445,
0.026733302,
-0.0071094558,
0.03939338,
0.014444725,
0.049096037,
0.033070624,
0.01504932,
-0.02371761,
-0.015209573,
-0.013628885,
0.044463236,
0.018808007,
-0.0045672427,
0.011844237,
-0.01990065,
0.019361613,
0.0030011227,
0.016622724,
0.008799409,
-0.0003553362,
0.0076266397,
-0.042773284,
0.013213681,
-0.012295863,
-0.024649998,
-0.00001305337,
-0.0026259825,
-0.020060902,
0.01867689,
0.0067015365,
0.019419886,
0.026412794,
0.048571568,
0.026441932,
-0.005514199,
0.028233863,
-0.020556234,
0.032371335,
0.024081824,
0.013585179,
-0.014197059,
-0.032283925,
0.015428102,
0.0009191849,
-0.0011554686,
0.008551743,
-0.011334337,
-0.02272695,
0.0040682694,
-0.03178859,
-0.04836761,
-0.04653197,
0.062528245,
-0.04664852,
0.035197634,
0.03779084,
-0.024023551,
-0.030506559,
0.035896923,
-0.053466603,
0.024853958,
0.00214522,
0.048134513,
0.026878988,
0.09288912,
0.013395788,
0.026106855,
0.038898047,
-0.013570611,
-0.06998735,
-0.0043851356,
0.03645053,
-0.017788209,
0.019434456,
-0.038140483,
-0.045599584,
0.008136539,
0.017700797,
-0.05492346,
-0.02180913,
-0.009884766,
-0.0035711175,
-0.036100883,
-0.010562204,
0.07872848,
0.03537246,
0.021474054,
-0.024081824,
-0.026427362,
-0.013067996,
-0.009826492,
-0.027184928,
0.014189775,
-0.021430347,
-0.044871155,
0.009134485,
-0.03181773,
-0.010569489,
0.007251499,
-0.0086610075,
-0.024285784,
0.009207328,
0.025859188,
0.048192788,
0.025378427,
0.0045854533,
-0.010299969,
0.016637292,
0.032487884,
0.00088868197,
0.05996418,
0.036916725,
-0.04128729,
-0.0022417367,
0.012390558,
0.024140099,
-0.035110224,
-0.032750115,
0.021342937,
0.019521866,
-0.04000526,
0.0070766765,
-0.011829669,
-0.0019649342,
-0.026806146,
-0.034789715,
-0.015165868,
0.018414656,
-0.06567506,
-0.016375057,
-0.025101624,
-0.059527125,
-0.0057436535,
-0.03685845,
0.0038752363,
-0.0048913932,
0.25360945,
0.07132766,
0.033565957,
0.007845168,
0.013002438,
0.011144946,
0.0005508736,
-0.005750938,
-0.010212558,
-0.06538369,
0.004428841,
-0.016404195,
0.028350413,
0.025465839,
0.0024875812,
0.028802037,
-0.038781498,
0.023892434,
0.02604858,
-0.040762823,
-0.025451269,
0.0138474135,
-0.045570448,
0.048688117,
-0.0043487144,
-0.01615653,
-0.0023327903,
-0.022887204,
0.0039590052,
-0.041432977,
-0.0054777777,
0.019201359,
0.0076047867,
-0.029807268,
0.021546897,
0.02635452,
-0.021051565,
-0.003871594,
0.015398965,
-0.034702305,
-0.0042722295,
-0.03149722,
0.008274941,
0.028233863,
-0.0065959143,
0.06299444,
0.042073995,
0.005306597,
0.0005827423,
-0.04836761,
0.04717299,
-0.055302244,
0.030040365,
-0.032138236,
-0.06299444,
0.0060240985,
-0.0696377,
-0.055797573,
0.03787825,
0.06019728,
-0.0010443834,
0.02201309,
-0.05419503,
-0.024912233,
-0.035955198,
-0.011261495,
0.019609278,
0.053437468,
-0.028204726,
0.024955938,
0.0024620863,
-0.023994414,
-0.030448284,
-0.033391133,
0.05655514,
0.049533095,
0.021444917,
-0.000086671535,
0.019492729,
-0.057691485,
-0.032546155,
-0.017948462,
0.017890189,
-0.02361563,
0.030331736,
0.035926063,
-0.011312485,
-0.008347783,
-0.0055833994,
0.031322397,
0.032983214,
0.0339156,
0.02070192,
-0.01857491,
-0.0071495194
] | pip install -U flash-attn --no-build-isolation
Make also sure that you have a hardware that is compatible with Flash-Attention 2. Read more about it in the official documentation of flash-attn repository. Make also sure to load your model in half-precision (e.g. `torch.float16``)
To load and run a model using Flash Attention 2, refer to the snippet below:
thon |
[
0.027060637,
-0.009185308,
-0.008427369,
0.0024145201,
-0.0022925748,
-0.0000647249,
0.00053233886,
0.023578625,
0.030377554,
0.010716192,
0.029416999,
-0.011549174,
0.017890338,
-0.0443056,
-0.016614601,
0.0406735,
-0.029792216,
-0.028456444,
-0.026415264,
-0.020741986,
0.009020212,
0.0036921334,
-0.078645445,
-0.04523614,
-0.019076023,
0.020982124,
0.025124518,
0.0013995587,
0.0612654,
0.047187265,
0.00068805384,
-0.007879553,
-0.002121851,
-0.025799908,
0.0037878137,
-0.024719283,
0.038512252,
-0.026760463,
-0.024584206,
-0.0037803093,
-0.008269778,
0.010611132,
0.025649821,
-0.04229444,
-0.06633833,
0.021852627,
-0.033049095,
-0.033109132,
-0.0030054867,
-0.039742965,
-0.0052342745,
0.011083905,
0.037371594,
-0.0037559203,
-0.02635523,
-0.084889054,
-0.03436986,
0.011316539,
-0.05301063,
0.017004825,
0.036020815,
0.050579228,
-0.015759107,
-0.06411705,
-0.011361565,
0.028441435,
-0.00024670505,
0.025394674,
-0.01521129,
-0.006266121,
-0.06024481,
0.032718908,
-0.008967682,
-0.06699871,
0.0039697937,
-0.0009990148,
0.013492797,
-0.019271135,
-0.010295949,
0.03470005,
-0.011684252,
0.015353872,
-0.0038422202,
0.0048740664,
-0.030887848,
-0.013192623,
0.048568066,
-0.011218983,
0.007706953,
-0.043405082,
-0.02294826,
0.010948827,
0.009875706,
-0.014160682,
0.03301908,
0.043224975,
-0.013762953,
0.026190134,
-0.0047202273,
0.009530507,
0.03527038,
0.07900565,
-0.05721306,
0.024614222,
-0.0076431665,
0.01614933,
-0.0036414792,
0.015864167,
-0.004705219,
-0.041483972,
-0.01707987,
-0.007035315,
0.020216681,
-0.005534448,
-0.023578625,
0.050128967,
-0.019826457,
0.024223998,
-0.031908438,
-0.007433045,
-0.031368125,
-0.027766043,
-0.014896108,
-0.059914622,
0.029011764,
-0.03040757,
0.01898597,
0.02138736,
-0.022768157,
-0.0019154819,
0.01431077,
0.036230937,
0.02737582,
0.025229579,
-0.029101817,
-0.0006510012,
-0.01317011,
0.000892547,
0.029432006,
-0.0141006475,
0.0037971942,
-0.033859566,
-0.007894562,
0.09059235,
0.030512631,
-0.01616434,
0.0152563155,
-0.0050316574,
-0.019196093,
0.019241119,
-0.059074134,
0.028996756,
-0.0053505916,
0.005737065,
0.0043375064,
-0.0074217888,
-0.012164529,
-0.0038872461,
0.0009924484,
0.012014442,
-0.002945452,
0.012892449,
-0.04487593,
0.06465736,
-0.0059021604,
0.009643072,
-0.046737008,
-0.017995398,
0.01728999,
-0.019481257,
0.012059469,
0.006318651,
-0.012614789,
0.033379287,
0.035780676,
0.005688287,
0.027195714,
0.0062398557,
-0.02000656,
-0.0016631485,
-0.008967682,
-0.0039435285,
-0.0020055338,
0.044035446,
0.0033150406,
-0.0034538708,
-0.025004448,
-0.008720038,
-0.014873594,
0.0075268494,
0.046616938,
0.04061347,
-0.04451572,
0.0129449805,
-0.01706486,
0.041844178,
-0.056912888,
-0.015879175,
-0.009230333,
-0.088491134,
-0.021087185,
0.051719885,
-0.008795083,
0.025184553,
0.002703437,
0.033259217,
-0.014573421,
0.03433984,
-0.016929783,
-0.007706953,
0.018730823,
0.021627497,
-0.025919978,
-0.007962101,
0.031518213,
0.0050091445,
-0.008074665,
0.012457198,
0.008787578,
0.022062749,
0.014468361,
0.026025038,
0.04127385,
0.01424323,
-0.017965382,
0.007879553,
0.0030711496,
0.041183796,
-0.003932272,
0.005774587,
0.015684063,
0.030167433,
0.0063524204,
0.05892405,
-0.000692275,
0.04589652,
0.03482012,
0.025229579,
0.0143633,
-0.019781431,
-0.053070664,
0.026700428,
0.07060079,
0.025124518,
-0.0044575757,
-0.010393506,
-0.0025364656,
-0.002279442,
-0.004416302,
0.015368881,
-0.03448993,
0.038722374,
-0.0024745548,
-0.0057295607,
-0.06084516,
-0.030692736,
0.01187186,
0.0361709,
0.0032775188,
-0.051479746,
0.028066218,
0.031968474,
-0.012569764,
-0.02102715,
0.04013319,
0.04625673,
-0.014340786,
-0.0026434024,
-0.016119314,
-0.050339088,
-0.027315784,
-0.04397541,
-0.083208084,
0.03424979,
-0.048087787,
-0.026625386,
0.047967717,
-0.042354476,
0.0032475016,
-0.017710233,
-0.0016669007,
-0.013785466,
0.0050316574,
0.051599815,
0.049738742,
0.0050541703,
-0.053761065,
0.0040485896,
-0.016839731,
0.030692736,
-0.024884379,
0.025169544,
0.020531865,
-0.0470672,
0.0006416208,
-0.0077594835,
-0.021162229,
-0.03584071,
-0.031968474,
-0.016989818,
-0.013027527,
0.035090275,
0.025109509,
-0.016449505,
-0.028681573,
0.010873783,
0.04691711,
-0.024269024,
0.058383737,
0.028816652,
-0.011729278,
0.031308092,
0.019796439,
0.023233425,
-0.051689867,
0.05652266,
0.060004674,
0.05108952,
-0.030017344,
-0.024013877,
-0.04859808,
0.013988083,
-0.06675857,
0.0072266757,
-0.013470284,
0.036561128,
-0.008044649,
-0.061895765,
0.014573421,
-0.049108375,
-0.05084938,
-0.02329346,
-0.01819051,
0.05628252,
0.0024689266,
0.028576512,
-0.008547439,
0.006712629,
-0.027210724,
0.015699072,
-0.0031555735,
-0.02668542,
-0.019376196,
0.025814917,
-0.010363488,
0.024929404,
0.03923267,
-0.060905192,
0.010303454,
-0.0131025715,
-0.028021192,
-0.017515121,
0.00006994276,
-0.014123161,
-0.0014605315,
0.069099925,
-0.02533464,
0.023263443,
0.019076023,
0.041453954,
0.018055433,
0.05009895,
0.05042914,
0.006806433,
-0.028741607,
-0.029897276,
-0.0034294818,
0.015458933,
0.041904215,
-0.026925558,
0.009260351,
-0.020832038,
-0.055952333,
-0.01062614,
-0.022332905,
-0.05655268,
0.027420845,
0.032028507,
0.040403347,
0.012809902,
0.0027615956,
-0.02011162,
0.041213814,
0.029311938,
0.032058526,
0.02204774,
-0.004686458,
0.024239006,
-0.024674257,
-0.023428537,
0.028651556,
-0.009748133,
-0.0028722847,
-0.009027717,
-0.019691378,
-0.047787614,
0.029011764,
0.015894184,
0.056462627,
0.026250169,
0.051990043,
-0.010370993,
0.009988272,
0.03007738,
-0.021837618,
0.006093521,
-0.049678706,
0.0406735,
0.030767778,
-0.010926314,
-0.02748088,
0.014738517,
-0.010926314,
0.0070915977,
0.01526382,
-0.011444113,
-0.06117535,
0.012389659,
-0.009387924,
0.023158383,
-0.05868391,
-0.026730446,
-0.0074630626,
0.019256126,
0.0574532,
-0.036561128,
0.010153367,
-0.06291635,
0.024329059,
0.03797194,
-0.006157308,
-0.024719283,
0.01323765,
-0.014160682,
-0.049228445,
0.05316072,
0.028936721,
-0.029326946,
-0.0042286934,
-0.05652266,
-0.006404951,
0.047307335,
0.01832559,
0.010581114,
0.028906703,
-0.0004261056,
-0.025154535,
0.0032643862,
-0.044695828,
-0.014731012,
0.04106373,
-0.021762576,
-0.0017560147,
-0.03818206,
-0.018835884,
-0.041453954,
0.0141907,
0.025514744,
0.06657847,
0.0042211893,
-0.0003365226,
-0.015061202,
0.02228788,
-0.029807223,
-0.046857074,
0.016749678,
0.018910928,
-0.009440455,
0.029296929,
0.013447771,
-0.004945358,
0.062316008,
0.0025777395,
-0.03256882,
-0.0061010253,
-0.01943623,
0.009020212,
-0.0034313577,
-0.0044913455,
0.022528017,
-0.037251525,
0.06027483,
-0.010918809,
-0.009590542,
0.00021258378,
-0.09113266,
0.014265743,
0.016014254,
-0.0075268494,
-0.0005914355,
0.021987705,
-0.043405082,
-0.0039397767,
-0.0075268494,
0.0017138028,
-0.012464702,
-0.07108107,
0.0019736404,
0.06024481,
-0.01214952,
0.051299643,
-0.022693112,
-0.037851874,
0.052260198,
-0.017710233,
0.023878798,
-0.016344445,
-0.016089298,
0.026205143,
-0.00063270936,
-0.033049095,
0.0008414237,
-0.008014631,
-0.031908438,
0.006667603,
-0.011121427,
0.021522436,
-0.03641104,
-0.024329059,
0.07090097,
-0.014025604,
-0.062616184,
-0.021447392,
0.039442793,
0.020066595,
-0.020186665,
0.043285012,
-0.029552076,
-0.017229956,
-0.044035446,
0.039172634,
-0.06249611,
0.016014254,
-0.04106373,
-0.019286145,
0.0073542497,
0.049348515,
0.0045813974,
-0.024569197,
0.01266732,
-0.04463579,
-0.0041874195,
-0.029777206,
-0.00013367098,
-0.057032954,
0.010153367,
-0.026055055,
0.021552455,
0.0026546589,
0.012344633,
-0.012779885,
-0.019061014,
0.033229202,
0.031428162,
-0.010978844,
-0.019030998,
-0.0016565822,
0.0017119268,
-0.011691756,
0.028786633,
-0.01957131,
0.0095605245,
0.010408514,
0.0056169955,
-0.052170146,
-0.035750657,
-0.0015252563,
-0.03042258,
0.057513233,
-0.055502072,
-0.0121044945,
0.009027717,
0.01943623,
0.026385246,
-0.015413906,
-0.015879175,
-0.019811448,
-0.03572064,
-0.05946436,
0.031848405,
-0.018805867,
-0.011631722,
-0.026550341,
-0.015654046,
0.031127987,
-0.017109886,
-0.008795083,
0.09053231,
-0.0009422632,
0.02940199,
-0.11730778,
0.05673278,
0.010671166,
0.017695226,
-0.002095586,
-0.023578625,
-0.041303866,
-0.026940567,
-0.033829547,
-0.02928192,
-0.014265743,
0.022708122,
0.03527038,
0.0084799,
0.036230937,
-0.006243608,
-0.06915996,
-0.055231914,
0.03473007,
0.022813182,
0.041093744,
0.014993664,
0.00754561,
-0.0084799,
0.004592654,
0.0050991965,
-0.049378533,
-0.0009127149,
0.042024285,
-0.004307489,
-0.019631343,
0.02351859,
0.033559393,
-0.047997735,
-0.056162454,
-0.0040523415,
-0.012644807,
-0.037281543,
-0.04070352,
-0.0031780864,
0.019076023,
-0.037671767,
0.0025420939,
0.014791047,
-0.020546872,
-0.027420845,
0.018925937,
0.0064537292,
-0.009733124,
-0.011834338,
0.04037333,
-0.020216681,
0.001271985,
-0.06873972,
-0.041243833,
-0.03018244,
0.013642883,
0.07090097,
-0.018400632,
0.010768723,
0.031398144,
-0.012577267,
0.07564371,
0.008862621,
0.02531963,
0.005620748,
-0.06321653,
-0.031818386,
-0.02973218,
0.063336596,
-0.041183796,
-0.010881288,
-0.012427181,
0.00035082773,
0.0130050145,
0.05448148,
-0.009515499,
-0.06291635,
0.017800286,
-0.061445504,
-0.040973675,
-0.006491251,
-0.034790102,
-0.008322309,
0.042084318,
0.0022494248,
-0.028021192,
0.003906007,
0.04046338,
-0.02542469,
-0.0037465398,
-0.017875329,
-0.0072904625,
-0.035600573,
-0.0072266757,
-0.022107774,
-0.045866504,
0.008990195,
0.028471451,
0.012074477,
0.0064799944,
-0.045416243,
0.049138393,
0.005162983,
0.002945452,
0.028096234,
-0.0014717879,
0.007346745,
0.0020411795,
-0.014918621,
0.007170393,
0.01853571,
-0.025919978,
0.003101167,
-0.024959423,
0.003455747,
-0.02464424,
0.015819142,
0.040073156,
-0.030347535,
0.04013319,
-0.00018538056,
0.016134324,
-0.03866234,
-0.0028253826,
-0.010431027,
-0.00602223,
-0.03707142,
0.041483972,
0.014340786,
0.033769514,
0.037431628,
0.0093654115,
-0.013770457,
0.019706387,
0.008247266,
0.0031555735,
0.011489139,
-0.0003032221,
-0.0022925748,
-0.012111999,
0.02159748,
0.02871159,
-0.033469338,
0.0026715437,
-0.007433045,
-0.022573043,
-0.04106373,
0.010641149,
0.0040711025,
0.043224975,
0.045296174,
-0.04397541,
0.015383889,
-0.019076023,
-0.032388717,
0.038061995,
-0.06255615,
-0.037551697,
0.01900098,
-0.041754127,
0.037521683,
-0.01888091,
-0.0025102005,
0.015819142,
0.03887246,
-0.0013235774,
-0.034429897,
0.008772569,
-0.010355984,
0.0106561575,
-0.06267621,
0.0039022549,
-0.03473007,
0.025154535,
-0.017590165,
-0.02519956,
0.028651556,
0.031127987,
0.026970584,
-0.042354476,
-0.030332528,
0.0042549586,
-0.00090333447,
0.027991174,
-0.02883166,
0.00026265177,
-0.016989818,
0.053310804,
-0.052020058,
0.032868993,
0.0013357719,
0.01114394,
0.019496266,
0.040313296,
0.0117668,
0.057933476,
0.032508783,
-0.021417376,
0.030167433,
0.0046902103,
0.03923267,
0.013537822,
0.009470472,
-0.025049474,
0.064777434,
0.025799908,
0.031007918,
0.008464891,
0.023653667,
0.001941747,
-0.036140885,
-0.00977815,
0.018025415,
0.025364656,
0.006753903,
-0.0041198805,
-0.005380609,
-0.011639225,
0.008194735,
0.008787578,
0.02351859,
-0.0117517905,
-0.02000656,
-0.027495889,
-0.035570554,
-0.0023150877,
0.021612488,
0.0046526883,
0.012779885,
0.005639509,
0.01640448,
-0.012832415,
0.0075493623,
-0.00044017623,
0.047697563,
0.020922089,
0.037941925,
0.026310204,
-0.045986574,
0.025154535,
0.01617935,
0.003795318,
0.018970963,
-0.00075559283,
-0.004258711,
-0.050068934,
-0.020681951,
0.05664273,
-0.0022738138,
-0.004735236,
0.020381777,
-0.038932495,
-0.026010029,
-0.037821855,
0.010378497,
-0.021792592,
0.008344822,
0.01431077,
-0.033949617,
-0.04805777,
0.057993513,
-0.02294826,
0.043645218,
-0.002634022,
0.052260198,
0.03259884,
0.09083249,
0.03470005,
-0.010288445,
0.024284033,
0.01616434,
-0.04046338,
0.0015515215,
0.017815294,
-0.012292103,
-0.010033297,
-0.06531774,
-0.04106373,
-0.00922283,
0.012614789,
-0.026775472,
-0.046767022,
-0.022212835,
0.010325966,
-0.022347914,
0.027225733,
0.06291635,
0.005376857,
-0.007887057,
-0.0036733726,
-0.0081121875,
-0.030452596,
0.012592277,
-0.03436986,
0.035480503,
-0.0029717172,
-0.053190734,
-0.017019834,
-0.021567462,
0.009042725,
-0.008329813,
-0.013725431,
0.005403122,
0.013988083,
0.03208854,
0.0133577185,
0.022708122,
-0.00077107054,
-0.040313296,
0.020561881,
0.023458555,
0.027555922,
0.07462312,
0.06633833,
0.0038684853,
-0.011991929,
-0.0060860165,
0.026520325,
-0.018820876,
0.0015646542,
0.0043300022,
-0.024058903,
-0.047757596,
-0.032718908,
-0.03018244,
0.009425446,
0.0027766044,
-0.015999245,
-0.047877666,
-0.02443412,
-0.057363145,
-0.014723508,
-0.02047183,
0.01209699,
0.003238121,
0.006607568,
0.0006177007,
-0.053310804,
0.2718371,
0.06885979,
0.014348291,
0.0063486686,
0.02622015,
0.04103371,
0.037821855,
-0.007530601,
0.016569575,
-0.019271135,
-0.0036320987,
-0.035090275,
0.0014821064,
0.046316765,
-0.028291348,
0.03436986,
-0.062376045,
-0.012314616,
-0.0017072365,
-0.023083339,
-0.031127987,
0.033259217,
0.011616712,
0.03064771,
0.0635167,
0.019376196,
0.003455747,
-0.0420543,
-0.023653667,
-0.0012185166,
0.022002714,
-0.027931139,
0.032989062,
-0.008427369,
-0.007583132,
0.010918809,
-0.013267666,
-0.034910172,
-0.021342332,
0.017620182,
-0.00709535,
-0.008787578,
0.012232068,
0.03199849,
-0.034880154,
0.032718908,
0.0055869785,
0.043675236,
0.009598047,
-0.041694093,
0.047427405,
-0.035150312,
0.01853571,
-0.008412361,
-0.016599592,
-0.008374839,
-0.016689643,
-0.030857831,
-0.031127987,
0.02000656,
0.013215136,
-0.004596406,
-0.0023338485,
-0.009057734,
-0.041604042,
0.03427981,
-0.018925937,
0.028921712,
-0.044695828,
-0.012577267,
-0.008472396,
0.019826457,
-0.029687155,
-0.036921334,
0.044065464,
0.022663096,
-0.02542469,
0.029041782,
-0.015458933,
-0.030092388,
-0.0017607049,
-0.009748133,
0.0025627308,
-0.008022135,
0.031067953,
0.0443056,
-0.022002714,
0.013590353,
0.004686458,
0.03890248,
0.008990195,
0.06117535,
-0.016884757,
-0.021672523,
-0.009785655
] |
import torch
from transformers import OPTForCausalLM, GPT2Tokenizer
device = "cuda" # the device to load the model onto
model = OPTForCausalLM.from_pretrained("facebook/opt-350m", torch_dtype=torch.float16, attn_implementation="flash_attention_2")
tokenizer = GPT2Tokenizer.from_pretrained("facebook/opt-350m")
prompt = ("A chat between a curious human and the Statue of Liberty.\n\nHuman: What is your name?\nStatue: I am the "
"Statue of Liberty.\nHuman: Where do you live?\nStatue: New York City.\nHuman: How long have you lived "
"there?")
model_inputs = tokenizer([prompt], return_tensors="pt").to(device)
model.to(device)
generated_ids = model.generate(**model_inputs, max_new_tokens=30, do_sample=False)
tokenizer.batch_decode(generated_ids)[0]
'A chat between a curious human and the Statue of Liberty.\n\nHuman: What is your name?\nStatue: I am the Statue of Liberty.\nHuman: Where do you live?\nStatue: New York City.\nHuman: How long have you lived there?\nStatue: I have lived here for about a year.\nHuman: What is your favorite place to eat?\nStatue: I love' |
[
-0.0019299019,
-0.019725611,
-0.0038768675,
0.0036721034,
-0.016490337,
-0.0032489242,
-0.02115896,
0.04002456,
-0.002143198,
0.05441265,
0.044283655,
0.020476412,
0.0118353665,
-0.02029895,
-0.0333356,
0.043409996,
-0.0039178203,
-0.026441874,
-0.043382693,
0.0069961078,
0.020981498,
0.024626298,
-0.07453414,
-0.0148385735,
-0.030195883,
0.0071872207,
-0.0038734546,
-0.027588554,
0.047641788,
0.06918297,
0.00023121282,
-0.043409996,
0.019684657,
-0.025459006,
-0.07011124,
0.025390752,
0.010490749,
0.00036345632,
-0.03568356,
-0.07546241,
-0.01246331,
-0.022824375,
0.056296483,
-0.043519203,
-0.014115074,
-0.017377649,
-0.033280995,
-0.039942656,
-0.0152207995,
-0.0333356,
-0.026783148,
-0.012592994,
0.032789562,
-0.023848195,
-0.024571694,
-0.061702255,
-0.007767386,
0.013582687,
-0.030632714,
0.007030235,
0.037485484,
0.052992955,
-0.05261073,
-0.043164276,
0.0073100794,
0.046931937,
-0.0032864641,
0.019316083,
0.022988185,
-0.019602751,
-0.011419012,
0.017937338,
0.03131526,
-0.0081973905,
0.0021056577,
-0.000009118402,
0.06306735,
0.0071257916,
-0.021008799,
0.053429786,
-0.037239768,
0.05089071,
0.0069449167,
-0.0152207995,
-0.016135413,
-0.0710941,
0.046303995,
-0.017896384,
0.0066241194,
-0.019889422,
-0.024721855,
0.023534223,
-0.02230564,
-0.001485393,
0.012517913,
0.027329186,
0.020995148,
0.03363592,
0.019807516,
0.025431704,
0.0071394425,
0.045184616,
0.007624051,
-0.04174458,
-0.050071653,
0.022291988,
0.04668622,
0.013268715,
-0.004436556,
-0.07333286,
-0.017227488,
0.02115896,
-0.023725336,
-0.008511362,
0.0057368083,
0.013644116,
-0.0034212673,
0.015302706,
0.01116647,
-0.011473617,
-0.024080262,
0.011248376,
0.001824107,
-0.05323867,
0.015616677,
-0.012674899,
-0.0039621857,
0.021131657,
-0.061920673,
-0.03306258,
-0.01057948,
-0.011562347,
0.02637362,
0.05261073,
0.0075557963,
0.012961569,
0.025363449,
0.024162166,
-0.03423656,
0.005569584,
0.041853786,
0.017268442,
-0.011726159,
0.10456621,
-0.00033956717,
0.010599956,
-0.01913862,
-0.0027267756,
-0.05378471,
0.016285574,
-0.031670183,
0.021172611,
-0.016326526,
-0.023097394,
0.0141833285,
-0.045621447,
-0.0001976187,
0.020490063,
0.034018148,
0.024899317,
0.0035697212,
-0.005081563,
-0.050399277,
0.033444807,
-0.038058825,
0.01493413,
-0.0015852156,
0.0069722184,
0.023220252,
-0.034154657,
0.042263314,
-0.0232066,
-0.010893451,
0.040079165,
0.033171788,
0.035792768,
0.06148384,
0.0044297306,
0.01870179,
0.031397164,
-0.026810449,
0.0075762724,
0.013766974,
0.012790932,
0.021732299,
0.014142375,
-0.0049860063,
0.02088594,
-0.0024861777,
-0.021527534,
0.012265371,
0.04668622,
-0.002440106,
0.0046208436,
-0.015971601,
-0.03161558,
-0.030032072,
0.027001562,
-0.014224282,
-0.005992763,
-0.04750528,
0.02711077,
-0.05187358,
0.00230189,
-0.014128724,
-0.0073783337,
-0.011330281,
0.018032894,
-0.014633809,
0.03505562,
0.035628956,
-0.018319564,
-0.06579754,
-0.032953374,
0.042345222,
-0.032707658,
-0.00920756,
0.011439489,
0.006876662,
0.004887037,
0.013439352,
0.041444257,
0.05711554,
-0.007903895,
-0.010210904,
-0.014538253,
0.0253771,
0.05580505,
-0.004617431,
0.03497371,
-0.013842055,
0.007180395,
-0.016422084,
0.044010635,
0.01095488,
-0.0056958552,
0.03666643,
0.03087843,
0.0038359147,
0.0065626903,
0.025704723,
0.04128045,
0.027492996,
0.065415315,
-0.023124695,
0.017800828,
-0.005146405,
0.018783696,
0.0049757683,
0.0016637085,
-0.051573258,
0.081523426,
0.024899317,
0.00384274,
-0.020476412,
-0.0056173624,
0.009507881,
0.027301883,
-0.026946958,
-0.023738988,
0.03928741,
0.00848406,
-0.0013795983,
-0.02986826,
0.012483786,
0.041253146,
0.029158412,
-0.0105863055,
0.02652378,
-0.058316823,
-0.013193635,
-0.05607807,
-0.057333954,
0.0010007847,
-0.030578109,
0.008436282,
0.001411166,
-0.05045388,
0.009193909,
-0.019316083,
0.019206874,
-0.027397439,
-0.01957545,
0.05263803,
-0.00753532,
0.005303391,
-0.036639128,
-0.0047232257,
-0.07311444,
-0.030086676,
0.023274856,
-0.040406786,
-0.008456758,
-0.03669373,
0.04264554,
0.006279433,
-0.01341205,
-0.035001013,
-0.038331844,
-0.017282093,
-0.061210822,
-0.01478397,
0.006938091,
0.03961503,
-0.011282504,
0.025431704,
0.03450958,
-0.026168855,
0.046713524,
0.060664784,
-0.004989419,
0.03470069,
0.003165312,
0.037239768,
-0.040488694,
0.032680355,
0.031096844,
-0.025568213,
-0.04248173,
-0.036065787,
-0.051982787,
-0.00012989723,
-0.009193909,
-0.0047266386,
-0.021104356,
0.03276226,
-0.015930649,
-0.088512704,
0.008647871,
-0.017773526,
-0.075790025,
-0.027806967,
-0.015957952,
0.011910447,
0.024121214,
0.04990784,
-0.07939388,
-0.004474096,
-0.02406661,
0.03363592,
-0.007344207,
0.010456622,
-0.019930374,
0.039806146,
-0.014961432,
-0.0043785395,
0.05476758,
-0.032844167,
-0.029649844,
-0.03352671,
0.005412598,
0.0021244278,
0.008804858,
-0.016463036,
-0.0007763973,
0.039396618,
-0.003982662,
0.047314163,
0.039778844,
0.02741109,
-0.006706025,
0.0028035622,
-0.01225172,
-0.01196505,
-0.012633947,
-0.04376492,
0.037157863,
0.018073848,
0.059791125,
-0.02246945,
0.022592308,
-0.01196505,
-0.013139031,
-0.023834543,
0.008176914,
-0.01624462,
0.048351634,
-0.004412667,
0.063831806,
0.0040952824,
-0.006009827,
0.012203942,
0.015398262,
0.012647597,
0.023042789,
-0.0028752296,
-0.042017598,
-0.014770319,
-0.054330748,
-0.019397989,
-0.005228311,
-0.0006778546,
0.03497371,
-0.021145308,
-0.033444807,
-0.065196894,
0.040843617,
0.043136977,
-0.019043064,
0.06972901,
-0.0012789225,
-0.04567605,
0.05566854,
0.026919657,
0.0057470463,
0.02973175,
-0.035765465,
0.034727994,
0.037294373,
0.030933034,
-0.0055491077,
-0.015111593,
0.015138894,
0.035001013,
-0.011439489,
-0.012524739,
-0.06770867,
-0.017309394,
-0.009412324,
0.057006333,
-0.006501261,
-0.0007196606,
-0.035301335,
0.013780626,
0.040133767,
-0.01579414,
0.009480579,
-0.035465147,
0.021254515,
0.01493413,
-0.028148241,
-0.020503715,
-0.012954744,
-0.02219643,
-0.044119842,
0.055286314,
0.036748335,
-0.020954195,
0.03650262,
-0.012804584,
-0.00855914,
0.0038598038,
0.018183054,
-0.021868808,
-0.021486582,
-0.0159443,
0.006815233,
-0.014565554,
-0.024803761,
-0.031697486,
0.0391509,
-0.039260108,
0.0012294379,
-0.049825937,
-0.008129136,
-0.027766015,
0.031779394,
0.0048017185,
-0.009535182,
-0.0007158212,
0.01384888,
-0.054439954,
0.03988805,
-0.029021902,
-0.027861571,
0.03117875,
0.006876662,
-0.0026141554,
0.05886286,
0.0069653927,
0.0076035745,
0.030578109,
0.05162786,
-0.02521329,
-0.013302842,
0.0043205232,
0.015889697,
-0.027615855,
-0.029950166,
-0.0075762724,
-0.05755237,
0.05304756,
-0.052365012,
-0.044283655,
-0.012647597,
-0.051545955,
-0.030550808,
0.002083475,
-0.03827724,
0.023124695,
-0.025732026,
-0.016149065,
-0.022960884,
-0.02144563,
-0.087038405,
-0.05337518,
-0.031943202,
0.00612586,
0.01696812,
-0.012190291,
0.059845727,
-0.046631616,
-0.06448705,
0.029404128,
-0.0056549027,
-0.0028240385,
-0.009432801,
0.016722403,
0.025977742,
0.011719333,
-0.047914807,
-0.047177654,
-0.0009658041,
-0.021036102,
-0.010913928,
-0.012770456,
0.027711412,
-0.025622817,
-0.014224282,
0.023848195,
-0.0024008593,
-0.06443244,
-0.020626573,
0.048651956,
0.005579822,
0.022114525,
0.046467803,
-0.026059648,
-0.05146405,
-0.019821167,
0.0016227557,
-0.03865947,
0.004771004,
-0.049634825,
-0.039396618,
0.003702818,
0.008320249,
0.036065787,
-0.066234365,
-0.015043338,
-0.012354102,
-0.0024281612,
-0.055122502,
-0.011732984,
-0.04043409,
0.013118555,
0.0057948246,
0.041225843,
0.017022723,
0.016285574,
-0.012422357,
-0.0036072612,
0.00032484974,
-0.009637564,
-0.063340366,
0.024325978,
0.0065524518,
0.015889697,
-0.008552315,
-0.004764179,
-0.03551975,
0.004883624,
-0.050918013,
0.01384888,
-0.0078151645,
-0.019916724,
-0.014592856,
0.023425017,
0.04130775,
0.003986075,
0.014292535,
0.014824922,
0.04433826,
0.008873112,
0.014005866,
-0.060883198,
-0.016463036,
-0.036448013,
-0.033908937,
0.02580028,
-0.035301335,
0.0014674762,
0.0101221735,
-0.0050371974,
0.041990295,
-0.045594145,
0.029267618,
0.0739335,
-0.0066582467,
0.012074258,
-0.055832352,
0.04567605,
0.023861846,
-0.00030288027,
-0.006767454,
0.025418052,
0.017350346,
-0.018660838,
0.012217592,
-0.04867926,
-0.009187084,
0.023411365,
0.036311503,
0.0239301,
0.0049825935,
0.033117183,
-0.05913588,
-0.015234451,
0.01115282,
0.008060881,
0.01283871,
0.032953374,
0.02727458,
-0.014046819,
0.03363592,
-0.00068468,
-0.026141552,
-0.020039583,
0.03450958,
0.01694082,
-0.016258271,
0.018224007,
0.012797758,
-0.033171788,
-0.060828596,
-0.0043751267,
-0.01913862,
-0.03524673,
-0.0016347002,
-0.022537705,
0.004767591,
-0.045484938,
0.024325978,
-0.016176365,
-0.034263864,
0.015616677,
0.003583372,
0.0034485692,
-0.05842603,
-0.004467271,
0.06874614,
-0.0166678,
-0.0023820894,
-0.048515446,
0.02495392,
0.014893177,
0.02058562,
0.046467803,
-0.007883418,
0.028967299,
0.044720486,
0.005832365,
0.043027766,
0.003986075,
0.01782813,
0.02132277,
-0.031560976,
-0.029922863,
-0.016367478,
0.03797692,
-0.0018292262,
0.011357583,
-0.012511088,
0.032844167,
0.07404271,
0.04654971,
-0.028339354,
-0.06454165,
0.0107569415,
-0.029513335,
-0.015616677,
-0.0009820146,
-0.02828475,
0.025923138,
0.024626298,
-0.0166951,
-0.0014563848,
0.024749158,
0.013917135,
0.0012081084,
-0.02291993,
-0.020926893,
0.027315535,
-0.06727184,
-0.032871466,
-0.04379222,
-0.008033579,
0.008320249,
0.0038734546,
-0.04881577,
-0.018128451,
-0.0019572037,
0.037430882,
-0.0012473548,
0.0002591546,
-0.0066889613,
0.0492799,
-0.041553468,
0.00226435,
-0.0268241,
0.047669087,
0.03565626,
-0.019602751,
0.013575861,
0.000007931943,
0.0065592774,
-0.0026977672,
0.01094123,
0.04971673,
-0.024721855,
-0.022483101,
-0.015248102,
0.022414846,
-0.016558591,
0.0076650036,
-0.023807243,
-0.018101148,
0.016176365,
0.033990845,
-0.025322497,
0.067654066,
0.020339902,
-0.0072076973,
-0.013644116,
0.021527534,
-0.004692511,
-0.01984847,
0.003624325,
0.001670534,
-0.004306872,
-0.012415531,
0.04218141,
0.07376969,
-0.022715166,
-0.0066207065,
0.017323045,
-0.0143744415,
-0.07202237,
-0.0022404608,
0.028803486,
0.051054522,
0.05539552,
-0.0075421454,
-0.012108386,
0.011350758,
-0.016845262,
0.013330145,
-0.040488694,
-0.023179298,
0.017855432,
-0.013794277,
-0.015343659,
-0.013528083,
-0.0064671338,
-0.012743154,
0.023807243,
0.030769221,
-0.0043034595,
0.034618787,
0.00047692977,
0.012040131,
-0.053156767,
-0.024803761,
-0.007821989,
-0.015643978,
-0.027929826,
-0.020763082,
0.046030976,
0.05842603,
0.026578384,
0.0016645617,
-0.017800828,
0.0035970232,
0.02058562,
0.023657082,
-0.026127903,
0.016053507,
-0.039314713,
0.02858507,
-0.022223733,
-0.013063951,
-0.018824648,
0.027916176,
0.020421809,
-0.010797895,
-0.01000614,
0.013582687,
0.02144563,
-0.039587732,
0.01942529,
0.008525013,
-0.0067230887,
0.014579206,
-0.034536883,
-0.00007086759,
0.0855095,
0.06705342,
0.047587182,
-0.0028069748,
0.014988733,
0.018920206,
-0.043464597,
-0.0109685315,
0.028393958,
-0.011084565,
0.010948055,
0.026059648,
0.009801376,
0.015207149,
-0.012128862,
0.0016875976,
0.00812231,
-0.026441874,
0.023124695,
-0.014620159,
-0.022223733,
0.064923875,
-0.055177107,
-0.054166935,
-0.01115282,
0.006289671,
0.0039929003,
0.007159919,
0.011569173,
-0.006815233,
0.04016107,
0.041553468,
0.011029961,
0.019329734,
-0.0062999097,
0.04177188,
-0.004914339,
0.04087092,
0.008251994,
-0.027315535,
-0.050918013,
-0.020667525,
-0.0464132,
0.000306293,
-0.0077264328,
-0.040625203,
0.026182506,
-0.025390752,
0.00093679584,
-0.041362353,
-0.014033168,
-0.010313286,
0.028830789,
0.053702805,
-0.045293823,
-0.029540638,
0.042973164,
0.009739947,
0.009309942,
0.006098558,
0.042727448,
-0.00019676553,
0.06028256,
0.014538253,
0.0043409993,
-0.03609309,
0.017473206,
-0.0126817245,
-0.013903484,
0.010408843,
-0.015248102,
-0.004586716,
0.006818645,
-0.04406524,
-0.014019517,
0.0049177515,
-0.015562073,
-0.030769221,
-0.007132617,
0.017650668,
-0.012381404,
0.0103337625,
0.046877332,
-0.012333626,
0.013282366,
-0.008245168,
-0.0076103997,
-0.052719936,
0.051409446,
-0.03423656,
0.033226393,
-0.0036652777,
0.0011876319,
-0.025527261,
-0.013869356,
-0.009623914,
0.026182506,
-0.0014043406,
-0.038741373,
0.04190839,
0.0034468628,
0.0072418246,
0.010893451,
-0.029294921,
0.007282777,
0.013691895,
0.06099241,
-0.00435465,
0.06290354,
0.015316357,
0.00789707,
0.003972424,
0.054439954,
0.0133164935,
0.0166951,
0.016872564,
0.00926899,
-0.00270118,
-0.029240318,
-0.024721855,
-0.008190565,
0.033908937,
0.028230147,
-0.009582961,
0.009262164,
0.013029824,
-0.08632855,
-0.0051668813,
-0.01610811,
0.03707596,
-0.013343795,
0.002974199,
0.015480168,
-0.044638578,
0.2176506,
0.094136894,
0.04799671,
0.03841375,
0.038468353,
0.021841507,
-0.0063203857,
-0.024052959,
0.0071940464,
-0.05744316,
-0.011726159,
-0.059190482,
0.0021193086,
0.057606973,
-0.013753324,
0.04294586,
-0.098068364,
-0.025841232,
0.029021902,
-0.016026206,
-0.08376218,
0.031670183,
0.01580779,
0.030796524,
0.0054467255,
0.033690523,
0.0011202304,
-0.018196706,
0.028803486,
-0.024080262,
0.023370411,
-0.07011124,
0.029677147,
0.014128724,
-0.041389655,
0.029131109,
-0.024803761,
-0.023861846,
0.019220525,
-0.01870179,
0.02986826,
0.0130503,
-0.0003431932,
-0.016353829,
-0.014251583,
-0.0025459006,
-0.012169815,
0.008702476,
0.06328577,
-0.026906006,
0.01711828,
-0.012906965,
0.042263314,
-0.012497437,
-0.093863875,
-0.018715441,
0.0035663084,
-0.05973652,
-0.009555659,
0.0150296865,
0.02332946,
-0.0021141896,
-0.0059518106,
0.030987637,
-0.011268852,
0.059681915,
0.008886763,
0.035628956,
-0.0053852964,
-0.02046276,
0.029103808,
0.0022848262,
-0.023670733,
-0.0019930375,
0.002407685,
-0.009774074,
0.0031755504,
0.016121762,
-0.0043000467,
-0.03852296,
0.034100052,
0.0014487061,
-0.04117124,
-0.037485484,
0.010224556,
0.026728544,
-0.040242977,
0.014920479,
-0.022810724,
0.0010272333,
0.0005016721,
0.038031522,
0.0064398316,
-0.017213838,
-0.023083743
] | OPTConfig
[[autodoc]] OPTConfig
OPTModel
[[autodoc]] OPTModel
- forward
OPTForCausalLM
[[autodoc]] OPTForCausalLM
- forward
OPTForSequenceClassification
[[autodoc]] OPTForSequenceClassification
- forward
OPTForQuestionAnswering
[[autodoc]] OPTForQuestionAnswering
- forward
TFOPTModel
[[autodoc]] TFOPTModel
- call
TFOPTForCausalLM
[[autodoc]] TFOPTForCausalLM
- call
FlaxOPTModel
[[autodoc]] FlaxOPTModel
- call
FlaxOPTForCausalLM
[[autodoc]] FlaxOPTForCausalLM
- call |
[
-0.0053262548,
0.0032240688,
-0.012975129,
-0.03928382,
-0.016932186,
-0.018638307,
0.0076202005,
-0.011749303,
0.0069033424,
0.085908264,
0.016287014,
0.0015358683,
0.02605062,
-0.038337566,
0.012939286,
0.04390038,
-0.05118366,
-0.02346993,
-0.027771078,
0.00038105482,
0.058782354,
-0.024975333,
-0.099729285,
-0.02352728,
-0.024803286,
0.048545625,
0.024014743,
-0.037792753,
0.09611632,
0.061248347,
-0.042179924,
-0.026724465,
-0.014165114,
-0.0050502648,
-0.022365969,
-0.011061119,
0.010322755,
-0.0036022114,
-0.043183524,
-0.045850236,
0.018695656,
-0.02326921,
-0.010043181,
-0.04739865,
-0.083556965,
-0.04074621,
-0.026122306,
-0.055456135,
-0.02498967,
-0.064803965,
-0.010745701,
0.001322603,
0.001495545,
-0.020932253,
-0.009598728,
0.008767174,
-0.0025036265,
-0.010272575,
-0.0348393,
0.061477743,
0.049434528,
0.021577425,
0.022595365,
-0.061248347,
0.0126167005,
0.04301148,
-0.015140041,
0.025462795,
-0.009863966,
-0.01988564,
-0.04415845,
0.022982467,
-0.022839095,
-0.030050687,
-0.0043943394,
0.021749472,
0.022423318,
0.018910713,
-0.010616667,
0.021434054,
-0.009648909,
0.00021729758,
-0.0032921704,
-0.007713392,
-0.0505815,
-0.05815152,
0.041118976,
-0.026538083,
-0.038337566,
-0.049807295,
-0.0017563021,
0.03386437,
-0.00090682536,
-0.024186788,
0.032229934,
0.03093959,
-0.033348233,
-0.00348393,
-0.011211659,
-0.005340592,
0.040860906,
0.037333965,
0.0034695927,
0.023111502,
-0.07025208,
-0.020817555,
0.016444722,
-0.025462795,
-0.024545217,
-0.07289012,
0.017333627,
0.011147141,
0.0077062235,
0.019527212,
-0.020373104,
0.008587959,
-0.011799483,
0.035355438,
-0.020788882,
0.010975095,
0.027943125,
-0.00580655,
-0.00605745,
-0.00792845,
0.019856967,
-0.031685125,
0.009333491,
0.032172587,
-0.02084623,
-0.009283311,
0.013613134,
0.019699257,
0.032889444,
0.049348503,
-0.008294047,
0.016631106,
0.028387576,
0.021376705,
-0.012487667,
-0.029319491,
-0.014165114,
-0.024545217,
-0.01822253,
0.09869701,
0.017204592,
-0.0068424097,
-0.009935652,
-0.0410903,
-0.04154909,
-0.022538016,
-0.035068695,
0.04619433,
-0.014709926,
0.000039315182,
-0.01569919,
0.0013548617,
-0.010401609,
0.0011657904,
0.012652543,
0.014071923,
0.004215125,
0.029448526,
-0.053993743,
0.06962125,
-0.057377312,
0.020459127,
-0.021305019,
-0.010494801,
0.068015486,
-0.029763944,
0.0019247637,
0.002360255,
0.0027903698,
0.004559217,
0.076101646,
0.026280014,
0.0758149,
-0.03179982,
0.0055305595,
0.008050315,
-0.015842563,
0.018208193,
0.011957191,
0.03478195,
-0.016143642,
-0.014129271,
0.021749472,
-0.021763809,
0.006261755,
0.010401609,
-0.019713596,
0.04140572,
-0.028545285,
0.0024337329,
-0.04174981,
0.012430318,
-0.0654348,
0.004139855,
0.0073477942,
-0.07461058,
0.023140175,
0.021763809,
0.0064803963,
0.05476795,
-0.01964191,
-0.018466262,
0.0061004614,
0.025505807,
0.0004879115,
0.010745701,
0.023512943,
0.010587992,
-0.01817952,
0.017175918,
0.04169246,
-0.017892776,
0.032746073,
-0.005218726,
0.038538285,
0.01367765,
0.05729129,
-0.029362503,
0.040115375,
0.0063370247,
0.039083097,
-0.015828224,
0.02200754,
0.043441594,
0.003657768,
0.026925186,
-0.021563089,
0.028860703,
0.014272642,
-0.015412447,
-0.009605897,
-0.0007777909,
-0.0022437656,
0.011519908,
-0.010566487,
0.019527212,
0.01661677,
0.007641706,
0.050810896,
0.035068695,
-0.0014229631,
-0.016889174,
0.011168648,
-0.0131901875,
-0.018738668,
0.020258406,
-0.041721135,
0.06486131,
-0.0012007371,
-0.01579955,
-0.009598728,
0.0014005613,
-0.0064839805,
0.028129507,
-0.0007182021,
0.015742201,
-0.019326491,
0.050036687,
0.020803219,
-0.07094026,
-0.027498672,
0.056517083,
-0.015398109,
0.025305087,
0.0010044973,
-0.017548684,
-0.04931983,
-0.046767816,
-0.055914924,
0.0071614115,
-0.05310484,
-0.0040645846,
0.014795949,
-0.056431063,
0.044359174,
-0.028358903,
-0.009398009,
-0.013942888,
0.025419785,
0.042982806,
0.031226335,
0.023742337,
-0.03093959,
0.025663516,
-0.023140175,
0.016114967,
0.01964191,
-0.00242298,
-0.034523882,
-0.025935922,
0.012172249,
-0.015727865,
0.0041613607,
-0.005057433,
-0.040258747,
-0.00729403,
0.00060619303,
-0.019555885,
-0.014545049,
-0.004630903,
-0.046022285,
0.017835427,
0.0143156545,
-0.04931983,
0.049635246,
0.074094445,
-0.013390907,
0.00741948,
-0.019512875,
0.04481796,
-0.03951321,
0.046567094,
0.023211861,
0.011978697,
-0.021018276,
-0.035871573,
-0.0053979405,
0.03200054,
-0.022523679,
-0.02599327,
-0.031828497,
0.06256737,
-0.008559285,
-0.04140572,
-0.0031667203,
-0.028702995,
-0.03139838,
0.018738668,
-0.06491866,
0.039312493,
0.039398514,
0.02807216,
-0.013663313,
0.04037344,
-0.0023781764,
0.022652712,
0.023742337,
-0.0054122778,
0.01716158,
0.025233401,
0.029849967,
0.022853432,
0.062968805,
-0.035527483,
0.023498606,
-0.026839163,
-0.0032921704,
0.014967995,
0.012086226,
-0.046423722,
0.010559319,
0.05296147,
-0.016014608,
0.0051828832,
-0.009197288,
0.026480734,
0.02150574,
0.027971799,
0.018251205,
0.04154909,
-0.020473463,
0.00024641995,
0.012200923,
0.007828089,
0.044645917,
-0.026466398,
0.017735066,
-0.0037778416,
-0.0053728507,
0.011369368,
-0.008910545,
-0.045649517,
0.03549881,
-0.00019119946,
0.036473736,
0.012631038,
-0.014595229,
-0.032746073,
0.018150844,
0.05032343,
0.04129102,
-0.009706257,
-0.014480531,
0.011039613,
-0.048230205,
0.02226561,
-0.0002853991,
-0.023412582,
-0.005423031,
-0.0058208867,
-0.011871168,
-0.03750601,
0.020416116,
0.038595635,
-0.016373036,
-0.023398245,
0.050868243,
-0.0548253,
-0.004673914,
0.008258204,
0.0050323433,
-0.014631072,
-0.035957597,
0.008150675,
0.035154715,
0.0070861415,
-0.017032545,
0.024846299,
0.0060861246,
-0.0029534549,
-0.02857396,
-0.04785744,
-0.05614432,
-0.0149823325,
-0.034953997,
0.031828497,
0.0042366306,
-0.062624715,
-0.04880369,
0.026710128,
0.029563224,
-0.028330227,
0.010028844,
-0.034552556,
-0.019813955,
0.042524017,
0.015355098,
-0.01605762,
-0.022294283,
-0.016200991,
-0.034007743,
0.057262618,
0.042437993,
-0.023340896,
-0.01135503,
-0.060330767,
-0.00076703803,
0.08114833,
-0.012387306,
0.012889107,
0.030509476,
0.01802181,
0.0061864844,
-0.002234805,
0.016473398,
0.045907587,
0.06027342,
-0.036817826,
0.022996804,
-0.044387847,
-0.03670313,
-0.03211524,
0.0135701215,
-0.0031703045,
0.038538285,
0.034523882,
0.0015179468,
0.018036148,
0.01858096,
-0.021534415,
-0.06463192,
0.0046416554,
0.03948454,
-0.017247604,
0.029032748,
-0.023398245,
-0.007856764,
0.025634842,
0.021391043,
-0.02887504,
0.06640972,
0.037391312,
0.039599236,
0.009906977,
0.012867601,
-0.03524074,
-0.00049642415,
-0.0057886285,
-0.008258204,
0.001867415,
-0.011161479,
-0.03297547,
-0.036674455,
-0.004498284,
-0.010222395,
-0.0054337834,
0.051011615,
0.019111434,
-0.0036810657,
-0.010064687,
-0.048688997,
-0.05734864,
-0.053649653,
0.00045587687,
0.026036283,
0.023240536,
0.011469728,
-0.032430656,
-0.019570224,
0.002733021,
-0.010215227,
-0.02887504,
-0.009484031,
-0.00802881,
-0.0027491504,
-0.0052868277,
-0.01792145,
-0.008064653,
0.024315823,
-0.026480734,
0.012932118,
-0.029993339,
0.041577764,
-0.006688285,
-0.0074553234,
0.04613698,
-0.025362436,
-0.04891839,
-0.033491604,
0.013053984,
-0.0046990043,
0.002446278,
0.004713341,
-0.03977128,
-0.021749472,
-0.053649653,
-0.0057276953,
-0.053133514,
0.04628035,
-0.009433852,
-0.0026434138,
0.0054337834,
0.018193856,
0.03478195,
-0.008071821,
-0.023814023,
-0.041377045,
0.0056954366,
-0.031627774,
-0.00605745,
0.006552082,
-0.009419514,
0.023670651,
-0.0015833601,
0.027742404,
-0.001964191,
-0.018609634,
0.023799686,
0.021849832,
0.023742337,
-0.05385037,
-0.03638771,
0.02443052,
0.0021541582,
-0.01216508,
0.01483896,
-0.032229934,
0.029419852,
-0.017089894,
0.043957733,
-0.015914248,
-0.022064889,
-0.02342692,
-0.03245933,
0.02064551,
-0.038308892,
-0.0011631021,
0.039083097,
-0.0010152501,
0.000951629,
0.029706595,
-0.0494632,
-0.0051255347,
-0.041778482,
-0.022079226,
0.025921585,
-0.006716959,
0.005179299,
-0.058782354,
-0.012222429,
0.048029486,
-0.0127887465,
0.055599507,
0.0525887,
-0.010430284,
0.038997076,
-0.046022285,
0.020631174,
0.00046909394,
-0.019512875,
0.009469694,
0.0010501969,
-0.014623903,
-0.002546638,
-0.016344363,
0.0039857305,
-0.0057276953,
0.025448458,
0.00944102,
0.032774746,
0.028000474,
-0.038394913,
-0.054681927,
-0.066868514,
0.07415179,
0.02196453,
0.0006904239,
0.02599327,
-0.025663516,
-0.00807899,
0.032172587,
-0.01292495,
-0.03750601,
-0.06027342,
0.046624444,
-0.011154311,
-0.05072487,
0.039857306,
0.007992967,
-0.010294081,
-0.047513347,
-0.00026814968,
0.013871202,
-0.010939253,
-0.015082692,
0.0041075964,
0.010401609,
-0.014767274,
-0.016516408,
-0.029419852,
-0.027297953,
-0.021104299,
0.050036687,
0.007749235,
-0.003026933,
0.0017840803,
0.06302615,
-0.023283547,
0.03512604,
-0.0053979405,
-0.0033262211,
-0.057176594,
-0.0124446545,
0.044559892,
-0.011154311,
-0.0040359106,
0.025706528,
0.015140041,
0.055685528,
-0.0041721137,
0.009885471,
0.035699528,
-0.020803219,
-0.011190154,
-0.02090358,
0.024315823,
-0.01838024,
0.0120073715,
-0.017849764,
0.015828224,
0.04871767,
-0.007713392,
-0.043040153,
-0.037563358,
0.03590025,
-0.022896444,
0.006724128,
0.015383773,
-0.019899977,
0.023799686,
0.024688588,
0.01453788,
-0.04513338,
-0.0118353255,
0.047111906,
-0.023541616,
-0.056431063,
-0.01045179,
-0.0020717196,
-0.03331956,
0.0014605982,
-0.020831894,
-0.04355629,
-0.011899843,
0.02246633,
-0.024602566,
0.0009794072,
0.05714792,
0.023799686,
-0.030968266,
0.033176187,
-0.022107901,
-0.018853365,
-0.018208193,
-0.013347896,
-0.004311901,
-0.0063979574,
0.023670651,
0.011921348,
-0.028459262,
0.0068244883,
0.008953556,
-0.0031631358,
0.02811517,
0.041606437,
-0.01792145,
0.023326559,
0.0007217864,
0.009261806,
-0.034667253,
-0.014616734,
-0.002087849,
-0.03564218,
-0.015527144,
0.022910781,
0.019498538,
0.044129778,
0.030452128,
0.014229631,
0.00716858,
-0.020960927,
-0.0024785365,
-0.008552115,
-0.013405245,
0.003569953,
-0.00019377568,
-0.026667118,
0.004842376,
0.022781746,
-0.0273553,
0.0232262,
0.013261873,
0.005835224,
-0.016028944,
-0.010473295,
0.014709926,
0.052646052,
0.02200754,
0.012308451,
0.010229563,
-0.010960759,
-0.033835698,
0.017032545,
-0.021792483,
-0.014251137,
0.024516543,
-0.048287556,
0.033835698,
-0.01640171,
0.013641807,
0.01100377,
0.02913311,
0.0011855039,
-0.008838859,
0.007813752,
0.018064821,
0.041463066,
-0.04559217,
-0.036932524,
0.013283378,
0.022021879,
-0.04103295,
-0.028186856,
0.0035394863,
0.026179655,
-0.026021944,
-0.021032613,
-0.035814226,
-0.014810286,
0.041864507,
0.006559251,
-0.035928924,
0.010473295,
-0.028918052,
0.07317686,
-0.051212337,
-0.009813786,
0.0043226536,
0.01665978,
0.03816552,
-0.02987864,
-0.017003872,
0.015254738,
0.04441652,
-0.040574163,
-0.019670583,
0.013993068,
0.025305087,
-0.00893922,
0.011656111,
0.0080574835,
0.085048035,
0.010007338,
0.01710423,
0.031742472,
-0.019011075,
0.016731465,
-0.086596444,
0.011842494,
0.038194194,
0.009405177,
0.00035775694,
0.019713596,
0.015684852,
0.06663912,
-0.03039478,
0.0027348131,
0.023641977,
0.016459059,
-0.0105378125,
0.02114731,
-0.04289678,
-0.010516306,
-0.046079632,
-0.03179982,
-0.04180716,
-0.0039606406,
0.026165316,
0.0147529375,
-0.0016200991,
-0.030968266,
0.08091893,
0.013598796,
-0.00027755846,
0.06893306,
-0.0121149,
0.015082692,
-0.000044159573,
0.026695792,
0.027857102,
-0.042524017,
0.009469694,
-0.02755602,
-0.028301554,
0.028961062,
0.004204372,
-0.017505672,
0.0026416217,
-0.04920513,
-0.051929194,
-0.049893316,
0.035613503,
-0.055083368,
-0.006215159,
0.03876768,
-0.054423857,
-0.020487802,
0.008989399,
-0.008086158,
0.0073477942,
0.017132906,
0.029706595,
-0.002867432,
0.06979329,
0.0096990885,
-0.0033548954,
0.028430589,
0.019340828,
-0.050495476,
0.011734965,
-0.021878505,
-0.0227244,
-0.0038889546,
-0.030280082,
-0.06813018,
-0.01307549,
-0.0131328385,
-0.017778078,
-0.07449588,
0.03093959,
-0.019412514,
-0.028559623,
-0.005810134,
0.028100833,
0.02529075,
0.021720797,
-0.008544947,
-0.015326424,
0.0099284835,
-0.054194465,
-0.00919012,
-0.032029215,
-0.029477201,
-0.029706595,
0.01549847,
-0.038538285,
-0.028487938,
-0.007383637,
-0.041348368,
0.0017159788,
0.0327174,
0.010344261,
0.030452128,
0.049692597,
-0.025276413,
0.029505875,
0.02498967,
0.07208724,
-0.015727865,
0.08969327,
0.048688997,
-0.0031165401,
-0.0045699696,
0.019269142,
0.010860398,
0.029219132,
0.0006621976,
-0.023756674,
0.011756471,
-0.002276024,
-0.010609498,
0.031283684,
0.005014422,
-0.025376773,
-0.03231596,
-0.018437587,
-0.026423385,
-0.07759271,
-0.026136642,
-0.048115507,
0.04023007,
0.0054051094,
-0.0054194466,
0.031742472,
-0.028961062,
0.24499339,
0.069047764,
0.015469795,
0.022538016,
0.0018261957,
0.034609903,
0.04501868,
-0.007383637,
0.026939524,
0.0041219336,
-0.0089750625,
-0.022365969,
0.020487802,
-0.011727797,
-0.016530745,
0.0006837033,
-0.030079361,
-0.026495071,
0.031054288,
-0.063312896,
-0.019512875,
0.034351837,
0.0023889292,
0.03397907,
0.04501868,
0.027269278,
-0.003299339,
-0.03538411,
0.014358666,
-0.0047671054,
0.004351328,
-0.029907316,
0.041921854,
0.0011299474,
0.009168614,
0.025878573,
-0.0026846332,
-0.025978934,
0.0014982332,
0.0070897257,
0.040574163,
0.002483913,
-0.022251273,
-0.00944102,
-0.025018344,
0.062223274,
-0.0051219505,
-0.009648909,
-0.003928382,
-0.05072487,
0.039972004,
-0.05734864,
0.0126167005,
-0.02609363,
-0.056603108,
-0.0062115747,
-0.040946927,
-0.027154582,
0.023154514,
0.0494632,
0.02993599,
-0.0074839974,
-0.020229733,
-0.03234463,
-0.067556694,
-0.00035126042,
-0.025462795,
0.048688997,
-0.031025615,
0.023598965,
0.04266739,
0.017935786,
-0.010258238,
-0.0018109625,
0.016086293,
0.038079496,
-0.022179587,
0.03194319,
0.02070286,
-0.078280896,
-0.017390976,
-0.017147243,
-0.0051362873,
-0.025692191,
0.047255278,
0.029233469,
-0.066868514,
-0.02605062,
-0.00446961,
0.027799753,
0.02352728,
0.037649382,
0.0024982502,
-0.013942888,
-0.0133980755
] | Expected speedups
Below is an expected speedup diagram that compares pure inference time between the native implementation in transformers using facebook/opt-2.7b checkpoint and the Flash Attention 2 version of the model using two different sequence lengths.
Below is an expected speedup diagram that compares pure inference time between the native implementation in transformers using facebook/opt-350m checkpoint and the Flash Attention 2 version of the model using two different sequence lengths. |
[
0.03652069,
0.009794185,
-0.04144042,
0.035313394,
-0.032928985,
-0.02921655,
0.018260345,
-0.008352975,
-0.014879917,
-0.0034596561,
0.011341032,
0.0142838145,
0.07292065,
-0.025051381,
-0.008481251,
-0.0071984995,
-0.015996665,
-0.012857697,
-0.052547537,
-0.0007932309,
0.010465743,
-0.026017219,
-0.0721359,
-0.02705851,
-0.019014904,
0.011710767,
0.0011752268,
-0.0065420326,
0.070988975,
0.0510686,
-0.01328025,
-0.032898802,
-0.009145264,
0.0063722567,
-0.037094153,
-0.03944838,
-0.02846199,
0.011522126,
-0.049227472,
-0.03664142,
-0.016449401,
0.0101111,
0.04980094,
-0.03972002,
-0.06869511,
0.0056026056,
-0.011748495,
-0.035856675,
-0.03972002,
-0.044519022,
-0.037758168,
0.014578093,
0.047959812,
-0.020237291,
0.0063911206,
-0.0050442317,
-0.007006087,
-0.020010922,
-0.05761818,
0.0020203337,
0.008541616,
0.056048695,
0.008322793,
-0.07569743,
0.042919356,
0.051400606,
-0.0037256384,
0.006104388,
-0.019271454,
-0.0023598855,
-0.06223608,
-0.0020109015,
-0.025579574,
-0.031450048,
-0.0098017305,
0.026319042,
0.015159104,
-0.017656697,
-0.019060178,
-0.014547911,
-0.002144836,
0.026590683,
0.0056403335,
-0.006470349,
-0.03199333,
-0.019558188,
0.029352373,
0.022214238,
-0.051551517,
0.0032389474,
-0.00897926,
0.04880492,
-0.045092486,
-0.005708244,
0.01756615,
0.012518145,
0.0010007347,
0.037697803,
-0.014298906,
0.0050442317,
0.01643431,
0.05816146,
-0.019195998,
0.02767725,
-0.04829182,
-0.012412507,
0.03917674,
-0.007922877,
0.008496342,
-0.049710393,
-0.01093357,
0.024357187,
-0.0068627205,
-0.012729422,
0.017973611,
0.0002770649,
0.003469088,
0.009537634,
-0.07014387,
-0.012616238,
0.01112221,
-0.007190954,
-0.014872371,
-0.02995602,
0.002414591,
-0.06519396,
0.003142741,
0.03058985,
-0.02541357,
-0.002740938,
-0.026062492,
-0.0047499533,
0.002976738,
0.072981015,
0.00019370962,
0.0005272486,
-0.0050291405,
0.041289505,
-0.0152043775,
-0.022712247,
-0.0039086193,
0.02921655,
-0.02085603,
0.07382612,
-0.02224442,
0.0030786034,
-0.0076097343,
-0.06410739,
-0.03486066,
0.0018760241,
-0.00783233,
0.036611237,
0.0064250757,
0.013808442,
0.015121376,
-0.0110769365,
-0.055595957,
0.036852695,
-0.0014072538,
0.034287192,
-0.020161835,
0.01093357,
-0.040021844,
0.049861304,
-0.010820386,
0.03579631,
-0.041198958,
-0.015294925,
0.044851027,
-0.041259322,
-0.0028013028,
0.012857697,
-0.027948892,
0.0095904535,
0.067548186,
0.02236515,
0.03790908,
0.012163502,
0.013129339,
0.018350892,
-0.026696322,
0.022199146,
0.01743033,
0.01415554,
-0.008941532,
-0.0030710578,
0.02490047,
0.023844086,
0.00790024,
0.026952872,
-0.034468286,
0.038814552,
-0.012457781,
0.0076285983,
-0.050646048,
0.013084065,
0.0044066287,
0.0073079104,
0.014510183,
-0.018441439,
-0.004304763,
0.06386593,
-0.041530967,
0.017913247,
-0.012125774,
-0.00884344,
-0.05499231,
0.03591704,
-0.004787681,
0.029518375,
0.042768445,
0.010080918,
-0.033894822,
-0.010005461,
0.010337467,
-0.037335612,
-0.01819998,
0.024674103,
0.008639708,
0.031087859,
0.0010875091,
0.016766315,
0.023346078,
0.00235234,
0.025111746,
0.01194468,
0.014834643,
0.04675252,
-0.026394498,
-0.019618552,
0.00019052632,
0.013604711,
0.01946764,
0.03929747,
0.054901764,
0.028280897,
0.027903616,
0.012457781,
0.008247337,
-0.009175446,
0.019362,
0.0034087233,
0.060998604,
0.017219052,
-0.03929747,
0.04297972,
-0.031299137,
-0.016147578,
-0.009416905,
0.0033559042,
-0.016766315,
0.05701453,
0.03996148,
0.00091726164,
-0.05982149,
0.00084086246,
0.02085603,
0.03676215,
0.01605703,
-0.014887462,
0.0178227,
0.04753726,
-0.020237291,
-0.023421533,
0.055475228,
0.027888525,
0.0036332048,
0.0075569153,
0.019995831,
-0.08119062,
0.007107952,
-0.07062679,
-0.06851402,
-0.040384036,
-0.029986203,
0.009371632,
0.02401009,
-0.05173261,
-0.021233309,
-0.0074814595,
-0.022817886,
0.02517211,
-0.024070455,
0.02957874,
0.033925004,
0.02426664,
-0.052487172,
0.0023334757,
-0.04017276,
-0.0075380513,
0.014004628,
-0.01681159,
-0.0034992706,
-0.01872817,
0.01643431,
0.0076059615,
0.04071604,
-0.015770297,
-0.06543542,
0.00973382,
0.0010950548,
-0.0018279208,
0.023285711,
-0.0148497345,
-0.026258677,
0.037124336,
-0.00897926,
-0.0020203337,
0.018667806,
0.051400606,
0.014178176,
0.03371373,
-0.008005878,
0.070445694,
-0.019663826,
0.029820198,
0.016389037,
-0.019029995,
-0.014985556,
-0.028507264,
-0.060847692,
0.015709933,
0.018637624,
-0.021308765,
0.018773446,
0.03763744,
0.0127596045,
-0.06688417,
0.013227431,
-0.026334133,
-0.08167354,
-0.044277564,
-0.0070626787,
0.032415885,
0.019075269,
0.0371847,
-0.028612904,
0.011989953,
-0.009401814,
0.009054717,
0.037365794,
-0.043553185,
0.04059531,
0.02680196,
-0.030695489,
-0.0036350912,
0.03247625,
0.020403294,
-0.0042028977,
-0.004199125,
0.04527358,
0.03627923,
0.038784366,
-0.0043915375,
0.0013865035,
0.026877416,
0.019165816,
0.035071936,
0.009907369,
-0.03751671,
-0.0065759877,
0.00045910242,
-0.008617071,
0.035343576,
-0.022591516,
0.00060270453,
0.010850568,
0.009311266,
0.032838438,
-0.035464305,
0.029292008,
0.018305618,
-0.04011239,
-0.012797332,
-0.01137876,
0.007243773,
0.041017864,
-0.012925607,
-0.007390912,
-0.048503097,
-0.006772173,
0.008073789,
-0.00524419,
0.014502637,
0.008020969,
0.014080084,
0.008956623,
0.020297656,
-0.050253674,
-0.038271267,
-0.000054027652,
0.013529255,
-0.0013780147,
-0.02692269,
-0.03905601,
-0.027933799,
0.024357187,
0.049861304,
0.003403064,
0.031782053,
0.04599796,
0.015513747,
-0.0012884106,
0.01206541,
-0.0052894633,
-0.009115081,
-0.06332265,
0.006081751,
0.03501157,
-0.027284877,
0.003548317,
-0.028975092,
-0.002141063,
-0.0389051,
0.0014393226,
-0.021203127,
0.0066929446,
-0.027511247,
0.007394685,
0.03603777,
0.008300156,
-0.02250097,
-0.06887621,
0.05333228,
0.01733978,
-0.010352558,
0.018471621,
-0.02337626,
0.04210443,
0.035162482,
-0.015438291,
-0.013974446,
-0.030031476,
-0.03286862,
-0.038361814,
0.058342554,
0.05396611,
-0.009877186,
-0.043190997,
-0.05031404,
0.014449818,
0.01371035,
-0.02767725,
-0.0058252006,
0.0070664515,
-0.0056214696,
-0.0019863783,
-0.00027046248,
0.016238125,
-0.037577074,
0.041198958,
-0.048714373,
-0.026092675,
-0.046450693,
-0.020418385,
-0.018894175,
0.03353263,
-0.0054403753,
0.009092445,
0.0006404325,
-0.03944838,
-0.006368484,
0.012955789,
-0.023421533,
-0.03742616,
-0.013763169,
-0.02896,
-0.014932736,
0.06003277,
0.02717924,
-0.02363281,
0.025232475,
0.015249651,
-0.045545224,
-0.0026164358,
-0.026530318,
-0.0058893384,
0.0088283485,
-0.028703451,
0.0035124754,
-0.036731966,
0.014329089,
-0.02299898,
0.02337626,
-0.020584388,
-0.04642051,
-0.027118875,
0.023195164,
-0.067548186,
-0.004021803,
0.029639104,
-0.007802147,
0.018939449,
0.010601563,
-0.03274789,
-0.029774925,
-0.037245065,
-0.019905284,
0.06960058,
-0.020146744,
0.04548486,
-0.012480417,
-0.022093508,
0.037094153,
-0.041017864,
0.02186714,
-0.031389683,
-0.060213864,
-0.019558188,
0.0021297447,
-0.023813903,
-0.025307931,
0.00074748567,
-0.0060364776,
-0.0030503075,
-0.044820845,
0.008737802,
-0.039599292,
-0.00827752,
0.06809147,
-0.0018364097,
-0.049589664,
-0.04965003,
0.010586472,
0.027269786,
0.031842418,
0.013272705,
-0.03639996,
0.015921209,
-0.0389051,
0.053634103,
-0.040534947,
0.015091194,
-0.046933614,
0.0034615425,
-0.013250068,
-0.012548327,
0.04234589,
0.011665492,
0.0042934446,
-0.01795852,
0.035585035,
-0.06935912,
-0.015574112,
-0.018426348,
-0.005930839,
-0.02769234,
0.033200625,
0.018909266,
0.01819998,
-0.0020297656,
-0.010880751,
0.007379594,
0.041621514,
-0.027631976,
0.0011073163,
0.027360335,
0.0019062064,
-0.021172944,
0.000014811181,
-0.022546243,
0.051974073,
-0.003284221,
0.04639033,
-0.049136925,
-0.0068174466,
-0.00007899297,
0.0150081925,
-0.0028333715,
-0.012140865,
0.0031917875,
-0.018215071,
-0.021836957,
0.015000647,
0.041923337,
-0.013106702,
0.04654124,
-0.017656697,
-0.07793093,
0.02832617,
-0.035554852,
0.0038010944,
-0.026198313,
0.030408755,
0.004304763,
0.03691306,
0.011650401,
0.07533524,
-0.029427828,
0.019150725,
-0.040866952,
0.025383389,
0.030876582,
0.0013723554,
-0.02136913,
0.015219469,
0.008337884,
0.00724,
-0.030257843,
-0.055445045,
-0.0025636165,
0.05046495,
0.015347744,
0.018350892,
0.0057421993,
0.0012997291,
-0.039750203,
-0.056984346,
0.037818532,
0.010729839,
-0.0038595728,
-0.006640125,
0.04337209,
-0.020207109,
0.06724636,
-0.0026918917,
-0.01523456,
-0.017037958,
0.054207567,
0.026771778,
-0.06277937,
0.0053498284,
0.026137948,
-0.05610906,
-0.06676344,
-0.028537447,
0.040021844,
-0.025338115,
-0.02957874,
0.019075269,
0.030831309,
-0.013989537,
0.028914727,
0.001020542,
-0.0024164773,
0.0019316728,
0.04059531,
0.0044104015,
-0.0500424,
0.0012874674,
0.044941574,
-0.015121376,
0.014336634,
0.017007776,
0.027088692,
-0.04361355,
-0.009205628,
0.044820845,
-0.013091611,
0.011748495,
0.011846587,
-0.00380864,
0.03703379,
-0.029880563,
-0.00790024,
0.033774093,
-0.0024560918,
-0.06452995,
0.015785389,
-0.008390704,
0.03763744,
0.04931802,
0.016147578,
0.009658364,
0.03232534,
0.038120355,
-0.04207425,
-0.067668915,
-0.0110543,
-0.03467956,
-0.023074435,
-0.010677019,
-0.01629849,
-0.00010151186,
-0.006655216,
0.025760667,
-0.009945096,
0.016721042,
0.02781307,
0.012586055,
0.016117396,
-0.047899447,
-0.01681159,
-0.006836311,
-0.021731319,
-0.0014619594,
-0.0197091,
-0.0039916206,
0.062417176,
-0.028024347,
0.030770944,
0.021384222,
-0.016117396,
-0.03437774,
0.009907369,
-0.026213404,
0.017158687,
-0.039901115,
0.014540365,
-0.009514998,
0.030906765,
0.046360146,
-0.027013237,
0.021897322,
-0.049106743,
0.002722074,
-0.0074739135,
0.015906118,
0.05206462,
0.008451069,
-0.04777872,
-0.03528321,
0.027450882,
-0.029141095,
-0.022138782,
-0.018501803,
-0.043190997,
-0.023919541,
0.030378573,
0.014125357,
0.025126837,
0.03386464,
-0.0068627205,
0.038512725,
0.026077583,
0.03480029,
0.001946764,
0.018516894,
-0.015242105,
-0.008458614,
-0.044579387,
0.0221086,
0.027315062,
-0.025307931,
0.03452865,
0.009462179,
0.008058698,
0.0073267748,
-0.036882877,
0.020825848,
0.021188036,
0.024100637,
-0.014540365,
0.010382742,
-0.029292008,
-0.020644752,
0.013302887,
-0.039086193,
-0.023662992,
-0.000961592,
-0.03842218,
0.014895008,
-0.035192665,
0.03353263,
-0.006907994,
0.019829828,
0.0356454,
0.005546014,
0.010903387,
0.0026070038,
0.06984205,
-0.049982034,
0.0013119907,
0.0018015113,
-0.010805295,
-0.050736595,
-0.05034422,
0.04714489,
0.03606795,
0.020916395,
-0.016358854,
-0.030680398,
-0.038995646,
0.05982149,
0.01732469,
-0.027390517,
0.053634103,
-0.03932765,
0.016147578,
-0.021550225,
-0.024991017,
0.028597811,
0.058584016,
0.021323856,
-0.038512725,
-0.016041938,
0.017400146,
0.03793926,
-0.036611237,
0.054901764,
0.000493765,
0.008798166,
0.0066514434,
0.015498656,
0.032808255,
0.045696136,
0.020297656,
0.02603231,
-0.0132198855,
0.05284936,
-0.005557332,
-0.03525303,
0.0010941116,
0.04512267,
0.040414218,
-0.006489213,
0.0069721313,
-0.0040255757,
0.029412737,
-0.013302887,
-0.026530318,
0.009492361,
-0.011114664,
0.005893111,
0.001984492,
-0.036339596,
0.025745576,
-0.019799646,
-0.010103554,
0.006587306,
0.00029805108,
0.05091769,
0.022229329,
-0.002706983,
-0.023300802,
0.0351323,
0.027647067,
-0.0038029808,
0.011710767,
0.031902783,
0.016404128,
0.0009790412,
0.060636416,
0.008586889,
-0.040776405,
-0.02767725,
-0.05538468,
-0.016841773,
0.038663637,
-0.02983529,
-0.05930839,
-0.0025919126,
-0.025881397,
-0.00206938,
-0.059398938,
0.006568442,
-0.04500194,
0.03111804,
0.023723356,
-0.008496342,
0.003529453,
0.022697156,
0.035826493,
0.019950558,
0.013657531,
0.05487158,
-0.03537376,
0.047476895,
0.019920375,
0.06585797,
0.019301636,
-0.012284231,
-0.048623826,
-0.000022135715,
0.011107119,
-0.0032634707,
-0.057950184,
-0.010367651,
-0.03869382,
-0.0037369567,
0.00083850446,
0.022893341,
-0.027481064,
0.017369963,
0.010903387,
-0.04183279,
0.00059798855,
0.058976386,
0.005463012,
-0.04817109,
0.01998074,
-0.013265159,
-0.06259827,
0.0022202919,
-0.027737614,
0.03211406,
-0.009424451,
-0.045183033,
0.022319876,
-0.051823158,
-0.01269924,
0.0022391558,
-0.018245254,
0.008458614,
0.04512267,
-0.013891444,
0.038874917,
0.016645586,
-0.028703451,
-0.026590683,
-0.015815571,
0.028265806,
-0.023527171,
0.065012865,
0.046239417,
0.012382325,
-0.022863159,
0.0063118916,
0.0037878896,
-0.015981574,
-0.00935654,
-0.0101111,
-0.0013016155,
-0.046601605,
-0.029986203,
0.02010147,
0.032959167,
-0.026047401,
-0.017083231,
-0.018486712,
-0.0351323,
-0.059942223,
-0.057346538,
-0.01718887,
0.03148023,
0.0015138354,
-0.046722338,
0.0047084526,
-0.059398938,
0.27284878,
0.07587852,
0.01883381,
0.015709933,
0.039659657,
0.038874917,
0.045213215,
0.023934633,
-0.013808442,
-0.021052215,
0.014970465,
0.0014393226,
-0.0111297555,
-0.0036633874,
-0.0110543,
0.0106166545,
-0.028039439,
0.017520877,
-0.0074739135,
-0.017883064,
-0.03805999,
0.0044104015,
-0.006836311,
0.047356166,
0.011869224,
0.0084737055,
-0.022908432,
-0.06093824,
-0.0038973007,
-0.010714748,
-0.061602253,
-0.05692398,
0.005844065,
-0.015121376,
-0.045364127,
0.03350245,
0.034166463,
-0.029397646,
-0.035434123,
-0.009122627,
0.002778666,
0.0008724596,
0.009605545,
-0.021006942,
0.0045235856,
0.013891444,
-0.023164982,
0.017354872,
0.044398293,
-0.028507264,
0.03350245,
-0.056139242,
0.010443106,
-0.009439542,
-0.023285711,
-0.014110266,
-0.047114708,
-0.03211406,
0.027782887,
-0.0017845336,
0.029276917,
0.015159104,
-0.0371847,
0.044428475,
0.00016069763,
0.013529255,
-0.026575591,
0.062417176,
-0.004134987,
-0.027149057,
0.027767796,
-0.011710767,
-0.03202351,
-0.03778835,
0.030997312,
0.042647712,
0.00006508077,
0.043009903,
-0.03223479,
-0.030031476,
0.015966482,
0.0061685257,
0.005546014,
-0.05423775,
0.03301953,
0.031631142,
-0.011295758,
-0.00884344,
0.0025221158,
0.038663637,
0.02376863,
0.054750852,
0.012789787,
0.027133966,
-0.008684982
] | from transformers import T5ForConditionalGeneration
model = T5ForConditionalGeneration.from_pretrained("google/t5-v1_1-base")
T5 Version 1.1 includes the following improvements compared to the original T5 model:
GEGLU activation in the feed-forward hidden layer, rather than ReLU. See this paper.
Dropout was turned off in pre-training (quality win). Dropout should be re-enabled during fine-tuning.
Pre-trained on C4 only without mixing in the downstream tasks. |
[
0.019776264,
-0.028923137,
0.0039545535,
0.002944062,
-0.016867168,
-0.030545518,
0.013251776,
-0.011839186,
-0.025021031,
0.0206434,
0.026867189,
0.0080070095,
0.047636464,
-0.025566487,
-0.027706351,
0.014741289,
0.001341786,
-0.010007014,
-0.039748333,
-0.00969932,
-0.03275531,
-0.0023251798,
-0.064671464,
0.0021136408,
-0.03994414,
0.00088112074,
0.0013977302,
-0.018671367,
0.060811315,
0.016937098,
-0.011398626,
-0.027384672,
0.012685341,
0.02050354,
-0.013028,
0.007419596,
0.021090953,
0.023090957,
-0.043328762,
-0.061091036,
0.014783247,
-0.011475548,
0.004094414,
-0.07076938,
-0.0001036934,
0.017104931,
-0.03672735,
-0.024293756,
-0.014531499,
-0.04931479,
-0.025468584,
0.0057482636,
0.03711896,
-0.03269937,
0.001423954,
0.00019875479,
-0.03376231,
-0.011496527,
-0.0424896,
-0.017832205,
0.00035030668,
0.0032744824,
0.01277625,
-0.068028115,
0.039608475,
0.00035751823,
-0.030349713,
-0.006667846,
-0.03339867,
0.011685339,
-0.04545464,
-0.0076853307,
-0.036923155,
-0.05138472,
-0.01502101,
-0.02509096,
0.005867145,
0.0070594554,
-0.022923125,
0.048615485,
0.034433637,
0.036671404,
0.03902106,
0.0068951193,
-0.013419609,
-0.034545526,
0.045426667,
0.050741363,
-0.025650403,
0.0076713446,
-0.01383919,
0.0388812,
-0.047972128,
-0.020097943,
-0.0005996516,
-0.005695816,
-0.007720296,
0.025734318,
0.0007285854,
-0.012538488,
0.039244838,
0.070601545,
0.01696507,
-0.0104405815,
-0.03395811,
0.005360151,
0.04556653,
0.008993026,
-0.016209824,
-0.0040629455,
0.01106296,
0.022139907,
-0.011447576,
0.036979098,
-0.00074563094,
-0.0005791096,
-0.014447583,
-0.010118902,
-0.031216849,
-0.009069949,
0.023552496,
0.011678346,
0.0019667873,
-0.020979065,
0.02071333,
-0.037454624,
-0.033007063,
0.044279814,
-0.028503556,
-0.007699317,
-0.028811248,
-0.020825218,
-0.02841964,
0.053146962,
-0.019202838,
-0.008755263,
-0.0010777995,
0.046685413,
-0.0014283246,
-0.016391642,
0.038545534,
0.03616791,
-0.028811248,
0.063664466,
-0.045146946,
-0.00031599717,
0.0067657484,
-0.03462944,
-0.03468539,
0.013692336,
-0.026811244,
0.045874223,
0.011370653,
0.010559463,
-0.01668535,
0.00091783406,
-0.031076988,
0.043608483,
-0.0062272856,
0.0064440696,
-0.00022443228,
0.03683924,
-0.03043363,
0.06321692,
0.00455945,
0.036139935,
-0.040167917,
0.0044685407,
0.02474131,
-0.029090969,
0.032951117,
0.012244781,
0.0016713322,
0.026251802,
0.040028054,
0.059580542,
0.01210492,
-0.008482535,
0.031328738,
0.018209828,
-0.02520285,
-0.023482567,
0.031188875,
0.04156652,
-0.010426595,
-0.016475558,
-0.0070734415,
0.012062962,
-0.025300752,
0.030853212,
0.0026853203,
0.03765043,
-0.041790295,
0.01502101,
-0.029874189,
-0.009454565,
0.005174836,
0.019482559,
0.016503531,
-0.030321741,
-0.005737774,
0.045762334,
-0.07865751,
0.041063022,
-0.032727342,
0.00620281,
-0.025188863,
0.02830775,
-0.015818214,
0.047132965,
0.0088112075,
0.013720308,
-0.048839264,
-0.032223843,
0.0092447745,
-0.023622427,
-0.013412615,
0.010741281,
0.034881193,
0.0031433632,
0.00044755338,
0.038293786,
0.016111922,
-0.0038496584,
0.005332179,
-0.018461578,
0.008860159,
0.04909101,
0.008580438,
0.0014117162,
0.0009405614,
0.021580465,
-0.01791612,
0.04802807,
0.06209803,
0.014258771,
0.040559527,
0.0309651,
-0.014741289,
0.020699345,
0.01657346,
0.027440617,
0.028895166,
0.02608397,
-0.014937094,
-0.006293719,
0.009853167,
0.012769258,
-0.018069968,
-0.010300721,
-0.0020891652,
0.04011197,
0.005374137,
-0.005216794,
-0.058517605,
0.0030139922,
-0.011671353,
0.03001405,
-0.030125936,
0.0026346208,
-0.012951076,
0.048167933,
0.01233569,
-0.025468584,
0.03902106,
0.018251786,
0.015258773,
0.015454577,
0.019874167,
-0.074349806,
-0.010062958,
-0.07955261,
-0.08100716,
-0.04195813,
-0.026321733,
-0.00080813107,
0.045258835,
-0.04139869,
0.025049003,
0.018391646,
0.00032889054,
0.0032167898,
-0.011524499,
0.041622464,
0.047692407,
0.021272771,
-0.04623786,
0.013881148,
-0.032363705,
-0.0019021019,
-0.024545506,
-0.013426601,
0.019188851,
-0.013384643,
0.025244808,
-0.017356679,
0.05485326,
0.011139884,
-0.06657357,
0.013734294,
-0.01742661,
-0.0047342754,
0.01039163,
0.0135035245,
-0.050209895,
0.03325881,
0.009384635,
-0.026881175,
0.008566451,
0.021202842,
-0.023692356,
0.044307783,
0.039888196,
0.062433697,
-0.023076972,
0.043552537,
0.027706351,
0.010643379,
-0.0064126006,
-0.023440609,
-0.04640569,
0.01902102,
0.038181897,
-0.027356701,
-0.04825185,
0.040755328,
-0.0045559537,
-0.06819595,
0.01018184,
-0.042713374,
-0.050433673,
-0.02173431,
-0.060363762,
0.008622396,
0.056391727,
0.014559471,
-0.05241969,
0.01731472,
0.0022569976,
0.04853157,
0.000052802778,
-0.033035032,
0.040279806,
0.0056853266,
0.017510526,
-0.016209824,
-0.0070804344,
-0.0064440696,
-0.0052832277,
0.0049056048,
0.041930158,
0.008489528,
0.024223827,
-0.0036468608,
-0.013720308,
0.014797234,
-0.0018321717,
0.0039860224,
-0.0061538587,
-0.039356723,
-0.0114196045,
-0.034937136,
-0.0035576997,
0.015454577,
-0.009909111,
-0.029454608,
0.033035032,
0.046349745,
0.031160904,
-0.0045139953,
-0.0018514025,
0.00079720444,
-0.035608467,
0.033846226,
-0.029706355,
0.017846191,
0.050070032,
-0.0036573503,
0.014076953,
-0.062433697,
-0.024042008,
0.02923083,
0.0073496657,
0.036923155,
0.023090957,
-0.010007014,
-0.019007033,
0.024153896,
0.0037132944,
-0.02071333,
0.024643408,
0.026741315,
-0.02050354,
0.003744763,
-0.027860198,
-0.0070454692,
0.023146901,
0.04072736,
0.05051759,
0.027342714,
0.04195813,
-0.00089029904,
-0.031580485,
0.018195841,
-0.0064440696,
-0.009370649,
-0.0364756,
0.027580477,
0.0035769306,
-0.014021008,
-0.04187421,
-0.0017718568,
0.0022412634,
-0.025622431,
-0.031132933,
0.0054860255,
-0.058237884,
-0.03297909,
-0.021566479,
0.044727366,
-0.011762262,
-0.032671396,
-0.076923236,
0.02654551,
0.04464345,
-0.046321776,
0.025021031,
-0.018363675,
0.033874195,
0.021370674,
-0.044167925,
-0.030769294,
-0.0019423118,
-0.06657357,
-0.06400013,
0.05683928,
0.028727332,
-0.031552512,
0.0028356703,
-0.04411198,
-0.000979023,
-0.0075244913,
-0.027188867,
0.012832195,
0.040559527,
0.016349684,
0.027230825,
0.0023566482,
-0.017468568,
-0.032503564,
0.063105024,
-0.031021044,
0.00291609,
-0.05267144,
-0.01851752,
-0.009300719,
0.045930166,
-0.015384647,
-0.00063024607,
-0.0015061221,
-0.029146913,
-0.004793716,
-0.0066888253,
-0.041370716,
-0.042573515,
0.014125903,
0.009007012,
-0.032671396,
0.028811248,
0.019076962,
0.0013339189,
0.0023916133,
0.042741347,
-0.018209828,
0.0048426674,
-0.004902108,
-0.001129373,
-0.01360842,
-0.015048983,
0.01196506,
-0.07328687,
0.048056044,
-0.025356697,
-0.01594409,
-0.01166436,
-0.053035077,
-0.04425184,
-0.011468556,
-0.050657447,
0.0010463309,
0.010958064,
-0.0066153985,
0.010076944,
0.0045489604,
-0.02420984,
0.003930078,
-0.025286766,
-0.004010498,
0.051832277,
0.0176364,
0.026643412,
-0.008979039,
-0.04346862,
0.03675532,
-0.039049033,
0.0057272846,
-0.027468588,
-0.02251753,
-0.0025769284,
0.014573457,
0.00020345322,
0.008552466,
-0.018321717,
0.03244762,
-0.013447581,
-0.058293827,
-0.0021870674,
0.0008194947,
-0.001252625,
0.068811335,
-0.018685354,
-0.04841968,
-0.056895223,
0.01965039,
0.00951051,
0.018741298,
-0.0038181897,
-0.05121689,
-0.0015498284,
-0.004604905,
0.028475584,
0.011755269,
-0.0035297277,
-0.0448952,
-0.016237795,
0.005702809,
0.063105024,
0.031216849,
-0.0018793745,
0.0106224,
-0.03879728,
0.02050354,
-0.04755255,
-0.034657415,
-0.025776278,
0.037986092,
-0.024195854,
0.060419705,
-0.003895113,
-0.020839205,
0.024014035,
0.0046538557,
0.012251774,
0.027356701,
-0.028237822,
-0.03770637,
0.025608445,
-0.008699318,
-0.018321717,
0.033594474,
-0.05846166,
0.024377674,
0.008531487,
0.075133026,
-0.042125963,
0.015734298,
0.015468564,
-0.0030961602,
0.0016713322,
-0.026769286,
0.032223843,
-0.012811216,
-0.024055993,
-0.025398655,
0.023916133,
-0.036979098,
0.031804264,
-0.037986092,
-0.074741416,
0.011335688,
-0.023090957,
-0.014783247,
-0.008328688,
0.020881163,
0.022069976,
-0.010377644,
0.0279581,
0.046349745,
-0.012860167,
-0.015538494,
-0.023272775,
0.017874163,
0.0027150407,
0.009825195,
-0.004814695,
-0.008965054,
0.028139919,
-0.008125891,
-0.039888196,
-0.03661546,
-0.0022972075,
0.02965041,
0.051300805,
0.010356665,
0.025874179,
0.013748281,
-0.030769294,
-0.031188875,
0.014000029,
-0.019062977,
0.022489557,
-0.00006665224,
0.0357763,
0.008832186,
0.061426703,
-0.019566474,
-0.0087902285,
-0.0054650465,
0.05602809,
0.0120489765,
-0.07227987,
0.01862941,
0.0194406,
-0.049454648,
-0.053426683,
-0.034014057,
-0.013440588,
0.0004066879,
-0.0021818227,
0.0035087485,
0.03429378,
-0.028503556,
0.014629401,
-0.0130909365,
-0.009685335,
0.013664364,
-0.0003457175,
-0.017944094,
-0.05457354,
0.040671412,
0.042797294,
-0.015678354,
0.021762284,
-0.00083959964,
0.02951055,
-0.030741323,
-0.029314747,
0.03583224,
-0.0297623,
-0.009055963,
0.0007714177,
-0.017216818,
0.042042047,
0.0014090938,
0.043077014,
0.032643426,
-0.04626583,
-0.05930082,
0.016923113,
0.0034877695,
-0.008356661,
0.05633578,
0.00036167033,
0.0138951335,
0.01911892,
0.045007087,
-0.029286774,
-0.07490925,
0.026881175,
-0.06517496,
-0.032503564,
0.012531495,
-0.0076503656,
-0.010720302,
-0.0032832236,
0.01173429,
-0.0072447704,
0.00072421477,
0.014825205,
0.010405616,
0.023035012,
-0.028475584,
-0.029482579,
-0.020405637,
-0.023552496,
-0.021300744,
-0.027398659,
0.000019982013,
0.057454664,
-0.020042,
0.00168357,
0.028377682,
-0.004688821,
-0.046042055,
0.01749654,
-0.02654551,
0.00418882,
-0.05779033,
0.021804241,
-0.029566495,
0.045874223,
0.050377727,
-0.022853194,
0.01742661,
-0.03160846,
-0.00028999188,
-0.054489624,
0.006139873,
0.039077003,
0.037370708,
-0.078489676,
0.019608432,
-0.00010702601,
-0.025146905,
0.013524503,
-0.021286758,
-0.03365042,
0.00033020173,
0.006069943,
0.016937098,
0.09034984,
-0.0022989558,
0.05513298,
0.025384668,
0.01321681,
0.026587468,
0.008769249,
0.010629393,
-0.03468539,
0.010349672,
0.0033723847,
0.008524493,
0.06595818,
-0.042433653,
0.027090965,
0.019720322,
-0.00837764,
0.009000019,
-0.020321721,
-0.0066643497,
0.026251802,
-0.0097203,
-0.034601472,
0.018811228,
-0.04464345,
-0.027916143,
0.0047867233,
-0.05082528,
-0.016195837,
-0.0020769273,
-0.04654555,
0.004346163,
-0.016713321,
-0.039160922,
-0.03446161,
0.053314798,
0.01018184,
0.039468613,
0.03297909,
0.015356676,
0.014769262,
-0.013028,
-0.038545534,
0.0038146933,
-0.018055981,
-0.062265866,
-0.05001409,
-0.008398619,
0.058629494,
0.0062447684,
-0.015762271,
-0.04159449,
0.0054720393,
0.03446161,
-0.0027132924,
-0.042433653,
0.018713325,
-0.062265866,
0.015314717,
-0.03149657,
-0.0022360187,
-0.011811214,
0.033174895,
-0.011937087,
-0.035160914,
0.02286718,
-0.023132915,
0.045594502,
-0.053734377,
0.014867164,
0.047804296,
0.053986125,
0.0021486059,
0.017860178,
0.02406998,
0.05269941,
0.025538515,
0.011510514,
-0.031860206,
0.052531578,
-0.0014318211,
-0.017384652,
0.0021783262,
0.031132933,
0.037174903,
0.01495108,
0.01855948,
0.0031608457,
0.00071022875,
0.0096363835,
-0.028223835,
-0.017258776,
-0.0032412654,
0.029062998,
0.044615477,
0.007083931,
-0.0003662595,
-0.01330772,
-0.032083984,
0.020867176,
0.025398655,
0.041090995,
0.039608475,
0.0003496511,
-0.0027797262,
0.025076976,
0.023370678,
0.012538488,
0.023146901,
0.014965066,
0.024111938,
-0.041230854,
0.047272827,
0.0073706447,
-0.013426601,
-0.023272775,
-0.03001405,
-0.022839209,
0.028951108,
-0.026741315,
-0.03110496,
0.007482533,
-0.005608403,
-0.04475534,
-0.073174976,
-0.0016590944,
-0.057035085,
0.02474131,
0.04447562,
-0.035496578,
-0.013860169,
0.02937069,
0.0073916237,
-0.0028514045,
0.062713414,
0.051272836,
0.0005288473,
0.041902184,
0.009174844,
0.024181869,
-0.009608411,
0.008769249,
-0.044223867,
-0.0006424839,
0.0011031491,
0.0345735,
0.0014501779,
-0.03742665,
-0.028839221,
0.04344065,
0.003442315,
0.032279786,
-0.047524575,
0.024014035,
-0.007951066,
-0.0724477,
-0.027188867,
0.10097923,
0.016000032,
-0.012566459,
0.008930089,
-0.024391659,
-0.05535676,
-0.005444067,
-0.025902152,
0.027174883,
-0.012167857,
-0.08481137,
0.0080279885,
-0.033202868,
-0.02446159,
0.023804246,
-0.029118942,
-0.03496511,
0.042713374,
-0.009685335,
0.0017132902,
0.056419697,
-0.021356687,
-0.0075454703,
0.035356715,
0.028111946,
-0.004552457,
0.020028014,
0.052084025,
0.0064930203,
0.0008680088,
0.029874189,
0.025398655,
0.00962939,
-0.0056923195,
0.0030174889,
0.028251806,
-0.03429378,
-0.028979082,
0.027902156,
0.014853178,
-0.028545514,
-0.03247559,
-0.038965117,
-0.0060944185,
-0.07144071,
-0.0088182,
-0.015118913,
0.034797274,
0.0128951315,
-0.03930078,
-0.010202819,
-0.058517605,
0.23026621,
0.06858756,
0.044699393,
0.040531553,
0.048559543,
0.014223806,
0.043104984,
0.012125899,
0.0022779768,
-0.022042004,
0.02802803,
0.018685354,
-0.017454581,
-0.009461558,
0.003601406,
0.023874175,
-0.0255525,
-0.0018916123,
0.0017840946,
-0.026713341,
-0.020839205,
0.021356687,
0.0069440706,
0.054601513,
0.00060314813,
-0.0006634629,
0.003702805,
-0.061986145,
-0.016363671,
-0.020447595,
-0.030685378,
-0.05029381,
0.024042008,
-0.042461626,
0.0053566545,
0.036699377,
0.011496527,
-0.06299314,
-0.04061547,
-0.023902148,
0.026867189,
0.0071433717,
0.03395811,
-0.010160861,
0.007797219,
0.012657369,
-0.009468551,
0.014055973,
0.035496578,
-0.06657357,
0.031748317,
-0.042517573,
0.013062964,
0.0010550722,
-0.03429378,
-0.026489565,
-0.06355258,
-0.014559471,
0.047384713,
0.005940572,
-0.013531497,
0.01481122,
-0.038937144,
0.041650437,
0.040867217,
-0.025146905,
0.0023601449,
0.03395811,
-0.018349689,
-0.043496594,
0.021035008,
0.039720364,
-0.04934276,
0.0027080476,
0.016741294,
0.061370756,
0.0030839224,
0.051021084,
-0.0058496627,
-0.054265846,
0.013615413,
0.0076084076,
0.02187417,
-0.0662379,
0.042321768,
0.04721688,
-0.032531537,
0.020447595,
-0.025035016,
0.01622381,
0.037846234,
0.022405641,
0.031468596,
0.03365042,
0.01247555
] | Dropout was turned off in pre-training (quality win). Dropout should be re-enabled during fine-tuning.
Pre-trained on C4 only without mixing in the downstream tasks.
No parameter sharing between the embedding and classifier layer.
"xl" and "xxl" replace "3B" and "11B". The model shapes are a bit different - larger d_model and smaller
num_heads and d_ff. |
[
0.059561133,
-0.002790987,
-0.03773008,
0.033664986,
-0.013414805,
0.011254284,
0.04095204,
-0.020400742,
0.009041067,
0.013934233,
-0.0037884403,
-0.010569241,
0.031075373,
-0.015198929,
0.0037093968,
0.0046372167,
-0.02047602,
0.0018819872,
-0.06019348,
-0.0042307074,
-0.0059696636,
-0.018895153,
-0.06985937,
-0.020144792,
0.0171035,
-0.004249527,
0.020731973,
-0.013188967,
0.07317167,
0.052213855,
0.01446119,
-0.010697216,
0.00062152627,
-0.009191626,
-0.02320114,
-0.04573982,
-0.026377933,
0.010162732,
-0.03321331,
-0.041012265,
-0.004874347,
0.008107601,
0.026483325,
-0.01251898,
-0.08178364,
0.0132491905,
0.018925264,
-0.025926257,
-0.02698017,
-0.047215298,
-0.027958803,
-0.0022640307,
0.04037992,
-0.011434955,
-0.020852419,
-0.027100617,
-0.02430022,
-0.005585738,
-0.024962679,
0.018383252,
0.032460514,
0.06504148,
0.0070762723,
-0.047817532,
0.0013851427,
0.036134154,
-0.01060688,
-0.015582855,
0.00010386217,
0.0017267233,
-0.06365634,
0.0136557,
-0.031406604,
-0.04242752,
-0.025384244,
0.019467276,
-0.00008568923,
-0.010501489,
-0.013482557,
0.026347822,
-0.0148677,
0.022538679,
0.0073773903,
-0.02874171,
-0.032008838,
-0.022087002,
0.04694429,
-0.0148677,
-0.017013164,
-0.0013446799,
0.0018368196,
0.03953679,
-0.020430854,
0.044685904,
0.018699426,
0.040199246,
0.00047096732,
0.021921387,
-0.013535253,
-0.010004644,
0.011299452,
0.06263254,
-0.043029755,
0.041313384,
-0.03336387,
0.02374315,
0.028696543,
-0.00089817843,
-0.03303264,
-0.026874779,
0.0035757758,
0.027190952,
0.020174904,
-0.021484766,
0.043812662,
0.0023129624,
0.009041067,
0.00075608835,
-0.07124451,
-0.025339076,
-0.005126533,
-0.0010971986,
-0.028877212,
-0.013994457,
0.0018377606,
-0.06522215,
0.0037093968,
0.016350705,
-0.0006935123,
-0.0046598003,
0.005800285,
0.014649388,
0.023999102,
0.07702597,
-0.017991798,
-0.0073322225,
-0.0082958,
0.017058333,
0.018578978,
-0.016832493,
0.0016542668,
0.0019685586,
-0.01875965,
0.053629108,
-0.01894032,
0.019497387,
-0.017239003,
-0.054201234,
-0.055255145,
0.026031647,
-0.0122856125,
0.031647496,
-0.020009289,
0.031918503,
0.025625138,
-0.0005801226,
-0.029027771,
0.02547458,
0.038241982,
0.040771373,
0.0030243534,
0.0063084215,
-0.022147225,
0.035953484,
-0.023095747,
0.024330331,
-0.02070186,
-0.028425535,
0.011879103,
-0.038814105,
-0.020762084,
0.007283291,
-0.012571675,
0.010795079,
0.05865778,
0.0149429785,
0.03586315,
0.0076898,
0.03185828,
-0.002977304,
0.0004208594,
0.028651373,
0.0075655887,
0.012925489,
-0.049022004,
-0.0074639614,
0.028681485,
0.0152440965,
0.018142357,
0.02095781,
-0.0077537876,
0.038031198,
-0.024134604,
0.00074997195,
-0.042969532,
0.020596469,
-0.013693339,
-0.018368196,
-0.0034854405,
-0.016124867,
-0.04074126,
0.04863055,
-0.021560047,
0.012360892,
-0.033424094,
0.003699987,
-0.026438156,
0.011419899,
0.00043967928,
0.022553734,
0.068835564,
0.010516545,
-0.023818431,
0.024661561,
-0.003718807,
-0.03571259,
-0.03408655,
0.04357177,
-0.024616394,
0.038452763,
0.026046705,
0.023607649,
0.05664029,
0.011577985,
0.035742704,
0.024465835,
0.02146971,
0.038994774,
-0.017600344,
-0.0062030302,
0.042276964,
0.05365922,
0.014671973,
0.049895246,
0.022945188,
0.032279845,
0.038241982,
0.024541114,
0.013143799,
0.0005255449,
0.016892718,
0.0046522724,
0.030593585,
0.0047538998,
-0.022252617,
0.010621936,
-0.049533904,
-0.01328683,
-0.01633565,
0.0151838735,
-0.04089182,
0.049744688,
0.02338181,
-0.036284715,
-0.054472238,
-0.021078257,
0.021048145,
0.02690489,
0.0018725774,
-0.027988914,
0.051521283,
0.018067077,
-0.033785436,
0.011412371,
0.055074476,
0.021063201,
-0.0050700735,
-0.0010990805,
0.0042683473,
-0.08666175,
0.004580757,
-0.04631194,
-0.080699615,
-0.045017134,
-0.026844665,
0.012481339,
-0.008988371,
-0.032219622,
0.00561585,
-0.042849086,
0.0029057884,
0.043180317,
-0.020927697,
0.0010924937,
0.024616394,
0.037820417,
-0.033062752,
0.0033856952,
-0.026197262,
0.030563474,
0.011254284,
-0.05736297,
-0.007701092,
-0.019075822,
-0.0064326325,
0.016049588,
-0.00016020416,
0.000588121,
-0.03538136,
-0.008536695,
-0.022237562,
-0.033664986,
0.013076047,
0.020611525,
-0.029645063,
0.019723227,
-0.011751128,
-0.041283272,
0.015138705,
0.06293365,
0.0041516637,
0.018578978,
0.0024051797,
0.057874873,
-0.020731973,
0.06052471,
0.018910209,
0.0176154,
-0.038302206,
-0.028320145,
-0.050557707,
0.029825734,
-0.0062444336,
-0.02220745,
0.018082134,
0.046703395,
-0.013113687,
-0.053870004,
0.016696991,
-0.04037992,
-0.06329499,
-0.04239741,
0.0051453533,
0.04631194,
-0.017991798,
0.014709612,
-0.0005885915,
-0.0061653904,
0.002527509,
-0.018654257,
0.004889403,
-0.043872885,
0.023426978,
0.020460965,
-0.034809235,
-0.03402633,
0.019828618,
-0.03101515,
0.013715923,
-0.012180221,
0.040289585,
0.048239097,
0.01860909,
-0.002979186,
0.002222627,
0.03989813,
0.024962679,
0.045920487,
0.031286158,
-0.028952492,
0.008679725,
0.0068880734,
-0.023532368,
-0.0026046704,
-0.03583304,
-0.00053636637,
-0.008032322,
0.040259473,
0.04092193,
-0.03640516,
0.033122975,
0.0058228686,
-0.06166896,
0.00041380196,
0.015078482,
0.0001579693,
0.06648684,
-0.0046786205,
-0.004727552,
-0.049564015,
-0.036856838,
0.018127302,
-0.023833487,
0.028395424,
0.028290033,
0.025926257,
-0.004750136,
0.0026441922,
-0.056580067,
-0.03920556,
-0.020159848,
0.03240029,
0.008536695,
-0.022523623,
0.0010896706,
-0.045980714,
0.012677066,
0.055556264,
-0.015899029,
0.051430948,
0.043872885,
0.031256046,
-0.008943204,
0.019151103,
-0.021349264,
-0.014333215,
-0.05329788,
0.0043850304,
0.003073285,
-0.02588109,
0.0015244096,
-0.054381903,
0.01023801,
-0.0031899684,
0.001625096,
-0.036254603,
0.017961686,
-0.021349264,
0.01776596,
0.05648973,
-0.0071628434,
-0.011246756,
-0.07166608,
0.024074381,
0.041102603,
0.00061258685,
0.024164716,
-0.030518305,
0.017163724,
0.04206618,
-0.020671748,
-0.013783675,
-0.020792196,
-0.0074903094,
-0.03616427,
0.072870545,
0.04917256,
-0.0052545085,
0.006647179,
-0.06726975,
0.01592914,
0.017118556,
0.0016627357,
-0.011066085,
0.005996011,
-0.021304095,
0.005126533,
0.012789985,
0.02741679,
-0.0020570122,
0.031978726,
-0.033966105,
0.015838806,
-0.05700163,
-0.027040392,
-0.015838806,
0.0405907,
-0.011118781,
0.029720344,
0.031466827,
-0.012917961,
-0.012247973,
0.024164716,
-0.043902997,
-0.03893455,
-0.010569241,
-0.021529933,
0.003227608,
0.04863055,
0.013271774,
-0.024827177,
0.039446454,
0.017374506,
-0.039657235,
-0.022990357,
-0.047305632,
-0.018654257,
-0.020611525,
-0.020521188,
0.0077537876,
-0.015409712,
0.008318383,
-0.019497387,
0.05293654,
-0.0070009925,
-0.040169135,
-0.013678283,
0.008702309,
-0.059561133,
-0.008115129,
0.008137713,
0.0060901106,
0.010742383,
0.008069961,
-0.030985039,
-0.011585513,
-0.049052116,
-0.01618509,
0.05546593,
-0.015168818,
0.04188551,
-0.022568792,
-0.01662171,
0.04179517,
-0.008950732,
0.029675175,
-0.010983278,
-0.06895601,
0.0056723095,
-0.0036698752,
-0.016004419,
0.0054427073,
-0.021304095,
0.013919177,
-0.007527949,
-0.02070186,
0.014988147,
-0.0423673,
-0.013354582,
0.034749012,
0.0058153407,
-0.049624242,
-0.04062081,
-0.026965113,
0.03836243,
0.03414678,
0.049835023,
-0.023577536,
-0.023697983,
0.007208011,
0.030292466,
-0.061849628,
0.0070160483,
-0.033062752,
0.009191626,
-0.036254603,
0.0009927483,
0.00004563819,
-0.0021699313,
-0.01009498,
-0.039145336,
0.027477015,
-0.07190697,
0.0068843095,
0.012564147,
0.0037075148,
-0.04378255,
0.041704837,
0.00618421,
0.017570233,
-0.016471153,
-0.0036002416,
0.025549859,
0.049383346,
-0.019271549,
0.0002895908,
0.05450235,
0.0058303964,
-0.030698976,
-0.01878976,
-0.005770173,
0.079856485,
-0.027206007,
0.025941312,
-0.051009383,
-0.04345132,
0.0043549184,
0.023652816,
0.0013691457,
-0.009997116,
-0.0011386023,
-0.035592142,
-0.009500272,
0.018036965,
0.027326455,
-0.010576769,
0.0321594,
-0.02290002,
-0.07040138,
0.03402633,
-0.029720344,
0.015582855,
-0.035291024,
0.0015065308,
0.027266232,
0.025248742,
0.024104493,
0.08413236,
-0.010945638,
0.025128294,
-0.04037992,
0.032550853,
0.016651824,
0.0016796737,
-0.023697983,
-0.0033631113,
-0.007806483,
0.023758207,
-0.0043662107,
-0.04209629,
-0.032550853,
0.031225933,
0.019617835,
0.006225614,
-0.003997341,
-0.0009122933,
-0.038874328,
-0.0449268,
0.03839254,
0.04206618,
-0.018232692,
-0.029870901,
0.021936443,
-0.007505365,
0.03589326,
0.0021812231,
-0.02984079,
-0.031256046,
0.05817599,
0.017856294,
-0.031135596,
0.02404427,
0.016636766,
-0.014604221,
-0.02874171,
-0.030668864,
0.041614503,
-0.046221606,
-0.028561039,
0.010004644,
0.04092193,
-0.044806354,
0.032580964,
0.028485758,
0.0065944833,
-0.028320145,
0.042216737,
0.036766503,
0.0001438544,
0.003381931,
0.06004292,
-0.010027228,
-0.0017333103,
0.003255838,
0.0120447185,
-0.016109811,
-0.017976742,
0.0643188,
-0.03167761,
0.016681936,
0.01211247,
-0.0113822585,
0.011480122,
-0.01802191,
-0.036796615,
0.060705382,
-0.0025726766,
-0.06606528,
0.016365761,
0.024857288,
0.019316718,
0.02136432,
-0.025941312,
0.03351443,
-0.0014585401,
0.008273216,
-0.047215298,
-0.074376136,
-0.00561585,
-0.032641187,
0.01358042,
-0.021078257,
-0.00042909308,
0.0046409806,
-0.0029716578,
-0.0021285275,
-0.051310502,
0.01236842,
0.0546228,
0.036465384,
0.022418233,
-0.044204116,
-0.00833344,
-0.0026912417,
-0.017826183,
-0.013527724,
-0.029359002,
0.0074827815,
0.035260912,
-0.005081366,
-0.006331005,
0.016395872,
-0.017269116,
0.02029535,
0.02455617,
-0.039175447,
0.020415798,
-0.04474613,
-0.0076032286,
-0.039928243,
-0.0010153322,
0.042036068,
-0.03607393,
0.025564915,
-0.017886408,
-0.0057927566,
0.024932567,
0.015507575,
0.02969023,
-0.0112317,
-0.00939488,
-0.013806258,
0.022418233,
-0.07738732,
-0.009357241,
-0.00034863813,
-0.0073322225,
-0.0326713,
0.03788064,
0.0052093407,
0.03203895,
0.021273984,
0.02103309,
0.030262355,
0.0093873525,
0.07112406,
-0.002525627,
0.02866643,
-0.0039032416,
0.022102058,
-0.01993401,
0.0039634653,
0.006327241,
-0.013896594,
0.049714576,
0.021650381,
-0.022809686,
-0.0042307074,
-0.03270141,
0.003393223,
0.03068392,
0.0031767944,
-0.0011997669,
-0.01574847,
-0.027266232,
-0.018774705,
-0.00207395,
-0.060133256,
-0.027296344,
0.035471696,
-0.04724541,
0.02503796,
-0.028816989,
0.026543548,
-0.0042118877,
0.025775697,
0.04062081,
0.02874171,
0.0052243965,
-0.02231284,
0.051581506,
-0.06335522,
0.023592593,
-0.01457411,
0.013038408,
-0.065463044,
-0.0061540985,
0.02899766,
0.029223498,
0.026814554,
-0.025549859,
-0.035321135,
-0.03017202,
0.061970077,
0.00444149,
-0.012594258,
0.05700163,
-0.018172469,
0.0006681055,
-0.02917833,
-0.034959797,
0.026694108,
0.02698017,
0.044174004,
0.0095680235,
0.00497221,
0.02356248,
0.015462407,
0.0063084215,
0.036314826,
-0.02969023,
0.026694108,
0.013173911,
0.011961911,
-0.0017860059,
0.043842774,
0.012579203,
0.032851968,
0.006760098,
0.013121216,
0.0067262226,
-0.007783899,
-0.015868917,
0.048720885,
0.0022941425,
-0.011118781,
0.022553734,
-0.0095077995,
-0.023577536,
0.024661561,
-0.010027228,
0.03182817,
-0.01809719,
-0.0062707816,
0.013535253,
-0.064860806,
0.035923373,
-0.023336641,
-0.016983053,
-0.014626805,
-0.020611525,
0.035622254,
-0.009500272,
-0.008559278,
-0.006903129,
0.011367203,
0.025519747,
0.044866577,
0.008160297,
0.0046936763,
0.028952492,
0.0009814564,
0.027717909,
-0.014528941,
-0.04239741,
-0.019843673,
-0.033484317,
-0.03809142,
0.03571259,
-0.004592049,
-0.034237113,
0.017660568,
-0.06371656,
0.0118640475,
-0.039807793,
0.004975974,
-0.01702822,
0.030954927,
0.023095747,
-0.033755325,
-0.030924814,
0.0370074,
0.003263366,
0.030714031,
-0.017269116,
0.04074126,
-0.02917833,
0.06480058,
0.0176154,
0.035501808,
0.005194285,
0.010870358,
-0.06648684,
-0.0032934777,
0.03351443,
-0.02716084,
-0.05329788,
-0.020310406,
-0.046733506,
0.0005034316,
0.030187076,
0.029645063,
-0.04724541,
0.010990806,
-0.006033651,
-0.04664317,
0.0074903094,
0.053629108,
-0.014393439,
-0.042487744,
-0.009063651,
-0.019512445,
-0.07082295,
-0.04426434,
-0.014145017,
0.016441042,
0.0024334094,
-0.022418233,
-0.008800172,
-0.063174546,
-0.0064213406,
0.0015168817,
0.01633565,
0.015944196,
0.009041067,
0.0151236495,
0.07196719,
0.010877887,
0.008837813,
-0.038814105,
0.03249063,
0.027973859,
-0.0022659127,
0.09810423,
0.013301886,
-0.0141676,
-0.0288471,
-0.009756222,
0.02404427,
-0.03017202,
-0.002952838,
-0.042036068,
0.0063987565,
-0.04290931,
-0.047817532,
-0.027778132,
0.05314732,
-0.020521188,
-0.038512986,
-0.015974307,
-0.018684369,
-0.016320594,
-0.037639745,
-0.027838355,
0.006970881,
0.0049082227,
-0.03489957,
0.028621262,
-0.09009449,
0.2700426,
0.054412015,
0.02011468,
0.029027771,
0.0058153407,
0.02874171,
0.03724829,
0.0037131608,
-0.049323123,
-0.049594127,
0.008363551,
-0.0016730867,
-0.017796071,
0.003073285,
-0.013053464,
0.019482331,
-0.040018577,
-0.008423775,
-0.016742159,
0.009583079,
-0.051340614,
0.005032434,
-0.021424543,
0.045318253,
0.040319696,
-0.0021379376,
0.004125316,
-0.043812662,
-0.0030299996,
-0.030458082,
-0.021544991,
-0.018142357,
0.0031993783,
-0.0013992576,
-0.06287343,
0.00006722223,
0.030623697,
-0.016410928,
-0.037157957,
0.0029885957,
0.0031372728,
-0.027943747,
0.017961686,
0.0072682346,
-0.012571675,
0.01412996,
-0.018985488,
0.010870358,
0.023788318,
-0.0054013035,
0.024917511,
-0.05576705,
0.021499822,
-0.054080784,
-0.024104493,
-0.003400751,
-0.028214753,
-0.038814105,
0.0017483662,
0.0054088314,
0.017494954,
0.00980139,
-0.045619372,
0.019693114,
-0.025670307,
-0.008235577,
-0.05935035,
0.08094051,
0.034779124,
-0.015101066,
-0.015567798,
-0.04004869,
-0.044776242,
-0.050437257,
0.0176154,
0.04037992,
0.011826408,
0.049744688,
0.0077914274,
-0.0008271334,
0.0030299996,
0.019151103,
0.044836465,
-0.04239741,
0.026874779,
0.031376492,
-0.04074126,
-0.0013108042,
0.027356567,
0.039627124,
0.03589326,
0.04760675,
0.013309414,
0.038272094,
-0.05784476
] | T5v1.1
Overview
T5v1.1 was released in the google-research/text-to-text-transfer-transformer
repository by Colin Raffel et al. It's an improved version of the original T5 model.
This model was contributed by patrickvonplaten. The original code can be
found here.
Usage tips
One can directly plug in the weights of T5v1.1 into a T5 model, like so:
thon
from transformers import T5ForConditionalGeneration
model = T5ForConditionalGeneration.from_pretrained("google/t5-v1_1-base") |
[
0.050833188,
-0.00977252,
0.014209699,
0.024679298,
-0.040779155,
-0.012306135,
0.057535876,
-0.004031667,
0.016140074,
0.049760755,
0.028928801,
0.05279037,
-0.010630463,
0.016421586,
-0.039063267,
0.02551043,
-0.016247315,
-0.002231995,
-0.029062856,
0.012607756,
-0.02508146,
-0.009658573,
-0.07796567,
0.013485809,
0.02246741,
0.053567883,
-0.026985023,
-0.0035993436,
0.058930032,
0.008385063,
-0.05957349,
-0.031288147,
-0.00041745178,
-0.03252144,
-0.060163327,
-0.017520826,
0.0048393407,
-0.0050102593,
-0.06273716,
-0.063327,
-0.0028804801,
-0.013257917,
0.055444635,
-0.027829561,
-0.08434663,
0.023311948,
-0.004118802,
0.0098998705,
0.013566241,
-0.08868997,
-0.029411396,
0.013412079,
0.040108886,
-0.020402983,
-0.03600684,
-0.0075807404,
-0.019451201,
0.022655087,
-0.0055464744,
-0.00067152554,
-0.0266767,
0.0024045894,
-0.015670884,
-0.034800358,
0.012232406,
0.01974612,
0.021140277,
-0.016140074,
0.04600725,
0.019330552,
-0.07469475,
0.026153889,
-0.004323234,
-0.055766366,
-0.025041243,
-0.006193284,
0.036194514,
-0.011106354,
-0.04517612,
0.036891595,
0.016287532,
0.032414198,
-0.0014259969,
-0.012996512,
-0.0034652897,
-0.018392175,
0.023848165,
0.022601465,
-0.027615074,
0.028660694,
0.0052616103,
0.061825596,
-0.020054443,
-0.0036194515,
0.030349772,
0.015469804,
0.035845976,
0.0062569594,
0.017199097,
0.008116955,
0.0356583,
0.05276356,
0.031288147,
0.02815129,
-0.057696737,
0.04241461,
-0.01974612,
0.0006329851,
-0.037401,
-0.036087275,
0.0007532146,
0.017266124,
0.023271734,
-0.04169072,
0.026475618,
-0.0017292935,
0.010911976,
0.007265714,
-0.034371383,
-0.05029697,
0.017815745,
0.028580261,
0.009671979,
-0.012547432,
-0.048715137,
-0.034451816,
-0.020724712,
0.020134876,
-0.019759525,
-0.000036314956,
-0.03568511,
0.0199472,
-0.02458546,
0.034907598,
0.032896794,
0.014625265,
-0.0038372888,
0.004809179,
0.010389167,
-0.0035926409,
0.00396464,
-0.009289926,
-0.034880787,
0.07399768,
0.012862459,
0.011139868,
-0.012634567,
-0.008646468,
-0.033647493,
-0.00035775598,
-0.009604952,
0.005033719,
-0.010576841,
0.010610355,
0.003398263,
-0.0034753438,
-0.016247315,
0.007600848,
0.060002465,
0.035363384,
0.013137269,
-0.011227002,
0.0060156626,
0.05021654,
-0.0033915602,
0.053299777,
-0.024505029,
-0.020912386,
0.03595322,
-0.039626293,
-0.0068266876,
-0.011066138,
-0.0045946925,
0.02316449,
0.038285755,
0.031743933,
0.027722318,
-0.01164257,
0.037910406,
0.0004582963,
-0.006089392,
0.019853363,
0.016126668,
0.0089749,
-0.017896177,
0.01922331,
0.004842692,
0.022534437,
0.032709118,
-0.006468094,
0.0045243143,
0.060485058,
-0.028231721,
-0.021113468,
-0.036435813,
-0.009712195,
-0.02154244,
0.030322962,
0.000362783,
-0.0620937,
-0.036489435,
0.04418412,
-0.0556055,
-0.014518023,
0.0049868,
-0.014209699,
-0.02780275,
0.053407017,
-0.01884796,
-0.021636277,
0.0381517,
0.002421346,
-0.030028043,
0.024277136,
0.01461186,
-0.027440805,
-0.029491827,
0.01840558,
-0.032172903,
0.050136108,
0.022413788,
0.03498803,
0.02029574,
0.026998427,
0.0026576158,
0.011508515,
0.032950416,
0.034022845,
-0.02777594,
0.04675795,
0.006984201,
0.057911225,
-0.007714794,
0.058554683,
0.025497025,
0.04418412,
0.0620937,
0.042843584,
0.011133165,
0.04354066,
-0.009832843,
0.035417005,
-0.013914781,
-0.018740715,
0.025818754,
0.021649683,
-0.016220504,
-0.007111552,
-0.03772273,
0.001379078,
-0.012480405,
0.07512373,
-0.0026023188,
-0.005881609,
-0.026971618,
-0.021823952,
-0.011126462,
0.00015206724,
-0.02391519,
-0.0040249643,
0.030081663,
0.01750742,
-0.010335545,
-0.008056631,
0.056570686,
0.0118235415,
0.036918405,
-0.008492306,
0.008793927,
-0.053031668,
-0.005502907,
-0.025497025,
-0.02632816,
-0.042548664,
-0.013874564,
0.04107407,
0.027025238,
-0.042602286,
0.03134177,
-0.010630463,
0.0169578,
0.012574242,
-0.030430203,
0.003203885,
0.0154429935,
0.04630217,
-0.0009191061,
-0.0045109093,
-0.025443405,
-0.009739006,
-0.043004446,
-0.013251214,
-0.032199714,
0.015644073,
0.0431385,
0.010617058,
0.016542234,
0.018137474,
-0.046194926,
-0.05265632,
-0.026234321,
-0.026783941,
0.031743933,
-0.0005797825,
-0.017373368,
0.02528254,
-0.00087889,
-0.018445797,
0.018955203,
0.030028043,
-0.027534643,
-0.0043567475,
-0.0053487453,
0.06204008,
-0.03957267,
0.06917174,
0.015577047,
0.009745709,
-0.037883595,
-0.051610697,
-0.025952809,
0.011501812,
-0.011481705,
0.007862253,
0.01164257,
0.056517065,
-0.010208194,
-0.100272216,
0.04134218,
-0.07437303,
-0.061182138,
-0.04021613,
0.028312154,
0.038553864,
-0.02136817,
0.024156488,
0.010308734,
-0.022212708,
0.0038138295,
0.02203844,
0.034719925,
-0.02635497,
0.0031753986,
0.012601053,
-0.015040832,
-0.010040627,
0.012058136,
-0.01291608,
-0.0035390193,
-0.06697326,
0.028097669,
0.05764312,
0.047320977,
-0.00027103996,
0.009397169,
0.031958416,
-0.026475618,
0.014477806,
-0.008311333,
-0.013204295,
0.016046235,
0.0063105808,
-0.028258532,
0.019008823,
-0.0014946994,
-0.008787224,
0.024196705,
0.031609878,
0.019478012,
-0.04882238,
0.020805145,
-0.011113057,
-0.05512291,
-0.019062445,
0.005821285,
-0.011260516,
0.06230819,
-0.0007800253,
0.018070446,
0.0033898845,
-0.04268272,
-0.0007067147,
-0.0683138,
0.020939197,
0.015751317,
0.03386198,
0.023928596,
0.013197592,
-0.032601874,
-0.025362972,
-0.04201245,
0.0081035495,
0.049653515,
0.0062100403,
0.015496615,
-0.026033241,
0.016287532,
0.093891256,
0.0027598317,
0.009765817,
0.027883183,
-0.00008263157,
0.020067848,
0.00084789004,
-0.013968402,
-0.03482717,
0.0017133746,
0.049358595,
0.032923605,
-0.0023425894,
-0.020483416,
-0.040350184,
-0.017748717,
0.013901375,
-0.04627536,
-0.038661104,
-0.04635579,
-0.018928392,
0.0034954518,
0.02052363,
-0.013954997,
0.0065518776,
-0.08209452,
0.01864688,
0.01904904,
0.0069506876,
0.028580261,
-0.02849983,
0.013110458,
0.028231721,
0.0032172904,
0.008418576,
-0.03348663,
-0.056517065,
-0.019719308,
0.05241502,
0.014920183,
-0.019236716,
0.029786745,
-0.042200126,
0.02191779,
-0.00317875,
-0.0020677792,
0.0011084571,
0.012694892,
-0.009678681,
0.02585897,
0.01864688,
-0.004567882,
-0.01319089,
0.06230819,
-0.037401,
0.0043701525,
-0.052280966,
0.005747555,
-0.016274126,
0.04421093,
0.008693387,
0.03925094,
0.031154094,
0.009611655,
0.0038205322,
-0.01675672,
-0.028633883,
-0.035175707,
0.030108474,
-0.005134259,
-0.021931196,
0.06659791,
-0.007332741,
-0.017574448,
0.013150674,
0.02029574,
-0.04919773,
-0.03386198,
-0.03455906,
-0.01727953,
-0.018097257,
-0.01922331,
-0.017547637,
-0.017561043,
-0.017788934,
-0.02313768,
0.030028043,
-0.020148281,
-0.05195924,
-0.022386977,
0.012111757,
-0.032280147,
-0.012728404,
-0.036248136,
0.02406265,
-0.008385063,
-0.01907585,
-0.03522933,
-0.01707845,
-0.033942413,
-0.031127283,
0.07061952,
-0.009584844,
0.020335956,
0.017319746,
-0.044050068,
0.043487042,
-0.01166938,
0.027172698,
-0.014893373,
0.004520963,
0.009645168,
0.025899187,
-0.026127078,
0.021649683,
-0.03238739,
-0.0018181042,
0.023003625,
0.010436085,
0.034371383,
-0.05699966,
-0.04091321,
0.024129678,
-0.020697901,
-0.022775734,
0.026421996,
0.02508146,
0.033593874,
-0.001093376,
0.035443816,
-0.0072791195,
-0.035336573,
-0.024974216,
0.03182436,
-0.07571357,
-0.023191301,
0.008773819,
0.019987416,
-0.036462624,
0.013700294,
-0.013244512,
0.0058313385,
0.01815088,
-0.049680322,
0.023968812,
-0.04201245,
0.009088845,
0.028741127,
-0.028446209,
-0.05423815,
0.0018281582,
-0.020188497,
0.05775036,
0.036891595,
0.039063267,
0.030162096,
0.014705698,
-0.013767322,
-0.030108474,
0.033030845,
0.039679915,
-0.01864688,
-0.03498803,
-0.03136858,
0.03482717,
-0.024692703,
0.007848848,
0.022145681,
-0.023231518,
-0.041422613,
0.008666576,
-0.0028302101,
-0.029304152,
-0.03707927,
0.0037836675,
-0.025671296,
0.009517817,
0.0044371793,
-0.006595445,
-0.025845565,
0.009162575,
-0.069547094,
0.039304562,
-0.012748512,
0.0054962044,
-0.028178101,
-0.016770126,
0.05415772,
0.009263115,
-0.00013059769,
0.079252586,
-0.020309145,
0.0059720953,
-0.004668422,
0.025604269,
0.047562275,
0.000090329195,
-0.016394775,
-0.006447986,
-0.015389372,
-0.009705492,
-0.039626293,
-0.033111278,
-0.040135697,
0.045149308,
0.052602697,
-0.030725121,
0.023566652,
0.009752411,
-0.08338144,
-0.04525655,
0.038929213,
0.015027427,
-0.011025922,
-0.01849942,
0.027749129,
-0.004802476,
0.046248548,
-0.053165723,
-0.012326243,
-0.010369059,
0.051583886,
-0.0042595584,
-0.059948843,
0.026810752,
0.036167704,
-0.033298954,
-0.027829561,
0.010080843,
0.0044572875,
-0.014089051,
-0.015322345,
0.016502019,
0.04994843,
-0.036837973,
0.007627659,
-0.0236873,
0.025027838,
-0.0030028042,
0.056409825,
0.035738733,
-0.010751111,
-0.0042495043,
0.04270953,
-0.015081048,
0.008941386,
0.000444472,
0.025791943,
-0.03061788,
0.010315437,
0.046436224,
-0.026167294,
-0.043728337,
0.017520826,
0.019276932,
0.023901787,
-0.019839957,
0.032172903,
0.052978046,
-0.0261807,
-0.028848369,
0.02333876,
0.019008823,
-0.013941592,
0.007801929,
-0.0033094522,
-0.0048058275,
0.017735314,
-0.009618358,
-0.05032378,
-0.035819165,
-0.017467204,
-0.045283362,
-0.018070446,
-0.009182682,
-0.032253336,
0.03611408,
-0.022025034,
-0.007439984,
-0.04520293,
0.024330758,
0.017587854,
0.0011101327,
0.014290131,
-0.011032624,
0.0064747967,
-0.059251763,
0.01959866,
-0.014531428,
-0.016877368,
-0.023084057,
0.03064469,
-0.025711512,
-0.0051577184,
-0.012601053,
-0.019705903,
-0.015174886,
0.08836824,
-0.024598865,
0.009162575,
-0.030591069,
0.014182888,
-0.0678312,
0.021100063,
0.03061788,
0.008271117,
0.008063334,
-0.013834348,
-0.019276932,
0.014290131,
0.08595527,
0.031529445,
0.048983246,
-0.028338965,
-0.05603447,
0.023955407,
-0.060002465,
-0.001563402,
-0.0137137,
-0.009155872,
0.00081605226,
0.010281923,
0.0007582416,
0.05418453,
0.05775036,
0.009383763,
0.01388797,
0.0062200944,
0.04104726,
0.011903974,
0.037561864,
0.00423945,
0.04203926,
0.009390466,
0.010409275,
0.016274126,
-0.034800358,
-0.0034652897,
0.04992162,
0.0008495657,
-0.023057247,
0.0089011695,
-0.004869503,
-0.0030664797,
-0.009558033,
0.023888381,
-0.022534437,
-0.025336161,
-0.019478012,
0.033057656,
-0.026998427,
-0.041181315,
0.015322345,
-0.028419398,
0.01406224,
-0.0005655393,
-0.020027632,
-0.0055967444,
-0.005181178,
0.036274947,
0.021435197,
0.033030845,
-0.032601874,
0.016488614,
-0.058340196,
0.027440805,
0.020577252,
0.01618029,
-0.016341154,
0.0048829084,
-0.008405171,
0.0024029138,
0.033593874,
0.0057207444,
-0.060806785,
-0.02406265,
0.03171712,
-0.03630176,
0.0018046987,
0.05453307,
-0.008358252,
0.011146571,
-0.025939403,
-0.039465427,
0.00451426,
0.021408387,
0.016126668,
-0.015791534,
0.0047086384,
0.008271117,
0.07319336,
-0.0059486357,
0.03745462,
-0.017453799,
0.014115861,
0.031904794,
-0.052495454,
0.028767938,
0.038393,
0.031609878,
0.008364955,
-0.0034887493,
0.027212914,
0.02047001,
-0.0061296085,
-0.009926681,
0.03236058,
0.0066490667,
0.0017527529,
-0.004628206,
0.013700294,
0.013626565,
-0.00882744,
-0.0341569,
0.00074483623,
-0.02849983,
-0.038258944,
0.036274947,
-0.05351426,
0.05775036,
-0.05064551,
-0.029893989,
-0.0042595584,
-0.0179498,
0.009745709,
0.018821148,
0.03278955,
-0.012339649,
0.038956024,
-0.030081663,
0.051369403,
0.010134464,
-0.01211846,
0.07657151,
0.015148075,
0.027025238,
-0.034880787,
-0.061557487,
-0.0031536147,
0.01852623,
0.025537241,
0.045095686,
0.001568429,
-0.00034518843,
0.034693114,
-0.09212174,
-0.028097669,
-0.06327338,
-0.008874359,
-0.0030011286,
0.02632816,
0.01997401,
-0.042253748,
-0.033701114,
0.04783038,
0.0015826722,
0.00428972,
0.0025554,
0.03431776,
-0.014946994,
0.082845226,
0.004132207,
0.038607482,
-0.02725313,
0.012936188,
-0.022185897,
0.017695097,
-0.0005910933,
-0.015362561,
-0.032146093,
0.014518023,
-0.0074869026,
-0.0075271185,
0.04131537,
0.075606324,
-0.03236058,
-0.04598044,
0.014518023,
-0.040296562,
-0.020416388,
0.055498257,
-0.03501484,
-0.023781138,
-0.024505029,
-0.014759319,
-0.050082486,
-0.02597962,
-0.0011838623,
-0.00077541725,
-0.02079174,
-0.016555639,
0.015925586,
-0.07104849,
0.007332741,
0.0045176116,
0.0063273376,
0.0017225909,
0.0224406,
-0.00081605226,
0.023499625,
0.00453772,
-0.021033036,
-0.014652076,
0.035417005,
0.06740223,
-0.0019421038,
0.06010971,
0.021743521,
0.038661104,
-0.012031325,
-0.017091855,
-0.012661378,
-0.02632816,
0.008271117,
-0.030859176,
0.016287532,
0.006494905,
-0.054801177,
0.0010648896,
0.03707927,
0.00011028016,
-0.0037032352,
0.0139952125,
-0.016863963,
-0.039653104,
0.0020041037,
-0.015845155,
-0.0044405307,
-0.017118666,
-0.0448812,
0.04380877,
-0.058232956,
0.20440517,
0.08348868,
0.02406265,
0.04268272,
-0.03809808,
0.011334246,
0.019692497,
-0.0137137,
-0.03884878,
-0.06836742,
0.009806032,
-0.004061829,
-0.01626072,
0.022681896,
0.014089051,
-0.003535668,
-0.04496163,
-0.026716914,
-0.0047086384,
0.00910225,
-0.05171794,
0.026864374,
-0.008324739,
0.04386239,
0.01388797,
-0.04667752,
0.0013095377,
-0.052307777,
-0.00022851977,
-0.050913617,
-0.036972027,
-0.0023626976,
0.0041221534,
-0.014196293,
-0.031583067,
-0.0017711853,
-0.003847343,
-0.043647904,
-0.03249463,
0.0096250605,
-0.015577047,
-0.008612954,
-0.008572738,
-0.025121676,
0.037401,
-0.009289926,
-0.011039327,
-0.023566652,
0.008793927,
-0.00090067374,
0.034719925,
-0.0546135,
0.0003709519,
-0.00932344,
-0.07244265,
-0.013465701,
0.011099651,
-0.02849983,
0.007265714,
0.019920388,
-0.005114151,
-0.013043431,
-0.023499625,
-0.026046647,
-0.024920594,
0.017802339,
-0.062898025,
0.08348868,
0.0027430751,
-0.022454005,
-0.0062301485,
-0.023124274,
-0.05270994,
-0.029196909,
0.023003625,
0.0044740443,
-0.011676082,
0.045015253,
-0.029438207,
-0.015804939,
0.004048424,
0.031583067,
-0.0021381576,
-0.030805554,
0.0050538266,
0.016502019,
-0.053407017,
0.014263321,
0.031314958,
0.011924082,
0.026274538,
0.069600716,
0.0021834006,
-0.00043609366,
-0.041663907
] | google/t5-v1_1-small
google/t5-v1_1-base
google/t5-v1_1-large
google/t5-v1_1-xl
google/t5-v1_1-xxl.
Refer to T5's documentation page for all API reference, tips, code examples and notebooks. |
[
0.022936646,
0.0028965848,
-0.024005728,
0.022173017,
-0.058646727,
-0.00932322,
0.009836934,
-0.027782222,
-0.021687072,
0.031156074,
0.027435118,
0.021520462,
-0.007858439,
-0.03729288,
-0.0315726,
0.008573474,
-0.028170979,
0.003953517,
-0.068587795,
0.0011081302,
0.014481188,
0.022478469,
-0.067254916,
-0.03862576,
0.034293897,
0.008989999,
-0.0011194111,
-0.030795086,
0.061034806,
0.028365357,
-0.014467304,
-0.0012877566,
-0.021575999,
0.042818777,
-0.04326307,
-0.03843138,
0.020729063,
0.0004750989,
-0.025255304,
-0.035959996,
0.02590786,
0.005098961,
0.00024796257,
-0.05498131,
-0.056925092,
-0.0071052234,
0.010975435,
-0.024741588,
0.0019194863,
-0.08408253,
-0.041680276,
-0.009607845,
0.044707023,
-0.0124055045,
-0.011246176,
0.0027681561,
-0.010572795,
-0.008788679,
0.00029438778,
0.006497791,
0.025463566,
0.030822854,
-0.014411767,
-0.03190582,
0.02461663,
-0.00805976,
-0.0022006407,
-0.068921015,
-0.004269382,
-0.021062285,
-0.08619292,
0.0026431987,
-0.021756493,
-0.026241079,
-0.01215559,
-0.03359969,
0.03107277,
-0.013544006,
-0.025991164,
0.03473819,
-0.004439463,
0.06247876,
0.01864644,
-0.0410416,
-0.04362406,
-0.029601049,
0.02028477,
0.009038594,
-0.032488953,
0.003453687,
-0.011759891,
0.04123598,
-0.013307976,
-0.03309986,
0.0034693067,
0.07230875,
0.0073724934,
0.04809476,
0.0019056022,
0.0051996214,
0.02687975,
0.050677218,
0.031267148,
0.029545512,
-0.073697165,
-0.002617166,
0.006338123,
-0.004040293,
-0.026851982,
0.0004280229,
0.028434778,
0.040986065,
0.000023849856,
-0.006320768,
-0.0011220144,
0.0038424437,
0.0205208,
0.013974416,
-0.0631452,
0.009711976,
0.031017233,
-0.045845523,
-0.004838633,
-0.046845187,
-0.0076987715,
-0.034349434,
-0.023269868,
0.019729404,
-0.0032523666,
-0.04645643,
-0.0056335013,
0.027754454,
0.009350988,
0.047844846,
0.046262052,
0.06464469,
-0.008830331,
0.041735813,
-0.010392301,
-0.04087499,
0.022728384,
0.026199427,
-0.0360433,
0.064033784,
-0.012905335,
-0.0013137895,
0.01265542,
-0.02504704,
-0.007865381,
0.03457158,
-0.004758799,
0.061256953,
0.0052273897,
-0.014023011,
-0.021159474,
-0.010427011,
-0.0115238605,
0.024241759,
0.0047310307,
0.02780999,
0.0122319525,
0.016744308,
0.009073304,
0.04587329,
-0.0060708527,
0.056841787,
-0.036931887,
-0.008316617,
0.017966114,
-0.055258993,
0.035043642,
-0.004432521,
-0.03007311,
0.0070427447,
0.048650127,
0.062534295,
0.023228215,
0.02711578,
0.021978639,
0.0036411232,
-0.017702315,
-0.027171317,
0.016910918,
0.020326423,
-0.01954891,
0.0056439145,
-0.029240059,
0.04842798,
0.022658963,
-0.0027299747,
-0.008427691,
0.052509926,
0.00045557428,
0.00040654582,
-0.008649837,
-0.009809165,
-0.00045774368,
0.02647711,
0.015314238,
-0.044984706,
0.0037278994,
0.063367344,
-0.075474344,
0.05561998,
-0.012863683,
-0.027532307,
-0.004672023,
0.063200735,
0.012183358,
0.028962376,
0.030267488,
0.02740735,
-0.06520005,
0.00021346909,
0.036015533,
-0.013717559,
0.0030302198,
0.017799504,
-0.0068032425,
0.038875673,
0.033794068,
0.007150347,
0.040986065,
-0.043707363,
0.0031256734,
0.017424632,
0.013911937,
0.03779271,
0.01585572,
0.042541094,
-0.008823389,
0.011440555,
0.00028679485,
0.064200394,
0.012579057,
0.011919559,
0.052704304,
0.03776494,
-0.006306884,
0.022395164,
0.025463566,
0.015105976,
0.018243797,
0.04912219,
0.009677266,
0.009246856,
0.023339288,
0.030100878,
0.0074488567,
0.003051046,
-0.030323025,
0.027060244,
0.005914656,
-0.015466964,
-0.029962037,
-0.037237342,
0.029850964,
-0.019007428,
-0.007816787,
-0.027560076,
0.009142725,
0.038486917,
0.013675907,
-0.030989464,
0.037320647,
0.009177435,
0.023353172,
0.009614787,
0.009864702,
-0.057369385,
-0.0144534195,
-0.006990679,
-0.04243002,
-0.05445371,
-0.029267827,
0.02478324,
-0.012384678,
-0.028629156,
0.028462546,
-0.026893634,
-0.009621729,
0.0152587015,
-0.05439817,
0.049483176,
0.005591849,
0.019535026,
-0.021909218,
-0.014550609,
0.004855988,
0.029323364,
-0.030128647,
-0.063533954,
-0.003943104,
-0.015064323,
0.006914316,
0.01871586,
0.059924074,
0.035765618,
-0.043679595,
0.0053592892,
-0.021270547,
-0.027948832,
0.037876014,
0.013058061,
-0.022700615,
-0.009281566,
0.024255643,
-0.048233602,
0.0089414045,
0.05809136,
-0.030545171,
0.009600903,
-0.0115238605,
0.06431147,
-0.030128647,
0.05114928,
0.015217049,
-0.020312538,
-0.03607107,
-0.062534295,
-0.05775814,
0.0047067334,
0.013634253,
-0.000702886,
0.014196563,
0.043040924,
-0.021173358,
-0.08263857,
0.03423836,
-0.047372784,
-0.0057237484,
-0.03890344,
-0.023367057,
0.062534295,
-0.034988105,
-0.00096408196,
-0.026560415,
-0.005702922,
-0.0012400298,
0.0036584784,
0.037848245,
-0.04473479,
0.051343657,
0.010760231,
-0.00015912559,
-0.014578377,
0.022242438,
-0.048872273,
-0.009003883,
-0.029156754,
0.045345694,
0.025255304,
0.010281227,
0.038153697,
0.019326763,
-0.013460701,
-0.031267148,
0.02830982,
-0.015439196,
-0.020090392,
0.016175056,
-0.005841764,
-0.020243118,
0.01315525,
-0.04245779,
0.015508616,
0.001971552,
0.014647798,
0.06653294,
-0.020576337,
0.031933587,
-0.043318607,
-0.037098497,
-0.013918879,
-0.038320307,
-0.009135783,
0.050899364,
-0.032655563,
0.0055571385,
-0.055175688,
-0.02904568,
0.019479489,
-0.017979998,
-0.0033322005,
0.01348847,
0.010149327,
-0.0037244284,
0.035793386,
0.021256663,
-0.009746687,
0.012148648,
0.015244817,
0.0537595,
-0.005758459,
-0.026338268,
-0.035626777,
0.06347842,
0.059868537,
-0.00008943357,
0.03973649,
0.02711578,
0.019646099,
0.027351813,
-0.008580416,
0.033016555,
-0.011371134,
-0.033183165,
0.040819455,
-0.012502694,
0.023117142,
-0.020756831,
-0.048344675,
-0.02340871,
0.034710422,
-0.00032671186,
-0.0032176562,
-0.025963396,
-0.030850623,
0.031156074,
0.043512985,
-0.03257226,
-0.013363512,
-0.09452342,
0.046012137,
0.01545308,
-0.010100733,
0.003873683,
-0.041263748,
0.05006631,
0.024644399,
-0.01961833,
-0.021367736,
0.0040055825,
-0.01818826,
-0.03873683,
0.031628136,
0.045317926,
-0.06031283,
0.003790378,
-0.030295257,
-0.012169474,
0.004352687,
-0.009843876,
-0.006299942,
0.0053939996,
0.015480848,
0.0033790595,
0.015355891,
0.013627311,
-0.015564153,
0.05997961,
-0.042402253,
-0.014481188,
-0.04895558,
0.019896014,
-0.03993087,
0.044179425,
-0.010683868,
0.014994903,
0.015536385,
-0.003287077,
-0.014196563,
0.03140599,
-0.040208552,
-0.021659303,
-0.0056300303,
-0.00040654582,
-0.036931887,
0.05359289,
0.028962376,
-0.0037174863,
-0.009989659,
0.072197676,
-0.015494732,
-0.0015246553,
-0.033682995,
0.017882809,
-0.035487935,
-0.0059806057,
-0.016563814,
-0.06914316,
-0.009836934,
0.022256322,
0.038820136,
-0.023575319,
-0.046012137,
-0.0035317854,
-0.006164571,
-0.048344675,
0.0071086944,
-0.020229233,
0.007983397,
0.013780038,
-0.016841497,
-0.030961696,
-0.055064615,
-0.052315548,
-0.007948686,
0.059813,
0.02531084,
0.04506801,
-0.018104956,
-0.0043075634,
0.04956648,
-0.009066362,
-0.005616146,
-0.017674547,
-0.035126947,
0.005255158,
-0.0067997715,
-0.0337663,
0.016063983,
-0.0399031,
0.0664774,
0.0048212777,
-0.021853682,
-0.009510656,
-0.025005387,
-0.01415491,
0.037015192,
-0.023825234,
-0.07486344,
0.003283606,
-0.0092052035,
0.0049601193,
0.0053176368,
0.013884169,
-0.02747677,
-0.02557464,
-0.017299674,
0.024922082,
-0.004432521,
0.0106561,
-0.010399243,
-0.04912219,
-0.019201806,
0.023533667,
-0.008989999,
-0.0144534195,
0.006834482,
-0.033877373,
0.03943104,
-0.0798062,
-0.018424291,
-0.00039678352,
-0.030850623,
-0.011648818,
0.0021086582,
0.015092092,
0.011836254,
0.012599884,
0.018799165,
0.018868586,
0.04406835,
-0.06164571,
0.021728724,
0.025991164,
0.024644399,
0.007816787,
-0.0131205395,
-0.021687072,
0.029267827,
-0.008163891,
0.009344046,
-0.010433953,
0.0067858873,
-0.028629156,
0.023436477,
0.009469003,
-0.015369775,
-0.0148144085,
-0.017438516,
0.0077612503,
-0.0061472156,
0.005834822,
-0.034877032,
-0.029684354,
-0.042069033,
-0.08341609,
0.00955925,
-0.029795427,
-0.009517598,
-0.01897966,
-0.02081237,
0.012926161,
-0.032266807,
-0.01664712,
0.07714044,
0.008934462,
0.0036723625,
-0.03956988,
0.01671654,
0.024824893,
-0.0049045826,
-0.04592883,
-0.004689378,
0.0007497451,
-0.005751517,
-0.04326307,
-0.03340531,
-0.013592601,
0.045817755,
0.014592261,
-0.009975775,
0.033960678,
0.009142725,
-0.042152338,
-0.05631419,
0.031822514,
-0.013981358,
-0.004519297,
-0.004252027,
0.03793155,
-0.03154483,
0.02414457,
-0.057980288,
-0.010086848,
0.0068067135,
0.059535317,
0.029128985,
-0.050843827,
0.029934268,
-0.009649497,
-0.022825573,
-0.06769921,
0.026199427,
0.0019090732,
-0.0067338217,
-0.0048178066,
0.0051996214,
0.019160153,
-0.014661682,
0.015578037,
0.014911598,
-0.00018765322,
-0.016674887,
0.02904568,
0.012461041,
0.004609544,
0.035487935,
0.05114928,
-0.047567163,
0.0030961696,
-0.007851497,
0.0035612893,
-0.00592854,
-0.013363512,
0.0039292197,
-0.018854702,
-0.012349968,
-0.0031187313,
0.02181203,
0.010864362,
-0.029017912,
0.028906839,
0.062700905,
-0.04892781,
-0.06614418,
0.0025824553,
-0.0016539516,
-0.035793386,
0.0279766,
0.006501262,
0.035821155,
-0.0071850573,
0.008448517,
-0.05947978,
-0.052676536,
-0.0007441047,
-0.042568862,
0.0061541577,
-0.0044776443,
-0.015092092,
0.038209233,
-0.0002696566,
0.014016069,
-0.04023632,
0.029323364,
0.04076392,
0.0064665517,
0.0072753043,
-0.014259041,
0.012266663,
-0.03862576,
-0.016563814,
0.00084085995,
-0.020409727,
-0.015772415,
0.0005050366,
-0.005591849,
0.017979998,
0.013793922,
-0.02068741,
-0.003693189,
0.026005048,
-0.062367685,
-0.0012808145,
-0.013773096,
0.009281566,
-0.02721297,
0.021451041,
0.05176018,
0.000208371,
0.03829254,
-0.024422253,
0.013877227,
-0.005116316,
0.018660324,
0.04892781,
-0.0012417653,
-0.005532841,
-0.0100937905,
0.009580077,
-0.03745949,
0.007900092,
-0.02254789,
-0.041124906,
0.016077867,
-0.001438747,
0.02750454,
0.06786582,
0.051676877,
0.009732802,
0.033349775,
0.025796786,
0.041013833,
0.006914316,
0.00609515,
0.010385358,
-0.008212486,
-0.014744987,
-0.0081361225,
0.025657944,
-0.022811688,
0.038237,
0.025158115,
0.01864644,
-0.03540463,
0.016077867,
0.00092242943,
0.022256322,
0.026199427,
-0.00313088,
0.015189281,
-0.0327111,
0.004057648,
0.042985387,
-0.034960337,
-0.0025755132,
-0.0023429536,
-0.0681435,
-0.005813996,
0.0012990376,
-0.0014248628,
-0.028629156,
0.021242779,
0.020604106,
0.0387646,
0.049788628,
0.033544153,
0.042374484,
-0.025463566,
-0.018077187,
0.021173358,
0.0002062016,
-0.04426273,
-0.043040924,
0.017910577,
0.017396864,
0.02511646,
-0.005820938,
-0.05545337,
0.0052725133,
0.05423156,
-0.0030302198,
0.002518241,
0.026018932,
-0.03779271,
0.017424632,
-0.017730083,
-0.04892781,
-0.012717899,
0.018896354,
0.041485894,
-0.0054495363,
-0.020270886,
-0.0029625345,
0.041985728,
-0.041985728,
0.04795592,
0.02647711,
0.016841497,
-0.0011784189,
0.006275644,
0.045512304,
-0.010982377,
0.038486917,
0.027671149,
0.009746687,
0.03090616,
0.020673526,
-0.0243806,
0.012426331,
0.041874655,
0.030378561,
-0.03309986,
0.017105296,
0.029823195,
-0.0029347662,
-0.0104547795,
-0.016008446,
-0.00045340488,
-0.0049011116,
0.018368755,
0.014314578,
-0.032016892,
0.019673867,
0.02035419,
-0.016924802,
0.008351328,
0.0034328608,
0.044984706,
0.0059701926,
0.020742947,
-0.0018813049,
0.044373803,
0.008830331,
0.024463905,
0.0030701368,
-0.007983397,
0.03207243,
-0.0025789842,
0.019840477,
0.007733482,
-0.018563133,
0.01222501,
-0.002953857,
-0.009934123,
0.06947638,
0.0053106947,
0.0015168454,
-0.023131026,
-0.028934607,
-0.016369434,
-0.06819904,
0.025963396,
-0.064200394,
0.01089213,
0.050038543,
-0.014467304,
-0.048705664,
0.02874023,
0.022103596,
0.030211952,
0.029684354,
0.018438175,
-0.0041444246,
0.07425253,
0.021409389,
0.050010774,
-0.039458808,
0.033016555,
-0.026366036,
0.022603426,
0.009753629,
0.0065186173,
-0.022422932,
0.023269868,
0.010753289,
-0.011197582,
0.019465605,
0.059924074,
-0.03893121,
0.01785504,
0.0009606109,
-0.047317248,
-0.05614758,
0.08802563,
0.00065906416,
0.005407884,
0.0027438588,
-0.009330162,
-0.06114588,
-0.017327443,
-0.024935966,
0.003950046,
0.0014265983,
-0.04373513,
0.0026466697,
-0.07675169,
-0.0021208068,
0.022964414,
-0.005230861,
-0.055925433,
0.05031623,
-0.012773436,
0.045179084,
0.010940725,
-0.01778562,
-0.054148257,
0.0015064323,
0.06603311,
-0.016827613,
0.05742492,
0.015161512,
-0.014078547,
-0.026935287,
0.020895675,
0.0091149565,
-0.018660324,
0.008198601,
-0.0050850767,
-0.036348753,
-0.022700615,
-0.025088692,
0.0063658915,
0.017188601,
0.016799845,
-0.017021991,
-0.03537686,
-0.030045342,
-0.06503344,
-0.0107185785,
-0.01761901,
-0.00033647416,
-0.03273887,
-0.041569203,
0.03776494,
-0.059535317,
0.22525676,
0.08336055,
0.023658624,
0.01435623,
0.0050017717,
0.033682995,
0.023255983,
0.004449876,
0.0027803048,
-0.06081266,
0.0024401427,
-0.017507937,
-0.04473479,
-0.008566532,
-0.021839797,
0.01802165,
-0.010669984,
0.0066401036,
-0.0047935094,
0.0029278242,
-0.056536335,
0.039347734,
-0.02454721,
0.05192679,
-0.04476256,
0.0001278862,
0.0008248064,
-0.04326307,
0.0066227484,
-0.016841497,
0.0029035269,
-0.058202434,
0.011065682,
0.003970872,
-0.033322006,
0.019979319,
0.0019455191,
-0.05162134,
-0.016161172,
-0.033349775,
0.021770377,
0.0009519333,
-0.013453759,
-0.02921229,
-0.014647798,
0.009989659,
-0.00659498,
-0.029406669,
0.07264197,
-0.05164911,
0.08474897,
-0.05359289,
0.020576337,
0.00452971,
-0.060923733,
-0.04473479,
0.0009875115,
-0.0072822464,
0.005126729,
-0.001253914,
0.00086125237,
0.00027855113,
-0.02454721,
0.008635953,
-0.008774795,
-0.022353511,
-0.042013496,
0.028351473,
0.038348075,
-0.019132385,
0.02004874,
-0.021687072,
0.016702656,
-0.053509586,
0.022825573,
0.03729288,
0.018993543,
0.06014622,
0.0021555172,
-0.04056954,
-0.025380261,
-0.045373462,
-0.017743967,
-0.053148597,
0.01085742,
-0.0027386523,
-0.020423612,
-0.011239234,
-0.017660663,
-0.007386378,
0.024908198,
0.060201757,
-0.008698432,
-0.015369775,
-0.009101072
] | Note: T5 Version 1.1 was only pre-trained on C4 excluding any supervised
training. Therefore, this model has to be fine-tuned before it is usable on a downstream task, unlike the original T5
model. Since t5v1.1 was pre-trained unsupervisedly, there's no real advantage to using a task prefix during single-task
fine-tuning. If you are doing multi-task fine-tuning, you should use a prefix.
Google has released the following variants:
google/t5-v1_1-small
google/t5-v1_1-base
google/t5-v1_1-large |
[
0.023046443,
-0.023104386,
-0.029651836,
-0.01396403,
-0.036271714,
-0.023973517,
-0.009683562,
-0.021279212,
-0.028869618,
0.03279519,
0.000024896968,
0.005019229,
0.034098886,
-0.02763835,
0.000011882644,
0.013167327,
-0.0033117493,
-0.047251727,
-0.05849248,
-0.029956032,
0.0053016962,
0.0051025203,
-0.058782194,
-0.031114873,
-0.002458915,
-0.017730262,
0.051597383,
0.010827918,
0.05895602,
0.03105693,
0.02322027,
0.013717776,
0.04099399,
-0.036039945,
-0.0036883727,
-0.018947044,
0.025914574,
-0.0028228634,
-0.02251048,
-0.046266712,
0.048729252,
-0.012204041,
0.023553437,
-0.066633336,
-0.04296402,
-0.017078415,
-0.0012548072,
-0.02663885,
-0.007050821,
-0.0024335654,
-0.029811176,
-0.028985502,
-0.030535452,
0.010712033,
-0.015919574,
-0.020149343,
-0.0041428553,
-0.030709278,
-0.051133845,
-0.018295197,
0.05177121,
-0.004906966,
0.014471023,
-0.090447515,
0.0073006963,
0.01980169,
0.018266227,
-0.039255727,
-0.022104885,
0.023872118,
-0.040356625,
-0.021699293,
-0.017614378,
-0.021583408,
-0.03954544,
-0.0133846095,
-0.01725224,
0.014905588,
0.004197176,
0.025972517,
-0.00817707,
-0.0077352617,
-0.017310183,
0.01948301,
-0.017512979,
-0.030332655,
0.02125024,
-0.021264726,
-0.03731467,
-0.028999988,
-0.027493495,
0.013500494,
-0.038357627,
0.061302673,
0.013572921,
0.05814483,
-0.024944047,
0.04476022,
0.04820777,
0.002802946,
-0.0010619689,
0.07092105,
-0.043369614,
0.0665754,
-0.042355627,
0.002064185,
-0.019787205,
0.0007084319,
-0.004780218,
-0.004954044,
0.019468524,
0.0029785826,
-0.01059615,
0.015905088,
0.012066429,
0.005091656,
-0.03076722,
-0.00012301365,
-0.04412286,
-0.012283711,
-0.04893205,
-0.032563422,
-0.025581408,
-0.030042944,
0.019961031,
-0.01838211,
0.036300685,
0.01970029,
-0.065126844,
-0.007901845,
-0.0030781706,
-0.027841147,
0.01993206,
0.06593803,
-0.043166816,
-0.021960031,
-0.0128414035,
0.02080119,
-0.0013236133,
0.02177172,
0.004552071,
-0.032418568,
-0.010588907,
0.075266704,
-0.027261727,
0.006580042,
-0.018990502,
-0.02450948,
-0.04415183,
-0.012428566,
0.023959031,
-0.016585907,
-0.011269726,
0.037633352,
-0.052843135,
0.014746248,
-0.025451038,
0.03392506,
-0.007221026,
0.0080467,
0.033867117,
0.020076916,
-0.05275622,
0.038937047,
-0.03395403,
0.06020177,
-0.007742504,
-0.016107885,
0.0013172759,
-0.027102387,
0.0102991965,
-0.008075671,
-0.020612879,
-0.009813932,
0.028521966,
0.014289954,
0.05785512,
-0.0011153842,
0.018034458,
-0.0019682185,
-0.00181431,
-0.022597393,
0.0020334031,
0.059100874,
0.0025494494,
-0.02873925,
0.008097399,
0.0034656578,
0.0028826161,
0.004389109,
0.024567422,
0.05811586,
-0.02637811,
-0.00047847445,
-0.027667321,
0.018613879,
-0.026711278,
0.006250497,
0.008944801,
-0.035199784,
0.0006215189,
0.03841557,
-0.03760438,
-0.000046879857,
-0.01851248,
0.029521467,
0.006721276,
0.069878094,
-0.05359638,
0.031085901,
0.015919574,
-0.009900845,
0.019888604,
0.025465524,
0.05979618,
-0.007597649,
-0.011566678,
0.037807178,
0.009031715,
0.012631363,
0.035170816,
0.04305093,
-0.006116506,
-0.02931867,
-0.009908088,
-0.022278711,
0.011660835,
0.023437552,
0.02866682,
-0.0010031215,
-0.00394368,
-0.01046578,
-0.018889103,
0.0059571653,
0.030970016,
-0.0014023783,
0.041515466,
0.004667955,
0.008227768,
0.015137357,
-0.00602235,
-0.0013027904,
0.011081414,
0.041167814,
0.004552071,
0.016774219,
-0.024437053,
0.010183312,
-0.031752236,
0.025117872,
-0.06796601,
0.057739235,
0.021713777,
0.0024462403,
-0.08117679,
-0.01951198,
0.029144842,
0.02148201,
-0.05588509,
-0.039226755,
-0.014007486,
-0.009067928,
0.0015825419,
-0.007503493,
0.02663885,
0.06634363,
0.009248997,
0.010617877,
-0.011950544,
-0.044557422,
-0.027464524,
-0.05246651,
-0.078859106,
-0.0150939,
-0.020439053,
-0.05293005,
0.00031302279,
-0.009944302,
0.006435187,
-0.0054936293,
0.01159565,
0.01593406,
-0.058898076,
0.015122871,
0.043108873,
0.003691994,
-0.03044854,
0.06333064,
-0.0037082902,
0.033432554,
-0.010501994,
-0.030419568,
-0.03212886,
-0.002621877,
0.0060621854,
-0.026725763,
0.0089085875,
-0.009908088,
-0.042355627,
0.013022472,
-0.00070435787,
-0.022438053,
-0.0042551183,
0.022191798,
-0.025726262,
0.022278711,
0.012160584,
-0.013681563,
0.06240357,
0.019555436,
-0.07619377,
0.033867117,
0.0072137835,
0.043195788,
-0.007945301,
0.05562435,
0.063968,
-0.022438053,
-0.02035214,
-0.028275713,
-0.00959665,
0.0010791704,
-0.025523465,
-0.047454525,
-0.027812175,
0.043166816,
-0.0025440175,
-0.034243744,
-0.016556935,
-0.038618367,
-0.08001795,
0.008307439,
-0.0032357005,
0.05840557,
0.038589396,
0.0025838525,
-0.05518979,
0.039777208,
0.03786512,
-0.009401095,
0.008198798,
-0.04557141,
0.054813165,
0.031433553,
-0.006453294,
-0.0042297686,
0.03363535,
-0.024828162,
0.0060078646,
0.0037915818,
0.036822163,
0.029666321,
0.015629863,
-0.0055262214,
-0.031984,
-0.010386109,
-0.03221577,
0.0090606855,
0.03496802,
-0.015919574,
0.033200786,
0.02763835,
-0.023727262,
0.019207785,
-0.028377112,
0.0014141478,
0.008633363,
0.046933047,
0.028319169,
-0.052176803,
-0.004957665,
-0.04447051,
-0.026943047,
0.018874617,
0.01567332,
-0.030332655,
0.04435463,
0.012566179,
0.023278212,
-0.056638338,
0.011863631,
0.04470228,
-0.024784705,
0.019236755,
0.0510759,
0.028101886,
-0.020105885,
0.0010511047,
-0.04786012,
-0.029260727,
-0.0027613,
-0.0044506723,
-0.04991706,
0.0021999865,
-0.037401583,
-0.021003988,
0.003605081,
0.016049944,
0.014130614,
-0.018440053,
0.05733364,
-0.018077914,
0.030013973,
0.040559422,
0.006395352,
-0.025668321,
-0.03815483,
0.045107875,
0.014108885,
-0.027522465,
-0.0063301674,
0.0067647323,
-0.030071916,
-0.011747748,
0.010212284,
0.02377072,
-0.022293197,
-0.01967132,
-0.005348774,
0.064025946,
0.003226647,
0.021453038,
-0.054320656,
0.01567332,
0.008952044,
-0.060781192,
0.015340153,
-0.036039945,
0.01580369,
0.03392506,
-0.013138357,
-0.0055479496,
0.015267726,
-0.008474022,
-0.0042877104,
0.023959031,
0.017570922,
-0.028275713,
0.0022995744,
-0.0076700766,
0.023901088,
-0.043224756,
-0.007851145,
-0.021148842,
0.038618367,
-0.0045556924,
0.026276713,
0.03496802,
0.004722276,
0.0077932035,
0.00020324979,
-0.03734364,
0.03253445,
-0.012472023,
-0.027421068,
-0.008169827,
0.026870618,
-0.034852132,
0.0361848,
0.0070001218,
-0.036358625,
-0.009618377,
0.018396595,
-0.03360638,
-0.055740237,
0.022003487,
0.045194786,
0.02637811,
0.007452794,
-0.023408582,
-0.019149842,
-0.004896102,
-0.0029966896,
-0.06356241,
0.017136356,
0.020830162,
0.0017808122,
-0.010320925,
-0.020439053,
0.03383815,
-0.011081414,
0.036532454,
0.043195788,
-0.00891583,
0.0045774207,
0.0003180022,
-0.019265726,
0.011994001,
-0.046614368,
0.00988636,
0.0271893,
-0.013652592,
0.046237744,
-0.015919574,
-0.01780269,
-0.025335154,
-0.013312182,
-0.0005957165,
0.060491484,
0.010277469,
0.03102796,
-0.014681063,
-0.021945545,
0.009705291,
-0.022727763,
0.006873374,
-0.04168929,
-0.0016902777,
-0.05104693,
-0.019425066,
-0.054204773,
-0.014007486,
-0.0140726715,
0.029159328,
0.033548437,
-0.0024353762,
-0.015282212,
-0.049946032,
-0.008937559,
0.046208773,
-0.020598393,
-0.06796601,
-0.020105885,
0.028536452,
0.014775218,
0.039951034,
0.01583266,
-0.0250889,
-0.034301683,
-0.053944033,
0.010538207,
-0.02474125,
-0.0024933182,
-0.06159238,
-0.022293197,
0.005145977,
0.042645335,
0.050438542,
-0.01333391,
-0.00896653,
-0.07213783,
-0.015919574,
-0.046556424,
-0.030013973,
-0.022003487,
-0.020859132,
-0.016832162,
0.05724673,
-0.02463985,
-0.025653835,
0.033432554,
0.042935047,
0.0011579354,
0.021003988,
-0.038328655,
-0.028377112,
0.026044944,
-0.018077914,
0.009813932,
-0.0027884603,
-0.054320656,
0.046324655,
-0.04296402,
0.012443052,
-0.013297697,
0.014413081,
-0.004859888,
-0.03279519,
0.03557641,
-0.020323168,
0.013529465,
-0.04812086,
0.01380469,
0.016484508,
0.01638311,
-0.018831162,
-0.049308673,
-0.038937047,
-0.067444526,
0.035489496,
-0.047164816,
-0.0015064928,
-0.0039726505,
0.0013245187,
0.04168929,
-0.015745748,
0.03337461,
0.052901078,
0.0001947622,
-0.010212284,
0.0017038579,
0.0106033925,
-0.008278468,
0.004552071,
-0.023075415,
-0.0050011217,
-0.0018704413,
-0.011892603,
-0.038270712,
-0.046846133,
-0.036010973,
0.019917574,
0.039429553,
-0.01622377,
0.03760438,
-0.03473625,
-0.025711777,
-0.021264726,
0.04925073,
0.021061929,
-0.0052691037,
0.007778718,
-0.010400595,
0.0057398826,
0.050554425,
0.015528465,
-0.06356241,
-0.032969017,
0.059245728,
0.0068625095,
-0.016571421,
0.045629352,
0.03482316,
-0.03850248,
-0.030680306,
0.00069802045,
0.009611134,
-0.013370125,
-0.0052473755,
-0.0035235998,
0.010719276,
0.00096238096,
0.001622377,
0.010842403,
0.011631863,
-0.021525465,
0.038908076,
0.02747901,
-0.04160238,
0.030912075,
0.05556641,
-0.040008973,
-0.021047443,
-0.0441808,
-0.017904088,
-0.014260983,
-0.0063700024,
0.043920062,
0.012616877,
0.0010655902,
0.04099399,
0.013000743,
0.06460537,
-0.013391852,
0.027276212,
0.036329657,
-0.014876617,
-0.06541656,
-0.03557641,
0.050931048,
0.005953544,
0.045803178,
-0.021626864,
0.006558314,
0.020410081,
0.032592393,
-0.058927048,
-0.042268712,
0.005569678,
-0.07039957,
-0.013833661,
-0.03212886,
-0.0083726235,
-0.009401095,
-0.0015689617,
-0.034330655,
-0.048613366,
0.023046443,
0.048497483,
-0.0048707523,
-0.019613378,
0.0028083778,
-0.0190919,
-0.0200914,
-0.024871618,
0.014058186,
-0.03221577,
0.025451038,
0.030564424,
-0.0014250119,
0.015137357,
0.026247742,
-0.021293698,
-0.008481265,
0.048816163,
-0.04835263,
0.008307439,
-0.057159815,
0.0021963653,
-0.0076845624,
0.0078294175,
0.039835148,
-0.028753735,
0.0010293764,
0.0063446527,
-0.002878995,
0.014043701,
0.017150842,
0.020888103,
-0.0040668063,
0.0034873863,
0.0074238232,
0.014710034,
-0.05895602,
-0.008531964,
-0.029985003,
-0.009183812,
0.006529343,
0.008647849,
0.038038947,
0.070225745,
0.020207284,
0.032940045,
0.0029115872,
0.038038947,
0.017310183,
0.017570922,
0.012957287,
0.0063410313,
0.017049443,
-0.043108873,
-0.009133114,
0.014572421,
-0.06321476,
0.034011975,
0.005924573,
-0.015731262,
-0.03253445,
0.004251497,
0.037430555,
0.044905078,
0.016600393,
-0.017788205,
-0.020975016,
0.003802446,
-0.019743748,
-0.032563422,
-0.06425772,
-0.0036992368,
0.01225474,
-0.061882094,
0.01738261,
-0.018845646,
-0.020366624,
0.025508981,
0.025306184,
0.026914075,
0.039806176,
0.049540438,
-0.007996,
0.011291454,
-0.05211886,
-0.036619365,
-0.019164328,
0.008416081,
-0.06883514,
-0.043224756,
-0.014188556,
0.044006974,
0.031810176,
-0.018280711,
-0.0581738,
-0.0031035203,
0.028304683,
0.041196786,
-0.016861131,
0.040095888,
-0.0383866,
0.028826162,
0.009792204,
0.00057942036,
0.03476522,
0.0001866141,
0.017121872,
0.028101886,
0.0007310655,
0.033432554,
0.023886604,
-0.011646349,
0.06495302,
-0.016991502,
0.05692805,
-0.00049296,
0.024031458,
-0.0064605367,
0.047019962,
0.02763835,
0.010958287,
-0.02051148,
0.054871105,
0.054262716,
-0.027826661,
0.039168816,
0.0423846,
0.012638606,
-0.038792193,
0.0036376733,
-0.046237744,
0.018440053,
-0.030419568,
0.012138856,
0.03050648,
0.007633863,
-0.005073549,
0.020989502,
-0.04467331,
0.02863785,
-0.02193106,
-0.03447551,
-0.027203785,
0.039110873,
0.03450448,
0.008988258,
0.009611134,
-0.02679819,
0.04959838,
0.029434552,
-0.014145099,
0.012131614,
0.006848024,
-0.007938059,
0.0024571044,
0.027957032,
0.008655092,
-0.004381866,
0.008075671,
-0.049163815,
0.0037481254,
0.027305184,
-0.021989001,
-0.034243744,
0.033084903,
-0.018425567,
-0.030883104,
-0.06692305,
0.0068444028,
-0.040559422,
0.0036467267,
0.03073825,
-0.017817175,
-0.011161084,
0.0076483483,
-0.033229757,
0.013362882,
0.026682306,
0.056725252,
-0.020859132,
0.085696265,
0.043137845,
0.020569421,
0.038357627,
-0.011074171,
-0.013580164,
0.007242754,
0.0003055537,
0.012051943,
0.005518979,
-0.030622365,
-0.048961017,
0.018469023,
0.01580369,
0.0031958653,
-0.019396096,
0.008539207,
-0.021887604,
-0.024466025,
-0.022293197,
0.07862734,
0.010769975,
0.026305683,
0.0093721235,
-0.007880117,
-0.042645335,
-0.012066429,
-0.03270828,
0.056145832,
0.01522427,
-0.01741158,
-0.013181813,
-0.042326655,
0.00040695225,
-0.008734762,
-0.016542451,
-0.026566422,
0.020496994,
0.042007975,
0.042558424,
-0.005859388,
-0.016122371,
-0.026943047,
0.077062905,
0.051394586,
0.019019473,
0.074803166,
0.04704893,
-0.013312182,
0.0061889333,
0.042007975,
0.015151842,
0.0042949533,
-0.030419568,
0.0063229245,
0.0089810155,
-0.039429553,
-0.02193106,
0.025306184,
0.030158829,
0.010487508,
-0.020554937,
-0.04420977,
0.005540707,
-0.062461514,
0.039139844,
-0.02873925,
0.03986412,
0.018280711,
-0.024132857,
-0.008778218,
-0.011363882,
0.24915075,
0.08917279,
0.056957018,
-0.00079715566,
0.038270712,
0.028420568,
0.068429545,
-0.008220526,
0.02293056,
-0.019396096,
0.035373613,
-0.006105642,
0.040008973,
-0.024915075,
-0.0021945545,
0.017426066,
-0.019410582,
0.04186312,
-0.013391852,
-0.05096002,
-0.03783615,
-0.00042143775,
-0.014586907,
0.011501494,
0.00962562,
-0.009350396,
0.02924624,
-0.018526966,
-0.02125024,
-0.007720776,
-0.0051025203,
-0.0066416054,
0.041776206,
-0.0190919,
-0.038299683,
0.05611686,
-0.0063446527,
-0.08216181,
-0.020250741,
0.006580042,
-0.0115304645,
-0.028826162,
-0.008474022,
0.023162328,
-0.026841648,
0.022626365,
0.006503993,
-0.059738237,
0.02747901,
-0.04467331,
0.031578407,
-0.06344653,
0.014586907,
-0.0073695024,
-0.026204284,
-0.009908088,
-0.039226755,
-0.024755733,
0.043427553,
0.019468524,
-0.0010909399,
0.003889359,
-0.019033957,
-0.008937559,
0.015137357,
0.01993206,
0.008387109,
0.030941047,
0.013370125,
0.004704169,
0.012653092,
0.0027775962,
-0.002482454,
-0.0027703536,
0.027826661,
0.0002007601,
-0.0002648132,
0.053625353,
-0.028246742,
-0.011812932,
-0.015847147,
-0.038531452,
0.00281381,
-0.01680319,
0.0024027836,
0.039922062,
-0.0350839,
0.00681181,
-0.03276622,
0.04664334,
0.012986259,
0.031926062,
-0.0064388085,
-0.0057398826,
0.017223269
] |
ViTMAE
Overview
The ViTMAE model was proposed in Masked Autoencoders Are Scalable Vision Learners by Kaiming He, Xinlei Chen, Saining Xie, Yanghao Li,
Piotr Dollár, Ross Girshick. The paper shows that, by pre-training a Vision Transformer (ViT) to reconstruct pixel values for masked patches, one can get results after
fine-tuning that outperform supervised pre-training.
The abstract from the paper is the following:
This paper shows that masked autoencoders (MAE) are scalable self-supervised learners for computer vision. Our MAE approach is simple: we mask random patches of the
input image and reconstruct the missing pixels. It is based on two core designs. First, we develop an asymmetric encoder-decoder architecture, with an encoder that operates
only on the visible subset of patches (without mask tokens), along with a lightweight decoder that reconstructs the original image from the latent representation and mask
tokens. Second, we find that masking a high proportion of the input image, e.g., 75%, yields a nontrivial and meaningful self-supervisory task. Coupling these two designs
enables us to train large models efficiently and effectively: we accelerate training (by 3x or more) and improve accuracy. Our scalable approach allows for learning high-capacity
models that generalize well: e.g., a vanilla ViT-Huge model achieves the best accuracy (87.8%) among methods that use only ImageNet-1K data. Transfer performance in downstream
tasks outperforms supervised pre-training and shows promising scaling behavior.
MAE architecture. Taken from the original paper.
This model was contributed by nielsr. TensorFlow version of the model was contributed by sayakpaul and
ariG23498 (equal contribution). The original code can be found here.
Usage tips |
[
0.027579397,
-0.003626394,
0.0030460989,
-0.034188617,
-0.044283226,
-0.031122632,
0.015112989,
0.00047137702,
-0.0039156377,
0.016747216,
-0.019697502,
0.01749925,
0.05420429,
-0.04327087,
0.002787587,
0.020435074,
0.017745107,
-0.050097026,
-0.055708356,
-0.023211814,
-0.045150958,
0.024137395,
-0.05865864,
-0.07734379,
0.013956013,
-0.036560416,
0.029965658,
-0.0048050624,
0.064559214,
0.01492498,
0.008474844,
0.0006092198,
0.029821036,
-0.018453754,
-0.018974394,
-0.014151253,
0.005614945,
-0.0057017184,
-0.048824355,
-0.04966316,
0.013833085,
-0.036357947,
0.08538477,
-0.044398922,
-0.07601327,
0.008344684,
-0.004284424,
-0.023052732,
-0.008496537,
-0.030544145,
-0.029213624,
0.014057249,
-0.0076577296,
0.003731245,
-0.012423021,
-0.024108471,
-0.019307023,
-0.045931917,
-0.032395307,
0.024412178,
0.032019287,
0.014491115,
-0.005282315,
-0.032800246,
0.002324797,
0.01235071,
-0.043878283,
-0.039452855,
-0.037833087,
0.017687257,
-0.0302549,
0.011830071,
0.016327813,
-0.035143122,
0.012690572,
-0.040754452,
-0.016993074,
-0.007881894,
0.006753843,
0.04708889,
0.0077445027,
0.035981927,
0.028562825,
0.03196144,
-0.02324074,
-0.027825253,
0.028042186,
-0.023703529,
0.007433566,
-0.044803865,
-0.0014245257,
0.019755352,
-0.04266346,
0.015141913,
0.007198555,
0.042287443,
-0.019205788,
0.071443215,
0.009082255,
0.023804765,
0.0036209708,
0.09093825,
-0.021736672,
0.042316366,
-0.03268455,
0.0038144025,
-0.022734562,
-0.00488822,
0.0018357942,
-0.047840923,
0.017253393,
0.010232,
0.036213323,
-0.012177164,
0.0023772225,
0.033639055,
-0.03731245,
-0.024354327,
-0.05969992,
-0.019133477,
-0.008937634,
-0.025728235,
-0.0570678,
-0.07867432,
0.03242423,
-0.01426695,
0.009711361,
0.025019588,
-0.051254,
0.015069602,
0.0033642668,
-0.021418503,
0.036560416,
0.07352577,
-0.045874067,
-0.04008919,
0.006160893,
-0.00090343494,
-0.005163002,
-0.0033642668,
0.0051268465,
0.003060561,
-0.023226278,
0.08255018,
0.012126546,
-0.005347395,
-0.010528474,
-0.056113295,
-0.049807783,
0.010412777,
-0.022228386,
-0.019986747,
-0.0192781,
0.027897565,
-0.019697502,
0.0025616153,
-0.022951495,
0.046134386,
-0.01267611,
-0.00052199466,
0.003067792,
0.040465206,
-0.045874067,
0.028476052,
-0.02535222,
0.012625492,
-0.01075987,
-0.027492624,
0.037804164,
-0.05414644,
0.0037203983,
0.005925882,
-0.031758968,
-0.012538719,
0.025786085,
0.016125342,
0.012690572,
-0.018945469,
0.009053331,
-0.023341974,
0.017788494,
0.013363063,
0.030949086,
0.024759268,
-0.043184098,
-0.023558907,
-0.00052922574,
0.0013006933,
0.0029520944,
0.017513713,
0.00086592365,
0.03664719,
-0.013977706,
0.009407654,
0.0064175967,
0.009660743,
-0.009328113,
-0.0076721916,
0.0041144933,
-0.052324202,
-0.0078023514,
0.028389279,
-0.025250984,
-0.008561617,
0.029372707,
0.0008772222,
0.013558303,
0.030862313,
-0.026003018,
0.026133178,
0.031440802,
-0.009949987,
-0.019249175,
0.022127151,
0.043936133,
-0.049431764,
-0.0062151263,
0.0073721013,
0.0067068404,
0.021953605,
0.02086894,
0.041246165,
0.022011453,
0.044543546,
-0.01577825,
-0.00054685154,
-0.009667974,
0.038614046,
-0.03904791,
0.004768907,
-0.019176863,
0.0063561327,
0.0063308235,
0.02814342,
0.039915644,
0.020680932,
0.030370599,
-0.0013784275,
0.026494732,
0.032192834,
-0.008380839,
0.0015935525,
0.011374513,
0.05079121,
0.004468817,
-0.03765954,
-0.00812052,
0.03823803,
0.0041325707,
0.04859296,
-0.10869782,
0.060683347,
0.025308833,
0.0022814104,
-0.04807232,
0.0076071117,
-0.0123073235,
0.06982345,
-0.04708889,
-0.015358846,
-0.0055064787,
0.02892438,
0.00039002718,
0.025815008,
0.03123833,
0.066063285,
-0.0059837312,
0.0071623996,
-0.0029430557,
-0.07456705,
0.0046604406,
-0.027029833,
-0.08249233,
-0.0064609833,
0.003908407,
0.009197953,
0.0010439893,
-0.036994282,
-0.035461288,
-0.03300272,
0.021418503,
0.044341076,
-0.03690751,
0.005864418,
0.07109612,
0.0163712,
-0.02324074,
0.0031075631,
-0.0045085875,
0.0054594767,
-0.0036607417,
-0.021548662,
0.0032322994,
-0.012321786,
0.025005126,
-0.0074046412,
-0.0005364569,
0.0027930103,
-0.036531493,
0.02086894,
-0.047320284,
-0.009263033,
0.010174151,
0.028418204,
-0.039192535,
0.02964749,
0.004815909,
-0.008373608,
0.033610128,
0.0215342,
-0.012994277,
0.044456773,
0.0039590243,
-0.0008112385,
-0.004024104,
0.049518537,
0.052815918,
-0.00950889,
-0.038411576,
-0.011786684,
-0.015763788,
-0.017181082,
-0.041882504,
-0.040783376,
-0.044225376,
0.08237664,
-0.031874668,
-0.07740164,
-0.006272975,
-0.034362163,
-0.024932815,
-0.03459356,
0.030399524,
0.028027724,
0.018005427,
0.0076360363,
-0.057877686,
0.016602594,
0.0315565,
-0.0056836405,
-0.0073250993,
0.0130810505,
0.08584756,
0.01056463,
-0.028100034,
-0.03005243,
0.01729678,
-0.0140355555,
0.032771323,
0.0010557398,
0.025699312,
0.0049749934,
0.033291962,
-0.00060379645,
-0.015329922,
0.03395722,
-0.073872864,
0.0062006637,
0.007599881,
-0.028432665,
0.0059186514,
0.01948057,
-0.015633628,
0.023023807,
-0.011367281,
0.011266046,
0.023211814,
0.04946069,
0.007881894,
-0.071038276,
0.035229895,
-0.03956855,
-0.024744807,
-0.0082289865,
0.015763788,
-0.009675205,
0.049807783,
0.041361865,
0.01618319,
-0.025005126,
-0.033899374,
0.028215732,
-0.009284726,
0.04353119,
0.017759569,
0.017441401,
-0.0041614952,
-0.005264237,
-0.019176863,
-0.058861114,
0.019798739,
-0.008431457,
-0.009660743,
-0.025901781,
-0.028013261,
-0.04966316,
0.015084065,
0.027912026,
0.043820437,
0.016790602,
0.036878586,
0.002932209,
0.012054236,
0.031932514,
0.0064031347,
-0.051282924,
-0.054696,
0.028548364,
0.024498949,
0.014115097,
-0.027926488,
-0.015112989,
-0.025410067,
-0.009870444,
-0.0396264,
0.035172045,
-0.06803014,
0.00029444115,
-0.055621583,
0.01848268,
-0.036733963,
-0.011338357,
-0.06293945,
0.020116907,
0.05388612,
-0.064559214,
-0.004971378,
-0.06114614,
0.013413681,
-0.013269059,
-0.022098226,
-0.020449536,
-0.021187108,
-0.011302201,
-0.02496174,
0.02059416,
0.023197353,
-0.02601748,
-0.015474543,
-0.029734263,
0.017398015,
-0.029488405,
-0.002380838,
-0.03765954,
-0.00508346,
0.013963244,
0.014556194,
0.019581806,
0.017195543,
-0.010687558,
0.023081655,
-0.008670083,
0.0026465808,
-0.024629109,
0.039395005,
-0.045989763,
0.039857797,
0.00074977416,
0.021736672,
-0.0073757167,
-0.006124737,
0.049807783,
0.017759569,
-0.022069301,
0.00591142,
0.051080454,
0.022401933,
-0.00048222364,
0.0021729441,
0.02001567,
-0.030428447,
0.016269963,
0.007679423,
-0.008163907,
-0.048824355,
-0.01386924,
-0.00014078038,
0.011764991,
0.00924134,
0.014722509,
-0.017614948,
0.018902082,
-0.007910818,
-0.038266953,
0.017817417,
0.0026357342,
-0.011670987,
-0.008619465,
-0.035229895,
0.02457126,
0.012321786,
0.003619163,
0.012459177,
-0.013833085,
-0.060972594,
-0.045353428,
-0.021577587,
0.01762941,
0.061435383,
-0.0059692687,
0.016298888,
-0.020666469,
0.008149444,
0.019842125,
-0.03109371,
0.041506484,
-0.033986147,
0.021968067,
0.0059837312,
-0.004288039,
-0.005144924,
-0.0004354475,
-0.028996691,
0.03433324,
0.029676413,
0.0061536618,
-0.0067249183,
-0.04034951,
-0.01083218,
0.05547696,
-0.03346551,
-0.04671287,
-0.02146189,
0.0004331878,
-0.0021566742,
0.0721374,
0.01241579,
-0.02674059,
-0.05382827,
-0.051138304,
0.004497741,
-0.039452855,
-0.034448937,
-0.05712565,
-0.021837907,
-0.0031111785,
0.024817118,
0.03664719,
-0.02694306,
0.015329922,
-0.034564633,
-0.0016179575,
-0.0488822,
-0.014360955,
0.007549263,
-0.015734863,
-0.030399524,
0.0073612547,
-0.0009653512,
0.004689365,
0.013297983,
0.069360666,
-0.0076721916,
0.0033154571,
-0.014852669,
-0.016530283,
0.047812,
0.0135727655,
0.018453754,
0.027261227,
-0.027246766,
0.04708889,
-0.051803563,
0.054030742,
-0.0070177778,
-0.01914794,
-0.027839717,
0.024903892,
0.013637845,
-0.0041289553,
0.013565534,
-0.03083339,
0.008691777,
-0.00957397,
0.049807783,
0.005607714,
-0.02964749,
-0.033234112,
-0.05177464,
0.024498949,
-0.008156675,
-0.04115939,
0.0018529681,
-0.0023284126,
0.037601694,
-0.034246467,
0.017441401,
0.06727811,
-0.0053040083,
-0.029285934,
-0.03135403,
0.046336856,
-0.024846042,
0.038209107,
-0.044803865,
0.018048814,
-0.035576988,
0.018121123,
-0.008308528,
-0.025438992,
-0.06855078,
0.034969576,
0.029878885,
-0.04549805,
0.034767106,
-0.011953,
-0.046192236,
-0.019769814,
0.023717992,
0.043965057,
-0.039597478,
-0.010195844,
0.018714074,
0.023544446,
0.020897865,
-0.038324803,
-0.039510705,
0.003602893,
0.07647606,
0.009248571,
-0.035143122,
-0.006027118,
0.005817416,
-0.052989464,
-0.026899673,
0.004649594,
-0.0016260925,
-0.020030133,
0.009357037,
0.033928297,
0.008156675,
-0.028259119,
0.025684848,
0.0077951206,
0.009082255,
-0.0070937043,
0.02496174,
0.004993071,
-0.03710998,
0.00937873,
0.057617366,
0.003969871,
-0.0045772833,
-0.03216391,
0.007469721,
-0.04332872,
0.004356735,
0.048361562,
-0.013428143,
0.033870447,
0.093020804,
0.01452727,
0.043241948,
0.024195245,
0.0056438698,
0.021230495,
-0.025612539,
-0.050299495,
-0.03314734,
0.019451646,
0.0035432365,
0.014389879,
-0.022199461,
0.0050762286,
0.024600185,
0.036271174,
-0.028157884,
-0.029372707,
0.028447127,
-0.064154275,
0.00012236368,
0.034824952,
0.011049113,
0.0302549,
-0.020579696,
-0.055910826,
-0.057993382,
0.012885811,
0.03453571,
-0.0039156377,
0.020680932,
-0.034767106,
0.011880689,
-0.04312625,
-0.015561316,
-0.0010873759,
-0.029473944,
0.04677072,
0.020348301,
-0.002125942,
0.005560712,
0.033581205,
0.014353723,
0.0040928,
0.05084906,
-0.04723351,
0.012596567,
0.003579392,
-0.02727569,
-0.011475747,
-0.004703827,
0.017571561,
-0.028692985,
0.012502563,
0.009291957,
-0.025034051,
-0.013015971,
0.0061536618,
0.07381502,
-0.017643873,
0.003284725,
-0.00696716,
-0.025843933,
-0.029994583,
-0.017311241,
-0.0046242853,
-0.028837606,
0.019581806,
0.05388612,
0.009545045,
0.05073336,
0.028996691,
0.0042771925,
0.019393796,
0.032192834,
0.015879484,
-0.00871347,
0.010745407,
0.010875567,
0.042316366,
-0.014013862,
0.0112877395,
0.018178973,
-0.03210606,
0.04066768,
-0.013030433,
0.033320885,
0.016530283,
0.011049113,
0.019986747,
0.04089907,
0.0051015373,
-0.050270572,
-0.02146189,
-0.0058861114,
-0.015677014,
0.007455259,
-0.08555832,
-0.014736972,
0.03927931,
-0.07300513,
-0.005495632,
-0.03745707,
-0.0042301905,
0.02945948,
0.009248571,
0.008952095,
-0.0025453453,
0.022676714,
-0.011309433,
0.016645981,
-0.0145923495,
-0.022908108,
-0.02258994,
0.0125242565,
-0.024614647,
-0.032250684,
0.007686654,
0.03719675,
0.023616755,
-0.018786386,
-0.015402232,
-0.023978312,
0.0038397114,
0.007932511,
-0.02311058,
0.04147756,
-0.043299798,
0.014454959,
0.019610729,
0.04512203,
0.025699312,
0.03407292,
0.009320881,
0.01380416,
0.0148092825,
0.044746015,
0.01742694,
-0.007401026,
0.037283525,
-0.017412476,
0.04682857,
-0.009147335,
0.013391987,
0.02648027,
0.04003134,
0.042287443,
0.023096118,
0.020189216,
0.06155108,
0.04729136,
-0.023414286,
-0.021808982,
0.015329922,
0.0016468819,
-0.010224768,
-0.015893947,
-0.00030551376,
0.022213925,
0.03242423,
-0.007166015,
0.03901899,
-0.035519138,
-0.016298888,
-0.036531493,
-0.0118445335,
0.029069,
0.010210306,
-0.029531792,
0.01749925,
0.027290152,
0.045874067,
-0.0029539024,
0.011439593,
0.035721608,
0.0454402,
0.032858096,
-0.0062693595,
-0.015286535,
-0.022416394,
0.018453754,
-0.010391084,
0.013189517,
-0.016429048,
-0.038787592,
-0.016038569,
-0.016761677,
0.013840316,
0.022488706,
0.017021997,
-0.018815309,
0.018019889,
-0.034448937,
-0.02812896,
-0.0488822,
-0.020825554,
-0.03757277,
0.0063995193,
0.054724928,
-0.00013863365,
-0.013768005,
0.012668879,
-0.01703646,
0.0037890938,
0.023573369,
0.037428148,
-0.00063769217,
0.046365783,
0.03149865,
0.016877376,
0.020391688,
-0.009790903,
-0.046857495,
-0.012885811,
0.010376621,
0.031151557,
-0.022228386,
-0.04379151,
-0.03612655,
0.004562821,
0.035750534,
-0.019740889,
-0.056836408,
-0.02231516,
-0.03592408,
-0.026364572,
0.011707143,
0.058311548,
-0.036791813,
-0.0037999405,
-0.032395307,
0.02522206,
-0.022705639,
-0.036733963,
-0.040204886,
0.05073336,
0.016660443,
0.001414583,
-0.030139204,
-0.05969992,
0.013478761,
-0.0056691784,
-0.012690572,
-0.009855983,
0.026046405,
0.0059331134,
0.035027426,
-0.006377826,
-0.065426946,
0.01188792,
0.037630618,
0.058311548,
-0.0039843335,
0.09747516,
0.03505635,
-0.018902082,
0.011909613,
0.020984638,
0.03930823,
-0.021187108,
-0.027752943,
0.03242423,
0.013196749,
-0.036010854,
-0.041766804,
-0.020550773,
0.04729136,
-0.014180177,
0.0048918356,
-0.022401933,
-0.0009951794,
-0.064038575,
0.026162101,
-0.04141971,
0.006710456,
0.034101844,
-0.03710998,
-0.017933115,
-0.040002417,
0.24782409,
0.05073336,
0.030225977,
0.0302549,
0.023153966,
0.0049641468,
0.04998133,
0.001038566,
0.025598077,
-0.035374515,
0.020825554,
-0.02820127,
0.0349985,
0.00088626106,
0.013977706,
0.048043396,
-0.06803014,
0.024050621,
-0.0013675808,
0.00647183,
-0.016602594,
-0.000040561925,
-0.015098526,
0.03077554,
-0.0034636946,
-0.00396264,
0.013507686,
-0.021563126,
0.007975898,
-0.024151858,
0.038382653,
-0.016819527,
0.025728235,
-0.019466108,
-0.0068116914,
0.07514554,
0.0012518833,
-0.06438567,
-0.020680932,
-0.0065947585,
0.0020915943,
-0.023804765,
0.026133178,
0.040436283,
-0.009299188,
-0.0019379335,
-0.007231095,
-0.048795428,
-0.0043748124,
-0.030399524,
0.02925701,
-0.067856595,
-0.011960231,
-0.042894855,
-0.037052132,
-0.027044294,
0.0010250077,
-0.06253451,
0.029734263,
-0.013768005,
0.013862009,
0.018902082,
-0.023457672,
-0.0064609833,
-0.018714074,
0.03534559,
-0.022213925,
0.05634469,
0.007166015,
-0.025843933,
0.005600483,
-0.011172041,
0.006656223,
-0.0137896985,
0.033291962,
0.0041144933,
0.028302506,
0.009993373,
0.015546855,
-0.061724626,
-0.010203075,
-0.017137695,
0.017021997,
-0.010542937,
-0.0028490515,
0.035432365,
-0.023428747,
-0.011128655,
-0.014628505,
0.053249784,
0.0027369694,
0.030283825,
-0.033667978,
0.02964749,
0.013232904
] | Resources
A list of official Hugging Face and community (indicated by 🌎) resources to help you get started with ViTMAE.
[ViTMAEForPreTraining] is supported by this example script, allowing you to pre-train the model from scratch/further pre-train the model on custom data.
A notebook that illustrates how to visualize reconstructed pixel values with [ViTMAEForPreTraining] can be found here. |
[
0.03205038,
-0.01438227,
-0.016038654,
-0.010025843,
-0.062161572,
-0.030299727,
-0.00921785,
0.011648562,
-0.0045516924,
0.0443588,
0.0048681563,
0.013392479,
0.037679393,
-0.038056456,
-0.004231862,
0.011352298,
0.029141603,
-0.023822319,
-0.068733245,
-0.029357068,
-0.010537571,
0.0050162883,
-0.060437854,
-0.019284092,
-0.014705467,
-0.004332861,
0.01870503,
-0.0014080956,
0.071426556,
0.031646382,
-0.0020502815,
-0.016011722,
-0.00025397062,
-0.022273665,
-0.019930487,
-0.008140527,
0.039780173,
-0.011197432,
-0.028360544,
-0.068463914,
0.009823845,
-0.03789486,
0.02763335,
-0.076813176,
-0.04845263,
-0.005703082,
0.005349585,
-0.007069936,
0.008935053,
-0.06410076,
0.004999455,
0.021923536,
-0.0066322736,
-0.0054472177,
-0.012847085,
-0.026906157,
-0.019311026,
-0.0296264,
-0.030245861,
0.036036476,
0.05758295,
0.05098434,
-0.0070564696,
-0.0592528,
-0.0031259218,
0.03536315,
-0.0025165607,
-0.01668505,
-0.028522143,
-0.011237832,
-0.030784523,
0.030165061,
0.009096651,
-0.023903118,
-0.006144111,
-0.0035484347,
0.033854894,
0.0005285619,
-0.018691564,
0.07110336,
-0.009184184,
0.06501648,
-0.005608816,
0.017371843,
-0.031754114,
-0.019324493,
0.01991702,
-0.029653333,
-0.026906157,
-0.03520155,
0.0036359672,
0.01730451,
-0.022973927,
0.02038835,
0.017923972,
0.05122674,
-0.0139917405,
0.0368714,
-0.008598389,
0.011096433,
0.02417245,
0.07428146,
-0.013412679,
-0.0092111165,
-0.05017635,
-0.024536045,
0.020455683,
-0.018314501,
0.023956984,
-0.03102692,
0.0032757372,
-0.006117178,
0.018758897,
0.005615549,
0.0021277142,
0.014705467,
-0.006450475,
-0.0016311352,
-0.043874003,
-0.033693295,
-0.00032424915,
-0.025438303,
-0.07578972,
-0.057313617,
0.007837529,
-0.009083184,
0.021802336,
0.048317965,
-0.039591644,
-0.010604904,
-0.015621193,
-0.005386618,
0.030218927,
0.05936053,
0.00999891,
-0.009971976,
0.016240653,
0.019674623,
0.017237177,
-0.048237164,
0.010800169,
0.014786267,
-0.0037033,
0.10600864,
0.008342525,
-0.0057805143,
-0.0013155132,
-0.017371843,
-0.053031255,
0.02436098,
0.004181362,
-0.028306678,
-0.012092957,
-0.00047806234,
-0.030622924,
0.005581883,
-0.021559939,
0.04503213,
0.016469585,
0.051630735,
0.010241307,
0.03425889,
-0.051900066,
0.039322313,
-0.052169397,
0.019149426,
-0.009951777,
-0.06022239,
-0.0025249773,
-0.043739337,
-0.0021361308,
0.0033077202,
-0.013022149,
-0.005979146,
0.05682882,
0.013884008,
0.03967244,
0.04233882,
0.024158983,
0.00841659,
-0.01781624,
-0.0017169846,
0.031861845,
0.037275396,
-0.018408768,
-0.008618589,
0.017021714,
0.004036597,
-0.0042453283,
-0.0032858371,
0.0051677865,
0.025357505,
0.0072248015,
0.0034508023,
0.002152964,
0.018166369,
-0.019526491,
0.030380527,
0.0023852617,
-0.034070358,
-0.035282347,
0.029787999,
-0.036736734,
0.005948846,
-0.009561247,
-0.03714073,
-0.008813853,
0.035578612,
-0.012826884,
0.02635403,
0.06485488,
0.01578279,
-0.057744544,
0.021546472,
0.037436996,
-0.038137257,
-0.026475228,
0.034716755,
0.02100781,
0.019311026,
0.0058579473,
0.042419616,
0.079021685,
0.0035686344,
0.0019156161,
0.01220069,
-0.0019610657,
0.055132035,
-0.018327968,
-0.002063748,
-0.009716112,
0.015648125,
0.012039091,
0.042204153,
0.01742571,
0.005467417,
0.05141527,
0.031754114,
0.026771491,
-0.0014165122,
0.0071507357,
0.025963498,
0.0035753679,
0.05265419,
-0.005487617,
-0.0018853163,
-0.010773236,
-0.0064740414,
0.0044001937,
0.0010226158,
-0.06490875,
0.0657706,
0.02384925,
-0.017762372,
-0.048883557,
-0.021600338,
0.029168537,
0.050661143,
-0.039026048,
-0.0151229305,
-0.005100454,
0.0076422645,
-0.0185165,
0.005783881,
0.021533005,
0.047348373,
0.002063748,
0.010086442,
0.020913545,
-0.05348912,
-0.026084699,
-0.041476957,
-0.1003527,
0.007339267,
-0.039430045,
0.023081658,
0.030461324,
-0.046728913,
0.021923536,
-0.03574021,
0.019768888,
0.01812597,
-0.012416155,
0.037221532,
0.030999986,
0.011096433,
-0.0221794,
0.009541047,
-0.024630312,
0.01325108,
-0.023983916,
-0.0032235542,
-0.0023936783,
-0.01886663,
0.023835786,
0.0042183953,
-0.008988919,
-0.003767266,
-0.048829693,
0.011864026,
-0.069002576,
0.00011025734,
0.0059825126,
0.020401817,
-0.020671146,
0.027606418,
0.01578279,
-0.016186787,
0.07002603,
0.029033871,
-0.02849521,
0.063885294,
0.029141603,
0.01446307,
-0.04829103,
0.04759077,
0.04874889,
-0.008692655,
-0.039510842,
-0.0035013016,
-0.050149415,
-0.012779752,
-0.018772364,
-0.03789486,
-0.014665068,
0.051469136,
0.0014013624,
-0.09916764,
-0.011513896,
-0.02728322,
-0.056344025,
-0.033423964,
-0.00056811987,
0.03975324,
-0.0028111413,
0.035605546,
-0.051469136,
-0.017008247,
-0.0005668574,
-0.016496519,
0.0055010836,
-0.006477408,
0.04107296,
0.025721101,
-0.02763335,
-0.037275396,
0.0107665025,
-0.050661143,
-0.010685704,
-0.029006938,
0.0145708015,
0.020267151,
0.03792179,
0.013170281,
-0.010948301,
0.056020826,
-0.058875736,
0.004332861,
0.049045157,
0.0022606964,
-0.018489566,
0.026125098,
0.013177015,
-0.033181567,
-0.023081658,
-0.039941773,
0.01187076,
0.013574278,
0.046136383,
-0.062969565,
0.023256723,
-0.048614226,
-0.036198072,
0.013607943,
-0.009426582,
-0.019890087,
0.06620154,
0.00039789433,
0.015567326,
-0.0328853,
-0.033693295,
0.032750636,
-0.011614895,
0.04209642,
0.02619243,
0.02732362,
-0.023202857,
-0.0017557008,
-0.046675045,
-0.026771491,
-0.008793654,
-0.00997871,
0.044735864,
-0.025007375,
-0.050526477,
-0.045840118,
0.034070358,
0.033154633,
0.023081658,
0.032238908,
0.016887048,
-0.020751946,
0.03382796,
0.010726104,
0.004369894,
-0.007467199,
-0.04487053,
0.0557515,
0.043443076,
0.015176796,
0.014718934,
0.015042131,
-0.0221794,
0.036763668,
-0.018260635,
0.03372023,
-0.06744046,
-0.011244565,
-0.013082748,
0.028522143,
-0.014665068,
-0.016429186,
-0.04532839,
0.03188878,
0.022327531,
-0.02997653,
-0.0018179836,
-0.02666376,
0.014099473,
0.0154326605,
-0.031646382,
-0.029060805,
0.019082094,
-0.022206333,
-0.06280797,
0.0555899,
0.045516923,
-0.02611163,
-0.00668614,
-0.021869669,
0.0072719343,
-0.012153557,
-0.02997653,
-0.029518668,
-0.014516936,
-0.01255082,
-0.016954381,
0.021021277,
0.008638789,
0.004440593,
0.023337523,
-0.036925267,
-0.029572533,
-0.010860769,
0.009204384,
-0.03425889,
0.03102692,
0.005655949,
0.030515192,
0.013102949,
-0.013028882,
0.0145573355,
0.031646382,
-0.045678522,
-0.015095997,
0.035847943,
0.0076893973,
-0.0025115106,
0.03094612,
0.011527362,
-0.011251299,
0.031080786,
-0.0012178806,
-0.022448732,
-0.019364892,
0.0038716318,
0.000019752686,
0.012362288,
-0.0012810051,
0.0023179292,
-0.010813636,
0.06582447,
-0.004208295,
-0.0049085557,
0.0018903663,
-0.01578279,
-0.014718934,
-0.005777148,
-0.032912236,
0.032750636,
0.0033211866,
-0.008308859,
-0.0074335327,
-0.0154191945,
-0.03514768,
-0.05936053,
-0.0028027247,
0.0066356403,
0.044143334,
0.0022472297,
0.026771491,
-0.028225878,
-0.022866193,
-0.004295828,
-0.008241526,
0.0034575355,
-0.029922664,
-0.015405728,
0.018274102,
0.0330469,
-0.016738916,
-0.015742391,
-0.045974784,
0.0148132,
0.0045685256,
0.0110223675,
0.008046261,
-0.05585923,
-0.01660425,
0.04260815,
-0.027162021,
-0.07131882,
-0.02806428,
0.038137257,
0.005841114,
0.056505624,
0.019459158,
-0.03207731,
-0.054512575,
-0.030434392,
0.002888574,
-0.041611623,
0.0061070784,
-0.040318836,
-0.01333188,
0.0006910021,
0.027390953,
0.047644638,
-0.036467403,
-0.0015191946,
-0.027175488,
-0.008759988,
-0.06162291,
-0.0064841416,
0.01073957,
-0.014153339,
-0.036898334,
0.06340049,
0.008941786,
0.017977837,
-0.0018634332,
0.02884534,
-0.013843608,
0.022367932,
-0.052411795,
-0.01769504,
0.015823191,
0.007945262,
-0.013614677,
0.041907888,
-0.014988265,
0.026475228,
-0.040803634,
0.012402688,
-0.009365982,
0.0047334908,
-0.042742815,
-0.00021483348,
0.026380962,
-0.005221653,
0.05017635,
-0.022691129,
0.038810585,
-0.011130099,
0.024886176,
-0.02868374,
-0.011608162,
-0.04150389,
-0.065986075,
0.011042567,
-0.016105987,
-0.010281707,
0.004534859,
-0.0014989948,
0.06544741,
-0.051199805,
0.030865321,
0.063292764,
0.028737606,
0.013884008,
-0.047456104,
0.03059599,
0.017600775,
0.017681574,
-0.008281926,
0.016887048,
-0.0052923523,
0.0133116795,
-0.005868047,
-0.013412679,
-0.051442202,
0.019001296,
0.05984533,
-0.0052519524,
0.02849521,
0.017142912,
-0.060330123,
-0.008450257,
0.045732386,
0.0335317,
-0.0071036024,
0.018624231,
0.018974362,
0.03161945,
0.034501288,
-0.011305165,
-0.026246296,
-0.029060805,
0.05375845,
0.040318836,
-0.012052558,
0.011837093,
0.01956689,
-0.061030384,
-0.0554283,
-0.02771415,
0.04497826,
-0.039376177,
0.0127326185,
-0.009864245,
0.012443088,
0.0010579654,
0.01757384,
-0.013237614,
-0.020523015,
0.0073527335,
0.003460902,
-0.017721973,
-0.04438573,
0.011944826,
0.062269304,
-0.011332097,
-0.035443947,
-0.049018223,
-0.0077230637,
-0.041692425,
0.019513024,
0.056505624,
-0.017223712,
0.018072104,
0.049637686,
0.01337228,
0.048129432,
-0.0036258672,
0.045570787,
0.05456644,
-0.04845263,
-0.0555899,
-0.008039528,
0.019634223,
-0.012786484,
0.027458286,
-0.02919547,
0.0098911775,
0.032131176,
0.005443851,
-0.02003822,
-0.054431774,
0.000378957,
-0.064477816,
-0.0073258006,
0.035605546,
0.00044650014,
-0.0032252376,
-0.01691398,
-0.034528222,
-0.04454733,
-0.02736402,
0.05682882,
-0.024212848,
-0.014692001,
-0.038218055,
0.019445691,
-0.06620154,
-0.0257615,
-0.013177015,
0.0020401815,
0.009561247,
-0.013210681,
-0.031242386,
-0.0055010836,
0.03250824,
0.02989573,
0.02256993,
0.009769979,
-0.044493467,
0.014247605,
0.0026158765,
-0.000849234,
0.0072248015,
0.0022455463,
0.027215887,
-0.021236742,
0.036278874,
0.00042651073,
0.014893999,
-0.0330469,
0.0037571662,
0.0446012,
-0.008598389,
-0.021290608,
-0.006777039,
0.018933963,
-0.029599465,
-0.018799298,
-0.014274538,
0.02085968,
-0.006851105,
0.023377923,
-0.021573406,
0.046432648,
0.029922664,
-0.00047132908,
0.0099046435,
0.052788857,
0.031430915,
-0.001177481,
0.01063857,
-0.010126842,
0.021452207,
-0.018179836,
0.03261597,
0.04171936,
-0.038756717,
0.030434392,
-0.0070093367,
0.007898129,
-0.01948609,
0.013789742,
0.02279886,
0.07137269,
0.022825794,
-0.021250209,
-0.02409165,
-0.0105981715,
-0.02034795,
0.009002386,
-0.05074194,
-0.016079055,
0.024455246,
-0.06954124,
-0.0024222948,
-0.03503995,
-0.0014274538,
0.00888792,
-0.006942004,
-0.0018011504,
0.0024509113,
0.02884534,
0.013278013,
0.006480775,
-0.08801734,
-0.016563851,
-0.00775673,
0.014705467,
-0.03565941,
-0.033854894,
0.003396936,
0.05736748,
0.039483912,
-0.0027067757,
-0.03250824,
0.00921785,
-0.010483705,
0.04969155,
-0.03460902,
0.021411806,
-0.018664632,
0.008436791,
-0.009029319,
0.02787575,
-0.015244129,
0.011917893,
0.016792782,
0.02724282,
0.008955252,
0.031754114,
0.032373574,
-0.012187223,
0.04532839,
-0.0075951316,
0.034393556,
0.010274974,
-0.009440049,
0.018543433,
0.08101474,
0.036575135,
0.03802952,
-0.017493043,
0.052950457,
0.012389221,
-0.039699376,
-0.027498685,
0.036925267,
-0.003777366,
-0.012422888,
0.032238908,
-0.023243258,
0.0036696335,
0.00624511,
-0.006174411,
0.03145785,
-0.03746393,
-0.0024795276,
-0.009702646,
-0.009392915,
0.060491722,
-0.027821882,
-0.042500418,
0.0151363965,
-0.01143983,
0.06797912,
0.018018238,
0.014920932,
-0.005467417,
0.054889638,
0.05402778,
0.013432879,
0.00958818,
0.016200254,
0.013089482,
-0.01034904,
0.0017102512,
0.0052654194,
-0.020549947,
-0.046836644,
-0.03897218,
-0.017519975,
0.037113797,
0.018381834,
-0.03762553,
0.01987662,
-0.009460248,
0.019809287,
-0.06092265,
-0.0077095972,
-0.055966962,
-0.0079115955,
0.03921458,
-0.010941568,
-0.03520155,
0.019943953,
-0.03487835,
0.0008669089,
0.041099895,
0.05332752,
-0.001619352,
0.03563248,
0.021681137,
0.011527362,
0.008423324,
0.0328853,
-0.014934398,
-0.0258827,
0.023377923,
-0.022394864,
-0.0035316015,
-0.013405946,
-0.05612856,
0.012039091,
0.013910941,
-0.018220237,
-0.014261072,
-0.0020283984,
0.027202422,
-0.053085122,
-0.003740333,
0.06824845,
-0.013560811,
0.0077230637,
0.012059291,
0.01261142,
-0.044951327,
-0.023377923,
-0.032696772,
0.03355863,
-0.015930923,
-0.024145516,
-0.029006938,
-0.045786254,
0.0296264,
-0.0012229306,
-0.029922664,
0.011237832,
0.042581216,
-0.026448295,
0.04139616,
0.014961332,
-0.039807107,
0.000118042684,
0.01933796,
0.06512421,
0.026286697,
0.085377894,
0.027929615,
-0.027768016,
-0.0028650074,
0.0028296579,
-0.010369239,
-0.014638134,
-0.041800156,
-0.0020149318,
0.004524759,
-0.051549934,
-0.060330123,
0.0011555979,
0.039187647,
0.012005425,
-0.015109464,
-0.045867052,
0.0052889856,
-0.0629157,
-0.03231971,
-0.060814917,
0.023216324,
0.0050802543,
-0.026906157,
0.011668761,
-0.06232317,
0.21018584,
0.05138834,
0.04228495,
0.014301471,
-0.0012624887,
0.058013875,
0.05699042,
-0.011379231,
0.0011842144,
-0.047456104,
0.012362288,
-0.020294083,
0.032966103,
0.036898334,
0.0066053406,
0.041476957,
-0.06560901,
-0.020374883,
-0.0220986,
-0.01586359,
-0.04392787,
0.024657244,
-0.01773544,
0.0409383,
0.006349476,
0.019135961,
0.0075008655,
-0.00083787163,
0.02096741,
-0.010941568,
0.014368803,
-0.0094804475,
0.042662013,
-0.007682664,
-0.035847943,
0.04400867,
-0.004120763,
-0.05327365,
0.017223712,
-0.0044910926,
0.029249337,
-0.035443947,
0.00021451786,
0.019701555,
-0.019445691,
0.03355863,
-0.00046754163,
-0.03555168,
0.033962626,
-0.009743045,
0.018139437,
-0.007951995,
0.0027286587,
-0.06636313,
-0.044224136,
-0.00035370723,
-0.02135794,
-0.061569046,
-0.009002386,
-0.040211104,
0.023256723,
0.006460575,
-0.015850123,
0.021627272,
-0.04513986,
0.00028300786,
-0.007877929,
0.025330571,
-0.0057973475,
-0.015446127,
0.0048109232,
-0.0002152543,
-0.020401817,
-0.055913094,
0.04400867,
0.0055684163,
0.020994345,
0.023216324,
0.012503687,
-0.049987815,
-0.008881186,
-0.026327096,
-0.0057434817,
-0.048937425,
0.029276269,
0.06463942,
-0.041800156,
0.015728924,
-0.020805812,
0.021735003,
-0.026313629,
0.05699042,
-0.0070362696,
0.012510421,
-0.0048849895
] | If you're interested in submitting a resource to be included here, please feel free to open a Pull Request and we'll review it! The resource should ideally demonstrate something new instead of duplicating an existing resource.
ViTMAEConfig
[[autodoc]] ViTMAEConfig
ViTMAEModel
[[autodoc]] ViTMAEModel
- forward
ViTMAEForPreTraining
[[autodoc]] transformers.ViTMAEForPreTraining
- forward |
[
0.027739102,
-0.0052346596,
-0.01852101,
-0.02123554,
-0.053668518,
-0.025279058,
0.0008491742,
-0.0055633723,
-0.023893518,
0.0118407225,
0.0021118901,
0.018125141,
0.020599322,
-0.044761464,
-0.008348593,
0.019114815,
-0.0017354611,
-0.029096367,
-0.060398288,
-0.016951673,
0.018690668,
0.0054644053,
-0.05092571,
-0.022083832,
-0.016159935,
-0.026749428,
0.046316665,
-0.014576459,
0.04611873,
0.03565648,
-0.00015474675,
0.03506268,
0.03308333,
-0.024459045,
-0.0011310541,
-0.027117021,
0.02597183,
-0.031584684,
-0.02836118,
-0.048182905,
0.02829049,
0.022437286,
0.026721153,
-0.05870171,
-0.042386252,
-0.025279058,
-0.010115865,
-0.0190724,
-0.025547685,
0.0043439544,
-0.023045227,
-0.03868205,
-0.016343731,
0.015297507,
-0.026551494,
-0.023653168,
0.0018998174,
-0.03364886,
-0.03223504,
-0.020825533,
0.020910362,
0.00045330529,
-0.0016515157,
-0.064243875,
0.007783066,
0.014661289,
0.0015887775,
-0.03302678,
-0.031443305,
0.020161038,
-0.008051692,
0.0036335113,
0.004333351,
-0.0056305286,
-0.06311282,
-0.021956587,
-0.011183297,
0.002767548,
0.0017725738,
0.027739102,
-0.04179245,
0.014562322,
0.016301317,
0.011593305,
-0.014159383,
-0.030792948,
0.0050013796,
-0.0119396895,
-0.01433611,
-0.03147158,
-0.010299661,
0.025151815,
-0.032517806,
0.058079626,
0.031132264,
0.051830553,
-0.010483458,
0.03263091,
0.04767393,
0.011543821,
-0.00078378513,
0.071426064,
-0.03200883,
0.07052122,
-0.008030484,
-0.0030467769,
-0.015438888,
-0.020387249,
-0.008935328,
0.01085105,
0.014901638,
-0.016372008,
-0.019086538,
-0.010525872,
-0.024911467,
0.010221901,
-0.028347043,
-0.00052178703,
-0.044535253,
-0.021122435,
-0.005821394,
-0.038936537,
-0.034242664,
-0.04224487,
0.041283473,
-0.02434594,
0.03294195,
0.02310178,
-0.07029501,
-0.0024918534,
-0.004071795,
-0.018945156,
0.052678846,
0.061190028,
-0.027088745,
0.014053347,
-0.00036206984,
0.031952277,
0.008454629,
0.0038208421,
0.0049872417,
-0.014534045,
-0.011155021,
0.07770342,
-0.020910362,
-0.009373611,
-0.005393714,
-0.03938896,
-0.03294195,
-0.02581631,
-0.010200694,
-0.016753739,
-0.00038438165,
0.03316816,
-0.05358369,
-0.029350854,
-0.029492235,
0.037381336,
-0.022621082,
0.013381784,
0.068089455,
0.01317678,
-0.04148141,
0.03311161,
-0.04114209,
0.04905947,
-0.04122692,
-0.042669017,
0.005680012,
-0.023737997,
0.024246972,
-0.029266024,
-0.025279058,
-0.035147507,
0.018747222,
-0.0039480855,
0.06820256,
0.013247471,
0.019892413,
-0.010038105,
-0.031047435,
-0.0096775815,
-0.023158332,
0.04920085,
0.017715134,
-0.021136573,
-0.003585795,
-0.005983983,
-0.015990278,
0.0120881405,
0.06673219,
0.03316816,
-0.022988675,
0.013622133,
-0.034214385,
0.034666806,
-0.02083967,
0.00829204,
0.02177279,
-0.031132264,
0.0017381121,
0.035119228,
-0.02884188,
-0.0002648699,
-0.0027410388,
0.024444906,
-0.011812446,
0.053216096,
-0.0402938,
0.030086039,
0.049879484,
-0.02836118,
-0.0050013796,
0.04170762,
0.041340027,
-0.016753739,
-0.0010188323,
0.047221508,
0.00813652,
0.024911467,
0.03907792,
0.042216595,
-0.0154813025,
-0.008306178,
-0.010009829,
-0.008193073,
-0.030283973,
0.017630305,
0.022804879,
0.0025289662,
-0.0008412215,
0.021758653,
0.007549786,
-0.0052311253,
0.00012691221,
0.0053548343,
0.041735895,
0.019298611,
-0.011183297,
0.0073589208,
-0.002104821,
0.0031687187,
0.02946396,
0.019496545,
0.0034762241,
0.0016426793,
0.001650632,
0.00065433246,
-0.016216489,
0.017658582,
-0.051519513,
0.061190028,
0.034299213,
-0.019849999,
-0.062660396,
-0.030255698,
0.037862036,
0.039106194,
-0.036844086,
-0.035628203,
0.0040364494,
-0.010900534,
0.022394871,
-0.0100451745,
0.031528134,
0.06339558,
0.0017495992,
-0.008518251,
-0.04558148,
-0.070860535,
-0.022069693,
-0.05898447,
-0.039473787,
0.012498148,
-0.027965313,
-0.04527044,
-0.012264867,
-0.04682564,
0.00697719,
-0.015071296,
0.016753739,
0.002456508,
-0.066958405,
0.008072899,
0.021490028,
-0.0038561875,
-0.039699998,
0.04114209,
-0.00004128237,
0.049907763,
-0.016767876,
-0.029577065,
-0.041566238,
0.0038243767,
0.014788533,
-0.02178693,
0.04920085,
-0.008164797,
-0.05672236,
0.031103987,
-0.010448112,
-0.008475836,
-0.010250177,
0.016796153,
0.012314351,
-0.0018326611,
0.0020800792,
0.00022952445,
0.04594907,
0.030397078,
-0.081548996,
0.015594408,
0.019510683,
0.04705185,
-0.019029984,
0.045666307,
0.039502066,
-0.056072008,
-0.0031422097,
-0.012208315,
-0.008829291,
0.0061571756,
-0.033366095,
-0.023200747,
-0.0018521011,
0.04365869,
-0.0059627756,
-0.041113816,
-0.021574857,
-0.02673529,
-0.053753346,
0.0029531114,
0.018181695,
0.038625497,
0.040576566,
0.027795654,
-0.0668453,
0.018026175,
0.02650908,
-0.011444854,
0.017997898,
-0.057485823,
0.053498857,
0.025929416,
-0.019199643,
-0.018407905,
0.029237749,
-0.03588269,
-0.0060935537,
0.00022355991,
0.023356266,
0.021193126,
0.008249626,
-0.023540063,
-0.018959295,
-0.015396474,
-0.03302678,
0.035458546,
0.050247077,
-0.013834205,
0.055138886,
0.030821225,
-0.019864138,
0.013162642,
-0.021108298,
-0.010483458,
0.011034846,
0.027809793,
0.04255591,
-0.011056053,
-0.009140331,
-0.01775755,
-0.03093433,
0.016032692,
0.005029656,
-0.027173575,
0.044789743,
-0.021221403,
0.03200883,
-0.07035156,
-0.016499251,
0.04170762,
-0.023299715,
0.024812499,
0.019496545,
0.006998397,
-0.02526492,
-0.0038455839,
-0.025759757,
-0.040491737,
0.01325454,
0.0057613067,
-0.03743789,
0.018082727,
-0.056128558,
-0.041028988,
0.040520012,
0.041113816,
-0.0021437008,
-0.030481908,
0.039473787,
0.0030096641,
0.02853084,
0.010992432,
-0.0035062677,
-0.006758048,
-0.011338817,
0.04312144,
0.041877277,
-0.0026809517,
-0.0073730587,
0.004047053,
-0.021673825,
-0.0036299767,
0.0076416843,
0.03107571,
-0.006167779,
-0.00414602,
-0.007295299,
0.070803985,
-0.017121332,
0.030283973,
-0.059323788,
0.01100657,
0.019510683,
-0.07464957,
0.0071221064,
-0.04626011,
0.010391559,
0.03280057,
-0.010921741,
0.00020014355,
0.01922792,
0.013205056,
0.001172585,
0.016485114,
0.028658083,
0.0047645653,
0.0025448718,
0.005743634,
0.031019159,
-0.039473787,
-0.028544977,
0.0051569,
0.032432977,
-0.008362731,
0.015495441,
0.026028382,
0.0014350249,
-0.02766841,
0.020415526,
-0.045355268,
0.007924448,
-0.004828187,
-0.017432371,
-0.012066933,
0.024911467,
-0.023327991,
0.031103987,
-0.0050190524,
-0.04829601,
-0.005605787,
0.0037890312,
-0.041537963,
-0.07272678,
0.013911965,
0.059493445,
0.0032341077,
0.0042661945,
-0.007549786,
-0.021376923,
-0.012356766,
0.01225073,
-0.039586894,
0.022083832,
-0.02650908,
-0.011798308,
-0.004446456,
-0.039445512,
0.04224487,
-0.029859828,
0.037098575,
0.022804879,
-0.018125141,
-0.005930965,
-0.0028028935,
-0.021221403,
0.009104986,
-0.022847293,
0.0387386,
0.04920085,
-0.034751635,
0.016852707,
-0.003410835,
-0.0193693,
-0.032263316,
-0.013558511,
0.01061777,
0.08658219,
0.0090130875,
0.059945866,
-0.027696688,
-0.012886948,
0.012943501,
-0.025222506,
0.013007122,
-0.010653116,
0.02488319,
-0.029775,
-0.02891257,
-0.05870171,
0.0042732637,
-0.01100657,
0.029435683,
0.038653772,
0.00053857616,
-0.0062773502,
-0.033281267,
-0.012660736,
0.046627704,
-0.0035062677,
-0.07408404,
-0.022932122,
0.000941956,
-0.0060723466,
0.036250282,
-0.014357318,
-0.037635826,
-0.019751033,
-0.031612962,
0.028205661,
-0.023073504,
-0.010872258,
-0.04954017,
-0.023497649,
-0.0017434139,
0.06514872,
0.04046346,
-0.0243318,
-0.034016453,
-0.052198146,
-0.005556303,
-0.052820224,
0.006517699,
-0.019807585,
-0.014972328,
-0.016796153,
0.023865242,
-0.010426905,
-0.038257904,
0.041735895,
0.0449594,
0.010681392,
0.0127526345,
-0.04334765,
-0.025561823,
0.017107192,
-0.010575356,
-0.019708617,
0.009868447,
-0.045835968,
0.044365596,
-0.044902846,
0.039445512,
-0.01945413,
0.022310043,
-0.0027180645,
-0.024614565,
0.039897934,
-0.029746722,
-0.002463577,
-0.049653273,
0.017305128,
0.020995192,
0.030340526,
-0.021376923,
-0.020981053,
-0.02395007,
-0.085903555,
0.012943501,
-0.01736168,
-0.01628718,
-0.010292592,
0.029124644,
0.05364024,
-0.008270833,
0.010419835,
0.04085933,
0.009953276,
-0.03254608,
-0.016018553,
0.008369801,
-0.009981552,
0.008193073,
-0.005450267,
-0.0053512994,
-0.023002813,
-0.023737997,
-0.034384046,
-0.057542376,
-0.03667443,
0.02650908,
0.026240455,
-0.029266024,
0.010957086,
-0.031019159,
-0.017432371,
-0.01611752,
0.04464836,
0.015636822,
-0.005068536,
0.000022808854,
0.021900035,
-0.025335612,
0.04040691,
-0.015707513,
-0.046090454,
-0.031019159,
0.061190028,
0.014534045,
-0.025533546,
0.01791307,
0.017488923,
-0.05140641,
-0.028021865,
0.021065881,
0.027145298,
-0.020882087,
0.007542717,
-0.0049200854,
0.022663496,
0.034016453,
0.021956587,
0.020373112,
0.016145797,
-0.0053583686,
0.013968518,
0.0062596775,
-0.040774498,
0.014590598,
0.0387386,
-0.012738497,
-0.02960534,
-0.0648094,
-0.0043757656,
-0.02503871,
-0.024162143,
0.04727806,
0.035854414,
0.006835808,
0.032687463,
0.016485114,
0.06447008,
-0.041537963,
0.031584684,
0.044591807,
-0.0052947467,
-0.09297264,
-0.01921378,
0.0679198,
0.0016214721,
0.034921296,
-0.027074607,
-0.0035698893,
0.04094416,
0.03263091,
-0.02721599,
-0.031612962,
0.012116417,
-0.060907263,
-0.042131763,
-0.024204558,
0.023214886,
-0.023271438,
0.007613408,
-0.014562322,
-0.03186745,
0.04637322,
0.029746722,
-0.016994087,
-0.03899309,
-0.0039339475,
-0.0056764777,
-0.028573254,
-0.030736394,
0.008921189,
-0.050501566,
0.03517578,
0.01069553,
0.013600925,
-0.003131606,
0.029492235,
-0.015226816,
-0.0084475605,
0.038031694,
-0.044563532,
0.0020252937,
-0.011868998,
-0.0031722533,
-0.009557407,
0.022578668,
0.03308333,
-0.03053846,
0.022437286,
-0.012045726,
0.010829843,
0.0090130875,
-0.027583582,
0.028078418,
0.01651339,
0.007528579,
0.017488923,
0.017870655,
-0.061359685,
0.0079315165,
-0.02047208,
-0.03356403,
0.05358369,
0.0013917267,
0.017305128,
0.059606552,
0.007860826,
0.006673219,
0.01473198,
0.052000213,
0.03022742,
0.010441043,
0.007613408,
0.008942396,
0.03070812,
-0.023992484,
0.0024017226,
-0.018577563,
-0.0548844,
0.055449925,
0.015749928,
-0.01876136,
-0.04402628,
-0.011112606,
0.053725068,
0.027117021,
0.007966862,
-0.059041023,
-0.019793447,
0.009486716,
0.006758048,
-0.04527044,
-0.05191538,
-0.007846688,
0.02123554,
-0.0387386,
0.011409508,
-0.006457612,
0.00049174344,
0.008263764,
-0.0069312407,
0.0506995,
0.008016346,
0.05412094,
-0.008786877,
0.018181695,
-0.03311161,
-0.03961517,
-0.0075003025,
0.0028629806,
-0.04148141,
-0.054375425,
0.0066166664,
0.037239958,
0.030906053,
-0.044591807,
-0.029520512,
0.015962001,
0.012194177,
0.052339528,
-0.013706962,
0.01325454,
-0.052905057,
0.03579786,
0.0095786145,
0.008574803,
0.044450425,
0.025010433,
0.03308333,
0.027300818,
0.008440491,
0.018916879,
0.012611253,
-0.021984864,
0.038936537,
0.0019581374,
0.056637533,
-0.0071221064,
0.047702204,
0.006652012,
0.043432478,
0.043998003,
0.00013541721,
-0.04122692,
0.033677135,
0.050473288,
-0.05038846,
0.009373611,
0.029435683,
0.024402492,
-0.034384046,
-0.012978845,
-0.0075851316,
-0.019581374,
-0.04597735,
0.000080631784,
0.032489527,
0.0011054287,
-0.023893518,
-0.012498148,
-0.04928568,
0.047164954,
-0.010363283,
-0.006984259,
-0.01348782,
0.012646599,
0.0486636,
0.007988069,
0.0042980057,
-0.03681581,
0.035232335,
0.021829344,
-0.012667806,
0.014675427,
0.027159436,
-0.001968741,
0.0013033631,
0.033055056,
-0.007896171,
0.011310541,
0.020288283,
-0.06407421,
0.010957086,
0.025123538,
-0.006178383,
-0.038484115,
0.010327938,
-0.034893017,
-0.014208867,
-0.07431025,
-0.0057400996,
-0.059832763,
0.007952724,
0.04348903,
-0.025250783,
-0.026777705,
0.009288781,
-0.019835861,
0.021914173,
0.010214833,
0.059493445,
-0.0032075988,
0.10004173,
0.011918482,
-0.008843429,
0.03294195,
-0.015014743,
-0.022522114,
-0.013289886,
-0.0070973644,
0.004775169,
-0.022946259,
-0.04657115,
-0.029548788,
-0.0039268783,
0.0101441415,
0.0044605946,
-0.016400285,
0.026070796,
0.0014889267,
-0.022366595,
-0.01806859,
0.065431476,
0.026608048,
0.018407905,
0.008129451,
0.0018397302,
-0.03854067,
-0.025109401,
-0.05955,
0.055167165,
-0.0017045338,
-0.0046479255,
-0.021843482,
-0.035373718,
0.009924999,
-0.0090130875,
-0.008574803,
-0.035995796,
0.019595511,
0.030453632,
0.033224713,
0.020655876,
-0.028742911,
-0.014074555,
0.0710302,
0.04450698,
0.019963104,
0.06463974,
0.087487034,
0.009571545,
0.015806481,
0.015170263,
0.014562322,
-0.0020288283,
0.0076840986,
0.01976517,
0.0015074831,
-0.031924002,
-0.015863033,
0.0047787037,
0.05757065,
-0.0067474446,
-0.006418732,
-0.059945866,
0.019341026,
-0.06989914,
0.0022073227,
-0.034044728,
0.05465819,
0.018662393,
-0.017036501,
0.0075073717,
-0.0073589208,
0.23571168,
0.07391439,
0.041820724,
0.003930413,
0.03789031,
0.03885171,
0.04900292,
-0.019058261,
0.008186004,
-0.018549288,
0.045553204,
-0.042188317,
0.049370512,
-0.026297007,
0.012130555,
0.011289334,
-0.01007345,
0.02690495,
-0.030199144,
-0.04504423,
-0.0762896,
0.006224332,
0.0012521122,
0.023115918,
0.0059663104,
-0.017192023,
0.035401992,
-0.02047208,
-0.0028930244,
-0.014590598,
-0.020429665,
0.015650962,
0.033366095,
0.0029213007,
-0.033705413,
0.05714651,
-0.015976138,
-0.08228418,
-0.03053846,
0.005386645,
0.0032977297,
-0.039728276,
-0.0011151487,
0.018393768,
-0.036759257,
0.050812606,
-0.008263764,
-0.062207974,
0.03107571,
-0.043375924,
0.03000121,
-0.06503561,
0.015141986,
-0.0097765485,
0.001315734,
0.0030838896,
-0.029011538,
-0.02682012,
0.035090953,
0.019242058,
0.004358093,
0.027767377,
-0.035458546,
-0.0025201298,
-0.0030768206,
0.0014359085,
-0.00906964,
0.04846567,
0.024784222,
0.032998502,
0.010377421,
0.038399287,
0.011805377,
-0.0023699119,
0.043602135,
0.016456837,
0.0032765223,
0.04354558,
0.00049130165,
-0.025844585,
-0.0044217147,
-0.04037863,
-0.020966915,
-0.031528134,
0.02154658,
0.042499356,
-0.019411717,
0.008348593,
-0.030255698,
0.045326993,
0.01642856,
0.0038031694,
-0.0074084043,
-0.023964208,
0.027230127
] |
MAE (masked auto encoding) is a method for self-supervised pre-training of Vision Transformers (ViTs). The pre-training objective is relatively simple:
by masking a large portion (75%) of the image patches, the model must reconstruct raw pixel values. One can use [ViTMAEForPreTraining] for this purpose.
After pre-training, one "throws away" the decoder used to reconstruct pixels, and one uses the encoder for fine-tuning/linear probing. This means that after
fine-tuning, one can directly plug in the weights into a [ViTForImageClassification].
One can use [ViTImageProcessor] to prepare images for the model. See the code examples for more info.
Note that the encoder of MAE is only used to encode the visual patches. The encoded patches are then concatenated with mask tokens, which the decoder (which also
consists of Transformer blocks) takes as input. Each mask token is a shared, learned vector that indicates the presence of a missing patch to be predicted. Fixed
sin/cos position embeddings are added both to the input of the encoder and the decoder.
For a visual understanding of how MAEs work you can check out this post. |
[
0.043550722,
-0.01888947,
-0.050167866,
-0.020784248,
0.032561015,
0.005724413,
0.005782714,
-0.011944383,
-0.024675827,
0.044396084,
0.028858913,
-0.034572393,
0.0010621683,
-0.05398657,
0.0019239275,
-0.012221312,
-0.0033468322,
-0.049963813,
-0.0069341552,
-0.002725564,
0.004460014,
0.015245668,
-0.071418524,
-0.009911141,
-0.040723134,
0.048477143,
0.042792812,
0.012746019,
0.10301757,
0.04346327,
0.0001964237,
-0.021250654,
0.011988109,
-0.033989385,
-0.017621426,
-0.03623397,
0.008752412,
0.01724247,
-0.021134052,
-0.031249247,
0.013919324,
-0.011259348,
0.026439428,
-0.047864985,
-0.07479997,
0.0030535061,
0.014451319,
-0.049264204,
0.009022054,
-0.059874956,
-0.056493506,
0.01612018,
0.0140505005,
0.03285252,
-0.0029988491,
-0.03544691,
-0.012571117,
0.0018282777,
-0.066987656,
-0.020390717,
0.023713864,
-0.0024231283,
0.0032284088,
-0.06500543,
0.013285303,
0.02369929,
0.02762002,
-0.013146838,
-0.022591572,
-0.039819468,
-0.05314121,
-0.00026053184,
-0.0629649,
-0.05690161,
-0.04273451,
-0.00079070503,
0.0149031505,
0.03089944,
-0.027896948,
0.06523863,
0.014290992,
0.025360862,
-0.02208144,
0.031249247,
-0.024923606,
-0.051508784,
0.04346327,
-0.026672632,
-0.036029916,
-0.04570785,
-0.0047005047,
0.023524387,
0.013394617,
0.014210828,
0.012381639,
0.013853735,
-0.026104199,
0.056989066,
0.032473564,
-0.017344497,
0.017810905,
0.06162398,
-0.021338105,
0.055560693,
-0.047894135,
-0.0030170681,
0.028086426,
0.0016734161,
-0.031599052,
-0.008366169,
0.026993286,
0.0040628393,
-0.0019221056,
0.008664961,
-0.026235376,
-0.005524004,
-0.028873488,
0.015901553,
-0.036671225,
-0.016746914,
-0.0010530588,
-0.049934663,
0.016018154,
-0.0280427,
0.00021657848,
-0.0703691,
0.012950073,
0.02764917,
-0.028319629,
-0.02129438,
0.012053697,
0.021308955,
0.010224509,
0.043230068,
0.025710667,
-0.036642075,
0.003665665,
0.019938884,
0.0073932745,
0.0022063223,
0.013124975,
-0.05171284,
-0.019078948,
0.069844395,
-0.0028075494,
0.03431004,
-0.037225083,
-0.032356963,
-0.011565428,
-0.010894968,
-0.024646677,
0.0020878986,
0.022897651,
0.0076301214,
-0.025331711,
-0.004234098,
-0.036000766,
0.037254233,
-0.02283935,
0.008723262,
0.008664961,
0.011762193,
-0.04194745,
0.04398798,
-0.021061176,
0.04063568,
-0.025870996,
-0.018729143,
-0.0011441539,
-0.03518455,
0.027109887,
-0.012716869,
-0.019078948,
0.009991305,
0.027969824,
0.05456958,
0.07380886,
-0.023903342,
0.017417373,
-0.018087834,
-0.0030079586,
-0.031715654,
-0.0054219775,
0.04104379,
-0.032765068,
0.024559226,
0.008344307,
0.018962346,
-0.005196062,
0.023932492,
-0.006041424,
0.042413857,
-0.047194526,
0.019122673,
-0.0386243,
0.010909543,
-0.0075791082,
0.006591638,
-0.022314643,
-0.04264706,
-0.0042596045,
0.04675727,
0.005043022,
-0.00056296744,
-0.04666982,
0.0068248413,
0.008147541,
0.039644565,
-0.037574887,
0.0013819119,
0.012884484,
0.0019221056,
-0.015464296,
0.011055295,
0.043026015,
0.0018291887,
-0.0031063412,
0.029937478,
0.0068175537,
0.0067811157,
0.029004665,
0.017971233,
0.021775361,
0.0024741415,
0.008796138,
-0.014910438,
0.026934985,
0.046349164,
0.043813076,
0.026774658,
0.052529052,
0.03556351,
-0.024588376,
0.028946364,
0.025331711,
0.013117688,
0.055618994,
0.047252826,
0.037953842,
-0.008045515,
-0.0138683105,
0.0058446587,
0.048564594,
0.0015185545,
0.016309658,
-0.01000588,
-0.028669436,
0.017388223,
-0.038041294,
0.03212376,
-0.049584858,
0.028028125,
0.029908327,
-0.009109505,
-0.07316755,
-0.0262208,
-0.008198555,
0.042268105,
-0.01383916,
-0.0039863195,
0.0037348971,
0.004911845,
0.030549636,
-0.012855333,
0.02868401,
0.06797877,
0.008978329,
0.018116985,
-0.015274818,
-0.038245346,
-0.042909414,
-0.048797797,
-0.0770737,
-0.009933004,
-0.031978007,
-0.026570605,
-0.018962346,
-0.016892666,
0.018044109,
-0.0042085913,
-0.0018656267,
0.04416288,
-0.019414177,
0.015405995,
0.02764917,
0.0023283896,
-0.040839735,
0.06343131,
-0.013729846,
0.03853685,
-0.0028002618,
0.008956466,
-0.0007383254,
-0.017927507,
0.010209934,
-0.012352489,
-0.0037713351,
0.006577063,
-0.032531865,
0.03713763,
-0.007068976,
-0.004478233,
0.032619316,
0.028844338,
-0.035417758,
0.027386816,
0.010523301,
-0.037633188,
0.068328574,
0.0061252313,
-0.043026015,
0.02938362,
-0.014925013,
0.063256405,
0.001509445,
0.0524416,
0.028086426,
0.0055895923,
-0.03215291,
-0.03285252,
-0.036875278,
0.010894968,
-0.0059066033,
-0.031074343,
0.0025142233,
0.01961823,
-0.03620482,
-0.03842025,
0.0114706885,
-0.03209461,
-0.052091796,
0.009852841,
-0.020551044,
0.060632866,
0.009109505,
0.017665153,
-0.043725625,
0.034688994,
-0.0015048903,
-0.010056893,
0.018641692,
-0.020740522,
0.03547606,
0.040227573,
0.007163715,
0.01168203,
-0.016207632,
-0.02448635,
-0.00019756239,
-0.009503036,
-0.017679729,
0.042996865,
0.012009972,
0.0027037011,
0.01542057,
0.0073896307,
-0.041014638,
-0.0060487115,
0.030753689,
0.0063547906,
0.027226489,
0.027590869,
0.013693408,
-0.033493828,
-0.022518696,
0.0020551044,
0.0051887743,
0.026512304,
0.02686211,
-0.038799204,
0.018772868,
-0.0005839193,
-0.0033049285,
0.002284664,
0.017912932,
-0.050984077,
0.010027743,
0.0279844,
0.05605625,
-0.01718417,
0.01712587,
0.04669897,
-0.01712587,
0.019108098,
0.033085722,
0.006704596,
-0.03209461,
-0.026060473,
-0.008941891,
-0.014604359,
-0.0044490825,
0.014290992,
-0.034018535,
-0.00909493,
0.0025743463,
-0.03439749,
0.004161222,
0.03084114,
0.036583774,
0.0065879943,
0.0909493,
-0.03224036,
0.021061176,
0.04494994,
0.0383911,
-0.03439749,
-0.031220097,
0.003847855,
-0.031132644,
0.0032684905,
-0.003219299,
0.006613501,
-0.010567026,
-0.003811417,
-0.02336406,
-0.00045798038,
-0.0038004855,
0.0057754265,
0.018670842,
0.0629649,
0.029237868,
-0.0033759826,
-0.0011714824,
0.008380745,
0.03154075,
-0.02941277,
-0.00004987454,
-0.024617527,
0.013773572,
0.025287986,
-0.01645541,
-0.039090708,
-0.0315116,
-0.034047686,
-0.05392827,
0.04110209,
0.04422118,
-0.03565096,
-0.0077175726,
-0.05040107,
-0.019793132,
0.015464296,
0.012461803,
-0.028363355,
0.033318926,
-0.026045898,
0.00024960045,
0.031132644,
0.008664961,
0.0016834366,
-0.022343794,
-0.048098188,
0.026803808,
-0.045445498,
-0.016863516,
-0.006241833,
-0.0011578181,
-0.035884164,
0.017038418,
0.020244963,
-0.027139038,
0.0024522787,
0.037982993,
-0.0027838647,
-0.040431626,
0.022533271,
0.017927507,
0.03081199,
-0.006274627,
-0.027372241,
0.006500543,
-0.012133861,
-0.0015167326,
-0.012184874,
0.047340278,
0.0010357507,
0.0262208,
-0.023262033,
0.011696605,
0.0016633957,
-0.040315025,
0.026366552,
0.0072256597,
-0.0025051138,
0.008526497,
-0.034047686,
-0.008635811,
0.023932492,
-0.019705681,
0.021236079,
0.013970337,
-0.004842613,
0.042501308,
-0.017708879,
-0.00046822857,
-0.02056562,
-0.025462888,
-0.006923224,
0.041714247,
0.04340497,
0.042880263,
-0.0315699,
-0.02031784,
-0.013154126,
-0.043842226,
-0.021002876,
-0.023130856,
0.005633318,
-0.002778399,
-0.010909543,
-0.017752605,
-0.007885188,
-0.009022054,
-0.016732339,
0.0057353443,
-0.012563829,
0.043696474,
-0.024355173,
-0.047136225,
0.05599795,
-0.021338105,
-0.07829802,
-0.020755097,
0.037254233,
-0.028290479,
0.018904045,
0.057455473,
-0.013059387,
-0.055618994,
-0.0315116,
0.046290863,
-0.028159302,
0.019807708,
-0.04063568,
0.015712075,
-0.022329219,
0.02199399,
0.033289775,
-0.0227519,
-0.024267722,
-0.019341301,
0.0061434503,
-0.047077924,
-0.0035053375,
-0.016703188,
-0.007870613,
-0.010188071,
0.027896948,
-0.011631017,
-0.019457903,
0.00552036,
0.005877453,
0.01122291,
0.051829442,
-0.034193438,
-0.035388608,
0.026410278,
-0.0150853405,
0.013780859,
-0.0011687495,
-0.044308633,
0.0594377,
-0.03148245,
0.014582496,
-0.02090085,
-0.03559266,
-0.019603655,
-0.031161794,
0.03769149,
-0.016615737,
0.013569519,
-0.023028828,
0.006956018,
-0.015639199,
-0.013314453,
-0.024763279,
-0.019064372,
-0.019020647,
-0.05465703,
0.05165454,
-0.034105986,
0.004438151,
-0.017082144,
0.0069086486,
0.028902639,
-0.0419766,
0.030258132,
0.08010534,
-0.010916831,
0.012053697,
-0.008985616,
0.04011097,
-0.007768586,
0.021440132,
0.017883781,
-0.013299878,
-0.0045073833,
-0.013802722,
-0.053665917,
-0.052325,
0.004423576,
-0.0072876043,
0.043055166,
-0.016338808,
0.02333491,
-0.0020842548,
-0.047077924,
-0.057717826,
0.039032407,
0.0033067504,
0.023684714,
0.04471674,
-0.023480661,
0.02770747,
0.049468257,
-0.009677938,
-0.05110068,
-0.0043907813,
0.06634635,
-0.03635057,
-0.041568495,
0.059000444,
0.00276018,
-0.005159624,
-0.04739858,
0.014210828,
-0.011164609,
-0.03635057,
0.0008234993,
-0.021921113,
0.023976218,
-0.023538962,
0.02971885,
0.020842548,
0.0017799973,
-0.023101706,
0.026104199,
0.014597071,
-0.021964839,
0.013095825,
0.059874956,
-0.03375618,
-0.020157512,
0.008613948,
0.008796138,
-0.0054766345,
-0.015435145,
0.066113144,
-0.053520165,
0.024967331,
0.019487053,
0.0041502905,
0.014954164,
-0.0050320905,
-0.0064276666,
0.0028986447,
-0.012126573,
-0.03993607,
-0.020827973,
0.026045898,
-0.008876302,
0.052820556,
-0.007218372,
0.006901361,
-0.0022791983,
0.024865305,
-0.03716678,
-0.05789273,
0.016440835,
-0.042238954,
0.012235887,
-0.012017259,
-0.022489546,
-0.037283383,
0.009779965,
0.008344307,
-0.069144785,
0.00044613803,
0.002853097,
-0.03769149,
-0.001012977,
-0.03361043,
-0.0048499005,
-0.022518696,
-0.0050976793,
0.02199399,
-0.050925776,
-0.006810266,
0.018481364,
-0.008504634,
0.042326406,
0.027080737,
0.02283935,
-0.020142937,
-0.01383916,
-0.04742773,
-0.002816659,
-0.028800612,
0.015274818,
0.0131104,
0.012330626,
0.015930703,
0.0048353253,
0.008803425,
-0.0017262512,
0.023232883,
-0.01816071,
-0.02579812,
0.027241064,
-0.046524066,
0.0054401965,
-0.010472287,
0.052733105,
-0.06850348,
-0.021206928,
0.0052215685,
-0.022985103,
-0.008511921,
0.023655564,
0.035301156,
0.07549958,
0.02585642,
0.04346327,
-0.016193056,
0.010967844,
0.038070444,
0.006518762,
0.014633509,
-0.006668158,
-0.017956657,
-0.03696273,
-0.004478233,
0.03620482,
-0.028494533,
0.017096719,
0.029806301,
-0.0065078307,
-0.014728248,
0.037924692,
0.016324233,
0.04253046,
0.04011097,
0.019093523,
-0.043842226,
0.011099021,
-0.018962346,
-0.018816594,
-0.062440194,
-0.054103173,
0.05389912,
-0.06092437,
0.024836155,
-0.020084636,
-0.01578495,
0.010698203,
0.04559125,
0.054802783,
0.012920923,
0.0384494,
-0.0035035156,
0.012017259,
-0.03288167,
-0.054890234,
-0.0349805,
0.025943872,
-0.045795303,
-0.0560854,
0.047223676,
0.043813076,
0.0043179053,
-0.010588889,
-0.059933256,
0.0041138525,
0.03206546,
0.030637087,
-0.059991557,
0.015712075,
-0.025433738,
0.030666238,
-0.04194745,
0.017898357,
-0.0042596045,
0.026730932,
0.029908327,
0.011215623,
-0.0011833247,
0.031773955,
0.009437447,
0.010217221,
0.03431004,
-0.001268954,
0.014225403,
-0.0029004666,
0.010217221,
0.004751518,
0.07275944,
0.014210828,
0.017942082,
-0.027124463,
0.0147573985,
0.028246753,
-0.037225083,
0.0072693853,
0.036146518,
0.014422169,
0.0112520605,
-0.0026636194,
-0.031103494,
-0.0072511663,
-0.029908327,
0.003530844,
0.015245668,
-0.013620532,
0.0027929742,
0.020084636,
-0.01760685,
0.04480419,
0.0051669115,
-0.062206987,
-0.028275903,
0.036146518,
0.021032026,
-0.0072839605,
-0.0004126606,
-0.016134756,
0.03996522,
0.012286901,
0.030403884,
0.011310361,
-0.0113249365,
0.019428752,
-0.053607617,
0.029631399,
0.015070765,
0.00058255286,
0.04474589,
-0.042093202,
-0.052820556,
0.06343131,
-0.016105605,
-0.0018109697,
-0.0012489131,
-0.036700375,
-0.047165375,
-0.046932172,
0.02235837,
-0.01067634,
-0.00026280922,
0.00824228,
-0.039586265,
-0.014779261,
0.032386113,
-0.013037524,
0.017752605,
0.056493506,
0.038886655,
-0.008715974,
0.082670584,
0.05867979,
0.01776718,
0.02932532,
-0.008548359,
-0.022489546,
-0.0035217346,
-0.021134052,
-0.02412197,
0.031599052,
-0.018204436,
-0.03774979,
0.053403564,
0.012272325,
-0.013824585,
-0.048418842,
0.019720256,
-0.0036674868,
-0.02205229,
0.0049810773,
0.08599373,
0.0013955762,
0.02342236,
-0.013146838,
0.02728479,
-0.04547465,
-0.008227705,
-0.018510515,
0.01326344,
-0.069844395,
-0.04961401,
-0.0139047485,
-0.043638173,
-0.02342236,
-0.0001854923,
-0.00090184103,
-0.022183467,
0.019151824,
0.04104379,
0.032502715,
0.0074843694,
-0.02138183,
-0.038857505,
0.052091796,
0.045328896,
0.004766093,
0.0770737,
0.06453902,
0.042064052,
-0.022125166,
0.027109887,
0.021221504,
0.016542861,
-0.013234289,
-0.044541836,
0.006759253,
-0.03428089,
-0.050984077,
0.0076301214,
0.018685417,
0.030374734,
-0.04186,
-0.040956337,
-0.014771974,
-0.03518455,
0.0057972893,
-0.031395,
0.029485647,
-0.030666238,
-0.02174621,
0.0015604582,
-0.042064052,
0.25279242,
0.044600137,
0.03553436,
0.024005368,
0.026832959,
0.04273451,
0.04911845,
-0.013664258,
0.007622834,
-0.013744421,
0.018073259,
-0.021410981,
0.034893047,
0.0017918397,
-0.0126148425,
0.00007600743,
-0.021221504,
-0.020798823,
-0.025375437,
-0.015318544,
-0.020070061,
-0.021032026,
-0.0028275903,
0.03425174,
0.03302742,
-0.046961322,
-0.013482068,
-0.039003257,
0.008096528,
-0.051392183,
0.013219714,
-0.03556351,
0.011113596,
-0.00016488205,
0.00552036,
0.043871377,
-0.0059393975,
-0.027867798,
-0.0056806873,
0.02093,
-0.02283935,
-0.04830224,
0.014123376,
-0.022402095,
-0.0113978125,
0.028829763,
-0.016965542,
0.008227705,
0.062265288,
-0.08465281,
0.048739497,
-0.049176753,
0.02132353,
-0.038187046,
-0.045416348,
-0.012272325,
-0.07654899,
-0.04669897,
-0.012695006,
0.024748703,
-0.011091733,
0.021935688,
-0.024326023,
0.025258835,
-0.0137954345,
0.025331711,
-0.03990692,
0.02415112,
-0.018452214,
0.0192247,
0.013256152,
0.0053673205,
-0.009626925,
-0.006150738,
0.010982419,
0.012447228,
-0.00080300285,
0.06885328,
-0.025171384,
-0.031744804,
-0.009532186,
-0.021979414,
-0.017359072,
-0.042238954,
0.016134756,
0.044454385,
-0.06885328,
0.021906538,
0.010778367,
0.01749025,
-0.005214281,
0.029631399,
0.03623397,
-0.018699992,
-0.0004750607
] |
I-BERT
Overview
The I-BERT model was proposed in I-BERT: Integer-only BERT Quantization by
Sehoon Kim, Amir Gholami, Zhewei Yao, Michael W. Mahoney and Kurt Keutzer. It's a quantized version of RoBERTa running
inference up to four times faster.
The abstract from the paper is the following:
Transformer based models, like BERT and RoBERTa, have achieved state-of-the-art results in many Natural Language
Processing tasks. However, their memory footprint, inference latency, and power consumption are prohibitive for
efficient inference at the edge, and even at the data center. While quantization can be a viable solution for this,
previous work on quantizing Transformer based models use floating-point arithmetic during inference, which cannot
efficiently utilize integer-only logical units such as the recent Turing Tensor Cores, or traditional integer-only ARM
processors. In this work, we propose I-BERT, a novel quantization scheme for Transformer based models that quantizes
the entire inference with integer-only arithmetic. Based on lightweight integer-only approximation methods for
nonlinear operations, e.g., GELU, Softmax, and Layer Normalization, I-BERT performs an end-to-end integer-only BERT
inference without any floating point calculation. We evaluate our approach on GLUE downstream tasks using
RoBERTa-Base/Large. We show that for both cases, I-BERT achieves similar (and slightly higher) accuracy as compared to
the full-precision baseline. Furthermore, our preliminary implementation of I-BERT shows a speedup of 2.4 - 4.0x for
INT8 inference on a T4 GPU system as compared to FP32 inference. The framework has been developed in PyTorch and has
been open-sourced.
This model was contributed by kssteven. The original code can be found here.
Resources |
[
-0.01933832,
-0.037433363,
0.003331164,
0.000628394,
-0.020554565,
0.038379334,
0.021946492,
0.019743735,
0.0042196997,
0.07021797,
0.040946964,
0.03867664,
0.019149125,
-0.009824568,
-0.03475762,
0.03478465,
-0.022649212,
-0.03889286,
-0.024784401,
-0.020311316,
-0.010527289,
0.006027177,
-0.09859705,
-0.026635798,
-0.0116624525,
0.0425416,
0.0163923,
-0.00010499628,
0.029757498,
0.064704314,
0.0023294499,
-0.036325227,
0.024284389,
-0.0037298226,
-0.07092068,
0.0015431127,
0.047001168,
-0.006716383,
-0.0047737677,
-0.05578517,
0.0068244943,
0.008365073,
0.0020490375,
-0.027081756,
-0.05475812,
-0.04194699,
-0.02379789,
-0.016094996,
0.00942591,
-0.030271024,
0.0073380205,
0.0015659174,
0.03456843,
-0.005442703,
-0.011973271,
-0.026946617,
-0.018905876,
-0.023770861,
-0.04889311,
-0.013838182,
0.040163163,
0.025014136,
-0.010500262,
-0.06524487,
-0.014270625,
0.009851596,
0.007365048,
-0.0035372502,
-0.0009848218,
-0.052001294,
0.01821667,
0.017257186,
0.03464951,
-0.022135686,
-0.019419402,
0.011297578,
0.045055177,
0.017824767,
-0.01850046,
0.056109503,
-0.0066825985,
0.044028122,
0.009696187,
-0.0142841395,
-0.039460443,
-0.04492004,
0.022541102,
-0.05156885,
-0.0055947336,
-0.06719086,
-0.012507068,
0.034027874,
-0.015135512,
-0.0015532481,
0.033406235,
0.018838307,
0.0060339337,
0.02173027,
0.013648989,
0.03137916,
0.019081555,
0.04581195,
-0.0089394115,
0.014540902,
-0.049568802,
0.024878997,
0.03208188,
0.019743735,
-0.008148852,
-0.08200204,
-0.008979953,
-0.01158137,
-0.023284363,
-0.029811552,
-0.031973768,
0.0030575085,
-0.0029392624,
0.03713606,
0.0036487395,
0.0020946467,
0.0029392624,
0.007547485,
0.004435921,
-0.064542145,
-0.01533822,
-0.006851522,
-0.014486847,
0.042460516,
-0.057514943,
-0.018986959,
-0.0029274377,
0.008675892,
0.04697414,
0.0548392,
0.0042805118,
0.015554441,
0.019419402,
0.02959533,
0.04619034,
-0.03381165,
0.03078455,
0.001973022,
0.0047467398,
0.07994793,
-0.002520333,
0.012175979,
-0.016554466,
0.011000274,
-0.024824942,
0.02520333,
-0.01821667,
-0.003272041,
0.008452913,
0.00023142468,
0.024716832,
-0.005777171,
-0.009500236,
0.022703268,
0.002694324,
0.027014187,
-0.020878898,
0.020689704,
-0.036352254,
0.003645361,
-0.008892113,
-0.009729972,
-0.0026774316,
-0.0077907345,
0.018797765,
-0.022122173,
0.014270625,
-0.004800795,
0.033892736,
0.007655596,
0.016473383,
0.020838356,
0.03264946,
0.013203031,
0.029865608,
0.024865484,
-0.017324755,
0.01674366,
0.056812223,
0.010007006,
0.019284263,
0.016784202,
-0.038622584,
0.024933053,
-0.013648989,
-0.007385319,
0.030973744,
0.04378487,
0.008540753,
0.022176228,
-0.020703217,
-0.0055035152,
-0.060433935,
-0.011209738,
-0.04792011,
-0.043190263,
-0.030135885,
0.0256628,
-0.031541325,
0.0005038132,
-0.05578517,
-0.014230084,
0.007304236,
0.018730195,
-0.025987133,
0.023919513,
0.050595853,
-0.035622507,
-0.055731118,
-0.02601416,
0.009486723,
-0.032271072,
-0.012675991,
0.01808153,
-0.021487022,
0.046352506,
-0.0026622284,
0.0345414,
0.023338418,
0.0043142964,
0.0021402559,
-0.006429214,
0.023757348,
0.07713705,
-0.025324954,
0.041568603,
0.006831251,
0.005189318,
-0.004172401,
0.035649534,
0.021514049,
0.0148382075,
0.037217144,
0.03183863,
0.038352307,
0.020797815,
0.014176029,
0.02674391,
0.04510923,
0.02491954,
0.0061183954,
-0.011554342,
0.026635798,
0.031892687,
0.013676016,
-0.024338443,
-0.067515194,
0.059298772,
0.0056791953,
0.0047602537,
-0.037190113,
0.010074575,
0.034703568,
0.06005555,
-0.039919913,
0.0025963483,
0.040730745,
0.02337896,
0.020230234,
0.0083853435,
0.00632786,
0.055568952,
0.033514347,
-0.00022825737,
0.00089613715,
-0.04632548,
-0.024987109,
-0.053406734,
-0.06037988,
0.0034561672,
-0.035244122,
0.018622085,
0.02467629,
-0.06562325,
0.031298075,
-0.036406312,
0.018473433,
-0.0014426034,
-0.014081432,
0.060812324,
-0.01474361,
0.009838083,
-0.05194724,
0.0070745004,
-0.03464951,
-0.0024814806,
0.0024781022,
0.025933078,
0.014311167,
-0.038730692,
0.008716433,
-0.026987158,
-0.033676513,
-0.0070474725,
-0.039082054,
-0.024906024,
-0.06286643,
0.004462949,
0.019716706,
0.025716856,
-0.04124427,
0.034730595,
0.034622483,
-0.039892886,
0.03935233,
0.059514996,
-0.0116624525,
0.06854225,
0.049866106,
-0.0056825737,
-0.04040641,
0.03289271,
0.022797864,
-0.0014780774,
-0.051055323,
-0.024743859,
-0.068758465,
0.0031605517,
-0.0305413,
-0.0021639052,
-0.008067768,
0.0385415,
-0.0041149673,
-0.0796236,
0.03864961,
-0.0072231526,
-0.054731093,
-0.05075802,
-0.0035304932,
0.012885456,
0.0082839895,
0.03432518,
-0.08129932,
-0.037217144,
0.0038919887,
0.037649587,
-0.004435921,
0.0030271024,
0.0061319093,
0.01575715,
-0.011871917,
-0.0101759285,
0.023635723,
-0.03751445,
-0.017919365,
-0.013878724,
0.022446504,
-0.011675966,
0.0025034407,
-0.005047423,
-0.0006068563,
0.038379334,
-0.029352082,
0.024689803,
0.04675792,
0.030865634,
-0.00252709,
0.020716732,
-0.018419378,
-0.005236617,
0.006902199,
-0.054595955,
0.0059190663,
0.037163086,
0.014946318,
-0.018473433,
0.016581494,
-0.019919414,
-0.03619009,
0.013439524,
-0.031216994,
-0.0044392995,
0.03840636,
0.032135934,
0.059460938,
0.0028463546,
-0.022243796,
0.016784202,
-0.025419552,
0.032973792,
0.05497434,
0.009155633,
-0.01779774,
-0.023703292,
-0.018716682,
-0.026027674,
-0.021108633,
0.0057298723,
0.02144648,
-0.028243946,
-0.012939511,
-0.025770912,
0.036514424,
0.015365248,
0.011297578,
0.060163658,
0.009838083,
-0.021203231,
0.013831425,
0.007365048,
-0.008892113,
0.029352082,
-0.03289271,
0.04981205,
-0.021365397,
0.019378861,
-0.024487095,
-0.017770713,
-0.016662577,
0.022230282,
-0.01193273,
0.0082569625,
-0.058379833,
-0.017257186,
-0.015230109,
0.055731118,
-0.038487446,
-0.019230207,
-0.017635575,
0.03456843,
0.04324432,
-0.012784102,
-0.040244244,
-0.036109008,
0.0012432742,
0.011770563,
-0.037973918,
-0.036271174,
-0.022635698,
-0.026473632,
-0.06578542,
0.020473482,
0.056812223,
0.0042534843,
0.03732525,
-0.052055348,
-0.012027326,
0.033406235,
-0.017649088,
-0.012311117,
0.005239995,
-0.014243598,
-0.018838307,
0.00073439325,
-0.039217193,
-0.023676265,
0.04816336,
-0.037298225,
-0.029379109,
-0.040676687,
-0.027325004,
-0.019959956,
0.060163658,
0.021392424,
0.0062569124,
-0.019541027,
0.0009628618,
-0.015581469,
0.0014434481,
-0.00016733947,
-0.02994669,
0.0518121,
-0.018541003,
-0.0032382563,
0.035568453,
0.0066217864,
0.0094934795,
0.0067839525,
0.015067942,
-0.013378711,
-0.005736629,
0.01955454,
-0.00045567012,
0.0050203954,
-0.02348707,
0.002645336,
-0.04640656,
0.025595231,
-0.0385415,
-0.039190166,
0.009865111,
-0.06994769,
-0.057893332,
0.024649262,
-0.025149275,
-0.011324606,
0.007506944,
0.0031014285,
-0.0007141225,
-0.014689554,
-0.06589353,
-0.04324432,
-0.040703714,
0.014513874,
0.013020595,
0.027081756,
0.04992016,
-0.013270601,
-0.050893158,
0.025676314,
0.0083583165,
0.020865384,
-0.039163135,
0.012047597,
0.014189542,
0.021581618,
-0.000006770122,
0.009804298,
-0.015649037,
-0.009642132,
0.009648888,
-0.019405888,
0.037730668,
-0.035244122,
-0.032514323,
0.049974218,
0.009236717,
-0.058379833,
-0.022878949,
0.066920586,
0.009689431,
0.016230134,
0.028946666,
0.010067818,
-0.063136704,
-0.011696237,
0.00514202,
-0.04992016,
0.007919116,
-0.055514894,
-0.0465417,
0.011621911,
0.031216994,
0.01821667,
-0.055406783,
-0.0042771334,
-0.03018994,
0.041190214,
-0.035325203,
-0.0063379956,
-0.01439225,
0.0327846,
-0.036325227,
0.045920063,
0.023811404,
0.007993442,
0.01979779,
-0.017459894,
0.026419576,
-0.0032247424,
-0.035406288,
-0.003638604,
0.028162863,
0.008351559,
-0.03337921,
0.005476488,
-0.020716732,
0.04500112,
-0.042919986,
0.009513751,
-0.0100475475,
-0.013878724,
-0.030027775,
-0.013459794,
0.016013913,
-0.022797864,
0.020068066,
0.008338045,
0.03386571,
-0.014581444,
0.009290772,
-0.05724467,
-0.018459918,
-0.012871942,
-0.046001144,
0.024203304,
-0.016662577,
0.00863535,
-0.0028142591,
0.014594958,
0.055893283,
0.0020051175,
0.033649486,
0.08454265,
-0.03170349,
0.0030744008,
-0.032946765,
0.062325876,
0.016365273,
-0.027527712,
0.011851646,
0.019649137,
-0.009912409,
0.025987133,
0.0062433984,
-0.029757498,
0.0022112036,
-0.011885431,
0.043622706,
0.01650041,
0.015649037,
0.018122073,
-0.07135313,
-0.011094871,
0.027703391,
-0.025297927,
0.010594858,
0.022662725,
-0.0075001866,
0.015594983,
0.040811826,
0.0061994786,
-0.033054877,
-0.008216421,
0.022203255,
0.037298225,
-0.030595357,
0.03064941,
0.025014136,
-0.017838283,
-0.050947215,
-0.00005505838,
-0.007013688,
-0.031730518,
0.010581344,
-0.011452988,
0.02773042,
-0.058433887,
0.0036994163,
-0.030406162,
-0.04721739,
0.007216396,
0.0026639176,
-0.016932854,
-0.02418979,
-0.028595306,
0.06275832,
-0.015176053,
0.022838406,
-0.046460617,
-0.012540853,
-0.034703568,
0.009574562,
0.027865559,
0.0025017515,
0.05848794,
0.06405565,
0.0026233762,
0.0340549,
0.014081432,
0.038271222,
0.0163923,
-0.00845967,
-0.016338244,
0.014257112,
0.024311416,
-0.031460244,
0.0126962615,
-0.035622507,
0.02095998,
0.057190612,
0.044730842,
0.0064258357,
-0.036595505,
0.0062062354,
-0.030162912,
-0.024054652,
0.02636552,
-0.010534046,
-0.00602042,
0.03770364,
-0.003096361,
-0.018257212,
-0.0011452988,
0.030622384,
-0.01955454,
-0.0054224324,
-0.011675966,
-0.0106286425,
-0.019162638,
-0.022716781,
-0.04792011,
0.00584474,
-0.024000598,
-0.0073245065,
-0.036352254,
-0.009608347,
-0.01786531,
0.05419054,
-0.014121973,
0.015473358,
0.0016199728,
0.027433116,
-0.006851522,
-0.011317849,
0.017297728,
0.04159563,
0.0133516835,
-0.0040541547,
0.0023125575,
-0.033298127,
0.033784624,
-0.012412471,
0.0016571358,
0.040163163,
-0.036865782,
-0.051676963,
-0.015135512,
0.00571298,
-0.038514473,
0.0020591728,
-0.04313621,
-0.005787306,
-0.021122146,
0.033541374,
-0.018905876,
0.061406933,
0.03359543,
0.020851871,
-0.018649112,
0.029406138,
0.031298075,
0.0019949821,
0.027757447,
-0.012743561,
-0.033298127,
-0.008466427,
0.02414925,
0.06589353,
-0.020054553,
0.014770638,
0.0030203455,
0.008642107,
-0.06632598,
0.0059123095,
0.008804273,
0.04102805,
0.022014061,
0.0066150296,
-0.026189841,
0.03432518,
-0.017338268,
0.004598087,
-0.04651467,
-0.030081829,
0.016824743,
-0.01891939,
-0.011412446,
-0.027014187,
-0.014486847,
-0.008797516,
0.030243997,
0.025135761,
0.017716657,
0.06448809,
0.005378512,
-0.016770687,
-0.03324407,
-0.033054877,
-0.0041048317,
-0.014676041,
-0.045757897,
-0.031081855,
0.051920213,
0.034622483,
0.032487296,
-0.008047498,
-0.01125028,
0.015216595,
0.0040642903,
-0.0010354987,
-0.028298002,
0.02678445,
-0.03878475,
0.038568527,
-0.059136607,
-0.016270675,
-0.03194674,
0.05465001,
0.009986735,
0.007560999,
0.0017669358,
0.0030473731,
0.012067867,
-0.063785374,
0.006763682,
0.04756875,
-0.00907455,
-0.014419278,
0.0094934795,
0.00027238854,
0.1005971,
0.07043418,
0.025216844,
-0.033892736,
0.0031453485,
0.0063244817,
-0.019662652,
-0.040352356,
0.028270973,
0.0015118619,
0.0019747112,
0.016797716,
-0.0021453237,
0.0074123465,
-0.0033142716,
-0.006780574,
0.017216645,
-0.000030696498,
-0.020541051,
-0.023216793,
-0.035892785,
0.056271672,
-0.06216371,
-0.036973894,
-0.035190064,
-0.0017120359,
0.03124402,
0.023770861,
-0.00025042854,
-0.011432717,
0.04216321,
0.032514323,
-0.0029173023,
0.015703093,
-0.0425416,
0.021716757,
-0.0027956776,
0.0041419948,
-0.0064258357,
-0.0148382075,
-0.041568603,
-0.04794714,
-0.03443329,
0.015216595,
-0.0042332136,
-0.029054778,
0.0139057515,
-0.0144598195,
-0.008155609,
-0.03910908,
-0.014189542,
-0.025473608,
0.025284413,
0.053163484,
-0.06135288,
-0.026514173,
0.05794739,
-0.004300783,
-0.0044156504,
0.0067400327,
0.05724467,
0.02098701,
0.06005555,
-0.013723315,
-0.03267649,
0.0012035773,
0.036217116,
-0.011189467,
-0.017040964,
0.02344653,
-0.01962211,
-0.011675966,
-0.009486723,
-0.01962211,
0.02432493,
0.0118381325,
-0.021041064,
-0.018230183,
0.004273755,
0.028595306,
-0.029108832,
0.030946717,
0.048001196,
-0.0067771957,
0.01158137,
-0.0148652345,
0.011277308,
-0.057569,
0.003214607,
-0.06665031,
0.018554516,
-0.011507043,
-0.032271072,
-0.054947313,
-0.016527439,
-0.012446255,
0.014500361,
-0.024176277,
-0.03689281,
0.03513601,
0.03970369,
-0.008689405,
0.022419477,
-0.013540878,
0.013757099,
0.0054900013,
0.06838008,
0.0032314993,
0.040568575,
0.0635151,
0.026162812,
0.0023581667,
0.03478465,
0.020824842,
0.018189643,
0.035622507,
-0.006523811,
-0.021473506,
-0.024973594,
-0.03475762,
-0.024824942,
0.056812223,
0.004185915,
-0.0150409145,
-0.0066454355,
0.007283965,
-0.083569646,
0.023946542,
-0.03770364,
0.0455687,
-0.03018994,
-0.0059460937,
0.042136185,
-0.06292049,
0.21157283,
0.063623205,
0.05348782,
0.0137300715,
0.016973395,
0.02818989,
0.018230183,
-0.010682698,
0.016081482,
-0.063623205,
-0.008101553,
-0.012588151,
0.005638654,
0.023460044,
0.0043953797,
0.03170349,
-0.06281237,
-0.05816361,
0.021284314,
-0.06367726,
-0.06437998,
-0.0045575458,
-0.0016774066,
0.044028122,
-0.005638654,
0.014108459,
0.029081805,
-0.033433266,
0.038568527,
-0.012547609,
0.017486922,
-0.035649534,
0.025933078,
-0.0006207925,
-0.04500112,
0.023122197,
-0.045784924,
-0.036352254,
-0.0022737053,
0.0031521055,
0.023419501,
-0.0024781022,
0.02102755,
-0.05924472,
-0.019892387,
0.025189817,
-0.035541426,
0.026797963,
0.06308265,
-0.048839055,
0.02573037,
-0.0046791704,
0.020811329,
-0.034135986,
-0.08070471,
0.020351857,
-0.023405988,
-0.06567731,
0.0061217737,
0.014351709,
-0.017108534,
0.034244094,
0.012020569,
-0.014013862,
-0.048028223,
0.0402983,
0.020351857,
0.09351584,
-0.01509497,
-0.02773042,
0.0076893806,
-0.018905876,
-0.024014112,
0.0048785,
0.034108955,
-0.03451437,
-0.008689405,
0.017932879,
0.00065753324,
-0.05156885,
-0.0010312756,
0.02456818,
-0.0010101603,
-0.03289271,
0.017013937,
0.06648814,
-0.02383843,
-0.0018666005,
0.014486847,
0.03067644,
0.005615005,
0.02239245,
-0.009209689,
-0.02994669,
0.009628618
] | IBertConfig
[[autodoc]] IBertConfig
IBertModel
[[autodoc]] IBertModel
- forward
IBertForMaskedLM
[[autodoc]] IBertForMaskedLM
- forward
IBertForSequenceClassification
[[autodoc]] IBertForSequenceClassification
- forward
IBertForMultipleChoice
[[autodoc]] IBertForMultipleChoice
- forward
IBertForTokenClassification
[[autodoc]] IBertForTokenClassification
- forward
IBertForQuestionAnswering
[[autodoc]] IBertForQuestionAnswering
- forward |
[
-0.000852682,
0.008055396,
-0.015788577,
-0.016257254,
0.0014984868,
-0.031079184,
-0.008677859,
-0.022891972,
-0.032016538,
0.08237009,
0.009424814,
-0.0145509755,
0.0044231447,
-0.0007529049,
0.0033979127,
0.0072461953,
-0.04024769,
-0.025498992,
-0.038841657,
-0.007520811,
0.025513638,
0.01439719,
-0.07651162,
-0.044465788,
-0.033715494,
0.022657633,
0.003203851,
-0.008670536,
0.09467287,
0.06795825,
0.0005464854,
-0.05832107,
0.04475871,
-0.019494059,
-0.036556855,
-0.0017795103,
-0.0031178046,
-0.0104573695,
-0.024986375,
-0.032221586,
0.031840786,
-0.0023818342,
0.036468975,
-0.06866127,
-0.08887299,
-0.015788577,
0.00785035,
-0.088287145,
-0.01726784,
-0.05943418,
-0.039925475,
0.017707227,
0.001420679,
0.020270307,
-0.0306398,
-0.061748274,
0.027944902,
0.0063344706,
-0.019948091,
0.014777991,
0.058906917,
0.029658506,
-0.0020431415,
-0.08342461,
0.014843899,
0.037669964,
-0.015568884,
0.009058659,
-0.040687073,
-0.020021321,
-0.06502902,
-0.01389922,
-0.02032889,
-0.04795158,
-0.005089546,
0.019860214,
0.009087952,
0.00422176,
-0.014741375,
0.009139214,
0.000063962594,
0.028472165,
-0.013928513,
0.009446783,
-0.0045952373,
-0.0367619,
0.08084689,
0.004243729,
-0.033861957,
-0.022232894,
-0.037933595,
0.025132837,
0.0036816823,
0.018058734,
0.013511097,
0.050734352,
-0.011607094,
0.008758413,
-0.0023488803,
-0.01520273,
0.037787132,
0.073816724,
-0.053605,
0.039896183,
-0.045022342,
0.0060561933,
0.053927217,
-0.018703166,
-0.034447804,
-0.046692006,
-0.0071802875,
0.0002234686,
0.0040826215,
-0.00934426,
-0.021529878,
0.058906917,
-0.008209181,
0.032953896,
-0.027285824,
-0.017560763,
-0.020944031,
-0.0009483399,
0.009754352,
-0.011943956,
0.04560819,
-0.022101078,
0.030229706,
0.008187212,
-0.025894437,
-0.020021321,
0.033949833,
0.015451715,
0.019581936,
0.04300117,
-0.012888635,
-0.0108674625,
0.003844621,
0.047922287,
-0.008172566,
0.014873191,
-0.0028376963,
-0.019728398,
0.0023067726,
0.0869397,
-0.012463896,
0.0012330249,
-0.02305308,
-0.02205714,
-0.05011921,
0.0018820335,
-0.020021321,
0.019728398,
-0.0005597585,
0.009285675,
-0.028662564,
-0.009578599,
-0.012646972,
0.0367619,
-0.042327445,
0.008641243,
-0.0007286472,
-0.011665679,
-0.0520818,
0.041946646,
-0.01619867,
0.04511022,
-0.009073306,
0.00067418173,
-0.019596582,
-0.034477096,
0.0034949435,
-0.004108252,
0.00092865905,
-0.003579159,
0.04921115,
0.041419383,
0.078796424,
-0.0008027935,
0.025030313,
-0.007916258,
-0.011753555,
0.017282486,
-0.0069313026,
0.030786261,
-0.005419085,
0.0006252086,
0.0262313,
0.0092344135,
-0.014961068,
0.02305308,
-0.007594042,
0.07211777,
-0.023785388,
0.01830772,
-0.006114778,
0.01650624,
-0.010830847,
0.01696027,
0.0069386256,
-0.018219842,
-0.028852966,
0.033129647,
-0.011738909,
0.003943483,
-0.04795158,
0.008458166,
-0.0065871174,
0.04686776,
-0.036439683,
0.06461892,
0.0004592949,
0.02841358,
-0.025484346,
-0.011277555,
0.05123232,
-0.027871672,
-0.033598326,
0.02381468,
0.026187362,
-0.017399656,
0.031957954,
-0.0012147172,
0.024957083,
-0.0073230877,
0.013789374,
-0.024986375,
0.031137768,
0.059287716,
-0.006766533,
0.03488719,
0.060986675,
0.01899609,
0.003306374,
0.032836724,
0.0040167137,
0.025865145,
0.016916333,
0.034301344,
0.031049892,
-0.005971978,
0.0539858,
-0.008641243,
0.05070506,
0.029043365,
-0.02542576,
0.0031983585,
-0.009805614,
-0.03189937,
-0.024019727,
-0.011790171,
-0.046252623,
0.038724486,
0.017795103,
-0.032807432,
-0.03204583,
-0.014763345,
0.017590057,
-0.004093606,
0.006140409,
-0.037787132,
0.03913458,
0.011306847,
-0.019259721,
-0.04089212,
0.023097018,
0.054425187,
0.022086432,
0.005748624,
-0.016857747,
-0.057764515,
-0.03327611,
-0.050880812,
-0.1056868,
0.007616011,
-0.010830847,
-0.034330636,
0.017853688,
-0.04724856,
0.0025777267,
-0.034945775,
0.02336065,
0.0015286945,
-0.0040313597,
0.02722724,
0.04921115,
0.008377613,
-0.04314763,
0.045315266,
-0.015481007,
0.013086357,
0.017458241,
-0.027315117,
-0.019347597,
-0.019625874,
0.021852093,
-0.03553162,
0.000009525735,
-0.014345929,
-0.0467213,
0.010713677,
-0.010347523,
0.010303584,
0.009366229,
0.04065778,
-0.01987486,
0.04048203,
0.028633272,
-0.008077365,
0.04950407,
0.04338197,
-0.03052263,
0.008245797,
-0.027842378,
0.037728548,
-0.018029442,
0.024517698,
0.027886318,
0.007930904,
0.0037677286,
-0.06350581,
-0.04185877,
0.010779585,
0.016857747,
-0.0008915859,
0.0074878572,
0.022306126,
-0.021983908,
-0.033305403,
-0.029643858,
-0.044436496,
-0.040335566,
0.01162174,
-0.012676265,
0.0742854,
0.046779882,
-0.0027516503,
-0.042444617,
-0.0367619,
0.013833312,
0.012097741,
-0.008860936,
-0.029014073,
0.04311834,
0.019845568,
0.0045879143,
0.027271178,
0.038460854,
-0.034037713,
-0.002962189,
-0.0038116672,
0.011306847,
0.02385862,
0.0045000375,
-0.031342816,
-0.0019113258,
0.023419235,
-0.030317582,
0.007033826,
0.0066749942,
0.030874137,
0.035150822,
0.02236471,
-0.040423445,
-0.011702294,
-0.065614864,
-0.0070374873,
-0.01083817,
0.039398212,
0.04449508,
-0.01131417,
0.037611376,
-0.028765088,
-0.040071934,
0.014316636,
-0.022657633,
-0.03412559,
0.06104526,
0.012610357,
0.04320622,
-0.04496376,
-0.021295538,
0.04346985,
0.026787855,
0.009314967,
0.020724338,
0.014624206,
-0.025938377,
-0.010999277,
-0.03576596,
0.013950482,
-0.015495653,
0.002167634,
-0.04223957,
-0.021500586,
-0.032631677,
-0.012295464,
-0.0023983112,
0.026656039,
0.039573964,
-0.0019332952,
0.04203452,
-0.027080778,
0.00006264672,
-0.010772262,
0.0015067253,
-0.008179889,
-0.022716219,
-0.011043216,
-0.013606297,
-0.00796752,
0.008275089,
-0.0029914812,
0.0020083569,
0.022789448,
-0.00865589,
0.0016422024,
-0.006323486,
-0.003050066,
0.020724338,
0.0070374873,
-0.014404513,
-0.0043206215,
-0.042678956,
0.04226886,
0.03550233,
-0.0061770245,
-0.008707151,
-0.024195481,
-0.0009401014,
0.038841657,
0.00020962338,
-0.030756967,
0.011760878,
-0.008926844,
-0.06666939,
0.07170767,
0.036966946,
-0.04013052,
0.015905747,
-0.054805987,
-0.0015598177,
-0.0064626248,
-0.0074768723,
-0.005393454,
0.018483473,
-0.04598899,
-0.025220715,
0.016301192,
0.0037787133,
0.01401639,
0.0269929,
-0.043499142,
0.013284081,
-0.051613122,
-0.016345132,
-0.0054849926,
0.00943946,
-0.0260409,
-0.0027424963,
-0.009278352,
-0.017238548,
-0.020358184,
0.034301344,
-0.022379356,
-0.04997275,
-0.008729121,
-0.009124567,
-0.0074841958,
0.037435625,
-0.0145509755,
0.00081377814,
0.008926844,
0.035619497,
-0.037962887,
0.0049796994,
0.018058734,
0.027520163,
-0.018395595,
-0.011131093,
0.01830772,
-0.054395895,
0.034008417,
0.0077551496,
0.0034802973,
-0.011460632,
-0.029336289,
-0.027813086,
-0.0024019727,
-0.037464917,
0.0071876105,
0.013122973,
0.012061126,
0.01895215,
-0.024825267,
0.0016733255,
-0.037435625,
-0.04950407,
0.01022303,
0.023770742,
0.051290907,
0.052286845,
-0.024883851,
-0.017004209,
-0.005137146,
-0.023272773,
-0.018732458,
-0.0096445065,
0.0034656513,
-0.0029237426,
-0.006198994,
-0.011768201,
-0.019786982,
-0.0028962812,
0.018131966,
0.021910679,
-0.034242757,
-0.008384936,
-0.02577727,
0.0080041345,
0.05492316,
-0.013972451,
-0.06215837,
-0.041888062,
0.020636462,
-0.027066132,
0.022159664,
0.032338753,
-0.016184025,
-0.048156623,
-0.046633422,
0.030844845,
-0.051203027,
0.04885964,
-0.06655222,
-0.025381822,
0.0100472765,
-0.0023562035,
0.019889506,
-0.032953896,
-0.022789448,
-0.023140958,
-0.023800034,
-0.0792651,
-0.0003318274,
-0.0360003,
0.029263059,
0.0069386256,
0.040921412,
0.013489127,
-0.026905024,
-0.0325438,
0.0067555485,
0.03374479,
0.025835853,
-0.032485217,
-0.015510299,
0.0012559096,
0.0033173587,
0.008450843,
-0.0027553118,
-0.042151693,
0.05134949,
-0.007777119,
0.00796752,
-0.067079484,
-0.022804094,
-0.019508705,
0.0027022194,
0.044700127,
-0.0052433307,
0.04660413,
-0.042561784,
0.032104418,
0.002969512,
0.008729121,
-0.029512044,
0.0314014,
-0.032221586,
-0.011270232,
0.019655168,
-0.023448527,
0.0024587268,
-0.003386928,
-0.052989863,
0.061865445,
-0.023375295,
0.04686776,
0.08524074,
0.0016806487,
0.011467955,
-0.013825989,
0.03887095,
0.0012559096,
0.019611228,
-0.00834832,
0.00017266467,
0.014807283,
-0.002471542,
-0.026787855,
-0.042561784,
0.020138491,
0.0020266646,
0.046428375,
-0.010318231,
0.043411262,
-0.0363811,
-0.05381005,
-0.05149595,
0.046955638,
0.00934426,
0.03614676,
0.050997984,
0.012485865,
-0.0092490595,
0.07164909,
0.011497248,
-0.046399083,
-0.016447654,
0.064501755,
-0.012544449,
-0.033861957,
0.040774953,
0.028589334,
-0.007183949,
-0.028164595,
-0.021632401,
0.026553515,
-0.016491594,
-0.0004764584,
-0.029380228,
0.03687907,
-0.03863661,
0.036351807,
0.015773932,
-0.017223902,
-0.010413431,
0.050500013,
-0.00024600996,
-0.0513202,
0.012354049,
0.037552793,
-0.015158791,
0.015612823,
-0.02715401,
-0.0018737951,
0.020138491,
-0.023199541,
0.043587018,
-0.036322515,
0.025747975,
0.054864574,
0.003692667,
0.05445448,
-0.0011625402,
-0.008890228,
0.012771465,
-0.010603831,
-0.049826287,
0.023638926,
0.020944031,
-0.00004119237,
0.065966375,
-0.029087303,
0.011057862,
0.025791915,
0.036732607,
-0.03324682,
-0.10252323,
0.018717812,
-0.03028829,
-0.013957805,
-0.014199467,
-0.0023232496,
-0.0032001892,
0.0133499885,
0.018498119,
-0.022877326,
0.024488404,
0.039222457,
-0.02397579,
-0.00685441,
-0.05761805,
0.011856079,
-0.04683847,
0.020358184,
0.007063118,
-0.017546117,
-0.004254714,
0.03725987,
-0.024942437,
-0.000027261338,
-0.000359289,
0.018102672,
-0.018717812,
0.0071802875,
-0.019948091,
0.011731586,
-0.033832666,
0.003595636,
0.026128776,
-0.0060342243,
0.011416693,
-0.0039874213,
0.025337882,
0.024371237,
0.01788298,
-0.014814606,
0.00069157407,
0.028574688,
-0.05682716,
0.0024111266,
-0.017926918,
0.037318453,
-0.08436197,
-0.009087952,
0.004243729,
0.019435475,
-0.034067005,
0.026685331,
0.038050763,
0.057471592,
-0.0019241413,
0.02056323,
-0.0100545995,
0.019289013,
0.03365691,
-0.025176775,
0.020651108,
-0.011079832,
-0.041829478,
-0.06620071,
0.017223902,
0.006253917,
-0.011182355,
0.004229083,
0.013013126,
-0.02879438,
-0.051378783,
-0.004705084,
0.024825267,
0.008092012,
0.037171993,
0.010296261,
0.014858545,
-0.014865868,
-0.034740727,
-0.01615473,
-0.039808303,
-0.015290607,
0.011504571,
-0.0314014,
-0.028662564,
-0.01581787,
0.02117837,
0.015729992,
0.04048203,
0.048039455,
0.023419235,
0.019127905,
-0.0017255025,
0.031489275,
-0.025967669,
-0.06748958,
0.009307644,
0.015759284,
-0.026026253,
-0.0467213,
0.027886318,
0.02136877,
-0.0073889955,
-0.022188956,
-0.05609485,
-0.036996238,
0.021149077,
0.033305403,
-0.04947478,
0.041067876,
-0.0014536328,
0.025879791,
-0.029043365,
-0.0044487757,
0.0057852394,
0.0075720726,
0.021456648,
-0.010545246,
-0.025337882,
0.0061440705,
0.024224773,
-0.030991307,
0.014199467,
-0.0021932647,
0.038812365,
-0.0026363116,
0.018263781,
0.0060635167,
0.07293795,
0.05922913,
0.044290032,
-0.012419957,
0.02703684,
0.007015518,
-0.039456796,
0.010406108,
0.048713177,
-0.0044158217,
-0.0046245297,
0.027900964,
-0.021852093,
0.02117837,
-0.026831793,
0.010589185,
0.025220715,
0.011248263,
0.027622687,
0.0524626,
-0.02772521,
0.027930256,
-0.0104354,
-0.05679787,
-0.03090343,
0.0084069045,
0.036468975,
-0.020621814,
0.0012614018,
-0.031840786,
0.037084118,
0.046457667,
0.015554238,
0.013503773,
0.008245797,
-0.03802147,
-0.03661544,
0.028750442,
0.008458166,
-0.0026875732,
-0.020709692,
-0.036351807,
-0.04572536,
0.032221586,
-0.029043365,
-0.03822652,
0.030112537,
-0.008787706,
-0.0486253,
-0.054864574,
0.029321643,
0.013262112,
-0.0023232496,
0.026187362,
0.0014426482,
-0.014646175,
0.013276758,
-0.0013108327,
-0.0072132414,
0.027139362,
0.06649364,
-0.006612748,
0.06016649,
0.051027276,
0.009607891,
0.02530859,
0.013979774,
-0.03377408,
-0.00046089682,
0.017604703,
-0.008611951,
-0.043938525,
-0.026699977,
-0.036527563,
0.005594839,
-0.014038359,
-0.013533066,
-0.02229148,
0.017575411,
-0.025982315,
0.009205122,
0.036205344,
0.05038284,
-0.008707151,
0.019918798,
0.00725718,
0.027476225,
-0.03816793,
0.022804094,
-0.037552793,
0.018102672,
0.017575411,
-0.042913295,
-0.02305308,
-0.04947478,
-0.013511097,
-0.026158068,
-0.013716144,
0.012983834,
0.009300321,
0.041536555,
0.037201285,
0.017341072,
-0.005063915,
-0.036820486,
0.027549455,
0.036029592,
-0.00022518495,
0.059902858,
0.04959195,
0.03315894,
-0.021544524,
0.029673152,
0.007150995,
0.009117244,
0.0045073605,
0.025572222,
0.004020375,
-0.034975067,
-0.05533325,
-0.03374479,
-0.011804817,
-0.0067775175,
0.004705084,
-0.012149002,
0.006612748,
-0.054425187,
0.01050863,
-0.04994346,
0.032836724,
-0.0047709914,
-0.008340997,
-0.014624206,
-0.027388347,
0.2547263,
0.058291778,
0.03986689,
-0.0037109747,
0.044055697,
0.05111515,
0.016476948,
0.011694971,
0.03028829,
0.0071949335,
0.005506962,
-0.0218228,
-0.016374424,
-0.013452512,
-0.03339328,
0.020973323,
-0.07469549,
-0.01302045,
-0.04560819,
-0.04997275,
-0.039046705,
0.025718683,
0.0027754502,
0.008648567,
0.019435475,
0.0053605,
0.0005126161,
-0.013686851,
0.012317433,
-0.04177089,
-0.0062356093,
-0.06233412,
-0.021031907,
-0.0112848785,
-0.022437941,
0.016725931,
0.020050613,
-0.019010736,
-0.007908935,
0.030229706,
0.028647918,
-0.030376168,
-0.0034931127,
-0.026875732,
-0.048713177,
0.012873988,
-0.033451863,
0.0020321568,
0.030083245,
-0.05334137,
0.010310907,
-0.04001335,
0.07328946,
-0.026714623,
-0.031518567,
-0.0026472963,
-0.02691967,
-0.045051634,
0.007886966,
0.029248413,
-0.0058474853,
0.009402844,
-0.00047371222,
0.017633995,
0.020431414,
0.0471021,
-0.008480135,
0.0026546193,
-0.010552569,
0.009007398,
0.007345057,
-0.019860214,
-0.04833238,
-0.031225646,
-0.0038482826,
0.003692667,
0.0050309612,
0.041302215,
-0.03351045,
-0.03128423,
0.0076965652,
-0.004478068,
0.0145582985,
-0.025645453,
0.036556855,
0.035297282,
-0.04859601,
0.042063814,
0.010332877,
0.04112646,
0.0162719,
0.018966798,
0.054132264,
-0.024869205,
-0.01868852
] |
Decision Transformer
Overview
The Decision Transformer model was proposed in Decision Transformer: Reinforcement Learning via Sequence Modeling
by Lili Chen, Kevin Lu, Aravind Rajeswaran, Kimin Lee, Aditya Grover, Michael Laskin, Pieter Abbeel, Aravind Srinivas, Igor Mordatch.
The abstract from the paper is the following:
We introduce a framework that abstracts Reinforcement Learning (RL) as a sequence modeling problem.
This allows us to draw upon the simplicity and scalability of the Transformer architecture, and associated advances
in language modeling such as GPT-x and BERT. In particular, we present Decision Transformer, an architecture that
casts the problem of RL as conditional sequence modeling. Unlike prior approaches to RL that fit value functions or
compute policy gradients, Decision Transformer simply outputs the optimal actions by leveraging a causally masked
Transformer. By conditioning an autoregressive model on the desired return (reward), past states, and actions, our
Decision Transformer model can generate future actions that achieve the desired return. Despite its simplicity,
Decision Transformer matches or exceeds the performance of state-of-the-art model-free offline RL baselines on
Atari, OpenAI Gym, and Key-to-Door tasks.
This version of the model is for tasks where the state is a vector.
This model was contributed by edbeeching. The original code can be found here.
DecisionTransformerConfig
[[autodoc]] DecisionTransformerConfig
DecisionTransformerGPT2Model
[[autodoc]] DecisionTransformerGPT2Model
- forward
DecisionTransformerModel
[[autodoc]] DecisionTransformerModel
- forward |
[
0.0025336759,
-0.021628095,
-0.030057507,
-0.0010363462,
-0.035991367,
-0.007431192,
0.0054555484,
0.013371985,
-0.02684102,
0.03782144,
-0.009046366,
0.03280261,
0.035714086,
-0.016734045,
-0.024969358,
0.027395587,
0.009219669,
-0.036767762,
-0.060946863,
-0.0060725035,
-0.023222474,
0.027464908,
-0.06621525,
-0.020893294,
-0.013233344,
-0.032026216,
-0.020297136,
-0.006096766,
0.06582705,
0.05700944,
0.016456762,
-0.000059410107,
0.006169553,
-0.010280278,
-0.032858066,
-0.029114744,
0.001022482,
-0.026120083,
-0.0047138156,
-0.031416196,
0.009961401,
0.0123876305,
0.04392167,
-0.057564005,
-0.03945741,
-0.015929924,
0.0069632763,
-0.048136376,
-0.03615774,
-0.014224632,
-0.031748936,
-0.0030813103,
-0.034965422,
-0.020311,
-0.009968334,
-0.051990613,
-0.0033533946,
-0.042396612,
-0.04145385,
0.023125425,
0.027520364,
0.044365324,
-0.022667907,
-0.03613001,
0.019423693,
0.022099476,
-0.017621351,
0.0053065084,
-0.0339672,
-0.009704915,
-0.033689916,
0.017954092,
0.015098074,
-0.01855025,
-0.01641517,
0.025135728,
0.047997735,
-0.02577348,
0.025967577,
0.05271155,
-0.025537789,
0.026092356,
-0.006183417,
0.033717647,
-0.026300319,
-0.025523925,
0.0097881,
-0.034549497,
-0.056953985,
-0.049633704,
-0.013878028,
0.012041026,
-0.027478771,
0.01788477,
0.018869126,
0.051990613,
0.008221449,
0.057952203,
0.0012157138,
-0.019437557,
-0.005088148,
0.0570649,
0.0063913795,
-0.0052059935,
-0.045003075,
0.013157091,
0.008755219,
-0.0143078165,
-0.00087777484,
-0.047249068,
0.0064849625,
0.0047762045,
0.012047959,
-0.015916059,
-0.011528052,
-0.012103415,
-0.026910342,
-0.019978259,
-0.033717647,
-0.032248043,
-0.0054416843,
-0.027991746,
-0.0371005,
-0.05437525,
0.01954847,
-0.050659653,
0.042063873,
0.02933657,
-0.03529816,
-0.02684102,
0.009226601,
0.00021153681,
0.0275065,
0.0583404,
-0.027201489,
-0.015389222,
-0.009704915,
-0.0063636512,
-0.0019219196,
-0.0017182898,
0.05348794,
0.012935265,
0.025288234,
0.0928899,
0.01945142,
-0.023388844,
0.004304823,
-0.03527043,
-0.041287478,
0.015098074,
-0.008048147,
-0.040788367,
-0.021198306,
-0.029364299,
-0.020269407,
-0.0036982656,
-0.021586502,
0.0106962025,
0.012609457,
0.04306209,
-0.0045509115,
0.01342051,
-0.053654313,
0.02577348,
-0.031055726,
0.031693477,
-0.009760371,
-0.021004207,
0.012671845,
-0.030251605,
0.00026211934,
-0.008699763,
-0.015236716,
-0.00928899,
0.07153908,
0.0038507713,
0.044892162,
0.027950153,
0.029059287,
-0.005618452,
-0.0036705374,
0.011576576,
0.021406269,
0.03199849,
-0.00097222446,
-0.013760182,
0.006446836,
0.0063809813,
0.01475147,
0.0106962025,
0.010814047,
0.019964395,
-0.0044503966,
0.02900383,
-0.024553433,
0.027076712,
-0.040871553,
0.007569833,
0.014148379,
-0.0104327835,
-0.036518205,
0.04475352,
-0.050521012,
-0.01541695,
0.017510438,
-0.011202244,
-0.0070741894,
0.029059287,
0.0016714982,
0.041065652,
0.033107623,
-0.0011723883,
-0.056011222,
0.01681723,
0.042119328,
-0.033994928,
-0.017552031,
0.042396612,
0.020130765,
0.020754652,
0.025080271,
0.040871553,
0.051824242,
0.021461725,
-0.015361493,
-0.026355775,
-0.021433996,
0.041980688,
-0.006190349,
0.0354368,
0.0008010887,
0.0014548707,
-0.0003749823,
0.029724767,
0.005157469,
-0.019021632,
0.05348794,
0.003885432,
0.04361666,
0.011042806,
0.00008464722,
0.027783783,
0.024858445,
0.043283917,
-0.01019016,
0.010793251,
-0.029946594,
-0.0022806549,
-0.014488051,
0.010710066,
-0.067823485,
0.039235584,
0.023846362,
-0.02420683,
-0.04145385,
-0.008547257,
0.021461725,
0.018841399,
-0.03549226,
0.0050430894,
0.044476237,
-0.012207396,
-0.008228381,
0.0014167442,
0.029752495,
0.055567566,
-0.015250579,
0.0010710066,
-0.0012469082,
-0.08385046,
-0.0033741908,
-0.033163078,
-0.08224222,
-0.0034573758,
-0.05567848,
0.0028993431,
0.009483088,
0.003388055,
0.015957652,
0.00625967,
0.023846362,
-0.0027208421,
-0.039180126,
0.03100027,
0.04223024,
0.028047202,
-0.04988326,
0.010938825,
-0.044143498,
-0.0032268842,
-0.01648449,
-0.026244862,
-0.0109249605,
-0.017344069,
0.034410853,
0.002623793,
-0.0032442142,
-0.037655067,
-0.04755408,
0.031277552,
-0.047470897,
-0.014349409,
-0.027118305,
0.044503964,
-0.01964552,
-0.004693019,
0.031721205,
-0.019992124,
0.06787895,
0.034410853,
-0.0021333483,
0.038847387,
0.016734045,
0.007985759,
-0.03715596,
0.059560448,
0.08856428,
-0.0067345174,
-0.017801587,
-0.036906403,
-0.038348276,
0.03862556,
-0.023319524,
-0.032081675,
-0.036074553,
0.02900383,
-0.019506877,
-0.0520738,
-0.0025059476,
-0.0138503,
-0.057730377,
-0.043311648,
0.02128149,
0.045696285,
-0.0030830433,
0.035797272,
-0.07348007,
-0.0073618707,
0.0075767655,
-0.00815906,
-0.0018525989,
0.00253021,
0.018508658,
0.011174516,
-0.016997464,
-0.017676808,
0.022459945,
-0.061778713,
0.0010086179,
-0.028865188,
0.026286455,
0.013268004,
0.014598964,
-0.00928899,
-0.037266873,
0.0133303935,
-0.034715865,
0.026854884,
0.053654313,
0.036046825,
0.0002460889,
0.010217888,
-0.0217806,
0.003308336,
-0.03712823,
-0.01898004,
0.015846739,
0.023264067,
0.030112963,
-0.041620217,
-0.009899013,
-0.036545936,
-0.026480552,
-0.0064121755,
0.00347124,
-0.0072232294,
0.056621242,
0.008075875,
0.025912121,
0.004419202,
-0.032774884,
0.03296898,
-0.01940983,
0.031693477,
0.044309866,
-0.0044850567,
-0.03973469,
0.009843556,
-0.05437525,
-0.021669688,
-0.02377704,
0.013094703,
0.029946594,
0.011666694,
-0.010016859,
-0.06150143,
0.020823974,
0.029807951,
0.0065785456,
0.028587906,
0.0054590143,
-0.034244485,
0.026536008,
0.0014332079,
-0.011105195,
-0.005930396,
-0.028643362,
0.03909694,
0.053765226,
0.02501095,
0.013240276,
-0.015403085,
-0.0078401845,
0.025246643,
-0.00928899,
0.019021632,
-0.045696285,
-0.0035665561,
0.0031073056,
0.059338618,
0.0027641675,
-0.006710255,
-0.020075308,
0.011236904,
0.04045563,
-0.030722987,
0.009198872,
-0.031776663,
0.0108487075,
0.020505099,
-0.019035496,
-0.0047138156,
-0.0043464154,
-0.022986783,
-0.037599612,
0.06471792,
0.04475352,
-0.032414414,
0.004741544,
0.002538875,
0.020103037,
-0.025759615,
0.014654421,
-0.04242434,
-0.0057120356,
-0.035048604,
-0.01068927,
0.019617792,
0.01205489,
-0.028352214,
0.027381724,
-0.04275708,
0.010716998,
-0.019867346,
-0.014460322,
-0.047831364,
0.022862006,
0.01608243,
0.005836813,
0.0041904435,
-0.043977126,
-0.014335545,
0.03632411,
-0.045779467,
-0.041869774,
0.043838486,
0.022972919,
0.034078114,
0.00576056,
0.01391962,
-0.01132009,
0.024331607,
0.017108377,
-0.047249068,
-0.013150159,
0.0038299751,
-0.021794464,
-0.024692075,
-0.042368885,
0.013732454,
-0.06383061,
0.029364299,
-0.02460889,
0.017039057,
0.014016669,
-0.030778443,
-0.015458542,
-0.020726925,
-0.03299671,
0.025593245,
-0.0024834182,
0.003725994,
-0.010876437,
0.0020120367,
-0.035908185,
-0.03723914,
-0.046639048,
0.031222096,
0.042202514,
0.010009926,
0.019908939,
-0.061113235,
-0.028352214,
0.028393807,
-0.011860792,
0.009240465,
0.0114864595,
-0.0060759694,
0.016581539,
-0.00028508186,
-0.041010197,
0.0012867677,
-0.027035119,
0.0041765794,
0.0017382195,
0.0021437462,
0.007867913,
-0.054458436,
0.0063289907,
0.028809732,
-0.020865567,
-0.06471792,
-0.007306414,
0.04619539,
0.017233156,
0.035935912,
0.05750855,
-0.031027999,
-0.05171333,
-0.041814316,
0.026120083,
-0.042147055,
0.005063886,
-0.041232023,
-0.006724119,
0.024317743,
-0.0045023873,
0.06876625,
-0.04605675,
0.003985947,
-0.022695636,
-0.03615774,
-0.06050321,
-0.0064988267,
-0.0025024815,
-0.008568053,
-0.047138155,
0.053127475,
-0.0012434422,
-0.0097950315,
-0.01871662,
0.012761963,
-0.010571425,
0.002384636,
-0.04491989,
-0.0026844486,
0.014037466,
0.025912121,
-0.012761963,
0.006613206,
-0.0039616846,
0.03152711,
-0.03746097,
0.035797272,
-0.021960836,
-0.01371859,
-0.020699196,
0.0031974227,
0.025024815,
-0.02024168,
0.024303878,
-0.020338727,
0.04810865,
0.007032597,
0.051962886,
-0.021794464,
-0.0019773764,
-0.041620217,
-0.09549636,
0.017967956,
-0.0343554,
0.002625526,
0.03133301,
0.01342051,
0.092557155,
-0.029586125,
0.046361763,
0.05151923,
0.014266225,
-0.00029288046,
-0.06150143,
0.07719566,
0.03466041,
0.036878675,
-0.027811512,
-0.01132009,
0.04109338,
0.013573016,
-0.0145712355,
-0.043089822,
-0.025357556,
0.0133303935,
0.022321302,
0.021364676,
0.03100027,
-0.0005199061,
-0.04824729,
-0.03280261,
0.028920645,
0.05138059,
0.0003725994,
0.021766737,
0.023679992,
0.0076114256,
0.040677454,
-0.025399148,
-0.055650752,
-0.039207853,
0.055013,
0.001572716,
-0.03890284,
0.009427631,
0.009247397,
-0.020713061,
-0.047249068,
-0.018508658,
0.02527437,
-0.045807198,
-0.007140044,
-0.021960836,
0.011507256,
0.017690673,
0.008672034,
-0.0030986406,
-0.017843178,
0.030112963,
0.0012616388,
-0.004076064,
-0.051768787,
-0.036435023,
0.052129254,
-0.035381347,
-0.044642605,
-0.071594544,
0.006848897,
-0.022972919,
-0.008082807,
0.056787614,
0.016331984,
0.045973565,
0.04491989,
0.0039304905,
0.03632411,
0.0193821,
0.009905945,
0.026425095,
-0.013933484,
-0.056565788,
-0.002706978,
0.044836704,
-0.0018803271,
0.016567675,
-0.022501538,
-0.014668285,
0.043727573,
0.024151374,
-0.032081675,
-0.0616678,
-0.010640745,
-0.034882236,
-0.00915728,
0.011431003,
0.0060829017,
0.015721962,
0.014529644,
-0.052156985,
-0.030944813,
0.013268004,
0.037045047,
-0.026660787,
-0.044004854,
-0.012796623,
0.022418352,
-0.023499757,
-0.032663967,
-0.011139856,
-0.0015501868,
0.018328425,
-0.0053619654,
-0.031887576,
0.0016905614,
0.029087014,
0.015694233,
0.0037710525,
-0.0057293656,
-0.009122619,
0.023569077,
0.01061995,
0.009018638,
0.004602902,
0.043838486,
0.034743592,
-0.0053307707,
0.017801587,
-0.010467444,
0.014280088,
-0.007971894,
0.023763176,
0.05071511,
-0.02040805,
-0.0212399,
-0.030307062,
0.010883369,
-0.032747153,
0.011292361,
-0.030390246,
0.016844958,
-0.01705292,
0.046139937,
-0.025121864,
0.06859988,
0.03199849,
-0.02111512,
0.024054324,
0.045446727,
0.016636996,
0.0026515212,
-0.004342949,
-0.009448428,
0.032747153,
-0.022168798,
0.021489453,
0.040067434,
-0.032580785,
0.053709768,
0.0081244,
0.0064953608,
-0.011243837,
0.013150159,
0.040511087,
0.031277552,
0.039180126,
-0.038098723,
-0.019881211,
-0.00023179148,
-0.030140692,
-0.018467065,
-0.039679237,
0.002370772,
0.023887955,
-0.045446727,
0.0046133003,
-0.0077500674,
-0.023985002,
0.008477936,
0.0018439337,
0.026147813,
-0.00592693,
0.017482711,
0.008055079,
-0.01617948,
-0.07142817,
-0.010682338,
0.008325431,
0.03233123,
-0.031360738,
-0.028282894,
0.0374887,
0.03532589,
0.02204402,
0.000184675,
-0.051325135,
-0.010807116,
0.024650482,
0.040178347,
-0.055733938,
0.00078332523,
-0.013115498,
0.04112111,
-0.017995683,
0.0145851,
0.009441495,
0.00064425037,
0.01931278,
0.03613001,
0.003053582,
0.039706964,
0.0014531376,
0.0015961118,
0.024622755,
-0.003954753,
0.001350023,
-0.02294519,
-0.01048824,
0.006703323,
0.106864974,
0.037350055,
0.036019098,
-0.023416571,
0.062222365,
0.014931704,
-0.041703403,
-0.026230996,
0.05201834,
-0.0017668144,
0.004772738,
0.04175886,
-0.04605675,
0.01714997,
0.0012079153,
0.008561121,
0.042507526,
-0.026827157,
0.0074173273,
-0.036850948,
-0.0028300225,
0.029863408,
-0.008193721,
-0.026023034,
0.016636996,
0.010079247,
0.07858208,
0.018453201,
0.02387409,
-0.04805319,
0.028643362,
0.021752873,
-0.011431003,
-0.0020259009,
-0.011098263,
0.014903976,
-0.019021632,
0.035214975,
0.023069968,
-0.013704726,
-0.052184712,
-0.060281385,
-0.010613017,
0.03992879,
0.026633058,
-0.043783028,
-0.0015536528,
-0.008353159,
0.003653207,
-0.06516157,
-0.009905945,
-0.038986027,
0.035159517,
0.013295732,
-0.03973469,
-0.02214107,
0.03199849,
-0.03363446,
0.00007641537,
0.023749312,
0.066159785,
-0.010869504,
0.06516157,
0.021655824,
0.004089928,
-0.0004804799,
0.035935912,
-0.045668554,
-0.026480552,
-0.0011914516,
-0.031554837,
-0.03973469,
-0.021461725,
-0.020394184,
-0.029225657,
0.009365243,
-0.007278686,
-0.015014889,
-0.01558332,
0.000015353478,
-0.033163078,
0.028698819,
0.07342461,
-0.0054590143,
0.020754652,
0.025191186,
0.0015051282,
-0.05717581,
-0.010640745,
-0.052683823,
0.06399698,
-0.007618358,
-0.014737606,
-0.012609457,
-0.040538814,
0.018508658,
0.029697038,
-0.039346498,
-0.01691428,
0.061113235,
-0.007646086,
0.035603173,
0.009136484,
-0.026619194,
0.011652829,
0.029669309,
0.04888504,
0.029613853,
0.096605495,
0.035825,
-0.03698959,
-0.0013508894,
0.028352214,
-0.004322153,
-0.028005611,
-0.02277882,
0.0072717536,
0.018120462,
-0.057674922,
-0.046472676,
-0.012456951,
0.010238685,
0.01891072,
-0.003147165,
-0.030417975,
0.016262664,
-0.07475557,
-0.011666694,
-0.023887955,
0.02337498,
-0.02038032,
-0.039318766,
0.03712823,
-0.04824729,
0.22526492,
0.081188545,
0.028587906,
0.026120083,
0.008110535,
0.028809732,
0.03033479,
-0.015361493,
-0.0022217322,
-0.02420683,
0.015541728,
-0.040538814,
0.04619539,
0.012976857,
0.008519528,
0.057231266,
-0.07985758,
-0.003124636,
-0.024997087,
-0.005694705,
-0.04644495,
0.03363446,
-0.0075836973,
0.055928037,
0.010800184,
0.035048604,
0.027922425,
-0.015236716,
0.017496575,
-0.02004758,
0.000010580902,
-0.011604304,
0.031194368,
0.034743592,
-0.04242434,
0.041148838,
-0.0010692736,
-0.020713061,
-0.0063151265,
-0.009462291,
0.03180439,
-0.034743592,
0.005257984,
0.011659762,
-0.034577224,
-0.0177184,
-0.02867109,
-0.038514648,
0.015458542,
0.0022234651,
0.013995873,
-0.012824351,
0.03346809,
-0.07736203,
-0.056732155,
0.006599342,
-0.016387442,
-0.066326156,
-0.012325241,
0.00026038632,
0.021863787,
0.013281869,
-0.014876247,
0.039069213,
0.024636619,
0.040344715,
-0.010037654,
0.048441388,
0.0000094097595,
0.017621351,
0.02128149,
0.008914657,
-0.010467444,
-0.023985002,
0.00965639,
0.004141919,
0.01558332,
0.04619539,
-0.023125425,
-0.04026153,
0.00815906,
-0.023915682,
0.0050534876,
-0.06078049,
0.022570858,
0.028296757,
-0.011292361,
0.02850472,
-0.027326267,
0.018508658,
0.0035908183,
0.03762734,
0.0075767655,
0.0049737687,
0.015999245
] | ViTMAEModel
[[autodoc]] ViTMAEModel
- forward
ViTMAEForPreTraining
[[autodoc]] transformers.ViTMAEForPreTraining
- forward
TFViTMAEModel
[[autodoc]] TFViTMAEModel
- call
TFViTMAEForPreTraining
[[autodoc]] transformers.TFViTMAEForPreTraining
- call |
[
0.03112995,
-0.0069822473,
-0.022773245,
-0.019450111,
-0.018765936,
0.0005501651,
-0.0046090162,
-0.028833078,
-0.017067716,
0.034086563,
-0.0022846549,
0.019059153,
0.01954785,
-0.030005949,
-0.023994986,
-0.003213178,
-0.053707715,
-0.035674825,
-0.052485976,
-0.04041518,
-0.01695776,
0.044398054,
-0.07247365,
-0.010910143,
-0.022687724,
0.0014363088,
0.015528323,
0.014245495,
0.04757458,
0.040073093,
0.03762961,
-0.011185035,
0.015943715,
-0.015674932,
-0.030885603,
-0.07130078,
0.051117625,
-0.03142317,
-0.027586903,
-0.035235,
0.0032101234,
-0.021075025,
0.0045234947,
-0.04767232,
-0.061771207,
-0.009437947,
-0.034037694,
-0.008845402,
0.013426929,
-0.035235,
-0.000029970824,
0.0021151383,
0.014721975,
0.0027534978,
-0.011685949,
-0.018118413,
-0.021270504,
-0.027000468,
-0.014343235,
0.0023823942,
0.05072667,
0.045106664,
0.006768443,
-0.023323027,
-0.033622302,
-0.016591238,
-0.0016142247,
-0.010116012,
-0.02491129,
-0.009645642,
-0.03320691,
0.02279768,
-0.011618753,
-0.044544663,
-0.033084735,
0.013292538,
0.0137445815,
-0.0064080292,
-0.0070250086,
0.06455677,
-0.007758053,
0.06778217,
-0.024153812,
0.01822837,
-0.028002294,
-0.041856833,
0.051655192,
0.027660208,
-0.013488016,
-0.030470211,
-0.038020566,
0.019621154,
-0.013207016,
0.011856993,
0.014758627,
0.049113974,
0.0017761054,
0.04092831,
0.011856993,
0.029786035,
0.030910037,
0.005516159,
-0.021771418,
0.029224034,
-0.019926589,
0.0014561621,
0.049627103,
-0.007501487,
-0.008814858,
0.02095285,
0.0065973992,
-0.008552184,
0.024899073,
-0.010616926,
-0.062064424,
0.018851457,
0.038045004,
0.01794737,
0.013683495,
0.018582674,
-0.032327257,
-0.021490417,
0.011649297,
-0.04017083,
-0.0015462654,
-0.018875893,
-0.0031673624,
0.020415286,
-0.03342682,
-0.015393931,
0.0076603135,
0.008839293,
0.042174485,
0.03357343,
-0.0053481697,
0.031056646,
-0.016493497,
0.024337072,
0.007501487,
0.013976713,
-0.011221687,
0.014294365,
-0.00463956,
0.098521166,
0.018814806,
0.0015668824,
0.0112583395,
-0.0069211605,
-0.041490313,
0.03274265,
-0.0105252955,
0.008533858,
0.001485942,
-0.0058521377,
-0.03372004,
-0.0042974725,
0.055613633,
-0.038191613,
0.0043310705,
-0.02194246,
-0.013353624,
-0.009541794,
-0.026316293,
0.048258755,
0.024056073,
0.040952746,
-0.029639427,
-0.015393931,
-0.007532031,
-0.04879632,
-0.019279066,
-0.0124617545,
0.02256555,
0.030299166,
-0.009712838,
0.004676212,
0.028784208,
-0.011789797,
0.04671936,
0.022907637,
0.0057666157,
-0.038582567,
-0.0027596066,
0.029346209,
-0.035063956,
0.013341407,
-0.0077641616,
0.009877773,
-0.021013938,
-0.0014424175,
0.016334672,
0.06411695,
-0.010384795,
-0.020378632,
0.0029230143,
-0.0055283764,
-0.019938806,
0.02043972,
0.013842321,
-0.056444418,
-0.04087944,
0.030714558,
-0.0066707036,
-0.008924815,
-0.0012591564,
-0.013365842,
0.01558941,
0.02778238,
-0.07144739,
0.027049337,
0.013634625,
0.04535101,
-0.011472144,
-0.0045387666,
0.048674144,
-0.02726925,
-0.026756119,
0.009156946,
-0.014135539,
-0.006658486,
0.0016890564,
0.021136113,
0.020696286,
-0.026756119,
0.00616979,
-0.025827596,
-0.03814274,
0.079022184,
0.006682921,
0.032107342,
0.01153934,
0.018631544,
-0.011191144,
0.07066548,
0.00014231369,
0.047305796,
0.09143507,
0.013023755,
0.044398054,
0.00828951,
0.013952278,
0.010494752,
0.026194118,
0.042883094,
0.030274732,
0.018118413,
-0.0027397533,
-0.0123701235,
-0.011673732,
-0.026267422,
-0.049529362,
0.050091363,
0.004248603,
0.032693777,
-0.043396227,
-0.052681454,
0.033988822,
0.050824407,
0.0021746983,
-0.030396907,
-0.00838114,
0.02284655,
0.02335968,
-0.0069639212,
0.014990757,
0.04691484,
0.019156892,
0.018093979,
-0.0037843415,
-0.05336563,
-0.055515893,
-0.0572752,
-0.09133733,
0.012357906,
-0.021490417,
0.00028176393,
-0.044446923,
-0.04478901,
-0.032669343,
-0.05556476,
-0.017214324,
0.0033994932,
-0.04960267,
0.031154385,
0.009016446,
0.010885709,
-0.018277239,
0.03848483,
-0.014135539,
0.024813551,
-0.027098207,
0.011368296,
-0.0076114438,
-0.03225395,
-0.0011499634,
0.00569942,
-0.005916279,
0.0018845348,
-0.039169002,
-0.018460501,
0.008875946,
-0.025485508,
0.036994305,
-0.00861938,
-0.04781893,
0.0021136112,
0.050580062,
-0.03203404,
0.05620007,
0.04813658,
-0.046328403,
0.07007904,
0.0070066825,
0.004996919,
-0.053854328,
0.053854328,
0.047403537,
-0.032229517,
0.0064507904,
-0.024263768,
-0.060158506,
-0.015687149,
0.008081814,
-0.01591928,
0.010586382,
0.026242988,
-0.04781893,
-0.09622429,
0.009266903,
-0.028197773,
-0.087525494,
-0.01907137,
-0.041001614,
0.033182476,
0.024166029,
0.020329764,
-0.03758074,
-0.012693885,
0.014636452,
0.044398054,
0.009395185,
-0.037483003,
0.0076114438,
0.04051292,
0.03814274,
-0.0062003336,
-0.0038179394,
-0.0071899435,
-0.041514747,
0.0031169658,
0.04530214,
0.060109638,
0.029932644,
0.0013523141,
0.026414031,
0.0092180325,
-0.036285695,
0.04261431,
0.061526857,
0.026267422,
-0.009993838,
0.026927164,
-0.013524668,
0.026462901,
-0.0064507904,
-0.010769644,
-0.010769644,
0.003094058,
0.0418324,
-0.071984954,
0.031007776,
-0.039437786,
0.0029550851,
0.026462901,
-0.03885135,
-0.026218554,
0.047989972,
0.027684642,
0.06954148,
-0.058985636,
0.01426993,
0.02335968,
0.011991384,
-0.0068845083,
0.029761601,
0.02086733,
0.03406213,
-0.007232704,
-0.008979794,
-0.015711585,
-0.017580848,
-0.008466663,
-0.011765362,
0.0059743114,
-0.019657806,
-0.045473184,
0.026169684,
0.0118081225,
0.049187277,
0.029761601,
0.021930244,
-0.017861847,
0.044080403,
0.01097123,
0.0006196516,
0.0074404003,
-0.025290031,
0.027220381,
-0.0002947449,
0.014404322,
-0.038802482,
-0.011374405,
-0.034550823,
0.046426143,
0.0047037015,
0.019046936,
-0.034257606,
-0.012235732,
-0.0027748784,
0.0074098567,
-0.016688976,
-0.0385337,
-0.017531978,
0.024862422,
0.043689445,
-0.021038374,
0.02383616,
0.003885135,
0.004300527,
0.03484404,
-0.036334567,
-0.05991416,
-0.0038301568,
-0.028295513,
-0.07032339,
0.024996813,
0.016444629,
-0.02736699,
0.038020566,
-0.032571606,
0.019926589,
0.009663968,
0.018436065,
-0.016701194,
0.03259604,
-0.025583249,
-0.009761708,
0.015931498,
-0.010757426,
-0.023384115,
0.025876466,
-0.047843363,
-0.010684121,
-0.021844722,
0.012583928,
-0.015845975,
0.020928416,
-0.006890617,
0.010934578,
0.019401241,
-0.013231451,
-0.005598626,
0.035406042,
-0.0051832343,
-0.059229985,
0.04554649,
0.008875946,
-0.022528896,
0.038020566,
-0.0193035,
-0.011056753,
-0.025680987,
0.024361508,
0.0005543648,
0.0082100965,
-0.012394559,
0.003155145,
-0.035625957,
-0.00020578693,
-0.003457526,
-0.022638854,
0.0150518445,
-0.019963242,
-0.004108103,
-0.026878294,
-0.051361974,
0.012290711,
0.02858873,
-0.0152351055,
-0.0065057687,
-0.00791077,
-0.010274839,
0.004621234,
-0.027073773,
-0.033475693,
-0.004544875,
-0.051117625,
0.0064019207,
0.042125616,
0.036359,
0.06123364,
-0.05556476,
-0.065338686,
0.04144144,
0.032107342,
-0.01671341,
-0.03218065,
-0.0064691165,
-0.012779406,
0.012730537,
-0.028808644,
0.033646736,
-0.056004588,
0.042687617,
0.018912544,
-0.01262058,
0.015491671,
-0.0330603,
-0.005100767,
0.027098207,
-0.013536886,
-0.053414498,
-0.016566802,
0.03376891,
-0.0024205735,
0.017556412,
0.055760242,
-0.008515532,
0.0011537813,
-0.00951736,
0.008698793,
-0.036994305,
-0.006908943,
-0.05087328,
0.0074404003,
0.03611465,
0.02853986,
0.036921002,
-0.053658847,
-0.030592384,
-0.044544663,
0.036676653,
-0.008943141,
-0.01172871,
0.0042822007,
-0.0022739647,
-0.0075992267,
0.07252252,
0.009694512,
0.02736699,
-0.01931572,
-0.028271077,
0.05722633,
0.059083376,
-0.07609001,
0.015955932,
0.01436767,
-0.0039248415,
0.0032681562,
-0.010757426,
-0.04818545,
0.015858194,
-0.048527535,
-0.036676653,
-0.048380926,
-0.032424994,
-0.056639895,
0.025461074,
0.033035867,
-0.060109638,
-0.0069211605,
-0.030103689,
0.043933794,
0.018582674,
0.025583249,
-0.051606324,
-0.07022565,
-0.06484999,
-0.0045387666,
0.029932644,
-0.03640787,
-0.0031826342,
-0.0071288566,
0.014990757,
0.041514747,
-0.043762747,
0.04808771,
0.05458737,
0.022382287,
0.0065973992,
-0.038020566,
0.0067806602,
-0.0033994932,
-0.008790424,
-0.001198833,
-0.038607,
-0.02680499,
-0.003988983,
-0.08547297,
-0.005870464,
-0.016090324,
0.008594945,
0.08952915,
-0.03674996,
0.04615736,
0.0041600266,
-0.034721866,
-0.055418152,
0.00847888,
-0.01747089,
0.001799013,
0.022174591,
0.00045548016,
-0.00649966,
-0.0077275094,
-0.022443375,
-0.014746409,
-0.0121868625,
0.056884244,
0.017446456,
-0.027073773,
-0.0020372525,
0.022626637,
-0.00048678726,
-0.013072625,
0.036359,
0.011056753,
-0.037947264,
-0.0113011,
-0.0014615072,
0.016750064,
0.0013164255,
-0.028124468,
0.014880801,
-0.04701258,
0.0016783661,
0.025070118,
0.032278385,
-0.014905236,
0.016175846,
0.016346889,
-0.030641254,
0.047843363,
-0.026291858,
0.010806296,
-0.0016447683,
0.022919854,
0.038729176,
-0.003824048,
-0.021246068,
0.036187958,
-0.0008246749,
0.034672998,
-0.007874118,
-0.0055375393,
0.0223212,
-0.048527535,
-0.0214782,
-0.0059926375,
0.03782509,
0.007904662,
0.022443375,
-0.04229666,
0.04535101,
0.050237972,
0.04647501,
0.018863674,
-0.07863122,
0.0021685895,
-0.052388236,
-0.030079253,
-0.0068600737,
-0.008112358,
-0.02680499,
0.050237972,
-0.025290031,
0.028442122,
-0.0019807469,
0.056248937,
-0.07525922,
0.020561894,
-0.021307155,
0.040195268,
-0.049016234,
-0.03127656,
-0.020928416,
0.0029123242,
-0.021038374,
0.0143065825,
-0.03225395,
0.0110750785,
0.0113499705,
-0.0027794598,
0.0031765255,
0.014819713,
-0.03626126,
-0.0045387666,
0.011246122,
0.020036547,
-0.030885603,
0.015503888,
0.029761601,
-0.030323602,
-0.014159974,
0.0110750785,
0.02858873,
-0.023604028,
0.0010736046,
0.06851521,
-0.017678587,
0.041343704,
-0.041710224,
-0.025754292,
-0.038802482,
-0.008930923,
-0.008827076,
-0.034257606,
-0.014831931,
0.019230196,
0.021453764,
0.057861634,
0.038973525,
0.033988822,
-0.0073793135,
0.026218554,
-0.012693885,
0.024642508,
0.03315804,
0.0019440948,
-0.029224034,
-0.0029230143,
0.038118307,
0.029492818,
-0.025583249,
0.018423848,
-0.0081184665,
-0.04224779,
-0.06098929,
-0.021038374,
0.03899796,
0.025167856,
0.0059407135,
-0.005500887,
0.030103689,
0.02001211,
-0.023860594,
0.047134753,
-0.04747684,
-0.018277239,
-0.0024221006,
-0.0033781128,
0.01836276,
-0.01266945,
-0.050335713,
-0.011685949,
0.002423628,
0.027562467,
-0.0012767189,
0.057812765,
0.0028038947,
0.015674932,
-0.028148904,
-0.006117866,
-0.016688976,
0.036774393,
-0.03660335,
-0.014208843,
0.02312755,
0.014721975,
0.0030283895,
-0.014392104,
-0.07828914,
0.016334672,
0.0035430477,
0.039926484,
0.009254685,
0.018313892,
0.008503315,
0.03154534,
-0.0010652051,
0.009401294,
-0.030763429,
0.026536206,
0.01012823,
0.0010048817,
-0.01742202,
-0.011246122,
-0.0012583928,
-0.017397586,
-0.0039920374,
0.017910717,
0.028173339,
0.009523468,
-0.00023671224,
0.0024770792,
0.030885603,
0.049529362,
0.024862422,
-0.062992945,
0.034037694,
0.04789223,
-0.024373725,
-0.0028909438,
0.040806137,
0.013707929,
0.01751976,
0.005968203,
-0.017910717,
-0.03264491,
-0.020708503,
0.019059153,
-0.012693885,
-0.027562467,
0.007098313,
-0.012174645,
-0.056444418,
0.021343809,
-0.01054973,
-0.055467024,
-0.0047983862,
0.02096507,
-0.011056753,
0.021490417,
0.05849694,
-0.01822837,
0.027244816,
0.014660887,
0.033377953,
0.013781234,
0.000594835,
0.023115331,
-0.00459069,
-0.036236826,
-0.03112995,
-0.03772735,
-0.0070066825,
0.009211924,
-0.06382373,
0.018387197,
0.028833078,
-0.010671904,
0.054343022,
-0.043225184,
-0.033011433,
-0.05732407,
-0.013365842,
-0.03142317,
-0.016151411,
0.031447604,
-0.041490313,
-0.048014406,
0.0069639212,
-0.02604751,
0.023420768,
0.03310917,
0.06597399,
0.015112931,
0.068368606,
0.031056646,
0.0045387666,
0.023799507,
0.024422595,
0.018533805,
0.010299273,
-0.011325535,
0.004492951,
-0.0075198133,
-0.019010283,
-0.039169002,
-0.0131947985,
0.044813447,
-0.014404322,
-0.0010812405,
0.025265595,
0.024410378,
-0.020280894,
-0.0075931177,
0.086792454,
-0.021771418,
0.022296766,
0.013060407,
0.03955996,
-0.024190463,
0.033377953,
-0.03178969,
0.032693777,
0.0012652652,
-0.07555244,
-0.0026985195,
-0.061526857,
-0.0047831144,
0.01977998,
-0.002597726,
-0.03672552,
0.038680308,
0.030299166,
0.039291177,
-0.0076847486,
-0.030641254,
-0.019413458,
0.05199728,
0.041807964,
-0.00024892966,
0.07613888,
0.028564295,
-0.00941962,
0.016469063,
-0.017812978,
-0.0039065154,
0.001598953,
-0.013866756,
0.0013706402,
0.005937659,
-0.015369497,
-0.041759092,
0.04017083,
0.06665817,
0.037483003,
-0.018069543,
-0.06875956,
0.020745156,
-0.06504547,
0.053903196,
0.0019944916,
0.06670704,
-0.016444629,
-0.018692631,
-0.010085469,
-0.05717746,
0.15051845,
0.030299166,
0.04087944,
0.0150518445,
0.01822837,
0.028393252,
0.031105516,
-0.019572284,
0.027635772,
0.012547276,
0.031056646,
-0.010042707,
-0.013830104,
0.034330912,
-0.020195372,
0.027342554,
-0.04012196,
0.013964495,
-0.026291858,
-0.020610765,
-0.032302823,
0.029321775,
0.023396332,
0.02599864,
0.0056352788,
-0.03320691,
0.0038607004,
-0.011521013,
0.046646055,
0.000603998,
0.009859446,
-0.08615715,
0.029517254,
0.0052718106,
-0.011472144,
0.011557666,
0.008717119,
-0.07892444,
-0.016395759,
-0.0019166056,
-0.012125775,
-0.016090324,
0.039535526,
-0.027147077,
-0.027953425,
0.035283867,
-0.009816686,
-0.008307836,
0.033891086,
-0.036139086,
0.026902728,
-0.059229985,
0.034404214,
-0.013512451,
-0.05556476,
-0.044007096,
-0.009865555,
-0.027953425,
-0.04459353,
0.03824048,
-0.0020067089,
0.004917506,
0.010781861,
-0.024117159,
-0.054000936,
0.011844775,
0.056639895,
-0.009028663,
-0.0039462224,
0.00009239413,
0.018289456,
0.015528323,
-0.028148904,
-0.01525954,
0.017727457,
0.013084842,
-0.016212497,
0.04992032,
-0.008845402,
-0.013634625,
-0.007788596,
-0.03274265,
-0.038020566,
0.023005376,
0.009859446,
0.06963921,
-0.015320627,
0.045790836,
-0.008625489,
0.045375448,
0.010048817,
0.0070738783,
0.010464208,
-0.015699366,
0.026169684
] | Text classification task guide
Token classification task guide
Question answering task guide
Masked language modeling task guide
Multiple choice task guide |
[
0.042646684,
-0.025010943,
0.0058023417,
0.010211277,
0.010633522,
-0.001696015,
-0.012146564,
-0.025081318,
0.029050415,
0.06102839,
0.024518324,
-0.02043663,
-0.010943168,
-0.020830724,
-0.0024947608,
-0.020098833,
-0.022378953,
-0.04999374,
-0.07611659,
-0.016833477,
-0.0038283493,
0.024926495,
-0.063449256,
-0.0025739316,
-0.02526429,
0.037213806,
0.019803263,
0.026333977,
0.08760164,
0.043237828,
-0.0057002995,
-0.023026396,
0.012632145,
-0.017762415,
0.032062426,
-0.032597266,
-0.008557486,
-0.020549228,
-0.046277985,
-0.04684098,
0.032315772,
-0.011717282,
0.043406725,
-0.061929177,
-0.07741147,
-0.025334664,
0.014834853,
-0.032090575,
-0.038424242,
-0.06817839,
-0.029134864,
-0.029528959,
0.050275233,
-0.028585946,
0.0124773225,
-0.047094326,
0.016875701,
-0.009746809,
-0.044786055,
0.012603995,
0.028487422,
0.063449256,
-0.02450425,
-0.07363942,
0.0015508685,
0.016622355,
-0.028431123,
0.026179153,
-0.042055544,
-0.0120480405,
-0.046615783,
-0.011745431,
-0.049599644,
-0.031077188,
-0.046615783,
-0.04166145,
0.027037717,
-0.0007864302,
-0.014567432,
0.015257098,
0.038846485,
0.029106714,
-0.035806324,
0.012519547,
-0.023504939,
-0.041182905,
0.056102205,
0.016734954,
-0.013962215,
-0.022477478,
-0.01112614,
0.024574624,
-0.02271675,
0.05370949,
-0.0053343545,
0.0024701299,
-0.014863003,
0.037917547,
0.0010072289,
0.010190165,
0.05278055,
0.0604091,
-0.024602775,
0.0069107334,
-0.059395712,
-0.022407103,
-0.012435097,
-0.02032403,
0.0064814514,
-0.03774865,
-0.0010758436,
0.011330225,
-0.00045171354,
-0.020746276,
0.02567246,
0.0007274919,
-0.03468034,
0.03220317,
-0.042337038,
0.010922055,
-0.0061260625,
0.02385681,
0.0035327782,
0.010197203,
0.021069996,
-0.020281807,
0.001940565,
0.037861247,
-0.04368822,
0.009014918,
0.016298633,
-0.0001403083,
0.0072977906,
-0.00071605615,
-0.02143594,
-0.0032424852,
0.037326407,
0.058945317,
-0.017269796,
-0.007938195,
-0.00020551427,
-0.013652569,
-0.0074174264,
0.07234454,
0.017072748,
0.0263199,
-0.05342799,
-0.036369316,
-0.04765732,
0.02871262,
-0.016777178,
0.024687223,
0.0068509155,
0.03327286,
-0.038367942,
-0.033526205,
-0.019409169,
0.028065179,
0.013328848,
0.025250215,
-0.04292818,
-0.0064321896,
-0.029219313,
0.0753847,
-0.012442135,
0.064350046,
-0.022913797,
-0.008184504,
-0.030767541,
-0.06907918,
-0.034370694,
0.024954645,
-0.0010125069,
0.025025018,
0.017466843,
0.040704362,
0.0032301696,
0.0339766,
0.049177397,
-0.038762037,
0.025658384,
-0.068516195,
-0.0008814352,
0.015721567,
-0.029726006,
0.057453386,
0.015721567,
0.034229945,
-0.02860002,
0.016749028,
0.008515262,
0.04315338,
-0.04588389,
0.03848054,
-0.04132365,
-0.0002874341,
0.002626712,
0.008226728,
0.028177777,
-0.007663736,
-0.020718126,
0.03189353,
0.022041157,
0.0015139221,
-0.047798067,
-0.01552452,
-0.027291063,
0.032738015,
-0.04380082,
0.019958086,
0.007839671,
0.031330533,
-0.0061893994,
-0.0044300477,
0.048614405,
-0.03459589,
-0.041774046,
-0.0189447,
0.033638805,
-0.0032495225,
-0.0038213118,
0.0414081,
-0.00014635606,
-0.011625796,
0.027178464,
0.02634805,
0.0033797147,
0.069585875,
-0.044983104,
0.01891655,
0.077129975,
0.010675746,
-0.0023487345,
0.028487422,
0.03299136,
0.023223443,
0.047882516,
0.032738015,
0.009401975,
-0.00396206,
0.0026003218,
-0.0041942946,
0.04993744,
0.04137995,
0.0084378505,
0.003546853,
-0.013525896,
-0.010858718,
0.021098146,
0.018649127,
-0.01845208,
0.042984482,
-0.054891773,
-0.0018138916,
-0.057228193,
0.018958773,
-0.00012579364,
-0.018719502,
0.013701831,
-0.03254097,
-0.037185658,
0.009240115,
0.034229945,
-0.048839603,
0.029219313,
0.05646815,
0.02564431,
0.0068473965,
-0.040507313,
-0.0001281028,
0.001951121,
-0.06924808,
-0.10218315,
-0.0025141134,
-0.030570494,
0.023378264,
-0.019690664,
-0.05427248,
-0.005548995,
-0.02298417,
0.017297946,
0.016101586,
-0.04225259,
0.006326629,
0.0009711621,
-0.02225228,
-0.0301764,
0.03988802,
-0.021689288,
0.028332599,
-0.010007192,
-0.016073437,
-0.012716594,
-0.024898345,
0.027234765,
0.0050071147,
0.020971471,
-0.00925419,
-0.026010254,
-0.036510065,
-0.0016124458,
-0.0052287932,
0.03527148,
-0.005654556,
-0.012632145,
0.044701606,
0.022773048,
-0.020971471,
0.06446265,
0.0012007576,
-0.06609532,
0.047769915,
0.035637427,
0.035074435,
-0.04518015,
0.05120417,
0.0028642246,
0.02406793,
0.004971928,
-0.021126295,
-0.057594135,
-0.015552669,
-0.015806016,
-0.031105338,
-0.001125985,
0.057622287,
-0.005246387,
-0.07206304,
0.028290374,
-0.02403978,
-0.04306893,
-0.0077270726,
-0.048445508,
0.044251215,
0.010443511,
0.016214184,
-0.058551222,
0.03324471,
0.010000155,
0.038930934,
0.010872793,
-0.0019194527,
0.03701676,
0.053456143,
0.003912798,
0.0010239427,
-0.008986768,
-0.026671771,
-0.02222413,
-0.0005994991,
-0.025236141,
0.018283183,
0.014553357,
-0.016734954,
-0.008078943,
0.015369697,
-0.002596803,
-0.013898878,
-0.008395626,
-0.02298417,
-0.019803263,
0.042590387,
-0.013589232,
0.014750404,
0.005256943,
-0.020957397,
-0.043491174,
0.040563613,
0.011119102,
-0.0829288,
0.025770983,
0.02026773,
-0.056327403,
0.026911043,
-0.026587322,
-0.0414081,
0.044673458,
0.02781183,
0.032062426,
-0.01283623,
0.019437317,
0.00982422,
0.0088671325,
0.027403662,
0.029894903,
-0.009219003,
-0.029613407,
0.026713995,
0.031583883,
0.002521151,
0.010352025,
0.012829192,
-0.018339481,
0.002906449,
-0.009014918,
-0.03859314,
0.017269796,
0.016157886,
0.017466843,
-0.00499304,
0.05052858,
-0.027094016,
-0.010584259,
0.04965594,
-0.0011945998,
-0.018072061,
-0.03383585,
0.020056609,
0.011196514,
-0.01886025,
-0.000122055026,
-0.019198045,
-0.022125607,
0.024743522,
0.009120479,
-0.010485736,
-0.04920555,
0.00776226,
-0.027192539,
0.0378331,
0.031809077,
-0.010668709,
0.0029768231,
0.03183723,
0.021098146,
-0.010415362,
0.031161636,
-0.097791806,
0.03183723,
0.028797068,
-0.029866753,
-0.03988802,
-0.031865377,
-0.035581127,
-0.03560928,
0.052667953,
-0.002450777,
-0.03853684,
0.024954645,
-0.06620792,
0.014391497,
0.025095392,
0.03538408,
0.035355933,
0.042477787,
-0.0045567206,
0.0039339103,
0.02190041,
-0.0034887944,
-0.04841736,
0.03299136,
-0.046306137,
0.021815961,
-0.053906534,
-0.004032434,
-0.008881208,
0.023955332,
-0.019423243,
-0.02646065,
0.04377267,
-0.0074103894,
0.011703207,
0.045461647,
-0.020971471,
0.00067427155,
0.034004748,
-0.034905538,
-0.010999466,
0.029219313,
0.0050810077,
-0.025489487,
0.0066468306,
0.011928405,
-0.02798073,
-0.035158884,
-0.008529337,
0.03915613,
0.015102275,
-0.004708025,
0.026545098,
-0.036678962,
0.02824815,
-0.037270106,
-0.0021340935,
-0.025785059,
-0.01188618,
-0.031527583,
0.0017144883,
-0.020239582,
0.020366255,
-0.0095849475,
-0.015243023,
0.023561237,
-0.039522078,
-0.027445886,
-0.023209367,
-0.014110001,
-0.027769607,
0.01131615,
0.0142014865,
0.040253967,
-0.030683093,
-0.0134836715,
0.054891773,
-0.008923432,
-0.041098457,
-0.002190393,
-0.009493462,
0.007473726,
0.011710245,
-0.01248436,
0.021323342,
-0.029585257,
0.01652383,
0.03552483,
-0.015665267,
0.023786435,
-0.04692543,
-0.005306205,
0.08529337,
0.008663048,
-0.035046287,
-0.016411232,
0.03603152,
0.0014602619,
0.0375516,
0.017973537,
-0.023462715,
-0.011808769,
-0.069811076,
0.04976854,
-0.027150314,
0.028431123,
-0.024447951,
0.023110844,
0.03850869,
0.020507002,
0.030542346,
-0.014018514,
-0.023462715,
-0.037129357,
0.025953956,
-0.03383585,
0.016706804,
-0.010985392,
0.016101586,
0.006354778,
0.028234076,
0.014581507,
0.010492774,
0.013392185,
0.018395782,
0.02029588,
-0.012554734,
-0.020492928,
-0.004137995,
-0.00037606142,
-0.00028699424,
0.04000062,
0.0057495614,
-0.01766389,
0.06620792,
-0.04067621,
-0.018142434,
-0.024729447,
-0.017044598,
-0.04982484,
0.011372449,
0.03631302,
0.0020021421,
-0.0073259403,
-0.015045975,
0.043547474,
0.024419801,
-0.0060768006,
-0.04684098,
-0.0048135864,
-0.021970784,
-0.044673458,
0.04154885,
-0.021970784,
0.028360749,
-0.062041778,
0.013033277,
0.024644999,
-0.062266976,
0.04295633,
0.09745401,
-0.022576,
0.009099367,
-0.046981726,
-0.0120410025,
0.012463247,
0.062266976,
-0.013089577,
0.003617227,
-0.019113597,
-0.0021939115,
-0.033357307,
-0.053259093,
0.004081696,
0.009423087,
0.009760883,
-0.06480044,
0.022970095,
-0.026573248,
0.011161327,
-0.026798444,
0.04211184,
0.025081318,
-0.03597522,
0.037523452,
-0.0074103894,
-0.006305516,
-0.0029680263,
-0.012723631,
-0.081690215,
-0.015651193,
0.030992739,
-0.018649127,
-0.02710809,
0.03448329,
0.011365412,
0.009204928,
-0.039859872,
0.005278055,
0.025419112,
-0.029303761,
0.029979352,
-0.010105716,
0.052611653,
-0.06406855,
0.01093613,
-0.00018121323,
-0.00024323037,
-0.010893906,
0.02876892,
-0.021689288,
-0.035665575,
0.035890773,
0.056074057,
-0.0054012095,
0.014018514,
-0.04684098,
0.009606061,
-0.01926842,
-0.01582009,
0.045517948,
-0.016214184,
-0.02000031,
0.018578753,
0.0011981184,
0.02222413,
-0.022533776,
-0.011893217,
0.017100899,
-0.041351803,
-0.042421486,
0.023941258,
-0.0035450936,
0.0067770225,
0.055482913,
-0.030626794,
-0.013420335,
0.05832603,
0.01769204,
-0.03225947,
-0.022041157,
-0.023870884,
-0.045630544,
0.021717437,
-0.004208369,
-0.012202864,
-0.016650504,
-0.003972616,
0.03921243,
-0.014891152,
0.02795258,
0.05590516,
-0.018170584,
0.019043222,
-0.028881516,
-0.0054012095,
-0.013934066,
0.005978277,
-0.01658013,
-0.0035943554,
0.013793318,
0.030711243,
0.011428748,
0.019366942,
0.024898345,
0.03850869,
0.019873636,
-0.015918614,
-0.02482797,
-0.004971928,
-0.05207681,
0.0064814514,
0.011675058,
0.043463025,
-0.014088889,
-0.01915582,
0.027685158,
0.037241958,
0.0017320818,
-0.039353177,
0.011069841,
0.031358685,
-0.028037028,
-0.009620135,
0.00052472664,
0.011787656,
-0.012216938,
0.013026239,
0.005204162,
-0.0022730823,
0.010211277,
0.027685158,
0.031386834,
0.040422864,
0.0095919855,
0.02146409,
0.031527583,
0.023490863,
0.05193606,
0.020858873,
0.036735263,
-0.011801731,
-0.0038389054,
-0.053822085,
-0.008346364,
0.0113443,
-0.019198045,
0.0008695596,
0.0068122097,
-0.027248839,
-0.06181658,
-0.009324564,
0.013884803,
0.028684469,
0.016439382,
0.0009896354,
-0.020872949,
-0.0019581583,
-0.031189786,
-0.012611032,
-0.057565987,
-0.04216814,
0.020746276,
-0.0076144743,
0.034314394,
-0.025390964,
0.0067277607,
0.010211277,
0.03496184,
0.040282115,
-0.022871573,
0.012526584,
0.00060829584,
0.011337263,
-0.026854744,
-0.01663643,
-0.027586635,
0.00412392,
-0.059057917,
-0.04746027,
0.027586635,
0.06997997,
-0.014278898,
-0.026390275,
-0.018761726,
-0.023279741,
-0.016509756,
0.021717437,
-0.01634086,
0.020661825,
-0.057368938,
-0.0028343156,
-0.0016502718,
0.00019264901,
-0.025123542,
0.042618535,
0.05050043,
-0.032653566,
0.011583571,
0.0060943943,
0.031246087,
0.0047291373,
-0.019704739,
0.03938133,
0.029782305,
0.005042302,
-0.0022625262,
0.0076355864,
0.043322276,
0.04436381,
0.008712309,
-0.029585257,
0.005728449,
0.053822085,
-0.05491992,
-0.0008290945,
0.0603528,
0.008550449,
-0.06097209,
0.020563303,
-0.0019423242,
0.032569118,
0.00025158728,
-0.019859562,
0.06457525,
-0.0054751025,
-0.048558105,
0.023814585,
-0.017706115,
0.0041450327,
0.019986235,
-0.019338794,
-0.058551222,
-0.0076848483,
0.0018719502,
0.018494304,
0.0038072371,
-0.0062597734,
0.013103651,
0.022956021,
0.03234392,
0.028093327,
0.020253656,
0.020309955,
-0.038621288,
0.017790563,
-0.010464624,
0.0037087132,
-0.013265512,
0.0015420717,
-0.025756909,
0.040282115,
-0.021421866,
-0.016059361,
0.013124764,
0.002786813,
-0.027671084,
-0.03605967,
-0.021281118,
-0.05140122,
0.025334664,
0.022491552,
-0.02684067,
0.003641858,
0.026925119,
0.005489177,
-0.0063864468,
0.0134766335,
0.016791252,
-0.03240022,
0.05430063,
0.026699921,
0.026629547,
-0.012216938,
-0.036538217,
0.014131113,
-0.028473347,
0.015271173,
0.003891686,
-0.015200798,
0.0072766785,
-0.03262542,
0.0027393105,
0.02289972,
0.040282115,
-0.040113218,
-0.0056404816,
-0.021013696,
-0.032372072,
0.011407636,
0.03310396,
-0.016073437,
-0.030739393,
-0.030739393,
0.009704584,
-0.051739015,
-0.015130425,
-0.058157127,
0.027910355,
-0.008930469,
-0.06378706,
-0.028205926,
-0.006678499,
-0.026685847,
-0.0057108556,
-0.01798761,
-0.041689597,
0.03093644,
0.041211054,
0.08123982,
0.012611032,
-0.019479541,
-0.020338105,
0.032372072,
0.03178093,
0.056355555,
0.05646815,
0.027333288,
0.017255722,
-0.028557796,
0.0010951965,
0.042702984,
-0.0038142744,
-0.032935064,
-0.052217558,
0.020774424,
-0.051007126,
-0.08630676,
-0.0061612497,
0.024194604,
0.01582009,
-0.03780495,
0.008670085,
-0.026685847,
-0.045067552,
0.015271173,
-0.039606526,
0.022125607,
0.006794616,
0.010387212,
-0.01891655,
-0.044166766,
0.23330411,
0.051879764,
0.0452646,
0.033610653,
0.0039479854,
0.0073611275,
0.020985547,
-0.016439382,
0.043434873,
-0.04087326,
0.01658013,
-0.0376079,
0.0048909974,
0.015890464,
-0.0044546784,
0.054779172,
-0.059508312,
0.01766389,
-0.024659073,
-0.044110466,
-0.06266107,
0.02382866,
0.00048997946,
0.040845107,
0.020112908,
0.0037263068,
0.012259162,
0.0010054695,
0.00025312672,
0.024673147,
-0.052245706,
-0.0068720276,
0.004437085,
-0.023884958,
-0.020929247,
0.036566366,
0.049374446,
-0.042674836,
-0.020647751,
0.005756599,
0.006579975,
-0.015299322,
0.005288611,
-0.021238893,
0.012984015,
0.0301764,
0.012280275,
0.0015886945,
0.03909983,
-0.048107713,
0.063843355,
-0.029134864,
0.030345298,
-0.036678962,
-0.024293128,
-0.014609656,
-0.026263602,
0.008881208,
0.0037403817,
0.024138305,
0.031161636,
-0.0032600786,
-0.021956708,
0.040957708,
0.00027072025,
0.012582883,
-0.0021024253,
-0.023307892,
0.0047256188,
-0.026953267,
0.03318841,
-0.020042535,
-0.006854434,
-0.013941103,
-0.009535686,
0.028811144,
-0.0011796453,
0.014665956,
0.019338794,
-0.016284559,
0.026362125,
0.0075229877,
-0.017494993,
-0.029360062,
-0.017889088,
0.02382866,
-0.03496184,
0.008353402,
-0.04990929,
0.028698545,
0.018367631,
-0.0084378505,
0.02727699,
-0.026038405,
0.021998933
] | Pegasus
Overview
The Pegasus model was proposed in PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization by Jingqing Zhang, Yao Zhao, Mohammad Saleh and Peter J. Liu on Dec 18, 2019.
According to the abstract, |
[
0.032700315,
-0.0041165287,
0.0051420373,
-0.002433318,
-0.018640338,
-0.022336517,
-0.03145376,
-0.027409704,
0.012661225,
0.048064824,
0.0017040473,
0.026829911,
-0.028076466,
-0.05067389,
0.009334664,
-0.020046337,
-0.020713098,
-0.008385253,
-0.06980705,
-0.010139126,
-0.03203355,
0.008965046,
-0.052790135,
-0.0021959653,
-0.02529346,
0.019031698,
-0.0032341566,
0.031047905,
0.08546146,
0.039860755,
-0.012465545,
-0.006548035,
0.024699174,
-0.00077501993,
0.029830338,
-0.048035834,
0.011095785,
-0.0050623156,
-0.02529346,
-0.06667617,
0.0150601175,
0.013835305,
0.06609638,
-0.056790706,
-0.059776638,
-0.013110565,
0.027641622,
-0.017451763,
-0.043832336,
-0.033106167,
-0.01723434,
-0.0043158326,
0.048557647,
-0.0209885,
0.012487288,
-0.032352436,
-0.0072655287,
-0.042933658,
-0.037628554,
0.032816272,
0.02252495,
0.05461648,
-0.03449767,
-0.066502236,
0.011791536,
0.013255512,
-0.04739806,
0.01049425,
-0.068589486,
-0.028772218,
-0.039889745,
0.024191855,
-0.026366077,
-0.016495105,
-0.07641669,
-0.042933658,
0.020829055,
0.0022430734,
0.0020582643,
0.014589036,
0.0075300587,
0.037599564,
-0.025249977,
0.001657845,
-0.055109303,
-0.03464262,
0.028844692,
0.0068089417,
-0.010247838,
-0.023032269,
-0.0014358931,
0.033106167,
-0.029178072,
0.017640196,
-0.016277682,
0.015103602,
-0.0019857902,
0.040063683,
0.012726452,
0.006990127,
0.0377735,
0.039831765,
-0.0036200813,
0.034874536,
-0.07519913,
-0.025249977,
0.030410131,
-0.032091532,
-0.0032486515,
-0.0030366648,
-0.024075896,
0.003034853,
0.028351868,
-0.021640766,
0.021785714,
-0.007366992,
-0.01732131,
0.019683965,
-0.060414407,
0.0327293,
0.0031834247,
-0.010950836,
0.0012211886,
-0.028699743,
0.026786428,
-0.03522241,
-0.008762118,
0.038179357,
-0.060472388,
0.011487145,
0.0060769534,
-0.0047253114,
0.008088109,
0.03377293,
-0.01572688,
-0.003502311,
0.009827488,
0.028308384,
-0.000109617074,
-0.048557647,
0.005732701,
-0.007602533,
-0.005450052,
0.078619905,
0.024264328,
0.022017632,
-0.041339226,
-0.007269152,
-0.02943898,
0.0304971,
-0.047166143,
0.00786344,
-0.001866208,
0.025641337,
-0.035338372,
-0.06870545,
-0.03275829,
0.011284217,
-0.008146089,
0.01270471,
-0.03061306,
0.012320597,
-0.043629408,
0.040817413,
-0.013661368,
0.0724741,
-0.022365507,
-0.035918165,
-0.029207062,
-0.07021291,
-0.008233057,
0.006624133,
0.004852141,
-0.03519342,
0.027134303,
-0.00346245,
0.02619214,
0.011487145,
0.032787282,
-0.00432308,
0.011530629,
-0.031134874,
0.021060973,
0.005609495,
-0.025307955,
0.0044788993,
-0.008211316,
0.046180498,
-0.027583642,
-0.00039362494,
-0.0015636287,
0.02417736,
-0.0050804345,
0.027612632,
-0.011900247,
-0.0034099063,
0.01043627,
-0.007740234,
0.021872682,
-0.02459771,
-0.007135075,
0.065806486,
-0.010559476,
0.013545409,
-0.046238475,
-0.040034693,
0.007185807,
0.025365936,
-0.019350585,
0.042121947,
0.028366363,
0.012559761,
0.00093400996,
0.008892572,
0.013886037,
-0.044673033,
-0.011066795,
-0.0025420291,
0.032700315,
-0.016408136,
-0.0051674033,
0.04742705,
-0.0071568172,
-0.02652552,
0.022322023,
-0.00033338086,
-0.022351012,
0.07885182,
0.007138699,
0.025105027,
0.045281816,
0.01777065,
0.024191855,
0.022278538,
0.0143788615,
0.0075083165,
0.03771552,
0.003366422,
0.008696892,
-0.008885325,
0.007309013,
0.022148084,
0.05392073,
0.045571715,
-0.0026688587,
0.053717803,
-0.011950979,
-0.0100739,
0.03299021,
0.0036653776,
-0.016132735,
0.03142477,
-0.021249406,
0.0047470536,
-0.044644047,
-0.00067446206,
0.014871685,
-0.004279596,
0.03629503,
-0.028975144,
-0.031627696,
0.01771267,
0.05861705,
-0.029946297,
0.046006557,
0.042382855,
0.012726452,
0.022887321,
-0.018509885,
-0.04820977,
-0.0038411273,
-0.056239903,
-0.07809809,
-0.0355413,
-0.035019483,
-0.018625844,
-0.0027322737,
-0.053456895,
-0.022235055,
-0.023104742,
0.009399891,
0.003143564,
-0.020205779,
0.026105171,
-0.0037251688,
0.0021778466,
-0.00042714423,
0.0049536047,
-0.0023246068,
0.03127982,
-0.018756296,
-0.026757438,
-0.0514856,
-0.033627983,
0.0450499,
-0.011849515,
0.043049615,
-0.024655689,
-0.04264376,
-0.018553369,
-0.005370331,
-0.023597566,
0.030265184,
0.017727165,
-0.005859531,
0.035715237,
0.035628267,
-0.024800638,
0.052906092,
-0.002433318,
-0.03864319,
0.025815275,
0.022119096,
0.01849539,
-0.039715808,
0.03768653,
0.0054971604,
-0.008138841,
-0.00402956,
-0.013175791,
-0.04884754,
-0.027293745,
-0.010784146,
-0.027177786,
-0.0037795242,
0.039802775,
-0.03449767,
-0.08244654,
0.031888604,
-0.004826775,
-0.044586066,
-0.005417439,
-0.0402956,
0.043542437,
0.011088537,
0.02820692,
-0.08459177,
0.058356144,
0.009320169,
0.017335804,
0.011885752,
-0.02459771,
0.014791964,
0.028090961,
0.019843409,
0.013139554,
0.023264186,
-0.026641479,
-0.027163293,
-0.001425022,
0.0035820324,
0.03800542,
0.025612347,
0.022858331,
0.032903243,
-0.00028400787,
-0.01972745,
0.012132164,
0.0060225977,
-0.010095642,
0.002025651,
0.008435985,
0.011443661,
0.015842838,
-0.03623705,
0.021220416,
0.0064175813,
0.02442377,
0.0173503,
-0.053659823,
0.03522241,
0.0057689385,
-0.0065661534,
0.036092103,
-0.019553512,
-0.018422917,
0.043223552,
0.008080862,
0.01810403,
-0.025452904,
-0.010305817,
-0.008878077,
0.00034425198,
0.00020972193,
0.002493109,
-0.035686247,
-0.002775758,
0.021640766,
0.036671896,
-0.0032848886,
0.030873965,
0.028221413,
-0.002137986,
0.01205969,
-0.0573705,
-0.03229446,
0.008189573,
0.03922298,
0.017930092,
-0.0013607012,
0.036439978,
-0.035367362,
0.0102188485,
0.061516017,
-0.029149083,
-0.034932517,
-0.032091532,
0.044586066,
0.012682968,
0.031163862,
-0.017408278,
-0.035686247,
-0.017118383,
0.018118525,
0.007464832,
-0.006548035,
-0.05809524,
0.021945158,
0.01172631,
0.025960222,
0.04513687,
0.002369903,
-0.028946156,
0.033222128,
0.018480895,
-0.034207776,
0.0137121,
-0.08604125,
0.01578486,
0.022148084,
-0.02736622,
-0.036410987,
-0.03229446,
-0.022887321,
-0.083954,
0.043745365,
-0.0026471165,
-0.020191284,
-0.014255655,
-0.06951716,
0.004533255,
0.021727735,
-0.03125083,
-0.004558621,
0.017683681,
-0.005685593,
0.022814846,
0.020191284,
0.019654976,
-0.052645184,
0.03229446,
-0.04273073,
0.025307955,
-0.040527515,
0.025336945,
-0.0416871,
0.018799782,
0.001646068,
0.009247695,
0.017901102,
-0.01885776,
0.0044209203,
0.027467683,
-0.039657827,
-0.03701977,
0.03304819,
0.0070481063,
-0.00864616,
0.028801206,
-0.01777065,
-0.005229006,
-0.008008388,
0.025554368,
0.0053123515,
-0.019944873,
0.0036545065,
0.027540158,
0.0077837184,
-0.017277826,
0.00081488065,
-0.032439407,
-0.0043774354,
-0.020394212,
-0.018408421,
-0.03597614,
-0.011559619,
-0.042846687,
0.019524522,
-0.036468968,
0.022669898,
0.030844977,
-0.031714667,
0.02336565,
-0.054268606,
-0.02213359,
-0.01684298,
-0.017611206,
-0.000614218,
0.029076608,
0.03704876,
0.061516017,
-0.045339797,
0.001142373,
0.043339513,
-0.020031841,
-0.039889745,
-0.015234056,
0.005678346,
0.0063777207,
0.02137986,
-0.0067835758,
0.040614486,
-0.040353578,
0.046151508,
0.012393071,
-0.023438124,
0.038991064,
-0.026438551,
-0.004203498,
0.048963502,
0.03127982,
-0.0467313,
-0.027714096,
0.0056566033,
-0.006558906,
0.025641337,
0.013842553,
-0.048499666,
-0.016292177,
-0.0710826,
0.064936794,
-0.003794019,
-0.008385253,
-0.030902956,
-0.0037360399,
0.021481324,
0.030352153,
0.031076893,
-0.0006232773,
-0.019162152,
-0.027409704,
-0.022061115,
-0.024844121,
0.00022081952,
-0.008211316,
-0.009704282,
0.010342054,
0.03223648,
0.015610921,
0.020713098,
0.026119666,
-0.012653978,
0.021597281,
0.009218706,
-0.03788946,
-0.011603103,
0.01701692,
-0.023206206,
0.0060733296,
0.0063197413,
-0.040875394,
0.046354435,
-0.05626889,
0.028337372,
-0.032410417,
0.0052833618,
-0.06197985,
0.036410987,
0.008211316,
-0.013748337,
-0.01891574,
-0.028163435,
0.03954187,
0.021669757,
0.009965189,
-0.037338655,
0.0377735,
-0.0134511925,
-0.0593128,
0.014349871,
-0.025815275,
-0.0025637713,
-0.020336233,
0.04823876,
0.027409704,
-0.05716757,
0.033859897,
0.0612841,
0.007957656,
0.02137986,
-0.03467161,
0.023235196,
0.01524855,
0.039889745,
-0.013023595,
-0.0041817557,
-0.04562969,
0.01726333,
-0.034845546,
-0.033627983,
-0.022162579,
0.011508887,
0.0072546573,
-0.023959937,
0.03522241,
-0.021524807,
-0.010226095,
-0.01284241,
0.05481941,
0.004826775,
0.0071278275,
0.0046745795,
-0.014364366,
-0.043629408,
0.020176789,
-0.050441973,
-0.06255964,
-0.0038918592,
0.07160441,
0.015205066,
-0.033135157,
0.031859614,
-0.015016633,
0.0045006415,
-0.03472959,
0.013922274,
0.025626842,
-0.019292606,
0.024104886,
-0.022394497,
0.056732725,
-0.009697035,
-0.007406853,
0.012349587,
-0.03841127,
-0.017930092,
0.009747766,
-0.027105313,
-0.034120806,
0.014139697,
0.050326016,
0.007037235,
0.0057218303,
-0.04165811,
-0.0014503879,
-0.029366504,
0.0039715804,
0.036671896,
0.0085446965,
-0.0113132065,
-0.018205494,
0.011979968,
0.040556505,
-0.052616198,
0.00020734387,
0.03542534,
-0.046064537,
-0.046992205,
0.0017928281,
0.027830055,
-0.015002139,
0.051282674,
0.005772562,
0.006939395,
0.0680097,
0.002359032,
-0.000028012939,
-0.052471247,
-0.0020039089,
-0.013125059,
0.033656973,
-0.0099869305,
-0.013161296,
-0.020046337,
0.042469822,
0.018219989,
-0.01732131,
0.029554937,
0.050412983,
-0.022235055,
-0.0043774354,
-0.02135087,
0.009704282,
0.0023427252,
-0.0047071925,
-0.010784146,
-0.013762832,
0.017002424,
0.0450499,
0.0069828792,
0.01687197,
0.034990497,
0.023220701,
0.028235909,
0.008631665,
-0.03551231,
-0.022568434,
-0.04809381,
-0.007740234,
-0.025539873,
0.023496103,
0.005700088,
-0.031917594,
0.0066168853,
0.043339513,
0.0085446965,
-0.020727592,
0.0016515035,
0.025264472,
-0.023510598,
-0.015422489,
-0.01939407,
0.006095072,
-0.011972722,
-0.012914885,
-0.001338053,
-0.03299021,
0.043136586,
0.0073778634,
0.032526378,
0.07746032,
0.034120806,
0.034961507,
0.02445276,
0.054993346,
0.039078034,
0.02493109,
0.03951288,
-0.0038628695,
0.0059030154,
-0.040701453,
0.013871542,
-0.0010345677,
-0.0027793818,
0.030120235,
0.010871115,
-0.040759433,
-0.03539635,
-0.0131033175,
-0.019466544,
0.026597995,
0.02817793,
-0.024858616,
-0.026032697,
-0.0034787569,
-0.0265835,
-0.014929664,
-0.06209581,
-0.03380192,
0.0044752755,
-0.015973292,
0.029395495,
-0.0135671515,
-0.01572688,
-0.022119096,
0.022568434,
0.037106737,
-0.047861896,
0.04412223,
-0.02135087,
0.0074358424,
-0.06841555,
-0.010755156,
-0.021104457,
0.011385681,
-0.067719795,
-0.06134208,
0.038150366,
0.07699648,
-0.0030892084,
-0.01729232,
-0.04736907,
-0.017944587,
-0.009196963,
0.043310523,
-0.026032697,
0.030062256,
-0.04519485,
-0.00962456,
-0.004786914,
-0.012980111,
0.004863012,
0.034874536,
0.030729018,
-0.012052443,
-0.020031841,
-0.013806316,
0.0122408755,
0.0042904667,
-0.004152766,
0.005881273,
0.039280962,
-0.009320169,
-0.005218135,
0.009957941,
0.029975288,
0.037860468,
0.028482322,
-0.03783148,
0.02375701,
0.05879099,
0.015538447,
-0.0113132065,
0.062153786,
0.0010037663,
-0.05165954,
0.0016397265,
-0.008153336,
-0.0016786814,
-0.007058977,
0.0028319254,
0.064357,
-0.006573401,
-0.015958797,
-0.0033084427,
-0.038063396,
0.017161867,
0.014233913,
-0.005018831,
-0.029888319,
-0.0036182695,
0.02730824,
0.044296168,
-0.010146374,
-0.0015029316,
0.041484173,
0.026467541,
0.03223648,
0.030004278,
0.034932517,
0.021046478,
-0.032381427,
-0.004178132,
0.00047153461,
0.012153907,
-0.016886465,
-0.018872255,
-0.029598422,
0.032816272,
-0.026337087,
-0.034874536,
0.017857619,
0.0071060853,
-0.008378006,
-0.039744794,
-0.016611064,
-0.049485315,
0.019408563,
0.031047905,
0.00007388961,
-0.021800209,
0.016654547,
0.0046455897,
-0.007921419,
0.0025166632,
0.042469822,
-0.021626271,
0.07514115,
0.012364081,
0.021336375,
-0.035802204,
-0.006243644,
0.016915455,
-0.026931375,
-0.0087113865,
0.024133876,
-0.014596283,
0.0050586923,
-0.00031186512,
-0.017364794,
0.036613915,
0.021031983,
-0.023597566,
0.013139554,
-0.013741089,
-0.039976712,
-0.027583642,
0.067777775,
0.019350585,
-0.010458012,
-0.017248835,
0.034932517,
-0.07775021,
-0.009660797,
-0.04519485,
0.06673415,
0.0067871995,
-0.07125653,
-0.019568007,
-0.02706183,
-0.013255512,
-0.044673033,
-0.027525663,
-0.06534265,
0.05055793,
0.020031841,
0.06766182,
0.0028754098,
-0.0027286499,
-0.024249833,
0.043223552,
0.033338085,
0.031076893,
0.067082025,
0.053340938,
0.008907067,
-0.036642905,
-0.017640196,
0.06250166,
0.0040694205,
-0.0285403,
-0.028627269,
0.0137121,
-0.057573423,
-0.029830338,
0.016683538,
0.014212171,
-0.000920874,
-0.020133305,
-0.025423914,
-0.01222638,
-0.062385704,
-0.005120295,
-0.031221842,
0.03467161,
0.01575587,
0.0099869305,
-0.017205352,
-0.040846404,
0.25023857,
0.042788707,
0.03232345,
0.02261192,
0.002458684,
0.019495532,
0.046209484,
-0.053514875,
0.032410417,
-0.011037805,
0.036816843,
-0.02008982,
-0.008080862,
-0.008972294,
0.0028989639,
0.05487739,
-0.054500524,
-0.013871542,
-0.015871828,
-0.045571715,
-0.060762286,
0.029917309,
0.007877935,
0.047282103,
-0.004634719,
-0.031801634,
0.028714238,
-0.0036273287,
0.012762689,
0.011566866,
-0.017843124,
-0.0023789622,
0.011929236,
-0.03615008,
0.015132592,
0.042817697,
0.014915169,
-0.04664433,
-0.037367646,
-0.03765754,
-0.00555514,
-0.026453046,
-0.0029895566,
-0.035715237,
-0.019162152,
0.047543008,
0.0047506774,
0.012653978,
0.0593128,
-0.06482083,
0.0694012,
-0.019930378,
0.038208347,
-0.0276996,
-0.0024604956,
-0.019625986,
-0.050007127,
0.0045767394,
0.019539017,
0.019553512,
0.055950005,
-0.011878505,
0.007812708,
0.04183205,
-0.019930378,
0.020365221,
-0.028598279,
0.023075754,
-0.010718919,
-0.00046745795,
0.04258578,
-0.0055189026,
-0.0012547078,
-0.014226666,
0.008827345,
0.054384563,
-0.0010101078,
0.05081884,
0.0030294172,
-0.030902956,
0.024003422,
-0.01124798,
-0.020916024,
-0.033425055,
0.012791678,
0.04658635,
-0.02778657,
0.010697177,
-0.05067389,
0.03870117,
0.027859043,
0.026424056,
0.0274242,
0.00023735268,
0.021394353
] | Pegasus' pretraining task is intentionally similar to summarization: important sentences are removed/masked from an
input document and are generated together as one output sequence from the remaining sentences, similar to an
extractive summary.
Pegasus achieves SOTA summarization performance on all 12 downstream tasks, as measured by ROUGE and human eval.
This model was contributed by sshleifer. The Authors' code can be found here.
Usage tips |
[
0.07826883,
-0.00563189,
-0.0047004623,
0.00078521547,
0.007877426,
-0.013285484,
-0.024375975,
-0.045141768,
0.013321586,
0.03009451,
0.02989234,
0.0010234878,
-0.0074947462,
-0.057734095,
0.020058194,
0.0014359514,
-0.030007865,
-0.037719224,
-0.07838436,
-0.03904777,
-0.008527259,
-0.0024964437,
-0.05123576,
-0.0058304504,
-0.028318299,
0.012556227,
0.005465822,
0.035437588,
0.067640446,
0.058340605,
0.034686666,
0.0076824757,
0.048029914,
-0.0065127756,
0.0149894925,
-0.045719396,
0.006148147,
-0.021328978,
-0.0376037,
-0.05065813,
0.05224661,
-0.0096969595,
0.042484667,
-0.045488343,
-0.057705212,
-0.02850603,
0.027986161,
-0.03101872,
-0.023365123,
-0.016910112,
-0.024722554,
-0.04638367,
0.04675913,
0.00028926614,
0.030989837,
-0.057300873,
0.009855808,
-0.023350684,
-0.048665307,
-0.008137359,
0.023018546,
0.03959652,
-0.020448094,
-0.08999471,
0.0036968305,
0.0039062214,
-0.024881402,
0.024029398,
-0.05839837,
-0.021646675,
-0.02776955,
-0.0027617924,
-0.0072059315,
-0.014599592,
-0.063192695,
-0.042917892,
0.030123392,
-0.0073503386,
-0.012447922,
0.03006563,
0.020910198,
0.04329335,
-0.010823337,
0.012895584,
-0.0531997,
-0.038903363,
0.059264813,
0.0038412379,
-0.020866875,
-0.026282154,
-0.030412206,
0.027986161,
-0.029661288,
0.05334411,
0.0151339,
0.0037509832,
-0.004606597,
0.05279536,
0.013798131,
0.020910198,
0.050571486,
0.052910887,
-0.031740755,
0.013552639,
-0.04545946,
-0.020144839,
0.024563706,
-0.029805696,
0.00088449556,
0.01823866,
-0.037921395,
-0.00024571829,
0.014043624,
-0.017343333,
0.026498765,
0.0063539273,
-0.029358033,
0.028217213,
-0.07341674,
0.0019567208,
-0.0151194595,
-0.0104623195,
0.032116216,
-0.00756695,
0.020231482,
0.0032419472,
0.024491502,
0.016794585,
-0.067871496,
0.019162867,
0.050946943,
-0.0127583975,
-0.0027654024,
0.025401268,
-0.018902933,
-0.0005487483,
0.0060831634,
0.055365812,
0.033849105,
-0.030989837,
0.006808811,
0.009877469,
0.0036950253,
0.065329924,
-0.03691054,
0.0016336092,
-0.025863372,
-0.01745886,
-0.043524403,
0.018296422,
-0.020347008,
0.013725927,
0.027697347,
0.036766134,
-0.040260796,
-0.03335812,
-0.010715032,
0.002563232,
-0.007985732,
0.0029784034,
-0.024939165,
-0.0014115827,
-0.0027906739,
0.046325907,
-0.027654026,
0.04987833,
-0.019682733,
0.0016354143,
-0.04444861,
-0.044506375,
-0.014621253,
-0.004043408,
0.005884603,
0.01862856,
0.00835397,
0.011119373,
0.025329065,
-0.003375524,
0.04794327,
-0.014498507,
0.019754939,
-0.043177824,
-0.020058194,
0.025126895,
-0.03142306,
0.026051102,
0.022354271,
0.023249598,
-0.02248424,
-0.008621125,
0.022455357,
0.041791514,
-0.036448438,
0.02833274,
-0.031538583,
0.003667949,
-0.017141163,
-0.03046997,
0.01631804,
-0.005505534,
-0.010014656,
0.07295464,
0.0032744387,
0.019162867,
-0.036015216,
-0.03766146,
-0.029473558,
0.011364865,
-0.060246784,
0.036968306,
0.022744171,
0.014650135,
-0.0067185564,
0.019292833,
0.04309118,
-0.029719051,
-0.048809715,
0.010743913,
0.021401182,
0.009097668,
-0.010310691,
0.037170473,
0.014101387,
0.010310691,
0.0054297196,
-0.0035813046,
-0.023783905,
0.047047943,
-0.015278307,
0.011415408,
0.05282424,
0.002056001,
-0.0042419685,
0.04340888,
0.002541571,
0.020404771,
0.026108865,
0.02096796,
0.0009738477,
-0.019249512,
-0.015379393,
-0.011372086,
0.045315053,
0.042138092,
0.029863458,
-0.0026877834,
-0.0044766306,
-0.0134587735,
0.018354185,
0.0026300205,
-0.008245665,
0.056434426,
-0.0054838727,
0.0062600626,
-0.05533693,
-0.0059640273,
0.006675234,
0.012065242,
0.012267412,
-0.045170646,
-0.023884991,
-0.010390115,
0.040925067,
-0.045343935,
0.04323559,
0.038585667,
0.017040078,
0.021574471,
-0.025921136,
-0.027682906,
0.00086328574,
-0.062326252,
-0.060651124,
-0.010808897,
-0.02446262,
-0.020679146,
-0.016577974,
-0.06527216,
0.0018610508,
-0.020433653,
0.009133771,
0.0010207801,
-0.041849278,
0.023928313,
-0.0052167187,
-0.009140991,
-0.0310476,
0.027076395,
-0.0047221235,
0.013112196,
0.009863028,
0.002830386,
0.018599678,
-0.024722554,
0.021848846,
-0.0103323525,
0.030989837,
-0.012267412,
-0.0022816376,
0.001185946,
-0.018253101,
-0.0030307511,
0.018700764,
-0.0093720425,
0.0006918019,
0.017141163,
0.02797172,
-0.037286002,
0.056925412,
0.012830601,
-0.073474504,
0.022065457,
0.035986334,
0.04156046,
-0.019928226,
0.024794757,
-0.010772795,
0.01727113,
-0.022469798,
-0.025935577,
-0.040665135,
-0.011249339,
-0.025256861,
-0.005765467,
0.020505857,
0.07416766,
-0.004678801,
-0.06602308,
0.019856023,
-0.004032578,
-0.047798865,
-0.011617579,
-0.04875195,
0.036015216,
0.023278479,
0.025401268,
-0.045950446,
0.014534608,
-0.020087074,
0.04869419,
-0.006624691,
-0.011920834,
0.06117099,
0.03783475,
0.018296422,
0.03942323,
0.0049134633,
-0.04054961,
-0.047625575,
-0.0066102506,
-0.017300012,
0.010303471,
0.038845602,
0.011126594,
-0.0174733,
0.010996627,
0.015567122,
0.009798045,
0.0074586445,
-0.016809026,
-0.0127583975,
0.042138092,
-0.015596003,
0.006371978,
-0.0010478565,
0.0130833145,
-0.035062127,
0.030758785,
0.01958165,
-0.04054961,
0.008873837,
-0.013545418,
-0.04560387,
0.027509617,
-0.02173332,
-0.059438102,
0.020866875,
0.016072549,
-0.0029025895,
-0.013552639,
0.027538499,
0.00329971,
-0.011213237,
0.0302678,
0.07341674,
-0.019682733,
-0.036766134,
0.0071951007,
0.0013781885,
-0.0047473945,
0.0050398195,
0.0166935,
-0.009538111,
0.027278565,
-0.021892168,
-0.02524242,
0.030701023,
0.023148512,
0.028246095,
0.0043972065,
0.048780832,
-0.05239102,
-0.0084767165,
0.032953776,
-0.036563963,
-0.017256688,
-0.04132941,
0.035437588,
-0.0038304073,
0.0026643174,
-0.006137316,
-0.022007694,
-0.043437757,
0.02504025,
0.0075380686,
-0.0149894925,
-0.028318299,
-0.013039992,
0.0095669925,
0.051177997,
0.041242763,
0.0004900828,
-0.013357689,
0.026065543,
0.022830816,
-0.06625413,
0.03939435,
-0.06573427,
0.017314453,
0.039885335,
-0.015061696,
-0.02095352,
-0.0045741056,
-0.021834405,
-0.026123306,
0.041271646,
-0.0031173956,
0.017689912,
0.010881101,
-0.07382108,
0.022888578,
0.013126636,
-0.017141163,
0.03084543,
0.0725503,
-0.014491287,
0.0063575376,
0.026686495,
0.0037221017,
-0.049964976,
0.01550936,
-0.04115612,
0.015827056,
-0.028968133,
-0.0084767165,
-0.004119222,
0.01649133,
-0.0013041797,
0.029834578,
0.008700549,
-0.0050145485,
-0.011473171,
0.034282327,
-0.045546107,
-0.024347095,
0.04268684,
0.010967745,
-0.018253101,
0.039452113,
-0.012209649,
0.0033646934,
0.02561788,
0.01202192,
-0.008650006,
-0.050022736,
0.008325089,
0.039798692,
0.008520039,
-0.02251312,
0.013364908,
-0.046441432,
0.038152445,
-0.039509878,
-0.01958165,
-0.014715118,
-0.017516622,
-0.026816461,
-0.008021833,
0.0066283015,
0.011819749,
0.011220458,
-0.0043213926,
0.057329755,
-0.0415027,
-0.01920619,
-0.031365298,
-0.025863372,
0.012577888,
0.033877984,
0.04872307,
0.058485013,
-0.04427532,
-0.0076824757,
0.068218075,
-0.015754852,
-0.0128233805,
0.0017121307,
0.0058918237,
0.0034982702,
-0.0019296444,
0.00077709253,
0.008678887,
-0.030498851,
0.03769034,
0.007834104,
-0.034628905,
0.03491772,
-0.033242594,
-0.027957281,
0.056954294,
-0.00601818,
-0.057705212,
-0.007862985,
0.012924466,
-0.0060254005,
0.028433826,
0.040145267,
-0.0034675836,
0.008281766,
-0.06446348,
0.042917892,
0.004093951,
0.016231397,
-0.020159278,
-0.02755294,
0.030238919,
0.048492018,
0.02326404,
-0.03278049,
-0.038961127,
-0.021069046,
0.027827313,
-0.032116216,
-0.028217213,
-0.017300012,
0.002388138,
0.03665061,
0.022007694,
0.015870377,
-0.002465757,
0.0021245945,
0.00795685,
0.015538241,
0.00446219,
-0.032664962,
0.00426724,
0.020260364,
0.01009408,
-0.0031877942,
0.028303858,
-0.019538326,
0.08133027,
-0.006325046,
-0.01862856,
-0.046094853,
-0.0022473407,
-0.05380621,
0.010953304,
0.03127865,
-0.018671881,
-0.007101236,
-0.010650049,
0.029834578,
0.018123133,
-0.013054432,
-0.03379134,
0.017545504,
-0.019856023,
-0.019726057,
0.029141422,
-0.03283825,
-0.026859784,
-0.046037093,
0.007610272,
0.04020303,
-0.018859612,
0.017733233,
0.08699104,
-0.030932074,
0.0044188676,
-0.052564308,
-0.005317804,
0.0133288065,
0.0539795,
0.000796046,
0.0020830773,
-0.00562106,
-0.003281659,
-0.048780832,
-0.05995797,
0.0042780703,
0.024130484,
0.0118630715,
-0.0383835,
0.025357947,
-0.032173976,
0.012368497,
-0.00014621254,
0.024982488,
0.012729516,
-0.036188506,
0.039076652,
0.0015478672,
-0.01978382,
0.027899517,
-0.009076008,
-0.06636966,
-0.030181155,
0.054412723,
-0.014188031,
-0.019523885,
0.025069132,
-0.026917547,
-0.02291746,
-0.03491772,
-0.006191469,
0.016072549,
-0.027177481,
0.02095352,
-0.025661202,
0.037343763,
-0.022253187,
0.041618224,
0.005769077,
-0.014325218,
-0.030296681,
-0.0008095842,
-0.026816461,
-0.05126464,
0.04156046,
0.062268488,
-0.0072095413,
-0.011494832,
-0.04678801,
-0.005530805,
-0.024910284,
-0.0040867305,
0.03185628,
-0.0026661223,
-0.008678887,
0.009574213,
0.026426561,
0.053459633,
-0.022469798,
-0.012440701,
0.022412036,
-0.028708199,
-0.049762804,
0.006671624,
0.031480823,
0.00023579027,
0.058282845,
-0.0038845602,
0.011285442,
0.060420074,
0.028289417,
0.0024946386,
-0.042253617,
-0.012527346,
-0.036506202,
0.0075958315,
-0.025285743,
-0.011292662,
-0.0060542817,
0.01883073,
0.032260623,
-0.034080155,
0.050513722,
0.05995797,
-0.032087334,
-0.011271001,
-0.0025596218,
-0.006617471,
0.0074658645,
0.001194069,
0.010130182,
-0.019668294,
0.04407315,
0.031740755,
0.02209434,
0.0056066187,
-0.0029459118,
0.028274978,
0.028361622,
-0.013559858,
-0.0069387774,
-0.028448265,
-0.05060037,
0.00155238,
-0.033387,
0.03532206,
-0.025285743,
-0.050138265,
0.010043537,
0.04078066,
0.02057806,
-0.022152102,
-0.015422715,
0.03419568,
0.0033430322,
-0.012866703,
-0.020101516,
0.014505727,
-0.04037632,
0.011155475,
-0.022498678,
-0.036072977,
0.023408446,
0.022542002,
0.04075178,
0.02330736,
0.023119632,
0.03933659,
0.035408705,
0.044650782,
0.02619551,
0.021689998,
0.048578665,
0.015220544,
-0.009992995,
-0.04574828,
-0.0017978726,
-0.013220501,
-0.040462963,
0.0059279255,
0.017054519,
-0.006032621,
-0.023841668,
-0.044708543,
0.003648093,
-0.0028213605,
0.03240503,
-0.039856452,
-0.010931644,
0.023783905,
-0.03379134,
-0.028780403,
-0.052304376,
-0.028751522,
0.022845257,
-0.0095669925,
0.05608785,
-0.029603526,
-0.007256474,
0.008115699,
0.01165368,
0.031711873,
-0.029415796,
0.033329237,
-0.002388138,
0.016577974,
-0.056376666,
-0.030903192,
-0.046297025,
-0.013357689,
-0.049791686,
-0.042051446,
0.02543015,
0.06596532,
-0.023235157,
-0.026614292,
-0.03298266,
-0.0318274,
0.00601457,
0.037921395,
-0.038556788,
0.042744603,
-0.04326447,
0.0043177824,
-0.0039603743,
-0.038845602,
-0.0053539057,
0.043697692,
0.060246784,
0.0048773615,
0.026527647,
-0.014000301,
0.032145098,
-0.0074369833,
0.009877469,
0.045950446,
0.049185175,
-0.010007435,
-0.0086716665,
0.0072709145,
0.039480995,
0.022628646,
0.02931471,
-0.01919175,
0.023394005,
0.024303772,
-0.04791439,
-0.02833274,
0.059842445,
0.034657788,
-0.048001032,
0.00050407223,
-0.025141336,
0.029184744,
-0.035379823,
-0.008888278,
0.052737597,
0.023249598,
-0.052564308,
-0.018325305,
-0.02719192,
-0.0070795747,
0.01823866,
-0.023957195,
-0.036188506,
-0.016664619,
0.025054691,
0.037979156,
-0.04132941,
0.011292662,
0.0018700764,
0.0066644032,
0.027654026,
0.015581563,
0.0030758784,
0.014765661,
-0.007588611,
0.022368712,
-0.027639585,
-0.011697003,
-0.020621382,
-0.02329292,
-0.026094424,
0.021386743,
-0.01923507,
-0.038932245,
0.0041950364,
0.011011068,
-0.0302678,
-0.045661632,
0.00068909425,
-0.0687957,
0.027812874,
0.035639755,
-0.025487913,
0.0018809069,
0.023451768,
-0.0055452455,
0.027293006,
0.006458623,
0.037372645,
-0.039076652,
0.06735163,
0.008520039,
0.026426561,
-0.020736909,
-0.041416053,
-0.018700764,
-0.004501902,
0.030296681,
0.0033303965,
-0.025531236,
-0.035668638,
-0.03610186,
-0.031914044,
0.007927968,
0.020837994,
-0.035668638,
0.0040867305,
-0.0077185775,
-0.06556098,
0.00087998284,
0.08733762,
0.022975223,
-0.013090534,
-0.028462706,
0.011805308,
-0.05900488,
-0.014094166,
-0.042022564,
0.026498765,
-0.0050903624,
-0.04967616,
0.0066788443,
-0.01379091,
-0.02037589,
-0.040636253,
-0.010650049,
-0.034686666,
0.041098356,
0.024520384,
0.08040606,
0.0064441822,
-0.009870249,
-0.033213712,
0.030383326,
0.015870377,
0.03552423,
0.05045596,
0.058167316,
0.0033646934,
-0.04020303,
-0.051495694,
0.041444935,
0.018166456,
-0.01628916,
-0.036997188,
0.020837994,
-0.049156293,
-0.05516364,
0.012520125,
0.012000258,
0.027913958,
-0.02115569,
-0.030441089,
-0.013928098,
-0.05686765,
0.010418997,
-0.029632406,
0.036361795,
0.020722467,
0.0034892447,
0.0016056303,
-0.03067214,
0.24722554,
0.04967616,
0.04089619,
0.033069305,
0.039740928,
0.026859784,
0.035639755,
-0.01494617,
0.06862242,
-0.03549535,
0.011314323,
-0.017646588,
0.002059611,
0.0055416357,
-0.020404771,
0.038094684,
-0.04652808,
0.02096796,
-0.04075178,
-0.05551022,
-0.06868018,
0.023220716,
0.032000687,
0.0581962,
0.02444818,
-0.022412036,
-0.0013267434,
-0.014419083,
0.027856195,
-0.006119265,
-0.051928915,
-0.024101602,
0.033213712,
-0.026094424,
-0.0029585473,
0.03396463,
0.03881672,
-0.03474443,
-0.034455616,
0.0044585797,
-0.0013231331,
-0.0046824114,
-0.005667992,
-0.02368282,
0.0062420117,
0.041185003,
-0.019090664,
-0.004870141,
0.06371256,
-0.042398024,
0.066080846,
-0.046297025,
0.03185628,
-0.033646934,
-0.013906437,
-0.008469496,
-0.062730595,
-0.017256688,
0.006223961,
0.029921222,
-0.00061237783,
0.0023917481,
-0.044939596,
0.0142891165,
-0.005086752,
0.0012906415,
-0.00718066,
-0.009018244,
-0.003613796,
-0.016216956,
0.019870464,
0.0052275495,
-0.012455142,
-0.03956764,
-0.009473128,
0.039480995,
-0.016837908,
0.028231654,
-0.0022437307,
0.022383153,
-0.0031498873,
-0.0074803056,
-0.019523885,
0.0018917375,
-0.008260106,
0.06013126,
-0.026513206,
0.0131338565,
-0.030729903,
0.031509705,
0.00045510908,
-0.020606942,
0.029126981,
0.008303428,
0.014960611
] | This model was contributed by sshleifer. The Authors' code can be found here.
Usage tips
Sequence-to-sequence model with the same encoder-decoder model architecture as BART. Pegasus is pre-trained jointly on two self-supervised objective functions: Masked Language Modeling (MLM) and a novel summarization specific pretraining objective, called Gap Sentence Generation (GSG).
MLM: encoder input tokens are randomly replaced by a mask tokens and have to be predicted by the encoder (like in BERT) |
[
0.04428186,
-0.0027587626,
-0.0051881736,
0.034960855,
-0.027438886,
-0.023104195,
-0.015808878,
0.0023054616,
-0.023656655,
0.01226038,
0.051251363,
0.02716974,
-0.008053179,
-0.06493539,
-0.006193936,
-0.012614522,
0.0053227474,
-0.049551487,
-0.029379582,
-0.017452095,
0.030682825,
-0.00017850948,
-0.05521775,
-0.017055457,
-0.032920998,
0.01991692,
0.022806715,
-0.0139248455,
0.09332338,
0.045046806,
-0.023075864,
0.005967285,
0.009930129,
-0.018727005,
-0.008258581,
-0.0258665,
-0.004858822,
-0.007954019,
-0.04535845,
-0.04768162,
0.03575413,
0.015993033,
0.034309234,
-0.059382454,
-0.05110971,
-0.035414156,
-0.002186824,
-0.01776374,
-0.05776757,
-0.0020752696,
-0.038898908,
-0.040173817,
0.011219204,
0.0032634144,
-0.021574304,
-0.03425257,
0.0108863115,
0.0150297675,
-0.04586841,
-0.012168303,
0.034167577,
0.04436685,
-0.029691227,
-0.05776757,
0.02191428,
0.02386914,
-0.0310228,
0.026716439,
-0.038388945,
0.008449817,
0.0036441165,
0.000009884146,
0.0054679457,
-0.032411035,
-0.021248493,
-0.035499148,
0.00888187,
0.018443692,
-0.031617757,
0.036065776,
0.0054112826,
0.011537932,
-0.022155095,
-0.009455579,
-0.02974789,
-0.021276824,
0.06618197,
-0.007132411,
-0.00031673536,
-0.03705737,
-0.035017516,
0.03017286,
-0.016148854,
0.053432878,
0.0023072322,
0.038643926,
-0.016984629,
0.05397117,
0.002884483,
-0.021361819,
0.025809836,
0.06657861,
-0.042723637,
0.02877046,
-0.03360095,
-0.015228086,
0.031164456,
0.0039168056,
-0.039522197,
0.027509715,
-0.04436685,
-0.008733131,
-0.00039663853,
-0.02909627,
0.013372385,
0.021928445,
-0.022197593,
0.02906794,
-0.056152683,
-0.016715482,
-0.008435652,
-0.015398075,
0.020001914,
0.00077025784,
0.029776221,
-0.0022452574,
0.034365896,
0.0020575623,
-0.05858918,
-0.008584391,
0.031051131,
0.0034369437,
0.033544287,
0.014087751,
-0.02226842,
0.005967285,
0.004242616,
0.01991692,
-0.0038743084,
-0.012246215,
0.023373343,
-0.0049827714,
0.031844407,
0.06958173,
-0.038445607,
0.0035095427,
0.0071111624,
-0.032807674,
-0.05535941,
0.0024984686,
-0.039975498,
0.01573805,
0.020030245,
0.02376998,
-0.01353529,
-0.05731427,
-0.0064064204,
-0.007153659,
-0.0038636844,
0.006016865,
0.013103237,
0.029266257,
-0.028614637,
0.08969697,
-0.041392066,
0.034762535,
-0.010114282,
-0.02814717,
-0.035499148,
-0.044451848,
0.020582708,
-0.009080189,
0.0001019817,
0.011573345,
0.010128449,
0.008301078,
0.050401427,
-0.012203718,
0.01871284,
0.018727005,
-0.00017928416,
-0.018174544,
-0.012904918,
0.034110915,
0.0032616437,
0.015780548,
0.04686001,
0.011325447,
-0.020157738,
-0.0048552807,
0.01330864,
0.01146002,
-0.021985108,
0.014123165,
-0.04470683,
0.038615596,
-0.022310918,
-0.017976224,
0.0451318,
-0.015256418,
0.033090986,
0.05521775,
-0.012727847,
0.0049402746,
-0.030427841,
-0.011948735,
-0.02344417,
0.02622064,
-0.049098182,
0.05300791,
0.030541167,
0.0108650625,
-0.023075864,
0.0035980782,
0.032467697,
-0.027481385,
-0.026574781,
0.028430484,
0.016786309,
0.016403837,
-0.00045728526,
0.010192194,
0.038898908,
0.015879707,
0.021050174,
-0.000560429,
-0.0070190853,
0.05139302,
0.017678747,
0.02131932,
0.0051492183,
-0.006041655,
0.016233848,
0.028827121,
-0.016701315,
0.009767224,
0.04858822,
0.032184385,
0.0094980765,
0.01141044,
0.013691112,
-0.023699153,
0.05501943,
0.032042727,
0.007125328,
0.010617164,
-0.021588469,
-0.038190626,
-0.016432168,
0.009760141,
-0.028982945,
0.06300887,
0.013719443,
0.0021903655,
-0.067938514,
-0.02119183,
0.03144777,
0.031986065,
-0.0066861925,
-0.0130536575,
0.02194261,
0.008223167,
0.032184385,
-0.035385825,
0.02416662,
0.045301788,
0.011056299,
0.005120887,
-0.037397347,
-0.04496181,
0.0119699845,
-0.077344514,
-0.026858095,
-0.017537089,
-0.020922683,
-0.028218,
0.0017910709,
-0.033317637,
0.007670706,
-0.02389747,
-0.02599399,
-0.0033643446,
-0.035470817,
0.035272498,
0.028515477,
0.035414156,
-0.02389747,
0.025625682,
-0.02384081,
0.03875725,
0.0130536575,
-0.0013315722,
-0.00265252,
-0.009073107,
-0.00013147506,
-0.019052815,
-0.005609602,
-0.024435766,
-0.008371906,
0.001248349,
-0.034819197,
0.0366324,
0.045896746,
0.0286713,
-0.021276824,
0.010942974,
-0.008761462,
-0.056804303,
0.05561439,
0.033034325,
-0.08476732,
0.024889069,
0.031277783,
0.03317598,
-0.035697468,
0.027226401,
0.043601908,
0.008988112,
-0.013542373,
-0.006640154,
0.0011943424,
0.01841536,
0.006445376,
0.011644174,
0.014803117,
0.0629522,
-0.022155095,
-0.07315148,
0.016248014,
0.002271818,
-0.07196156,
-0.017027125,
-0.04280863,
0.04606673,
0.04906985,
-0.002719807,
-0.04340359,
-0.004957982,
-0.032666016,
0.023529164,
-0.009590154,
-0.025455695,
0.034507554,
0.024124123,
0.017522924,
0.03875725,
0.0502881,
-0.045471776,
-0.014123165,
0.00076494575,
0.024024963,
0.025838166,
0.02452076,
-0.02419495,
-0.0070013786,
-0.0075715464,
0.0008402008,
0.031986065,
0.015483068,
-0.030257855,
0.025115719,
0.05601103,
-0.0028313617,
0.0018840331,
-0.02517238,
-0.00094113115,
-0.034762535,
0.035074178,
0.028926281,
-0.02452076,
0.014718123,
-0.0048198663,
-0.03770899,
0.0142294075,
-0.014073585,
-0.058475852,
0.01306074,
0.009668064,
0.024279945,
-0.040145487,
0.013606118,
0.005439614,
-0.016772144,
0.022282586,
0.05076973,
-0.016120523,
-0.033515956,
-0.014633128,
-0.03895557,
0.014958939,
0.015667222,
-0.03014453,
-0.016743813,
0.029379582,
-0.037539005,
-0.0169138,
0.032354373,
0.0155963935,
0.0015989491,
0.0253707,
0.049948122,
-0.027991349,
0.0061160247,
0.023288349,
-0.005591895,
0.000605582,
-0.029379582,
0.03918222,
0.0012093934,
0.0053262888,
0.02181512,
-0.0057229274,
-0.0072138635,
0.02954957,
0.006002699,
-0.02122016,
-0.006732231,
0.0028756293,
0.04960815,
0.031816076,
0.023500834,
-0.0015192672,
-0.028402152,
0.04640671,
0.03770899,
-0.0855606,
0.032156054,
-0.05133636,
-0.0025763798,
0.04286529,
0.009066024,
0.011814162,
-0.005683972,
-0.03014453,
-0.025611516,
0.024775743,
0.0130536575,
0.033940926,
0.023472501,
-0.036009114,
0.014328567,
-0.00024413633,
-0.031107794,
0.04501847,
0.08431402,
0.013251977,
0.019506117,
0.02409579,
0.025979824,
-0.034592547,
0.05068474,
-0.029351251,
0.011998315,
-0.01756542,
-0.013747775,
-0.030314516,
-0.007748617,
-0.025257375,
0.026277304,
-0.0027658455,
-0.018727005,
-0.022849213,
0.036745727,
-0.06266889,
-0.04382856,
0.0068986774,
0.04433852,
-0.01906698,
0.01916614,
0.003362574,
0.011906239,
0.016361339,
0.038700588,
-0.022863379,
-0.009328089,
-0.0155114,
0.038870577,
-0.001193457,
-0.03445089,
0.028487146,
-0.04113708,
0.043091945,
-0.004621547,
-0.04329026,
0.0028933364,
-0.035584144,
-0.034195907,
-0.0128411725,
0.008343575,
0.028727962,
0.029237926,
-0.025356535,
0.045103468,
-0.06317885,
-0.015143093,
-0.029577902,
-0.032920998,
0.008846456,
0.06431211,
0.033232644,
0.08822374,
-0.059835754,
-0.0023532705,
0.05841919,
-0.02629147,
-0.0086977165,
-0.027552212,
-0.01583721,
-0.017551254,
-0.0052554607,
-0.023189189,
-0.004157622,
-0.018344533,
0.026900591,
0.030484505,
-0.0338276,
0.0088393735,
-0.025299871,
-0.006916384,
0.05609602,
-0.015327246,
-0.06907177,
-0.02426578,
0.023614159,
0.013152817,
0.036320757,
0.0066189053,
-0.0037220276,
0.0064205863,
-0.032836005,
0.040173817,
0.004823408,
0.019576944,
-0.031617757,
-0.038643926,
-0.007118245,
0.05031643,
0.01311032,
-0.06011907,
-0.03014453,
-0.028430484,
0.0020929766,
-0.0615923,
-0.038672257,
-0.02024273,
-0.024435766,
0.009384751,
0.05365953,
0.007628209,
-0.035159174,
0.031759415,
-0.0225659,
0.035640806,
0.04218534,
-0.04790827,
-0.021106835,
0.012614522,
0.0027074122,
-0.016177187,
-0.0027853232,
-0.04371523,
0.057229273,
-0.014264822,
0.016757978,
-0.02779303,
-0.0044019795,
-0.052129637,
-0.010879228,
0.04663336,
-0.031362776,
0.00347767,
-0.040088825,
0.0305695,
0.03790731,
0.03470587,
-0.05374452,
0.0048517394,
-0.04221367,
-0.013400716,
0.037822317,
-0.029662896,
-0.008853539,
-0.012062062,
-0.009455579,
0.050373092,
-0.041902028,
0.013974425,
0.05003312,
-0.028529644,
-0.006342675,
-0.07598461,
0.017522924,
0.018500354,
0.012472865,
0.0183162,
0.008237332,
0.00457905,
-0.014930608,
-0.05864584,
-0.046151727,
-0.004193036,
0.03014453,
0.047653288,
-0.031957734,
0.00742989,
-0.05331955,
-0.015922204,
-0.04861655,
0.031136125,
-0.0043382337,
-0.0013749546,
0.002654291,
-0.0035644346,
0.00034440265,
0.061252322,
0.005393576,
-0.032496028,
-0.071791574,
0.06657861,
-0.00021060355,
-0.012402037,
0.032156054,
0.005839794,
-0.04340359,
-0.06561535,
0.009767224,
0.025724841,
-0.0291246,
-0.00058787497,
-0.023925804,
0.0133582195,
-0.017537089,
0.014873945,
-0.014363981,
0.008541894,
-0.00650558,
0.007932771,
-0.023614159,
-0.05436781,
0.049948122,
0.061705623,
-0.01038343,
-0.008074427,
-0.030116197,
0.012968663,
-0.026206475,
-0.044026878,
0.025710676,
0.024407435,
-0.01146002,
0.0272689,
0.0086268885,
0.07802447,
-0.015851377,
-0.0012536611,
0.0101072,
-0.030966137,
-0.04861655,
0.0018450775,
0.040825438,
-0.0029181263,
0.034564216,
-0.012798675,
-0.003750359,
0.049324837,
0.054254483,
0.0013271455,
-0.049154848,
0.01723961,
-0.02782136,
-0.018769503,
-0.037793986,
-0.025809836,
0.0012749096,
0.049778137,
-0.0045896745,
-0.02164513,
0.039493866,
0.028657135,
-0.01583721,
-0.033884265,
-0.0037574419,
0.007996516,
-0.016531328,
-0.016885469,
0.0145623,
-0.054906104,
0.030739486,
-0.009760141,
-0.0009119145,
0.010687992,
-0.00007132632,
0.021036008,
0.032581024,
0.009030609,
-0.020681866,
-0.033232644,
-0.02634813,
-0.00888187,
-0.0558977,
0.05603936,
0.02354333,
-0.029606234,
-0.014243573,
-0.0031005093,
0.015001436,
0.007670706,
-0.018202875,
0.04428186,
0.0073094815,
-0.016970463,
-0.016956298,
0.02044105,
-0.038360614,
0.007451138,
-0.03748234,
-0.019633608,
0.002496698,
0.012444534,
0.009221846,
0.027835526,
0.018202875,
0.0019885048,
0.02331668,
0.041817036,
0.02544153,
0.0053262888,
0.026135646,
-0.012848255,
-0.0011447625,
-0.032807674,
-0.01213289,
-0.009243094,
-0.032496028,
-0.0021514099,
0.05346121,
-0.02644729,
-0.03405425,
-0.044650167,
0.015709719,
0.027155574,
0.04496181,
-0.04751163,
0.008867704,
0.01681464,
-0.02419495,
-0.010085952,
-0.030116197,
-0.02932292,
0.04176037,
-0.026603114,
0.027155574,
-0.018018723,
-0.021333488,
0.009462662,
0.002441806,
0.02549819,
0.004961523,
0.038360614,
-0.0043878136,
0.035045847,
-0.07666456,
-0.029662896,
-0.025625682,
-0.0075998777,
-0.023854975,
-0.059779093,
0.030626161,
0.05289458,
-0.01561056,
-0.009937212,
-0.0338276,
-0.0045967572,
0.011141293,
0.05178966,
-0.032694347,
0.020398553,
-0.045953408,
0.0074015586,
-0.031277783,
-0.013747775,
-0.022325084,
0.028883785,
0.024379104,
0.011722085,
0.006718065,
0.011247535,
0.041448727,
-0.033544287,
0.0120408125,
0.048078258,
0.03725569,
-0.006590574,
0.004798618,
-0.026957255,
0.017225444,
0.016772144,
0.025073221,
-0.033770937,
0.04176037,
0.013655698,
-0.06442543,
-0.02226842,
0.03555581,
0.028189667,
-0.072698176,
0.0008003599,
0.0017609688,
0.026475621,
-0.04303528,
-0.016375504,
0.030541167,
0.022027604,
-0.027538046,
0.012062062,
-0.035074178,
0.015823044,
0.0025533605,
-0.04516013,
-0.022962539,
-0.006753479,
0.041448727,
0.038813915,
-0.0138540175,
0.0029517699,
-0.002254111,
0.010319685,
0.021475144,
0.01864201,
0.0263198,
0.017806238,
0.00061355025,
-0.0048800707,
-0.025554854,
-0.02406746,
-0.014519803,
-0.033544287,
-0.044678498,
0.002604711,
-0.049579818,
-0.037085705,
0.007946936,
-0.009080189,
-0.0020310017,
-0.03748234,
0.025356535,
-0.064538755,
-0.010935891,
0.0006427669,
-0.029436246,
-0.027552212,
-0.0012297565,
-0.007614043,
0.021701794,
0.0017804466,
0.033742607,
-0.017537089,
0.07966768,
0.003544957,
0.013528207,
0.022183426,
-0.0043099024,
-0.009703479,
-0.012996995,
0.03555581,
-0.007975267,
-0.008690634,
-0.022863379,
-0.037114035,
-0.0361791,
0.035640806,
0.008945616,
-0.056379333,
0.0038247288,
0.015950534,
-0.03938054,
-0.01681464,
0.07241486,
0.024761576,
-0.000963265,
0.010914642,
0.022310918,
-0.04071211,
-0.013414882,
-0.05238462,
0.02889795,
0.0013625596,
-0.011268784,
-0.02129099,
-0.020086909,
-0.01028427,
-0.04025881,
-0.027708035,
0.011778748,
0.037992306,
0.038190626,
0.03660407,
0.02481824,
0.02034189,
-0.02954957,
0.033657614,
0.015695553,
-0.003047388,
0.0732648,
0.055501062,
0.010836732,
-0.010263022,
-0.02331668,
0.05377285,
0.0054360726,
0.0037609832,
-0.015766382,
0.014052337,
-0.04428186,
-0.050628077,
0.0040195067,
0.042298667,
0.015497234,
-0.023075864,
-0.04003216,
-0.015964702,
-0.08431402,
-0.003658282,
-0.02622064,
0.051506348,
0.0068243076,
-0.0086268885,
-0.03317598,
-0.022126764,
0.23707652,
0.06555869,
0.059155803,
0.040513795,
0.07150826,
0.04028714,
0.017041292,
-0.040740445,
0.056351002,
-0.032807674,
-0.014831448,
0.010291354,
0.01263577,
0.011431689,
-0.029464576,
0.026206475,
-0.05782423,
0.032439366,
-0.017707078,
-0.048928197,
-0.05864584,
0.03039951,
0.04150539,
0.022155095,
0.023033366,
0.009278509,
-0.0059991577,
-0.041023757,
-0.01723961,
0.0057229274,
-0.0046498785,
-0.018996153,
0.056832634,
-0.0131244855,
-0.026928924,
0.04986313,
-0.01396026,
-0.030739486,
-0.017253777,
0.0033661155,
0.021985108,
-0.0045011393,
-0.011637092,
-0.019180307,
-0.006778269,
0.03833228,
-0.017891232,
0.021545973,
0.06856181,
-0.028501311,
0.025455695,
-0.04348858,
0.043120276,
-0.0092643425,
-0.0009951377,
0.023614159,
-0.06895844,
-0.020823523,
-0.0053156647,
0.011445855,
0.0050677657,
0.009575987,
-0.043120276,
-0.009802638,
-0.011870825,
0.031192787,
-0.006827849,
0.03620743,
-0.034960855,
-0.031787746,
0.0014555218,
-0.006537453,
-0.026376462,
-0.00542899,
-0.0028455274,
0.033005994,
0.013506958,
0.025639849,
-0.03790731,
0.0077769486,
-0.001723784,
-0.017551254,
-0.039692186,
-0.040542126,
-0.00425324,
0.019506117,
-0.024733245,
0.04686001,
-0.020101074,
0.034564216,
-0.015752217,
0.01978943,
0.0021832827,
-0.035045847,
0.000094732866
] | MLM: encoder input tokens are randomly replaced by a mask tokens and have to be predicted by the encoder (like in BERT)
GSG: whole encoder input sentences are replaced by a second mask token and fed to the decoder, but which has a causal mask to hide the future words like a regular auto-regressive transformer decoder.
FP16 is not supported (help/ideas on this appreciated!).
The adafactor optimizer is recommended for pegasus fine-tuning. |
[
0.038304493,
-0.03200195,
0.068666056,
0.05387379,
-0.026231816,
-0.026346931,
-0.017008232,
-0.019497592,
0.0062090117,
0.067112006,
0.013892934,
0.007799037,
0.022893483,
-0.018058656,
-0.011151759,
0.009907079,
0.004054204,
-0.03367112,
-0.06567307,
-0.0065975245,
0.0024803672,
-0.04204573,
-0.052808974,
0.021094812,
-0.024389977,
0.0018013689,
0.01192159,
0.0304479,
0.09589074,
0.049556978,
-0.056722883,
-0.042822756,
-0.0032681848,
-0.026505213,
-0.003687275,
-0.007676727,
0.02046168,
0.003043351,
-0.035858303,
-0.032980427,
0.015094446,
-0.030476678,
0.06987476,
-0.05384501,
-0.052636303,
-0.019727822,
-0.034419365,
-0.019857327,
-0.001158344,
-0.06377368,
-0.0048564114,
0.0028383026,
0.017929152,
-0.030879581,
0.011439547,
0.03269264,
-0.016403878,
0.039254192,
-0.028937016,
0.009561734,
0.036261205,
0.026951283,
0.000079984646,
-0.043398328,
0.018404,
0.06302543,
-0.059859764,
-0.013108713,
0.003949881,
-0.002590086,
0.007633559,
0.0074393027,
-0.021915006,
-0.04112481,
0.010360344,
-0.003579355,
0.04265008,
0.027411744,
-0.0043024207,
0.016950674,
0.031368818,
0.026476435,
-0.016231205,
-0.010842388,
-0.029267972,
-0.044002682,
0.02567063,
-0.03358478,
0.0064680204,
-0.029785989,
0.026778612,
0.019166637,
0.039858546,
0.011079812,
-0.015396622,
0.01954076,
-0.02885068,
0.04391635,
0.034390587,
-0.013677093,
0.02591525,
0.020519236,
0.017972318,
0.015741967,
-0.06578819,
0.0058492776,
0.020289008,
0.008496921,
-0.016072923,
-0.03188684,
0.01638949,
0.017382355,
-0.024893604,
0.005766539,
0.013015182,
0.01611609,
-0.021137979,
0.0064788125,
0.0067630024,
-0.005431986,
0.038074262,
-0.0018202548,
0.0051118224,
-0.007075971,
0.014022438,
-0.08604841,
-0.00861923,
0.010590574,
-0.061471373,
-0.0135691725,
0.0057413573,
0.0033239438,
0.00023517621,
0.011187732,
0.033469666,
-0.030563015,
0.06325565,
0.018922018,
0.018087434,
-0.023814403,
-0.0042304737,
-0.07799037,
0.0066370955,
0.088926286,
-0.007273825,
0.008338638,
-0.00085706665,
-0.0154685695,
-0.017972318,
0.032577526,
-0.037527468,
0.018691787,
-0.006683861,
-0.011374794,
0.049154077,
-0.057787698,
-0.034822267,
0.00596799,
-0.008446558,
0.019065911,
0.0064356443,
0.019929273,
-0.029958662,
0.044204134,
-0.025267728,
0.029958662,
-0.011396378,
-0.011302847,
-0.00454704,
-0.03525395,
0.04158527,
-0.0127561735,
-0.020504847,
0.00064392417,
0.03300921,
0.010763247,
0.027397355,
-0.019411257,
0.009619292,
0.04449192,
-0.004874398,
-0.0041549294,
0.01522395,
0.045758188,
-0.00041234528,
0.03067813,
-0.026145479,
0.010540211,
-0.0050578625,
-0.04230474,
0.012281325,
0.035599295,
0.0063421135,
0.005906835,
-0.023771234,
-0.022663252,
-0.018001098,
-0.0034498507,
-0.010309981,
-0.046045974,
0.024591427,
-0.013324553,
0.010144504,
0.021915006,
-0.06774514,
0.0048923846,
-0.0069536613,
0.02385757,
-0.023943907,
-0.021958174,
0.05773014,
-0.02046168,
-0.007140723,
-0.0037448327,
0.008583257,
-0.03228974,
0.020576794,
-0.019655874,
0.031455155,
0.015569295,
-0.010324371,
0.02772831,
0.021181148,
-0.042160843,
-0.009014938,
0.024231693,
0.0068709226,
0.051974393,
-0.03637632,
0.029901104,
-0.036030974,
0.05208951,
0.0017204287,
0.019641485,
0.03908152,
0.02590086,
0.058305714,
0.03090836,
-0.022418633,
0.028678007,
-0.0072054756,
0.009403451,
0.016216816,
0.0072198645,
0.044204134,
0.010928724,
-0.008583257,
-0.033728674,
0.031627826,
0.07177416,
-0.05384501,
0.07183172,
-0.058219377,
-0.010425096,
-0.038707398,
-0.042160843,
0.0021566064,
0.019252973,
-0.036261205,
-0.033930127,
0.013425279,
0.03957076,
0.021339431,
-0.051197365,
-0.0020792636,
0.07355844,
-0.0111445645,
0.04656399,
-0.00255771,
0.0009595909,
0.0016197031,
-0.042362295,
-0.04017511,
-0.043081764,
-0.0005193662,
0.005230535,
0.027109567,
-0.028663618,
0.02772831,
-0.012748979,
-0.00012309654,
-0.01522395,
0.020735078,
0.02046168,
0.0041405405,
0.005244924,
-0.0060039633,
0.033210658,
-0.0026800195,
0.059744652,
0.026793001,
-0.024389977,
-0.02862045,
-0.004683739,
0.007921346,
-0.03249119,
0.014202305,
0.00408658,
0.035340283,
-0.009266752,
-0.011648192,
-0.040290225,
-0.011971953,
-0.0098783,
-0.007993293,
0.033469666,
0.026721055,
-0.03726846,
0.023281995,
0.038707398,
-0.024217304,
0.017324798,
-0.007611975,
0.047369797,
-0.030563015,
0.053758673,
0.02089336,
-0.004082983,
-0.041412596,
-0.0065003964,
-0.0068385466,
-0.02361295,
-0.02112359,
-0.01410158,
-0.032548748,
0.047859035,
0.0107776355,
-0.06544284,
0.055370282,
-0.036203645,
-0.019008353,
0.023684898,
-0.061759163,
0.021512102,
-0.015684409,
0.023742454,
-0.04161405,
0.023109322,
0.003158466,
0.022433022,
0.021612829,
-0.0067342236,
-0.03200195,
0.021080421,
0.0076551433,
-0.0015342663,
0.026030364,
-0.039139077,
0.00431681,
-0.015626851,
-0.016778002,
0.03269264,
0.028922627,
0.00760478,
0.036951892,
0.0132669965,
-0.03793037,
0.0058708615,
0.0029372296,
-0.010115725,
0.01955515,
-0.0014452321,
-0.00095509423,
0.034217913,
-0.015036888,
0.017339187,
-0.011302847,
0.016029755,
0.015972197,
-0.049556978,
0.050564233,
0.007676727,
0.00886385,
-0.020418512,
-0.018375222,
-0.0028922628,
0.04426169,
-0.010007804,
0.055255167,
-0.008266691,
0.015857082,
-0.027325407,
-0.015482958,
0.0104107065,
0.005705384,
0.0035937442,
-0.029872326,
0.011979148,
-0.030563015,
0.01044668,
-0.013439668,
-0.013691482,
-0.0015603469,
-0.026764221,
-0.01887885,
-0.06601842,
0.05266508,
0.009482592,
0.012806537,
-0.029124077,
0.003525395,
-0.029929882,
0.028692396,
0.054650813,
0.04319688,
-0.014936163,
-0.028706787,
0.031656608,
0.0139217125,
0.023454668,
-0.04771514,
-0.036894336,
-0.009353088,
-0.0011178739,
-0.0076191695,
-0.018260106,
-0.03977221,
-0.0042880313,
-0.005442778,
-0.00403262,
0.0037124567,
-0.014353394,
-0.015425401,
0.049470644,
0.038592283,
-0.04748491,
0.04293787,
-0.058679838,
0.0064356443,
0.07039278,
-0.0050578625,
-0.010979087,
-0.061586488,
-0.036750443,
-0.04840583,
0.048377052,
0.003960673,
-0.024001464,
0.017425522,
-0.050334007,
0.00057692366,
0.03502372,
-0.01328858,
-0.035800744,
0.052204624,
0.038592283,
0.017411133,
-0.014864216,
0.044866044,
0.006547162,
0.050593015,
-0.044204134,
0.028433388,
-0.074364245,
-0.037844036,
-0.004151332,
0.0011043838,
-0.009777575,
0.008813487,
0.019828547,
0.015123225,
-0.00066370954,
0.029354308,
-0.014130358,
-0.008691178,
0.029411865,
0.036750443,
-0.011878422,
0.053988904,
-0.0012554722,
-0.017814036,
0.04391635,
0.037182122,
-0.0068277544,
0.020130724,
0.010158893,
0.06567307,
-0.01522395,
0.02752686,
-0.036174867,
0.000725314,
0.03113859,
0.033037987,
0.00009988244,
-0.00797171,
-0.02728224,
-0.02565624,
0.022533748,
-0.02384318,
0.0028616854,
0.0052521187,
-0.050852023,
-0.0073961345,
-0.031973172,
-0.04161405,
-0.026649106,
-0.014821048,
-0.0031350832,
0.028433388,
0.0033365344,
-0.0027447718,
0.0053744284,
-0.01396488,
0.055974636,
-0.048060484,
-0.07476715,
-0.03430425,
0.014281446,
0.0022591306,
0.022807145,
-0.02772831,
-0.017123347,
-0.028044876,
0.032807756,
0.006244985,
-0.0103315655,
0.04063557,
-0.028749954,
0.020691909,
0.049844768,
0.03795915,
-0.066881776,
-0.014029632,
0.027325407,
-0.0005292589,
-0.0036027378,
-0.0014461314,
-0.009921469,
-0.019440034,
-0.02931114,
0.019857327,
-0.0020342967,
0.0026314554,
0.0009964637,
-0.04184428,
-0.012561917,
0.011489909,
0.060377784,
-0.024246084,
-0.0070040245,
-0.020346565,
0.0007100253,
-0.028764345,
0.0043527833,
-0.0090868855,
-0.010166087,
0.03001622,
0.020850193,
-0.042765196,
0.016418267,
0.0081299925,
0.024735322,
0.015799524,
0.022102067,
-0.024361197,
-0.046765443,
-0.023339553,
0.013734651,
0.0318005,
-0.013439668,
-0.04414658,
0.022332298,
-0.03223218,
0.02929675,
-0.02795854,
0.005593866,
-0.053758673,
-0.0010926925,
0.033728674,
-0.03597342,
0.0147347115,
0.054132797,
0.026476435,
0.017655753,
0.040837023,
0.0025397232,
0.006547162,
-0.028793123,
-0.02837583,
0.027915372,
-0.028994573,
-0.011310042,
-0.015051277,
-0.020720689,
0.026533993,
-0.044578258,
0.0485785,
0.06268008,
0.0079860985,
-0.03277898,
-0.035282727,
-0.013324553,
0.033757456,
0.0066263033,
0.008827876,
-0.031282485,
-0.05680922,
-0.038419608,
-0.05226218,
-0.024577038,
-0.012892872,
-0.000016398819,
0.035081275,
-0.027123956,
0.03683678,
-0.031771723,
-0.03790159,
-0.0043204073,
0.034102798,
-0.0068673254,
0.00783501,
0.0031980367,
-0.023066156,
-0.0033509238,
-0.03341211,
-0.037354797,
-0.01818816,
-0.02772831,
0.041729163,
0.0016601732,
-0.019871715,
0.0522334,
-0.0048060487,
-0.032635085,
-0.06918407,
-0.011087007,
0.0031242913,
-0.013986465,
-0.019641485,
0.0011097799,
-0.002649442,
-0.0558883,
-0.027080787,
0.025310896,
0.011274069,
-0.014504482,
-0.0011637401,
-0.024620207,
-0.0117201395,
0.020519236,
0.08081068,
-0.0027393757,
0.026462045,
-0.028001707,
-0.0034066825,
-0.045988414,
0.03430425,
0.020562405,
-0.031627826,
-0.003246601,
-0.007906957,
0.007799037,
0.026778612,
0.027742699,
0.018806903,
0.023713676,
-0.04253497,
-0.02613109,
-0.022792757,
0.0034156758,
0.0052485215,
0.031512715,
-0.0069536613,
0.037210904,
0.023584172,
-0.012072679,
-0.0115114935,
-0.071486376,
0.0125331385,
-0.03272142,
0.043686118,
-0.025253339,
-0.045643073,
0.003895921,
0.049182855,
-0.013849765,
-0.04072191,
-0.006586733,
0.011497104,
0.01112298,
-0.037844036,
-0.005036278,
-0.010101335,
-0.030304005,
-0.031426378,
-0.02817438,
-0.056435097,
-0.0051334067,
0.046823,
-0.017224072,
-0.01995805,
0.04472215,
0.03228974,
-0.020634351,
0.014921773,
-0.035771966,
-0.028951406,
-0.016072923,
-0.01771331,
-0.04702445,
0.025541127,
0.043024205,
-0.020965308,
-0.025958417,
0.0059464057,
-0.0046945307,
-0.012792147,
0.043801233,
0.0640039,
0.010561795,
-0.06521261,
-0.00641406,
0.007223462,
-0.0127202,
-0.007518444,
-0.015295897,
-0.04066435,
0.008583257,
-0.009720017,
0.0090868855,
0.059859764,
0.05185928,
0.046880558,
-0.00036513017,
-0.0020846594,
0.029469423,
0.054420587,
-0.0073961345,
0.003960673,
-0.024044631,
0.0043743677,
0.04610353,
-0.012763368,
-0.022202794,
0.00067989755,
-0.000095723015,
-0.0031998353,
-0.0015765349,
-0.023051765,
0.003654899,
0.058535945,
0.024130968,
0.057902813,
-0.026447656,
-0.015382233,
-0.040520456,
0.010533016,
-0.049614538,
-0.037297238,
0.006978843,
-0.051197365,
0.026677886,
0.008691178,
-0.02132504,
-0.025699409,
0.029814769,
-0.029037742,
-0.008986159,
0.0037196514,
0.012734589,
0.0056046583,
-0.056607768,
-0.025728188,
0.017137736,
-0.015353454,
-0.08961698,
-0.039139077,
-0.008259497,
0.064867266,
-0.020332174,
-0.02541162,
-0.038246937,
-0.0391103,
0.014835437,
0.025296507,
-0.033066764,
-0.019382477,
-0.025195781,
0.016058533,
-0.047197122,
-0.021771112,
0.009353088,
0.004737699,
0.00341028,
0.021785501,
-0.039455645,
0.018058656,
0.028591672,
0.004748491,
0.031627826,
0.021915006,
0.01659094,
-0.01748308,
-0.00016188038,
0.016749224,
0.061586488,
0.048377052,
0.039685875,
-0.042822756,
-0.006619109,
0.03686556,
-0.012576306,
0.033556003,
0.03770014,
0.026217425,
-0.06636376,
-0.005989574,
0.02565624,
-0.0054283887,
0.003027163,
-0.014504482,
0.00817316,
0.019828547,
-0.014921773,
0.01954076,
-0.010993476,
0.032577526,
-0.038764954,
0.005129809,
-0.018893238,
0.015569295,
-0.014705933,
0.048377052,
-0.01749747,
-0.011396378,
0.07407646,
-0.0013526005,
0.033239435,
0.046535213,
0.0055219196,
0.014979331,
-0.013079935,
0.020965308,
0.012432413,
-0.020994086,
-0.025382843,
0.009928663,
-0.038995184,
0.013612341,
-0.057356015,
0.009317115,
-0.010381928,
-0.032577526,
-0.010202061,
-0.028908238,
-0.0055003352,
-0.094164014,
0.022433022,
0.034246694,
-0.002370648,
0.014072801,
0.0016934486,
0.029008964,
-0.020073166,
0.010540211,
0.0377577,
-0.010202061,
0.06066557,
-0.00144793,
-0.0064608254,
-0.022562526,
-0.0014299434,
-0.05456448,
0.005442778,
-0.023454668,
0.014835437,
0.02590086,
0.024102189,
-0.025699409,
0.031858057,
0.041239925,
0.04495238,
-0.054881044,
0.019929273,
-0.019857327,
-0.059629537,
-0.010151698,
0.037527468,
0.027210293,
-0.0076839216,
-0.026318152,
-0.019497592,
-0.038304493,
0.005557893,
-0.0074824705,
0.029785989,
0.009202,
-0.03772892,
-0.009273947,
-0.020965308,
-0.064867266,
-0.0431681,
-0.036289982,
-0.024735322,
0.046765443,
0.014461313,
0.043973904,
0.022605695,
-0.025613073,
-0.0031296872,
0.07914152,
0.04567185,
0.00053645356,
0.056204867,
0.029124077,
0.05200317,
-0.01330297,
0.02336833,
0.013087129,
-0.00061649445,
-0.03821816,
-0.030937139,
-0.0027303824,
-0.06567307,
-0.040031217,
0.022361076,
0.058708616,
-0.035743188,
-0.051916834,
0.010274008,
-0.025641851,
-0.059859764,
-0.010734468,
-0.02815999,
0.012691421,
0.023353942,
0.011281263,
-0.010705689,
-0.031944394,
0.24611573,
0.048261937,
0.02794415,
0.030275228,
0.010770441,
0.040117554,
0.018001098,
-0.03790159,
0.021195536,
-0.039887324,
0.0038923237,
-0.018044265,
0.0053564417,
-0.005716176,
-0.0020127126,
0.037124567,
-0.045096274,
0.019857327,
0.024461923,
-0.07315554,
-0.011864033,
0.041297484,
-0.028965795,
0.004906774,
0.013914518,
0.017296018,
0.042160843,
-0.016518993,
0.0019155844,
0.01587147,
0.023152491,
-0.02387196,
0.02224596,
-0.034246694,
-0.004748491,
0.04995988,
0.015080056,
-0.041383818,
-0.020807024,
-0.02296543,
0.017382355,
0.039685875,
-0.023497837,
-0.02000122,
0.008237912,
0.052549966,
0.0049247607,
0.017641364,
0.047369797,
-0.06043534,
0.0399161,
-0.0063636974,
0.010317176,
-0.017425522,
-0.04662155,
-0.036405098,
-0.021785501,
0.006352905,
0.036808,
0.0036081336,
0.04000244,
-0.023756845,
0.007928541,
0.043398328,
-0.040837023,
0.051053472,
-0.044117797,
0.023267606,
-0.0247641,
-0.04495238,
0.03251997,
-0.012252546,
-0.026030364,
-0.0047880616,
-0.021022866,
0.03381501,
-0.03404524,
-0.006029145,
0.02700884,
-0.029397476,
0.00989269,
-0.009684044,
-0.013936101,
-0.02797293,
0.022202794,
0.020591184,
-0.028951406,
-0.005392415,
0.002617066,
0.00013029121,
0.010691299,
0.071889274,
-0.03361356,
-0.01954076,
0.024648985
] | Checkpoints
All the checkpoints are fine-tuned for summarization, besides
pegasus-large, whence the other checkpoints are fine-tuned:
Each checkpoint is 2.2 GB on disk and 568M parameters.
FP16 is not supported (help/ideas on this appreciated!).
Summarizing xsum in fp32 takes about 400ms/sample, with default parameters on a v100 GPU.
Full replication results and correctly pre-processed data can be found in this Issue.
Distilled checkpoints are described in this paper.
Implementation Notes |
[
0.07470363,
-0.019903993,
-0.024756433,
0.027901534,
-0.011082735,
0.008379446,
-0.0027781723,
-0.01654922,
0.012550449,
0.04528945,
0.015156389,
0.007128895,
0.031720586,
-0.05748046,
-0.007128895,
0.015381039,
-0.012131102,
-0.020562967,
-0.076920174,
-0.019499624,
-0.024471877,
-0.04163514,
-0.07620129,
-0.0028249742,
-0.027557071,
0.030657241,
0.0190653,
0.017972004,
0.07170829,
0.03849004,
-0.02634396,
-0.006776943,
0.036722794,
-0.037890974,
-0.015980106,
-0.021611333,
-0.021671241,
-0.0060318536,
-0.031001706,
-0.03938864,
0.05876845,
-0.016219733,
0.025759872,
-0.05691134,
-0.06314164,
-0.01897544,
-0.0064324792,
-0.030267848,
-0.008416888,
-0.04298304,
-0.023423512,
-0.009480231,
0.027497165,
-0.02194082,
-0.027691862,
-0.0033884714,
-0.015425969,
-0.011262455,
-0.03480578,
-0.025055967,
0.024441924,
0.02932432,
-0.013830954,
-0.035015453,
-0.0043694433,
0.018376373,
-0.02611931,
0.036992375,
-0.012632821,
-0.027901534,
-0.026523681,
0.015261226,
-0.021865938,
-0.04136556,
-0.029009808,
-0.0023794184,
0.014969181,
-0.012153567,
-0.035824195,
0.0132318875,
0.031241331,
0.014737043,
-0.047026742,
-0.009405348,
-0.047685716,
-0.051849227,
0.058828358,
-0.0025834756,
-0.012610355,
-0.02874023,
-0.0007881472,
0.042174302,
-0.004391908,
0.04648758,
0.001254296,
0.028560508,
-0.03447629,
0.063081734,
0.017507726,
-0.014602252,
0.037741207,
0.06691576,
-0.0262541,
0.02162631,
-0.036153678,
-0.011367292,
0.029204505,
-0.0011915813,
-0.01578541,
-0.016204756,
0.0038003298,
0.012924866,
-0.00006025769,
0.026134288,
0.017103355,
0.02463662,
-0.047745623,
0.013913326,
-0.03402699,
-0.013980721,
-0.008102378,
0.013928303,
0.013793512,
-0.0336376,
0.02463662,
-0.052717876,
0.022824444,
0.020173574,
-0.026418844,
0.003131996,
0.030792031,
-0.011419711,
-0.016040012,
0.047925342,
-0.009285535,
-0.023079047,
0.005724832,
0.031121518,
0.031780493,
-0.009240605,
-0.01150957,
-0.012752634,
0.026538657,
0.08446842,
0.011015341,
0.008574143,
0.011157619,
-0.06011635,
-0.034955546,
0.004406885,
-0.03213993,
0.033068486,
0.027572049,
0.027796699,
0.00604683,
-0.015029088,
-0.028245999,
0.028156139,
-0.00033440095,
0.01434016,
0.0023195117,
-0.018765766,
-0.006462433,
0.054515075,
-0.0070614996,
0.024172343,
-0.020023806,
0.0017363576,
-0.0043469784,
-0.025055967,
0.030567382,
0.0060730395,
0.01002688,
0.015665596,
0.04735623,
0.0122733805,
0.037651345,
0.017043449,
0.028365811,
0.0059195287,
0.010086787,
-0.011052782,
0.013381654,
0.0019956413,
-0.0009996927,
0.007514544,
-0.03435648,
0.00093136163,
-0.00872391,
0.0031488447,
0.0041747466,
0.035734333,
-0.029683758,
0.014332673,
-0.022989187,
0.0019806644,
-0.025055967,
-0.014370115,
0.007140127,
-0.009360419,
-0.0030514963,
0.056731623,
-0.029519016,
0.006672106,
-0.034506246,
-0.0028305906,
0.02122194,
0.049333148,
-0.024127414,
0.01168929,
0.05148979,
-0.03169063,
-0.01717824,
0.001902973,
0.020518037,
-0.013471514,
-0.0073348237,
0.023767974,
0.021791054,
0.0057435525,
0.002166001,
0.022674678,
0.024097461,
-0.021341754,
0.000380033,
-0.006915477,
-0.028156139,
0.027602002,
0.014707089,
-0.022045657,
0.0042683505,
0.0062452713,
0.023168907,
0.059008077,
0.0448701,
0.0029728687,
0.015440946,
0.032259747,
0.013860907,
0.0011625639,
0.016309593,
-0.009644975,
0.027377352,
-0.0019142055,
0.029968316,
-0.013441561,
-0.016833777,
-0.036483165,
-0.026134288,
0.030702172,
-0.032499373,
0.072307356,
-0.031750537,
-0.027856605,
-0.059367515,
-0.013389142,
-0.008911118,
0.019454693,
-0.0061554112,
-0.015770433,
0.024456901,
0.02063785,
0.0013347956,
-0.060326025,
0.04226416,
0.06475912,
-0.002302663,
0.03654307,
-0.00060515106,
-0.011876498,
-0.032529324,
-0.059457377,
-0.061344437,
-0.022584816,
-0.028305905,
-0.02162631,
0.02874023,
-0.016339546,
0.022450028,
-0.014804438,
0.013224399,
0.014100534,
-0.00072356034,
0.019439716,
-0.0010099892,
0.04942301,
-0.07021063,
0.05178932,
-0.031361144,
0.020518037,
-0.0013975104,
0.0025479058,
0.013209422,
-0.03875962,
0.015710525,
-0.014714577,
0.03330811,
-0.06847333,
0.013651234,
0.0058521335,
0.006795664,
-0.011921429,
0.001700788,
-0.003154461,
-0.018151723,
0.04798525,
0.0258048,
-0.047296323,
0.032259747,
0.05751041,
-0.026164241,
0.022584816,
0.023992624,
0.061344437,
-0.013868396,
0.04280332,
0.03169063,
0.014003186,
-0.025325548,
-0.05981682,
-0.016669033,
0.034985498,
0.019035347,
-0.01928995,
-0.004410629,
0.061703876,
0.007720473,
-0.04594842,
-0.00031474407,
-0.01937981,
-0.055413675,
-0.0115545,
-0.044181176,
0.0448701,
0.0062565035,
0.0029953339,
-0.027572049,
-0.007698008,
-0.029219482,
0.051280115,
0.011322362,
-0.029249435,
0.029399201,
0.023258768,
0.0009575708,
0.016938614,
0.034985498,
-0.06877287,
-0.0089635365,
-0.007787868,
0.013546397,
0.0060093887,
0.030657241,
-0.021206964,
-0.0019132695,
0.03035771,
-0.00021388556,
0.0039538406,
-0.012280868,
0.0013993825,
0.031001706,
-0.009285535,
-0.00083869346,
0.022764537,
-0.043761827,
-0.0031713098,
-0.028156139,
0.020443153,
0.033817317,
-0.01978418,
0.029953338,
0.025250664,
-0.009120791,
0.0018243456,
0.0018196653,
-0.024172343,
0.025115874,
0.045828607,
0.013456537,
0.007585683,
-0.035674427,
0.011569477,
-0.017163264,
0.024966108,
0.057570316,
-0.02099729,
-0.0017803515,
-0.0217611,
0.000026340802,
0.0050059515,
-0.008566655,
0.010431251,
-0.03651312,
-0.00094680634,
-0.03866976,
0.011472128,
0.031510912,
0.06715538,
0.015755456,
0.018765766,
0.037741207,
-0.004178491,
0.025580151,
0.016114896,
-0.032739,
-0.037890974,
-0.057270784,
0.056761578,
0.0049572773,
0.0006954791,
-0.021970773,
-0.03534494,
-0.026598565,
0.023363603,
-0.0022970466,
-0.0051632067,
-0.057929758,
-0.0154709,
0.000650081,
0.037651345,
0.021970773,
-0.040317193,
-0.031211378,
0.031900305,
0.06733511,
-0.039897848,
0.010513621,
-0.043282576,
-0.011666825,
0.031121518,
-0.019619437,
-0.020203527,
-0.044810195,
-0.031900305,
-0.0408264,
0.053316943,
0.0111351535,
0.017013496,
0.0115545,
-0.0770999,
0.029174551,
0.05652195,
-0.044390846,
-0.01524625,
0.035464752,
0.026388891,
0.0074845906,
0.020038784,
-0.03435648,
-0.02198575,
0.0426236,
-0.042593647,
0.03750158,
-0.05193909,
-0.009615022,
0.00078487105,
-0.023738021,
0.027182655,
0.047026742,
-0.001924502,
-0.03561452,
-0.0017260611,
0.038430132,
-0.04798525,
-0.01056604,
-0.0037254465,
0.029174551,
-0.0087763285,
0.025714941,
-0.030402638,
0.01097041,
0.036812652,
-0.009405348,
-0.024352064,
0.0014911146,
0.006140434,
0.055833023,
-0.010813155,
-0.009824695,
0.021776076,
-0.033877227,
0.030552406,
-0.032319654,
-0.009787253,
-0.0031020427,
-0.055833023,
-0.018271536,
0.017882142,
-0.023423512,
0.010191623,
0.026643494,
-0.0062040854,
0.042144347,
-0.020877477,
-0.015875269,
-0.008746374,
-0.056402136,
-0.004230909,
0.074164465,
0.029024785,
0.017073402,
-0.019140184,
-0.032319654,
0.059367515,
-0.042144347,
-0.020922408,
-0.021746123,
-0.0030252873,
0.010356367,
-0.0017962643,
-0.014474951,
-0.0070315464,
-0.029354272,
0.0093304645,
-0.027077818,
-0.048045155,
0.030118082,
-0.031630725,
-0.02045813,
0.059547238,
-0.02023348,
-0.059008077,
-0.010813155,
0.0026040683,
0.03750158,
-0.00087285903,
0.018720837,
-0.026059404,
-0.03965822,
-0.006735757,
0.04223421,
-0.033847272,
0.0019881527,
-0.025505267,
-0.04223421,
0.01978418,
0.022285284,
0.018271536,
-0.07680036,
-0.02194082,
-0.03696242,
0.016459359,
-0.020742686,
-0.016938614,
-0.016040012,
-0.020877477,
0.022000726,
0.026673447,
0.0013975104,
-0.018511163,
0.02077264,
-0.02095236,
0.01915516,
0.08189243,
-0.024606667,
-0.00029649126,
-0.02391774,
-0.028260974,
-0.011202549,
0.009652464,
-0.022614772,
0.029788595,
-0.010146693,
0.008124843,
-0.045529075,
-0.042383973,
-0.032918718,
0.0017382297,
0.032529324,
-0.047296323,
0.011584453,
0.010573529,
-0.0002754303,
0.024921177,
0.048644222,
-0.018106794,
0.023947693,
-0.02018855,
-0.061404344,
0.042054486,
-0.02243505,
-0.022015704,
-0.034506246,
-0.013082121,
0.05107044,
-0.015133924,
0.0403771,
0.093993574,
-0.017163264,
0.00090281235,
-0.05454503,
0.028545532,
0.022225378,
0.017118333,
0.0028025093,
0.0044817682,
-0.014392579,
0.0035082847,
-0.05736064,
-0.041425467,
-0.011269944,
0.015620666,
-0.0057510408,
-0.0089260945,
0.022689654,
-0.045858562,
-0.03525508,
-0.008738887,
0.03372746,
0.011307386,
-0.0057585295,
0.0032312165,
-0.012393194,
-0.02068278,
0.037351813,
-0.016923636,
-0.048434548,
-0.02787158,
0.06565772,
0.00023658457,
-0.04927324,
0.016309593,
-0.0051369974,
-0.029384226,
-0.07338568,
0.0010820644,
0.0033697507,
-0.040347148,
-0.00237193,
0.006537316,
0.027077818,
-0.0538561,
0.018241582,
0.013052167,
0.03564447,
-0.020922408,
-0.001903909,
-0.033697505,
-0.040077567,
0.04028724,
0.050022077,
-0.030207941,
-0.0036842606,
-0.05706111,
-0.033427928,
-0.039897848,
-0.014759508,
0.024082484,
-0.01713331,
0.032319654,
0.012176032,
-0.013793512,
0.06655632,
-0.017687446,
0.0195146,
0.0054664845,
-0.012849982,
-0.04798525,
-0.032888766,
0.02252491,
-0.023678115,
0.03444634,
0.0073984745,
0.017283076,
0.032439467,
0.012820029,
0.003849004,
-0.057839897,
0.010940457,
-0.037801113,
0.0017597587,
-0.0055563445,
-0.0066571296,
-0.014924251,
0.049333148,
-0.018990416,
-0.0078028445,
0.035285033,
-0.0030814498,
-0.0017326134,
-0.015950153,
-0.01654922,
-0.004365699,
-0.02602945,
0.00962251,
-0.03166068,
-0.056551903,
0.009337953,
0.01825656,
0.042833272,
-0.00917321,
-0.01744782,
0.04762581,
0.008664004,
0.0055376235,
0.0047326274,
0.0023195117,
-0.024396995,
-0.0146322055,
-0.03866976,
0.023258768,
0.03444634,
-0.028800135,
0.011704267,
0.027092794,
-0.024531784,
-0.00017082764,
0.044271033,
0.06254257,
-0.014707089,
-0.023423512,
-0.004279583,
0.042473834,
-0.03938864,
0.009959485,
-0.02463662,
-0.024082484,
0.0031151471,
0.042024534,
-0.0027163934,
0.023872811,
0.03447629,
0.056491997,
0.020338317,
0.033487834,
0.023498394,
0.009742323,
0.0354348,
0.005342927,
-0.01034139,
-0.017732376,
0.028934926,
0.014250301,
-0.05930761,
0.017163264,
0.016713964,
-0.031510912,
-0.007110174,
0.0080050295,
-0.013216911,
0.027212609,
-0.011629384,
-0.026778284,
-0.007615636,
0.024756433,
-0.0516096,
-0.0034820756,
-0.048344687,
-0.044900056,
0.014370115,
-0.062123224,
0.04873408,
-0.024307134,
-0.0037329348,
0.0068405936,
0.028875018,
-0.00406991,
-0.021147057,
0.0163695,
0.005646204,
0.015575736,
-0.07668055,
-0.0059532262,
-0.011928917,
-0.025325548,
-0.03738177,
-0.027961442,
0.011442175,
0.07104932,
-0.013201934,
0.018541116,
-0.012108637,
-0.034596104,
0.0047738133,
0.040347148,
-0.029159576,
0.022015704,
-0.04181486,
0.020832546,
-0.031630725,
-0.038460087,
0.02149152,
0.03447629,
0.030312778,
0.021296823,
-0.0029036019,
0.00014403343,
0.01879572,
-0.018720837,
-0.0019394787,
0.05813943,
0.04010752,
-0.013905837,
0.0072861495,
-0.007140127,
0.05589293,
0.012003801,
0.03929878,
-0.008162285,
0.035854146,
0.01758261,
-0.031870354,
-0.038699713,
0.044031408,
0.045439214,
-0.053586524,
0.019933946,
0.0057697617,
0.0027014166,
0.004916092,
0.007364777,
0.02764693,
0.031301238,
-0.0004970382,
-0.011037805,
-0.039328735,
0.005657437,
-0.019814134,
-0.04190472,
-0.026373915,
-0.0036149935,
0.03705228,
0.028395765,
-0.014227835,
0.00917321,
0.036033865,
0.029788595,
0.016654056,
0.027961442,
-0.022764537,
0.01272268,
0.001520132,
0.048194923,
-0.025550198,
-0.0022390122,
-0.01047618,
-0.05086077,
-0.039598312,
0.030657241,
-0.04415122,
-0.05409573,
-0.016983543,
-0.029339295,
-0.010573529,
-0.052897595,
0.016399452,
-0.050351564,
0.0163695,
0.023094025,
-0.030522453,
-0.0025441616,
0.04807511,
-0.005260555,
0.02256984,
0.019259997,
0.029863479,
-0.014781972,
0.08518729,
-0.00962251,
-0.018106794,
0.045229543,
-0.013651234,
-0.04618805,
-0.00039313757,
-0.012250915,
0.021910867,
-0.0053653917,
-0.015396016,
-0.053047363,
0.033697505,
0.019978877,
-0.0067320126,
-0.061134763,
0.030881893,
-0.014325184,
-0.06410015,
0.015455923,
0.08530711,
0.045828607,
-0.015021599,
-0.02009869,
0.0008096762,
-0.053257037,
-0.041515328,
0.0087763285,
0.040407054,
0.0013993825,
-0.058738496,
-0.0133517,
-0.040766492,
-0.001969432,
-0.030792031,
-0.04118584,
0.03240951,
0.009015955,
0.03854995,
0.06667613,
0.040856354,
-0.0123857055,
-0.022869375,
0.072367266,
0.015755456,
0.024456901,
0.039268825,
0.079735786,
0.036573026,
-0.0052680434,
-0.013067144,
0.028111208,
0.0015538294,
0.016219733,
-0.036662888,
-0.026269078,
-0.04504982,
-0.052328482,
0.010311437,
0.008536701,
-0.013943279,
-0.043642014,
-0.022255331,
-0.04145542,
-0.028979855,
-0.016264662,
-0.01920009,
-0.009008466,
0.04109598,
0.012939842,
0.0043769316,
-0.05436531,
0.26790267,
0.047236416,
0.00831954,
0.029713713,
0.052717876,
0.04226416,
0.039538406,
-0.016444383,
0.030851938,
-0.05445517,
-0.029803572,
-0.032619186,
-0.0049535334,
-0.0008382255,
-0.030387662,
0.016669033,
-0.0304925,
-0.009008466,
-0.0013675571,
-0.06559781,
-0.05166951,
0.00921814,
0.028470648,
0.06071542,
0.046727207,
-0.0015772305,
0.016489312,
-0.03705228,
0.008536701,
-0.024906201,
-0.0152911795,
-0.025205735,
0.01982911,
-0.028365811,
0.016399452,
0.027916512,
-0.002575987,
-0.031091565,
-0.051699463,
-0.0013160749,
0.01596513,
-0.0057135993,
0.01209366,
-0.030881893,
0.030971752,
0.029848501,
0.0079301465,
0.023168907,
0.048584316,
-0.060236163,
0.04783548,
-0.041245747,
0.0213118,
-0.02162631,
-0.021162033,
-0.011629384,
-0.047176506,
-0.0025404175,
0.0047288835,
0.011075247,
-0.015710525,
-0.00061638356,
-0.019889018,
0.029384226,
-0.037531532,
0.017492749,
-0.028994832,
0.006713292,
0.007533265,
-0.010094275,
0.011337339,
-0.014879321,
-0.022420075,
0.0022539888,
0.013673699,
0.046847023,
0.0123482635,
0.011524547,
-0.007885217,
-0.018855626,
-0.0050845793,
0.013216911,
-0.021431614,
-0.015193831,
0.0075557297,
0.029369248,
-0.035494708,
0.0062040854,
0.0049947193,
0.021925844,
0.028470648,
0.042114396,
0.010064322,
0.029144598,
0.00058128196
] |
All models are transformer encoder-decoders with 16 layers in each component.
The implementation is completely inherited from [BartForConditionalGeneration]
Some key configuration differences:
static, sinusoidal position embeddings
the model starts generating with pad_token_id (which has 0 token_embedding) as the prefix.
more beams are used (num_beams=8)
All pretrained pegasus checkpoints are the same besides three attributes: tokenizer.model_max_length (maximum
input size), max_length (the maximum number of tokens to generate) and length_penalty.
The code to convert checkpoints trained in the author's repo can be
found in convert_pegasus_tf_to_pytorch.py. |
[
0.036420077,
0.0072339713,
-0.019255733,
0.06549041,
0.007655984,
-0.0009359907,
-0.0022631835,
-0.008701679,
0.042096708,
0.035404257,
0.032685447,
-0.00634513,
0.028188959,
-0.01509536,
-0.01009096,
-0.009000449,
-0.0239763,
-0.007204094,
-0.019718826,
0.026217077,
-0.026441153,
0.0032509922,
-0.013384901,
-0.044516746,
-0.015416537,
0.014318557,
0.009866883,
0.0050081336,
0.065729424,
0.06626721,
-0.03746577,
-0.028622176,
0.00850001,
-0.021137984,
0.036808476,
-0.024738165,
0.010554054,
-0.0007021097,
-0.055302344,
-0.03567315,
0.0077306763,
0.0031987075,
0.069613434,
-0.047086168,
-0.055690747,
-0.03958704,
-0.045144163,
0.00025045336,
-0.0142812105,
-0.011278572,
-0.01289193,
-0.0020969927,
0.041827813,
-0.021377001,
-0.020166982,
-0.030623935,
0.00014296616,
0.00016700782,
-0.040632732,
-0.010442015,
0.006285376,
0.01670125,
-0.027606357,
-0.02787525,
-0.014079541,
0.034836594,
-0.047295306,
0.052822553,
-0.036808476,
0.00858964,
0.0094037885,
0.053210955,
-0.018837456,
-0.046010595,
0.004096885,
-0.00018953228,
0.023752224,
0.0011297244,
-0.0034153156,
0.029608117,
-0.0014051531,
0.05067141,
-0.021302309,
0.0010475627,
-0.048311125,
-0.018195098,
0.019644134,
-0.016043954,
-0.04287351,
-0.031221475,
-0.034717087,
0.024036055,
-0.0052957,
0.025036935,
0.005318108,
0.013922687,
-0.037645034,
0.011039555,
-0.058409553,
0.0047952603,
0.07785949,
0.06871712,
-0.051687226,
0.0052023344,
-0.050103746,
-0.0009597989,
0.039407775,
0.0077007995,
-0.017806698,
-0.012025497,
-0.026007937,
-0.004055804,
-0.008612048,
-0.0075290063,
0.026246954,
0.028756622,
-0.034627456,
0.021302309,
-0.0235879,
-0.0018206303,
-0.0027206752,
-0.018120406,
-0.0057849362,
-0.0291749,
0.0123018585,
-0.009612928,
-0.0049782568,
0.021377001,
-0.050641533,
-0.028323406,
-0.00045655807,
0.0022146334,
0.018508807,
0.04819162,
0.026471032,
-0.007670922,
0.045652073,
0.06644647,
0.0035889759,
-0.014811528,
-0.031520247,
-0.042485107,
0.0070323013,
0.08747988,
0.006165868,
-0.003906419,
0.02439458,
0.030862952,
-0.0471758,
0.03158,
0.0036449952,
0.011510118,
0.0022650508,
0.038780358,
0.0341793,
-0.04347105,
0.018956963,
0.004615998,
0.0110544935,
0.018568562,
-0.007655984,
-0.011868643,
0.0023938955,
0.06423557,
-0.042843632,
0.020361183,
-0.00979219,
-0.039109007,
-0.02297542,
-0.035493888,
0.05285243,
-0.0037290244,
-0.004657079,
-0.01118894,
0.046249613,
-0.036390197,
0.05102993,
0.0009831403,
0.028338345,
0.0034302543,
0.018628316,
-0.021272432,
-0.019853273,
0.040035192,
0.02027155,
0.050103746,
0.017956084,
0.03985593,
-0.015431476,
-0.0054936353,
0.044905145,
-0.0007478589,
-0.02887613,
0.01129351,
-0.030026395,
0.016073832,
-0.02237788,
-0.00858964,
0.00938885,
-0.046488628,
0.013743425,
0.023602838,
-0.026261892,
0.00045118952,
-0.007103259,
-0.02799476,
-0.009612928,
0.05924611,
-0.004615998,
0.00021415748,
0.027442034,
0.03857122,
-0.04436736,
0.008275932,
0.010008798,
-0.004328432,
-0.042335723,
0.027740804,
0.012204759,
-0.032715324,
-0.00035875753,
0.045920964,
0.023543084,
-0.00047943264,
0.0011922794,
-0.010255284,
-0.03376102,
0.06274172,
0.006487046,
0.0053778617,
0.039646793,
0.038720604,
0.0055309813,
0.06602819,
-0.00028943355,
0.006666308,
-0.00689412,
0.021347124,
0.0099191675,
-0.014236395,
-0.0048214025,
0.042724125,
0.027442034,
0.007308664,
-0.035643272,
0.0019569441,
-0.029100208,
-0.026739923,
0.012764952,
0.061964918,
-0.04006507,
0.05034276,
0.004018458,
0.006867978,
-0.09488939,
0.011525056,
-0.012637976,
-0.015640615,
-0.003363031,
-0.008612048,
0.028965762,
0.00096820184,
-0.03504573,
-0.027412158,
0.06345877,
0.032506187,
0.013676201,
-0.0052098036,
-0.028592298,
-0.025813736,
-0.010539115,
-0.034149423,
-0.02048069,
0.01108437,
-0.047594078,
-0.02348333,
0.045054533,
-0.06584893,
0.004444205,
-0.060530823,
0.022333065,
0.0265756,
-0.025933245,
0.017044835,
-0.027128326,
0.031311106,
-0.025813736,
0.013713548,
-0.01398991,
-0.0053591887,
-0.04146929,
0.0069202622,
0.010852824,
-0.014453003,
0.07768022,
-0.031251352,
-0.006513188,
-0.04069249,
-0.009971452,
-0.03916876,
-0.009523297,
0.000660562,
0.007114463,
-0.0037626359,
-0.013960033,
0.04215646,
-0.004126762,
-0.051478088,
0.03504573,
0.03686823,
-0.045980718,
-0.0014929168,
0.032864712,
0.02736734,
-0.05428653,
0.014744304,
0.0023528147,
0.028427975,
-0.036031675,
-0.0143559035,
-0.0015246612,
-0.0014368974,
-0.03394028,
0.003602047,
0.003827992,
0.04338142,
-0.005206069,
-0.046608135,
0.0565273,
0.010703439,
-0.033282988,
0.007969692,
-0.030713566,
0.052942064,
-0.014072072,
0.041499168,
-0.028696869,
0.013108538,
-0.020002658,
0.01997278,
-0.000649825,
-0.013937625,
-0.010673562,
0.038541343,
-0.026993878,
-0.0032416556,
0.05473468,
-0.027471911,
0.0006124787,
-0.05634804,
-0.020824276,
-0.01499079,
0.039049253,
0.003721555,
0.009874352,
0.02508175,
-0.0030101088,
0.003452662,
-0.018927086,
0.0025246073,
0.015117767,
0.016626555,
0.002886866,
0.026620416,
-0.024917426,
-0.012047905,
-0.0154912295,
0.0405431,
0.0367786,
-0.04654838,
0.039915685,
-0.004858749,
-0.050880548,
0.024603717,
0.029787378,
-0.03289459,
0.037645034,
0.03943765,
0.0033742348,
0.0021306043,
-0.0024144358,
-0.03627069,
0.020420937,
0.00609491,
-0.008873472,
0.005452554,
0.036210936,
0.03884011,
-0.05787177,
-0.022601958,
0.032625694,
-0.007924877,
0.013272862,
0.011024617,
-0.03767491,
-0.022840975,
0.029264532,
0.0004521232,
-0.001628297,
0.02487261,
0.048729405,
0.00016794147,
-0.017537804,
-0.0021810217,
-0.030295288,
-0.03546401,
-0.039467532,
0.02706857,
0.0011371936,
-0.05177686,
-0.046787396,
-0.021317247,
-0.022108987,
-0.006867978,
-0.010681031,
0.0024050993,
-0.012652914,
0.008559763,
0.018105468,
0.048131865,
0.019300548,
-0.044456992,
-0.0019700155,
0.058290046,
0.059425373,
-0.031101968,
0.025275951,
-0.049804974,
0.006106114,
0.025933245,
-0.032536063,
-0.030713566,
-0.019703887,
-0.012279451,
-0.06626721,
0.05049215,
0.040005315,
-0.039318144,
-0.016850634,
-0.07905457,
-0.015020667,
0.044188097,
0.0027337463,
0.016820757,
0.042754002,
0.01488622,
0.02018192,
-0.0064833113,
-0.022915667,
0.0053442502,
0.0015199928,
-0.040632732,
0.058379676,
-0.014632266,
-0.015655553,
-0.016073832,
-0.0051313764,
-0.0056430204,
0.02739722,
0.03158,
-0.025918307,
0.006752204,
0.04096138,
-0.04726543,
-0.023916546,
0.03770479,
0.009373912,
0.0071816863,
0.051298827,
-0.03367139,
-0.007954754,
0.05464505,
-0.009530766,
0.006505719,
-0.026844494,
-0.03256594,
0.020734645,
-0.0007576623,
-0.024902487,
0.0032341864,
-0.05515296,
0.030340103,
-0.04087175,
-0.033522006,
-0.004242535,
-0.04816174,
0.009202119,
0.039796177,
0.031311106,
0.023528146,
0.019838335,
0.02169071,
0.029458731,
-0.07152556,
0.0067297965,
-0.022064172,
-0.04553256,
-0.038332205,
0.05584013,
-0.012212228,
0.046010595,
-0.07779974,
-0.039109007,
0.05177686,
-0.025963122,
-0.011965742,
-0.011076901,
-0.007895,
-0.013877871,
0.009575582,
-0.014953444,
0.024110748,
-0.0026030345,
0.010434546,
-0.008544825,
-0.011846234,
0.025186319,
-0.012077781,
-0.0020017596,
0.067103766,
-0.0062517645,
-0.038959622,
-0.019718826,
0.04105101,
-0.0155659225,
-0.024125686,
0.0012324266,
-0.032924466,
-0.0012249574,
-0.06405631,
0.03519512,
-0.057782136,
0.039407775,
-0.0024237724,
-0.015969262,
0.013482001,
0.02388667,
-0.015775062,
-0.061905164,
-0.029697748,
-0.014714427,
0.017029896,
-0.042425353,
0.038033433,
-0.03558352,
-0.030623935,
0.004754179,
0.013444655,
0.008410378,
0.012062843,
-0.007435641,
-0.04914768,
0.016327785,
0.032147665,
-0.0135865705,
0.014034726,
-0.012242105,
0.003381704,
0.014169172,
0.020645013,
-0.036420077,
0.01509536,
0.003452662,
-0.005284496,
-0.026306707,
-0.03788405,
-0.056138903,
0.034388438,
0.04508441,
-0.00025862287,
-0.00026142385,
0.007566353,
0.0134745315,
0.058529064,
0.04499478,
-0.008089201,
0.008021977,
-0.01628297,
-0.06274172,
0.049087927,
-0.01608877,
-0.012533406,
-0.04825137,
-0.008163893,
0.04087175,
-0.028756622,
-0.012652914,
0.09351504,
-0.007917408,
0.017253973,
-0.06549041,
0.033432376,
0.025021996,
0.020435875,
-0.00063535327,
-0.020226736,
-0.033282988,
-0.0021137984,
-0.016029015,
-0.04108089,
-0.019315487,
0.024857672,
0.016357662,
-0.038541343,
0.014146764,
-0.031251352,
-0.027232895,
-0.038362082,
0.05548161,
0.035493888,
-0.004787791,
0.0265756,
-0.032685447,
-0.040752243,
0.025843613,
0.0038186554,
-0.006834366,
-0.024827795,
0.07170483,
-0.004645875,
-0.0135118775,
0.032625694,
-0.019210918,
-0.019524626,
-0.02987701,
0.027546603,
0.029951703,
-0.024917426,
-0.0143559035,
-0.03280496,
-0.014296149,
0.004156639,
-0.005433881,
0.0018094265,
0.04526367,
-0.017537804,
0.011174002,
-0.0060052793,
-0.05485419,
0.001818763,
0.05007387,
-0.0341793,
-0.023333944,
-0.10952912,
-0.029189838,
-0.023020236,
-0.030952582,
0.06632696,
0.035643272,
0.002664656,
0.015760124,
-0.018463992,
0.07009146,
-0.02276628,
0.030011456,
0.01798596,
-0.04837088,
-0.028861191,
0.006714858,
-0.0051425803,
-0.0048288717,
-0.0077082687,
-0.0053405156,
-0.012204759,
0.019031655,
0.015819877,
-0.010897639,
-0.050133623,
0.0014742437,
-0.02128737,
0.028069451,
0.025335705,
-0.010038676,
-0.0025339439,
0.013011438,
-0.01788139,
0.003906419,
-0.007282521,
0.013347554,
0.0019420057,
-0.0015339977,
-0.028935885,
-0.011308448,
-0.036001798,
0.008529887,
-0.023035174,
-0.030474551,
0.04078212,
-0.005105234,
-0.005885771,
-0.004683221,
-0.003917623,
0.07546933,
0.030803198,
0.01329527,
-0.019434996,
-0.016014077,
0.007342275,
0.019524626,
-0.039318144,
0.02337876,
0.040035192,
-0.019898089,
0.03229705,
-0.005654224,
-0.0032304516,
0.025664352,
-0.0073572136,
0.049775098,
-0.010165652,
0.0060239523,
-0.0043022893,
0.02258702,
-0.007121932,
-0.008029446,
-0.032595817,
0.013250454,
0.005019338,
0.009396319,
-0.030922705,
0.028218836,
-0.0036225875,
-0.0020223001,
0.055690747,
0.0049633184,
0.048609894,
0.028442914,
0.021063292,
-0.01619334,
-0.014482881,
-0.048819035,
0.021526385,
-0.02258702,
0.00015136907,
0.01868807,
0.009254403,
-0.031340983,
-0.03839196,
-0.024753103,
-0.013310208,
0.02766611,
0.042425353,
-0.013235516,
-0.0023005297,
-0.02258702,
-0.04176806,
0.0029727626,
-0.07104753,
-0.04126015,
0.016820757,
-0.039885808,
0.024155563,
-0.03519512,
0.012764952,
0.0079024695,
0.0051127034,
-0.009926637,
-0.042843632,
-0.0048288717,
-0.025514966,
0.035224997,
-0.08945177,
0.04108089,
0.001329527,
0.032087907,
-0.014677081,
-0.030833075,
-0.0010214202,
0.05715472,
-0.039049253,
0.033193357,
-0.02668017,
-0.049804974,
-0.004339636,
0.04376982,
-0.009097549,
-0.013362492,
-0.0509403,
0.012510998,
-0.05102993,
0.012809768,
-0.008529887,
0.03656946,
0.0293691,
0.00032234492,
-0.034239054,
0.011831296,
0.06310025,
-0.0011287908,
0.0138405245,
0.06447459,
0.041200396,
-0.0025376785,
-0.034657333,
-0.010262753,
0.04317228,
0.010255284,
0.029204777,
0.03477684,
0.005452554,
0.011973212,
-0.033701267,
-0.048580017,
-0.010897639,
0.032924466,
-0.04615998,
0.0079398155,
-0.001783284,
0.0017123262,
-0.005097765,
0.007775492,
0.075708345,
0.0031931053,
-0.0011633361,
0.0015722776,
-0.019838335,
-0.02427507,
0.008156423,
-0.021377001,
0.004776587,
-0.028801437,
0.04117052,
0.025036935,
-0.038780358,
-0.0040707425,
0.04645875,
0.022452572,
0.022840975,
0.039915685,
0.019255733,
0.053599358,
-0.032864712,
0.024708288,
-0.015730245,
0.018732885,
0.009329096,
-0.034806717,
-0.024364702,
0.037645034,
-0.0067746122,
-0.040841874,
-0.0074729873,
-0.032595817,
-0.016521987,
-0.048520263,
-0.0011129186,
-0.044636253,
0.007775492,
0.030952582,
-0.023154683,
-0.022437634,
0.027158203,
0.01628297,
0.05327071,
0.01728385,
0.03376102,
-0.031191599,
0.09237971,
-0.01717928,
0.01449035,
0.0062293564,
-0.009471012,
-0.039109007,
-0.018523747,
0.0047429753,
0.013728486,
-0.0397663,
0.016432356,
-0.02276628,
-0.00018346352,
-0.014340965,
-0.0074804565,
-0.022362942,
-0.009142365,
-0.004339636,
-0.060022913,
0.009097549,
0.019733766,
0.023333944,
-0.026097568,
-0.04914768,
-0.015199929,
-0.042305846,
-0.034149423,
-0.02058526,
0.019823397,
0.0051127034,
-0.06871712,
0.006072502,
0.013018907,
0.018404238,
-0.031072091,
-0.042246092,
0.02367753,
0.03695786,
0.030295288,
0.048729405,
0.02246751,
-0.010583931,
-0.019629195,
0.016118648,
0.0056504896,
0.021063292,
0.04027421,
0.036330443,
0.025619537,
-0.0013650059,
-0.036151182,
0.038511466,
-0.0019849539,
-0.01937524,
-0.0067820814,
-0.017328667,
-0.069613434,
-0.041738182,
0.0035796394,
0.022990359,
-0.020570321,
-0.022094049,
-0.016641494,
-0.049028173,
-0.044815514,
-0.014781651,
-0.011622157,
0.016058892,
0.037585277,
0.0183893,
-0.006416088,
-0.061486885,
0.2662639,
0.031908646,
0.014699489,
0.0036991474,
0.003542293,
0.0639368,
0.005777467,
-0.026710046,
0.017239034,
-0.030534305,
-0.008716618,
-0.02826365,
0.02028649,
0.035224997,
-0.04218634,
0.019046593,
-0.055093206,
0.014751773,
0.019390179,
-0.052195136,
-0.028562421,
0.022318127,
0.02748685,
0.048131865,
0.02478298,
0.017821636,
0.01619334,
-0.046398997,
-0.0042126584,
0.009710028,
-0.035912167,
-0.041797936,
0.03376102,
0.013310208,
0.0065804115,
0.04069249,
-0.0051724575,
0.010225407,
-0.027949942,
-0.019853273,
-0.014736835,
0.052284766,
0.017657313,
0.0023173357,
-0.008007038,
0.0040109884,
-0.006221887,
0.010053614,
0.053688988,
-0.0047243023,
0.03588229,
-0.04245523,
-0.003553497,
-0.00021975941,
-0.012324267,
0.0022575816,
-0.03558352,
-0.0050006644,
-0.015879631,
0.019659072,
0.031938523,
-0.02388667,
-0.0114951795,
0.015214867,
-0.041887566,
0.029697748,
-0.03376102,
-0.0026721251,
-0.02448421,
-0.03205803,
0.010628746,
0.0057139783,
-0.0054899007,
-0.040752243,
0.040991258,
0.049177557,
0.02246751,
0.029055392,
-0.00019933567,
0.007036036,
0.017194219,
0.006584146,
-0.030116025,
-0.032715324,
-0.010509239,
0.036987737,
-0.04657826,
0.020630075,
0.016775941,
0.028009698,
0.023393698,
0.069792695,
-0.007820307,
0.009739906,
-0.016596679
] | Usage Example
thon
from transformers import PegasusForConditionalGeneration, PegasusTokenizer
import torch
src_text = [
""" PG&E stated it scheduled the blackouts in response to forecasts for high winds amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow."""
] |
[
0.0066321646,
-0.016364804,
0.0020598555,
0.049693123,
0.0018201923,
-0.01669267,
0.025145918,
-0.010463211,
0.034867864,
0.035495088,
0.023763178,
0.019329855,
0.02193853,
-0.06152482,
-0.022637028,
0.0022968457,
-0.0051246923,
-0.05453984,
-0.05662108,
0.004404812,
-0.011019157,
-0.0030309812,
-0.063292444,
-0.029123077,
-0.0014415424,
0.010028431,
0.01810392,
0.00980035,
0.055309616,
0.039343953,
-0.049921203,
-0.01343539,
0.0089379195,
-0.015666306,
0.018617103,
-0.029279884,
0.009244403,
0.004394121,
-0.04401961,
-0.030106677,
-0.013157416,
-0.0021186576,
0.03880226,
-0.022836598,
-0.04923696,
-0.040826477,
-0.026471637,
-0.018830927,
0.012900825,
-0.023905728,
-0.023891473,
-0.010933627,
0.037177183,
-0.018716887,
-0.012715509,
-0.025502294,
-0.032786626,
0.0014059048,
-0.06352053,
-0.013663471,
0.028453091,
0.03925842,
0.0038381736,
-0.06956467,
0.0046720942,
0.030249227,
-0.011639252,
0.034696806,
-0.017576484,
0.012180945,
-0.01796137,
0.0414537,
-0.022793833,
-0.055138554,
-0.021297053,
-0.009950029,
0.021325562,
-0.00016727416,
-0.03880226,
0.03347087,
0.006739077,
0.012059777,
-0.00821804,
-0.012765402,
-0.024575716,
-0.046614032,
0.057419363,
-0.0061617475,
-0.0054561226,
-0.027811613,
-0.017106066,
0.020071117,
-0.020712595,
0.03081943,
0.0007483904,
0.037889935,
-0.024917837,
0.027840123,
-0.006717695,
0.012679872,
0.04319282,
0.0623231,
-0.033812992,
0.022266395,
-0.032415997,
-0.012972101,
0.049607594,
-0.0031165115,
-0.022494476,
0.00011092215,
-0.017890094,
-0.017177342,
0.0221381,
-0.024162319,
0.008731222,
0.031247081,
-0.05228754,
0.01288657,
-0.029422434,
-0.006186694,
-0.003937959,
-0.045359585,
0.014753982,
-0.036293373,
-0.004917994,
-0.03603678,
0.0064504123,
0.027697572,
-0.047412314,
0.012843804,
0.02421934,
-0.0024429602,
-0.012822422,
0.017362658,
0.0054240488,
0.007259387,
0.017391168,
0.03589423,
0.04630042,
-0.011774676,
0.0058837743,
-0.032102384,
0.0036047471,
0.088837504,
0.002957924,
-0.008225167,
0.026500147,
0.0022006242,
-0.037718877,
0.045074485,
-0.06574432,
0.021425348,
0.006364882,
0.03116155,
-0.0021667683,
0.009565142,
-0.01539546,
0.017405422,
-0.006083345,
0.015766092,
0.019586446,
-0.00017818819,
-0.014967808,
0.057533402,
-0.0018638484,
0.0462434,
-0.033841502,
-0.013050503,
-0.02704184,
-0.024404654,
0.006004942,
-0.0059835594,
-0.014361968,
0.012530194,
0.032330465,
0.013912934,
0.0153384395,
0.020398984,
0.028153734,
0.0108480975,
-0.0024643426,
-0.014076867,
-0.008239422,
0.016293528,
0.019044753,
0.024062533,
0.00033766663,
0.0056200554,
-0.021952786,
-0.013777511,
0.027555022,
0.03290067,
-0.028681172,
0.050890546,
-0.04926547,
0.024019768,
-0.029308394,
-0.017975625,
-0.0052280417,
-0.044390243,
-0.009472484,
0.048296127,
-0.022565752,
-0.005021343,
-0.040626906,
-0.01709181,
0.013855914,
0.053171355,
-0.035808697,
0.009237275,
0.029850086,
0.020299198,
-0.028353306,
0.0063149896,
0.0074126287,
0.010840969,
-0.013834531,
0.015637796,
0.03344236,
0.0056806393,
0.008838134,
0.04598681,
0.017505208,
0.006995668,
-0.01352092,
-0.005306444,
-0.0049750144,
0.058616787,
-0.021068972,
-0.0049714507,
0.025217192,
0.039885644,
0.012872315,
0.067625985,
0.014233673,
0.017747544,
0.048267618,
0.045359585,
-0.0039450866,
-0.0060227606,
-0.034953397,
0.030220717,
0.032387484,
0.018731143,
0.03635039,
0.0015965662,
-0.0056948946,
-0.029736046,
0.0016669505,
0.043249838,
-0.0394865,
0.044418752,
-0.02712737,
0.008510268,
-0.06192396,
-0.053370927,
-0.013791766,
-0.0006650874,
-0.0069529032,
-0.064889014,
0.019386875,
0.0048467186,
-0.0015546919,
-0.03597976,
0.05377007,
0.040256277,
0.002143604,
0.007017051,
-0.025958456,
0.013071885,
-0.012245093,
-0.044333223,
-0.057847016,
-0.0058303177,
-0.03697761,
-0.029878596,
0.04339239,
-0.031988345,
0.0024073224,
-0.041624762,
0.00034858065,
0.016906496,
-0.029821575,
0.050177794,
0.017277127,
0.018146686,
-0.029365413,
0.0016767508,
-0.010220875,
0.027341196,
-0.05408368,
0.0180469,
0.031959835,
-0.021011952,
0.018289236,
-0.022964895,
-0.0058766464,
-0.04148221,
0.002188151,
-0.017519463,
-0.025259959,
-0.004511725,
0.005887338,
-0.016207999,
-0.0069350842,
0.04199539,
0.03922991,
-0.031589203,
0.045102995,
0.02715588,
-0.01908752,
0.020783871,
-0.00007712207,
0.036321882,
-0.0411686,
0.03136112,
0.0106699085,
0.0007492813,
-0.042765167,
-0.029151589,
-0.01548099,
-0.0061795665,
-0.03375597,
-0.030477308,
-0.003349938,
0.047697414,
-0.008652818,
-0.07760452,
0.052857745,
-0.019329855,
-0.017362658,
-0.008766859,
-0.035466578,
0.060441434,
-0.00042876534,
0.02447593,
-0.03076241,
0.0151958885,
-0.021468114,
0.010584379,
0.015523755,
-0.024946347,
-0.0013978863,
0.035152968,
0.0045509264,
0.017448187,
0.034582764,
-0.025245704,
-0.013449645,
-0.034069583,
-0.012416153,
-0.0027726083,
0.036863573,
0.024917837,
0.02436189,
0.006995668,
-0.014112505,
0.015823111,
-0.02191002,
0.005623619,
0.020513024,
0.030021146,
0.0011947518,
0.032301955,
0.0025552188,
-0.03099049,
-0.0221381,
0.017177342,
0.042337514,
-0.032387484,
0.02551655,
-0.020014098,
-0.046072338,
0.013663471,
0.00238594,
-0.031247081,
0.02614377,
0.03090496,
0.020598555,
0.007391246,
-0.015423969,
-0.018959224,
0.02084089,
0.022665538,
0.044846404,
0.031760264,
0.028866487,
0.026685463,
-0.015081848,
0.00053946476,
0.020242179,
0.018118175,
0.0028421017,
0.0039735967,
-0.056050878,
-0.057647444,
0.056364488,
0.013613578,
0.032957688,
0.029336903,
0.04450428,
-0.028681172,
0.008930792,
0.055537697,
-0.018773908,
-0.040056705,
-0.044817895,
0.06500305,
-0.0029151589,
-0.0048859203,
-0.0482106,
-0.053541988,
-0.039372463,
0.0006592963,
0.0074340114,
0.006033452,
-0.008381972,
0.04068393,
0.030135186,
0.044561304,
0.0037989721,
-0.029992636,
-0.028567132,
0.024775285,
0.060555473,
-0.048353147,
0.0025231447,
-0.060384415,
0.0058124987,
0.04926547,
0.005662821,
-0.05419772,
-0.016093958,
-0.015324185,
-0.08410483,
0.07127528,
0.010791077,
0.009244403,
-0.0005234278,
-0.029935615,
-0.00036239024,
0.026599932,
-0.014019847,
-0.030676879,
0.022465967,
-0.008545905,
0.00017718588,
-0.0045331074,
-0.020227924,
-0.028196499,
0.03600827,
-0.047440823,
0.034525745,
-0.05168883,
-0.011724783,
-0.021924274,
-0.0046115103,
0.00792581,
0.039629053,
-0.014433243,
-0.042023905,
-0.03626486,
0.039714582,
-0.034326173,
-0.034981906,
0.03344236,
0.026585678,
-0.013221564,
0.044732362,
-0.0053206994,
-0.018745398,
0.06945063,
-0.012152434,
0.00841761,
-0.0196007,
-0.013043376,
0.038545668,
-0.016407568,
-0.028852232,
0.001177824,
-0.023948492,
0.0462434,
-0.016635649,
-0.017262872,
-0.0025872926,
-0.056136407,
0.015694816,
0.0180469,
-0.008695584,
0.04165327,
0.0040270532,
-0.0038987575,
0.031503674,
-0.013471027,
-0.0052280417,
-0.0030434544,
-0.042052414,
-0.0077476227,
0.06129674,
0.003590492,
0.047070194,
-0.047355294,
-0.030591348,
0.0707621,
-0.03096198,
-0.007826026,
-0.032244936,
-0.010712674,
0.0040270532,
0.023178719,
-0.036635492,
0.016379058,
-0.029821575,
-0.009771841,
-0.020341964,
0.009422592,
0.019614955,
-0.021810235,
-0.008930792,
0.06990679,
-0.0063434998,
-0.055965345,
-0.03865971,
0.022180866,
0.015024828,
-0.013271457,
0.028909253,
-0.005915848,
0.0048039537,
-0.04142519,
0.04111158,
-0.040170744,
0.020769615,
-0.028809467,
-0.055680245,
-0.010313532,
0.022722557,
0.018674122,
-0.062437143,
-0.005919412,
-0.037832916,
0.028894996,
-0.007576562,
-0.0042836443,
-0.04698466,
0.001054874,
-0.015979918,
0.024718266,
-0.03646443,
0.029279884,
0.007776133,
0.0046222014,
0.009337061,
0.048296127,
-0.009771841,
-0.0072558234,
-0.020384729,
-0.009593653,
0.008959303,
0.024846561,
-0.028766701,
0.04376302,
-0.0071168365,
-0.018118175,
-0.044105142,
-0.027440982,
-0.057447873,
0.015951406,
0.013449645,
-0.042023905,
0.018089665,
0.02822501,
0.032473017,
0.030021146,
0.035523597,
-0.026485892,
-0.029450944,
-0.0408835,
-0.067568965,
0.05351348,
-0.03540956,
-0.013478154,
-0.0117319105,
-0.03820355,
0.028880741,
-0.031332612,
-0.019828781,
0.09967135,
-0.012266475,
-0.020741105,
-0.063805625,
0.03540956,
0.025431018,
-0.0122807305,
-0.0065751444,
-0.034639783,
-0.053199865,
-0.017405422,
-0.050149284,
-0.04293623,
-0.019016244,
0.018488806,
-0.00827506,
-0.023164464,
0.03287216,
-0.051090118,
-0.020883655,
-0.033043217,
0.024404654,
0.009372699,
0.0011644599,
0.04926547,
0.0069635944,
-0.021040462,
0.027056094,
-0.026571423,
-0.0029953434,
-0.020113884,
0.0465285,
0.017790308,
-0.021653429,
0.056164917,
0.0014513428,
-0.04362047,
-0.061239716,
0.01300061,
0.0058018076,
-0.04949355,
-0.02352084,
-0.008602926,
-0.013592195,
-0.030049656,
-0.017319892,
0.011553722,
0.003196696,
-0.017177342,
0.018930713,
-0.0016918968,
-0.032815136,
0.0035049617,
0.042622615,
-0.0007247805,
-0.0028260646,
-0.085986495,
-0.030106677,
-0.037490796,
0.011318514,
0.042594105,
0.022280652,
0.014112505,
0.018346256,
0.014868023,
0.09242978,
-0.016150977,
0.023948492,
-0.011938609,
-0.038003977,
-0.055423655,
-0.008802497,
-0.002084802,
-0.008795369,
0.0096578,
0.0023984131,
0.01923007,
0.031332612,
0.022551497,
0.0039058852,
-0.050320346,
0.011453937,
-0.04644297,
0.0009141054,
0.016635649,
-0.026015475,
-0.019871548,
0.03332832,
-0.016150977,
-0.0076834746,
0.008103999,
0.02580165,
0.002248735,
-0.015837366,
0.0064967414,
-0.03104751,
-0.022195121,
-0.019828781,
-0.038289078,
-0.030078167,
0.0363789,
0.035324026,
-0.0041161473,
-0.004358483,
-0.05071949,
0.045102995,
0.025459528,
-0.0067248223,
0.00905196,
-0.018745398,
-0.009365572,
0.0053670285,
-0.045388095,
0.022280652,
0.04153923,
-0.021282798,
0.018574337,
-0.00011972019,
-0.0079115555,
-0.021653429,
0.010313532,
0.06477497,
-0.0054240488,
0.015794601,
-0.029222863,
0.015766092,
-0.031959835,
-0.0038060998,
-0.029479453,
-0.025302723,
-0.0155095,
0.022993404,
-0.028210754,
0.016093958,
0.028381815,
0.035124455,
-0.003941523,
0.041054558,
0.017049046,
0.022964895,
0.023748921,
-0.0138701685,
-0.006339936,
-0.029793065,
0.022608517,
0.0071916752,
0.01643608,
-0.0057412237,
-0.013150289,
-0.042309005,
-0.029650515,
-0.03321428,
0.007441139,
0.021240033,
0.02461848,
-0.009194511,
0.009757585,
-0.010627144,
-0.05351348,
0.019900057,
-0.05907295,
-0.01205265,
-0.008980685,
-0.05231605,
0.047298275,
-0.00769773,
0.005841009,
0.00905196,
0.01548099,
-0.002549873,
-0.01349241,
0.024433164,
0.0048253364,
0.046870623,
-0.06363457,
0.015994173,
-0.0044404496,
0.0231217,
-0.050434384,
-0.044988953,
0.005837445,
0.060441434,
0.0037775896,
-0.00077957334,
-0.028453091,
-0.022038314,
-0.0006695421,
0.049949713,
-0.023834452,
0.0046115103,
-0.050206304,
0.031817283,
-0.050605446,
-0.016407568,
-0.005901593,
0.01920156,
0.031560693,
0.016236508,
-0.019871548,
0.010962137,
0.06346351,
-0.021311307,
0.03617933,
0.034069583,
0.025473785,
0.0035833644,
-0.017020537,
-0.026842268,
0.05411219,
0.02433338,
0.04344941,
-0.009116108,
0.029878596,
0.03079092,
-0.016065447,
-0.03612231,
0.045045976,
0.032102384,
-0.044646833,
0.014098249,
-0.021396838,
-0.019030498,
-0.032159403,
0.0006771151,
0.034810845,
-0.0030880014,
-0.011610743,
-0.0012811731,
-0.034753826,
-0.025145918,
-0.0036528578,
-0.005342082,
-0.0037383882,
-0.009472484,
0.028795213,
0.009565142,
-0.019914312,
-0.00020424821,
0.022580007,
0.032045364,
0.06716982,
0.026158025,
0.005598673,
0.048638247,
-0.016877985,
0.015794601,
-0.0010040904,
-0.005096182,
0.013863041,
-0.022936383,
-0.034240644,
0.0408835,
-0.01421229,
-0.036892083,
-0.0107055465,
-0.019144539,
0.0070562526,
-0.039828625,
-0.004707732,
-0.037120163,
0.042137943,
0.054967493,
-0.019657722,
-0.007526669,
0.044817895,
-0.006728386,
0.031646222,
0.037262715,
0.031275593,
-0.013542303,
0.10907968,
-0.0036778043,
-0.013734746,
0.027982673,
0.008880899,
-0.010819587,
-0.008175274,
0.020712595,
-0.0035940558,
-0.019714741,
0.0015172724,
-0.04852421,
-0.00389163,
0.008004214,
-0.012715509,
-0.034810845,
-0.0006517233,
-0.021339817,
-0.044675343,
0.0052708066,
0.092714876,
0.030619858,
-0.017291382,
-0.0484957,
-0.0040234895,
-0.05907295,
-0.00048155358,
0.012865188,
0.04872378,
-0.011175963,
-0.06848129,
-0.009372699,
-0.010448956,
-0.014019847,
-0.035523597,
-0.006083345,
-0.007419756,
0.054682393,
0.068823405,
0.044675343,
0.01974325,
-0.011168836,
-0.025573568,
0.034839354,
0.041339662,
0.011781803,
0.044105142,
0.065402195,
0.04196688,
-0.009315679,
-0.028453091,
0.011575105,
-0.0069208294,
-0.0094867395,
-0.012558703,
-0.03945799,
-0.03318577,
-0.055366635,
-0.040227767,
0.043135796,
-0.0038845025,
-0.023748921,
-0.028595641,
-0.037262715,
-0.042166453,
-0.013478154,
-0.02548804,
0.01962921,
0.031589203,
0.011147453,
0.010520231,
-0.04869527,
0.24290614,
0.053085826,
0.022294907,
-0.0010236911,
0.04071244,
0.05203095,
0.004917994,
-0.047811456,
0.017291382,
-0.03093347,
-0.004347792,
-0.03897332,
-0.0021863692,
0.05445431,
-0.047098704,
0.052772213,
-0.07954321,
0.0007746732,
0.005156766,
-0.039372463,
-0.045102995,
0.012615724,
0.03358491,
0.052715193,
0.003909449,
0.023777433,
0.031560693,
-0.062608205,
-0.02334978,
-0.00013765038,
0.025545059,
-0.028196499,
0.012066904,
-0.029479453,
0.0076549645,
0.02675674,
0.019158794,
-0.03569466,
0.001267809,
-0.004101892,
-0.017733289,
-0.0005479287,
0.003335683,
-0.0126513615,
-0.009572269,
0.031275593,
-0.011354151,
0.04875229,
0.08809624,
-0.042194963,
0.05625045,
-0.023763178,
0.018303491,
-0.017177342,
-0.028795213,
-0.027212901,
-0.062551185,
-0.017619248,
-0.019572191,
0.010170982,
0.013342732,
0.0044012484,
0.0002472361,
0.025331233,
-0.023691902,
0.052373074,
-0.038118016,
0.013585067,
-0.04199539,
-0.032358974,
-0.012088287,
-0.0021044025,
-0.025730375,
-0.026614187,
0.039600544,
0.06745492,
0.012423281,
0.044732362,
-0.004632893,
0.008781114,
0.022366181,
-0.007312843,
-0.021211522,
0.023321271,
0.0048930477,
0.04393408,
-0.021425348,
0.008588671,
-0.0005314463,
0.008788242,
0.04350643,
0.063235424,
-0.011090433,
0.01923007,
-0.01793286
] |
model_name = "google/pegasus-xsum"
device = "cuda" if torch.cuda.is_available() else "cpu"
tokenizer = PegasusTokenizer.from_pretrained(model_name)
model = PegasusForConditionalGeneration.from_pretrained(model_name).to(device)
batch = tokenizer(src_text, truncation=True, padding="longest", return_tensors="pt").to(device)
translated = model.generate(**batch)
tgt_text = tokenizer.batch_decode(translated, skip_special_tokens=True)
assert (
tgt_text[0]
== "California's largest electricity provider has turned off power to hundreds of thousands of customers."
) |
[
0.058457542,
-0.024880921,
0.03312781,
0.068611875,
-0.037672017,
-0.009754612,
-0.03534381,
-0.004105913,
0.013962208,
0.021402642,
0.0050736605,
-0.011283372,
0.004463559,
-0.04044903,
0.018485375,
-0.0064200913,
0.00009368477,
-0.031556975,
-0.08011264,
-0.008057548,
0.0056031165,
-0.039046496,
-0.062496837,
0.0032468622,
0.0022580768,
0.006213218,
0.025105327,
0.012931347,
0.10092622,
0.052342504,
-0.031052064,
-0.051024124,
-0.027728062,
0.008730764,
0.013401195,
-0.004253179,
0.023127757,
0.033268064,
-0.04662017,
-0.0543902,
0.026521884,
-0.0260871,
0.029284874,
-0.06345056,
-0.040392928,
-0.020238541,
-0.0029085013,
-0.018120717,
-0.022678947,
-0.064011574,
-0.04530179,
-0.016577931,
0.026199302,
-0.016255349,
-0.023099706,
0.024333933,
0.010953777,
0.031837482,
-0.050182603,
0.007349269,
0.032875355,
0.02821895,
-0.04042098,
-0.019467147,
0.019663502,
0.06339446,
-0.053716984,
0.029340975,
-0.018541476,
0.0027226657,
-0.037728116,
0.026227353,
0.0033117293,
-0.02872386,
-0.025988922,
-0.032286294,
0.037643965,
0.010287574,
0.0056662303,
0.043226045,
0.032566797,
0.042777233,
-0.03741956,
-0.00010376547,
-0.044572473,
-0.0500143,
0.0456945,
0.00040081743,
-0.0037272293,
-0.0075245854,
0.002056463,
0.006002838,
0.022412466,
0.029509278,
0.01852745,
0.032061886,
-0.0077770413,
0.03747566,
0.013821955,
0.010427827,
0.037503712,
0.011367524,
0.0009090162,
-0.020743452,
-0.07478302,
0.024263809,
0.008471294,
-0.019200666,
-0.0011036176,
-0.026437733,
-0.012223069,
0.022945428,
-0.002068735,
0.009004257,
0.016620006,
-0.002799805,
-0.021402642,
0.018611602,
-0.01976168,
-0.0111220805,
0.040757585,
0.00466342,
-0.0024456657,
-0.00093268394,
0.036241435,
-0.04101004,
0.0035256154,
0.022889325,
-0.05652205,
-0.011634005,
-0.015820563,
-0.0008160985,
0.019677527,
0.010561068,
0.006139585,
-0.019565325,
0.042075966,
0.034109585,
-0.011227271,
-0.026437733,
0.03043495,
-0.05270716,
0.0064621675,
0.08740581,
0.001501586,
0.010666258,
0.0026139694,
-0.013317044,
-0.01805059,
0.04218817,
-0.032763153,
0.027587809,
0.0022300263,
-0.0055750655,
0.012321246,
-0.054867063,
-0.023885123,
-0.0050421036,
0.009600333,
0.03363272,
0.0011053707,
0.013232891,
-0.03610118,
0.062328532,
-0.03436204,
0.029088518,
-0.008660637,
-0.0030470013,
-0.009950967,
-0.052482758,
0.012089828,
0.016143147,
-0.010168359,
0.0006324544,
0.031865533,
0.01565226,
0.0260871,
0.0021476275,
0.032005787,
0.034670595,
-0.002778767,
-0.016227297,
-0.0015287602,
0.02108006,
0.0014805481,
0.047125082,
0.01934092,
0.029873937,
-0.026213327,
-0.015287601,
0.003997217,
0.027026797,
-0.020252565,
0.032566797,
-0.02129044,
-0.008050535,
-0.014032335,
0.0065568383,
0.013274968,
-0.019537274,
-0.0048983437,
0.022650896,
-0.007910281,
-0.0042917486,
-0.021514844,
-0.047966603,
-0.023127757,
0.02524558,
-0.02371682,
0.019018337,
0.05349258,
-0.011809321,
-0.019986084,
-0.006728648,
0.022496616,
-0.041991815,
-0.011108056,
-0.0046283565,
0.033211965,
0.011023903,
0.011535828,
0.0045757615,
0.01238436,
-0.041514955,
0.007805092,
0.017657882,
-0.03091181,
0.0653019,
-0.024838846,
-0.01631145,
0.005999332,
0.052370552,
-0.0062798383,
0.027391454,
0.00016545497,
0.001961792,
0.020603199,
0.017699957,
-0.022356363,
0.016830387,
0.01262279,
0.0069004586,
0.034979153,
0.032005787,
0.0042707105,
0.016998691,
-0.0019845832,
-0.023857074,
0.029845886,
0.034193736,
-0.031164266,
0.067658156,
-0.036802445,
-0.03172528,
-0.078822315,
-0.018120717,
0.016634032,
0.0029681087,
-0.0196074,
0.00014452657,
0.013274968,
0.021613022,
0.031613078,
-0.06479699,
0.026367607,
0.076185554,
-0.00511223,
0.025231555,
0.013197828,
-0.018779907,
0.014319854,
-0.053296223,
-0.055568326,
-0.0477983,
-0.022202086,
0.009712536,
0.031248419,
-0.04185156,
0.025610238,
-0.0036500902,
0.0016190482,
0.014067398,
-0.005028078,
0.038822092,
0.009516181,
0.0040357867,
0.0121178785,
0.03475475,
-0.021066034,
0.03396933,
0.014354917,
-0.05270716,
-0.017461527,
-0.02239844,
0.013611576,
-0.033576623,
0.01918664,
-0.025988922,
-0.007173952,
-0.023422288,
-0.040196575,
0.006651509,
0.017447501,
0.0071529145,
-0.0069425344,
-0.008835953,
0.0024106023,
-0.05346453,
0.07063153,
0.012545651,
-0.060140584,
0.009979017,
-0.013274968,
0.044740777,
-0.045442045,
0.033829078,
0.005122749,
-0.017559703,
-0.049705744,
-0.033155862,
-0.015133323,
0.006248281,
-0.014298816,
-0.0033765964,
0.01805059,
0.06446038,
-0.017966438,
-0.080280945,
0.038457435,
-0.00466342,
-0.046395767,
0.009053346,
-0.06591901,
0.045442045,
0.009186586,
0.014586335,
-0.04488103,
0.040645383,
-0.0033958813,
0.047125082,
0.0057538883,
-0.0054558506,
0.016493779,
0.032566797,
0.007580687,
0.0046914704,
0.01589069,
-0.04050513,
-0.002501767,
-0.041094195,
-0.02962148,
0.030238595,
0.016493779,
0.012124891,
0.009663447,
0.0042707105,
-0.0271951,
0.011465701,
-0.011416612,
-0.037924472,
-0.015512006,
0.0149509935,
0.0135063855,
0.042777233,
-0.02308568,
-0.0056381794,
-0.008492333,
0.024067454,
0.050715566,
-0.023843048,
0.03175333,
-0.001373605,
-0.027812215,
-0.0069074715,
-0.019425072,
-0.0031311533,
0.04316994,
0.0002214467,
0.030463,
0.0017540419,
0.0033625711,
-0.024642492,
-0.0053892303,
0.04429197,
-0.004305774,
-0.03265095,
-0.03741956,
0.013471322,
-0.03534381,
0.0137868915,
-0.0063499645,
0.019747654,
0.017251147,
-0.01931287,
-0.0022247666,
-0.049789894,
0.060308885,
0.04389926,
-0.007805092,
0.01352041,
0.014446082,
-0.028373227,
0.021935605,
0.05834534,
0.030743506,
0.006374509,
-0.008709725,
0.035484064,
0.0070161675,
-0.0073352437,
-0.0051157363,
-0.046956778,
-0.015988868,
0.0046704323,
-0.0071248636,
-0.018120717,
-0.06210413,
-0.006097509,
0.0036220395,
0.0043303184,
0.028864114,
-0.007489522,
-0.005739863,
0.030070292,
0.04213207,
-0.055961035,
0.015273576,
-0.0608699,
0.011570891,
0.05784043,
-0.022019757,
-0.019270793,
-0.011928537,
-0.033211965,
-0.038822092,
0.037139054,
0.023478389,
-0.007636788,
0.036297534,
-0.05652205,
-0.0136256,
0.053240124,
-0.018471349,
0.010056156,
0.044993233,
0.007756003,
0.012924335,
0.0014016556,
0.0061185467,
-0.017728008,
0.053240124,
-0.05318402,
0.00420409,
-0.032510698,
-0.05741967,
-0.03873794,
0.0059256987,
-0.032370444,
-0.0021336023,
0.024291858,
0.01502112,
-0.017363349,
0.03969166,
-0.022370389,
-0.010441853,
0.00033485456,
0.02962148,
-0.008366105,
0.038457435,
0.012629802,
-0.022594795,
0.029677583,
0.049032528,
-0.023338137,
0.005462863,
-0.027629886,
0.041599106,
0.007370307,
0.0043338244,
-0.017040767,
-0.040392928,
0.020182438,
-0.00358347,
0.000005211558,
0.0036606092,
-0.03514746,
-0.0111781815,
0.02821895,
-0.030463,
0.026662137,
-0.018204868,
-0.025764517,
0.0028453872,
-0.049593538,
-0.02108006,
-0.036353637,
-0.0061991923,
0.020575147,
0.040308777,
0.020813579,
0.062889546,
-0.010098232,
-0.030827658,
0.074053705,
-0.047068983,
-0.056662302,
-0.024965074,
0.015315652,
0.0195513,
0.005280534,
-0.04305774,
-0.015091247,
-0.03789642,
0.0434785,
-0.013499373,
-0.03363272,
0.02584867,
-0.024810795,
0.029705632,
0.047629993,
0.023394238,
-0.060421087,
-0.0041865585,
0.011802309,
-0.000716168,
-0.0037798244,
-0.014740614,
-0.0051507996,
-0.028176872,
-0.042833336,
0.04081369,
0.015133323,
-0.014488158,
-0.0005930082,
-0.021641072,
0.01520345,
0.012328259,
0.04479688,
-0.021248363,
-0.018457323,
-0.03391323,
-0.007349269,
-0.0654141,
-0.020841628,
-0.008387143,
0.006672547,
0.016886488,
0.044656627,
0.01544188,
0.0010063169,
0.059803974,
-0.016858438,
0.029789785,
-0.0026770835,
-0.04011242,
-0.040140472,
0.0027524696,
0.007952358,
0.007973395,
0.02650786,
-0.029958088,
0.022103908,
-0.036830496,
0.037672017,
-0.0067952685,
0.015399804,
-0.06827527,
-0.006367496,
0.054614604,
-0.035399914,
0.043702904,
0.023366187,
0.003225824,
0.047573894,
0.022202086,
-0.03436204,
0.02000011,
0.0027559758,
-0.05702696,
0.041599106,
-0.039383106,
0.0059256987,
-0.021837426,
-0.013576512,
0.021276414,
-0.045105435,
0.0073142056,
0.076185554,
0.0070933066,
-0.01230722,
-0.07096813,
-0.0061325724,
0.04608721,
0.024838846,
0.008892055,
-0.031220367,
0.0039095585,
0.002843634,
-0.048106857,
-0.025049226,
0.019074438,
0.020547098,
0.011655043,
-0.015497982,
0.034277886,
-0.0030680392,
-0.055343922,
0.0043338244,
0.012356309,
0.0029909,
0.0147265885,
-0.014011297,
-0.016241323,
-0.017307248,
0.019116513,
-0.003150438,
-0.013611576,
-0.063674964,
0.036325585,
-0.025554137,
-0.052370552,
0.019565325,
-0.023282034,
-0.038597688,
-0.08448854,
0.0014349658,
0.034305938,
-0.025820618,
0.006875914,
0.009747599,
-0.013800917,
-0.04314189,
0.0017759565,
0.0075386106,
-0.0065182685,
-0.0086255735,
-0.0027945454,
-0.025540112,
-0.051220477,
0.059860077,
0.057251364,
-0.017657882,
-0.004263698,
-0.052033946,
0.02395525,
-0.005939724,
-0.0028155835,
0.024011351,
-0.010504967,
-0.015427855,
0.0009028801,
0.022917377,
0.007447446,
-0.00740537,
0.0413186,
0.013464309,
-0.06771426,
-0.016690133,
-0.024642492,
0.031052064,
0.010469903,
0.05096802,
0.0034221786,
0.026030999,
0.02659201,
0.01720907,
-0.016115095,
-0.058177035,
-0.000058621463,
-0.041150294,
0.025259605,
-0.01828902,
-0.018597577,
0.011311422,
0.03840133,
0.0066865725,
-0.0047545843,
0.01931287,
0.026241379,
0.014263753,
-0.031164266,
-0.00521742,
-0.025680365,
-0.004614331,
-0.028204923,
-0.02476872,
-0.04392731,
0.0033134825,
0.029312924,
-0.0027489632,
-0.004211103,
0.04266503,
0.06328225,
0.012994461,
-0.018920159,
-0.043422397,
-0.02218806,
-0.025091302,
-0.018148767,
-0.037672017,
0.07450251,
0.026283454,
-0.04123445,
-0.0054768883,
0.009747599,
0.021262389,
-0.015624209,
0.0272512,
0.034165684,
-0.015147348,
-0.067153245,
0.012188005,
0.0035729508,
-0.010231473,
0.04213207,
-0.026213327,
0.0023790454,
-0.0012763044,
0.006328927,
-0.0022019756,
0.028639708,
0.024025377,
0.01915859,
0.023688769,
0.012615778,
0.013387171,
0.022805175,
0.02872386,
0.0010089467,
0.0018373172,
-0.015988868,
0.025329731,
-0.009333852,
-0.015792513,
-0.007945345,
0.03744761,
-0.0077910665,
-0.050322857,
-0.022664921,
-0.017068818,
0.05612934,
0.043590702,
0.009305801,
-0.037111003,
-0.0014244468,
-0.04662017,
0.030631304,
-0.054586556,
-0.07382929,
0.026942644,
-0.015399804,
0.04185156,
-0.00060966326,
0.001554181,
-0.041178346,
0.04308579,
-0.002173925,
0.005547015,
0.0039621536,
0.013471322,
0.006669041,
-0.078485705,
-0.01681636,
0.023338137,
-0.029649531,
-0.054923162,
-0.05963567,
0.02638163,
0.04095394,
0.0047580907,
-0.0034642546,
-0.019088464,
-0.00047335462,
-0.008779852,
0.029677583,
-0.024754694,
0.02545596,
-0.047377538,
0.0045126476,
-0.041795462,
-0.011367524,
-0.026886543,
0.031360622,
0.015904715,
0.032679003,
0.0012990955,
0.0016847919,
0.03138867,
-0.0020704882,
0.026788365,
0.04302969,
0.04123445,
-0.010610157,
0.004372394,
0.016718185,
0.051893692,
0.011718157,
0.05441825,
-0.032286294,
0.0010045638,
0.042945538,
-0.05091192,
-0.006542813,
-0.0036535964,
0.039439205,
-0.0784296,
0.025554137,
0.03475475,
0.014530234,
-0.010203422,
0.0026367607,
0.04659212,
-0.002270349,
-0.016662084,
0.00903932,
-0.015371753,
0.034137636,
-0.009074383,
0.010834562,
-0.014824766,
0.0019810768,
0.035904825,
0.03394128,
0.0036395711,
-0.0045897868,
0.0024965075,
0.014866842,
0.03043495,
0.06984611,
0.02593282,
0.01852745,
-0.011360511,
0.01681636,
-0.012819145,
-0.008057548,
-0.01317679,
0.004011242,
-0.03312781,
-0.0057644076,
-0.029004367,
-0.0021897035,
-0.0035256154,
-0.00838013,
-0.018723805,
-0.025708416,
0.004849255,
-0.07741978,
0.013288992,
0.020701375,
-0.01646573,
-0.0283031,
0.011318435,
0.007342256,
0.009614359,
0.016030943,
0.026255403,
-0.02548401,
0.10154334,
-0.014130512,
0.0049579516,
-0.035035256,
-0.005985306,
-0.03607313,
0.00036049463,
-0.0011115068,
0.019677527,
0.006546319,
-0.012552664,
-0.044993233,
0.02047697,
-0.00041944478,
0.045049336,
-0.066648334,
0.0026420201,
0.027714036,
-0.0696217,
-0.014838791,
0.05270716,
0.018415248,
-0.014628411,
-0.017601779,
-0.0042917486,
-0.054474354,
-0.0050736605,
-0.0038780016,
0.046283565,
-0.004263698,
-0.03960751,
-0.04389926,
-0.0008932377,
-0.005206901,
-0.056578152,
-0.056017138,
-0.03354857,
0.026465783,
0.015189424,
0.03604508,
0.05478291,
0.003001419,
-0.024081478,
0.041486904,
0.044544425,
0.022356363,
0.06227243,
0.046956778,
0.033296116,
-0.011297397,
0.008092611,
0.025049226,
0.0013473076,
-0.02002816,
-0.03873794,
0.0007393975,
-0.054193847,
-0.056465946,
0.014418031,
0.024740668,
-0.012847195,
-0.029088518,
0.013611576,
-0.014291803,
-0.073043875,
-0.031865533,
-0.0092356745,
-0.011129093,
0.009432029,
-0.0031399191,
-0.008821928,
-0.019270793,
0.23158613,
0.057672124,
0.028345177,
0.062721245,
0.044179764,
0.012749018,
0.0075386106,
-0.014936969,
0.023800973,
-0.07180965,
-0.029873937,
0.012349296,
0.023562541,
0.01025251,
-0.019425072,
0.010687295,
-0.04305774,
0.0029014884,
0.022131959,
-0.067658156,
-0.06687274,
0.06827527,
0.002768248,
0.0043092803,
0.021150187,
0.0184433,
0.028148822,
-0.031977735,
-0.0018320577,
0.020462945,
0.011472714,
-0.03991607,
0.021486795,
-0.024179656,
-0.0073352437,
0.0499582,
0.01025251,
-0.034305938,
-0.026339555,
-0.028920215,
0.020224515,
0.03270705,
-0.041206397,
-0.03223019,
-0.0014025322,
0.033801027,
0.011023903,
-0.012826158,
0.06575071,
-0.045975007,
0.01741945,
-0.05004235,
0.03929895,
-0.009894865,
-0.03556822,
-0.035792623,
-0.061543114,
-0.0048001665,
0.017363349,
-0.023730846,
0.046844576,
-0.05138878,
-0.03481085,
0.031837482,
-0.06047719,
0.012770056,
-0.010820536,
0.015778488,
-0.025568163,
-0.039327003,
0.019775705,
-0.012545651,
-0.0217673,
0.034642547,
-0.0011264087,
0.044207815,
0.0053611794,
0.03141672,
-0.0035273687,
-0.018723805,
0.03259485,
0.009740586,
-0.013436259,
-0.06462868,
0.030995963,
0.009607346,
-0.03604508,
0.022945428,
-0.03568042,
0.01984583,
0.027068872,
0.037195154,
0.007896257,
-0.00420409,
0.0108415745
] | FP16 is not supported (help/ideas on this appreciated!).
The adafactor optimizer is recommended for pegasus fine-tuning.
Checkpoints
All the checkpoints are fine-tuned for summarization, besides
pegasus-large, whence the other checkpoints are fine-tuned: |
[
0.04745501,
-0.01217963,
-0.03855169,
-0.010137448,
-0.0004595827,
-0.036582965,
-0.014706646,
-0.019951673,
-0.0027896347,
0.059972554,
0.03593652,
-0.007933655,
0.021670632,
-0.028002864,
0.01933461,
0.013994086,
0.02790002,
-0.045368753,
-0.0628228,
-0.03452609,
0.0069346023,
0.013105223,
-0.053596247,
-0.0392569,
-0.037023723,
0.038610455,
0.018688165,
0.010100719,
0.08503703,
0.006009009,
-0.013729631,
-0.037934624,
0.018893853,
-0.023286747,
-0.0061889854,
-0.02377158,
0.028296703,
-0.019878214,
-0.019745985,
-0.038786758,
0.025328929,
-0.0073680147,
0.005656402,
-0.06288156,
-0.04075548,
-0.001586731,
0.026225137,
-0.048395295,
-0.009946452,
-0.02481471,
-0.037993394,
0.008014461,
-0.014978447,
0.012326549,
-0.013230104,
-0.027282959,
0.011687449,
0.011114463,
-0.02601945,
0.008205456,
0.026856892,
0.023330823,
-0.003511377,
-0.07663323,
-0.0040880363,
0.05700478,
0.036083438,
-0.0047271363,
-0.0031183672,
-0.022317078,
-0.08509579,
0.006104507,
-0.048865438,
-0.014860911,
-0.018555937,
-0.0065636304,
0.0045985817,
0.007654508,
0.006078796,
0.011636027,
-0.009131049,
0.0043782024,
-0.032527987,
0.013612095,
-0.023595277,
-0.03664173,
0.049600035,
-0.023947885,
-0.019305227,
-0.03978581,
-0.014287925,
0.023081059,
-0.00049631257,
0.058914736,
0.02512324,
0.063292935,
0.015852619,
0.03843415,
-0.0008438691,
-0.004095382,
0.030324193,
0.073988676,
-0.051274918,
0.043870173,
-0.026533669,
-0.030559264,
-0.007845503,
-0.016807595,
-0.00029154346,
-0.046132736,
0.023639353,
-0.005983298,
0.01029906,
0.028384855,
0.006064104,
0.003783178,
-0.009417542,
0.01909954,
-0.057856914,
-0.023521818,
-0.023654046,
0.005700478,
-0.0031495877,
-0.0043010693,
0.020054517,
-0.044869225,
0.048248377,
0.014368731,
-0.017424658,
0.0015252085,
0.019569682,
-0.013604749,
-0.010401904,
0.048865438,
-0.01327418,
0.011261382,
0.017703805,
0.005983298,
0.007977731,
-0.000876926,
-0.018746933,
-0.024902862,
0.0019852503,
0.07769105,
-0.010321097,
-0.014743376,
-0.039668277,
-0.0037391023,
-0.041460693,
-0.02255215,
-0.01586731,
-0.009520386,
0.009417542,
0.028149784,
-0.012355933,
-0.011981288,
-0.025519924,
0.035172537,
0.0074524935,
0.026254522,
-0.01564693,
-0.018805701,
-0.053419944,
0.029472059,
-0.018791009,
0.05709293,
0.0022772527,
-0.015573471,
-0.016293377,
-0.028517082,
0.00369319,
0.0041137473,
0.001018336,
-0.0026518977,
0.035290074,
0.019363996,
0.063939385,
0.0021211507,
-0.02338959,
0.02616637,
-0.005748227,
-0.030529879,
-0.030353576,
0.06429199,
0.0075002424,
0.0009086055,
0.0088004805,
-0.020201437,
0.033438887,
-0.016822288,
0.016748827,
0.05247966,
-0.0392569,
0.026739355,
-0.032263532,
0.01857063,
-0.013230104,
-0.008947399,
0.021773476,
-0.01918769,
-0.03675927,
0.05535928,
0.0040439605,
-0.004179861,
-0.055829424,
0.01933461,
0.0092485845,
0.038228463,
-0.07234318,
0.035378225,
0.024094803,
0.030559264,
0.005105454,
0.008660907,
0.047337476,
-0.03182277,
0.012642426,
0.0074488204,
0.01842371,
0.020656887,
0.010578207,
0.012150246,
0.04698487,
-0.030970639,
-0.015338399,
-0.01977537,
0.03987396,
0.013325602,
0.008793134,
0.0071035596,
0.020583427,
0.011893136,
-0.014780105,
0.027003812,
0.031675853,
0.015529395,
0.03393841,
0.028854998,
0.011753563,
-0.01902608,
0.010894083,
0.023227978,
0.026342673,
0.044105247,
0.021920394,
0.022155466,
-0.02030428,
0.020965418,
-0.027635565,
-0.017571576,
-0.039433204,
0.07181427,
-0.0015362274,
-0.0036472776,
-0.039080597,
-0.017733188,
-0.021406177,
0.035672065,
0.0036325855,
-0.041783918,
0.014456882,
-0.0103725195,
-0.01857063,
-0.022654993,
0.009975837,
0.036788654,
0.009336737,
0.010783894,
-0.032763056,
-0.023668738,
-0.02759149,
-0.056123264,
-0.09914131,
-0.008043844,
-0.038904294,
-0.0783375,
-0.012164937,
-0.02872277,
0.04557444,
0.012003326,
-0.022904756,
-0.010930814,
-0.018849777,
0.032381065,
0.02956021,
-0.015000485,
-0.04022657,
0.047396243,
-0.02271376,
0.044017095,
0.002374587,
-0.013222759,
-0.038522303,
0.026445517,
-0.014618494,
-0.0027216845,
-0.017586268,
-0.01721897,
-0.027047887,
0.020921342,
-0.00065608753,
-0.00819811,
-0.0032193745,
0.0064901705,
-0.02189101,
0.029266372,
-0.005020975,
-0.027885329,
0.04901236,
0.030559264,
-0.019202383,
0.053713784,
-0.0038345999,
0.06182374,
-0.014780105,
0.056652173,
0.012142899,
-0.0036032016,
-0.0064828247,
-0.015206172,
0.0043047424,
0.02218485,
-0.019393379,
-0.051098615,
-0.035172537,
0.048894823,
0.002504978,
-0.04331188,
-0.024197647,
-0.023213288,
-0.07539911,
0.045838896,
-0.012480815,
0.029001916,
0.030500496,
0.023845041,
-0.022375846,
0.027165422,
0.009704036,
-0.012723232,
0.015485319,
-0.063292935,
0.0410787,
0.0323223,
0.00635427,
0.009887685,
0.06188251,
-0.03411472,
0.029427983,
-0.025402388,
-0.0049034394,
0.0409024,
-0.043517567,
-0.014456882,
0.006633417,
0.013656171,
-0.029134145,
-0.006372635,
0.0099978745,
0.014126314,
0.03887491,
0.03975643,
-0.015882002,
0.0027051559,
-0.054183926,
-0.01796826,
0.0011129155,
0.013105223,
0.06881711,
-0.033380117,
0.014332001,
-0.008521333,
-0.023683429,
0.02481471,
-0.007882233,
-0.054830372,
0.055447433,
-0.0027620874,
0.054800987,
-0.049188662,
0.021846935,
0.033145048,
0.015691007,
-0.0140675455,
0.02541708,
0.02618106,
-0.0146993,
0.03129386,
-0.0536844,
0.0039962116,
0.031000022,
0.033145048,
-0.031852156,
-0.014133659,
-0.034467325,
-0.020142669,
0.00535889,
0.037934624,
0.017615652,
-0.0011468907,
0.07827873,
-0.024579639,
0.020656887,
0.020245513,
0.004058652,
-0.038757373,
-0.0469261,
-0.01026233,
-0.0041137473,
-0.034937467,
-0.036200974,
0.020715654,
-0.015573471,
0.03423225,
0.0052303355,
0.019349303,
-0.02541708,
-0.006438749,
0.009020859,
0.05224459,
-0.010365173,
-0.030706184,
-0.039609507,
-0.0036399316,
0.0071586543,
-0.026739355,
-0.02557869,
-0.03796401,
0.00205871,
0.036377277,
-0.052744113,
-0.0019191365,
0.03076495,
0.0033497654,
-0.047660697,
0.061177295,
0.04301804,
-0.018820392,
-0.029134145,
-0.019173,
0.008829865,
0.005094435,
-0.014258541,
-0.028561158,
0.018291483,
-0.011863752,
0.0034268983,
0.007735314,
0.0040549794,
-0.0008342275,
0.024285799,
-0.019158307,
0.023595277,
-0.016175842,
-0.022625608,
-0.019378686,
0.028531775,
-0.022214234,
0.014236503,
-0.001482969,
-0.047866385,
-0.01572039,
0.042048372,
-0.037023723,
-0.07769105,
-0.0145670725,
-0.013156645,
0.05829767,
0.035760216,
-0.005413985,
-0.03540761,
0.011665411,
0.010519439,
-0.049511883,
-0.0068391045,
0.024800017,
0.02023082,
0.0052817576,
-0.019731294,
0.01586731,
-0.013046455,
0.04066733,
0.008741712,
-0.021259258,
-0.021861628,
-0.030059738,
0.002229504,
0.031999074,
-0.027400494,
-0.0070888675,
0.01765973,
-0.0039007138,
0.017689113,
-0.012686502,
-0.013266834,
-0.030236041,
-0.006053085,
0.0039080596,
0.0048556905,
0.004774885,
0.075105265,
-0.024080113,
-0.042665433,
0.0073790336,
-0.010379866,
0.00021119684,
-0.003801543,
-0.016366836,
-0.044722307,
-0.013303564,
-0.045603823,
0.002196447,
-0.015103328,
-0.008844556,
0.025196701,
-0.00037372657,
0.0075957403,
-0.041695766,
-0.031969693,
0.059855018,
-0.005087089,
-0.08027683,
-0.043928944,
0.029633671,
0.015176788,
0.010526785,
0.041930836,
0.005388274,
-0.04578013,
-0.040255953,
0.01165072,
-0.044546004,
0.020715654,
-0.031764004,
-0.0059024924,
-0.020318972,
0.0026463883,
0.028766846,
-0.044017095,
0.010548823,
-0.06605502,
-0.0073790336,
-0.035143152,
-0.03393841,
-0.010254984,
0.028458314,
-0.016190533,
0.03664173,
0.038816143,
-0.02512324,
0.009410196,
0.022302385,
0.022052623,
0.06370431,
-0.044546004,
-0.03399718,
0.009006168,
-0.015367784,
0.009777496,
-0.0021909375,
-0.016704751,
0.035907134,
-0.029751206,
0.027385801,
-0.031382013,
0.0030963293,
-0.030353576,
-0.038022775,
0.040814247,
-0.019584375,
0.018982004,
0.0019264824,
0.062176347,
-0.022831297,
0.001920973,
-0.039109983,
-0.0026812817,
-0.017909491,
-0.058620896,
0.02932514,
-0.028693385,
0.03940382,
-0.004749174,
-0.028296703,
0.036436044,
-0.029663054,
0.01594077,
0.041783918,
0.00564171,
0.008580101,
-0.0061669475,
0.0045655244,
0.024300491,
0.0015683661,
-0.020818498,
0.0013020744,
0.000064162516,
-0.030015662,
-0.03963889,
-0.04586828,
-0.00043111702,
-0.008337684,
0.02631329,
-0.030970639,
0.023036983,
-0.013002379,
-0.029119452,
-0.019716602,
0.0374351,
-0.013119915,
0.00312204,
0.05527113,
0.034026563,
0.002400298,
0.027268266,
-0.001378289,
-0.040432256,
-0.017865416,
0.0664664,
-0.012965649,
-0.033585805,
0.028223243,
0.03781709,
-0.02059812,
-0.028634617,
-0.0056270184,
0.021332717,
0.007232114,
-0.019804753,
-0.029045993,
-0.02450618,
-0.021876318,
-0.0070925406,
0.022419922,
0.01707205,
-0.018893853,
0.02925168,
0.00071623275,
-0.03955074,
0.03655358,
0.056916628,
-0.019378686,
-0.0053258333,
-0.0022735798,
0.013678209,
-0.019907597,
-0.02864931,
0.058620896,
0.0011018965,
0.046044584,
0.0129950335,
0.029310448,
0.07451759,
-0.026136985,
-0.006122872,
-0.00027180114,
0.013281526,
-0.052097667,
-0.0056049805,
0.022228926,
-0.011349535,
0.029765898,
-0.043752637,
-0.0068354313,
0.008345029,
0.019305227,
-0.008807826,
-0.06723038,
0.018776316,
-0.047925152,
-0.013516597,
-0.017997643,
-0.018012336,
0.0113715725,
0.030559264,
-0.025990067,
-0.03887491,
0.008660907,
0.027018502,
-0.009255931,
-0.03534884,
-0.01979006,
-0.048865438,
-0.042900506,
-0.010071334,
0.0029806301,
-0.025519924,
0.025990067,
0.022126082,
-0.03481993,
0.0015444916,
0.034937467,
0.025402388,
-0.011224653,
0.0314114,
-0.02969244,
-0.015279632,
-0.063292935,
-0.0068317587,
0.0045251218,
0.013619442,
0.038228463,
-0.02722419,
-0.0065195546,
0.010394557,
-0.0022901082,
0.0058767814,
-0.0053735822,
0.01721897,
-0.038169697,
0.0019264824,
0.0162493,
0.06958109,
-0.07639816,
-0.03714126,
0.025813762,
-0.020642195,
-0.006905218,
-0.0071549816,
0.061706204,
0.06593749,
0.00514953,
0.028311394,
0.0070888675,
0.025284853,
0.015602855,
0.00081586256,
0.021846935,
-0.020847883,
-0.02059812,
-0.055065442,
0.019819446,
0.033438887,
-0.028135091,
0.03105879,
0.038816143,
-0.027356418,
-0.056652173,
-0.0200839,
0.029516134,
0.04451662,
0.021038879,
0.01079124,
-0.0037189007,
-0.009131049,
-0.018012336,
-0.005035667,
-0.043723255,
-0.041401926,
0.038904294,
-0.058444593,
-0.0042423015,
-0.042753585,
-0.010387211,
0.016704751,
0.039609507,
0.011863752,
0.03540761,
0.03526069,
-0.007830812,
-0.006941948,
-0.056358334,
-0.023125134,
-0.026048834,
0.017424658,
-0.051128,
-0.040843632,
0.016146457,
0.021479636,
-0.00061155256,
-0.040402874,
-0.034614243,
0.030500496,
0.022845987,
0.025343621,
-0.055388667,
0.018541245,
-0.051980134,
0.035672065,
-0.031000022,
-0.013575365,
0.020172052,
0.025343621,
0.022023238,
-0.0042312825,
-0.013685555,
0.02729765,
0.06893465,
-0.059149805,
0.06534981,
-0.01026233,
0.03173462,
0.00954977,
-0.015500011,
-0.013501906,
0.033291966,
0.038169697,
0.03481993,
-0.0008328501,
0.031323247,
0.02571092,
-0.019437455,
0.040579177,
0.063351706,
-0.002600476,
-0.042018987,
0.009329391,
-0.03646543,
0.061647438,
-0.02059812,
0.033056896,
0.040255953,
0.026959736,
-0.0072027305,
0.02083319,
-0.04007965,
0.017762572,
-0.01256162,
-0.04683795,
-0.023668738,
0.034643628,
0.013612095,
0.0042680125,
0.03625974,
-0.0487479,
0.029354524,
0.020392431,
-0.0037537941,
-0.004947515,
0.021038879,
-0.019878214,
0.01714551,
0.0374351,
0.017924184,
-0.0013819619,
-0.0039521353,
-0.012076786,
-0.036054056,
0.0538607,
-0.0042863777,
-0.051686294,
0.021670632,
-0.047866385,
-0.022155466,
-0.08580101,
0.043517567,
-0.04971757,
0.017806647,
0.030045046,
-0.01639622,
-0.020127976,
0.042900506,
-0.037699554,
0.011231999,
0.034349788,
0.06470337,
-0.0113715725,
0.051833212,
0.031705238,
0.024476795,
0.04104932,
0.026563052,
-0.018541245,
-0.01699859,
-0.015984846,
-0.023081059,
0.011878445,
-0.04992326,
-0.07093275,
0.021494329,
0.010401904,
-0.0079263095,
-0.009314699,
0.017982952,
-0.005711497,
-0.04398771,
-0.009975837,
0.04962942,
0.017263046,
0.03293936,
0.012480815,
-0.0046426575,
-0.048189607,
-0.046749797,
0.001586731,
0.019569682,
-0.009909723,
-0.0323223,
-0.017938875,
-0.0097995335,
-0.0059869713,
0.0035040309,
0.014853565,
-0.032674905,
0.02053935,
0.04533937,
0.05092231,
0.0064718057,
-0.030970639,
-0.04310619,
0.049600035,
0.060648385,
0.022978216,
0.058415208,
0.05397824,
0.004506757,
-0.007985077,
0.0012065767,
0.000713478,
-0.0031495877,
0.0036693155,
-0.0062771374,
0.00086636614,
-0.024432719,
-0.036700502,
-0.035760216,
0.04827776,
0.017292429,
-0.037023723,
-0.031969693,
0.0026096583,
-0.047690082,
0.022302385,
-0.02128864,
0.034555476,
-0.009975837,
-0.05150999,
0.013009725,
-0.026886275,
0.25787318,
0.065761186,
0.039609507,
0.02669528,
0.014508304,
0.033380117,
0.05024648,
-0.024564946,
0.017439349,
0.022890065,
-0.0031330592,
0.013590057,
0.0068905265,
-0.019540299,
0.0045912354,
0.040637944,
-0.03858107,
-0.008036499,
0.0052560465,
-0.054536533,
-0.040020883,
0.022287695,
-0.03675927,
0.021068262,
0.039903346,
-0.00064047734,
0.0026500612,
-0.0129436115,
-0.011422994,
-0.016337452,
-0.00011535479,
-0.020010442,
0.041754533,
-0.015984846,
-0.009219201,
0.047866385,
-0.011018965,
-0.07110906,
-0.0077646975,
0.008653561,
-0.004481046,
-0.043047424,
-0.008580101,
-0.028708078,
-0.04225406,
0.021685325,
0.007518607,
0.0003236821,
0.042900506,
-0.08245125,
0.0108647,
-0.016087689,
0.012950957,
-0.011988634,
-0.048013303,
0.0086241765,
-0.044017095,
-0.049570654,
0.010409249,
0.033145048,
0.03593652,
0.012987687,
-0.0007056729,
0.0374351,
0.004672041,
0.013259488,
-0.014868258,
0.003711555,
-0.024623714,
0.030382961,
-0.00035099997,
-0.0040770173,
0.0068795076,
0.0043377993,
0.026460208,
0.029207604,
0.0009733419,
0.052215204,
0.015558779,
-0.054037005,
-0.0032836518,
-0.012282473,
0.00017561475,
0.0005330425,
0.034467325,
0.013795745,
-0.033703342,
-0.015911385,
-0.023800965,
0.017703805,
0.020318972,
0.02954552,
0.016337452,
-0.0048556905,
-0.0031202037
] |
PoolFormer
Overview
The PoolFormer model was proposed in MetaFormer is Actually What You Need for Vision by Sea AI Labs. Instead of designing complicated token mixer to achieve SOTA performance, the target of this work is to demonstrate the competence of transformer models largely stem from the general architecture MetaFormer.
The abstract from the paper is the following:
Transformers have shown great potential in computer vision tasks. A common belief is their attention-based token mixer module contributes most to their competence. However, recent works show the attention-based module in transformers can be replaced by spatial MLPs and the resulted models still perform quite well. Based on this observation, we hypothesize that the general architecture of the transformers, instead of the specific token mixer module, is more essential to the model's performance. To verify this, we deliberately replace the attention module in transformers with an embarrassingly simple spatial pooling operator to conduct only the most basic token mixing. Surprisingly, we observe that the derived model, termed as PoolFormer, achieves competitive performance on multiple computer vision tasks. For example, on ImageNet-1K, PoolFormer achieves 82.1% top-1 accuracy, surpassing well-tuned vision transformer/MLP-like baselines DeiT-B/ResMLP-B24 by 0.3%/1.1% accuracy with 35%/52% fewer parameters and 48%/60% fewer MACs. The effectiveness of PoolFormer verifies our hypothesis and urges us to initiate the concept of "MetaFormer", a general architecture abstracted from transformers without specifying the token mixer. Based on the extensive experiments, we argue that MetaFormer is the key player in achieving superior results for recent transformer and MLP-like models on vision tasks. This work calls for more future research dedicated to improving MetaFormer instead of focusing on the token mixer modules. Additionally, our proposed PoolFormer could serve as a starting baseline for future MetaFormer architecture design.
The figure below illustrates the architecture of PoolFormer. Taken from the original paper. |
[
0.037493177,
0.0068297503,
-0.030403882,
-0.014653188,
0.04517572,
-0.019636458,
0.020066561,
-0.009017346,
0.062231556,
0.042150162,
0.00350757,
-0.031353075,
-0.0036781281,
-0.005999205,
-0.033043828,
0.021297548,
0.010559787,
-0.043603618,
-0.07059633,
-0.026369806,
0.023136612,
-0.019473316,
-0.049565744,
-0.055231247,
-0.0070336787,
0.028994922,
-0.012576825,
-0.009721827,
0.05962127,
0.006922445,
-0.07320662,
-0.02183147,
-0.02758596,
-0.020007238,
-0.013355461,
0.0039525046,
0.02743765,
-0.041527253,
-0.02067464,
-0.048675872,
0.015735863,
-0.001079894,
0.028994922,
-0.037819464,
-0.038976293,
-0.012680643,
-0.014097019,
-0.017396953,
0.027719442,
-0.0052316925,
-0.002000353,
0.0104708,
0.019443654,
-0.0068186265,
-0.011783358,
-0.042802732,
-0.029425025,
0.024486247,
-0.0057619065,
0.0044159787,
-0.0057285363,
0.02349256,
-0.012079981,
-0.053837117,
0.020185212,
0.04544268,
-0.018731758,
-0.027615624,
0.007986581,
-0.019992406,
-0.084181674,
0.033399776,
-0.011694371,
-0.007764113,
-0.018568614,
0.0027029794,
0.013021761,
-0.0168482,
0.01646259,
0.0068000876,
-0.023655703,
0.019562302,
-0.0146680195,
-0.016269784,
-0.014742175,
-0.04582829,
0.031620037,
-0.008060737,
0.0334591,
-0.02068947,
0.0019743985,
0.043069694,
0.01990342,
0.041645903,
0.030181415,
0.017411783,
0.021371704,
0.060214516,
-0.0018891193,
0.009239814,
0.028520325,
0.035713438,
-0.03316248,
0.00079207675,
-0.037611827,
-0.007645464,
0.004779342,
0.017055836,
-0.03099713,
-0.021505184,
0.038946632,
0.014564201,
-0.010218671,
0.011019553,
0.0009807106,
0.011516397,
0.0027029794,
-0.0073488406,
-0.0444045,
-0.021623835,
0.025554093,
0.01902838,
-0.03615837,
-0.017322797,
-0.0012838225,
-0.02742282,
0.041675564,
0.033370115,
-0.017426616,
0.0047830497,
-0.01621046,
-0.03342944,
-0.01486824,
0.037463516,
0.021208562,
0.009239814,
0.040044136,
0.027289338,
0.043959565,
-0.030967467,
0.002458265,
-0.030611519,
0.033637077,
0.057930518,
0.02092677,
-0.003978459,
-0.015780356,
-0.004512381,
-0.03666263,
-0.02693339,
0.0065998673,
-0.005216861,
-0.0076677105,
0.049862366,
-0.013689162,
-0.025064664,
-0.02513882,
0.010092606,
0.05359982,
0.029321207,
-0.025361286,
-0.017708408,
-0.033666737,
0.039005958,
-0.04926912,
0.031471726,
-0.0022265282,
0.00037216948,
-0.006017744,
-0.002335908,
0.016032485,
-0.0019966452,
0.012673228,
0.013956123,
0.032331932,
0.042268813,
0.022113262,
-0.008438931,
-0.0056210104,
0.03461593,
0.029291544,
0.008564996,
-0.013874552,
0.058138154,
-0.014282409,
0.002369278,
0.0012523063,
0.010500463,
0.031471726,
-0.00938071,
0.03316248,
0.057752546,
-0.03156071,
0.028372012,
-0.040162787,
-0.002602869,
-0.017886382,
-0.019354666,
-0.0077270353,
-0.030611519,
-0.032391258,
0.051968392,
-0.0026955637,
0.018850407,
-0.0015498564,
-0.031798013,
-0.028312689,
0.01468285,
-0.05244299,
0.021520017,
0.083173156,
0.022736171,
-0.03497188,
-0.027289338,
0.005094504,
-0.03153105,
0.018835576,
-0.031471726,
0.006955815,
0.034170996,
0.026488455,
-0.0036447581,
0.02654778,
-0.02080812,
-0.013029176,
-0.026992714,
0.04565032,
-0.012806708,
0.0019484439,
0.009187905,
0.023181107,
-0.0025769144,
0.009477112,
0.035298165,
0.06199426,
0.020229705,
0.007608386,
0.04903182,
-0.025969364,
0.008416684,
0.025183313,
0.02908391,
-0.013221981,
0.035654113,
0.030403882,
0.016699888,
-0.0038635177,
-0.0042231735,
-0.060540803,
0.01607698,
-0.042802732,
0.060422152,
-0.013355461,
-0.0049128225,
-0.01902838,
0.00028480464,
-0.056833014,
-0.0045383354,
-0.04775634,
-0.05182008,
0.041408606,
0.025465105,
-0.0052687703,
-0.044849433,
0.0023322003,
0.04594694,
-0.006295828,
0.0028753916,
0.0023785476,
-0.03841271,
0.0073377173,
-0.03793811,
-0.04060772,
-0.033399776,
-0.0032498783,
-0.040934008,
-0.00055292423,
-0.01839064,
0.044078212,
-0.033043828,
-0.0068890746,
-0.0029402778,
-0.02030386,
0.0110418005,
-0.007875347,
-0.008283204,
-0.020644978,
-0.028372012,
-0.031887,
0.02092677,
0.0010400353,
-0.0103966445,
-0.015899006,
0.0049610236,
-0.01736729,
-0.00484979,
-0.014171176,
-0.048052963,
0.00019975721,
-0.037463516,
-0.03689993,
-0.026354974,
-0.02552443,
0.023522222,
0.005057426,
0.036692295,
0.0028049436,
-0.006318075,
0.037048243,
0.03423032,
0.024946013,
0.02973648,
-0.022780664,
0.03713723,
-0.017663915,
0.06585036,
-0.0003578018,
-0.0027382034,
-0.019636458,
0.024649391,
0.008527918,
-0.019562302,
-0.011405163,
-0.055468544,
-0.05911701,
0.06573171,
-0.017723238,
-0.048082627,
-0.012895695,
-0.03523884,
-0.016032485,
0.0105820345,
-0.024723547,
0.017307965,
0.0125100855,
0.03218362,
-0.0054282052,
0.009440035,
-0.017634252,
0.0038857644,
0.0005672919,
-0.06685888,
0.030403882,
0.038472034,
-0.013362877,
0.009002515,
0.05247265,
-0.033666737,
-0.0024323105,
-0.02911357,
-0.02361121,
0.029558506,
-0.03624736,
-0.023804015,
0.036573645,
0.009039593,
-0.036395673,
-0.011738865,
-0.03651432,
0.0077492823,
0.07688475,
0.015009136,
0.001768616,
-0.03253957,
-0.02908391,
-0.013970954,
0.014801499,
0.026888896,
0.08756318,
-0.044612136,
0.030789493,
-0.020778459,
-0.048675872,
0.023299756,
-0.01607698,
-0.015290928,
0.044107877,
0.02553926,
0.04057806,
-0.009551268,
-0.011657293,
0.007233899,
0.0053688805,
0.032628555,
0.038353384,
0.0009482674,
-0.0008898697,
0.02282516,
-0.025479937,
0.06632496,
0.0006576693,
0.023759522,
-0.0043603615,
-0.022291236,
-0.029914454,
-0.031620037,
0.028965259,
0.08993617,
0.027793597,
0.02424895,
0.0717235,
0.03253957,
-0.008231295,
0.07071498,
-0.009484528,
-0.003945089,
-0.019591965,
-0.024990508,
0.016358772,
-0.015246434,
-0.03841271,
-0.01698168,
0.0016675788,
0.03980684,
0.008505671,
0.021030588,
-0.04045941,
-0.02986996,
-0.0252723,
0.0628248,
-0.05297691,
-0.052057378,
-0.061460335,
0.010722931,
0.004516089,
-0.005324387,
-0.0034037516,
-0.040281437,
0.009024762,
0.049714055,
-0.03660331,
-0.03331079,
-0.004000706,
-0.0047682184,
-0.019933082,
0.05718896,
0.01990342,
-0.020496666,
-0.033844713,
-0.040251773,
0.004831251,
0.042268813,
-0.0013607591,
0.008861619,
0.016106643,
0.008260957,
0.031175103,
-0.030878479,
-0.05104886,
0.023685366,
0.026785078,
0.0142082535,
-0.008520503,
-0.01761942,
0.012747384,
-0.0336964,
0.026488455,
-0.008446347,
-0.023418404,
0.01097506,
-0.047963977,
0.024441754,
0.025257468,
-0.0037615534,
-0.04490876,
0.0039747516,
0.005465283,
0.0314124,
0.039895825,
0.019488147,
-0.008824541,
0.017634252,
0.011078878,
-0.052265014,
-0.014986889,
0.009714411,
0.02552443,
0.036810946,
0.024011651,
0.013615007,
-0.015483733,
0.063596025,
-0.016892694,
-0.00005280705,
-0.016863031,
-0.045531668,
-0.0010724784,
0.030181415,
-0.0026269695,
-0.01647742,
0.004427102,
-0.019295342,
-0.022068769,
-0.033726063,
-0.013563097,
-0.049595404,
0.007942087,
0.056239765,
0.022024276,
-0.022320898,
0.06828267,
0.0053614653,
-0.020378016,
-0.005465283,
-0.046688497,
0.021030588,
0.010285411,
-0.018954225,
-0.02131238,
0.043218005,
-0.040370423,
0.0074192886,
-0.0056358417,
-0.0127399685,
0.047014784,
-0.028105052,
0.035120193,
-0.057218622,
-0.018598277,
0.040192448,
-0.01033732,
-0.075105004,
-0.03037422,
0.00067574484,
0.040548395,
-0.01902838,
0.01634394,
-0.0028383136,
-0.046154577,
-0.032895517,
0.030403882,
-0.024041314,
-0.031857334,
-0.009306554,
-0.039361905,
-0.03998481,
-0.0032128005,
0.037315205,
-0.049387768,
0.009299139,
-0.029172895,
0.015379915,
-0.020704303,
-0.050959874,
-0.005732244,
0.012799293,
-0.02742282,
0.004619907,
0.0037133521,
-0.02540578,
0.005713705,
0.01486824,
0.030047935,
0.027126195,
-0.021534847,
-0.026354974,
0.0037244756,
-0.008943191,
-0.011516397,
0.01040406,
-0.026592273,
0.03752284,
-0.013503773,
0.04737073,
0.008090399,
0.006547958,
-0.0045383354,
-0.026948221,
0.015394746,
-0.044968084,
0.018909732,
0.014771838,
0.03710757,
-0.03776014,
0.0023155152,
-0.030463208,
-0.024619728,
-0.018286822,
-0.05386678,
0.03666263,
-0.016699888,
0.0036855438,
-0.012658397,
-0.03316248,
0.0130143445,
-0.013029176,
0.019829264,
0.084181674,
0.043040033,
0.026666429,
-0.0010641359,
0.0137039935,
0.045739304,
-0.025465105,
-0.012821539,
0.0040934007,
-0.034319308,
-0.051760755,
-0.05564652,
-0.037493177,
-0.005665504,
-0.014638357,
0.025984196,
-0.054489687,
0.009328801,
0.052650623,
-0.061282363,
-0.024041314,
0.014326902,
-0.012020657,
0.0035613328,
0.009662502,
0.014883071,
0.00044980133,
0.0068890746,
-0.014386227,
-0.006514588,
-0.04250611,
0.035624452,
0.007326594,
-0.031798013,
0.0093881255,
0.032094635,
-0.04834959,
-0.018168174,
-0.045502003,
0.01634394,
0.0010428161,
0.017841889,
0.011382917,
-0.041942526,
-0.04458247,
0.035950735,
-0.002513882,
0.027630454,
-0.016551577,
0.016047318,
-0.00064932683,
-0.027007546,
0.034764245,
0.06371467,
-0.0098478915,
0.029276714,
-0.018716926,
0.031056453,
-0.036543984,
0.011190112,
0.027778767,
0.014059941,
0.012168968,
-0.014156344,
0.020644978,
0.06531644,
-0.017916044,
0.011902007,
-0.060006883,
-0.0029032,
-0.04455281,
-0.011590553,
0.02757113,
-0.02119373,
0.019443654,
-0.018702095,
0.042595096,
0.01174628,
0.016566409,
-0.026725754,
-0.0673928,
0.023581548,
-0.036721956,
0.0067889644,
-0.038442373,
0.00931397,
0.0264143,
-0.017930875,
0.010722931,
-0.01787155,
0.013600175,
0.030285232,
0.02092677,
-0.03411167,
-0.023537055,
-0.027986402,
-0.03316248,
-0.0078531,
-0.018598277,
-0.0028197747,
0.02169799,
-0.00021215514,
0.008120061,
-0.011167865,
-0.01991825,
0.030611519,
0.010285411,
0.04200185,
-0.01263615,
-0.022306068,
-0.045264706,
-0.052383665,
-0.043870576,
-0.00983306,
0.03532783,
-0.028268194,
-0.020392848,
-0.010604281,
-0.02258786,
0.001965129,
-0.0010641359,
0.028461,
-0.02513882,
-0.017634252,
0.04695546,
0.02233573,
-0.04918013,
-0.026354974,
0.039421227,
-0.021104744,
-0.011724033,
0.03218362,
0.05042595,
0.03651432,
-0.0015146324,
0.008891282,
0.014838577,
-0.0016527476,
0.010048112,
0.03615837,
0.060422152,
-0.039599203,
-0.022543367,
-0.000522335,
0.014319487,
0.028164377,
-0.024056144,
0.008031074,
0.03012209,
-0.0012152283,
-0.035001542,
-0.0043937317,
0.010507878,
0.052739613,
-0.024189625,
0.060303506,
-0.012473007,
-0.026280819,
-0.008965437,
0.0016536745,
-0.06460454,
-0.028357182,
0.051879406,
-0.05618044,
-0.0075082756,
-0.01238402,
-0.00050008827,
-0.014326902,
0.04695546,
-0.044196863,
0.02923222,
0.008913528,
0.0004683403,
-0.017500771,
-0.061934933,
0.00013232177,
-0.02886144,
0.01761942,
-0.030092428,
-0.034141336,
0.036069386,
0.012940189,
-0.025554093,
-0.02911357,
-0.018538952,
-0.021668328,
0.028520325,
0.024738379,
-0.0032535861,
-0.005843478,
-0.057337273,
0.03918393,
-0.05362948,
-0.044968084,
-0.004371485,
0.00778636,
0.04238746,
0.012013241,
0.025109157,
0.03586175,
0.066028334,
-0.015394746,
0.04223915,
0.016566409,
0.040904343,
-0.009677333,
-0.0232256,
0.012495254,
0.038946632,
0.053510834,
-0.00014993378,
0.009536437,
0.008683645,
0.029217388,
-0.0060066204,
0.012473007,
0.040281437,
0.0334591,
-0.01142741,
0.0137039935,
0.013170072,
0.05885005,
-0.007537938,
0.010693268,
0.017337628,
0.014378811,
0.012940189,
-0.0037189138,
0.019310173,
-0.021104744,
0.00069011253,
0.0013116308,
0.0005760979,
-0.0108119175,
-0.021772146,
0.011635046,
-0.0137039935,
-0.07718137,
0.0010928713,
0.013896799,
0.041586578,
0.011686956,
0.023759522,
0.0030162875,
0.014490046,
0.059680596,
0.0023618625,
-0.00513529,
0.0011457072,
0.0314124,
-0.026636766,
0.03636601,
-0.04262476,
-0.026340144,
0.0051612444,
-0.058523767,
-0.06436724,
-0.084418975,
-0.007645464,
-0.016818538,
0.031323414,
0.098953515,
-0.021045418,
-0.010485631,
0.0528286,
-0.039717853,
-0.006458971,
0.006814919,
0.03615837,
0.00022675456,
0.04277307,
0.032984503,
0.009580931,
0.026903728,
0.008446347,
-0.015617213,
-0.014497461,
0.022024276,
-0.018094018,
0.021594172,
-0.009224983,
-0.073740534,
0.01926568,
0.014000617,
0.022765834,
-0.046006266,
0.008127477,
-0.029929284,
-0.048824184,
0.0010836017,
0.05155312,
-0.03138274,
-0.0014970204,
-0.0232256,
-0.014690266,
-0.028268194,
-0.059265323,
-0.030003441,
0.0030570733,
-0.004000706,
0.010782255,
-0.023121782,
-0.010530125,
-0.012524916,
0.012843786,
-0.03203531,
0.016803706,
0.020007238,
0.03265822,
0.042061176,
0.017812226,
-0.01658124,
-0.045146056,
0.08169004,
0.03740419,
0.017411783,
0.06822334,
0.043366317,
0.03615837,
-0.07184215,
0.01609181,
-0.014527123,
0.00008950838,
-0.02055599,
-0.014757006,
-0.002706687,
-0.017070668,
-0.019325005,
-0.05374813,
0.06264683,
-0.00545416,
-0.039747514,
0.019799601,
-0.03203531,
-0.044968084,
0.0051538288,
-0.014148928,
0.011716618,
0.009358463,
-0.037196554,
-0.003537232,
-0.06549441,
0.26268953,
0.01939916,
0.022113262,
0.02577656,
0.021223392,
0.06484184,
0.037344866,
-0.0019261972,
-0.0052798935,
-0.052769274,
-0.011686956,
-0.008216464,
0.0020670933,
0.0015591258,
-0.018820744,
0.031056453,
-0.027111365,
0.021979783,
0.023062456,
-0.024219288,
-0.045235045,
0.0044901343,
-0.01001845,
0.07403716,
0.0380271,
0.03882798,
0.006299536,
-0.0355058,
0.0058694324,
-0.031086115,
-0.014237915,
-0.0010038842,
-0.01621046,
0.0125100855,
-0.00010961156,
0.049476758,
-0.021149237,
-0.0528286,
-0.010322489,
-0.015661707,
-0.027749104,
-0.033548087,
-0.010663605,
-0.053392183,
-0.03675162,
0.0640113,
-0.009291723,
0.019755108,
0.029009752,
-0.038501695,
0.02183147,
-0.038916968,
0.005116751,
-0.016685057,
-0.0710116,
0.005572809,
-0.017797394,
-0.05081156,
0.018983888,
0.021861132,
0.032865856,
0.023685366,
-0.009573515,
0.07113025,
-0.006562789,
-0.0028179209,
-0.048438575,
0.026666429,
0.0029310083,
0.028505493,
0.028624143,
0.025999026,
0.029172895,
-0.0020652392,
0.014326902,
-0.002334054,
0.0038264398,
0.01658124,
-0.010544956,
-0.03615837,
-0.021282718,
0.0058138156,
-0.021520017,
-0.015261265,
0.07290999,
0.011605384,
-0.037226215,
-0.05807883,
0.013066254,
0.011783358,
0.018331315,
0.03930258,
0.007345133,
0.041052654,
-0.010648774
] | This model was contributed by heytanay. The original code can be found here.
Usage tips
PoolFormer has a hierarchical architecture, where instead of Attention, a simple Average Pooling layer is present. All checkpoints of the model can be found on the hub.
One can use [PoolFormerImageProcessor] to prepare images for the model.
As most models, PoolFormer comes in different sizes, the details of which can be found in the table below. |
[
0.0346712,
-0.017321505,
-0.0048800413,
0.029061792,
0.008259074,
-0.0076882676,
-0.008111087,
-0.009802365,
0.01782889,
0.058123585,
-0.0050703106,
-0.01379801,
0.010514111,
-0.020013455,
0.003703194,
-0.0038969864,
0.0038441338,
-0.04044973,
-0.07903905,
-0.0060392716,
-0.048596054,
-0.01388962,
-0.06567796,
-0.0046157795,
-0.0019802046,
0.028455751,
-0.014502708,
0.020408086,
0.087664574,
0.05919473,
-0.03672892,
0.007177361,
0.01754701,
-0.014143311,
0.021972518,
-0.043183964,
0.019759763,
-0.014883246,
-0.044114165,
-0.058856472,
0.012494315,
-0.014002372,
0.034953076,
-0.047412157,
-0.056742374,
-0.015545663,
-0.009386593,
-0.016461773,
-0.000101190395,
-0.0386457,
-0.0066347425,
0.011275186,
0.029484613,
-0.032275222,
-0.010246325,
-0.005274673,
-0.013565458,
-0.010626863,
-0.04214101,
-0.013593647,
0.012444987,
0.04270477,
-0.026736286,
-0.042620204,
0.011387938,
0.037771873,
-0.031908777,
0.009379545,
-0.05874372,
0.0044677923,
-0.029766493,
0.03258529,
-0.00013807698,
-0.049300753,
-0.039688654,
-0.016137611,
0.039745033,
0.0067968233,
-0.021986613,
0.04656652,
0.04019604,
0.017406069,
-0.031260453,
0.0074839047,
-0.03715174,
-0.036390662,
0.044170544,
-0.00513021,
-0.002912169,
-0.015334253,
-0.0044114166,
0.014072842,
-0.023931583,
0.036306098,
0.0220148,
0.012860759,
-0.0031799548,
0.019055065,
-0.026214808,
0.031908777,
0.060604125,
0.051612165,
-0.022691313,
-0.007216119,
-0.05998399,
-0.0034882608,
0.055755798,
-0.02424165,
0.00083683024,
-0.009527532,
-0.016673181,
0.020112114,
0.03365643,
-0.0060463184,
0.012938276,
0.021465136,
-0.023889301,
-0.0076671266,
-0.015136938,
-0.027440984,
0.036785293,
-0.01431244,
-0.025312793,
-0.05085109,
-0.008914445,
-0.024185274,
0.010880555,
0.033797372,
-0.036080595,
0.00057873415,
0.007977194,
-0.011853039,
0.026778568,
0.029033605,
0.0058877612,
-0.007941959,
0.016405396,
0.03672892,
0.041464496,
-0.013008746,
0.0068391054,
-0.023861112,
-0.0023995007,
0.100631036,
0.023480576,
0.009161089,
-0.041098054,
-0.017504727,
-0.06838401,
0.021352384,
-0.029625552,
0.002004869,
0.013058075,
0.012473174,
0.023255073,
-0.047834978,
-0.01726513,
0.017138284,
0.026919506,
0.016644994,
-0.0050526927,
0.024594,
-0.043973226,
0.04555175,
-0.012994653,
0.024791315,
-0.03145777,
-0.028596692,
-0.015954388,
-0.06223903,
0.011613442,
-0.0059934664,
0.006127359,
0.00019995838,
0.05519204,
-0.0034424553,
0.023452388,
0.01847721,
0.017716136,
0.0133822365,
0.023945676,
-0.013494989,
0.00069192646,
0.01932285,
-0.012050355,
0.025185948,
-0.0021722352,
0.02784971,
-0.015277877,
-0.01801211,
0.00744867,
0.015432911,
-0.032049716,
0.034248378,
-0.013586599,
0.016433584,
-0.00087646954,
0.0047567193,
0.016518148,
-0.021310102,
-0.0109510245,
0.031711463,
-0.007342965,
-0.015390629,
-0.022649031,
-0.002165188,
-0.008266121,
0.017321505,
-0.03145777,
0.025636954,
0.062802784,
0.013170827,
-0.04515712,
0.00016296167,
0.02112688,
-0.03309267,
-0.019421509,
0.0033649383,
0.021380572,
0.0019766812,
-0.016518148,
0.043155774,
0.035516836,
-0.020929564,
0.008745316,
0.0075332336,
-0.034981266,
0.08208336,
-0.023973865,
0.012987605,
0.01885775,
0.03658798,
-0.007822161,
0.05017458,
0.0377155,
0.027257763,
0.0409853,
0.010908742,
0.0027148535,
-0.0062295403,
0.01173324,
0.018463118,
-0.005792627,
0.05155579,
0.030612132,
-0.015263784,
0.011106058,
-0.008357732,
0.03960409,
0.0049575586,
-0.07125918,
0.07492361,
-0.030217499,
-0.0071174614,
-0.06426856,
-0.04876518,
0.00064171664,
0.014855058,
0.0035675394,
-0.013790962,
-0.03407925,
0.021253726,
0.027680581,
-0.015616133,
0.039378587,
0.05970211,
-0.022945004,
0.031147702,
-0.0033649383,
-0.024269838,
-0.02873763,
-0.040280603,
-0.07684039,
-0.011634583,
-0.030020183,
-0.01503828,
-0.02363561,
-0.05817996,
-0.00593709,
-0.031119514,
0.02625709,
0.0010332651,
-0.025383264,
0.029315485,
0.009929211,
0.0020154396,
0.0045241686,
0.025453733,
-0.046030946,
0.024185274,
-0.015291971,
-0.0014974857,
-0.009386593,
-0.027426891,
0.044283293,
0.007244307,
0.012860759,
-0.04963901,
0.022987286,
-0.010084244,
-0.03562959,
-0.01374868,
0.021239633,
0.012755054,
-0.02777924,
0.03312086,
0.015531569,
-0.03605241,
0.054938346,
0.005387425,
-0.044706114,
0.022677219,
0.00803357,
0.048708804,
-0.04656652,
0.040139664,
-0.0008231767,
0.000541297,
-0.037743688,
-0.018561775,
-0.057306133,
-0.001180371,
-0.025608767,
-0.039406776,
0.0029015988,
0.053388007,
-0.03562959,
-0.07328871,
0.050794713,
-0.0025333934,
-0.057390697,
0.015376535,
-0.024213463,
0.04369135,
-0.00036666376,
0.03219066,
-0.07390884,
0.05166854,
-0.020675873,
0.021070505,
-0.020577215,
0.017391974,
0.01426311,
0.0173356,
-0.0112610925,
0.002188091,
0.015094656,
-0.03808194,
0.01906916,
-0.04419873,
0.0024505912,
0.0023536952,
0.037630934,
0.021000035,
0.005616452,
0.007371153,
-0.02653897,
-0.0008200936,
0.008555047,
-0.0048800413,
-0.015573851,
0.038279258,
-0.011655724,
-0.0053275255,
0.021902049,
-0.00607803,
-0.0054402775,
0.022367151,
0.043353092,
-0.037941,
0.04794773,
-0.023973865,
-0.028413469,
0.010013775,
0.00060516037,
-0.021000035,
0.057559825,
0.047299407,
0.02377655,
-0.0023660273,
-0.016616806,
-0.006352863,
0.007568469,
0.027891992,
0.031796027,
0.00069280737,
0.018730903,
0.024889974,
-0.010309748,
-0.006070983,
0.003549922,
0.009590955,
0.017476538,
0.0064973263,
-0.043973226,
-0.050400082,
0.038194694,
0.011402032,
0.012571833,
0.022550372,
0.038420197,
-0.048173234,
0.022353057,
0.012219483,
0.014883246,
-0.025242323,
-0.025383264,
0.040787987,
0.018237613,
0.012924182,
-0.019294662,
-0.04408598,
-0.02346648,
0.008125181,
-0.008139275,
0.012529551,
-0.05998399,
0.006257728,
-0.038730264,
0.011070823,
0.0013283578,
-0.020478558,
-0.0050491695,
0.039153084,
0.056206804,
-0.032247033,
0.043409467,
-0.032810792,
-0.020464463,
0.034953076,
-0.036306098,
-0.0332618,
-0.013755728,
0.0032169516,
-0.07486723,
0.05237324,
0.028441658,
-0.010161761,
0.006673501,
-0.047750413,
-0.008096993,
0.028343,
-0.0032539482,
0.019167816,
0.02555239,
-0.013875526,
-0.018265802,
-0.008329544,
0.008392966,
-0.012755054,
0.054797404,
-0.040647045,
0.01571479,
-0.038561136,
0.0031130086,
-0.012564786,
0.004214101,
0.009851694,
0.026059775,
0.021747015,
-0.010373171,
0.033205424,
0.052852437,
-0.020154396,
-0.014333581,
0.056601435,
0.025355075,
-0.026510783,
0.02923092,
-0.023184601,
-0.0045276918,
0.026454406,
-0.0026320512,
0.015418817,
-0.038730264,
-0.0006157309,
0.017899359,
-0.018251708,
0.0057115867,
0.0009125854,
-0.033487305,
0.045664504,
-0.02222621,
-0.012614114,
0.008188604,
-0.007392294,
0.0075261868,
0.02119735,
-0.033825558,
0.042084634,
-0.009062431,
-0.014953716,
-0.003564016,
-0.07514912,
-0.070582666,
-0.038561136,
-0.013227203,
-0.0017406069,
0.031345017,
0.0295128,
0.01946379,
-0.06308467,
-0.02377655,
0.074528985,
-0.0067510176,
-0.039970536,
-0.017927546,
0.010091292,
0.052711494,
0.033769183,
-0.022945004,
-0.005471989,
-0.041915506,
0.010274514,
-0.0062859165,
-0.005954708,
0.02445306,
-0.027060447,
0.0045382623,
0.065734334,
-0.008653705,
-0.044818867,
-0.016363114,
0.017321505,
0.0019414461,
-0.0023008427,
0.045128934,
-0.01215606,
-0.007265448,
-0.017391974,
0.02314232,
-0.023706079,
0.0068637696,
-0.027187293,
-0.048314173,
0.021704733,
0.02923092,
0.043155774,
-0.057334322,
0.0004743506,
-0.019830234,
0.006828535,
-0.037320867,
0.016969156,
-0.008407061,
0.0038441338,
0.037771873,
0.048793368,
-0.009781224,
0.0252987,
0.02410071,
-0.013614788,
0.016250363,
0.026355747,
-0.028977228,
0.012191295,
-0.0028822194,
0.011275186,
0.000011361897,
0.024932256,
-0.016222173,
0.04515712,
-0.04749672,
0.002339601,
-0.03839201,
-0.02583427,
-0.097755864,
0.041351747,
0.033064485,
-0.040928926,
0.018900031,
0.03782825,
0.038814828,
-0.024495343,
0.03405106,
-0.04256383,
-0.013008746,
-0.015376535,
-0.04422692,
0.04250745,
-0.029287295,
-0.007441623,
-0.02618662,
-0.017391974,
0.042873897,
-0.064550444,
0.02501682,
0.08027933,
0.007177361,
-0.007871489,
-0.067594744,
0.048342362,
0.02002755,
0.020478558,
-0.026524875,
-0.0053557134,
-0.051837668,
-0.0057679624,
-0.02777924,
-0.020859094,
-0.023691986,
0.02770877,
0.036672544,
-0.03960409,
0.01187418,
0.0045030275,
-0.035939656,
0.0029632598,
0.047186654,
0.007251354,
0.00044968614,
0.01808258,
-0.016504053,
0.009605049,
0.0070399446,
-0.031485956,
-0.02824434,
-0.025171854,
0.050907467,
0.027666489,
-0.020126207,
0.044283293,
-0.010697333,
-0.028455751,
-0.06590346,
0.030189311,
0.0120644495,
-0.024777222,
0.032641664,
-0.009682566,
0.014291299,
-0.04586182,
-0.0018533587,
-0.01454499,
-0.019210098,
-0.026806755,
-0.0033966498,
-0.006539608,
-0.03599603,
0.020083925,
0.07035716,
-0.010859414,
0.011521831,
-0.038420197,
0.0023536952,
-0.028751725,
-0.006000513,
0.056291368,
-0.02002755,
0.011853039,
0.003500593,
0.006197829,
0.04811686,
-0.021493323,
0.010591628,
0.024142992,
-0.04639739,
-0.03960409,
-0.01360774,
0.01440405,
-0.010013775,
0.017377881,
-0.016334927,
0.016081234,
0.03698261,
0.018110767,
0.005545982,
-0.04586182,
-0.0043902756,
-0.033769183,
0.01503828,
0.04766585,
-0.04391685,
-0.027159104,
0.028920854,
-0.008209745,
-0.03312086,
-0.018181238,
0.02806112,
0.013121498,
-0.024847692,
-0.035122205,
-0.013819151,
-0.03960409,
0.018871844,
-0.0325571,
-0.013868479,
0.010196997,
0.0475531,
-0.011564113,
-0.01656043,
0.018195331,
0.07272495,
0.03836382,
0.010655051,
-0.039942347,
-0.000635991,
-0.028765818,
0.007399341,
-0.02660944,
0.06810212,
0.024438966,
-0.07999745,
0.006056889,
0.02049265,
-0.0117543815,
-0.010288607,
0.017166471,
0.07114643,
-0.03867389,
-0.013826197,
-0.016475866,
0.027906086,
-0.021817485,
-0.01609533,
-0.013410425,
-0.0013257152,
0.009400686,
0.02257856,
-0.0072055487,
0.03283898,
0.05375445,
0.042084634,
0.0220148,
0.017081907,
-0.004541786,
0.033289988,
0.023579232,
-0.014129218,
-0.019196006,
-0.041802753,
0.045833632,
0.013593647,
-0.0035234957,
0.011564113,
0.010514111,
-0.03453026,
-0.0386457,
-0.011204717,
-0.013431566,
0.03007656,
0.03562959,
0.0078080664,
-0.031345017,
-0.0036397711,
-0.05417727,
0.02176111,
-0.05262693,
-0.026736286,
-0.007836254,
-0.0515276,
0.037377242,
-0.036390662,
-0.00789263,
-0.0001716603,
0.031288642,
-0.00651142,
-0.041323557,
0.028075214,
0.0057045394,
-0.006610078,
-0.059814863,
-0.04820142,
0.0077094086,
-0.010655051,
-0.046763834,
-0.03644704,
0.022169836,
0.08106859,
0.0055142706,
-0.008801692,
-0.032275222,
-0.033853747,
-0.022183929,
0.05863097,
-0.042732958,
0.0017018485,
-0.029259108,
0.036390662,
-0.054910157,
0.015517475,
-0.008153369,
0.023734268,
0.022804065,
0.020675873,
0.0011081394,
-0.011345657,
0.023649704,
-0.006951857,
-0.002304366,
0.046481956,
0.016884591,
-0.0053345724,
-0.04405779,
0.00047258887,
0.07481086,
0.022733595,
0.058349088,
-0.025735613,
0.019294662,
0.033825558,
-0.047722224,
-0.030583942,
0.050907467,
0.032923546,
-0.018984595,
0.027145011,
0.008724175,
0.00578558,
0.014065795,
0.027426891,
0.050287332,
0.005482559,
-0.0029861627,
0.0038828922,
-0.019336944,
0.007490952,
-0.008674846,
-0.016518148,
-0.008991961,
0.014855058,
0.04820142,
0.0067263534,
0.017885264,
0.025566485,
0.01836446,
0.041661814,
0.02232487,
0.012170155,
0.0059229964,
0.037941,
-0.024918161,
-0.01192351,
-0.03946315,
-0.018632246,
-0.009823506,
0.00810404,
-0.049498066,
0.051640354,
-0.0064268564,
-0.051076595,
0.0059723253,
0.000003874469,
-0.024326215,
-0.054149084,
-0.01974567,
-0.02883629,
0.015207407,
0.026355747,
-0.020196678,
0.00455588,
-0.00035939657,
-0.010887601,
0.011127199,
0.014185593,
0.04154906,
-0.0048025246,
0.0637048,
-0.0076389387,
0.023255073,
-0.0203799,
-0.023114132,
-0.022423526,
-0.02703226,
0.014671836,
0.011838946,
-0.029428236,
-0.014460427,
-0.048934307,
0.020351712,
0.028709443,
-0.004647491,
-0.053810827,
0.017786607,
0.0044114166,
-0.025157759,
0.0048483303,
0.07977194,
0.010697333,
-0.015940294,
-0.055220224,
0.037320867,
-0.06471957,
-0.005197156,
-0.019449696,
0.014502708,
-0.00029112885,
-0.06590346,
-0.008660752,
0.0071104146,
-0.013790962,
-0.02759602,
-0.024354402,
-0.020055737,
0.035855092,
0.01974567,
0.062351782,
0.023226883,
-0.018463118,
0.0030689647,
0.017998016,
0.05110478,
0.031796027,
0.08817196,
0.054120895,
0.008202698,
-0.028343,
0.007078703,
0.016447678,
-0.017532915,
-0.030132934,
-0.030837635,
-0.0012252956,
-0.047299407,
-0.06922964,
-0.0009495821,
0.023043662,
0.031316828,
-0.010732568,
0.008223839,
-0.03506583,
-0.05665781,
0.008801692,
-0.047750413,
0.015418817,
0.032247033,
0.0027994174,
0.025904741,
-0.05206317,
0.23407286,
0.042592015,
0.050061826,
0.022254398,
0.01695506,
0.019294662,
0.02377655,
-0.03410744,
0.054402772,
-0.039265838,
-0.022338962,
-0.00057829375,
-0.01215606,
0.025284605,
-0.053669885,
0.05020277,
-0.05708063,
0.019421509,
-0.013593647,
-0.035967845,
-0.036475226,
0.03574234,
0.025355075,
0.0325571,
0.017532915,
-0.018449023,
0.058405466,
-0.05417727,
0.034022875,
0.0120433085,
0.010845319,
-0.058856472,
0.013199015,
-0.035122205,
-0.008280215,
0.05000545,
0.009985587,
-0.021803392,
0.013981231,
-0.010958072,
0.008646659,
-0.030527567,
-0.010958072,
-0.0077587375,
-0.0109510245,
0.023226883,
-0.0003217392,
0.012001026,
0.034022875,
-0.04104168,
0.026637627,
-0.021394666,
0.0178007,
-0.060378622,
-0.06071688,
-0.04459336,
-0.005401519,
-0.006257728,
-0.01344566,
0.007843302,
0.01641949,
-0.018984595,
-0.0077869254,
0.010746662,
-0.023508763,
0.017631572,
-0.037433617,
0.012240624,
-0.049554445,
-0.037320867,
-0.0042810473,
-0.022945004,
-0.044790678,
-0.010810085,
0.022761783,
0.024932256,
0.0051724915,
0.014277205,
-0.0053979955,
-0.03825107,
0.033008106,
0.016574524,
-0.018561775,
-0.038955767,
0.018124862,
0.05572761,
-0.036080595,
0.020746343,
-0.018730903,
0.03199334,
-0.0064303796,
0.03075307,
-0.010894649,
0.0006188139,
0.01243794
] | Resources
Script to fine-tune pegasus
on the XSUM dataset. Data download instructions at examples/pytorch/summarization/.
Causal language modeling task guide
Translation task guide
Summarization task guide
PegasusConfig
[[autodoc]] PegasusConfig
PegasusTokenizer
warning: add_tokens does not work at the moment.
[[autodoc]] PegasusTokenizer
PegasusTokenizerFast
[[autodoc]] PegasusTokenizerFast |
[
0.008812628,
-0.0077366284,
-0.018324984,
0.03456398,
0.003313812,
-0.00232858,
0.029203793,
0.025177049,
0.03606906,
0.075412326,
0.011294685,
-0.0012088482,
0.017796887,
0.0034755417,
-0.0096971905,
0.018232567,
0.0046439576,
-0.03752133,
-0.060150307,
-0.0102846995,
-0.051172648,
-0.018258972,
-0.07134598,
-0.00074428745,
-0.0074329725,
0.057298582,
-0.0143246455,
0.017242383,
0.07282465,
0.07778876,
-0.026814152,
0.009433142,
0.01857583,
0.0069840895,
-0.012667739,
-0.0454956,
-0.0019044516,
-0.015222411,
-0.043251187,
-0.07155722,
0.0319499,
-0.023909615,
0.018813474,
-0.037679758,
-0.036465134,
-0.029969534,
-0.014760326,
0.015037577,
-0.02409445,
-0.028174002,
-0.01196801,
0.0065220045,
0.0125027085,
-0.025414692,
-0.033983074,
-0.022430941,
0.00084124284,
0.0048882025,
-0.044703454,
0.002236163,
-0.022549763,
0.06374137,
-0.035805013,
-0.029995939,
-0.014760326,
0.0454956,
-0.015552472,
0.024662154,
-0.05394516,
0.001863194,
-0.007089709,
0.054605283,
0.03070887,
-0.033322953,
-0.030233582,
-0.010575153,
0.03308531,
0.007967671,
-0.03445836,
0.04565403,
0.0054229014,
0.00963778,
-0.03070887,
0.0037791978,
-0.047185514,
-0.039950576,
0.01419262,
-0.02210088,
0.0040267436,
-0.023289101,
-0.005541723,
0.035646584,
0.001586768,
0.0297847,
0.01944719,
0.026787747,
-0.00040762528,
0.017612053,
-0.02962627,
0.00980281,
0.05735139,
0.016186189,
-0.0351977,
-0.025480704,
-0.0400826,
0.007267942,
0.041059583,
-0.004122461,
0.005224865,
-0.0276195,
-0.040003385,
0.008687204,
0.007538592,
-0.0016593814,
0.029150983,
-0.002513414,
-0.023513542,
0.0084957685,
-0.048981044,
-0.028781315,
0.03670278,
0.015420447,
-0.0119152,
-0.034431957,
-0.03221395,
0.0006432063,
0.025322275,
0.051621534,
-0.03374543,
0.0054955147,
-0.001115606,
-0.0031339286,
0.042643875,
0.016014557,
0.00438651,
0.00395413,
0.02577116,
0.03472241,
0.036306705,
-0.048452947,
0.009835816,
0.010093263,
0.044492215,
0.08592147,
0.003888118,
0.012661138,
-0.014034191,
-0.011690759,
-0.07224374,
0.010799594,
-0.014760326,
0.0048716995,
-0.009281314,
0.013677726,
-0.016978335,
-0.026629318,
-0.012119838,
0.030392012,
0.035805013,
0.021123901,
0.032742046,
0.01435105,
-0.020978674,
0.026114423,
-0.020120515,
0.017242383,
-0.004327099,
-0.040056195,
0.008086493,
-0.071715645,
0.015196006,
0.0009134437,
-0.0102846995,
-0.001998519,
0.05486933,
-0.009228504,
0.031078538,
0.056242384,
0.02610122,
0.023368316,
0.012146243,
0.010165878,
0.01002065,
0.014060596,
0.011413507,
0.044756263,
0.011717164,
0.023843603,
-0.016001355,
-0.030154368,
-0.0053799935,
0.0151563985,
-0.0189587,
0.05135748,
-0.014535884,
-0.00059534743,
-0.015842926,
-0.010172479,
0.03255721,
-0.0019127032,
-0.025335478,
0.036834802,
-0.027830739,
-0.0075781993,
-0.014535884,
-0.03173866,
-0.011895397,
0.026418079,
-0.043779284,
0.004396412,
0.047502372,
0.0026140828,
-0.066751525,
-0.010977827,
0.008852235,
-0.025599526,
-0.0038056027,
0.027830739,
0.03400948,
0.009657583,
-0.0019028013,
0.04544279,
0.041165203,
-0.0029012358,
-0.01483954,
0.0069246786,
-0.020186527,
0.04066351,
-0.02983751,
0.008753216,
0.008192113,
0.017295193,
0.003921124,
0.058777254,
0.018641843,
0.004033345,
0.012793162,
0.022615775,
0.0014019338,
0.0063734767,
-0.008872039,
0.04715911,
0.0055714287,
0.04436019,
0.008938051,
-0.01824577,
0.002582727,
-0.023249494,
0.02989032,
-0.003351769,
-0.0481889,
0.09072715,
-0.03134259,
-0.020067705,
-0.066593096,
-0.017968519,
0.0021140403,
0.010865606,
0.003633971,
-0.018008126,
-0.0019572615,
-0.005231466,
0.0046538594,
-0.03546175,
0.050829384,
0.054499663,
-0.008687204,
0.015578877,
-0.0057067536,
-0.024490522,
0.01044973,
-0.03802302,
-0.049403522,
-0.004482228,
-0.03752133,
-0.01754604,
0.013420278,
-0.049693976,
-0.006271158,
-0.030154368,
0.022325322,
-0.0167935,
-0.020767435,
0.048452947,
-0.014813135,
0.0061589372,
-0.021533176,
0.019473596,
-0.07065945,
0.008508971,
-0.0019407583,
0.03440555,
-0.0029391928,
-0.03762695,
0.021506771,
0.001028965,
0.008350542,
-0.031078538,
0.026088018,
-0.028068382,
-0.021757618,
0.019433988,
0.03746852,
0.03440555,
-0.015539269,
-0.013941774,
-0.011037238,
-0.03493365,
0.07319432,
0.0034788423,
-0.037679758,
0.033402167,
0.004429418,
0.05539743,
-0.050406907,
0.028041977,
0.00013233381,
0.01007346,
-0.03699323,
-0.025427895,
-0.033666216,
0.003676879,
-0.019235952,
-0.026286054,
0.00709631,
0.05782668,
-0.008099696,
-0.07884496,
0.04467705,
0.024794178,
-0.039607313,
0.0046934667,
-0.03271564,
0.039184835,
0.00872021,
0.0167935,
-0.044888288,
0.00087053573,
-0.049377117,
0.014852743,
-0.028068382,
0.020292148,
0.032583617,
0.020675018,
-0.03546175,
0.017466825,
0.035937037,
-0.039343264,
0.010040454,
-0.037785377,
0.001126333,
-0.018971903,
0.02567874,
0.018219365,
0.0010801244,
0.046868656,
-0.017889304,
0.0060302136,
0.013341064,
-0.0027197022,
-0.027883548,
0.03823426,
-0.021097496,
0.009822614,
0.0068652676,
-0.038683143,
-0.017149966,
0.015935343,
0.06527285,
0.0031009226,
0.042247802,
-0.012641334,
-0.027989168,
0.00017379771,
-0.011175863,
0.007135918,
0.055767097,
0.023038255,
0.023632364,
0.0067497464,
-0.037442114,
-0.014813135,
-0.019724442,
0.035752203,
0.03894719,
0.010568552,
-0.014799933,
-0.0031289777,
-0.020754233,
-0.030022344,
-0.014179418,
-0.006059919,
0.029995939,
0.003206542,
-0.010489337,
-0.047027085,
0.026497293,
0.011789777,
0.0028286222,
0.04230061,
0.031976305,
-0.05225525,
0.037996616,
0.01689912,
0.009076676,
-0.00020659753,
-0.038313475,
0.022959039,
0.009129486,
-0.0045449394,
-0.029177388,
-0.03226676,
-0.03633311,
0.00292434,
-0.012799763,
0.0057331584,
-0.054077186,
-0.0008131877,
-0.0400826,
0.034141503,
-0.018021328,
-0.04185173,
-0.01483954,
0.03276845,
0.028939744,
-0.056981724,
0.019645227,
-0.026668925,
-0.009439743,
0.038524713,
-0.041350037,
-0.03493365,
-0.025084632,
-0.012337678,
-0.06733243,
0.052598514,
0.032742046,
0.029705485,
0.028596481,
-0.063002035,
0.0015133295,
0.045944482,
0.021704808,
0.0030860698,
-0.0041290624,
-0.018536223,
-0.021519974,
-0.016555857,
-0.0071491203,
-0.019526405,
0.06801896,
-0.02550711,
-0.033613406,
-0.036306705,
-0.017678065,
-0.042960733,
0.030788084,
-0.0034194314,
0.03606906,
0.01635782,
-0.019962085,
0.010225289,
0.037706163,
-0.007003893,
-0.0012699096,
0.036808398,
0.00011913137,
-0.0030497632,
0.05085579,
-0.016384225,
-0.013664523,
0.059939068,
0.017321598,
0.0048882025,
-0.022219703,
-0.0068058567,
0.020873055,
0.0035085478,
0.008548578,
0.028490862,
-0.054182805,
0.057245772,
-0.015697699,
-0.036016252,
-0.026497293,
-0.022562966,
0.0038947193,
-0.015697699,
-0.019301964,
0.073669605,
-0.028649291,
0.016753893,
0.0079412665,
-0.06157617,
-0.042591065,
-0.009981043,
-0.032636426,
0.00552522,
0.031395398,
0.0046109515,
0.015658092,
-0.02772512,
-0.02838524,
0.058566015,
-0.027540285,
-0.014205824,
-0.032636426,
-0.0071491203,
0.020569399,
0.033006094,
-0.060784023,
-0.017994924,
-0.022721395,
-0.024437713,
-0.012430095,
0.00029024735,
0.058037918,
-0.022496954,
-0.024081247,
0.038471904,
0.0023863406,
-0.014720718,
-0.031448208,
0.049852405,
0.00931432,
0.030392012,
0.035857823,
-0.011651152,
0.000015136388,
-0.0060566184,
0.0052347668,
-0.026893366,
0.01207363,
-0.02983751,
-0.05220244,
0.0075848005,
0.042432636,
0.02615403,
-0.10081381,
-0.0075517944,
-0.025111036,
0.010370515,
-0.03577861,
0.00034016906,
-0.0081261005,
0.00065104524,
0.0036570753,
0.04797766,
-0.0019424086,
0.014615099,
0.028675696,
-0.013994584,
0.0015413846,
0.029441437,
-0.03369262,
0.0062975627,
-0.009294516,
0.0009835816,
-0.03633311,
0.03551456,
-0.028200407,
0.045944482,
-0.03915843,
0.011525729,
-0.02431889,
-0.0055153184,
-0.08518213,
0.041614085,
0.0006964286,
-0.025097834,
0.008258125,
0.022959039,
0.03981855,
-0.005340386,
0.046419773,
-0.07013135,
-0.0023467334,
-0.030682465,
-0.04174611,
0.03987136,
-0.024252879,
0.018232567,
-0.02089946,
-0.019539608,
0.04179892,
-0.035646584,
-0.0065484094,
0.081010155,
-0.031606637,
0.02388321,
-0.07794719,
0.07678538,
0.049456332,
0.03353419,
-0.019103928,
0.054710902,
-0.010330908,
-0.010997631,
-0.0106543675,
-0.026906569,
-0.0058288765,
0.030497631,
0.026787747,
-0.015050779,
-0.02177082,
-0.026365269,
-0.0460237,
0.005366791,
0.04425457,
0.008508971,
-0.0035613577,
0.039712932,
0.0071557215,
0.017110359,
0.058460396,
-0.0061160293,
-0.008891842,
-0.01581652,
0.030339202,
0.02751388,
-0.018047733,
0.063054845,
-0.009413338,
-0.029758295,
-0.06574814,
0.018826677,
0.01196801,
-0.02838524,
0.017453622,
0.005366791,
-0.0040762527,
-0.03802302,
0.004175271,
-0.023209887,
-0.041244417,
-0.0030233583,
-0.010238491,
-0.010363914,
-0.031421803,
0.0063404706,
0.073828034,
-0.006185342,
-0.016450237,
-0.050882194,
-0.005043331,
-0.035012864,
-0.018338187,
0.06627624,
0.017453622,
0.04916588,
0.00546911,
0.017559242,
0.046446178,
-0.033454977,
0.018747462,
0.040425863,
-0.028886935,
-0.024596142,
-0.0026866961,
-0.024015235,
-0.02767231,
0.012496107,
-0.009023867,
-0.00053923705,
0.013941774,
0.011644551,
0.0023153776,
-0.043779284,
0.012707346,
-0.029652676,
-0.007947868,
0.05064455,
-0.054024376,
-0.022721395,
0.030999323,
-0.016093772,
-0.007505586,
-0.0047099697,
0.004013541,
0.032689236,
-0.04282871,
-0.020925865,
-0.017308395,
-0.040742725,
-0.018945498,
-0.05333785,
-0.019196345,
0.0178629,
0.0025002116,
-0.031870686,
-0.037706163,
-0.003785799,
0.068441436,
0.007003893,
-0.007360359,
-0.009472749,
-0.007102912,
-0.02231212,
-0.010792993,
-0.008905045,
0.07477861,
0.022404537,
-0.06115369,
0.040848345,
0.0035283514,
0.000842068,
-0.000038601658,
0.0048882025,
0.020886257,
-0.052783348,
-0.041244417,
-0.019777251,
0.032029115,
-0.01988287,
-0.015724104,
-0.055714287,
0.0189587,
0.0076508126,
0.033296548,
-0.032293163,
0.020978674,
0.04797766,
0.004739675,
0.020476982,
0.015090386,
0.010152675,
0.011631348,
0.039712932,
-0.009915031,
-0.008687204,
-0.05312661,
0.037125256,
0.037679758,
0.0009390234,
0.013334462,
0.022668585,
-0.0108326,
-0.0509086,
-0.007327353,
-0.015684497,
0.022774205,
0.041666895,
0.022827014,
-0.0063899797,
0.02989032,
-0.024120854,
0.0095123565,
-0.058196347,
-0.058830064,
-0.0056902505,
-0.027777929,
0.025837172,
-0.059886258,
0.003726388,
-0.0060302136,
-0.02051659,
-0.047951255,
-0.010799594,
0.05745701,
0.023764389,
-0.023355113,
-0.08940691,
-0.019526405,
0.0124565,
-0.027064998,
-0.018417401,
-0.026708532,
0.050010834,
0.05745701,
0.016437035,
0.0030448122,
-0.0092351055,
-0.008627793,
-0.009703792,
0.0714516,
-0.044861883,
0.000679513,
-0.07979553,
0.060150307,
-0.05513338,
0.024767773,
-0.0066903355,
0.027355451,
0.017717673,
0.01700474,
0.011710563,
-0.016054165,
0.03921124,
-0.007056703,
0.03472241,
0.048162494,
0.003551456,
-0.0049905214,
-0.018417401,
-0.016529452,
0.091677725,
-0.01770447,
0.06749086,
0.00012016281,
0.030207178,
0.007868653,
-0.07340556,
-0.031712256,
0.04538998,
0.004993822,
-0.057034533,
0.03395667,
0.030154368,
0.010390319,
0.01965843,
0.009888626,
0.043673664,
0.011439912,
0.013063813,
0.0024573037,
-0.0015785164,
0.022272512,
0.01153233,
-0.03725728,
-0.026880164,
-0.024820583,
0.049746785,
0.00036843054,
0.00020164662,
0.008079892,
0.01765166,
0.04071632,
0.0009580019,
0.023671972,
0.012159445,
0.05735139,
-0.018945498,
-0.010370515,
-0.039132025,
-0.01911713,
-0.030629655,
0.013968179,
-0.039607313,
0.026140828,
-0.012667739,
-0.07398646,
0.0063074646,
-0.0010099865,
0.03379824,
-0.0471063,
-0.009248308,
-0.041323632,
0.0077828374,
0.022457346,
-0.0134598855,
-0.020397767,
0.029916724,
-0.019381179,
0.01873426,
0.009829215,
0.02404164,
-0.0045449394,
0.0033781738,
-0.012007617,
0.029547056,
0.0007995726,
-0.022932634,
-0.012647935,
-0.054763712,
0.03128978,
-0.010027251,
-0.003016757,
-0.023262696,
-0.060625594,
0.012476304,
0.014905552,
-0.0069774883,
-0.03445836,
-0.013783345,
0.0142322285,
-0.032240354,
0.005148951,
0.06374137,
0.0029210395,
-0.024886595,
-0.057245772,
0.012463101,
-0.028094787,
-0.016819905,
0.0084033515,
-0.013248647,
0.007003893,
-0.051463105,
-0.018404199,
0.0113739,
0.0022460648,
-0.0023863406,
-0.027645905,
0.005475711,
0.042855114,
0.025639134,
0.023922818,
0.021269128,
0.026140828,
0.02767231,
-0.014219026,
0.048664186,
0.033296548,
0.051779963,
0.027751524,
-0.0017377709,
0.005290877,
0.02447732,
0.023764389,
-0.033719026,
0.011512526,
-0.024252879,
-0.020490184,
-0.045891672,
-0.05666486,
-0.0154336495,
0.027777929,
0.054288425,
-0.02833243,
0.015565675,
-0.019724442,
-0.054288425,
-0.0050301286,
-0.06157617,
0.0036570753,
0.033454977,
-0.0064460905,
0.058196347,
-0.05761544,
0.19698037,
0.037600543,
0.038867977,
0.039580908,
0.0038353081,
0.011631348,
0.024292486,
-0.032636426,
0.04512593,
-0.06236832,
-0.044650644,
-0.008905045,
0.0047528776,
0.03461679,
-0.025388287,
0.05312661,
-0.04507312,
-0.0054988153,
0.015288423,
-0.01971124,
-0.054129995,
0.03173866,
0.041270822,
0.05978064,
0.01153233,
0.008475965,
0.042274207,
-0.054077186,
0.0048386934,
0.021691605,
0.03076168,
-0.036042657,
0.031025728,
-0.022562966,
-0.009188897,
0.032425188,
-0.020727828,
-0.012925187,
0.012218856,
-0.006970887,
0.025652336,
-0.015776914,
-0.026998986,
-0.008713609,
-0.005644042,
0.0062084463,
0.021625593,
0.0047033685,
0.07266622,
-0.02838524,
0.012265065,
-0.011743569,
0.039237645,
-0.032293163,
-0.039580908,
0.0019638627,
-0.019764049,
-0.014073798,
-0.0050499323,
-0.017255586,
0.0038122039,
-0.025137441,
-0.010726981,
-0.0061061275,
-0.019288762,
0.02838524,
0.0032560513,
0.028992554,
-0.040003385,
-0.049482737,
0.0031438305,
-0.025955994,
-0.028174002,
-0.017268788,
0.046498988,
0.0011329342,
0.006294262,
0.029309412,
-0.006667231,
-0.01744042,
0.025322275,
0.031474613,
-0.014007786,
-0.06236832,
0.01862864,
0.048452947,
-0.029388627,
0.012555518,
0.0045944485,
0.018272175,
0.003515149,
0.026338864,
-0.009380332,
-0.012086832,
-0.026866961
] | PegasusConfig
[[autodoc]] PegasusConfig
PegasusTokenizer
warning: add_tokens does not work at the moment.
[[autodoc]] PegasusTokenizer
PegasusTokenizerFast
[[autodoc]] PegasusTokenizerFast
PegasusModel
[[autodoc]] PegasusModel
- forward
PegasusForConditionalGeneration
[[autodoc]] PegasusForConditionalGeneration
- forward
PegasusForCausalLM
[[autodoc]] PegasusForCausalLM
- forward |
[
0.014075474,
0.0011402759,
-0.011143083,
0.0460138,
-0.016647497,
-0.033294994,
0.0052182414,
0.052429724,
0.0025561259,
0.05324938,
0.010726189,
0.03728022,
0.052768894,
-0.0070765996,
-0.010069051,
0.009440177,
0.027755251,
-0.038665157,
-0.054606054,
0.0027186438,
0.029535884,
0.018230282,
-0.04499629,
-0.032729715,
0.0032750913,
0.03493431,
0.009192867,
0.0034146449,
0.05924135,
0.043526564,
-0.018597715,
0.0039180974,
0.0048932056,
-0.032136172,
-0.04567463,
0.015516938,
-0.001511241,
0.010987631,
-0.033097148,
-0.057573773,
0.016958402,
-0.031825267,
0.06885111,
-0.017029062,
-0.041067597,
-0.05005555,
-0.022766655,
0.0012153521,
-0.055877935,
0.011722495,
-0.025734374,
0.008839567,
0.014584226,
-0.018343339,
-0.02894234,
-0.04872714,
-0.0041194786,
-0.019318447,
-0.05118611,
0.0077796667,
0.012026333,
0.030638179,
-0.0013637381,
-0.06393317,
0.009772279,
0.024179855,
-0.015474542,
0.009553233,
-0.008196561,
-0.015743049,
0.0078644585,
0.016831214,
-0.0050698556,
0.0032450608,
-0.0059955018,
0.02111321,
0.03516042,
-0.016138745,
-0.01673229,
0.041321974,
-0.032249227,
0.025112567,
0.03275798,
0.0022558207,
-0.040615372,
-0.0587326,
0.060258854,
-0.032164436,
-0.01750955,
-0.0040170215,
-0.043300454,
0.031033875,
-0.02392548,
0.021155607,
-0.0038439045,
0.051638335,
0.008874897,
0.046466023,
-0.024024403,
-0.009673355,
0.022116583,
0.057375927,
0.0054938155,
0.009270593,
-0.018456394,
0.019360842,
0.058223847,
0.021848075,
-0.012217116,
-0.056301896,
-0.011030028,
-0.011552911,
0.008507465,
-0.026257258,
0.026398579,
0.020138102,
-0.0051440485,
-0.014096672,
-0.026723614,
-0.018767297,
-0.028574906,
-0.011623572,
0.010394087,
-0.015135374,
-0.02111321,
-0.041689403,
0.021565434,
0.026243126,
-0.032899298,
0.009263527,
0.0037838435,
-0.035047363,
0.021833943,
0.046720397,
-0.003548899,
0.008316683,
-0.029394563,
0.023967875,
-0.011616506,
0.0052076424,
0.019078203,
0.025253886,
-0.028885812,
0.0803263,
-0.00569873,
-0.015771315,
0.0021268663,
-0.05265584,
-0.03247534,
0.008995019,
-0.012308973,
-0.012033399,
-0.02104255,
0.0067692287,
0.020039178,
-0.014167331,
-0.021650227,
0.010697925,
0.035075627,
0.023996139,
-0.016930139,
0.0011473419,
-0.032079645,
0.027854174,
-0.036177926,
0.06766402,
-0.027387818,
0.019021673,
0.013015574,
-0.0117578255,
0.032079645,
-0.024985379,
-0.027910704,
0.04623991,
0.06268956,
0.024759267,
0.022201374,
0.025366943,
0.028122682,
0.052203614,
0.0025260954,
0.026172467,
0.011475185,
0.025875695,
0.0047907485,
0.020039178,
0.0008788338,
-0.016336594,
-0.0077726007,
0.018823827,
-0.0041300775,
0.019897858,
0.000023199116,
0.0061403546,
-0.04075669,
0.04477018,
-0.026596427,
0.02979026,
-0.017311702,
-0.008132967,
-0.023755895,
0.03247534,
-0.03798682,
-0.0018742566,
-0.030412067,
0.010012523,
-0.011227875,
0.055934463,
-0.010606067,
0.07461697,
0.05104479,
-0.019643482,
-0.0505643,
-0.010768585,
0.020915363,
-0.034962572,
-0.025381075,
0.010895773,
-0.0043950523,
0.027175838,
0.009214065,
0.047427,
0.056669325,
-0.014570094,
-0.021409983,
-0.018244414,
0.015064714,
0.061954696,
-0.0069423458,
-0.015022318,
0.00018724902,
0.034482084,
0.017142117,
0.049716383,
0.012598679,
0.00041336103,
0.021848075,
0.03558438,
-0.009758147,
-0.0033298528,
0.020251159,
0.023176482,
0.026299655,
0.03205138,
-0.00017289621,
0.022526411,
-0.051581804,
0.020166365,
-0.014075474,
-0.0002857314,
-0.062237334,
0.0533907,
0.050083812,
0.022158979,
-0.0116377035,
-0.026737748,
0.047398735,
0.039286964,
-0.028052023,
-0.021367587,
0.045137614,
0.003050746,
-0.0043632556,
-0.055510502,
0.03035554,
0.0023105822,
0.006454792,
-0.029140187,
-0.015799578,
-0.045985535,
0.0014458804,
-0.050281662,
-0.05429515,
-0.020434875,
-0.04666387,
0.0138917575,
0.008599323,
-0.07523878,
0.0022257902,
-0.06206775,
-0.0073769046,
0.0051016524,
-0.04151982,
0.031373043,
0.017975906,
0.038947795,
-0.056386687,
0.0038757015,
-0.01913473,
-0.0015068246,
0.0020579728,
-0.021650227,
-0.010782717,
-0.0017947642,
0.026879067,
0.012450294,
-0.02075991,
-0.046974774,
-0.008274287,
-0.00016549899,
-0.062011223,
-0.016251802,
-0.035895284,
0.011242007,
-0.045024555,
0.03417118,
0.013121563,
0.0017311702,
0.07326029,
0.046211645,
-0.009263527,
0.023035163,
0.00051051856,
0.03044033,
-0.043470036,
0.044204902,
0.04383747,
-0.009468441,
-0.03227749,
-0.035640907,
-0.041039333,
0.014167331,
0.010818047,
0.01800417,
-0.0112844035,
0.0029005932,
-0.009850005,
-0.060202327,
0.024533154,
0.008083505,
-0.045844212,
-0.012139389,
-0.0017744495,
0.012323106,
0.023614574,
0.049857702,
-0.044883236,
-0.0024519023,
-0.038439043,
0.0067939595,
0.027726987,
0.006684437,
0.011086555,
0.04157635,
-0.026864935,
0.012160587,
0.039852243,
-0.014400509,
-0.01560173,
-0.0251267,
-0.0044445144,
-0.016562706,
0.035838757,
-0.022653598,
-0.025734374,
0.039937038,
0.0046282304,
0.058336902,
0.009517903,
0.022837315,
0.009638025,
0.017947642,
0.026864935,
0.01750955,
-0.011439855,
-0.044148374,
0.0019643481,
0.027218236,
0.040643636,
-0.020392478,
0.0050627897,
-0.0024077399,
-0.02844772,
0.009588563,
0.01814549,
-0.018541185,
0.05415383,
0.018583583,
0.053334173,
-0.0033969798,
0.0042254683,
0.03185353,
-0.0065289848,
-0.0008117068,
0.014937526,
0.024095062,
-0.027726987,
-0.023982007,
-0.05740419,
-0.020802306,
-0.03883474,
0.0119980695,
0.011885013,
-0.016223539,
-0.069303334,
-0.045024555,
0.027783515,
0.064894155,
0.0025649583,
0.058280375,
0.0020420742,
-0.03510389,
0.02533868,
0.0138846915,
-0.019615218,
0.013284082,
-0.038947795,
0.015559333,
0.05324938,
0.018823827,
0.0034658734,
-0.050705623,
0.0039816913,
0.0025331613,
0.007405169,
0.013383006,
0.0023052827,
-0.0033669493,
0.013284082,
0.09174495,
-0.0047766166,
-0.008330815,
-0.015573465,
0.0048720073,
0.047059566,
-0.0013301746,
-0.026709482,
-0.025805036,
0.020463139,
0.018837959,
0.019798934,
-0.011552911,
-0.024405967,
-0.0079775145,
-0.02181981,
0.05124264,
0.043470036,
-0.013842296,
0.017806321,
-0.016181141,
0.015107109,
0.01482447,
0.016068086,
-0.03383201,
-0.009072745,
-0.032673188,
0.041265443,
0.011461053,
-0.010761519,
-0.03595181,
0.029394563,
-0.03210791,
-0.0029359234,
-0.04835971,
-0.032899298,
-0.031910058,
0.013538457,
0.0010501844,
-0.0020844701,
-0.01673229,
-0.038156405,
-0.0056845974,
0.035188682,
-0.034340765,
-0.017891115,
0.01998265,
-0.0019396172,
0.02386895,
0.07868698,
0.050168604,
-0.013602052,
0.02810855,
0.01948803,
-0.078178234,
0.018965146,
-0.0446006,
0.016294198,
-0.029535884,
-0.041689403,
-0.009320055,
-0.025762638,
0.02632792,
-0.01623767,
-0.021607831,
0.010076117,
-0.041774195,
-0.023939611,
0.013065035,
-0.046974774,
0.022088319,
-0.029281506,
-0.018131359,
0.03530174,
-0.035838757,
-0.05406904,
-0.032814506,
-0.014294519,
-0.0013531392,
0.009645091,
-0.0018141957,
0.057941206,
-0.017551946,
-0.031514365,
0.056782383,
-0.023459123,
0.0064229947,
-0.043130867,
0.01948803,
-0.0061827507,
0.009885335,
-0.053108063,
-0.03903259,
0.019742407,
-0.028264003,
0.022695994,
0.0037167163,
0.06342442,
-0.050536036,
-0.035075627,
0.02174915,
0.00063064054,
-0.06376359,
-0.056188837,
0.016647497,
0.048670612,
0.0010722657,
0.058336902,
-0.030836027,
-0.027472612,
-0.061559,
0.032220963,
-0.047342204,
0.0042219353,
-0.042480797,
-0.026087675,
-0.015107109,
-0.008535729,
0.047483526,
-0.061615527,
-0.042141628,
-0.023402594,
0.020039178,
-0.034821253,
-0.033097148,
-0.07846087,
0.009991325,
-0.0013027939,
0.05584967,
0.018329207,
0.0015244897,
-0.0010342859,
0.0003473381,
0.019671746,
-0.0017258707,
-0.034227706,
-0.00049241196,
0.015262562,
0.0064689238,
-0.012450294,
0.0034146449,
-0.0011429256,
0.011651835,
-0.0446006,
-0.0026974457,
-0.032871034,
-0.012019267,
-0.030949084,
0.017566077,
0.04053058,
-0.023558047,
0.01722691,
-0.02675188,
0.038071614,
0.024490759,
0.037251957,
-0.024038535,
0.017679134,
-0.030129427,
-0.05958052,
0.046381228,
-0.061332885,
-0.026652955,
0.019544559,
0.008542795,
0.037393276,
-0.009638025,
0.039880507,
0.08332228,
-0.013538457,
0.0097510815,
-0.052288406,
0.033294994,
0.036262717,
-0.030553387,
-0.039315227,
-0.0059425067,
0.008415607,
-0.0045575704,
-0.01849879,
-0.05288195,
-0.024886455,
0.036488827,
0.032871034,
-0.01210406,
0.02420812,
-0.0026621157,
-0.04785096,
-0.017594341,
0.009701619,
0.024829926,
-0.010655529,
0.026002882,
0.010669661,
-0.042706907,
0.03411465,
-0.007899789,
-0.066194296,
-0.026794275,
0.025381075,
0.023967875,
-0.018951014,
0.014965789,
0.028179212,
-0.049546797,
-0.056923702,
-0.008429739,
0.027698724,
-0.054408208,
-0.0051935106,
-0.0041689402,
0.014464104,
-0.01814549,
0.024844058,
0.045618102,
0.014499433,
-0.014584226,
0.015658258,
0.024123326,
-0.0293663,
0.0014485301,
0.0460138,
-0.03205138,
-0.007680743,
-0.07139487,
-0.001656094,
-0.01835747,
0.023473255,
0.06608124,
-0.014096672,
0.010231569,
0.042141628,
-0.015714785,
0.03699758,
0.010966433,
0.0013027939,
0.010351691,
-0.037958555,
-0.0601458,
-0.0009274126,
0.023275407,
-0.02026529,
-0.007751403,
0.0061262227,
0.021452378,
0.0559062,
0.070999175,
-0.04341351,
-0.0559062,
-0.028207475,
-0.05457779,
0.020039178,
-0.020788174,
0.0066597057,
0.013552589,
0.05330591,
-0.017905246,
-0.036319245,
0.018809695,
0.020816438,
0.008585191,
0.0108109815,
-0.050507773,
-0.0077231387,
-0.036488827,
-0.030468596,
-0.005575075,
-0.0051864446,
0.0023830088,
0.022837315,
-0.01221005,
0.008422673,
-0.04335698,
0.0449115,
0.022752522,
-0.007892723,
0.01432985,
0.03227749,
-0.042254686,
-0.006998874,
-0.012782396,
0.054521263,
0.0343125,
-0.019389106,
0.007843261,
-0.021508906,
-0.022286166,
-0.0053489627,
0.025663715,
0.03566917,
-0.01871077,
-0.010641397,
-0.010485945,
0.025607187,
-0.040050093,
-0.026822539,
-0.046720397,
-0.017735662,
0.018541185,
0.05014034,
-0.03270145,
0.032673188,
0.044035316,
-0.032305755,
-0.043243926,
-0.0038757015,
0.02203179,
0.010273965,
0.012139389,
-0.0142379915,
0.010069051,
-0.048190124,
0.013757504,
0.045081086,
-0.030412067,
0.025296282,
-0.009305923,
-0.031401306,
-0.032164436,
-0.03453861,
0.01538975,
-0.012139389,
0.026808407,
0.0066773705,
-0.010111447,
-0.0035259344,
-0.009687487,
-0.01348193,
-0.064498454,
0.0020226426,
0.019332578,
-0.015064714,
-0.022582939,
-0.0019237187,
-0.0027380753,
-0.0013178091,
0.00042440166,
0.056047518,
-0.001539505,
-0.0008624937,
-0.0060202326,
0.04315913,
-0.07896963,
-0.022314431,
0.008062307,
0.0035047363,
-0.012845989,
-0.02450489,
0.05613231,
0.02745848,
0.014372245,
-0.014089606,
-0.033068884,
-0.036404036,
0.018611846,
0.021480642,
-0.025663715,
-0.0016507944,
-0.06319831,
-0.0053948914,
-0.023784159,
-0.011729562,
-0.022328563,
0.03227749,
0.043865733,
0.0017143885,
-0.019191258,
0.008669983,
0.051299166,
-0.029705467,
0.05274063,
0.01266934,
-0.007687809,
-0.00048446268,
0.0049921297,
-0.0037414473,
0.050225135,
0.057375927,
0.036545355,
-0.0021604297,
0.04228295,
-0.010528341,
-0.019261919,
-0.010627265,
0.060824133,
0.012951979,
-0.018668374,
0.0035065028,
-0.022469882,
0.000024206573,
-0.022992767,
-0.020632721,
-0.0036531223,
0.0018265612,
0.006811625,
-0.026822539,
-0.044854973,
0.024137458,
-0.042876493,
-0.041689403,
-0.0058259177,
0.009715751,
0.016209405,
0.023600442,
-0.011277338,
-0.0038262394,
0.018555317,
0.048048805,
0.0044833776,
0.0067762947,
-0.013255818,
0.032899298,
-0.0060166996,
0.0533907,
0.0007547372,
-0.0378455,
-0.014068408,
-0.051694863,
-0.0062357457,
0.009814675,
0.012796528,
-0.039626133,
0.021720886,
-0.007680743,
0.0112844035,
-0.027840042,
-0.0098641375,
0.01266934,
0.04499629,
-0.0012409664,
-0.03903259,
0.0024836992,
0.019502163,
-0.0056563336,
0.024222251,
-0.0063876645,
0.03891953,
-0.023897214,
0.042311214,
0.010697925,
0.00587538,
-0.0047165556,
0.014485301,
-0.0223003,
-0.015573465,
0.021155607,
-0.016901873,
-0.02196113,
-0.016463783,
-0.007751403,
-0.01432985,
0.023388462,
-0.018682506,
-0.008034043,
0.003527701,
-0.013220487,
0.00011228317,
0.027684592,
0.053758133,
-0.011001763,
-0.029846787,
-0.0033139545,
-0.0055256127,
-0.08496159,
-0.018654242,
-0.053447228,
0.04259385,
-0.0028758624,
-0.057771623,
-0.020872965,
-0.008224824,
-0.01694427,
-0.00016516777,
0.0056704655,
-0.04412011,
0.05669759,
0.03685626,
0.0026992124,
0.010846311,
-0.016280066,
-0.0061297556,
0.025366943,
0.067324854,
0.03049686,
0.03473646,
0.027105179,
-0.03578223,
0.0019996783,
-0.0011296768,
-0.0035930614,
0.024872323,
0.023543915,
0.0119980695,
-0.0030048168,
-0.057036757,
-0.058336902,
-0.019996783,
0.050875206,
0.0070730667,
-0.026723614,
-0.014499433,
-0.012605745,
-0.06738138,
-0.0017832819,
0.007270915,
0.05155354,
-0.021028418,
-0.01673229,
0.021452378,
-0.063141786,
0.23719151,
0.07133834,
0.054323412,
0.0378455,
0.041463293,
0.033803746,
0.02894234,
0.0014273322,
0.014570094,
-0.0026479838,
0.0057446584,
0.010952301,
0.018682506,
0.038099878,
-0.009263527,
0.017622607,
-0.06528985,
0.007224986,
0.0009954228,
-0.016477915,
-0.076651976,
0.016336594,
0.012082862,
0.06698569,
0.020307686,
0.030836027,
0.0015642359,
-0.038806476,
0.025013642,
-0.028998867,
0.0062322128,
-0.027938968,
0.025508262,
0.009970127,
-0.030694708,
0.008302551,
-0.02097189,
-0.018385734,
0.0045081084,
-0.017113853,
0.00076798594,
0.008761841,
-0.007447565,
-0.03374722,
-0.017707398,
0.014464104,
-0.022088319,
-0.0023105822,
0.06636388,
-0.02259707,
0.011037094,
-0.016704027,
0.026949726,
-0.067720555,
-0.05302327,
-0.021226266,
-0.012061663,
-0.058280375,
0.0046812254,
0.01489513,
-0.0014317484,
0.022710126,
-0.026596427,
0.038778212,
-0.01588437,
0.07342988,
-0.0138917575,
0.038382515,
-0.02648337,
-0.01652031,
0.010719123,
-0.012393765,
-0.019360842,
-0.046155117,
0.034001596,
0.007518225,
-0.00057985366,
0.010210371,
-0.007334509,
-0.035838757,
0.024165723,
-0.028716227,
-0.024801662,
-0.052118823,
0.03544306,
0.028193343,
-0.015347354,
0.040700164,
0.0049320688,
0.0533907,
0.0463247,
0.051497012,
0.00047386368,
-0.0079845805,
-0.033775482
] | TFPegasusModel
[[autodoc]] TFPegasusModel
- call
TFPegasusForConditionalGeneration
[[autodoc]] TFPegasusForConditionalGeneration
- call
FlaxPegasusModel
[[autodoc]] FlaxPegasusModel
- call
- encode
- decode
FlaxPegasusForConditionalGeneration
[[autodoc]] FlaxPegasusForConditionalGeneration
- call
- encode
- decode |
[
0.01234049,
-0.0052403873,
0.014822414,
-0.017878154,
-0.019164054,
-0.04756446,
0.02773672,
0.016578428,
0.027003894,
0.058128197,
0.016440159,
-0.01479476,
0.035949886,
-0.008054157,
-0.032271937,
-0.003010803,
0.011407175,
-0.05237622,
-0.044135395,
-0.04372059,
0.0073420727,
0.024722459,
-0.0566902,
-0.044826742,
-0.007556389,
0.018182345,
0.024750113,
-0.010349419,
0.04673485,
0.009174134,
-0.031774167,
-0.065096945,
-0.0020152675,
0.00047961986,
-0.035645694,
-0.0010301025,
0.04535216,
0.00457324,
-0.014988337,
-0.059344962,
0.018638633,
-0.005288781,
0.0037643677,
-0.031027516,
-0.03680715,
-0.024916036,
0.014324646,
0.0075771296,
-0.00520582,
-0.029064098,
-0.01825148,
0.0024732829,
0.020574396,
-0.03702838,
-0.030059634,
-0.029064098,
0.008890683,
-0.016274236,
-0.02573182,
-0.019883052,
0.0113103865,
0.015887083,
0.0027999429,
-0.036530614,
0.015665853,
0.031552937,
-0.01234049,
-0.0353415,
0.008876856,
-0.014559703,
-0.077872984,
0.021666719,
-0.029230021,
-0.011759761,
-0.04078929,
0.011469396,
-0.018970478,
0.0015097223,
-0.0035915317,
0.046043508,
-0.008365261,
0.015776468,
0.016633736,
0.012782949,
-0.02072649,
-0.06542879,
0.0382728,
0.021224258,
0.013799225,
-0.029285328,
-0.010798792,
0.02729426,
-0.025137266,
0.023643963,
0.020933894,
0.030668017,
0.029119406,
0.010722744,
0.015375489,
0.009270922,
0.045518085,
0.062220953,
-0.018265307,
0.044190705,
-0.05823881,
0.0026530323,
-0.0017179897,
-0.0013368863,
-0.0169241,
-0.033765238,
0.027059201,
-0.017034715,
0.024501229,
0.01608066,
-0.030253211,
0.02423852,
0.0067371465,
0.009284749,
-0.0165646,
-0.04098287,
-0.00057338335,
0.0046389177,
0.010930148,
-0.04665189,
-0.0016929285,
-0.052431524,
0.0217082,
0.04936196,
-0.0338482,
0.031552937,
0.02498517,
-0.007162323,
-0.036309384,
0.007881321,
-0.017020889,
-0.0029831491,
-0.0008555381,
-0.00019282015,
0.008109464,
0.009070433,
0.019730955,
-0.029506559,
-0.02817918,
0.09468646,
-0.032548472,
0.0028085848,
0.01811321,
-0.0144352615,
-0.077762365,
-0.013626389,
-0.018500363,
-0.0049016285,
-0.017822847,
0.021514622,
-0.015831776,
-0.008876856,
-0.0038404155,
0.012084692,
0.016592255,
0.007667004,
-0.02325681,
-0.019966014,
-0.029893711,
0.034705468,
-0.015320182,
0.056275398,
-0.02215066,
-0.024819247,
-0.022053871,
-0.014822414,
0.01567968,
-0.00036079512,
0.026160454,
0.015361662,
0.03451189,
-0.009160307,
0.04363763,
-0.0028898176,
0.019357631,
0.025040478,
0.0048636044,
-0.026340203,
-0.019081093,
0.037940957,
0.010791879,
0.02640934,
0.012713815,
0.010197323,
-0.022634601,
-0.008316868,
0.059234347,
0.058570657,
-0.039876718,
0.021777334,
-0.0145458765,
0.006263576,
-0.037581455,
-0.023588656,
-0.0061356775,
-0.037332572,
-0.043084554,
0.042006057,
-0.022427198,
-0.015154259,
-0.0360605,
-0.0073628128,
0.020187244,
0.013481207,
-0.050744645,
0.030529749,
0.014310819,
0.006809738,
-0.013059487,
0.026685877,
0.021874122,
-0.037775032,
0.0077015716,
0.016772004,
0.0012435549,
0.016730523,
0.027225124,
0.026824145,
0.045960546,
-0.0016116955,
0.011061503,
-0.034926698,
0.01302492,
0.015845602,
-0.013177016,
0.025980705,
-0.0005586923,
0.012741469,
-0.030612709,
0.07355899,
0.03509262,
0.021445489,
0.029312983,
0.029949019,
0.0138545325,
0.0066369018,
0.012451104,
0.05453321,
0.02936829,
0.03224428,
-0.0039026365,
-0.01043238,
0.00093677104,
0.02028403,
-0.03318451,
0.03144232,
-0.036088154,
0.036558267,
-0.013654043,
0.01829296,
-0.015251047,
-0.0096788155,
-0.017629271,
0.060063962,
-0.037581455,
-0.0048774313,
-0.01457353,
0.0006191849,
-0.03783034,
0.015347836,
0.025759475,
0.03260378,
0.0098585645,
-0.00053103856,
-0.004908542,
-0.04297394,
-0.057741046,
-0.04283567,
-0.09446523,
0.0035431376,
0.003933747,
-0.04424601,
0.021901775,
-0.054422595,
0.02365779,
0.012112346,
-0.045711663,
-0.016426332,
-0.060506422,
0.02423852,
0.019883052,
-0.009001298,
-0.039130066,
0.009616594,
-0.029921366,
0.00544779,
-0.045490433,
-0.04128706,
-0.031387016,
0.030778632,
-0.02848337,
-0.010142015,
-0.014055022,
-0.039157722,
-0.0043312698,
-0.0066196183,
-0.011980991,
-0.017159157,
-0.009264009,
0.0063016,
-0.040070295,
0.028593985,
0.014421434,
-0.043112207,
0.028096218,
0.054920364,
-0.023989635,
0.060340498,
-0.006647272,
0.022842003,
-0.030363826,
0.06714332,
0.0043312698,
-0.026672048,
-0.017020889,
0.0058660535,
0.021376355,
-0.003356475,
-0.020104282,
-0.03597754,
-0.059898037,
0.052929293,
0.009436845,
-0.055169247,
0.010093622,
-0.008793895,
-0.03901945,
-0.022109179,
-0.07040647,
-0.00086763664,
0.02179116,
0.009215615,
-0.055611707,
0.0059524714,
-0.02281435,
0.04446724,
-0.0022641513,
-0.06581594,
0.025151093,
0.0287046,
0.010307938,
-0.004846321,
0.04172952,
-0.017974943,
0.010377073,
-0.0073904665,
0.0019824288,
0.058404736,
-0.006439869,
0.012769123,
0.036751844,
0.030031981,
-0.030004326,
0.019634169,
0.002233041,
0.012464931,
0.022551639,
0.045822278,
-0.0013360222,
-0.014891548,
0.0010102263,
-0.068857856,
0.00072029396,
0.044328973,
0.058681272,
-0.03708369,
0.030114941,
-0.0064294985,
-0.023063233,
0.016689043,
0.017739885,
-0.033765238,
0.053537674,
0.01909492,
0.093856856,
-0.03229959,
-0.01047386,
0.0059904954,
-0.004870518,
0.025413804,
0.017186811,
0.034345966,
0.00047832358,
0.01821,
-0.044052437,
-0.021777334,
-0.0014405879,
0.010881754,
-0.012057038,
-0.013529601,
-0.050772298,
0.0034878303,
0.016274236,
0.028898176,
0.0144352615,
0.033073895,
0.023312118,
-0.055307515,
0.0138890995,
0.020989202,
0.0011052862,
-0.0038991799,
-0.034567196,
0.0066541852,
0.019869225,
-0.019800091,
-0.05779635,
-0.0029191999,
-0.019565033,
0.030059634,
-0.014214031,
0.018901343,
-0.02156993,
0.008074897,
0.014158724,
0.03901945,
0.0055653187,
-0.0058383998,
-0.01567968,
0.007922801,
0.020685012,
-0.04869827,
-0.0013956506,
-0.024639498,
0.02303558,
0.038300455,
-0.05102118,
-0.026243417,
0.008842289,
-0.028649293,
-0.034926698,
0.052431524,
0.04803458,
-0.019219361,
-0.018776901,
-0.008911423,
0.029949019,
0.012623941,
0.011441742,
-0.037885647,
-0.017283598,
0.008289214,
0.01678583,
-0.008171685,
-0.027100682,
-0.02804091,
0.031774167,
-0.035009656,
-0.002891546,
-0.025911571,
0.0061080237,
-0.003506842,
0.03547977,
-0.017905807,
-0.011752847,
-0.00586951,
-0.043914165,
0.009803257,
0.022192141,
-0.024929862,
-0.07189977,
0.030999862,
-0.012126173,
0.03216132,
0.04540747,
-0.021445489,
-0.02410025,
0.032548472,
0.040816948,
-0.064433254,
0.033599317,
0.012665421,
0.0033028957,
-0.022109179,
-0.0010059054,
0.030363826,
-0.04806223,
0.050274532,
-0.015071298,
-0.02671353,
-0.0033132657,
-0.03990437,
0.03517558,
0.002694513,
-0.059898037,
-0.0029693223,
-0.023160022,
-0.006190985,
-0.018638633,
-0.017283598,
-0.011199771,
-0.003539681,
-0.031746514,
0.012810603,
0.025261708,
-0.021431662,
0.036475305,
-0.043527015,
-0.045462776,
0.033212163,
-0.05102118,
0.029257676,
-0.02878756,
-0.015555238,
-0.041259408,
0.016398678,
-0.04601585,
0.021376355,
-0.019592687,
-0.0021483514,
0.008842289,
-0.011365694,
0.005700131,
-0.03760911,
-0.0016825583,
0.073780224,
-0.026810318,
-0.074443914,
-0.0401256,
0.038438722,
0.0070759053,
0.014532049,
0.042448517,
-0.03512027,
-0.02094772,
-0.020532915,
0.019565033,
-0.0150159905,
-0.022441024,
-0.02215066,
-0.037581455,
-0.027335739,
-0.020906242,
0.030419134,
-0.017463349,
0.0114210015,
-0.046485968,
-0.011662972,
-0.021404007,
-0.044771433,
-0.02476394,
0.05107649,
-0.04056806,
0.017629271,
0.007570216,
-0.007964282,
0.005389026,
0.01678583,
0.030170249,
0.042503826,
-0.033212163,
-0.04372059,
-0.017200638,
-0.016426332,
0.020892413,
-0.006170245,
-0.06758578,
0.01670287,
-0.055086285,
0.028621638,
0.019108746,
-0.017491002,
-0.0013835521,
-0.037056036,
0.0489195,
-0.00890451,
0.030004326,
-0.011227425,
0.06670086,
-0.03702838,
0.018057903,
-0.039876718,
-0.027529316,
-0.030778632,
-0.045241546,
0.0360605,
-0.04313986,
0.024501229,
0.006225552,
0.00783984,
0.04673485,
-0.02958952,
0.04214433,
0.063327104,
0.03805157,
-0.00045715118,
-0.002772289,
-0.0025285904,
0.023740752,
-0.033931162,
-0.007556389,
-0.01065361,
-0.029672481,
-0.01758779,
-0.01193951,
-0.039572526,
-0.03622642,
-0.0036330123,
0.034816083,
-0.042559132,
0.03760911,
0.02050526,
-0.07538414,
-0.047785692,
0.026699703,
-0.012409624,
0.0049845898,
0.04623708,
-0.010902494,
0.040236216,
0.013315285,
-0.05657959,
-0.004500649,
-0.01984157,
0.05674551,
-0.027086856,
-0.048753574,
0.009796344,
0.032410204,
-0.037885647,
-0.013826879,
0.017325079,
0.0044315145,
0.012285182,
-0.015624373,
0.005720871,
-0.0316359,
-0.05718797,
-0.014034282,
0.0019513182,
0.011607665,
0.006353451,
-0.023809886,
0.024750113,
-0.045960546,
0.03666888,
0.02848337,
-0.009713382,
0.03467781,
-0.03260378,
0.018707767,
-0.033931162,
-0.00041675076,
0.029534213,
0.04446724,
0.017352734,
0.024376787,
0.0048152106,
0.063105874,
-0.0066541852,
0.017601617,
-0.03951722,
-0.008496617,
-0.05807289,
-0.0015339194,
0.00674406,
0.023132369,
0.0008602911,
-0.045877583,
0.03274205,
0.024653325,
0.05328879,
0.008012677,
-0.078757904,
-0.0055342084,
-0.08484173,
0.009900046,
-0.033433393,
0.008095638,
-0.008731674,
0.009941526,
-0.02082328,
-0.024349134,
0.007680831,
0.015665853,
-0.027971776,
0.00369869,
-0.022081526,
-0.04327813,
-0.023077061,
-0.01829296,
-0.044854395,
0.016675215,
0.053178176,
0.039406605,
-0.025759475,
-0.008980557,
0.0011225697,
0.0009160307,
0.004656201,
0.020463781,
-0.01390984,
0.003453263,
-0.008220079,
0.0020999573,
-0.029312983,
0.022620773,
0.035369158,
-0.07189977,
-0.0026461189,
-0.02573182,
0.01567968,
-0.011068417,
0.0169241,
-0.00029511744,
-0.01408959,
-0.018362096,
0.02245485,
0.009803257,
-0.03207836,
-0.0032009224,
0.029755443,
-0.028193006,
-0.0073420727,
0.0011294831,
0.03716665,
0.07366961,
0.014877722,
0.034926698,
-0.0059006205,
-0.014559703,
-0.007238371,
-0.015555238,
0.026215762,
-0.021362528,
0.005081378,
-0.010867926,
0.035037313,
0.038770568,
-0.004265592,
0.027709065,
0.010750398,
-0.0143523,
-0.024722459,
-0.0038749827,
0.019482072,
0.060838267,
0.0022520528,
0.0010456577,
0.005748525,
-0.028372755,
-0.019813918,
0.04150829,
-0.101323366,
-0.025552072,
0.036558267,
-0.044660818,
-0.010052141,
-0.051131796,
-0.019661821,
-0.011732107,
0.048311114,
-0.01895665,
0.020463781,
0.036309384,
0.02639551,
0.039323643,
-0.027404875,
0.016384851,
0.026381684,
0.006388018,
-0.03105517,
-0.03202305,
0.032797355,
0.03539681,
0.017020889,
0.001455279,
-0.01019041,
-0.0028362386,
0.011593838,
0.009844738,
0.005268041,
0.023132369,
-0.0412041,
0.046485968,
-0.031110477,
-0.011787415,
-0.030197904,
0.04930665,
0.013322198,
-0.029838404,
-0.012126173,
0.0069894874,
0.024044942,
-0.030778632,
0.06603717,
0.003169812,
0.031110477,
0.020311685,
-0.024473576,
-0.008980557,
0.041342366,
0.06570533,
0.06299526,
0.013377505,
0.04756446,
0.051131796,
-0.0067993677,
0.035286196,
0.069079086,
0.008323781,
0.0022088438,
0.005126315,
-0.0068270215,
0.02064353,
-0.009015125,
0.023021754,
0.025897743,
-0.008510444,
-0.00786058,
-0.02237189,
0.0066127046,
0.0061356775,
0.0013766387,
-0.062386878,
-0.019675648,
0.004787557,
0.014421434,
-0.0005975804,
0.012720728,
-0.029091753,
0.026519954,
0.031552937,
-0.0065988777,
0.024293827,
0.0069272663,
0.0386323,
-0.021362528,
0.013259977,
0.010508428,
-0.016689043,
-0.002661674,
0.01302492,
-0.033239815,
0.009464499,
0.018279133,
-0.027100682,
0.032410204,
-0.03600519,
-0.043388747,
-0.07239754,
-0.013972061,
-0.027100682,
0.032133665,
0.075550064,
-0.023726923,
-0.02094772,
0.030419134,
-0.031469975,
-0.0011605936,
0.0239205,
0.062055033,
-0.005171253,
0.049389612,
0.049638495,
0.0057761786,
0.011490136,
0.033212163,
-0.035811614,
-0.01652312,
-0.015002163,
-0.007224544,
0.0075978697,
-0.04208902,
-0.04734323,
0.01652312,
0.033903506,
0.024916036,
-0.05276337,
0.0010007203,
0.012810603,
-0.05895781,
0.0043589235,
0.070738316,
0.0009938069,
-0.0056206263,
-0.02082328,
-0.01678583,
-0.035811614,
-0.005230017,
-0.034041777,
0.043112207,
0.010390899,
-0.022717562,
-0.01843123,
-0.036309384,
-0.0074526877,
0.051850796,
-0.024031116,
-0.016453985,
0.042420864,
0.047122,
0.0060250624,
0.025413804,
-0.0032838837,
-0.042227287,
0.057741046,
0.06570533,
0.012022471,
0.049389612,
0.03379289,
-0.005796919,
0.023422733,
0.018306788,
0.021224258,
0.009174134,
0.009734123,
0.03556273,
0.04236556,
-0.002070575,
0.008206253,
-0.010833359,
0.038438722,
-0.004759903,
-0.032935627,
-0.026644396,
0.007238371,
-0.06858132,
0.02126574,
-0.0069964007,
0.05873658,
-0.01193951,
-0.044190705,
-0.029976673,
-0.061280727,
0.22543344,
0.028953483,
0.05187845,
0.044771433,
0.011144464,
0.044107743,
0.019647995,
-0.06614779,
-0.026879452,
-0.009540547,
0.011925683,
-0.0025355038,
-0.00846205,
0.01917788,
0.020228723,
0.046983734,
-0.057077356,
-0.035645694,
0.035507426,
-0.030114941,
-0.038825877,
0.043692935,
-0.009077346,
0.04717731,
-0.0007915888,
0.031995397,
0.014684145,
-0.066313714,
0.046624236,
0.008939077,
0.008441309,
-0.027778199,
0.03666888,
-0.015845602,
0.0055549485,
0.035009656,
-0.008296127,
-0.047122,
-0.0034861017,
-0.019371457,
-0.0041999146,
-0.014767107,
0.032990932,
-0.038217492,
-0.050772298,
0.020850934,
0.0025769845,
0.026741184,
0.046043508,
-0.077762365,
0.030280864,
-0.0229941,
-0.0064294985,
-0.017255945,
-0.066866785,
-0.00025752562,
-0.027543142,
-0.04643066,
0.017726058,
0.042448517,
0.027681412,
0.041840136,
0.029174713,
0.015541412,
-0.01590091,
0.032327242,
0.012388883,
-0.02401729,
-0.0024508142,
-0.019164054,
0.0056793904,
0.015375489,
0.011593838,
0.0034515345,
0.031967744,
0.035645694,
0.0009877577,
0.05431198,
0.022924965,
-0.045075625,
0.007286765,
-0.012610113,
-0.026672048,
0.026920933,
0.009118826,
0.018846035,
-0.045103278,
-0.005783092,
-0.034401275,
0.013840706,
0.040429793,
0.043444052,
-0.005793462,
0.045213893,
0.016509293
] | [PoolFormerForImageClassification] is supported by this example script and notebook.
See also: Image classification task guide |
[
0.0668204,
0.012450449,
0.0006172041,
-0.014652417,
-0.0167051,
-0.025647327,
0.051294655,
0.0010086133,
-0.0045905435,
0.043412358,
0.05783338,
0.006710404,
0.020317819,
-0.03911292,
-0.029976621,
0.022990039,
0.032574195,
-0.050757226,
-0.048249222,
-0.034276057,
0.005430277,
-0.0050272048,
-0.07601641,
-0.05849024,
-0.026572902,
0.010099195,
0.024945684,
0.003806792,
0.042486783,
-0.0022150304,
-0.026184758,
-0.027692545,
0.025692115,
-0.046875793,
-0.02902119,
0.026095185,
0.025468186,
-0.025512971,
-0.03645563,
-0.056579378,
0.03158891,
-0.04633836,
0.040575925,
-0.024736684,
-0.02509497,
-0.024482898,
0.00023827438,
-0.0010412696,
0.01839203,
-0.03084248,
-0.024020111,
0.013756702,
0.02743876,
0.0010403366,
-0.007188119,
-0.01542124,
-0.016003454,
-0.012629592,
-0.02306468,
0.00087472243,
0.015122668,
0.023213968,
0.00993498,
-0.053862374,
-0.0007786196,
0.02285568,
0.006109528,
-0.026498258,
0.01776503,
-0.011420376,
-0.018347245,
0.013905987,
-0.0141075235,
-0.0098976595,
-0.016436385,
0.011196448,
0.0019575122,
-0.012749021,
0.010494803,
0.03296234,
-0.00046861797,
0.041979212,
0.020407392,
-0.008934765,
-0.020362604,
-0.059684526,
0.037620064,
0.023124395,
-0.0018987309,
-0.021736035,
0.017451528,
0.025468186,
-0.015092811,
0.03699306,
0.038963635,
0.009367694,
0.011920484,
0.03953092,
0.00866605,
-0.014271738,
0.05401166,
0.044188645,
-0.010853089,
0.00026754843,
-0.02393054,
0.038485922,
-0.013301379,
0.005829617,
0.006531261,
-0.014152309,
0.027393974,
-0.0032600323,
0.037769347,
0.022482466,
-0.016346812,
0.031738196,
-0.0068037077,
-0.0032469695,
-0.05138423,
-0.0102111595,
0.011106876,
0.008972086,
0.0011597653,
-0.050040655,
0.0058445456,
-0.028513618,
0.028633047,
0.04878665,
-0.030364765,
-0.00055655674,
-0.014443417,
-0.036216773,
0.008098763,
0.041322354,
0.008001727,
-0.02179575,
-0.013570094,
-0.0082181925,
0.053533945,
-0.029274978,
0.009964838,
-0.030275192,
-0.007389655,
0.08079356,
-0.040247496,
0.0063931714,
0.0041613462,
-0.010711268,
-0.028364332,
-0.02700583,
-0.014473274,
0.020526819,
-0.033977486,
0.03902335,
0.01807853,
-0.003952346,
-0.03678406,
-0.0069791186,
-0.012166806,
0.03146948,
0.005613152,
-0.020377534,
-0.016929029,
0.05795281,
-0.03179791,
0.0332012,
-0.009584159,
-0.022452608,
0.00765837,
-0.03890392,
-0.005684063,
-0.03367891,
-0.020825392,
0.0039448817,
0.003678033,
0.047801364,
0.016958885,
-0.004015792,
0.019317603,
0.03137991,
0.021392679,
0.0053742947,
0.019078746,
0.05538509,
-0.016421456,
0.0010935196,
0.020676106,
-0.054907378,
-0.016257241,
-0.01903396,
0.026334044,
0.036963206,
0.0035399434,
0.0031238087,
0.0058445456,
-0.021079177,
-0.03956078,
-0.012517628,
-0.021661393,
-0.04932408,
-0.026334044,
0.034932915,
-0.022915395,
0.04571136,
0.0016925295,
-0.026543044,
-0.00041753417,
0.022243608,
-0.019481817,
0.009681195,
0.05505666,
0.008621264,
0.0006265345,
-0.040575925,
0.0052212765,
-0.032305483,
0.004008328,
0.018974246,
-0.030872338,
0.045173932,
-0.015585454,
0.032126337,
0.031768054,
0.027871689,
0.0017195877,
-0.051234942,
0.03338034,
0.017854601,
-0.01786953,
0.026662473,
0.0168096,
0.025677186,
0.008158478,
0.03412677,
0.06401382,
0.05508652,
0.01700367,
0.03723192,
0.012883378,
0.02593097,
0.00043432883,
-0.003730283,
0.009696123,
0.012681843,
0.041859783,
0.005307116,
-0.00006537092,
0.016361741,
-0.032783195,
0.045980077,
-0.03988921,
0.059206814,
0.037351348,
0.030558836,
-0.051234942,
-0.0059415814,
0.0056206165,
0.054817803,
-0.054817803,
-0.01689917,
0.014152309,
-0.026453473,
0.00002694145,
-0.0075949235,
0.020825392,
0.03636606,
0.009957373,
0.0031219427,
0.0029931834,
-0.056848094,
-0.012637056,
-0.045681503,
-0.064610966,
-0.037560347,
-0.0011121804,
-0.0073486012,
0.015675025,
-0.005456402,
0.008494372,
-0.034962773,
-0.030961908,
0.004575615,
-0.038426206,
0.013794023,
-0.0038254526,
-0.007979334,
-0.0429645,
-0.0053183124,
-0.048338793,
0.030230407,
-0.008770551,
0.025468186,
0.008770551,
-0.0055720983,
-0.031738196,
0.011689091,
-0.021243392,
-0.014047809,
-0.005213812,
-0.02582647,
-0.037978347,
-0.03648549,
-0.01297295,
0.016451312,
-0.028006047,
0.02467697,
0.01052466,
-0.014712132,
0.015794454,
0.038217206,
-0.0031424696,
0.027662689,
0.014204559,
0.042606212,
-0.010979982,
0.056967523,
0.020631319,
0.05201123,
-0.029304834,
-0.015436169,
0.0023755128,
-0.015249561,
-0.017615743,
-0.026274329,
-0.043113787,
0.0421285,
0.031529196,
-0.05445952,
-0.011211376,
-0.035171773,
-0.06311811,
-0.012614664,
-0.046099506,
-0.0055720983,
0.024199255,
0.022183893,
-0.039620493,
-0.024647113,
-0.021930108,
0.0009246399,
0.03179791,
-0.045144074,
0.012353414,
0.03585849,
-0.038993493,
-0.009322909,
0.034305915,
-0.01148009,
0.020496963,
-0.017600814,
-0.005553438,
0.018690603,
0.024020111,
-0.012129485,
0.015145061,
0.035470344,
-0.03400734,
0.005564634,
0.014077666,
-3.8633573e-7,
0.06861183,
0.012457914,
-0.014883811,
-0.030260265,
-0.024020111,
-0.031857625,
0.0018642085,
0.013749237,
0.06759668,
-0.040456496,
0.031827766,
-0.009218408,
-0.02457247,
0.017376887,
0.041143212,
-0.021750964,
0.05201123,
0.012077235,
0.05505666,
-0.032186054,
-0.016660314,
0.026080258,
-0.0048928475,
0.03370877,
0.035291202,
0.04920465,
-0.016555812,
-0.067298114,
-0.048249222,
-0.0011448367,
-0.015555597,
0.0041688103,
-0.054310232,
-0.024124611,
-0.043681074,
-0.024408255,
-0.0018026279,
0.038694922,
0.043979645,
0.022198822,
0.049413655,
-0.010017088,
-0.00026195022,
0.044039357,
-0.018332316,
-0.018332316,
-0.03636606,
0.034753773,
0.006012492,
-0.025154684,
-0.035380773,
-0.0064752786,
0.014950989,
0.017406743,
-0.022885539,
-0.012032448,
-0.027184974,
-0.037052777,
-0.008001727,
0.0431735,
-0.008001727,
-0.051085655,
-0.050339226,
0.0170186,
0.020885106,
-0.05571352,
0.0043740785,
-0.048876222,
0.02775226,
0.0059415814,
-0.06646211,
-0.012659449,
-0.015495882,
-0.01955646,
-0.021497179,
0.032813054,
0.03305191,
-0.020287963,
-0.0012661315,
-0.040755067,
0.032514483,
0.0018502129,
-0.008763086,
-0.03263391,
0.031439625,
0.002702076,
0.01563024,
0.016511027,
-0.008471978,
-0.025468186,
0.023034824,
0.021885322,
-0.023004966,
-0.03947121,
-0.022243608,
-0.0011383054,
0.005127973,
-0.0020545481,
0.010479875,
0.034485057,
-0.0037228186,
0.015958669,
-0.003510086,
-0.026677402,
-0.0788827,
0.011711484,
0.0028812191,
0.05359366,
0.053026374,
-0.019078746,
-0.019183246,
0.038008206,
0.045144074,
-0.043352645,
-0.017391814,
0.024587398,
0.030961908,
-0.014219488,
0.006833565,
-0.017212672,
-0.02339311,
0.06693982,
-0.026677402,
-0.037590206,
-0.0014555381,
-0.023303539,
-0.02287061,
-0.0018977978,
-0.0019099272,
-0.0005332308,
-0.010748589,
-0.02509497,
0.021109035,
-0.016839456,
-0.019481817,
-0.014562845,
-0.03785892,
0.037172206,
0.02106425,
-0.023213968,
0.06646211,
-0.0053519015,
-0.019825175,
0.013905987,
-0.017705316,
0.0262594,
-0.0019407175,
0.008815336,
-0.026378829,
0.020153604,
-0.011972734,
0.005881867,
-0.050249655,
-0.006359582,
-0.03167848,
-0.020482033,
0.020556677,
-0.024064897,
-0.03594806,
0.078822985,
-0.0023213967,
-0.04869708,
-0.001854878,
0.0022057001,
0.04308393,
0.025512971,
-0.029692978,
-0.002931603,
-0.038336635,
-0.051085655,
0.02478147,
-0.047054935,
-0.054489374,
-0.036843777,
-0.050697513,
-0.034783628,
0.022915395,
0.022228679,
-0.020362604,
0.024169397,
-0.03326091,
0.03678406,
-0.033947628,
-0.049801797,
-0.015809383,
0.020676106,
-0.04224793,
0.044935074,
-0.020676106,
0.00486299,
0.01851146,
0.020556677,
0.013069985,
0.048040222,
-0.020631319,
-0.025602542,
0.024602326,
-0.026886402,
0.0032768268,
-0.0002969391,
-0.040964067,
0.01967589,
-0.019511675,
0.03400734,
0.001650543,
-0.023273682,
-0.0071582617,
-0.038844205,
0.042486783,
-0.026946116,
0.033022054,
0.035261344,
0.022303322,
-0.005251134,
0.030364765,
-0.011233768,
-0.022572037,
-0.05114537,
-0.052160516,
0.054937232,
-0.009024336,
0.001179359,
-0.010778447,
-0.017466458,
0.01976546,
-0.040456496,
0.03263391,
0.050070513,
0.02934962,
0.020691033,
-0.0258414,
-0.0063969037,
0.0259459,
-0.009472194,
-0.006762654,
-0.013696987,
-0.041322354,
-0.0075576017,
-0.046099506,
-0.06508868,
-0.023557324,
-0.0048667225,
0.039083064,
-0.021616608,
0.051324513,
0.0011448367,
-0.06825354,
-0.04666679,
0.029663121,
0.016018383,
0.00824805,
0.012853521,
0.02276611,
0.0171231,
0.025468186,
-0.014017952,
0.011517412,
-0.04018778,
0.046696648,
-0.00016223185,
-0.047204223,
0.002030289,
0.050369084,
-0.05526566,
-0.0334102,
-0.036754202,
-0.008591407,
-0.0077031557,
-0.015555597,
-0.0059565096,
-0.020377534,
-0.0689104,
0.045980077,
0.011315876,
0.053295087,
0.0008010125,
-0.017824743,
0.0035119522,
-0.034634344,
0.06389439,
0.053175658,
0.010345517,
-0.0045644185,
-0.019347461,
0.00047654877,
-0.04815965,
0.03042448,
0.05227994,
0.0042882394,
0.041382067,
0.038844205,
0.015077882,
0.050667655,
-0.0010935196,
0.015719812,
-0.016720027,
-0.013891059,
-0.03627649,
-0.003911292,
0.041083496,
0.0022654145,
0.053145804,
-0.011696555,
0.010151445,
0.0040381853,
0.03021548,
-0.014831561,
-0.06753697,
0.03753049,
-0.05496709,
-0.006758922,
-0.020900035,
-0.0017970297,
0.013540236,
0.020258104,
-0.029185405,
-0.056012094,
0.007979334,
0.011174054,
0.0056989915,
0.012301163,
-0.014294131,
-0.023482682,
-0.022064464,
0.002226227,
-0.017242528,
-0.004780883,
0.05466852,
0.005284723,
0.0050421334,
0.0070500295,
0.005034669,
0.016093027,
-0.013353629,
0.0599831,
-0.017033529,
-0.0057475097,
-0.043979645,
-0.050070513,
-0.055026807,
-0.027886618,
0.04314364,
-0.026946116,
-0.014630024,
0.00691194,
-0.015809383,
-0.020377534,
0.015898954,
0.035201628,
-0.002254218,
-0.033977486,
0.0102111595,
0.028677832,
-0.029857192,
0.0015665696,
0.005340705,
-0.0680744,
0.014510595,
0.016675241,
0.028065762,
0.045890503,
-0.0025789149,
-0.00776287,
0.006680547,
-0.0067029395,
0.027408902,
-0.0018390164,
0.025259184,
-0.030693194,
0.016570741,
-0.035440486,
0.04159107,
0.043412358,
-0.017466458,
0.012204127,
0.042486783,
-0.025438327,
-0.010494803,
-0.029409334,
-0.018884674,
0.086347,
-0.040128067,
0.025423398,
-0.04009821,
-0.009397551,
-0.021825608,
0.025005398,
-0.08652614,
-0.028468832,
0.08037556,
-0.042994358,
-0.012002591,
-0.043322787,
-0.00215345,
0.028468832,
0.053862374,
-0.01840696,
0.050249655,
0.014100059,
-0.029424263,
0.027095402,
-0.035112057,
-0.013487986,
-0.02575183,
-0.0017932976,
-0.040157925,
-0.054519232,
0.0010076802,
0.015145061,
-0.0029875853,
-0.006083403,
-0.020855248,
-0.026184758,
0.016764814,
-0.016003454,
-0.018914532,
0.024736684,
-0.038515776,
0.027364116,
-0.011741341,
0.0044673826,
0.0040456494,
0.011711484,
0.028573332,
0.0027076742,
-0.010957589,
0.022258537,
0.04612936,
-0.050578084,
0.05878881,
0.033738628,
0.046278648,
0.012846057,
-0.0039971317,
-0.0039933994,
0.0684924,
0.03923235,
0.012846057,
0.006635761,
0.019272817,
0.00415015,
0.044964932,
0.0033906575,
0.02733426,
0.030991765,
-0.038993493,
0.003129407,
-0.04529336,
0.0057549737,
-0.0044225967,
-0.013973166,
0.011502483,
0.015884027,
-0.016555812,
0.008262978,
-0.032604054,
0.036127202,
-0.01616767,
-0.04878665,
0.0003995732,
0.005463866,
-0.01436131,
0.027513403,
0.013055057,
-0.023408039,
0.0019052621,
-0.0059714383,
0.019511675,
0.044457357,
-0.0016440117,
0.047562506,
0.028871905,
0.04872694,
-0.017854601,
-0.038157493,
-0.008882515,
-0.015660098,
-0.006867154,
0.026587829,
-0.0068298327,
-0.023482682,
0.06069967,
-0.074702695,
-0.02339311,
-0.03702292,
-0.002354986,
-0.035918202,
-0.016451312,
0.06885069,
-0.028767405,
0.016107956,
0.06801468,
-0.02349761,
-0.0074792267,
0.014794239,
0.035470344,
0.00977823,
0.051324513,
0.04391993,
0.025662256,
0.0132416645,
0.009367694,
-0.014450881,
0.010547053,
-0.0109725185,
-0.0061207246,
0.028692761,
-0.039202493,
-0.054489374,
0.0038403813,
0.023721538,
0.006654422,
-0.040337067,
-0.009278122,
-0.014846489,
-0.061386388,
-0.026647544,
0.040038496,
-0.007934549,
-0.01840696,
-0.010815768,
-0.007882299,
-0.034365628,
-0.034783628,
-0.031827766,
0.0055758306,
0.029707907,
-0.021825608,
-0.017063385,
-0.019840105,
0.0086511215,
0.021736035,
0.017720243,
-0.011875698,
0.038038064,
0.026438544,
0.021109035,
0.028020974,
-0.037052777,
-0.034514915,
0.06072953,
0.07416526,
-0.020482033,
0.055952378,
0.05359366,
0.008740693,
-0.011950341,
0.00014695337,
0.0081659425,
-0.013741773,
0.02722976,
0.0034988897,
0.036425773,
-0.015451097,
-0.015779527,
-0.020258104,
0.056668952,
0.026543044,
-0.050578084,
-0.015480954,
-0.020795535,
-0.06437211,
0.0419195,
-0.006710404,
0.03615706,
-0.005855742,
-0.01700367,
-0.021840537,
-0.07338898,
0.26680386,
0.06646211,
0.0128609855,
0.039292064,
0.01430906,
0.031439625,
0.021825608,
0.000013062521,
-0.0046502575,
-0.02860319,
0.0145404525,
-0.0062513496,
0.0077255485,
0.013487986,
0.015988527,
0.030185621,
-0.05520595,
-0.010405231,
0.04815965,
-0.037500635,
-0.02902119,
0.0034223807,
-0.0047249007,
0.034604486,
0.0256324,
0.03723192,
0.013420808,
-0.028379261,
0.006867154,
-0.0336192,
0.0057475097,
-0.01457031,
0.024856113,
-0.0007189052,
0.025318898,
0.03585849,
-0.02596083,
-0.046845935,
-0.027886618,
-0.024617255,
0.014174702,
-0.011121804,
0.013711915,
-0.054817803,
-0.023348324,
0.033231054,
-0.0014191497,
-0.005643009,
-0.0035735327,
-0.05857981,
0.009181087,
-0.056579378,
0.019257888,
-0.022228679,
-0.06353611,
0.01158459,
-0.049592797,
-0.03860535,
0.04532322,
0.041322354,
0.009263194,
0.044487216,
-0.006266278,
0.021392679,
-0.04553222,
0.013674594,
-0.06264039,
0.015301811,
0.021034392,
-0.0021870392,
-0.0024333613,
-0.0011392385,
-0.0054228124,
0.005183955,
0.05786324,
-0.0075202803,
-0.013473058,
0.032783195,
0.009964838,
-0.042038925,
-0.03242491,
0.019242961,
-0.008673514,
0.0069529936,
0.023124395,
0.018526388,
-0.066282965,
-0.023273682,
0.023199039,
0.044218503,
0.003030505,
0.0431735,
-0.009240801,
-0.0140030235,
-0.043442216
] |
| Model variant | Depths | Hidden sizes | Params (M) | ImageNet-1k Top 1 |
| :---------------: | ------------- | ------------------- | :------------: | :-------------------: |
| s12 | [2, 2, 6, 2] | [64, 128, 320, 512] | 12 | 77.2 |
| s24 | [4, 4, 12, 4] | [64, 128, 320, 512] | 21 | 80.3 |
| s36 | [6, 6, 18, 6] | [64, 128, 320, 512] | 31 | 81.4 |
| m36 | [6, 6, 18, 6] | [96, 192, 384, 768] | 56 | 82.1 |
| m48 | [8, 8, 24, 8] | [96, 192, 384, 768] | 73 | 82.5 |
Resources
A list of official Hugging Face and community (indicated by 🌎) resources to help you get started with PoolFormer. |
[
0.014933781,
0.0021440256,
-0.03054391,
-0.008758716,
-0.021196771,
-0.011984901,
0.00020079105,
0.021575525,
0.03122026,
0.061574794,
0.016164735,
0.0038551881,
0.052268233,
-0.029218268,
-0.02227893,
0.029082997,
0.027784407,
-0.04531537,
-0.05443255,
-0.039065905,
0.006296807,
-0.008258219,
-0.045180097,
-0.027365072,
0.0024466917,
0.028054947,
0.0022759137,
0.012471871,
0.054757196,
0.010855398,
-0.04704682,
-0.023861585,
-0.016164735,
-0.020074032,
-0.020926232,
0.015569549,
0.04504483,
-0.019532952,
-0.0417713,
-0.076725006,
-0.007338384,
-0.016218843,
0.030381586,
-0.065416455,
-0.04101379,
0.0057726367,
0.004419939,
0.004240707,
0.0042035077,
-0.044476695,
0.003564358,
0.008190583,
0.026485818,
-0.02325287,
-0.0042339433,
-0.03757794,
-0.014216851,
-0.011592618,
-0.019749384,
0.019289467,
0.011910502,
0.038795367,
-0.019722331,
-0.056164004,
0.011924029,
0.05497363,
0.003997221,
-0.027121587,
-0.0014617589,
-0.026864573,
-0.05989745,
0.03903885,
-0.008697845,
-0.012897971,
-0.0035271589,
0.007169297,
0.02334756,
-0.008948094,
-0.010334609,
0.027540922,
-0.019208305,
0.05032035,
0.011234153,
-0.010050543,
-0.025173701,
-0.046208147,
0.021277932,
-0.02759503,
0.033573955,
-0.029407645,
-0.0040952917,
0.041527815,
-0.011335606,
0.0114100035,
0.02553893,
0.03654989,
0.013817806,
0.026648141,
0.007223405,
0.013506685,
0.046235204,
0.048994705,
-0.015596603,
-0.0051165787,
-0.049698107,
-0.010009962,
0.019397683,
-0.018680753,
0.012979133,
-0.041040845,
0.017409218,
-0.022265403,
0.013094112,
-0.001413569,
-0.009651497,
0.016989881,
0.01677345,
-0.009597389,
-0.03411503,
-0.03949877,
0.0060533215,
0.014825566,
-0.02875835,
-0.049129974,
-0.036171135,
-0.033655114,
0.030625073,
0.04526126,
-0.043123998,
0.011849631,
-0.036685158,
-0.04593761,
-0.020195775,
0.046884496,
0.013743407,
0.015880669,
0.030489802,
0.012208096,
0.03257296,
-0.039147068,
0.006567347,
0.0003113318,
0.016665233,
0.07564285,
-0.0077306665,
0.010463116,
-0.0015564476,
0.02437561,
-0.06633629,
0.019722331,
-0.00038953463,
-0.035981756,
-0.011152991,
0.017693285,
0.0010973759,
-0.014514444,
-0.023022912,
0.024321502,
0.033168145,
0.041122004,
-0.007182824,
0.011524984,
-0.03676632,
0.03966109,
-0.03287055,
0.034196194,
0.014406229,
-0.06817596,
0.0026681959,
-0.035061922,
0.029272376,
-0.015055524,
0.008826352,
0.014068055,
0.052674044,
0.017328056,
0.04423321,
0.034385573,
0.009272742,
0.039606985,
-0.0050624707,
-0.0038112253,
0.023361087,
0.04423321,
0.0024433099,
0.010131705,
-0.00067973055,
-0.001537848,
-0.0057455827,
-0.0105916215,
0.0132631995,
0.039390553,
-0.008975148,
0.020763908,
-0.008664028,
0.010557804,
-0.012221622,
-0.004281288,
-0.0010889216,
-0.03985047,
-0.042393543,
0.030516857,
-0.017098097,
0.020006398,
-0.031328477,
-0.020317517,
-0.022265403,
0.02951586,
-0.029813454,
0.023455776,
0.08110774,
0.015258429,
-0.070827246,
-0.0066586537,
0.035359513,
-0.050293297,
-0.009475647,
0.015826562,
0.0015885741,
0.04512599,
0.008812824,
0.033709224,
0.07764484,
-0.011754942,
-0.020412207,
-0.028433703,
0.013067058,
0.04490956,
-0.01977644,
-0.015231375,
0.00083571346,
0.027703246,
-0.0061953547,
0.047696117,
0.042285327,
0.014798512,
0.037334453,
0.042420596,
0.0020662455,
0.00013548111,
0.024253868,
0.043178108,
-0.0048730928,
0.043962672,
-0.0075953966,
-0.0041392543,
-0.0070610815,
-0.0105645675,
-0.019113617,
0.0055798776,
-0.04109495,
0.06460483,
-0.0014279414,
0.014812038,
-0.034953706,
-0.021656688,
0.0050151264,
0.025904158,
-0.04271819,
-0.015988884,
0.007933571,
0.0045349183,
-0.02236009,
-0.0010551041,
0.01444681,
0.025051959,
0.00015312959,
-0.008846642,
0.024294449,
-0.030219264,
-0.009631206,
-0.05402674,
-0.0972319,
-0.01039548,
-0.0062765167,
-0.008420542,
0.02594474,
-0.046857443,
0.031680178,
-0.026012374,
-0.013330835,
-0.004849421,
-0.029705238,
0.03930939,
0.013040004,
-0.018356105,
-0.021088555,
-0.002930281,
-0.028433703,
0.022549469,
-0.023117602,
0.021656688,
-0.007980916,
-0.0049948357,
-0.0032177293,
0.010422534,
-0.022495361,
-0.0078388825,
-0.03019221,
-0.007527762,
-0.054621927,
-0.031139098,
-0.007182824,
-0.002338476,
-0.026851047,
0.025809469,
0.007987679,
-0.012911499,
0.07136832,
0.04250176,
-0.023875112,
0.087817125,
0.0141086355,
0.03376333,
-0.04052682,
0.06666093,
0.022441253,
-0.0034240156,
-0.0236181,
0.009678551,
-0.024930216,
-0.025241336,
-0.015691292,
-0.048778273,
-0.051808316,
0.05032035,
0.024335029,
-0.082730986,
0.009090127,
-0.00847465,
-0.030787397,
-0.015867142,
-0.019154197,
0.0023841294,
0.008413779,
0.029407645,
-0.05367504,
-0.012039009,
-0.02951586,
-0.0037875532,
0.0087113725,
-0.05456782,
0.025065485,
0.031112043,
-0.029055944,
-0.028217271,
0.0297864,
-0.051456615,
0.002761194,
-0.038795367,
-0.009123945,
0.02079096,
-0.004359068,
0.008150003,
0.021386148,
0.052674044,
-0.05264699,
0.011139465,
0.029218268,
0.019208305,
0.017585069,
0.03587354,
0.016245898,
-0.04839952,
-0.011869921,
-0.06244052,
0.013466104,
0.019925235,
0.08976501,
-0.04731736,
0.03081445,
-0.051104914,
-0.028379595,
0.012187805,
0.007832119,
-0.019045983,
0.062656954,
0.0053769727,
0.06520002,
-0.0438274,
-0.03224831,
0.038037855,
-0.004514628,
0.035170138,
0.011457348,
0.028109055,
0.0049339645,
0.0011278116,
-0.06617396,
-0.008068841,
0.019573534,
-0.006868322,
0.019127144,
-0.014839092,
-0.05429728,
-0.016705815,
0.03019221,
0.04821014,
0.028352542,
0.02732449,
0.018991875,
-0.012377183,
0.026810465,
0.03305993,
-0.009387721,
0.00393635,
-0.046668068,
0.022211295,
0.026282914,
-0.0063475333,
-0.0066079274,
-0.0060871392,
-0.007554816,
0.041879516,
-0.0016359186,
0.028731296,
-0.04910292,
-0.007750957,
-0.006946102,
0.056001678,
-0.047479685,
-0.040905572,
-0.039282337,
0.010124941,
0.013513449,
-0.0062021185,
0.008941331,
-0.038714204,
0.02016872,
0.007886227,
-0.07450658,
-0.03779437,
0.028271379,
-0.017544487,
-0.058707073,
0.07261281,
0.0509967,
-0.008616683,
-0.027892623,
-0.014230378,
0.0016300005,
0.0077171396,
-0.028325487,
-0.038578935,
-0.028785404,
-0.00132818,
0.008264982,
0.0011667017,
-0.023279926,
0.00052628387,
0.010929796,
0.007236932,
-0.024118597,
-0.019938761,
0.0097461855,
-0.018004404,
0.026228806,
0.005874089,
0.011085357,
0.021359095,
-0.028812459,
0.019289467,
0.037496775,
-0.017706811,
-0.056813296,
0.025606565,
-0.012999424,
0.022833535,
0.048643004,
0.02491669,
-0.011511456,
0.040662088,
0.020777434,
-0.034764327,
-0.007987679,
-0.0032430924,
0.01627295,
0.01214046,
0.005505479,
-0.0013510067,
-0.011152991,
0.083975464,
-0.03135553,
-0.027081005,
-0.021210298,
-0.03308698,
0.0053938814,
0.0041663083,
-0.021115609,
0.016976355,
-0.03654989,
-0.022076024,
-0.022698265,
-0.030219264,
-0.034737274,
-0.044449642,
-0.01021963,
0.018166728,
0.025390133,
-0.03663105,
0.0417713,
-0.01708457,
-0.05313396,
0.0005617922,
-0.029624077,
0.012918262,
-0.028947728,
-0.006908903,
-0.0029218267,
0.054919522,
-0.028920675,
0.005427699,
-0.037848476,
-0.0063576787,
0.017896188,
0.004419939,
0.03606292,
-0.05730027,
-0.050644998,
0.032627065,
-0.025079012,
-0.06660683,
-0.059681017,
0.04463902,
0.006973156,
0.018085567,
0.029867562,
-0.009218634,
-0.036847483,
-0.012411,
0.012586851,
-0.041987732,
-0.008494941,
-0.03341163,
-0.059789233,
-0.008806061,
0.017436272,
0.042637028,
-0.053431552,
-0.0020510277,
-0.044882506,
0.0103751905,
-0.033790383,
-0.029975777,
-0.015948305,
0.018545484,
-0.04463902,
0.054946575,
0.021291459,
0.009942327,
-0.0066890894,
0.02352341,
0.021102082,
0.0277303,
-0.022427725,
-0.022373619,
-0.0069934465,
-0.007906517,
-0.023821004,
0.02428092,
-0.05381031,
0.009577098,
-0.042691134,
0.035927646,
0.0012132006,
0.0062562265,
-0.02057453,
-0.022157187,
0.04404383,
-0.0064828033,
0.03949877,
0.022738846,
0.07088135,
-0.034737274,
0.015623657,
-0.020222828,
-0.0021051355,
-0.04699271,
-0.044693127,
0.035792377,
-0.039931633,
-0.0057388195,
0.0056306035,
-0.019005401,
0.05697562,
-0.028839512,
0.02522781,
0.06346857,
0.04458491,
0.030219264,
-0.030219264,
0.013567557,
0.0376591,
-0.0020814633,
-0.008366435,
0.022508888,
-0.017273948,
-0.017301003,
-0.0077103763,
-0.024943743,
-0.015556022,
-0.004024275,
0.063685,
-0.017314529,
0.02227893,
0.033682168,
-0.07174708,
-0.0038281342,
0.015691292,
0.013587847,
0.014974362,
0.031274367,
0.021575525,
0.034060925,
0.043719184,
-0.017422745,
0.0076697953,
-0.024564987,
0.06011388,
0.027919678,
-0.04750674,
0.014960835,
0.040986735,
-0.060330313,
-0.0390118,
-0.029299429,
0.016584072,
-0.010388717,
-0.0015750473,
-0.016435275,
-0.023861585,
-0.039255284,
0.009286269,
-0.00096295157,
-0.0020713182,
0.0040479475,
-0.010273738,
-0.015840089,
-0.034060925,
0.03581943,
0.061304253,
-0.009286269,
-0.019248886,
-0.03360101,
-0.010037016,
-0.04244765,
0.025714781,
0.061737116,
0.015718346,
0.024686731,
0.03587354,
0.0043286323,
0.068067744,
-0.015055524,
0.04052682,
0.014176271,
-0.029759346,
-0.052322343,
0.0076562683,
0.0014262504,
-0.01690872,
0.017016936,
-0.03903885,
0.01838316,
0.055622924,
0.019073036,
0.007331621,
-0.07883521,
-0.0055562053,
-0.0609255,
0.00643884,
-0.007365438,
-0.007128716,
0.008136475,
-0.009286269,
-0.011511456,
-0.03322225,
-0.015380171,
0.019248886,
0.02236009,
-0.007196351,
-0.045504745,
-0.026228806,
-0.041365493,
-0.03957993,
-0.030868558,
0.018504903,
0.019668223,
0.0112206265,
-0.047560845,
-0.016042992,
0.0058301263,
0.028785404,
0.030760342,
0.023401668,
-0.028082002,
0.012519216,
-0.039201174,
-0.009955854,
-0.0244703,
0.024970798,
0.02670225,
-0.05202475,
0.041717194,
0.0028474284,
-0.0066113095,
-0.0068345047,
0.0057591097,
0.028054947,
-0.011633199,
-0.034358516,
0.008812824,
0.035359513,
-0.032302417,
-0.019627642,
0.007318094,
-0.024700258,
0.0022488597,
0.01444681,
-0.008325853,
0.052457612,
0.03224831,
0.015758926,
0.010902742,
0.024294449,
0.012072826,
0.011694071,
0.024808474,
-0.019127144,
-0.017882662,
-0.016868139,
0.06260284,
0.040229227,
-0.03346574,
0.019167725,
0.017301003,
-0.010706602,
-0.056001678,
-0.000024847892,
0.0244703,
0.08202758,
-0.011369423,
0.026404656,
-0.010307555,
-0.012620668,
-0.0040208935,
0.01976291,
-0.060167987,
-0.039877523,
0.046911553,
-0.048480682,
-0.016245898,
-0.035711214,
0.009867929,
-0.014514444,
0.024429718,
-0.031734284,
0.018707808,
0.015826562,
0.006695853,
0.014284486,
-0.06406376,
0.002680032,
-0.017544487,
0.009096891,
-0.03232947,
-0.031112043,
0.023780422,
0.041500762,
0.028596027,
0.004453757,
-0.014825566,
0.019221833,
-0.0022082787,
0.043448646,
-0.00036543972,
0.018396687,
-0.034764327,
0.028379595,
-0.04463902,
0.013696062,
-0.01066602,
0.029759346,
0.035792377,
0.00031112044,
0.0030537148,
0.04315105,
0.023036439,
-0.032654118,
0.061250146,
0.0016418367,
0.018572537,
0.027486814,
-0.030841505,
0.0058301263,
0.06043853,
0.065416455,
0.047777276,
-0.0047648773,
0.04750674,
0.00095534266,
-0.012167514,
-0.013587847,
0.028379595,
-0.002441619,
-0.01673287,
0.01721984,
-0.019789966,
0.0065977825,
-0.017246895,
-0.007392492,
0.015583076,
-0.024416192,
-0.005251848,
-0.018044986,
-0.009252451,
0.038443666,
-0.020763908,
-0.039606985,
0.010862161,
-0.015285483,
0.030598018,
0.025998848,
0.013195565,
-0.008866932,
0.037632044,
0.03538657,
0.009813821,
0.01673287,
0.009935563,
0.028596027,
-0.014933781,
0.026309967,
0.0044639017,
-0.008420542,
-0.04834541,
0.003686101,
-0.010124941,
0.023239344,
0.0018565773,
-0.023942746,
0.016313532,
-0.034331463,
-0.0015327755,
-0.07953861,
0.0028863184,
-0.050239187,
0.0055900225,
0.073370315,
-0.0045349183,
-0.027567977,
0.04407089,
-0.026526399,
-0.0049644,
0.028839512,
0.053350393,
0.000089087815,
0.018450795,
0.037550885,
0.033032876,
-0.0070678447,
0.048480682,
-0.0069258115,
-0.03985047,
0.01681403,
-0.025254864,
0.020872124,
0.0010018416,
-0.0677972,
0.014690296,
0.038903583,
-0.013628428,
-0.042014785,
0.011166519,
0.01976291,
-0.056164004,
0.008305563,
0.06936633,
-0.022373619,
-0.006536911,
-0.020966813,
-0.012113406,
-0.051943585,
-0.014947308,
-0.03376333,
0.0042609973,
0.017733864,
-0.015447807,
-0.015136686,
-0.019248886,
0.0062156455,
0.022603577,
-0.015434279,
-0.010638966,
0.044801343,
0.004085147,
0.029975777,
0.0040682377,
-0.015583076,
-0.035170138,
0.03820018,
0.068446495,
0.011200336,
0.0664445,
0.042961676,
-0.0122824935,
-0.002045955,
0.0069190483,
-0.009205107,
-0.014609134,
-0.0029962251,
0.014406229,
-0.013229382,
-0.019965816,
-0.029488808,
-0.041203167,
0.067472555,
0.013892204,
-0.033032876,
-0.012884445,
0.008542285,
-0.058977615,
-0.021413203,
-0.04074325,
0.031788394,
0.006946102,
-0.019492371,
0.011044776,
-0.07006973,
0.21329336,
0.035711214,
0.048020765,
0.02495727,
0.0011320388,
0.06682326,
0.028839512,
-0.034737274,
-0.011619672,
-0.061250146,
0.021034447,
-0.019519426,
0.006492948,
0.05053678,
0.022116605,
0.042637028,
-0.06584932,
-0.036928643,
0.02334756,
-0.033438683,
-0.022495361,
0.0029911525,
-0.02924532,
0.049941596,
0.0052078855,
0.048426572,
0.02759503,
-0.018721335,
0.040770303,
-0.0055832593,
0.011295024,
-0.0060161226,
0.02204897,
-0.03032748,
-0.024632623,
0.022955278,
-0.025119593,
-0.054676037,
0.020195775,
-0.030219264,
0.013378179,
-0.015934777,
-0.0057996907,
-0.018139673,
-0.04101379,
0.039147068,
-0.0031720758,
0.015393699,
0.050239187,
-0.047885492,
0.013364652,
-0.012045772,
0.003380053,
-0.02666167,
-0.06476716,
-0.016137682,
-0.021102082,
-0.07207172,
0.00519774,
0.0060871392,
0.039742254,
0.03738856,
-0.0052281762,
0.026039429,
-0.037334453,
0.013608137,
-0.020155193,
0.0076562683,
-0.018437268,
-0.021480838,
0.012431291,
0.00009579847,
0.0027814843,
-0.029597024,
0.038173124,
0.0072031147,
0.0030097521,
0.032654118,
0.0013298708,
-0.04799371,
-0.013411996,
-0.016164735,
-0.042637028,
-0.03381744,
0.035548892,
0.030895613,
-0.04539653,
-0.011531747,
-0.003763881,
-0.0034358518,
-0.004487574,
0.061791226,
-0.009766476,
0.01977644,
-0.0051605413
] |
If you're interested in submitting a resource to be included here, please feel free to open a Pull Request and we'll review it! The resource should ideally demonstrate something new instead of duplicating an existing resource.
PoolFormerConfig
[[autodoc]] PoolFormerConfig
PoolFormerFeatureExtractor
[[autodoc]] PoolFormerFeatureExtractor
- call
PoolFormerImageProcessor
[[autodoc]] PoolFormerImageProcessor
- preprocess
PoolFormerModel
[[autodoc]] PoolFormerModel
- forward
PoolFormerForImageClassification
[[autodoc]] PoolFormerForImageClassification
- forward |
[
0.0024476484,
0.036942415,
-0.0054289415,
-0.02599915,
-0.015938176,
-0.00076355605,
-0.00020789892,
0.0021541442,
-0.019495804,
0.038792383,
-0.007492366,
0.005411153,
0.033384785,
-0.019339269,
-0.025316086,
0.024604559,
-0.020904625,
-0.039418526,
-0.020022335,
0.017005464,
0.047501456,
-0.011484025,
-0.05310828,
-0.0053008664,
-0.011363066,
0.0027233646,
0.012921307,
-0.00856677,
0.06568805,
0.043801524,
0.0076773623,
0.0033886412,
-0.008616577,
-0.05840203,
-0.0016943206,
-0.04792837,
0.050290637,
-0.02380765,
-0.021616152,
-0.04451305,
0.020093486,
0.034437846,
-0.01687739,
-0.032844026,
-0.045879178,
-0.014415511,
-0.03543398,
-0.046789933,
0.04405767,
-0.025017245,
-0.008972339,
-0.0012318289,
-0.0016987676,
-0.012892846,
0.014415511,
-0.0071294876,
0.009086183,
0.015781641,
-0.037796248,
-0.028745638,
0.036942415,
0.015454339,
-0.017560454,
-0.050233714,
0.01603779,
0.04394383,
0.0053898073,
-0.0006457096,
-0.0033548437,
-0.0029190343,
-0.028304493,
0.0036465693,
-0.031364053,
-0.054389026,
-0.028019883,
0.010345584,
0.02214268,
0.016977003,
0.0010628415,
0.01684893,
0.009022146,
0.012679389,
-0.045765333,
-0.008460041,
-0.022284985,
-0.04235001,
0.044199977,
-0.033299405,
-0.02766412,
-0.012152859,
0.001225603,
0.0030115326,
0.010473658,
-0.0018926584,
0.01660701,
0.057405896,
0.0008231463,
0.021744225,
0.028532181,
0.012416123,
0.00967675,
0.06335425,
-0.015269342,
0.043089997,
-0.012231127,
0.017546223,
0.04784299,
-0.0071686218,
-0.017674299,
-0.06352501,
0.024177644,
-0.002728701,
0.007841013,
0.035462443,
-0.013298416,
0.04701762,
-0.025842614,
0.01882697,
-0.04018697,
-0.032217886,
0.004105503,
-0.007378522,
0.011007302,
-0.0015431214,
-0.010203279,
-0.04175233,
-0.0070192013,
0.039333142,
-0.06972952,
-0.014628969,
-0.01962388,
0.017261613,
-0.010352699,
0.06250042,
-0.0029866293,
-0.009498868,
-0.017759683,
-0.007182852,
0.0663142,
-0.033982467,
0.016962772,
-0.009861747,
-0.018300442,
0.08663537,
-0.020036563,
-0.00733583,
0.013092074,
-0.012238243,
-0.043573834,
0.041211568,
0.006848435,
0.009000801,
0.0048027984,
0.024860708,
0.021231927,
-0.025259163,
-0.017631607,
0.032502495,
0.009007916,
0.016720854,
0.04838375,
0.032246344,
-0.02295382,
0.020876165,
0.010288662,
0.060849678,
-0.03907699,
-0.018471207,
-0.009385024,
-0.053022895,
0.03734087,
0.0012531746,
-0.018400054,
0.0010299335,
0.041097727,
0.036600884,
0.018186597,
-0.014038403,
-0.03739779,
0.00070618925,
-0.05558439,
-0.0056317262,
0.015084345,
0.061589666,
0.0025045704,
-0.012679389,
-0.043089997,
-0.0058558565,
-0.021502307,
0.026781827,
0.023722267,
0.028702948,
-0.022270756,
0.041069265,
-0.017745452,
0.014970501,
-0.009157336,
-0.017745452,
-0.0027180281,
-0.051400617,
0.020620015,
0.04926604,
0.0046960698,
0.017062386,
-0.010943266,
0.019979643,
0.010196163,
0.04983526,
-0.041353874,
-0.010729807,
0.020990008,
0.009925784,
-0.038991608,
-0.010708462,
0.015169729,
0.005357789,
-0.0218723,
-0.007990434,
0.005795377,
0.019268116,
0.026454527,
0.025856845,
0.0023925053,
-0.008865611,
-0.012017669,
-0.036885493,
0.010345584,
0.03924776,
0.03904853,
0.016792007,
0.011377296,
0.024120722,
-0.020876165,
0.054104414,
-0.021971915,
0.011918056,
0.038621616,
0.02353727,
-0.014927809,
-0.0015884811,
-0.03292941,
0.028674487,
0.022768823,
0.04152464,
0.00954156,
0.048212983,
0.021544999,
0.03597474,
-0.036572423,
0.010352699,
-0.012174205,
0.034893222,
-0.0022928917,
0.017076617,
-0.035092447,
-0.069558755,
-0.019011967,
0.016834699,
0.004916643,
-0.070469506,
-0.004827702,
0.042720005,
0.024319949,
-0.012352087,
-0.012288049,
0.050746012,
0.018869663,
0.0022181815,
0.0036163295,
-0.017617377,
-0.055982843,
-0.04041466,
-0.009762133,
-0.005372019,
-0.029457165,
-0.02656837,
0.03902007,
-0.0437446,
-0.011234991,
-0.00843158,
-0.0015119922,
0.031392515,
-0.002031406,
0.056068227,
0.014529355,
-0.003562965,
-0.029713314,
-0.0038351237,
-0.011284797,
0.040471584,
-0.023466118,
-0.0013590141,
0.016991233,
-0.0031396071,
0.043886907,
0.00063948374,
-0.020620015,
0.013255724,
0.00038266744,
-0.008659268,
0.027265666,
0.016763546,
0.03426708,
-0.012800348,
-0.010808076,
0.021744225,
0.039760057,
-0.03540552,
0.026909903,
0.054019034,
-0.042150784,
0.000019942176,
-0.023864573,
-0.023081895,
-0.037767787,
0.023935726,
0.015397416,
-0.022270756,
-0.019595418,
-0.06591574,
-0.05450287,
-0.043289226,
-0.013127649,
-0.04647686,
-0.04240693,
0.047444534,
-0.012878615,
-0.06694034,
0.032160964,
-0.03625935,
-0.075137116,
0.025686078,
-0.0043758834,
0.03930468,
0.04952219,
0.015980868,
-0.0030488877,
0.062329654,
-0.0048810663,
0.008061586,
0.029855618,
-0.026539909,
0.035320137,
0.020150408,
0.03902007,
0.011839788,
0.05646668,
-0.023893034,
-0.0005078515,
-0.0066990145,
-0.021246158,
-0.0081612,
0.004126849,
0.018912354,
0.02545839,
0.0024440908,
-0.03594628,
0.009776363,
0.01686316,
-0.00814697,
0.04849759,
0.03122175,
0.019880028,
0.0326448,
0.014685891,
-0.008737536,
0.022783054,
0.033441707,
0.01909735,
-0.051258314,
0.021687305,
0.013611487,
-0.02713759,
-0.01314188,
0.020036563,
-0.011363066,
0.024832247,
-0.022640748,
0.055755157,
-0.036088586,
-0.007933511,
0.016422013,
0.06261426,
0.022911128,
0.01660701,
-0.014223399,
0.018613514,
0.022313446,
-0.03571859,
0.0063823857,
-0.009819055,
0.022256525,
-0.027464893,
-0.0034633514,
-0.07946319,
-0.03958929,
0.025387237,
0.0011304364,
0.038849305,
-0.027763734,
0.069786444,
0.0010308229,
0.032502495,
0.0022502001,
0.0138747515,
-0.025301855,
-0.059540473,
0.043801524,
-0.0005718888,
-0.033897087,
-0.03739779,
0.028959097,
-0.016649703,
-0.0071792947,
0.047700685,
0.036942415,
-0.036743186,
-0.02049194,
-0.0058167228,
0.023494579,
-0.014998962,
-0.018741587,
-0.03796701,
0.023665346,
0.038593154,
-0.0381947,
-0.022555366,
-0.036714725,
-0.016251247,
0.022783054,
-0.0022341907,
-0.057348974,
-0.019993873,
-0.0056281686,
-0.06272811,
0.018940814,
0.020605784,
0.04570841,
0.012800348,
-0.02046348,
-0.00044070123,
0.007812552,
0.03073791,
-0.014180708,
0.024561867,
0.0067417063,
0.0077342847,
0.0047067427,
0.0033708531,
0.013390914,
0.067338794,
-0.105305806,
0.0652896,
-0.006866223,
-0.007912166,
-0.031449437,
-0.00029772904,
-0.0055641313,
0.036714725,
-0.012209781,
-0.046334554,
-0.034494765,
0.026269529,
-0.0068519926,
-0.03403939,
0.017119309,
0.008637922,
0.033270944,
0.06056507,
-0.004738761,
0.00024925635,
0.05643822,
0.03102252,
-0.008509847,
0.01093615,
-0.012280934,
0.024476485,
0.012935538,
-0.028987559,
-0.01630817,
-0.019125812,
0.055185936,
0.0015609096,
-0.0123022795,
-0.014550701,
-0.052169066,
-0.039333142,
0.037227027,
-0.03984544,
0.041126188,
-0.03540552,
-0.033954006,
-0.014472433,
-0.024718404,
-0.032502495,
-0.026881441,
-0.013341107,
0.022939589,
0.021900762,
0.04149618,
0.02545839,
-0.022626517,
-0.040870037,
0.039105453,
-0.0026682215,
-0.0012762992,
-0.034893222,
-0.027351048,
-0.002568608,
-0.0004320295,
-0.049977567,
-0.011227876,
0.034210157,
-0.0014790841,
-0.009356563,
-0.011583638,
-0.012558429,
-0.015539722,
-0.053762883,
0.04838375,
0.006972952,
-0.102573544,
-0.05504363,
0.0075279423,
-0.061532743,
-0.0304533,
0.02242729,
-0.038080856,
0.009819055,
-0.052909054,
0.002728701,
-0.043545373,
0.003305037,
-0.040243894,
-0.055185936,
-0.0464484,
0.029713314,
0.01713354,
-0.021488076,
-0.017375458,
-0.04650532,
-0.018101213,
-0.016237017,
-0.05982508,
0.0046106866,
-0.017560454,
0.01687739,
0.020591555,
-0.026426066,
-0.002979514,
-0.010331353,
0.034551688,
-0.011519602,
0.020890394,
-0.052112143,
-0.040215433,
0.027635658,
-0.003095137,
0.032872487,
0.038251624,
-0.033441707,
0.051343694,
-0.037483174,
0.028987559,
-0.040642347,
-0.020662706,
0.007613325,
0.0017352334,
0.040500045,
-0.0067381486,
0.010601733,
0.035234753,
-0.0013874752,
0.012750541,
-0.0047067427,
-0.0048312596,
-0.03347017,
-0.05060371,
-0.07183564,
0.0028123055,
-0.019951181,
-0.005976816,
-0.015297803,
-0.0123022795,
0.017318536,
0.0063254638,
0.004681839,
0.047757607,
0.03836547,
-0.026112994,
0.020648476,
-0.023708036,
0.0304533,
-0.008744651,
0.04872528,
-0.018115444,
-0.036913954,
-0.015852792,
-0.026440296,
-0.06341117,
0.00076266663,
0.025643386,
0.03924776,
-0.030624067,
0.009335217,
-0.023836112,
-0.021445384,
0.011604984,
0.025401467,
-0.015867023,
0.020890394,
0.040016208,
0.027450662,
0.006666996,
0.030794833,
0.015539722,
-0.024547637,
-0.0476153,
0.059597395,
-0.016550088,
-0.013106303,
0.03625935,
0.014379934,
-0.020036563,
-0.038877767,
-0.0025614926,
0.011619215,
0.02656837,
-0.020990008,
-0.026269529,
-0.04565149,
-0.024234567,
0.0031396071,
0.033584014,
-0.03349863,
0.00030084196,
0.016251247,
0.00053097605,
-0.06033738,
0.029798698,
0.056324378,
-0.000048972983,
-0.0054467293,
-0.024860708,
0.020335404,
-0.008033126,
-0.038906228,
0.016222786,
-0.0033157098,
0.005037602,
0.009954245,
0.040300816,
0.053051356,
-0.035860896,
-0.00017543556,
-0.00023369172,
-0.010388276,
-0.074909426,
-0.047131464,
0.029571008,
-0.039959285,
0.01575318,
0.023124585,
0.026611062,
0.015923945,
0.016080482,
-0.039105453,
-0.06278503,
0.0078908205,
-0.026141455,
-0.030766372,
-0.022654979,
-0.027365278,
-0.01452224,
0.022484213,
0.006823532,
-0.03153482,
-0.010580387,
0.018428516,
-0.032445572,
-0.051941376,
-0.024263026,
-0.058458954,
-0.019524265,
-0.0055890344,
-0.031164827,
-0.046789933,
0.029144093,
0.043289226,
0.03070945,
-0.009456177,
-0.011370181,
0.054759018,
-0.016948543,
-0.0041232915,
-0.025131088,
-0.044399206,
-0.055812076,
-0.008908302,
0.02575723,
0.00092765165,
0.052396756,
-0.03352709,
0.00086139084,
-0.016379323,
0.011441333,
-0.02020733,
-0.026511448,
0.012828808,
-0.008993685,
-0.009107529,
0.0043545375,
0.030310996,
-0.060280457,
-0.04345999,
-0.02073386,
-0.023380736,
-0.0035184948,
0.0006968505,
0.038564693,
0.04394383,
0.0075706337,
0.034893222,
0.026710676,
0.030083308,
0.00871619,
0.008267929,
-0.025913768,
0.009463292,
0.030225612,
-0.05088832,
0.0014132679,
0.037227027,
-0.01687739,
0.02296805,
-0.021274619,
-0.010352699,
-0.02266921,
0.021829609,
-0.0033566225,
0.05256752,
0.014842426,
0.0064428654,
-0.04505381,
-0.017005464,
-0.046334554,
0.0016436244,
-0.027578738,
-0.011725944,
-0.009655404,
-0.07103873,
0.028332954,
-0.0070049707,
0.009128875,
0.0050304867,
0.0101321265,
0.02599915,
-0.008972339,
0.0119109405,
-0.006457096,
0.0120959375,
-0.05891433,
0.005247502,
-0.0133197615,
0.038564693,
-0.042150784,
-0.060280457,
-0.005517882,
0.068021856,
-0.0078908205,
-0.025216471,
-0.049977567,
0.03375478,
0.01993695,
0.0013252166,
-0.037568558,
0.006859108,
-0.046363015,
0.032673262,
-0.030026386,
-0.0010841873,
0.03850777,
0.056865137,
0.009015031,
-0.003351286,
-0.029997924,
0.010943266,
0.010060973,
-0.04835529,
0.059312783,
0.038621616,
0.015610875,
0.008979455,
0.0037248372,
0.011192299,
0.025629157,
0.04283385,
0.0047067427,
-0.0154828,
0.043203842,
0.025515312,
0.001284304,
0.01575318,
0.03429554,
0.0022928917,
-0.025572235,
0.041638486,
-0.015553952,
0.022640748,
-0.014358589,
-0.0005910111,
-0.008488501,
-0.012835924,
0.025828384,
0.013398029,
-0.03070945,
0.00012251583,
-0.065346524,
-0.010978842,
-0.026397604,
0.017275844,
0.04562303,
0.0074639046,
-0.00018933255,
0.0053969226,
0.028646026,
0.063809626,
0.032303266,
0.024604559,
-0.021701535,
0.009185797,
-0.012501507,
0.018627744,
0.042236168,
-0.011441333,
0.012444585,
-0.022370368,
-0.00913599,
0.022028835,
-0.025899537,
-0.03369786,
-0.0037532982,
-0.016365092,
-0.0023800535,
-0.054645173,
0.029684853,
-0.036088586,
0.019581188,
0.051571384,
0.013447836,
-0.012658043,
0.020292714,
-0.022341907,
0.04069927,
0.030254073,
0.026611062,
-0.002291113,
0.09073376,
0.03924776,
0.029770236,
0.03512091,
-0.037198566,
-0.017660068,
-0.013953019,
0.011227876,
0.0030631183,
0.026952595,
-0.0019175619,
0.011370181,
0.010559042,
-0.0021061162,
-0.026539909,
-0.04345999,
0.067794174,
0.0026468756,
-0.02520224,
-0.02353727,
0.085098475,
0.012658043,
0.008331967,
0.005122985,
-0.019979643,
-0.04562303,
-0.0022786611,
-0.035462443,
0.031335592,
-0.003112925,
-0.043773063,
-0.018656204,
-0.041638486,
-0.02900179,
-0.0081683155,
-0.019196963,
-0.045224573,
0.02907294,
0.057434358,
0.017361227,
0.06984337,
-0.024561867,
0.007883705,
0.030595606,
0.0624435,
-0.014885118,
0.032445572,
0.07206333,
0.019766184,
-0.0014621854,
0.047330692,
-0.021644613,
-0.021217696,
0.0041695405,
-0.0058273957,
0.010160587,
-0.030310996,
-0.03204712,
-0.007204198,
0.035234753,
-0.012323625,
-0.043829985,
-0.020904625,
-0.0059447973,
-0.061817355,
-0.005528555,
-0.050746012,
0.00087695546,
-0.0026895672,
-0.0062507535,
0.0013323319,
-0.025743,
0.24089415,
0.08008934,
0.048526052,
-0.015383186,
0.023281122,
0.018015832,
0.03956083,
-0.030624067,
-0.01852813,
-0.07633248,
0.0044221324,
-0.0026575485,
0.022868436,
-0.012551313,
-0.021203466,
0.040870037,
-0.010736923,
0.0059839315,
-0.015212419,
-0.05450287,
-0.060451224,
0.03258788,
-0.02824757,
-0.00802601,
-0.0016729748,
0.0031271556,
-0.00038489094,
-0.022213833,
0.0067061298,
-0.023295352,
-0.0052190414,
-0.010537696,
0.04562303,
-0.015881253,
-0.010153472,
0.08282159,
0.01519819,
0.004856163,
0.020605784,
-0.038080856,
-0.016720854,
0.013028036,
-0.018086983,
-0.024391102,
-0.023949957,
0.097735174,
-0.0026593274,
-0.0036181083,
0.035803974,
-0.07712939,
0.046106867,
-0.018656204,
0.023039203,
0.022071527,
-0.08430157,
-0.016763546,
-0.016436243,
-0.047700685,
-0.03347017,
0.015312034,
0.024177644,
0.02266921,
-0.016962772,
-0.005987489,
0.017290074,
0.021957684,
0.023309583,
0.0101321265,
-0.031449437,
0.013077843,
0.008132739,
0.011690368,
-0.0022502001,
0.0034082083,
0.026468758,
0.039731596,
-0.007969088,
0.020861935,
0.014572047,
-0.0130422665,
0.015340495,
-0.012942653,
-0.013654179,
-0.006083545,
0.019453114,
0.016407782,
-0.027621428,
0.006898242,
-0.020933086,
0.040784653,
0.018684665,
0.03569013,
-0.0053186547,
-0.009861747,
0.005019814
] |
The YOSO attention algorithm is implemented through custom CUDA kernels, functions written in CUDA C++ that can be executed multiple times
in parallel on a GPU.
The kernels provide a fast_hash function, which approximates the random projections of the queries and keys using the Fast Hadamard Transform. Using these
hash codes, the lsh_cumulation function approximates self-attention via LSH-based Bernoulli sampling.
To use the custom kernels, the user should set config.use_expectation = False. To ensure that the kernels are compiled successfully,
the user must install the correct version of PyTorch and cudatoolkit. By default, config.use_expectation = True, which uses YOSO-E and
does not require compiling CUDA kernels. |
[
0.02358021,
0.01547135,
-0.045364074,
-0.020582082,
0.005208772,
-0.014965338,
0.0017805336,
-0.016078565,
-0.0012294537,
0.039848533,
0.0024921144,
0.012131664,
0.034990806,
-0.035800427,
-0.01817852,
-0.0097660525,
-0.03557272,
-0.04293521,
-0.025781367,
-0.028564438,
-0.0028384172,
0.041138865,
-0.07504174,
-0.0063125133,
-0.020114021,
0.0044971914,
0.014876785,
0.015230994,
0.05986135,
0.03552212,
0.009196788,
-0.0070841834,
0.00050917565,
-0.042656902,
-0.031069204,
-0.063909456,
0.053890396,
-0.05090492,
-0.026363282,
-0.05631926,
0.017191796,
-0.014724981,
0.0073245396,
-0.036913656,
-0.063605845,
-0.009595273,
-0.027957223,
-0.03833049,
0.011929259,
-0.02826083,
-0.002408306,
-0.008791978,
0.008115185,
0.003924764,
0.055509638,
-0.0021505556,
0.0174448,
0.0023339854,
-0.015129792,
-0.005876077,
0.04721102,
0.04432675,
-0.0025948985,
-0.03402938,
-0.009747077,
-0.0011298324,
-0.004073405,
-0.029525865,
-0.019962216,
-0.02245433,
-0.04683151,
0.014990638,
-0.0132448925,
-0.026186178,
-0.0030756108,
0.020569433,
0.0145858275,
-0.005189797,
0.007691399,
0.035471518,
-0.0027308895,
0.058596317,
-0.032992054,
0.030310184,
-0.022580834,
-0.042201493,
0.034130584,
-0.008823603,
-0.031448714,
-0.010480796,
-0.024022972,
0.022466982,
-0.019253798,
0.03170172,
-0.0031183057,
0.02360551,
0.016483376,
0.033852275,
0.0153068965,
0.01504124,
0.03825459,
0.02788132,
-0.01696409,
0.04010154,
-0.057027675,
-0.019139946,
0.041467775,
-0.014143066,
0.0017678832,
-0.029045152,
-0.01218859,
-0.0016350548,
0.025591612,
0.014282219,
-0.049665187,
0.03638234,
0.016356872,
0.014143066,
-0.034535393,
-0.010594649,
-0.027501812,
0.0018453666,
-0.0038077484,
0.00483875,
-0.00010713246,
-0.040050935,
0.0042252094,
0.04710982,
-0.06689493,
0.020202573,
0.0008285964,
0.0058792396,
0.027527113,
0.048172448,
-0.003289085,
0.015876161,
0.01235937,
0.0071600853,
0.017128544,
-0.017242396,
0.011265117,
-0.0059045404,
0.0038330492,
0.099431574,
0.009335942,
-0.0020857228,
0.009917856,
0.006062669,
-0.07833083,
0.031423412,
-0.021366403,
0.035041407,
0.003358662,
0.030031877,
-0.020531481,
-0.013801507,
0.03243544,
0.007235987,
0.028690942,
-0.023377804,
0.00178844,
0.017558655,
-0.04860256,
0.06320103,
0.0041999086,
0.03906421,
-0.022492282,
0.02432658,
-0.0039911782,
-0.04721102,
-0.014940036,
0.021733262,
0.002473139,
0.013839458,
-0.007267613,
0.03056319,
0.03779918,
-0.012466897,
0.0026233615,
0.009437144,
-0.016533978,
-0.046198994,
0.0076724235,
0.05758429,
-0.016318923,
0.018646583,
-0.01509184,
0.014143066,
-0.019127294,
0.006353627,
0.040379845,
0.04994349,
-0.019392952,
0.019620657,
0.008456744,
0.03741967,
-0.008260664,
-0.019911615,
0.017115893,
-0.03941842,
-0.0385835,
0.041290667,
0.0006447714,
0.031423412,
-0.003766635,
-0.006729974,
0.025806667,
0.053586785,
-0.065123886,
0.023694063,
0.015496651,
0.037166663,
-0.062037203,
0.0049273027,
0.014003912,
-0.033700474,
-0.044503853,
0.022707338,
0.011676252,
-0.010297366,
0.014838834,
0.035319716,
0.018292373,
0.003364987,
0.027223505,
-0.04091116,
-0.024149476,
0.0886535,
0.00697033,
0.009152512,
0.004266323,
0.02474404,
0.00812151,
0.06527569,
0.025730766,
0.031221008,
0.06760335,
0.041720778,
0.0073308647,
-0.0049715787,
-0.0056483713,
0.037596773,
0.037242565,
0.034914903,
0.017950814,
0.041872583,
0.007893804,
0.010132913,
-0.011397945,
-0.04134127,
-0.017508052,
0.063049234,
-0.035294414,
0.011853357,
-0.04207499,
-0.045414675,
-0.004408639,
0.05128443,
-0.015623154,
-0.07428272,
-0.018014066,
0.022492282,
0.03208123,
0.00638209,
-0.0091019105,
0.049310975,
0.032941453,
0.019418253,
-0.004332737,
-0.038760602,
-0.058798723,
-0.04480746,
-0.07155025,
0.004712247,
-0.02197362,
-0.01703999,
-0.0041461447,
-0.06532629,
-0.020607384,
-0.02358021,
-0.029955976,
0.019620657,
-0.042353295,
0.032663144,
-0.0028652991,
-0.005164496,
-0.024617538,
0.013675004,
-0.0129792355,
0.023757314,
-0.02742591,
0.00434855,
-0.017710458,
-0.028716244,
0.019532105,
0.032663144,
-0.011271441,
0.016850237,
-0.0173942,
-0.025389208,
0.019823063,
-0.036888354,
-0.006315676,
0.022517582,
-0.034839,
0.03329566,
0.031752322,
-0.01430752,
0.019228498,
0.078280225,
-0.057027675,
0.060114354,
0.010948858,
-0.017887563,
-0.049741086,
0.03944372,
0.008943781,
-0.021189298,
-0.0005929841,
-0.032359537,
-0.061278187,
-0.014509926,
0.02167001,
-0.02861504,
-0.009108236,
0.049690485,
-0.009120886,
-0.0810633,
0.028690942,
-0.017647207,
-0.08789448,
-0.010866631,
-0.035041407,
0.015319547,
0.026186178,
0.027071701,
-0.020063419,
0.0026565688,
0.00007180049,
0.038406394,
0.020733887,
-0.036584746,
0.021859765,
0.04946278,
0.039595526,
-0.009576297,
0.042049687,
0.005136033,
-0.0054428033,
0.0017568142,
0.016850237,
0.05748309,
0.010727477,
-0.018254422,
0.006609796,
0.006322001,
-0.03511731,
0.022972994,
0.027274106,
0.031398114,
0.032561943,
0.03402938,
0.008956431,
0.019595357,
0.020582082,
-0.015180393,
0.020594733,
0.011682577,
0.031221008,
-0.09356182,
0.034434192,
0.000053912136,
-0.04010154,
0.012302443,
-0.017912863,
-0.019392952,
0.07853323,
-0.010531398,
0.06694553,
-0.060519166,
0.020835089,
0.039165415,
0.068210565,
-0.0154587,
0.015420749,
0.031777624,
0.0017694646,
0.01623037,
-0.03559802,
-0.0053827143,
-0.004984229,
0.012612376,
-0.018380925,
0.012353045,
-0.051916942,
-0.03246074,
0.021606758,
0.02007607,
0.04561708,
0.0080266325,
0.05642046,
-0.03200533,
0.02899455,
0.03407998,
0.00094482134,
-0.01315634,
-0.038836505,
0.026059674,
0.014724981,
-0.011511798,
-0.02278324,
0.0055756317,
-0.023301903,
0.030765597,
0.0033934503,
0.02207482,
-0.07079123,
-0.0426063,
-0.026084974,
0.0024225377,
-0.021417005,
-0.014484624,
-0.05100612,
0.043542426,
0.03901361,
-0.017052641,
-0.010000084,
-0.03127161,
0.0032353213,
0.032511342,
-0.03010778,
-0.08723666,
0.021126047,
-0.04288461,
-0.06669252,
0.028387334,
-0.0058065,
0.009222088,
0.019620657,
-0.041923184,
0.022100123,
0.013029837,
0.0020367026,
-0.0022549208,
0.0138774095,
-0.02628738,
-0.0174448,
-0.005550331,
-0.004082893,
-0.0074383924,
0.035041407,
-0.05652166,
0.028488537,
-0.016546628,
0.017318299,
-0.017292997,
0.0051233824,
0.0017425825,
0.010246765,
0.0024478384,
-0.03521851,
-0.008602222,
0.059760146,
-0.015104491,
-0.0462496,
0.04688211,
0.040228043,
-0.009184138,
0.022960344,
-0.01392801,
-0.00850102,
-0.008589572,
0.028437937,
-0.02130315,
-0.009291666,
-0.026970498,
-0.013953311,
0.0037255215,
-0.012245517,
-0.008361867,
-0.023441056,
0.020936292,
-0.003972203,
-0.026616288,
-0.014256919,
-0.029399361,
-0.032688446,
0.009380218,
-0.01974716,
0.008918481,
-0.01101211,
-0.017659858,
-0.011410595,
-0.023858517,
-0.04222679,
-0.037723277,
-0.03400408,
0.012422621,
0.024149476,
0.036787152,
0.05062661,
-0.06274562,
-0.025250053,
0.009905206,
0.030259583,
-0.018735135,
-0.0018058342,
-0.0066224462,
-0.010670551,
0.021821816,
-0.015888812,
0.020303775,
-0.007501644,
0.028286131,
0.020809788,
-0.027198203,
-0.012511174,
-0.022909744,
-0.04063285,
0.024579586,
-0.022125423,
-0.08678125,
-0.017963465,
0.01700204,
-0.042631604,
-0.004810287,
0.05100612,
-0.02164471,
0.005550331,
-0.031398114,
0.005408015,
-0.031549916,
0.0035832052,
-0.01626832,
-0.013624403,
0.0028146978,
0.026363282,
0.031549916,
-0.01697674,
0.0132448925,
-0.059608344,
0.001293496,
-0.0174195,
-0.010525072,
0.006337814,
-0.024516335,
0.014547876,
0.02826083,
0.023112148,
-0.008077234,
-0.018064667,
-0.02125255,
0.016432775,
0.033801675,
-0.07929225,
-0.009576297,
0.030310184,
-0.017077941,
0.018279724,
0.0021126047,
-0.014750281,
0.06107578,
-0.050879616,
0.008836254,
-0.031524617,
-0.036863055,
-0.04285931,
0.028766844,
0.04559178,
-0.022036871,
-0.010328992,
0.0026107114,
0.029272858,
-0.0059551415,
0.010651575,
-0.06036736,
-0.047413427,
-0.048045944,
-0.03903891,
0.002141068,
-0.037267864,
-0.017735759,
-0.009538347,
0.018633932,
0.03167642,
-0.04179668,
0.03827989,
0.041113563,
0.03205593,
-0.028665641,
-0.016306272,
-0.0012436853,
0.017659858,
-0.0064959433,
-0.0030677044,
-0.026186178,
-0.038836505,
-0.008589572,
-0.05057601,
-0.05171454,
-0.034231786,
-0.016824935,
0.06325164,
-0.043112315,
0.019924266,
-0.0061670346,
0.0028447423,
-0.010392244,
0.03787508,
-0.018848987,
0.008507345,
0.03008248,
0.0002715867,
0.0094118435,
0.004108194,
0.019127294,
-0.032359537,
-0.050019395,
0.0734225,
-0.009816654,
-0.03314386,
0.018532729,
0.047033917,
-0.002870043,
-0.008045608,
0.038887106,
0.026439184,
-0.00986093,
0.007254963,
-0.0193297,
0.01662253,
0.002466814,
-0.011790105,
-0.0145858275,
-0.044680957,
0.0144087225,
0.04437735,
0.008380841,
-0.03871,
0.028058426,
0.03709076,
0.011303067,
0.05181574,
-0.028058426,
-0.024921145,
-0.015749658,
-0.007027257,
0.01616712,
-0.019051393,
-0.023795266,
0.022479631,
0.031929426,
0.046224296,
-0.03790038,
-0.026894595,
0.04480746,
-0.027678916,
-0.04523757,
-0.010221465,
0.049007367,
-0.002582248,
0.003690733,
-0.040126838,
0.023339855,
0.019532105,
0.03673655,
0.014155717,
-0.07473814,
0.014724981,
-0.05561084,
-0.019595357,
-0.03906421,
-0.011499148,
-0.024440432,
0.052372355,
-0.017950814,
-0.0047786613,
-0.0016571928,
0.032713745,
-0.05566144,
-0.028817445,
-0.037748575,
-0.009449795,
-0.03362457,
-0.021771213,
-0.0056515336,
0.0075901966,
-0.0039690402,
0.013055137,
0.0059583043,
0.016053265,
0.028969249,
0.023289252,
-0.0022201324,
0.011948234,
-0.03402938,
0.013763556,
-0.010316342,
0.029702969,
-0.0016208232,
0.015964713,
0.013801507,
-0.033118557,
-0.019468853,
-0.019076694,
0.013852108,
-0.043061715,
0.007299239,
0.037976284,
-0.018203821,
0.002174275,
-0.011606676,
0.00045620243,
-0.044124343,
-0.046907414,
0.018798387,
-0.002604386,
-0.018558031,
0.013017187,
0.03661005,
0.057685494,
0.025174152,
0.028286131,
0.02740061,
0.058596317,
-0.0056230705,
0.007811577,
0.0070905085,
-0.0028684617,
0.04207499,
-0.04202439,
0.010278391,
0.056724068,
-0.02628738,
0.024364531,
0.006344139,
-0.036407642,
-0.048045944,
0.018127918,
0.051360328,
0.028893348,
-0.008519995,
-0.01974716,
-0.007564896,
-0.016280971,
-0.032233033,
0.0127135785,
-0.03992443,
-0.02818493,
0.018583331,
-0.01816587,
0.017710458,
-0.012144314,
-0.005151846,
-0.03790038,
0.00357688,
0.04093646,
0.004408639,
0.05444701,
-0.013700305,
0.018077318,
-0.052271154,
-0.032739047,
0.01782431,
0.03357397,
-0.05373859,
-0.03602813,
0.0039089513,
0.04334002,
-0.0092790155,
-0.02740061,
-0.062948026,
0.03324506,
0.023516959,
0.008842579,
0.024857894,
0.013004537,
-0.039317217,
0.0124479225,
-0.009082935,
-0.014800883,
0.012093713,
0.031575218,
0.008368191,
0.020607384,
-0.04010154,
-0.0346872,
0.037773877,
-0.03008248,
0.03051259,
0.004136657,
0.025351256,
0.017356249,
0.0027988849,
-0.017710458,
0.028109027,
0.04404844,
0.010689527,
-0.027906623,
0.04554118,
0.04364363,
-0.025174152,
0.017406851,
0.069728605,
-0.019456204,
-0.009133536,
0.040025637,
0.009709126,
-0.02241638,
-0.01621772,
0.00019301633,
0.02512355,
-0.023681413,
0.013004537,
0.0012057343,
-0.025439808,
0.014826183,
-0.04207499,
-0.030714994,
-0.031828225,
0.020417629,
0.021606758,
0.0053605763,
0.022315178,
0.0074067665,
0.033826977,
0.036205236,
0.024794642,
0.016698431,
0.03435829,
0.0065528695,
-0.016002664,
-0.054396406,
-0.018684534,
-0.05556024,
0.0011227166,
-0.0035420917,
-0.06608531,
0.020025468,
0.0025506222,
-0.027982524,
0.05067721,
-0.045085765,
-0.04290991,
-0.04688211,
-0.0047881487,
-0.037773877,
0.010310017,
0.059254132,
-0.03392818,
-0.024655487,
0.02821023,
-0.056268655,
0.024630187,
0.043542426,
0.043542426,
0.015142442,
0.08414998,
0.0308921,
0.031904124,
0.010904582,
0.015521952,
0.006005743,
-0.022960344,
0.014623778,
-0.0079823565,
-0.0070841834,
-0.024339229,
-0.01626832,
-0.004879864,
0.020999543,
-0.03134751,
-0.022568185,
0.041923184,
0.023099497,
-0.025705466,
-0.0016888187,
0.062948026,
0.0020082395,
0.00870975,
0.021910368,
0.013814158,
-0.05682527,
0.005262536,
-0.057837296,
0.03364987,
0.005809663,
-0.05095552,
-0.009879906,
-0.053283177,
0.005664184,
0.008640174,
-0.020265825,
-0.05297957,
0.031853523,
0.023643462,
0.014876785,
0.024098873,
-0.04096176,
0.021910368,
0.07099364,
0.05991195,
-0.0018010903,
0.07190446,
0.039899133,
-0.00043445968,
-0.018583331,
0.021707961,
0.009993759,
-0.008595898,
-0.02049353,
-0.008039283,
0.0135232,
-0.030057177,
-0.03402938,
0.023871168,
0.044352047,
0.021530857,
-0.048096545,
-0.017874913,
0.011771129,
-0.054953024,
0.012422621,
-0.03296675,
0.0426063,
-0.0016152887,
-0.013991262,
-0.019114645,
-0.027906623,
0.17558654,
0.0694756,
0.051663935,
0.010151887,
0.022087472,
0.007767301,
0.03762207,
-0.03334626,
0.0029601767,
-0.019683909,
0.035420917,
-0.014358122,
0.0057527362,
0.012043112,
0.008058258,
0.027754819,
-0.0154587,
0.020936292,
-0.01970921,
-0.028437937,
-0.0426063,
0.021454955,
-0.036964256,
-0.013561151,
0.015433399,
-0.028286131,
0.005724273,
-0.023694063,
0.037647374,
0.0014951106,
-0.014826183,
-0.052018147,
0.03165112,
-0.0050126924,
-0.029146355,
0.039241314,
0.00084203744,
-0.052271154,
0.0071031586,
-0.028412635,
-0.0386088,
-0.009392868,
0.025325956,
-0.01315634,
-0.017988766,
0.07382731,
0.008140486,
-0.021530857,
0.0049494407,
-0.057280682,
0.06431426,
-0.03058849,
0.032030627,
-0.027375309,
-0.056572262,
-0.04169548,
0.0044971914,
-0.05748309,
-0.038178686,
0.020657985,
0.030968001,
0.04364363,
-0.022922393,
-0.015724357,
-0.030006576,
0.011233491,
0.048020642,
-0.011688902,
-0.018532729,
0.04364363,
0.02815963,
0.015661106,
-0.021417005,
-0.00078708754,
0.020367026,
0.012264492,
0.00061591284,
0.02818493,
0.00031289793,
-0.027501812,
0.017255047,
-0.036078732,
-0.041771382,
0.00022988017,
0.043491825,
0.08445358,
-0.042581003,
0.043972537,
-0.03911481,
0.0502471,
0.0091904625,
0.0193297,
0.01660988,
-0.04331472,
0.029627066
] | YOSO Attention Algorithm. Taken from the original paper.
Resources
Text classification task guide
Token classification task guide
Question answering task guide
Masked language modeling task guide
Multiple choice task guide |
[
0.014806424,
-0.009648611,
-0.019548178,
-0.0048903464,
-0.03497539,
0.00809004,
0.013723349,
0.016576327,
0.027790112,
0.07967204,
0.02489751,
0.020142548,
0.0544179,
-0.0070730066,
-0.0585917,
0.027975028,
-0.0062111695,
-0.042900328,
-0.031118587,
0.0056167995,
0.013987514,
0.011260015,
-0.08537799,
-0.019997258,
-0.028080694,
0.025267342,
-0.04937236,
0.010989246,
0.03566222,
0.032492243,
-0.013961098,
-0.015585709,
0.006072483,
-0.020670878,
-0.055157565,
-0.022163408,
0.027975028,
-0.007687189,
-0.008882534,
-0.08463833,
0.019363264,
-0.013776182,
0.018993434,
-0.034552727,
-0.049530856,
-0.026337208,
-0.015466835,
-0.020974668,
-0.0074230246,
-0.04041718,
0.003919542,
0.0062739085,
0.0338659,
-0.017857525,
0.032941323,
-0.026799496,
-0.0023262992,
-0.01178174,
-0.052014004,
-0.015704583,
-0.00073842256,
0.061497513,
-0.03183183,
-0.041421004,
0.00022020594,
0.027473116,
0.004388434,
-0.020195382,
-0.012811982,
-0.028133526,
-0.005904078,
0.023074776,
-0.003526597,
-0.041130424,
-0.025254134,
0.0029553412,
0.064086325,
0.016021581,
0.017500903,
0.04818362,
-0.023325732,
0.05420657,
0.03333757,
-0.015915915,
-0.02847694,
-0.055527393,
0.019125516,
-0.03407723,
-0.020723712,
-0.026033418,
-0.008420246,
0.028529774,
-0.016985781,
0.011887406,
0.027261784,
0.008558932,
0.02900527,
0.0025822087,
0.03357532,
0.008572141,
0.034711223,
0.0099524,
0.012765753,
0.000018509578,
-0.05621422,
-0.005365843,
0.021886036,
0.008605161,
-0.0067295926,
-0.061022017,
-0.02483147,
-0.008294768,
0.011847781,
-0.008301372,
-0.011623241,
0.008790076,
0.034420643,
0.031752583,
-0.014251679,
-0.038515195,
-0.011431722,
-0.004609672,
0.0074164206,
-0.05050827,
-0.01834623,
-0.009305197,
0.006993757,
0.063241,
-0.055527393,
-0.017989608,
0.0070730066,
0.0016023233,
0.043930568,
0.037035875,
0.016880115,
0.0062673045,
0.026456082,
0.008037207,
0.042821076,
-0.042451248,
0.044564564,
-0.00048622792,
0.022321906,
0.08595915,
-0.005144605,
-0.013934681,
-0.022308698,
0.025491882,
-0.059120033,
-0.001961422,
-0.008189102,
-0.009787298,
0.005960213,
-0.017566944,
0.02051238,
-0.0012646879,
-0.009166511,
0.03706229,
0.058274705,
0.014740383,
-0.008109853,
0.014898882,
-0.047232624,
0.017183905,
-0.037273623,
0.027842946,
0.0007611242,
-0.005831433,
0.026257958,
-0.020036884,
0.016906533,
-0.013102563,
-0.0038667088,
-0.00043009294,
0.02491072,
-0.006062577,
0.041421004,
0.006577698,
0.013749766,
0.014661134,
-0.031858247,
0.024844678,
0.04057568,
0.0199048,
0.018359438,
0.006706478,
-0.03505464,
0.0029553412,
-0.018438688,
-0.015612126,
0.047443956,
0.057323713,
-0.00074626494,
0.007924938,
-0.013399748,
0.007740022,
-0.04585897,
-0.010645832,
-0.02110675,
-0.0022288887,
-0.043639988,
0.03608488,
-0.04168517,
0.013591267,
-0.017923566,
-0.043270156,
0.009311801,
0.045726888,
-0.04226633,
0.03973035,
0.039017107,
-0.02094825,
-0.08685731,
-0.0071390476,
0.0335489,
-0.05674255,
-0.024263516,
0.033733815,
-0.0038931253,
0.020406714,
0.0045964634,
0.040654927,
0.048236452,
-0.00839383,
-0.015017756,
-0.0016188335,
0.015347961,
0.0462288,
-0.014740383,
0.04802512,
0.013333707,
0.018002816,
-0.005240365,
0.0756039,
0.023404982,
0.000021102209,
0.04966294,
0.055844393,
0.011438326,
-0.0043587154,
0.01245536,
0.040998343,
-0.00020090955,
0.040734176,
0.005134699,
0.01536117,
-0.003519993,
-0.00415729,
0.000144465,
-0.035239555,
-0.035371635,
0.05927853,
0.0044808914,
0.001184613,
-0.044538148,
-0.03751137,
-0.02237474,
0.0711131,
-0.04147384,
0.0013967701,
0.06545998,
0.013657308,
0.030061929,
-0.013254457,
-0.002892602,
0.04311166,
0.02401256,
-0.027393866,
0.019891592,
-0.056531217,
-0.02661458,
-0.037009455,
-0.04651938,
-0.005996536,
-0.04062851,
0.0047681704,
0.047443956,
-0.05531606,
0.0004239016,
-0.0018111784,
0.016417827,
-0.010976038,
-0.010058066,
0.03973035,
-0.025439048,
-0.027842946,
-0.03288849,
-0.004903555,
-0.04741754,
0.009992025,
-0.016100831,
0.025782462,
-0.0015676516,
-0.040522847,
0.020670878,
-0.0051082824,
-0.03645471,
0.01468755,
-0.008070228,
-0.0070135696,
-0.05101018,
-0.026350416,
-0.019323638,
0.015929123,
-0.013155396,
0.030167595,
0.020155758,
-0.034050815,
0.034843307,
0.08949896,
0.0016832236,
0.06831296,
0.028344858,
0.0021744047,
-0.023087984,
0.048738364,
0.021238832,
-0.0034011188,
-0.03645471,
-0.035160303,
-0.06123335,
0.0044775894,
-0.01349881,
-0.009945796,
-0.0055606645,
0.045991052,
0.02319365,
-0.07882671,
0.03629621,
-0.021410538,
-0.06836579,
-0.02252003,
-0.022123784,
0.006178149,
0.01536117,
0.047047712,
-0.06746763,
-0.035530135,
-0.000780111,
0.019323638,
-0.014357344,
0.014251679,
0.009708048,
0.010242981,
-0.003526597,
0.0021777067,
0.05391599,
-0.03624338,
-0.0030824703,
-0.033363987,
0.000023088603,
0.008182498,
-0.01215157,
-0.0003784983,
0.0020621347,
0.032862075,
-0.049266692,
0.035873547,
0.050085604,
0.010876976,
-0.011530784,
0.030458175,
-0.024329558,
0.0024732407,
0.017421653,
-0.046730712,
0.015770625,
0.030590257,
0.040813427,
-0.030801589,
0.029533599,
-0.019416096,
-0.030220427,
0.018293398,
-0.017117864,
-0.006775821,
0.055950057,
0.011147745,
0.062607005,
-0.019957634,
-0.024963552,
0.036322627,
-0.010084483,
0.028212776,
0.026588164,
0.008525912,
-0.011180766,
-0.037405703,
-0.07084894,
-0.02446164,
-0.017487695,
-0.0015981956,
0.012792169,
-0.015295128,
-0.029216602,
-0.0210275,
0.03526597,
0.01834623,
0.012686504,
0.05674255,
0.004097853,
-0.0040086973,
0.035530135,
0.0008407863,
0.0035926383,
0.014740383,
-0.030431759,
0.023471022,
0.008624974,
0.021714328,
-0.036666043,
-0.0059734215,
-0.013426164,
0.041579504,
-0.001961422,
0.00357943,
-0.06250134,
-0.037326455,
0.0013530179,
0.029533599,
-0.022863444,
-0.010355251,
-0.040153015,
0.0401266,
0.02639004,
-0.040839843,
-0.028873188,
-0.03296774,
0.004391736,
0.02296911,
-0.040549263,
-0.034631975,
-0.027314616,
-0.024210684,
-0.062078673,
0.030431759,
0.024038976,
0.0056993505,
0.014225262,
-0.031462,
-0.0041209674,
0.010659041,
0.00087421964,
0.00346716,
-0.012547817,
-0.024316348,
-0.0050620534,
0.002076994,
-0.033839483,
-0.008902346,
0.032095995,
-0.036137715,
-0.03505464,
-0.03584713,
-0.015387586,
-0.02505601,
0.011702491,
0.032043163,
0.01200628,
-0.019402888,
-0.011887406,
-0.008955179,
0.018623602,
-0.03539805,
-0.03759062,
0.06413916,
-0.00062656536,
0.010936413,
0.038647275,
0.00010700729,
-0.007918333,
0.019495346,
0.026125876,
-0.03489614,
0.0068946956,
0.0064522196,
0.020076508,
0.007858896,
-0.024144642,
0.008816493,
-0.06297684,
0.035450887,
-0.02908452,
-0.051406424,
-0.004728546,
-0.05563306,
-0.05838037,
0.020248214,
0.005147907,
0.0027456605,
-0.006191357,
0.0070862146,
-0.006987153,
-0.014449802,
-0.067361966,
-0.056108557,
-0.024567306,
0.009503321,
0.024567306,
0.010758102,
0.04107759,
-0.027552364,
-0.052991413,
0.009542945,
0.012726128,
0.015876291,
0.0020918532,
0.028529774,
0.00752869,
0.028529774,
-0.016721617,
0.012290257,
-0.024580514,
-0.011966655,
-0.002185962,
-0.011933635,
0.023827644,
-0.04419473,
-0.03922844,
0.034948975,
0.022678528,
-0.078351215,
0.0046360884,
0.030801589,
-0.0189406,
0.014291303,
0.027076868,
-0.0032690365,
-0.036216963,
-0.0036058463,
-0.022797402,
-0.052251752,
0.012778961,
-0.029137352,
-0.02773728,
-0.012963876,
0.021529412,
0.048130784,
-0.055685893,
0.0026746662,
-0.040205847,
0.009873151,
-0.021529412,
-0.0252013,
0.007337171,
0.010474125,
-0.015678167,
0.06392783,
-0.008420246,
0.0019795832,
0.0024385692,
-0.003704908,
-0.023827644,
-0.0074428366,
-0.062395673,
0.00544179,
0.025214508,
0.014251679,
-0.027525948,
0.021040708,
-0.035081055,
0.011088308,
-0.048791196,
0.007621148,
-0.005478113,
-0.0013992467,
-0.027922196,
0.022269074,
0.03706229,
-0.023695562,
0.0069079036,
0.013181812,
0.04295316,
-0.015651751,
0.02736745,
-0.058433205,
-0.0061451285,
-0.025254134,
-0.032465827,
0.03206958,
-0.027182534,
-0.0044941,
0.021753952,
0.028424108,
0.06567131,
-0.038409527,
0.021978492,
0.059754025,
0.011306244,
0.005656424,
-0.034130063,
0.031039337,
0.04033793,
-0.017910358,
-0.005715861,
0.053044245,
-0.02244078,
-0.014766799,
0.009899568,
-0.05621422,
-0.017910358,
-0.01040148,
0.058855865,
0.016946157,
0.026786288,
0.024871094,
-0.065565646,
-0.0047054314,
0.027895778,
-0.02110675,
-0.005243667,
0.043956984,
0.006069181,
0.029243018,
0.046123136,
0.017434862,
-0.02080296,
-0.015097005,
0.050825264,
0.012356298,
-0.034394227,
0.013538434,
0.027790112,
-0.033601735,
-0.07370192,
-0.024501264,
0.011537388,
0.0023890384,
0.007330567,
-0.013934681,
-0.005590383,
-0.025967378,
0.012607254,
-0.041130424,
-0.01454226,
0.007905125,
-0.000058301946,
-0.02781653,
-0.057006717,
-0.008222123,
0.078034215,
-0.0025079125,
0.010381668,
-0.035133887,
0.0019333544,
-0.027314616,
0.0012977085,
0.02409181,
-0.0041308734,
0.047021296,
0.028793938,
0.01640462,
0.06778463,
-0.0051049804,
0.02990343,
0.020155758,
-0.0015709538,
-0.040734176,
0.015770625,
0.04250408,
-0.025756046,
0.010982642,
-0.008222123,
0.021040708,
0.022770986,
0.013043126,
0.006518261,
-0.05621422,
0.028899604,
-0.022903068,
0.0074956696,
0.00520074,
-0.015229087,
-0.016906533,
0.011867593,
-0.018808518,
-0.0077334177,
-0.0013654006,
0.008605161,
-0.002659807,
-0.027605198,
-0.02579567,
-0.0056399135,
-0.030616675,
-0.0045205164,
-0.04435323,
0.020670878,
0.0061550345,
-0.0073767956,
-0.023986144,
-0.025082426,
0.005838037,
0.036930207,
0.006987153,
-0.0012225866,
0.00839383,
0.046598632,
-0.00079414475,
-0.0036223568,
-0.00044082463,
0.039096355,
0.020565212,
-0.020168966,
-0.0051181884,
-0.03521314,
0.02900527,
-0.028899604,
-0.0015767323,
0.031409167,
-0.035477303,
-0.04279466,
0.00020163186,
0.018597186,
-0.05050827,
-0.024871094,
-0.038964275,
-0.0014661134,
0.0068550706,
0.03534522,
-0.037669867,
0.065565646,
0.021080334,
-0.0016237866,
0.00002099902,
0.04266258,
0.03125067,
-0.012534609,
-0.0008866023,
-0.005478113,
-0.002017557,
-0.019851968,
0.051776256,
0.090185784,
-0.015797041,
0.048130784,
0.012574234,
0.0033763535,
-0.049187444,
0.026852328,
0.009503321,
0.03690379,
0.0044181524,
-0.00842685,
-0.014383761,
0.032333743,
-0.00438183,
0.0030279865,
-0.0055177375,
-0.027552364,
0.014225262,
-0.02892602,
-0.016431037,
-0.04390415,
0.020261424,
-0.014079972,
-0.007350379,
0.029982679,
0.023761604,
0.046043884,
0.013373331,
0.005610195,
-0.10297135,
-0.012369506,
0.026178708,
-0.017197113,
-0.03730004,
-0.010645832,
0.05124793,
0.04519856,
-0.006716384,
0.010817539,
-0.031884663,
0.0338659,
0.00958257,
0.014859257,
-0.021661496,
0.014766799,
-0.03109217,
0.03629621,
-0.056425553,
0.004097853,
-0.015176254,
0.03817178,
0.030352509,
0.0015544434,
-0.038066115,
-0.0073635876,
-0.005715861,
-0.021859618,
0.005765392,
0.039994515,
-0.020631254,
0.0046360884,
-0.011610033,
0.0041804044,
0.08479683,
0.074547246,
0.038568027,
-0.02370877,
0.030907255,
-0.0041275714,
-0.053308412,
-0.037405703,
0.064086325,
-0.027182534,
-0.01857077,
0.043639988,
-0.0033598433,
0.01924439,
0.0031353033,
-0.0019861874,
0.016549911,
-0.0038336883,
-0.014357344,
-0.040285096,
-0.005943703,
0.035081055,
-0.06302967,
-0.05526323,
-0.023272898,
0.004969596,
0.029586433,
0.03452631,
-0.0010839002,
-0.011880802,
0.037009455,
0.018557562,
0.009206136,
0.014674342,
-0.011497763,
0.031567667,
-0.014132804,
-0.0011326056,
-0.030616675,
-0.0293751,
-0.023272898,
-0.02542584,
-0.029877013,
0.014106388,
0.002420408,
-0.034050815,
0.017659402,
-0.04525139,
0.0252013,
-0.06582981,
-0.010447709,
-0.02720895,
-0.005144605,
0.06297684,
-0.03669246,
0.00089320645,
0.05101018,
-0.0026977807,
-0.019931218,
0.01431772,
0.08152119,
-0.0005745579,
0.011920426,
-0.006075785,
-0.0005997361,
-0.010097691,
0.020195382,
0.009608987,
-0.018161314,
0.023616312,
-0.017566944,
-0.017514111,
-0.016166871,
-0.02370877,
-0.009859943,
0.03376023,
-0.017355612,
-0.02945435,
0.011940239,
0.031224253,
-0.025293758,
0.043270156,
0.06107485,
-0.008519308,
0.010117503,
0.0053856554,
-0.017236738,
-0.033945147,
0.007006965,
-0.05964836,
0.019601012,
0.006366366,
0.006653645,
0.00004826679,
-0.008156082,
-0.006993757,
0.023946518,
-0.01025619,
-0.03019401,
0.04593822,
0.025254134,
-0.004682317,
0.02929585,
-0.027631614,
0.003870011,
0.026271166,
0.07988337,
-0.02810711,
0.028133526,
0.031039337,
-0.00715886,
0.013908265,
0.06630531,
0.023061568,
0.030695923,
0.012402527,
-0.013221437,
-0.007647564,
-0.03526597,
-0.010949622,
-0.020631254,
0.04324374,
0.0064390115,
-0.039624687,
-0.0010599603,
0.00029223206,
-0.08754414,
0.005900776,
-0.048077952,
0.0502441,
-0.027975028,
-0.01931043,
0.04311166,
-0.056795385,
0.19907442,
0.07724172,
0.06382216,
0.03296774,
-0.0008350077,
0.01879531,
0.00092044845,
-0.039096355,
0.0085061,
-0.059384197,
0.026086252,
-0.046043884,
0.011656262,
0.045911804,
-0.01025619,
0.053123496,
-0.07396608,
-0.014529051,
0.0052931975,
-0.032465827,
-0.069739446,
0.010520354,
-0.0035034826,
0.029507183,
-0.020142548,
0.022269074,
0.024223892,
-0.026786288,
0.043719236,
0.008274956,
0.005719163,
-0.031805415,
0.050666764,
0.031805415,
-0.042160667,
0.011662866,
-0.026720246,
-0.02460693,
0.02654854,
0.00086513895,
-0.0077136056,
0.02207095,
0.008043812,
-0.06392783,
-0.042926744,
0.030352509,
-0.003239318,
-0.0051545114,
0.036428295,
-0.038726527,
0.03505464,
-0.0013373331,
0.03809253,
-0.064297654,
-0.07824554,
0.0074230246,
0.009892963,
-0.05272725,
-0.043217324,
-0.0026432967,
0.014436594,
0.042055,
-0.0063399496,
-0.00752869,
-0.046123136,
0.046572216,
0.017421653,
0.060863517,
-0.014713966,
0.0002534329,
0.05034977,
0.007588127,
-0.018478312,
0.00300157,
0.011702491,
-0.039334103,
-0.024778636,
0.0045238184,
0.0035398053,
-0.047813788,
0.034922555,
0.007218297,
-0.029612849,
-0.03489614,
0.014766799,
0.059384197,
-0.03825103,
0.020301048,
-0.0013067891,
0.025188092,
-0.0047714724,
0.013776182,
-0.020908626,
-0.011174161,
0.014885673
] | YosoConfig
[[autodoc]] YosoConfig
YosoModel
[[autodoc]] YosoModel
- forward
YosoForMaskedLM
[[autodoc]] YosoForMaskedLM
- forward
YosoForSequenceClassification
[[autodoc]] YosoForSequenceClassification
- forward
YosoForMultipleChoice
[[autodoc]] YosoForMultipleChoice
- forward
YosoForTokenClassification
[[autodoc]] YosoForTokenClassification
- forward
YosoForQuestionAnswering
[[autodoc]] YosoForQuestionAnswering
- forward |
[
0.025037885,
-0.010052332,
-0.05284981,
-0.011432203,
0.03463264,
0.013398342,
-0.0011296361,
-0.0074141305,
0.020190459,
0.031172236,
-0.015114245,
0.00095357734,
0.038607817,
-0.026453504,
-0.026038827,
0.039408572,
0.006634825,
-0.02775473,
-0.04203962,
0.025295269,
0.009623355,
0.008064744,
-0.051191103,
-0.060742963,
-0.03606256,
0.02016186,
0.0054730154,
-0.029156052,
0.06909369,
0.10003714,
-0.023722358,
-0.023579367,
-0.008987042,
-0.016601361,
-0.0057411254,
-0.031858597,
-0.010166725,
0.014220546,
-0.03626275,
-0.045528624,
-0.003907254,
-0.024365822,
0.00170071,
-0.042525794,
-0.04438469,
-0.001572911,
-0.02846969,
-0.015600418,
-0.023994043,
-0.0062737702,
-0.0076786657,
0.028727075,
-0.005022591,
-0.019060822,
-0.03214458,
-0.025352467,
0.0059341644,
0.020934016,
-0.035233207,
-0.02017616,
-0.0023093193,
0.05602423,
0.015343032,
-0.01891783,
0.015428827,
0.02333628,
-0.0062487465,
0.042754583,
0.010495607,
-0.013405492,
-0.060399782,
0.049589597,
-0.034804232,
-0.003835758,
-0.022878706,
0.061086144,
0.029399138,
0.002025123,
0.0090084905,
0.0067098956,
-0.01715903,
0.0037356636,
0.0036891913,
0.025009286,
-0.023593666,
-0.008415074,
0.044642076,
-0.010938881,
-0.028541185,
0.011646691,
-0.014184798,
0.02087682,
-0.04787369,
0.021448787,
0.041467655,
0.036691725,
-0.038064446,
0.01203277,
0.019075122,
-0.02861268,
0.00012969814,
0.10815908,
-0.038607817,
0.03817884,
-0.014971253,
0.014885458,
0.022778612,
-0.024508813,
-0.04329795,
-0.031629812,
0.026010228,
0.004228986,
-0.013548484,
0.018074177,
0.03995194,
0.012840673,
-0.0005567748,
0.0014209822,
-0.037606873,
-0.03094345,
0.057053775,
-0.028426792,
0.011003228,
-0.031029245,
0.009937938,
-0.030628867,
-0.013670027,
0.022235243,
0.036863316,
-0.034375254,
-0.0027954918,
0.008379326,
0.009508962,
0.02104841,
-0.010231071,
-0.0067241946,
0.034060672,
0.007743012,
0.050533343,
-0.01271913,
-0.011203417,
0.0015827417,
0.02244973,
0.08224895,
0.023722358,
-0.0001761705,
0.0076786657,
-0.04101008,
-0.032830942,
-0.0008132665,
-0.0037678368,
0.015757708,
0.0031690584,
0.009702002,
0.008751105,
-0.001210069,
-0.013412641,
0.027626038,
0.017216226,
0.043784123,
0.0035050893,
0.012826375,
-0.03251636,
0.042640187,
0.0035998214,
0.03248776,
0.0051119607,
-0.018117076,
0.020891119,
-0.015343032,
0.0052370788,
0.021191401,
-0.03134383,
-0.0020912567,
0.050819326,
-0.004228986,
0.03483283,
0.015414529,
-0.006684872,
0.0009821757,
-0.03428946,
-0.0038429077,
0.023121793,
0.0335745,
-0.018932128,
-0.026067426,
0.017430713,
-0.013391193,
-0.028584084,
0.036720324,
-0.025037885,
0.034861427,
0.016715754,
0.019804379,
-0.045357034,
-0.023722358,
-0.0036319946,
0.019861577,
0.010016584,
-0.00936597,
-0.0265107,
0.008994191,
-0.037235092,
0.04721593,
-0.0030367908,
-0.029942507,
-0.03231617,
0.032773748,
0.034546845,
-0.009344522,
0.044413287,
-0.0061450773,
-0.037778463,
-0.0075642723,
-0.0123688,
-0.032087386,
0.03148682,
0.07978949,
-0.0137272235,
0.0069422573,
0.035290405,
0.0037070652,
0.04223981,
0.0036999157,
0.06617666,
0.004193238,
-0.019303909,
0.020419246,
0.004028797,
0.045700215,
0.019704286,
0.045671616,
0.024851995,
-0.009501813,
-0.030114098,
0.047787897,
0.015471725,
0.036291346,
0.026725188,
0.018932128,
0.04807388,
0.00023504296,
0.009458915,
-0.0018910681,
-0.03903679,
0.025166577,
-0.037807062,
-0.024365822,
-0.025295269,
0.03554779,
-0.0022610596,
0.014384986,
0.0371207,
-0.017974084,
-0.049360808,
-0.00027615312,
0.017730998,
0.0010429473,
-0.0023897523,
-0.009744898,
0.038207438,
0.026625095,
0.043212157,
-0.015872102,
0.02934194,
0.03231617,
-0.0032566409,
0.05179167,
0.001135892,
-0.028412493,
-0.020705229,
-0.029685121,
-0.059484635,
-0.05282121,
-0.07910313,
-0.014413585,
0.011732486,
-0.05282121,
0.038007252,
-0.023893949,
0.013419791,
-0.004035947,
0.051677275,
0.0194612,
0.0015523559,
0.033345714,
-0.041038677,
0.0045006704,
-0.016515566,
-0.01041696,
-0.038064446,
-0.008107642,
-0.058626685,
-0.04049531,
-0.027726132,
0.023994043,
0.008422224,
-0.013884515,
-0.048159678,
0.029685121,
-0.0123688,
0.0077072643,
-0.026410606,
0.02406554,
0.013641428,
-0.004897473,
0.011353558,
-0.0061450773,
0.066519834,
0.02616752,
-0.061200537,
-0.0003720024,
0.028398193,
0.019318208,
-0.03214458,
0.020719528,
0.052449435,
0.011425054,
-0.011803983,
-0.032802343,
-0.03906539,
0.030028302,
0.022020755,
0.013641428,
-0.002934909,
0.03265935,
0.0049439454,
-0.045385633,
0.0046472372,
-0.042154014,
-0.027969219,
-0.012518942,
-0.019647088,
0.040438112,
0.028970161,
-0.010574252,
0.033202723,
0.0036391441,
-0.010803039,
0.012940768,
0.0052692518,
0.03308833,
0.01876054,
0.0144922305,
-0.036462937,
0.0026399882,
0.055280674,
-0.050704934,
-0.017802494,
0.0011930887,
0.010195323,
0.0023557919,
-0.006027109,
-0.027282856,
0.005165583,
0.042926174,
-0.008794002,
0.0016202771,
-0.03909399,
0.031944394,
0.020261955,
0.026367709,
-0.011260613,
-0.005698228,
-0.0020841071,
-0.013641428,
-0.00014131622,
0.04189663,
0.049961373,
0.012783477,
0.05073353,
-0.000081829356,
-0.024866294,
0.019832978,
0.003907254,
-0.008357877,
0.06423197,
0.029685121,
-0.003422869,
0.004364828,
-0.053822156,
-0.0051119607,
0.007464178,
0.022049353,
-0.0125475405,
0.018617546,
-0.046386577,
-0.029885309,
-0.048817437,
-0.0072604143,
0.020733828,
-0.0194612,
-0.003006405,
-0.0025148701,
-0.025166577,
-0.029399138,
0.06703461,
0.07612889,
0.0194326,
-0.009315923,
0.06743499,
0.01078159,
-0.03274515,
0.011439353,
0.002827665,
0.024851995,
-0.044985257,
0.042497195,
0.048846036,
0.018646145,
-0.037778463,
-0.013412641,
0.020233355,
0.035204608,
-0.01219721,
-0.01627248,
-0.0104741575,
-0.01132496,
-0.031772804,
-0.007921752,
-0.057539944,
-0.030171294,
-0.039522965,
0.0459576,
0.066405445,
-0.036005363,
-0.013398342,
-0.0132482005,
-0.010338315,
0.024780499,
0.010138127,
-0.031572614,
-0.01645837,
-0.010352614,
-0.058540888,
0.03729229,
0.040809892,
0.0029903185,
0.013384043,
-0.0901421,
0.0045864657,
0.06491833,
-0.013484137,
-0.02951353,
0.01361283,
-0.007900303,
0.014442183,
0.015085647,
-0.0054336926,
0.006366715,
0.020576537,
-0.042754583,
-0.009144333,
-0.053679164,
-0.018860633,
-0.039580163,
0.04206822,
-0.020547938,
0.024780499,
0.014234845,
-0.015528922,
-0.022893006,
0.0048367013,
-0.07389822,
-0.048931833,
-0.0010411598,
0.029828113,
-0.016372574,
0.035147414,
0.003011767,
-0.047988087,
0.05570965,
0.013863066,
-0.0028794997,
-0.010159575,
-0.03374609,
0.017216226,
-0.013219602,
0.003485428,
0.015786307,
-0.025195176,
0.08453682,
0.00031860385,
-0.0019214539,
0.023422075,
-0.067663774,
-0.024794798,
0.02315039,
-0.028326698,
0.034003478,
-0.0062380224,
0.00012053771,
-0.00020443375,
0.032287575,
0.009587607,
-0.024408719,
-0.047530513,
0.030028302,
0.031801403,
0.027668934,
0.0023879649,
-0.04226841,
-0.025066482,
0.04309776,
-0.028684178,
-0.027525943,
-0.045700215,
-0.033660296,
-0.0105385035,
0.0128335245,
-0.01521434,
-0.019389704,
0.004261159,
0.019546995,
0.03285954,
-0.03763547,
0.048159678,
-0.020204756,
-0.022678517,
0.016372574,
-0.004700859,
-0.050704934,
-0.032115985,
-0.008794002,
0.02791202,
0.034947224,
0.0015666551,
-0.04807388,
-0.039408572,
-0.045871805,
0.01574341,
-0.079617895,
-0.015471725,
-0.029241847,
-0.07406981,
-0.01271913,
0.033116926,
0.020547938,
-0.07733002,
0.00069485133,
-0.03943717,
0.018217169,
-0.07996108,
-0.005219205,
-0.0041968124,
-0.010509905,
-0.011896927,
0.03451825,
-0.0084651215,
-0.012619036,
-0.0065740533,
0.01572911,
0.0012529666,
0.03428946,
-0.008622413,
-0.0653187,
0.011761085,
0.008958443,
-0.04401291,
0.028755674,
-0.014056105,
0.03125803,
0.030314285,
0.044670675,
-0.024608908,
-0.021262897,
-0.032459166,
0.0027758304,
0.06617666,
-0.018088477,
0.008021846,
0.019189514,
0.047072936,
0.01219721,
0.037892856,
0.026968274,
0.0601138,
-0.03148682,
-0.046214987,
0.022120848,
-0.01008093,
-0.018846335,
-0.0035497742,
-0.011732486,
0.09111445,
-0.0039144037,
0.039294176,
0.059141453,
-0.0021788392,
0.017959785,
-0.067606576,
0.009051388,
0.040609702,
0.016372574,
-0.008322129,
0.020233355,
-0.013820169,
0.049961373,
-0.0054336926,
-0.04261159,
0.014506529,
0.004082419,
0.031887196,
0.023936845,
0.026382009,
-0.021892061,
-0.044499084,
-0.056882184,
0.020948315,
0.022549825,
0.0300569,
0.04484226,
-0.007793059,
0.005019016,
0.06205849,
0.043555338,
0.014885458,
-0.028369596,
0.06097175,
0.0057697236,
-0.029127453,
-0.0074856267,
0.042525794,
-0.021834865,
-0.040237922,
-0.00812194,
0.049961373,
-0.040409513,
-0.013198153,
-0.01485686,
0.019947372,
-0.044470485,
0.030257089,
0.04212542,
0.0108888345,
-0.026582196,
0.029942507,
-0.009451766,
-0.032115985,
0.017459312,
0.03466124,
-0.051562883,
-0.026496401,
-0.009844993,
-0.0030510898,
-0.020791024,
-0.037864257,
0.08167698,
-0.024365822,
0.04487086,
0.03091485,
-0.015414529,
0.048874635,
0.023565067,
0.040781293,
0.015357331,
-0.019847278,
-0.041038677,
-0.0016658558,
0.014756765,
-0.025581254,
0.017187627,
-0.025381064,
0.0037714117,
0.039580163,
0.04009493,
-0.02122,
-0.07967509,
-0.000035692123,
-0.0022842959,
-0.025509758,
0.0406955,
-0.020733828,
0.005694653,
-0.004082419,
-0.0023593665,
-0.025080781,
0.0007824339,
0.035433397,
-0.03428946,
-0.019303909,
-0.05393655,
0.0022270991,
-0.038150243,
-0.040724095,
-0.04830267,
-0.033631697,
0.018302964,
0.04790229,
-0.029627925,
-0.027668934,
0.007757311,
0.032115985,
-0.019032223,
0.02050504,
0.030972049,
0.019303909,
-0.016930243,
0.0076929647,
-0.04990418,
0.02864128,
0.03729229,
0.013341146,
0.034403853,
-0.018159973,
0.022363935,
-0.020576537,
0.037549675,
0.029999703,
-0.0707524,
-0.034747034,
-0.008886947,
0.021291496,
-0.049046226,
0.036033962,
0.012411698,
-0.00654188,
-0.034804232,
0.030457277,
-0.0388938,
-0.0126118865,
0.0077001145,
0.011582345,
-0.0036373567,
0.0048367013,
0.018803436,
0.011854029,
0.008157688,
-0.039551564,
0.013276799,
-0.032258976,
0.028569784,
0.048817437,
-0.029627925,
0.004257584,
0.006985155,
0.0072032176,
-0.003660593,
-0.043898515,
-0.039294176,
0.054966092,
0.019761482,
-0.0044470485,
0.0061129043,
-0.009973686,
-0.02332198,
0.04049531,
-0.058140513,
-0.056681994,
0.004733032,
-0.04755911,
0.01078159,
-0.0092944745,
0.016701456,
0.010309717,
0.0022610596,
0.003351373,
0.04138186,
-0.043612532,
-0.0009705576,
0.031086441,
-0.028183706,
-0.039465766,
0.004414875,
0.035033017,
-0.0088154515,
-0.028569784,
-0.026396306,
0.017073235,
-0.01891783,
-0.007192493,
-0.023264784,
-0.021077007,
-0.01628678,
0.004847426,
-0.021191401,
0.018817736,
-0.021505984,
0.025095081,
-0.034575444,
0.017816793,
-0.024880592,
-0.00813624,
-0.04026652,
-0.017087534,
0.020962615,
0.0054193935,
0.017559407,
-0.0023361305,
-0.030457277,
0.027125565,
0.035433397,
-0.038979594,
0.012883571,
0.0067384937,
0.052792612,
0.024122735,
0.022964502,
0.009029939,
0.025295269,
-0.00089280575,
-0.038407627,
-0.024880592,
0.026310511,
0.017788194,
0.01574341,
-0.0028777122,
-0.018016981,
-0.009494663,
-0.0030332159,
-0.004697284,
0.036663126,
0.025552655,
0.0137272235,
-0.01078874,
-0.0057196766,
0.03591957,
-0.021320093,
-0.011153369,
-0.008250633,
-0.031372424,
0.032058787,
0.019718586,
0.014420735,
0.0025345318,
0.008322129,
0.008057594,
0.016200984,
0.012047068,
0.02951353,
0.023064595,
0.0051334095,
0.0282838,
0.01096033,
-0.014756765,
-0.018331563,
-0.030199891,
-0.019232413,
0.0194612,
0.0014996277,
-0.02386535,
-0.00937312,
-0.04844566,
-0.035147414,
-0.06240167,
0.00071406586,
-0.037721265,
-0.0300569,
-0.008715357,
-0.037206497,
-0.018474555,
0.07572851,
-0.021591779,
0.030543072,
-0.031629812,
0.043955714,
-0.033460107,
0.007907453,
0.04541423,
0.008987042,
0.026482102,
0.009044238,
-0.067263395,
-0.016873045,
0.030628867,
0.013455539,
-0.04807388,
-0.02846969,
-0.05868388,
0.019546995,
0.021648975,
-0.03448965,
-0.046100594,
0.0070423516,
0.021591779,
-0.011510849,
0.016658558,
0.010545653,
0.04049531,
-0.028355297,
-0.0011957699,
-0.011010378,
-0.057139568,
-0.04529984,
-0.016301079,
-0.03448965,
0.017359218,
-0.0353762,
-0.017101834,
-0.031744204,
-0.000544263,
0.010331166,
-0.025795741,
-0.015700512,
-0.026067426,
0.03022849,
0.026010228,
0.078817144,
0.014549427,
0.009416018,
-0.0044077258,
0.045871805,
0.021277197,
0.013505586,
-0.0027811928,
0.02122,
-0.018889232,
0.0012627973,
-0.013569932,
-0.023994043,
-0.05107671,
-0.013712924,
0.03274515,
-0.07212512,
-0.07103838,
-0.033660296,
0.02582434,
0.004046671,
0.0013843405,
-0.02917035,
-0.022106549,
-0.051677275,
-0.016200984,
-0.038121644,
-0.018689044,
0.017230526,
-0.014928356,
-0.0061629512,
-0.046014797,
0.24205671,
0.05722536,
0.020290552,
0.019118018,
0.015957898,
0.052392237,
-0.0060878806,
-0.0021216425,
-0.0022396108,
-0.0512483,
-0.036348544,
0.0123831,
-0.0036588055,
0.012583288,
-0.021405889,
0.00830783,
-0.022478329,
-0.003199444,
-0.0005817983,
-0.042411402,
-0.032287575,
0.026896778,
-0.03434666,
0.067663774,
0.034861427,
0.02084822,
0.021005511,
-0.06062857,
-0.012626186,
-0.039408572,
0.012047068,
-0.0016292142,
0.011403605,
0.015886402,
-0.01096033,
0.01042411,
-0.013834467,
-0.0063559907,
-0.039008193,
0.004350529,
0.05007577,
-0.013005114,
0.004236135,
-0.024551712,
-0.02794062,
0.0072389655,
-0.018159973,
0.0006014597,
0.04524264,
-0.04261159,
0.043383747,
-0.04344094,
0.024179932,
-0.027354352,
-0.04827407,
-0.003749963,
-0.035404798,
-0.036491536,
0.038121644,
-0.0072461152,
0.009909339,
-0.019518396,
-0.015528922,
0.03569078,
-0.006670573,
0.02154888,
-0.055080485,
0.037378088,
-0.005798322,
-0.022707116,
0.00070781,
0.011603794,
-0.060170997,
-0.030199891,
-0.012583288,
0.025924433,
0.00865816,
0.03692051,
-0.011396456,
-0.046987142,
0.030514475,
0.041067276,
0.014956954,
-0.04667256,
0.049418006,
0.037778463,
-0.009480364,
-0.009115734,
0.016415471,
0.018002681,
0.012104265,
0.061372127,
-0.012504643,
0.014106153,
-0.007793059
] | Trajectory Transformer
This model is in maintenance mode only, so we won't accept any new PRs changing its code.
If you run into any issues running this model, please reinstall the last version that supported this model: v4.30.0.
You can do so by running the following command: pip install -U transformers==4.30.0. |
[
0.033008672,
0.03154552,
-0.00088383426,
-0.019313585,
-0.004283373,
-0.018143063,
0.009876264,
0.00071328576,
-0.010029895,
0.063208096,
0.02073284,
0.0094885295,
0.01820159,
-0.013519509,
-0.034501083,
0.0135853505,
-0.027287753,
-0.041231576,
-0.02412735,
-0.015246026,
0.033242777,
-0.001754866,
-0.074503615,
-0.009905527,
-0.0063756774,
0.033740245,
0.0038407696,
0.023015354,
0.07321604,
0.060164742,
0.008442378,
-0.01644581,
0.016899386,
-0.06309104,
-0.024756504,
-0.05527782,
0.029936057,
-0.029365428,
-0.02968732,
-0.046089236,
0.033710983,
0.012092938,
0.047289018,
-0.042958092,
-0.05021532,
-0.0023666457,
-0.013548772,
-0.059052747,
-0.004945448,
-0.04371893,
-0.010907786,
0.0020740156,
0.026526915,
0.017118858,
0.044216402,
-0.005212473,
0.017001808,
0.010878523,
-0.037515175,
-0.0317211,
0.0223862,
0.024975976,
-0.006624413,
-0.059930637,
-0.015524025,
0.043075144,
0.004034637,
0.008208273,
0.022166727,
-0.054253615,
-0.036666546,
-0.019489162,
-0.03932948,
-0.07134321,
-0.014433978,
-0.0024855267,
0.015070449,
0.0036853098,
-0.009415372,
0.03485224,
0.00019901131,
0.029321533,
-0.011500361,
-0.01207099,
-0.037807804,
-0.063968934,
0.04011958,
-0.037807804,
-0.017718751,
-0.028004697,
0.010125,
0.008998374,
0.011580835,
0.02314704,
0.019211164,
0.021610731,
-0.01007379,
0.017689487,
0.013987717,
0.01586055,
0.012978143,
0.02295683,
-0.01284646,
0.04711344,
-0.041904625,
-0.0060281795,
0.01567034,
-0.016314127,
-0.025239343,
-0.055804554,
-0.010154263,
0.01907948,
0.008069274,
0.043631144,
-0.0340914,
0.020235369,
-0.020030528,
0.030404264,
-0.05422435,
-0.015889812,
-0.027902277,
0.024259033,
0.012861092,
0.0042467937,
0.02598555,
-0.030609105,
0.014346189,
0.041114524,
-0.05802854,
0.007308436,
0.015728867,
0.019313585,
0.02899964,
0.05205889,
0.010395683,
0.00547584,
0.031165102,
0.0039944006,
0.05238078,
-0.028794799,
0.0048722904,
-0.041494943,
0.00273792,
0.07988801,
-0.0009044098,
-0.034266982,
0.008910585,
-0.027726699,
-0.06549061,
0.030375,
-0.008771586,
0.023922509,
0.019138006,
0.028092487,
0.004919843,
0.005208815,
-0.018933166,
0.021083996,
0.02295683,
0.007659592,
0.014616872,
0.021800939,
-0.06671966,
0.030199423,
-0.04011958,
0.04099747,
-0.018742956,
0.016006865,
0.01986958,
-0.043572616,
0.01002258,
0.029511742,
-0.010563945,
0.012714776,
0.014112085,
0.03786633,
0.03824675,
-0.022854408,
-0.00890327,
-0.002121568,
-0.034208454,
-0.012049043,
-0.0012848289,
0.044743136,
-0.00881548,
-0.03365246,
-0.015714234,
0.0091666365,
-0.015714234,
0.013870665,
0.033418354,
0.056126446,
-0.007915643,
0.02512229,
-0.02813638,
0.012926933,
-0.013768245,
-0.013080564,
-0.042987358,
-0.039826952,
0.0017045701,
0.027068282,
0.015977602,
0.040704843,
-0.03318425,
0.01002258,
0.02433219,
0.038305275,
-0.02820954,
0.005980627,
0.016401915,
0.024302928,
-0.06461272,
-0.014682714,
0.016036127,
-0.02793154,
-0.049191114,
0.020425579,
0.03485224,
0.013043985,
0.025546605,
0.018816113,
0.018318642,
-0.0041992413,
0.00881548,
-0.010125,
0.015011922,
0.061861996,
0.03900759,
0.0014174269,
0.018991692,
0.014660766,
-0.001871918,
0.028341223,
0.017396858,
0.024771135,
0.04875217,
0.07110911,
-0.0022002123,
0.016665282,
0.00027091143,
0.040324423,
0.02481503,
0.04565029,
-0.0013058616,
0.04594292,
-0.018055275,
0.021815572,
-0.03660802,
-0.016109286,
-0.000854114,
0.049893428,
0.004148031,
0.017894328,
-0.05665318,
-0.062154625,
-0.016343389,
0.007246252,
-0.027287753,
-0.065373555,
-0.0028055909,
0.0346474,
0.015933707,
-0.028663116,
-0.007769328,
0.0139218755,
0.015699603,
0.021347363,
-0.039768428,
-0.010841944,
-0.06900217,
-0.030053107,
-0.050039742,
-0.005095421,
-0.028151013,
-0.005673365,
0.029892161,
-0.07268931,
0.0076083816,
-0.01965011,
-0.0015225908,
0.007312094,
-0.0016570177,
0.023878613,
0.026336705,
-0.0017201161,
-0.03230636,
0.015538656,
-0.0004956422,
0.08486272,
0.0061964416,
-0.012517251,
0.002853143,
-0.02064505,
0.023703035,
0.035934974,
-0.018464956,
0.052702677,
-0.011127259,
0.00013145492,
0.023044618,
-0.014338873,
-0.0018170498,
0.023132406,
-0.03406214,
0.05802854,
0.012334357,
-0.032686777,
0.02753649,
0.05024458,
-0.04225578,
0.0234543,
-0.004938132,
0.019035585,
-0.021157153,
0.043543354,
0.0104395775,
0.014199874,
-0.0053880513,
-0.044743136,
-0.045094293,
-0.038100436,
-0.009576319,
-0.030140897,
-0.0285168,
0.04216799,
-0.0023739615,
-0.06712934,
0.021142522,
-0.04875217,
-0.062037572,
0.011931991,
-0.035203397,
0.0535513,
0.03318425,
0.016138548,
-0.030872472,
0.014236453,
-0.0026098944,
0.03025795,
0.028370485,
-0.03728107,
0.0071072527,
0.035759393,
0.041816838,
-0.022839777,
0.028004697,
-0.02033779,
0.0063244672,
0.007308436,
0.0024196848,
0.045123555,
-0.011266258,
0.0046601337,
-0.003710915,
0.0068914383,
-0.03736886,
0.022152096,
0.021917991,
0.009912844,
0.044304192,
0.037544437,
-0.008347273,
0.012356305,
-0.011061417,
-0.028560694,
0.014053559,
0.033828035,
0.05712139,
-0.06273989,
0.019518426,
0.016343389,
-0.03104805,
0.026424496,
-0.012348989,
-0.04816691,
0.04629408,
-0.016577493,
0.044040825,
-0.03271604,
0.006745123,
0.04380672,
0.051268786,
0.012487988,
0.03853938,
0.026161129,
-0.015260658,
-0.03815896,
-0.046762284,
-0.0071730944,
-0.0030268922,
0.021479046,
-0.03271604,
0.0010397512,
-0.035905708,
-0.017250542,
0.009847002,
0.007601066,
0.04565029,
-0.012239252,
0.09346604,
-0.021683889,
0.014777819,
0.020966943,
0.028487537,
-0.010600524,
-0.059842847,
0.029175218,
-0.019167269,
-0.022927566,
0.004729633,
0.01294888,
-0.015450868,
-0.018216223,
0.025166186,
0.0148729235,
-0.037164018,
-0.010768786,
-0.0067378073,
0.025224712,
-0.015611814,
0.0072352784,
-0.05595087,
0.04790354,
0.032160044,
-0.035203397,
0.002234962,
-0.03414993,
-0.007959538,
0.05589234,
0.0076742233,
-0.017543172,
-0.0029336165,
-0.016006865,
-0.049308166,
0.03766149,
0.009561688,
-0.008676481,
-0.006650018,
-0.052029625,
0.009269058,
0.00861064,
0.0041443733,
-0.0059696534,
0.03327204,
-0.012158779,
-0.021581467,
0.009817739,
0.018040644,
0.0077546965,
0.03979769,
-0.04758165,
0.020396316,
-0.04251915,
-0.039944004,
-0.030433526,
-0.007879064,
-0.011280889,
0.007308436,
0.017455384,
-0.019416004,
-0.023220196,
0.05255636,
0.0142584,
-0.04465535,
0.0031549179,
0.03365246,
-0.001969766,
0.049278904,
0.0019935423,
0.005069816,
0.025531974,
0.030726157,
-0.012114884,
-0.0033323248,
-0.0020502394,
0.0139072435,
0.009305636,
-0.040061057,
0.005413656,
-0.020410948,
0.04213873,
0.020864524,
-0.01460224,
-0.02092305,
-0.059872113,
-0.036432445,
0.02045484,
-0.015450868,
0.016416546,
-0.013460983,
-0.013387825,
0.01124431,
-0.029058166,
-0.033886563,
-0.041816838,
-0.022269148,
-0.0006447006,
0.025956286,
0.057823703,
0.052234467,
-0.01606539,
-0.017689487,
0.0223862,
0.020528,
0.005446577,
-0.0053734197,
-0.011332099,
0.009678739,
0.010344473,
-0.007688855,
0.010132316,
0.014346189,
0.011558888,
-0.005036895,
-0.03766149,
-0.030023845,
-0.027873013,
-0.04875217,
0.048459537,
-0.005629471,
-0.11014596,
-0.04828396,
0.007952222,
-0.040529262,
0.0071474896,
0.047523122,
-0.013563404,
-0.00476987,
-0.054078035,
-0.009283689,
-0.026000181,
0.017470015,
-0.041553468,
-0.012736724,
-0.02696586,
0.03523266,
0.033828035,
0.013702403,
0.0035719157,
-0.05957948,
-0.023278723,
-0.038217485,
-0.025239343,
0.007981485,
-0.008669166,
0.025268607,
0.041787572,
-0.016226336,
-0.01830401,
-0.007696171,
0.010285947,
-0.0002930873,
0.027492594,
-0.05791149,
-0.034793716,
0.040382948,
0.004330925,
0.011149205,
0.0010150606,
-0.04535766,
0.055014454,
-0.03368172,
0.025136923,
-0.03690065,
-0.022751987,
-0.015392342,
0.017177384,
0.053960983,
-0.031486996,
-0.029028902,
0.019986633,
0.008874007,
-0.013768245,
0.00054959586,
-0.03084321,
-0.0018682601,
-0.028941114,
-0.05603866,
-0.009890896,
-0.016987175,
0.0049600797,
0.00061863824,
-0.022634936,
0.02519545,
-0.048547328,
0.006276915,
0.051181,
0.015465499,
-0.010344473,
-0.009078848,
0.02188873,
0.006514677,
-0.008888639,
0.0052929465,
-0.020293895,
-0.05346351,
-0.024566295,
-0.02636597,
-0.05799928,
-0.011580835,
-0.001969766,
0.04749386,
-0.024800397,
0.009356846,
-0.034120664,
-0.036549494,
-0.004389451,
0.051327314,
0.012429462,
-0.00061863824,
0.026000181,
-0.00092269917,
-0.006126942,
-0.0017621816,
0.017177384,
-0.046411127,
-0.036286127,
0.060632948,
-0.009751897,
-0.01177836,
0.05243931,
0.021610731,
-0.016621388,
-0.04986416,
-0.011061417,
0.01763096,
0.020893786,
0.00023707608,
-0.021332731,
-0.010878523,
-0.025853867,
0.008164379,
-0.0012445922,
-0.017001808,
-0.0129854595,
0.028458273,
-0.028765535,
-0.05159068,
0.019986633,
0.07473772,
-0.024200507,
0.0017804711,
0.01134673,
-0.017470015,
-0.028985009,
-0.014119401,
0.0011476586,
-0.017587068,
0.0067597544,
0.0030360369,
0.026073338,
0.07725434,
-0.016884755,
0.0012409344,
0.012517251,
-0.009408057,
-0.06326662,
-0.019752529,
0.041231576,
-0.020879155,
0.020220738,
-0.024829661,
0.03894906,
0.005036895,
0.020747472,
-0.024200507,
-0.06982154,
0.019635478,
-0.03338909,
0.007341357,
-0.036286127,
-0.045884393,
-0.01177836,
0.04205094,
-0.002650131,
-0.04205094,
0.00023387544,
0.04418714,
-0.035993498,
-0.045884393,
-0.008749639,
-0.04749386,
-0.0002597092,
0.014529083,
-0.011500361,
-0.023234827,
-0.028838692,
0.043601878,
0.018757587,
0.0019661083,
0.003562771,
0.03652023,
0.002181923,
0.02295683,
-0.019620845,
0.0029025245,
-0.046030708,
0.0006853945,
0.017689487,
0.019342847,
0.016270231,
-0.006042811,
-0.012590408,
-0.024463873,
0.025736814,
-0.020791367,
-0.039153904,
0.03017016,
-0.0062988624,
0.00019295295,
-0.0031311417,
0.042109467,
-0.08293136,
-0.026848808,
-0.0118515175,
-0.026848808,
-0.013629246,
0.023000723,
0.0405,
0.07157731,
0.0070158057,
0.05589234,
0.013885297,
0.04330925,
0.025151554,
0.0045833183,
-0.005307578,
-0.017440751,
0.01742612,
-0.06625145,
-0.0029738531,
0.030989524,
-0.014660766,
0.021376627,
0.00232458,
-0.014265716,
-0.023132406,
0.0015289921,
0.039826952,
0.03728107,
0.022781251,
-0.009751897,
-0.044157878,
-0.0170457,
-0.03365246,
-0.008998374,
-0.03084321,
-0.027214596,
-0.010271315,
-0.047347546,
0.0047552385,
-0.017748013,
-0.0030195764,
0.0062878886,
0.019942738,
0.03973916,
0.012202674,
-0.0045577134,
0.0019990292,
-0.0009149262,
-0.048605856,
-0.02112789,
-0.025473448,
0.012436777,
-0.06847543,
-0.036637284,
-0.010468841,
0.06402746,
-0.01410477,
-0.042314306,
-0.051210262,
0.03447182,
0.022503251,
0.020586526,
-0.03502782,
0.003950506,
-0.035554554,
0.00871306,
-0.02462482,
-0.033535406,
0.057501808,
0.055043716,
0.0051466315,
0.011097996,
-0.034969293,
0.010190842,
0.029965319,
-0.034588873,
0.03728107,
0.002774499,
0.015714234,
0.009078848,
0.0006415,
-0.025839236,
0.03848085,
0.053287935,
-0.008442378,
-0.014324241,
0.045708816,
0.03213078,
-0.02636597,
0.017192017,
0.06309104,
0.007937591,
-0.041494943,
0.03201373,
-0.042460624,
0.015919076,
0.005124684,
-0.013614614,
0.00583797,
-0.0033506143,
0.017396858,
0.020206107,
-0.06151084,
0.028633852,
-0.060281795,
-0.03657876,
-0.039826952,
0.027609646,
0.03230636,
0.0049930005,
0.01947453,
-0.024068823,
0.046967126,
0.035583816,
0.028151013,
0.019737897,
0.0004919843,
0.01751391,
0.013717034,
0.005446577,
-0.0011997833,
-0.024390716,
-0.005567287,
-0.036842126,
-0.0381297,
0.048869222,
-0.027726699,
-0.009225163,
0.029160585,
-0.02677565,
-0.030082371,
-0.049103323,
0.023190932,
-0.041026734,
-0.008274115,
0.04225578,
-0.01615318,
-0.0042687412,
0.03321351,
-0.0021910677,
0.029848266,
0.02939469,
0.04088042,
-0.01763096,
0.057179917,
0.030228686,
0.028341223,
0.0035280213,
-0.0030616422,
-0.003125655,
-0.03453035,
0.017396858,
-0.023659142,
0.015699603,
-0.02782912,
-0.02763891,
0.022781251,
0.0057501807,
0.0036267838,
-0.05390246,
0.04553324,
0.0044552926,
-0.030550579,
-0.015714234,
0.06671966,
0.020074423,
0.0013717035,
-0.008764271,
-0.018128432,
-0.04778649,
0.004334583,
-0.052205205,
0.034735188,
0.000971166,
-0.039212428,
0.00010705002,
-0.023000723,
-0.01947453,
-0.030404264,
-0.008040011,
-0.04547471,
0.016621388,
0.014960712,
0.04067558,
0.053404987,
-0.026848808,
0.0017731553,
0.056184974,
0.055775292,
0.0012253884,
0.053287935,
0.032277096,
0.038100436,
-0.033008672,
0.031750362,
0.018260116,
0.0070048324,
-0.016021496,
-0.04954227,
0.00861064,
-0.053258672,
-0.048108384,
0.007922959,
-0.0022020412,
0.012941564,
-0.053024568,
-0.0054648663,
0.0058782063,
-0.040324423,
0.011551572,
-0.04875217,
0.017572435,
0.016884755,
-0.0142291365,
0.011741782,
-0.04942522,
0.25681216,
0.079361275,
0.031808887,
-0.010724892,
-0.0017109715,
0.037164018,
0.060632948,
-0.014763187,
0.005589234,
-0.022327675,
0.009971369,
-0.0012354476,
0.015787393,
-0.00042545667,
-0.00842043,
0.016606756,
-0.010168895,
0.005801391,
-0.021479046,
-0.03728107,
-0.029819004,
0.019035585,
-0.035291187,
0.004974711,
0.030609105,
-0.010878523,
-0.0064561507,
-0.020601157,
0.0011842373,
-0.016928649,
0.01840643,
-0.027960803,
0.049308166,
-0.012392883,
-0.02471261,
0.048137646,
0.019138006,
-0.028911851,
-0.011683255,
0.013702403,
-0.04591366,
-0.0029628794,
-0.00881548,
-0.045123555,
-0.050888367,
0.08059032,
0.0020996206,
0.0024507768,
0.010812681,
-0.06443714,
0.0764935,
-0.010278631,
0.04234357,
-0.008742323,
-0.07081648,
-0.022634936,
-0.013541456,
-0.0405,
-0.015582551,
0.013856034,
0.027492594,
0.01635802,
-0.019328216,
0.03210152,
-0.0009857975,
0.03534971,
0.011010206,
0.0045906343,
-0.038978323,
0.030696893,
0.022942197,
0.0142584,
-0.025341764,
-0.029482478,
0.023410406,
-0.018918533,
-0.02004516,
0.055775292,
-0.007505961,
-0.013621929,
0.017177384,
-0.032833092,
-0.0170457,
-0.027975434,
0.027317017,
0.057882227,
-0.026687862,
0.010307894,
-0.02073284,
0.025517343,
0.0101176845,
0.03485224,
0.0142291365,
-0.02696586,
0.014112085
] |
YOSO
Overview
The YOSO model was proposed in You Only Sample (Almost) Once: Linear Cost Self-Attention Via Bernoulli Sampling
by Zhanpeng Zeng, Yunyang Xiong, Sathya N. Ravi, Shailesh Acharya, Glenn Fung, Vikas Singh. YOSO approximates standard softmax self-attention
via a Bernoulli sampling scheme based on Locality Sensitive Hashing (LSH). In principle, all the Bernoulli random variables can be sampled with
a single hash.
The abstract from the paper is the following:
Transformer-based models are widely used in natural language processing (NLP). Central to the transformer model is
the self-attention mechanism, which captures the interactions of token pairs in the input sequences and depends quadratically
on the sequence length. Training such models on longer sequences is expensive. In this paper, we show that a Bernoulli sampling
attention mechanism based on Locality Sensitive Hashing (LSH), decreases the quadratic complexity of such models to linear.
We bypass the quadratic cost by considering self-attention as a sum of individual tokens associated with Bernoulli random
variables that can, in principle, be sampled at once by a single hash (although in practice, this number may be a small constant).
This leads to an efficient sampling scheme to estimate self-attention which relies on specific modifications of
LSH (to enable deployment on GPU architectures). We evaluate our algorithm on the GLUE benchmark with standard 512 sequence
length where we see favorable performance relative to a standard pretrained Transformer. On the Long Range Arena (LRA) benchmark,
for evaluating performance on long sequences, our method achieves results consistent with softmax self-attention but with sizable
speed-ups and memory savings and often outperforms other efficient self-attention methods. Our code is available at this https URL
This model was contributed by novice03. The original code can be found here.
Usage tips |
[
0.08809215,
0.02637163,
-0.012389801,
0.0051777726,
-0.012832031,
0.030926595,
0.012094982,
-0.004650782,
0.0014197415,
0.018529423,
0.017468072,
0.0045844475,
-0.015551744,
-0.036439724,
-0.028862856,
0.044429343,
-0.018278826,
-0.03172261,
-0.018219862,
0.020475235,
0.023113871,
0.0041348473,
-0.094873,
-0.0139670875,
-0.03528993,
0.05990738,
0.008004357,
-0.027300311,
0.07187706,
0.010554548,
0.033314634,
-0.02442582,
0.032872405,
-0.015713895,
-0.036734544,
0.0025723027,
-0.0021577124,
0.0016611252,
-0.027786765,
-0.07818621,
0.037088327,
-0.021477621,
0.02637163,
-0.03187002,
-0.04979506,
-0.018617868,
-0.023217058,
-0.020033004,
0.019045359,
-0.04961817,
-0.04787873,
0.0017679974,
0.019148545,
-0.01625931,
0.000060691415,
0.017040584,
0.0076579438,
-0.015072661,
-0.026695931,
0.0034880866,
0.034818217,
0.02013619,
-0.020784795,
-0.063091435,
-0.02550191,
0.013082628,
0.0010760922,
0.0036410242,
-0.03128038,
-0.028627,
-0.03472977,
0.024057295,
-0.043751255,
-0.067690626,
-0.040626165,
-0.021433398,
0.0028357978,
0.02653378,
-0.0139818285,
0.04796718,
0.045814995,
0.01849994,
0.015758118,
0.006825078,
-0.0202836,
-0.03726522,
0.05171139,
0.0076210913,
-0.01966448,
-0.014328241,
-0.030071618,
0.054040466,
-0.016274052,
0.029467238,
-0.022303117,
0.012537211,
0.0066371304,
0.024057295,
0.010937814,
-0.014291389,
-0.002975837,
0.051740874,
0.01027447,
0.025089163,
-0.0840826,
0.03172261,
0.021683995,
-0.0004588133,
-0.0051740874,
-0.0020932204,
-0.041775964,
0.00047263296,
-0.0067624287,
0.010679847,
-0.014114497,
0.011763309,
-0.007182547,
-0.0018011646,
-0.036616616,
-0.02056368,
-0.011240005,
0.016716281,
-0.0047723954,
0.012684621,
-0.0028818634,
-0.028361663,
0.027948916,
0.037029363,
-0.078009315,
0.008741407,
-0.0043854443,
0.010222876,
0.010149171,
0.05126916,
0.0033038242,
-0.028243735,
0.004459149,
0.030042136,
0.010407139,
-0.013804937,
0.017866079,
-0.004455464,
0.024705898,
0.06468346,
-0.02892182,
0.0072378255,
0.025162868,
-0.04696479,
-0.038857248,
0.0091320425,
-0.014446169,
0.06344522,
0.003740526,
0.03322619,
-0.009213118,
-0.024131,
-0.01892743,
0.043456435,
-0.022553714,
-0.020681608,
-0.007849577,
0.03962378,
-0.029039748,
0.076653145,
-0.02980628,
0.032076392,
0.0016030825,
0.011807532,
0.031928983,
-0.012905736,
-0.012551952,
0.008520292,
0.00006305228,
0.045166392,
-0.0044665197,
0.0783631,
0.037088327,
-0.0022535287,
0.02800788,
-0.0016731023,
-0.0011783579,
-0.017792374,
0.039918598,
0.041599073,
0.0031416733,
0.011814903,
0.018971654,
-0.035820603,
-0.014792583,
0.013311113,
-0.016067678,
0.06432968,
-0.057607785,
0.027020233,
-0.061912153,
-0.0017504925,
-0.014674655,
-0.024455301,
-0.03652817,
-0.045520175,
-0.035054073,
0.085910484,
-0.034641325,
0.016170865,
-0.022155706,
0.035378374,
0.037235737,
0.024956495,
-0.028892338,
-0.003016375,
0.03682299,
0.007035137,
-0.05129864,
-0.017187994,
0.01876528,
-0.003016375,
-0.005704763,
0.030749703,
0.010097577,
0.022583196,
-0.0077021667,
0.043485917,
0.00514092,
0.02906923,
-0.04605085,
-0.036764026,
0.015743377,
0.0048829527,
-0.012492988,
-0.001252984,
0.00053067564,
0.029378792,
0.012935218,
0.044340894,
0.059052404,
0.014976845,
0.022362081,
0.014048163,
0.0060843434,
-0.019458106,
0.0099501675,
0.014468281,
-0.012839401,
0.045018982,
0.024204705,
-0.016804727,
0.008107544,
-0.001052138,
-0.019561293,
0.0184852,
-0.060555983,
0.054158393,
-0.012839401,
0.051622946,
-0.010849368,
-0.053863574,
-0.010149171,
-0.0024212075,
-0.01550752,
0.0026109978,
0.0011451906,
0.00077896914,
-0.014947363,
0.0001943968,
0.034375988,
0.043456435,
-0.0056826514,
0.016111901,
0.00924997,
-0.066275485,
-0.021433398,
-0.053156007,
-0.057489857,
-0.0016362498,
-0.03113297,
-0.023998331,
-0.0030329586,
-0.04454727,
-0.008313918,
-0.021964073,
0.022126224,
0.03638076,
-0.023334986,
0.02949672,
0.035407856,
0.011409526,
-0.034965627,
0.024027813,
0.017674446,
0.03873932,
-0.0076063504,
0.01891269,
0.010082836,
-0.0190601,
0.037206255,
-0.0026257387,
-0.011247375,
0.0075363307,
-0.017762892,
-0.008793,
0.0047465987,
-0.031074004,
-0.004827674,
-0.0062538646,
-0.038975175,
0.030336956,
-0.016760504,
-0.028346922,
0.026710672,
0.013200556,
-0.03172261,
0.034936145,
-0.015345369,
0.045166392,
0.00038257474,
0.059111368,
0.059936862,
0.004753969,
-0.02473538,
-0.07889377,
-0.024455301,
-0.01653939,
0.016760504,
-0.048055626,
0.013635415,
0.047642875,
-0.00908782,
-0.05869862,
-0.02056368,
-0.024263669,
-0.04233612,
-0.03670506,
-0.06745476,
0.03411065,
0.017453332,
0.0190601,
-0.032223802,
-0.021359693,
-0.008593997,
0.028685965,
-0.031103488,
-0.0065818517,
0.03649869,
0.043633327,
0.017482813,
0.042571977,
0.06651134,
-0.01922225,
0.017600741,
0.011800162,
-0.006541314,
0.028715447,
0.040449273,
0.008085432,
0.0034291225,
-0.0131784445,
0.010127059,
-0.0033462045,
0.010053354,
-0.014424058,
0.004160644,
0.033756867,
-0.0037681654,
0.020814277,
-0.0037921194,
-0.025693543,
-0.0029684666,
0.03531941,
0.04652256,
-0.05115123,
0.013583821,
-0.029010266,
-0.04289628,
0.0118296435,
-0.030145323,
-0.04873371,
0.03024851,
0.027226606,
0.0515345,
-0.026725413,
0.013539598,
0.021094356,
0.012021277,
0.02013619,
0.027683578,
-0.026312666,
-0.0051335497,
-0.04095047,
-0.017984007,
0.0125151,
-0.006556055,
0.009714312,
-0.047495466,
-0.004175385,
-0.013244779,
-0.020622645,
-0.007230455,
0.031250898,
0.029762058,
-0.0046692085,
0.06945954,
0.0061175106,
0.030897113,
0.0016242728,
0.011895978,
-0.03841502,
-0.00082088885,
0.03378635,
-0.006898783,
-0.013244779,
-0.0001474099,
-0.0042675165,
-0.016804727,
0.012198169,
0.009286823,
0.0056236875,
-0.07453044,
-0.032901887,
-0.0021411288,
0.0387688,
-0.0075179045,
0.012846772,
-0.051475532,
0.043338507,
0.040803056,
-0.039594296,
0.0027602501,
-0.027020233,
-0.031486753,
-0.00402429,
-0.032430176,
-0.0036318111,
-0.016657317,
-0.022258895,
0.013554339,
0.0120655,
0.009316305,
0.0035286243,
-0.009507938,
-0.05115123,
0.01146849,
-0.0033591029,
0.020165673,
0.008092803,
0.0602022,
-0.002236945,
0.0025741453,
0.0013488005,
0.0074699963,
-0.019266473,
0.055514567,
-0.0253545,
0.05846276,
-0.055632494,
-0.056546435,
-0.035673194,
0.02386566,
-0.015242183,
0.0077611306,
0.013060517,
-0.015537002,
0.0009240758,
0.04634567,
0.0057747825,
-0.014696767,
0.013016294,
0.016318275,
-0.002472801,
0.06615756,
0.004127477,
-0.0010982037,
0.047790285,
0.03470029,
-0.03856243,
-0.018676834,
-0.014534615,
-0.007495793,
-0.013089999,
-0.023482395,
0.028951302,
-0.05409943,
0.005664225,
0.026843341,
0.0014215842,
0.02084376,
-0.020327823,
-0.014932622,
0.004919805,
-0.014873658,
0.0028376405,
0.013745972,
0.014136609,
0.020607904,
-0.026356889,
-0.05813846,
-0.042660423,
-0.053126525,
-0.0029721519,
0.0453138,
0.035230964,
0.034936145,
-0.025162868,
-0.013731231,
0.041952856,
-0.032105874,
0.007680055,
-0.009625866,
0.0056384285,
-0.020578422,
0.010119689,
0.00009213118,
-0.007945393,
0.022421045,
-0.012507729,
-0.020460494,
-0.040891506,
-0.022627419,
-0.018367272,
-0.05008988,
0.068575084,
0.0008388544,
-0.05306756,
-0.020902723,
-0.002104276,
0.023880402,
0.009928056,
0.031398308,
0.006541314,
-0.018426236,
-0.036292315,
0.0011663808,
-0.057312965,
-0.011402155,
-0.051180713,
-0.007543701,
0.015492779,
0.036262833,
-0.0026883879,
-0.051593464,
-0.014829435,
-0.052566368,
0.04322058,
-0.04979506,
-0.045343284,
-0.015699154,
0.014586208,
0.014365094,
0.03128038,
0.022774829,
-0.01922225,
0.024838567,
-0.0058521726,
0.03579112,
0.020357305,
-0.045785513,
-0.03711781,
0.023615064,
0.00558315,
0.010598771,
0.020224636,
-0.038090717,
0.05439425,
-0.015684413,
0.06403486,
-0.037795898,
0.005918507,
-0.05990738,
-0.011092594,
0.033874795,
-0.03576164,
-0.005454166,
0.020313082,
-0.017866079,
0.04572655,
0.009493197,
-0.041156843,
-0.009596384,
-0.024337374,
-0.021639772,
0.03248914,
-0.017600741,
0.02026886,
-0.0050193067,
-0.022892756,
0.046404634,
0.009286823,
0.015625449,
0.04664049,
-0.040183935,
0.0043559624,
-0.07346909,
0.020681608,
0.023688769,
0.005936933,
-0.010893591,
-0.024470042,
0.00528833,
0.03086763,
-0.07352805,
-0.06586274,
-0.0336979,
0.050650038,
0.06497828,
-0.02892182,
0.010031243,
0.0072820485,
-0.047760803,
-0.036144905,
0.024720639,
0.0006205035,
-0.004577077,
0.04289628,
0.00983224,
-0.027241347,
0.009706941,
-0.024057295,
0.0029205584,
-0.03054333,
0.033638936,
-0.010561919,
-0.051387087,
0.048674747,
0.0041827555,
-0.031663645,
-0.08543877,
-0.03130986,
-0.0053730905,
0.009338417,
0.027875211,
0.0061433073,
-0.014372464,
-0.02651904,
-0.0021484992,
-0.0013239251,
-0.0064860354,
-0.028936561,
-0.020946946,
0.025000717,
-0.025236573,
0.009308934,
0.052389476,
0.025885178,
0.0077979835,
-0.0030384865,
0.026946528,
-0.031840537,
-0.034051687,
0.013922865,
-0.04681738,
0.01609716,
0.0061175106,
-0.004156959,
0.060290646,
-0.0017956367,
-0.02906923,
0.018146157,
-0.011682234,
-0.031545717,
-0.0031508864,
0.03325567,
0.012868883,
0.007031452,
-0.035407856,
0.023732992,
-0.006423386,
0.012581434,
-0.016642576,
-0.03635128,
-0.03172261,
-0.004337536,
-0.0036852474,
-0.010237617,
-0.045195874,
-0.024764862,
0.033668417,
-0.014600949,
-0.04469468,
0.011350562,
0.021934591,
-0.027668837,
-0.011549565,
-0.0387688,
-0.012323467,
-0.051092267,
0.021256506,
0.014365094,
-0.06780855,
0.010900961,
0.03443495,
0.0145419855,
-0.027211865,
0.039859634,
0.038945694,
-0.012271874,
0.030086359,
-0.0019716073,
0.0042822575,
-0.047790285,
0.010687217,
-0.008984633,
0.053539272,
-0.009471086,
-0.016996361,
-0.029025007,
0.011011519,
-0.02370351,
0.020018263,
0.021477621,
0.04201182,
0.034641325,
0.020991169,
0.018617868,
0.04218871,
-0.05899344,
-0.0029481978,
-0.012382431,
0.017305922,
-0.008697184,
0.03502459,
-0.0046802643,
0.026047328,
0.038798284,
0.027079197,
0.002130073,
0.011063112,
0.029968431,
0.0071125273,
0.006169104,
-0.04796718,
0.0066223894,
-0.041451663,
0.02295172,
0.056281097,
-0.008542404,
-0.0038105457,
0.0059443037,
0.012146575,
0.009773276,
-0.00633494,
0.017512295,
0.029098712,
0.014379835,
-0.0011977054,
0.0009185479,
-0.013871271,
-0.023615064,
-0.007407347,
-0.04325006,
-0.03039592,
0.019944558,
-0.029408274,
0.034375988,
-0.018735798,
0.0042122374,
-0.004654467,
0.04201182,
0.025723025,
0.032076392,
0.03251862,
-0.009891204,
0.010230247,
-0.03859191,
0.0014694923,
0.0064454977,
-0.0062833466,
-0.058728103,
-0.0369704,
0.018072452,
0.07022607,
-0.009883833,
0.0011276857,
-0.015374851,
0.008291806,
0.02769832,
0.01132108,
-0.061676297,
0.037176773,
-0.05554405,
0.047908213,
-0.011792791,
-0.019634997,
0.014424058,
0.0060290648,
-0.0064454977,
0.0058779693,
-0.022008296,
-0.010178653,
0.015448556,
-0.03340308,
0.02280431,
0.03906362,
0.046728935,
0.023585582,
0.012905736,
0.0030827094,
0.03826761,
-0.010097577,
0.009640607,
-0.049529724,
0.03670506,
0.0184852,
-0.031486753,
-0.022185188,
0.05200621,
-0.023349727,
-0.0060106385,
0.0029997914,
0.0035912734,
0.026578004,
0.0011894136,
0.01132108,
0.012434024,
0.0038547686,
-0.005244107,
0.014114497,
0.0075621274,
0.023187576,
-0.014505133,
-0.10430724,
-0.01326689,
0.03873932,
0.05471855,
-0.0208585,
0.0153158875,
0.031221416,
0.0453138,
0.02817003,
0.002467273,
0.024823826,
0.0007817331,
0.026622226,
-0.0058779693,
0.043043688,
-0.0453138,
0.0012778596,
-0.023924625,
-0.016745763,
-0.047613394,
0.03322619,
-0.018573646,
-0.04652256,
0.009773276,
-0.011903348,
-0.048822157,
-0.063857965,
-0.014822065,
-0.03994808,
-0.029821021,
0.01835253,
-0.026017847,
-0.058875512,
0.028214253,
-0.0022480008,
0.0226569,
0.073292196,
0.03685247,
-0.026106292,
0.076889,
0.021551326,
0.0142545365,
0.016996361,
-0.018514682,
-0.015979232,
0.005796894,
-0.014505133,
0.006954062,
0.023511877,
-0.0066113337,
-0.049264386,
0.016760504,
-0.0071899174,
0.0033793717,
-0.047760803,
0.027315052,
-0.01922225,
-0.03145727,
0.0005343609,
0.10041562,
0.0022774828,
0.0018527581,
-0.0017974793,
-0.021728218,
-0.04009549,
-0.046699453,
-0.002375142,
0.036616616,
-0.030425401,
-0.022155706,
-0.0075473865,
-0.044105038,
-0.047200646,
0.01594975,
-0.013605933,
-0.005199884,
0.040183935,
0.024529006,
0.0315752,
0.02934931,
-0.016745763,
-0.031663645,
0.040331345,
0.047760803,
-0.04496002,
0.064447604,
0.056074724,
-0.0062391236,
-0.0088593345,
0.00046019527,
0.033845313,
-0.038532946,
-0.013399559,
-0.021978814,
0.02248001,
-0.038945694,
-0.029821021,
-0.010222876,
-0.021123838,
0.05586835,
-0.059966344,
-0.036262833,
-0.0032964537,
-0.07948341,
0.021654513,
-0.0075363307,
0.011394785,
0.04796718,
-0.042837314,
0.021639772,
-0.04964765,
0.25920555,
0.0569297,
0.040478755,
0.017586,
-0.0093900105,
-0.0050930115,
0.079542376,
-0.0033554176,
0.054954406,
-0.003921103,
-0.0011719087,
-0.016170865,
-0.0029187158,
-0.0008572806,
0.0010171282,
0.027536169,
-0.020239377,
0.000025552008,
-0.010746181,
-0.026961269,
-0.041451663,
0.015242183,
0.03608594,
0.02906923,
0.043014206,
0.0067108353,
-0.0046839495,
0.011954942,
-0.021860886,
-0.03325567,
0.010996778,
-0.013782825,
0.031958465,
0.015522261,
-0.023128612,
0.042984724,
-0.02206726,
-0.04481261,
-0.02398359,
-0.0031490438,
-0.013038405,
-0.008512922,
-0.025899919,
-0.015286406,
-0.027388757,
0.04543173,
0.0054173134,
-0.010864109,
0.033049297,
-0.05427632,
0.0070683043,
-0.047613394,
0.00055831496,
-0.02371825,
-0.072525665,
-0.0145419855,
-0.036764026,
-0.030897113,
0.00410168,
0.0066076485,
0.0041237916,
0.021728218,
-0.031074004,
0.025723025,
-0.004765025,
0.02666645,
-0.018087193,
0.008660331,
-0.03699988,
-0.044193484,
-0.011564306,
0.03514252,
-0.028538555,
-0.0035820603,
0.043780737,
0.03293137,
-0.010200764,
0.01922225,
-0.022995943,
-0.007392606,
-0.014578838,
0.0062354384,
-0.0054467954,
-0.03714729,
0.03608594,
0.021227024,
-0.015817082,
-0.024558488,
0.0016353285,
0.031103488,
0.0036539226,
0.025973624,
-0.008247583,
-0.025988365,
0.0031195618
] | The architecture is similar to LLaMA but with RoPE applied to 25% of head embedding dimensions, LayerNorm instead of RMSNorm, and optional QKV bias terms.
StableLM 3B 4E1T-based models uses the same tokenizer as [GPTNeoXTokenizerFast].
StableLM 3B 4E1T and StableLM Zephyr 3B can be found on the Huggingface Hub
The following code snippet demonstrates how to use StableLM 3B 4E1T for inference:
thon |
[
0.08022141,
-0.003794355,
-0.012121367,
-0.016308747,
0.009564861,
-0.0068136775,
-0.021524608,
-0.02393419,
0.0010624562,
0.0012158098,
0.013223309,
0.007034066,
0.023566876,
-0.0138844745,
-0.018747713,
0.02822442,
-0.022861632,
-0.015794508,
-0.037025265,
-0.009667709,
0.02920882,
-0.0061929165,
-0.0778706,
-0.033822287,
-0.07998633,
0.033851672,
0.00727282,
-0.00752994,
0.06594024,
0.03252934,
0.032029793,
-0.04713375,
0.03723096,
-0.02444843,
-0.031471476,
0.0032580765,
-0.010108485,
-0.019129721,
-0.0119377095,
-0.048573624,
0.039552387,
-0.019056259,
0.024242735,
-0.039787468,
-0.08310115,
-0.006681444,
0.019790886,
-0.009116737,
0.008352724,
-0.015133343,
-0.02565322,
0.012562144,
0.019497035,
-0.041139185,
0.016734833,
0.0018292244,
-0.008859618,
-0.023816649,
-0.014266482,
-0.023713801,
0.005138725,
0.0490144,
-0.0074087265,
-0.039523,
-0.011607127,
0.02136299,
0.0005959672,
0.029972835,
-0.031824097,
-0.01780739,
-0.058447026,
-0.011555703,
-0.011203081,
-0.061121073,
-0.03687834,
0.001972477,
-0.008918388,
0.019511728,
-0.009550168,
-0.0026722103,
0.034057368,
0.0432843,
0.022597166,
-0.015662275,
-0.027093092,
-0.031971022,
0.057359777,
0.023493413,
-0.036055557,
-0.014648488,
-0.03464507,
0.02646131,
-0.0205549,
0.018777099,
-0.021348298,
0.020569593,
0.010372952,
0.014538294,
-0.018042471,
0.004984453,
-0.0012314207,
0.08551073,
-0.025932379,
0.00638392,
-0.058094405,
-0.006541865,
0.010725573,
0.029502673,
-0.009733825,
-0.0052268803,
-0.034086753,
0.020407975,
-0.02353749,
0.023919497,
-0.0076768654,
0.026696391,
-0.028723966,
-0.02170092,
-0.03464507,
0.00982198,
0.006714503,
0.012944151,
0.0017116839,
0.0053113624,
-0.004679582,
-0.009711786,
-0.0006891732,
0.059240427,
-0.048514854,
-0.008844925,
0.018909331,
-0.008602497,
-0.008271915,
0.054597575,
-0.011357353,
-0.007114875,
0.014259135,
0.057359777,
-0.0019945158,
-0.015206805,
0.023963574,
-0.0061047613,
-0.017836776,
0.0664104,
0.0031882867,
-0.0026446618,
0.007012027,
-0.045400027,
0.0009522619,
0.018218782,
-0.0076915585,
0.048221,
0.015823893,
0.041932583,
-0.0046685627,
-0.035320926,
-0.008220491,
0.03355782,
-0.021216065,
-0.0058256024,
-0.034498144,
0.028679889,
-0.008705345,
0.06223771,
-0.021495223,
0.0373485,
-0.0050505693,
0.017572308,
0.0033737805,
0.0042241127,
0.005586848,
0.022788169,
-0.0093150865,
0.043754462,
0.012525412,
0.06070968,
0.047662683,
0.016955221,
0.014435446,
0.0025363043,
0.0029917737,
-0.009976252,
0.055684824,
0.030883774,
-0.005697042,
-0.0023893786,
0.030325456,
-0.044518474,
0.001161631,
0.01946765,
0.015765123,
0.0604746,
-0.044459704,
0.03285258,
-0.032823194,
-0.0049513946,
-0.039376076,
0.0073866877,
-0.0045951,
-0.05074812,
-0.03000222,
0.031706557,
-0.036202483,
0.025462216,
-0.03875899,
-0.003375617,
-0.006031298,
0.034615684,
-0.016867066,
0.016764218,
0.03029607,
-0.0007038657,
-0.057065926,
0.008844925,
0.027475098,
-0.0111810425,
-0.01545658,
-0.0012800898,
0.0063508614,
0.0324118,
0.016969914,
0.03173594,
0.02239147,
-0.007140587,
-0.038112517,
-0.005943143,
0.017631078,
0.033352125,
-0.0302373,
0.022846939,
0.0288562,
0.012363794,
0.00045845396,
0.05086566,
0.022288622,
0.01110758,
0.039875623,
0.04437155,
0.025476908,
-0.01632344,
0.007416073,
-0.020025967,
0.004855893,
0.053069547,
-0.00535544,
-0.015706353,
-0.0015142526,
0.014215058,
-0.0008388537,
0.0037539506,
-0.025241828,
0.025726683,
-0.013421659,
-0.0063288226,
-0.018894639,
-0.044929866,
0.0017805554,
0.03940546,
-0.046692975,
0.010887192,
0.050189804,
-0.0016584233,
-0.0008338031,
-0.027049014,
0.030795619,
0.057065926,
0.020172892,
0.0038457792,
-0.010057061,
-0.05800625,
-0.011438162,
-0.05921104,
-0.04889686,
-0.00047842666,
-0.0490144,
-0.0051497445,
0.0018283061,
-0.06200263,
0.043695692,
-0.030384226,
0.016940529,
0.04363692,
-0.024257427,
0.044048313,
0.024374967,
0.016617293,
-0.052599385,
0.024933284,
0.028327268,
0.05027796,
-0.005524405,
-0.018101241,
-0.0023177522,
-0.0345863,
0.014949686,
0.0028889258,
-0.00008218654,
0.034791995,
-0.033352125,
0.013620009,
-0.013620009,
-0.0245072,
-0.011724668,
-0.01677891,
-0.04924948,
0.032881964,
-0.002699759,
-0.023405258,
0.024874514,
0.008837579,
-0.020687133,
0.049161326,
-0.00516811,
0.07152341,
-0.022053542,
0.045517568,
0.021142602,
0.0062259748,
-0.017998394,
-0.08263099,
-0.027401635,
-0.012069942,
0.004176362,
-0.017792698,
-0.0035647838,
0.037319116,
-0.016617293,
-0.049895953,
-0.008764115,
-0.050895046,
-0.03247057,
-0.030560536,
-0.0620614,
0.02622623,
-0.0345863,
0.021083832,
-0.047603913,
0.014780722,
0.007831138,
0.026358463,
-0.03711342,
-0.018688943,
0.026490696,
0.072522506,
0.002896272,
0.022611858,
0.02519775,
-0.003037688,
0.00893308,
0.0021524609,
0.024874514,
0.0088008465,
0.03144209,
0.0028779064,
-0.02306733,
0.018982796,
0.011416123,
-0.000672644,
0.014339944,
0.0036382466,
-0.014442792,
0.013759588,
-0.020569593,
0.005322382,
-0.015721045,
-0.028444808,
-0.0048632394,
0.05209984,
0.03440999,
-0.028841507,
-0.003678651,
-0.005046896,
-0.047721453,
0.034850765,
-0.03373413,
-0.031647786,
0.051952913,
0.009241624,
0.05304016,
-0.033352125,
0.041815042,
0.0462522,
0.005737447,
-0.00688714,
0.03646695,
-0.0068687745,
0.0055721556,
-0.022068234,
-0.023317102,
0.031647786,
-0.0033205198,
0.028150957,
-0.03717219,
-0.011004732,
0.014053439,
-0.05359848,
0.014751337,
0.033058275,
0.017454768,
-0.003478465,
0.08633351,
-0.0104243755,
0.009175507,
-0.0028687236,
-0.0013140664,
-0.029047202,
-0.006027625,
0.03549724,
-0.00009567386,
0.006905506,
-0.004675909,
-0.013245348,
-0.009293048,
-0.00078467483,
0.008962465,
-0.004371038,
-0.04848547,
-0.041139185,
-0.010563955,
0.024345582,
-0.022611858,
0.007474843,
-0.050307345,
0.038171288,
0.036378793,
0.012114021,
-0.013553892,
-0.032558724,
0.012848649,
0.0045620417,
-0.027710179,
-0.014964378,
-0.022082927,
-0.022611858,
0.009630977,
-0.0053664595,
0.0029385132,
-0.035467856,
-0.017822083,
-0.06635163,
0.017116839,
-0.0066043083,
0.00721405,
-0.005976201,
0.05233492,
-0.039258536,
0.021142602,
-0.011276544,
0.03155963,
-0.007089163,
0.0076474803,
-0.037818663,
0.04654605,
-0.07399176,
-0.037877433,
-0.008756769,
0.029252898,
0.029664291,
-0.00041185098,
0.015192113,
-0.024610048,
-0.016220592,
0.04472417,
-0.052246764,
-0.040727794,
0.016940529,
0.012562144,
0.012268293,
0.047163136,
0.009050621,
-0.0052525923,
0.02106914,
0.01551535,
-0.030149145,
-0.01964396,
0.0039596464,
-0.0081249885,
-0.012033211,
-0.052187994,
0.018644866,
-0.03326397,
-0.0016428125,
0.008073565,
-0.013649394,
0.029061895,
-0.03011976,
-0.016690755,
0.0079633705,
-0.02599115,
-0.01952642,
0.02754856,
0.0077503286,
0.008095603,
-0.011665897,
-0.045429412,
-0.040786564,
-0.03493892,
-0.028180342,
0.02215639,
0.009660362,
0.05703654,
-0.021568686,
0.0049183364,
0.03634941,
-0.007305878,
-0.0052562654,
-0.020760596,
0.011673244,
-0.008602497,
0.009895443,
-0.028253805,
-0.024815744,
0.00043457854,
0.0045804074,
-0.004433482,
-0.061532468,
-0.027974645,
-0.027783642,
-0.023904804,
0.04666359,
-0.014156288,
-0.051012587,
-0.0009899116,
-0.020598978,
0.02049613,
0.011401431,
0.019203184,
0.0049771066,
-0.006369227,
-0.061062302,
0.012503373,
-0.08574581,
-0.033910442,
-0.049807798,
-0.013700818,
0.005586848,
0.011056156,
0.022846939,
-0.031060085,
-0.02713717,
-0.05251123,
0.029120665,
-0.05209984,
-0.0068944865,
-0.031971022,
0.028679889,
-0.039581772,
0.032117948,
0.025697298,
-0.002738327,
-0.00047383524,
-0.01929134,
0.053069547,
0.029429208,
-0.06012198,
-0.029678984,
0.0024206003,
0.002271838,
-0.001283763,
0.0043232874,
-0.033410896,
0.0583001,
-0.027959952,
0.03523277,
-0.021098524,
-0.0077723674,
-0.029532058,
0.0158092,
0.018395092,
-0.030795619,
0.010497838,
-0.012547451,
0.019555805,
0.02203885,
0.00017895087,
-0.0389353,
0.0068687745,
-0.020966291,
-0.020011274,
0.027930567,
-0.043489996,
0.0149937635,
0.02652008,
-0.004202074,
0.036437564,
-0.015023149,
0.0018797301,
0.043754462,
-0.048926245,
0.001283763,
-0.037583582,
0.0075225937,
-0.006986315,
0.0010238882,
-0.028944355,
0.0034582627,
0.029620213,
0.019115029,
-0.051159516,
-0.08639229,
-0.006567577,
0.03543847,
0.07299267,
-0.009300394,
0.034674454,
0.007956024,
-0.042814136,
-0.029825909,
0.03549724,
-0.012216869,
-0.019541113,
0.03549724,
0.040463325,
-0.023684416,
0.00907266,
-0.020848751,
-0.0052562654,
-0.015676968,
0.016352825,
0.023728494,
-0.025418138,
0.040051933,
0.03499769,
-0.025212443,
-0.087450154,
-0.0063765734,
0.021833153,
-0.0058476413,
-0.0014242606,
-0.004830181,
-0.0069973343,
-0.054186184,
0.010571301,
-0.004885278,
-0.012980882,
-0.027049014,
0.019394187,
-0.009116737,
-0.049513947,
0.024081115,
0.06341311,
-0.000067953115,
0.010086446,
-0.022523703,
0.021465838,
-0.03302889,
-0.014339944,
0.016676063,
-0.025579758,
0.030648692,
0.0079046,
-0.045605723,
0.05571421,
-0.033528436,
-0.016646678,
0.01814532,
-0.030531151,
-0.048632395,
-0.011320622,
0.040110704,
0.0068173506,
0.030442996,
0.016808296,
0.040904105,
0.010490492,
-0.0026795566,
-0.02610869,
-0.03011976,
-0.013392273,
-0.033645976,
0.01672014,
0.012620914,
-0.02142176,
-0.009212239,
0.0035702935,
0.005836622,
-0.05068935,
0.00073325087,
0.031765327,
0.018248167,
0.019041566,
-0.02897374,
0.006262706,
-0.0452531,
-0.0068614283,
-0.014729298,
-0.03429245,
-0.010328874,
0.04140365,
-0.016235285,
-0.0123711405,
0.030266685,
0.033058275,
-0.009542822,
0.02828319,
0.0054105376,
0.030090375,
-0.02782772,
0.0014233423,
-0.025873609,
0.045840807,
0.003996378,
-0.012650299,
-0.02719594,
-0.037319116,
0.0006189243,
-0.009946867,
0.01764577,
0.07822322,
0.025006747,
-0.004282883,
0.016587907,
0.06564639,
-0.07710659,
0.032382414,
0.003340722,
0.018160012,
-0.047280677,
0.044400934,
0.013002921,
0.039963778,
-0.001187343,
0.039376076,
0.0017778005,
-0.003131353,
0.04207951,
0.0057778517,
-0.011533665,
-0.008448225,
-0.040610254,
-0.0077429824,
0.02743102,
0.04619343,
-0.04619343,
0.018894639,
-0.028386038,
-0.008991851,
-0.00017252286,
-0.01832163,
0.028768044,
0.0009146122,
0.0353797,
-0.0047383523,
0.000099576566,
-0.0057007154,
-0.053010777,
-0.012525412,
-0.034498144,
-0.059475508,
0.04472417,
-0.020907521,
0.019923119,
-0.0324118,
0.004628158,
-0.0030836023,
0.045047406,
0.038964685,
0.0245072,
0.008646575,
-0.010718226,
-0.0024242734,
-0.03429245,
-0.01575043,
0.0020477765,
0.011746706,
-0.08639229,
-0.031882867,
0.0345863,
0.055008966,
-0.017440075,
-0.0077723674,
-0.01752823,
-0.019908426,
0.039669927,
-0.008499649,
-0.07140587,
0.047574528,
-0.032323644,
0.048926245,
-0.018821176,
0.017146224,
0.020466745,
0.025124287,
0.0016189371,
0.020393282,
-0.006648386,
-0.021715613,
0.03523277,
-0.011959748,
0.013943245,
0.016279362,
0.030442996,
0.05662515,
0.0015454743,
-0.0031331896,
0.035085846,
0.01861548,
0.020863444,
-0.054421265,
0.06623409,
0.026138075,
-0.057007156,
0.0020734884,
0.06276664,
-0.009660362,
0.0070414124,
-0.016984606,
-0.014457485,
0.017616386,
0.0011248996,
0.007853176,
0.017631078,
0.0007745737,
0.014148941,
0.019129721,
-0.028797429,
0.02543283,
0.01632344,
-0.054186184,
-0.018409785,
0.013575931,
0.01820409,
0.011122272,
0.01683768,
-0.034263063,
0.047045596,
0.016969914,
0.02262655,
0.0138844745,
0.0011818332,
0.01517742,
-0.014920301,
0.07745921,
-0.022876324,
0.014589718,
-0.03091316,
-0.02067244,
-0.07264005,
0.05509712,
-0.031060085,
-0.016911143,
0.013730203,
-0.02227393,
-0.03247057,
-0.06564639,
-0.035967402,
-0.03852391,
0.0028430114,
0.024139885,
-0.043666307,
-0.03132455,
0.05068935,
-0.003941281,
0.0042388053,
0.05794748,
0.08233714,
-0.021965386,
0.075343475,
0.023669723,
0.015485965,
-0.00072774116,
0.013869782,
-0.028738659,
-0.008646575,
-0.007831138,
-0.014516255,
-0.00841884,
0.012077289,
-0.055214662,
0.021451145,
-0.0074417847,
0.004962414,
-0.006743888,
0.03132455,
-0.020172892,
-0.034263063,
0.017087454,
0.06682179,
-0.0022020482,
0.00982198,
-0.016132437,
-0.01575043,
-0.059681203,
-0.05921104,
-0.049455177,
0.02330241,
-0.03138332,
-0.020187585,
-0.012415218,
-0.024081115,
-0.05812379,
0.009241624,
-0.02640254,
0.0054656346,
0.034909535,
0.017660463,
0.03746604,
0.02616746,
-0.023170177,
-0.03658449,
0.05233492,
0.026564158,
-0.019100336,
0.051659063,
0.01015991,
-0.009902789,
0.005399518,
-0.011518972,
0.03875899,
-0.003915569,
-0.023228947,
-0.027240017,
-0.0064169783,
-0.053451553,
-0.07046554,
0.04219705,
0.011438162,
0.018336322,
-0.03634941,
-0.015309653,
-0.012260946,
-0.06076845,
0.01873302,
0.013583277,
0.017601693,
0.033645976,
-0.036907725,
0.017895546,
-0.040169474,
0.25623834,
0.07499085,
0.011864247,
0.0093150865,
0.013766934,
0.026534773,
0.06929014,
0.03252934,
0.0430786,
-0.0069238716,
-0.0060129324,
-0.004345326,
0.0047530453,
-0.006281072,
-0.015221498,
0.05251123,
-0.021157295,
0.026711084,
-0.025153672,
-0.038259443,
-0.06652794,
-0.0021763362,
0.0046097925,
0.060885992,
0.028621119,
-0.009777903,
0.019306032,
0.02743102,
-0.05192353,
-0.03658449,
-0.04093349,
-0.037936203,
0.022009464,
0.018453863,
-0.01683768,
0.01677891,
-0.02341995,
-0.020878136,
-0.03332274,
0.0061965897,
-0.022553088,
-0.03573232,
-0.00006996187,
-0.0302373,
-0.000046115143,
0.049220096,
-0.0104243755,
-0.024933284,
0.035820477,
-0.026931474,
0.0024903899,
-0.0446654,
0.023493413,
-0.024521893,
-0.038053747,
-0.020510823,
-0.027974645,
-0.021142602,
0.010211334,
0.05353971,
-0.010857807,
0.0201582,
-0.022141697,
0.06494114,
-0.0013214126,
0.0367608,
-0.0076180953,
0.042343974,
-0.020422667,
-0.028797429,
0.014339944,
0.047956534,
-0.058094405,
-0.028209727,
0.033469666,
0.028503578,
0.017587,
0.015412502,
-0.026681699,
-0.032676265,
-0.0191738,
0.018718328,
0.015500657,
-0.03270565,
0.05010165,
0.023610953,
-0.012437257,
0.017998394,
0.008668614,
0.06629286,
0.012679684,
0.067703344,
0.028606426,
-0.017983701,
0.0070083537
] |
StableLM
Overview
StableLM 3B 4E1T was proposed in StableLM 3B 4E1T: Technical Report by Stability AI and is the first model in a series of multi-epoch pre-trained language models.
Model Details
StableLM 3B 4E1T is a decoder-only base language model pre-trained on 1 trillion tokens of diverse English and code datasets for four epochs.
The model architecture is transformer-based with partial Rotary Position Embeddings, SwiGLU activation, LayerNorm, etc.
We also provide StableLM Zephyr 3B, an instruction fine-tuned version of the model that can be used for chat-based applications.
Usage Tips |
[
0.022438964,
0.013010141,
-0.018694183,
0.00073558197,
0.01732704,
-0.0234346,
-0.01786201,
-0.023196837,
0.01728246,
0.07287462,
0.0017507222,
0.009005306,
0.010996578,
-0.016390845,
0.021755394,
0.022424104,
-0.021160983,
-0.021889135,
-0.06395848,
0.010335297,
0.021859415,
0.019570937,
-0.06811935,
-0.0667522,
-0.025024647,
0.020417972,
0.0039713993,
-0.020388251,
0.07911593,
0.0737068,
0.026971338,
-0.06865431,
0.03646703,
-0.02281047,
-0.02527727,
0.0022624717,
0.0034290007,
-0.007036324,
-0.030612096,
-0.03263309,
0.022022877,
-0.0296016,
0.030225731,
-0.045977585,
-0.08458449,
-0.0071069105,
0.025009787,
-0.057657737,
-0.04018209,
-0.052605253,
-0.01731218,
0.027907534,
-0.03325722,
0.024504539,
-0.0035627428,
-0.053051062,
0.027640048,
-0.005906946,
-0.03388135,
0.014124659,
0.029690761,
0.01909541,
0.0050933477,
-0.080601946,
0.0037057726,
0.050079014,
-0.030522935,
0.0074932766,
-0.01848614,
-0.037745014,
-0.087972626,
-0.005371977,
-0.036764238,
-0.013708573,
-0.008165702,
0.02101238,
0.027640048,
-0.010424459,
0.014109799,
0.018099774,
0.0014321557,
0.026555251,
-0.0296016,
0.008990446,
-0.03450548,
-0.019972164,
0.046661157,
-0.0016727059,
-0.027669769,
-0.023895267,
-0.017713407,
0.027907534,
-0.0069954586,
0.020819198,
0.024534259,
0.06306686,
-0.03819082,
0.037804455,
0.000717471,
-0.010944568,
0.00985977,
0.089696415,
-0.059916493,
0.05551786,
-0.051505595,
-0.0029906235,
0.046274792,
-0.041162867,
-0.021175845,
-0.04006321,
-0.0019671244,
-0.002890317,
0.0048258635,
-0.0055503002,
-0.011278923,
0.03132539,
0.01231171,
0.014354993,
-0.026287766,
-0.008730392,
-0.008804693,
-0.030493215,
0.016242243,
-0.0034401459,
0.046096466,
-0.02772921,
-0.0056431764,
0.011806462,
-0.020507133,
-0.015112866,
0.049870968,
0.0022829045,
0.01845642,
0.04559122,
-0.022542985,
0.0005985891,
0.002115727,
0.037536968,
-0.0027584322,
0.0073038084,
-0.017980892,
-0.03459464,
-0.006638813,
0.098137036,
0.008069111,
-0.011382945,
-0.032484487,
-0.013968627,
-0.06568227,
0.013091872,
-0.0048184334,
-0.008878994,
-0.005665467,
0.010981718,
-0.0030667824,
-0.008403466,
-0.016271964,
0.040835943,
-0.007690175,
0.00864866,
-0.030641817,
-0.019615518,
-0.04883075,
0.04071706,
-0.00861151,
0.03691284,
-0.014459015,
0.0016931387,
-0.007950229,
-0.0092505,
-0.008537209,
0.018307816,
-0.0028754566,
-0.01045418,
0.06532562,
0.05055454,
0.050376218,
0.012356291,
0.018382119,
0.011962494,
-0.023285998,
-0.005472284,
0.000053665208,
0.022557845,
0.012244839,
-0.016851513,
0.0051602186,
0.03379219,
-0.016717771,
0.023880407,
-0.018605022,
0.076857165,
-0.017193299,
0.041162867,
-0.010974288,
0.005594881,
0.0020209928,
-0.013604551,
-0.005650607,
-0.039260756,
-0.031206507,
0.018278096,
-0.01853072,
0.015261468,
-0.06663332,
0.027372565,
-0.0014897392,
0.047879696,
-0.01731218,
0.05429932,
-0.02709022,
0.020611154,
-0.01728246,
-0.022364663,
0.032187283,
-0.020685457,
-0.03266281,
0.005594881,
0.014288122,
-0.008232574,
0.039498523,
-0.017772848,
0.013114163,
-0.009837479,
0.02707536,
-0.02034367,
0.010275857,
0.041133147,
-0.008462908,
0.03890411,
0.060867548,
0.03269253,
0.007771906,
0.019466916,
0.00306864,
0.02777379,
-0.0054462785,
0.030002827,
0.049514323,
0.009436253,
0.05929236,
-0.0006631383,
0.03325722,
0.026599832,
-0.00433176,
0.032484487,
-0.021532489,
-0.017431064,
-0.0221269,
-0.014228681,
-0.039082434,
0.03189008,
0.03275197,
-0.04868215,
-0.044551004,
-0.009815189,
0.018946808,
0.008121122,
0.01479337,
-0.044610444,
0.024296494,
0.020150486,
-0.014659628,
-0.0067539797,
0.02521783,
0.072458535,
0.012898689,
0.018159214,
-0.03334638,
-0.039498523,
-0.039082434,
-0.0590546,
-0.08202853,
-0.012542044,
-0.044105195,
-0.05967873,
0.032870855,
-0.032960016,
0.019541217,
-0.018991388,
0.020655734,
-0.02465314,
0.011338364,
0.03132539,
0.023063093,
0.023077955,
-0.035872623,
0.022394383,
-0.018872507,
0.0028123006,
0.02273617,
-0.05097063,
0.0017330756,
-0.01728246,
0.002424077,
-0.016970396,
0.004985611,
-0.004209163,
-0.04880103,
0.04012265,
-0.018946808,
0.030612096,
0.00084656937,
0.027550887,
-0.008314305,
0.04868215,
0.01594504,
-0.040895384,
0.02215662,
0.041043986,
-0.022647008,
0.015335768,
-0.009978652,
0.037923336,
-0.0037986492,
0.024177613,
0.043362185,
-0.008990446,
0.017891731,
-0.037477527,
-0.021725673,
0.0107662445,
0.015796436,
-0.011642999,
0.0006812492,
0.02643637,
-0.030998463,
-0.03703172,
-0.025782518,
-0.04862271,
-0.03997405,
-0.004874159,
-0.014615047,
0.054655965,
0.04255973,
0.0038748079,
-0.018902227,
-0.016242243,
0.012073946,
0.009607146,
-0.009109328,
-0.023271138,
0.05040594,
0.02156221,
-0.00010140954,
0.024489678,
0.05923292,
-0.037804455,
-0.015016274,
-0.0038748079,
-0.011917913,
-0.0015352487,
-0.008938435,
-0.022706449,
0.028828869,
0.021220425,
-0.02101238,
-0.0026674133,
-0.02521783,
0.04012265,
0.03890411,
0.026733574,
-0.02022479,
-0.00867838,
-0.05373463,
0.01227456,
0.01173959,
0.036704797,
0.046274792,
-0.009532845,
0.044788767,
-0.027981834,
-0.022320082,
0.009094467,
-0.039112154,
-0.042886656,
0.04428352,
0.007675315,
0.039260756,
-0.021354167,
-0.0026581257,
0.022230921,
0.029675901,
0.0071031954,
0.024890903,
0.0091910595,
-0.04255973,
-0.015736995,
-0.012608915,
0.039171595,
0.02337516,
0.013285056,
-0.01482309,
-0.043540508,
-0.02717938,
-0.016792072,
0.039766006,
0.06407736,
0.028650545,
-0.02716452,
0.046631437,
-0.016257104,
-0.0012324712,
0.013641701,
-0.007816487,
-0.01416181,
-0.057717178,
0.016375985,
0.027432006,
-0.00048760168,
0.00016706162,
-0.009480834,
-0.0019151135,
0.012720367,
-0.0063081724,
0.014882532,
-0.011457246,
-0.012638635,
-0.011412665,
0.0017163579,
-0.015915317,
-0.0050636274,
-0.03269253,
0.047047522,
0.033584144,
-0.019912723,
-0.012200258,
-0.030404054,
-0.012861539,
0.026837595,
-0.0033565569,
-0.020581434,
0.01170987,
0.006895152,
-0.061937485,
0.05287274,
0.041222308,
-0.03319778,
0.0023590634,
-0.077094935,
-0.002814158,
-0.0064604897,
0.010951998,
-0.017535085,
0.042292245,
-0.025544755,
-0.012579194,
0.008254864,
0.007653024,
0.03189008,
0.023167117,
-0.048979357,
0.0345352,
-0.04247057,
-0.0016494868,
-0.035902344,
0.013158743,
-0.00019341533,
-0.0018658891,
0.026703853,
-0.0037967917,
-0.04021181,
0.026213465,
-0.031771194,
-0.051683918,
-0.008061681,
-0.015751855,
-0.032425046,
0.04187616,
-0.0069694533,
-0.037477527,
-0.0015203884,
0.009488264,
-0.02529213,
0.006155855,
-0.0036871973,
0.018827926,
0.0050413366,
-0.016153082,
0.0024723727,
-0.058162984,
0.034743246,
-0.0023664935,
0.009473404,
0.00015313014,
-0.05055454,
-0.02961646,
-0.0025466739,
-0.04511569,
-0.008433186,
0.013091872,
0.011561268,
0.016910955,
-0.008878994,
0.0024185043,
-0.049662925,
-0.038071938,
0.04056846,
0.018040333,
0.033970512,
0.04431324,
0.0008488913,
-0.0030574945,
0.037804455,
-0.030389193,
-0.02278075,
-0.025648776,
-0.012698076,
0.0160342,
0.010119825,
-0.007682745,
-0.006958308,
0.004981896,
0.02154735,
0.023256278,
-0.038963553,
0.015855877,
-0.0052791005,
0.020492272,
0.020551713,
-0.012081376,
-0.060689226,
-0.034000233,
0.023226557,
-0.017416203,
0.008299445,
0.028219597,
-0.011130321,
-0.067941025,
-0.055666465,
0.007452411,
-0.045323737,
0.03073098,
-0.039736286,
-0.060124535,
0.008381176,
-0.008269724,
0.032543927,
-0.024980066,
-0.04383771,
-0.033494983,
-0.009339661,
-0.07810543,
0.0067131137,
-0.03153343,
0.029274676,
0.0066128075,
0.05224861,
0.011405235,
-0.034029953,
-0.018768484,
0.009146478,
0.03756669,
0.02639179,
-0.032573648,
-0.046007305,
0.01538035,
0.020061325,
-0.024831463,
0.028279038,
-0.020596294,
0.03316806,
0.006111274,
0.0051676487,
-0.0419356,
-0.021740533,
-0.024861183,
0.0009315514,
0.04874159,
-0.020596294,
0.032454766,
-0.017416203,
0.03189008,
-0.0035683154,
-0.008143412,
-0.012913549,
0.060035374,
-0.044729326,
-0.028457362,
0.0016680621,
-0.021205565,
0.006516216,
-0.0014553749,
-0.05293218,
0.060629785,
-0.039260756,
0.042856935,
0.08078027,
0.011561268,
0.010907417,
-0.0007792339,
0.024772022,
0.0124305915,
0.033019457,
-0.014288122,
0.014652198,
0.0069323024,
0.007861068,
0.0035274497,
-0.039855167,
0.00015011165,
0.018902227,
0.030210871,
-0.0055614454,
0.037210044,
-0.037239764,
-0.060808107,
-0.035961784,
0.047760814,
-0.019258872,
0.0017637248,
0.030671537,
-0.015112866,
-0.0058029243,
0.028070996,
0.033584144,
-0.03325722,
-0.0019374039,
0.07180469,
-0.013389077,
-0.0015705418,
0.011925343,
0.029022051,
0.0062524467,
-0.039022993,
-0.014733929,
0.04238141,
-0.027625188,
-0.010729094,
-0.05617171,
-0.00008184742,
-0.02101238,
0.02900719,
0.031830635,
-0.018605022,
-0.021101542,
0.035961784,
-0.0034011377,
-0.061759163,
0.011568698,
0.04553178,
-0.017713407,
-0.0067502647,
-0.028145296,
-0.009391673,
0.02890317,
-0.0404793,
0.043332465,
-0.04562094,
0.02339002,
0.033494983,
0.012029366,
0.04568038,
-0.013210755,
-0.0004070313,
0.024489678,
-0.020655734,
-0.03150371,
0.012490033,
0.046363954,
0.008938435,
0.09314399,
-0.039706565,
-0.0073075234,
0.043451346,
0.022334943,
-0.0148008,
-0.108836405,
-0.008544639,
-0.037626132,
-0.03462436,
-0.010743954,
-0.026302626,
0.01480823,
-0.0012835533,
0.01355254,
-0.02524755,
0.00055679464,
0.047641933,
-0.039141875,
-0.011561268,
-0.02457884,
0.033584144,
-0.049068518,
0.013909185,
0.00050385506,
-0.022959072,
-0.01913999,
0.039320197,
-0.008685811,
-0.0018788917,
-0.022424104,
0.03756669,
-0.004874159,
0.008321735,
0.011865903,
0.037536968,
-0.053199664,
0.042084202,
-0.01045418,
0.0006041617,
0.005297676,
0.0026358352,
0.023063093,
0.018382119,
0.001830596,
-0.03450548,
0.021532489,
0.0259014,
-0.051386714,
-0.022468684,
0.01416924,
0.04318386,
-0.097958714,
0.0063081724,
0.0124305915,
0.026599832,
-0.031147067,
0.015632974,
0.029051771,
0.06496897,
-0.022884771,
0.02714966,
-0.0013420655,
0.029259816,
0.026124304,
-0.023523761,
-0.0022977649,
0.0012965561,
-0.02957188,
-0.06455289,
0.0069360174,
0.016301684,
-0.063304625,
-0.0010940853,
0.020209927,
0.006107559,
-0.026867315,
-0.015135156,
0.012408301,
0.011041159,
0.04003349,
-0.0104839,
0.0023813536,
0.00861151,
-0.026050003,
-0.028249318,
-0.053823795,
-0.028160157,
0.02520297,
-0.029943386,
0.0020971515,
-0.0027138516,
0.024772022,
-0.0035868906,
0.030300032,
0.051713638,
-0.01168758,
-0.006906297,
-0.024534259,
0.0115166865,
-0.05290246,
-0.06627668,
0.011479536,
0.0039231037,
-0.04514541,
-0.046274792,
0.0049075945,
0.036050946,
-0.024222193,
-0.019987024,
-0.049038798,
-0.006527361,
0.0074301204,
0.021473048,
-0.055844788,
0.03866635,
-0.0054425634,
0.02276589,
-0.019229151,
-0.013901755,
0.010424459,
0.033970512,
0.007645594,
-0.0030296317,
-0.00044511067,
-0.008901284,
0.026139164,
-0.0118510425,
0.022052597,
-0.018174075,
0.031236228,
-0.0028996046,
0.010669653,
-0.0035367375,
0.04680976,
0.05429932,
0.041668117,
-0.0051862244,
0.04805802,
0.015016274,
-0.024459956,
0.0033658447,
0.05670668,
0.019749261,
-0.0042871796,
0.020804338,
-0.03385163,
0.0059478115,
-0.02087864,
0.01169501,
0.028501943,
0.012794668,
0.021205565,
0.017624246,
-0.021369027,
0.03462436,
0.011338364,
-0.044818487,
-0.048563268,
0.027402285,
0.044134915,
-0.007757046,
0.0004014587,
-0.0027658625,
0.05117867,
0.016881235,
0.018783346,
0.019244011,
0.0046512554,
-0.021220425,
0.016970396,
0.033673305,
0.022379523,
0.009726028,
-0.011449816,
-0.038042217,
-0.046690878,
0.026302626,
-0.02830876,
-0.027461726,
0.034772966,
-0.0101866955,
-0.032573648,
-0.056795843,
0.008737822,
-0.04012265,
-0.008901284,
0.027372565,
-0.020031605,
-0.044551004,
0.040925104,
-0.008366316,
0.009287651,
0.01839698,
0.042767774,
-0.015202027,
0.05964901,
0.0528133,
0.001217611,
-0.006267307,
0.019214291,
-0.026258046,
0.00100028,
0.026644412,
-0.0071849264,
-0.048206624,
-0.062353574,
-0.035991505,
-0.006271022,
-0.010862837,
-0.010781105,
-0.015558672,
-0.010409599,
0.0043986314,
-0.009168769,
0.0055131493,
0.03501073,
0.0033026887,
0.03281141,
0.017698547,
0.006419624,
-0.040984545,
0.02900719,
-0.051238112,
0.0271348,
0.0031262233,
-0.03634815,
-0.0036779097,
-0.0419356,
-0.018560441,
-0.046363954,
-0.033643585,
-0.012646065,
0.0066165226,
0.04125203,
0.050049294,
0.030136568,
0.0066202376,
-0.047731094,
0.03070126,
0.046512555,
-0.023627784,
0.03875551,
0.03203868,
0.045739822,
-0.04009293,
0.0036147537,
-0.0073038084,
0.014191531,
-0.0014163668,
0.008477768,
0.0034531485,
-0.03495129,
-0.058965437,
-0.0332275,
-0.018188935,
0.006386189,
-0.0054499935,
-0.036585912,
-0.0057992092,
-0.056498636,
0.0077496157,
-0.041162867,
0.013493099,
0.008789833,
-0.024207333,
-0.013129023,
-0.018664462,
0.2639179,
0.08220685,
0.0102684265,
-0.01535063,
0.037210044,
0.07198301,
0.048384946,
-0.004116287,
0.01839698,
-0.008299445,
-0.023746666,
-0.035248492,
-0.0027249968,
-0.011888193,
-0.03456492,
0.032841135,
-0.039260756,
-0.01045418,
-0.053051062,
-0.069724254,
-0.038071938,
0.033465263,
-0.00019562115,
0.0016987113,
0.024712581,
0.006594232,
0.0012306137,
-0.02468286,
0.015246607,
-0.009176199,
-0.030404054,
-0.054596525,
0.0029014621,
0.0029014621,
-0.020804338,
0.014206391,
0.031741474,
-0.01662861,
-0.045204856,
0.034327157,
0.03459464,
-0.034832407,
0.015127726,
-0.013990917,
-0.03694256,
0.023315718,
-0.011241772,
-0.008931005,
0.03138483,
-0.034208275,
0.013418797,
-0.031147067,
0.044877928,
-0.01479337,
-0.03575374,
0.0005776919,
-0.021814834,
-0.03331666,
0.0031522287,
0.03186036,
0.04181672,
0.0031689464,
-0.013106733,
0.043897152,
-0.0022476115,
0.04734473,
-0.016346265,
0.010944568,
-0.0033937076,
-0.02162165,
0.018575301,
0.01044675,
-0.03194952,
-0.038071938,
0.0065682265,
0.0019949875,
0.0042871796,
0.052159447,
-0.016985256,
-0.028264178,
0.01601934,
-0.0018566013,
0.021666232,
-0.016108502,
0.04678004,
0.037596412,
-0.019987024,
0.015855877,
0.0010374306,
0.025827099,
0.016153082,
0.03643731,
0.016108502,
-0.006716829,
-0.005869795
] |
Overview
The Trajectory Transformer model was proposed in Offline Reinforcement Learning as One Big Sequence Modeling Problem by Michael Janner, Qiyang Li, Sergey Levine.
The abstract from the paper is the following:
Reinforcement learning (RL) is typically concerned with estimating stationary policies or single-step models,
leveraging the Markov property to factorize problems in time. However, we can also view RL as a generic sequence
modeling problem, with the goal being to produce a sequence of actions that leads to a sequence of high rewards.
Viewed in this way, it is tempting to consider whether high-capacity sequence prediction models that work well
in other domains, such as natural-language processing, can also provide effective solutions to the RL problem.
To this end, we explore how RL can be tackled with the tools of sequence modeling, using a Transformer architecture
to model distributions over trajectories and repurposing beam search as a planning algorithm. Framing RL as sequence
modeling problem simplifies a range of design decisions, allowing us to dispense with many of the components common
in offline RL algorithms. We demonstrate the flexibility of this approach across long-horizon dynamics prediction,
imitation learning, goal-conditioned RL, and offline RL. Further, we show that this approach can be combined with
existing model-free algorithms to yield a state-of-the-art planner in sparse-reward, long-horizon tasks.
This model was contributed by CarlCochet. The original code can be found here.
Usage tips
This Transformer is used for deep reinforcement learning. To use it, you need to create sequences from
actions, states and rewards from all previous timesteps. This model will treat all these elements together
as one big sequence (a trajectory).
TrajectoryTransformerConfig
[[autodoc]] TrajectoryTransformerConfig
TrajectoryTransformerModel
[[autodoc]] TrajectoryTransformerModel
- forward |
[
0.029203022,
0.022282666,
-0.034177482,
-0.028325174,
-0.01174851,
0.007966455,
-0.000051807794,
0.002814595,
0.024345605,
0.050944347,
-0.003862524,
0.0038296045,
0.04547244,
-0.04997872,
0.021053681,
0.07941583,
0.010519525,
-0.050827302,
-0.017542295,
-0.004444097,
0.036167268,
-0.01988322,
-0.07063737,
-0.034382313,
0.007542163,
0.0011375425,
0.008822355,
-0.00658019,
0.07063737,
0.052963395,
0.0010451857,
-0.013240849,
-0.008683363,
-0.0034217718,
-0.033592254,
-0.018771281,
0.01382608,
-0.033416685,
-0.02310199,
-0.028910406,
-0.0046708738,
0.009597787,
0.019180942,
-0.04529687,
-0.047052562,
-0.013072595,
0.029217651,
-0.0014301579,
-0.0060205627,
-0.033504467,
0.00011670327,
0.019429665,
-0.020307511,
-0.035347946,
-0.0035516198,
0.0074543785,
-0.008171286,
0.00824444,
0.017571557,
-0.027330283,
0.022765482,
0.015523249,
0.0012756204,
-0.010219594,
0.008602894,
0.029115237,
0.0014100407,
0.0097148325,
0.015684187,
0.030256437,
-0.028939666,
0.039005637,
-0.030432006,
-0.03537721,
0.0060351933,
0.019195573,
0.012436156,
0.014045541,
0.032129176,
0.0018535359,
0.0018142157,
0.036284316,
-0.010373217,
0.0014484464,
-0.022531388,
-0.027271759,
0.03792296,
-0.03602096,
-0.008932087,
-0.027198605,
-0.007871355,
0.02314588,
-0.037952222,
0.026437806,
-0.009692887,
0.027125452,
-0.002991993,
0.00007309671,
0.011660725,
-0.0006359814,
-0.0025091774,
0.0641413,
0.011675356,
0.034001913,
-0.04395084,
-0.0040929583,
-0.008858932,
0.016459618,
-0.01572808,
-0.072334535,
-0.036313575,
-0.0014146128,
0.002467114,
0.02501862,
-0.027564375,
-0.019415034,
0.009451479,
0.013599303,
-0.03564056,
0.0017209445,
0.0314269,
-0.042546283,
-0.011419318,
-0.0073227016,
-0.0094222175,
-0.01896148,
-0.003050516,
0.022867898,
-0.06765269,
-0.031719513,
-0.042224407,
-0.000057494362,
0.04242924,
0.064550966,
0.007110555,
-0.02617445,
0.0060973745,
0.030812405,
0.027564375,
-0.014469833,
0.038917854,
-0.022984942,
-0.012202064,
0.07409023,
0.017088741,
-0.012326426,
0.039181206,
-0.043424133,
-0.02596962,
0.019853957,
-0.020102682,
0.028778728,
0.0064594857,
0.04661364,
0.016342573,
-0.002622566,
0.027944775,
0.0010250685,
0.021097573,
0.024140773,
0.016971696,
0.04336561,
0.007849409,
0.038976375,
0.03221696,
0.022838635,
0.008880879,
-0.0018663378,
0.036313575,
-0.0070849513,
0.012348372,
0.045062777,
-0.014667349,
0.04997872,
0.042926684,
0.052144073,
0.028091082,
-0.002132435,
0.0065106936,
0.0039247046,
-0.02159502,
0.012750718,
0.005994959,
0.07280272,
0.01896148,
0.004656243,
0.019868588,
0.0014493609,
-0.010256171,
-0.020878112,
-0.01212891,
0.04298521,
-0.008259071,
0.056152903,
-0.08140562,
-0.0017684946,
-0.042136624,
0.0038661815,
-0.0054060705,
-0.057937857,
-0.027520481,
0.057323366,
-0.03198287,
0.0070703207,
0.019312618,
0.013643195,
0.038742285,
0.032304745,
0.016444989,
-0.003098066,
0.03692807,
0.0014603339,
-0.033767823,
-0.0067850207,
0.0072239437,
-0.00035136714,
-0.0036686661,
-0.0067374706,
0.0050110393,
0.0014374733,
-0.0011768627,
-0.0016788811,
0.01269951,
0.031953607,
-0.014769765,
-0.028383698,
-0.01726431,
0.025121035,
-0.0068691475,
-0.012341056,
-0.027681421,
0.073212385,
-0.034938283,
0.044828687,
0.016357204,
0.011346164,
0.03923973,
0.02332145,
-0.026642635,
0.01726431,
0.020424558,
0.013321318,
0.0015161138,
0.07151522,
0.017805649,
-0.017615449,
0.015493988,
0.008368801,
-0.030285697,
-0.0008376117,
-0.04076133,
0.06273675,
0.002229364,
-0.009041817,
-0.042107362,
0.007842094,
-0.004469701,
0.03207065,
-0.018654235,
-0.02844222,
0.007695786,
0.031719513,
-0.050885826,
-0.0013414589,
0.0007822891,
0.043102253,
-0.038449667,
0.041844007,
0.024594327,
-0.033884868,
-0.034762714,
-0.0066313976,
-0.08614598,
-0.021097573,
-0.05878644,
-0.03812779,
0.06823792,
-0.03906416,
0.013306688,
-0.025062513,
0.010197648,
0.027403437,
-0.024711374,
0.074441366,
0.039356776,
0.020804958,
-0.0371329,
0.009875772,
-0.044682376,
0.013050648,
-0.027183974,
-0.0047732894,
-0.0048244973,
-0.0014493609,
0.0100732865,
0.0004044037,
-0.02539902,
0.007015455,
-0.038771547,
-0.005395097,
0.011412002,
-0.010365902,
0.004246582,
-0.011009656,
0.009166178,
0.0036009988,
0.023233665,
-0.07169078,
0.032334007,
0.023189774,
-0.020892743,
0.011090125,
0.019166311,
0.025413651,
-0.045706533,
0.04336561,
0.046525855,
0.0026426832,
-0.027388806,
-0.013577357,
0.012158171,
0.005863282,
-0.001905658,
0.000054951124,
-0.051236965,
0.048076715,
-0.0062327087,
-0.051207703,
0.023028836,
-0.010943818,
-0.019107789,
-0.014718557,
-0.036811024,
0.020131942,
0.009334433,
0.059781335,
-0.014652718,
0.016284049,
0.016240157,
0.07151522,
-0.031134283,
-0.031339113,
0.02367259,
0.036079485,
0.049949456,
0.041024685,
0.042107362,
-0.03186582,
0.000030175968,
-0.012801926,
0.022633804,
-0.011214486,
0.0026298813,
0.038537454,
0.031778038,
0.055011705,
-0.0314269,
0.014630772,
0.026788944,
0.020804958,
-0.009912348,
0.047988933,
0.044272717,
0.03508459,
-0.006858174,
0.022458235,
0.06314641,
-0.0032443737,
0.041609917,
-0.0060205627,
-0.0070959246,
-0.0062071052,
-0.048047457,
0.00776894,
-0.0048757046,
0.024316343,
0.033855606,
0.021068312,
0.029919928,
0.008193232,
-0.024594327,
-0.003873497,
0.04719887,
0.03107576,
-0.0019861273,
-0.02389205,
-0.037279207,
-0.0006917612,
-0.030373482,
-0.0054389895,
-0.0146746645,
-0.009305171,
-0.039912745,
-0.021638911,
-0.029422482,
-0.04851564,
-0.00006589563,
0.035933178,
0.06858906,
0.0011229118,
0.06806235,
-0.033884868,
-0.016240157,
0.0397957,
0.00383692,
-0.023935944,
-0.026613375,
0.03730847,
0.0073556206,
-0.0073300167,
-0.050680995,
0.016181635,
-0.04646733,
0.0386545,
0.02348239,
-0.008024978,
-0.055275057,
-0.022443604,
-0.057879332,
0.008580948,
-0.038449667,
-0.044828687,
-0.030373482,
0.0033723928,
0.051266227,
-0.014894126,
0.0047257394,
-0.0034345738,
-0.038830068,
0.026642635,
-0.0053621777,
-0.0074763247,
-0.008829671,
-0.02406762,
-0.05963503,
-0.0014493609,
0.0077396785,
0.017000956,
-0.013679772,
-0.048369333,
-0.018698126,
0.013153064,
0.00028187098,
-0.0050256704,
-0.0026938908,
0.006883778,
0.02839833,
-0.042399976,
-0.00066295685,
0.04602841,
0.047871888,
-0.038976375,
0.057381887,
-0.017805649,
-0.019224834,
-0.028968928,
0.023394605,
0.013072595,
0.013116487,
0.008032294,
-0.023058096,
-0.0061997897,
0.04114173,
-0.030519791,
-0.032099914,
0.002287887,
0.018317727,
0.012553202,
0.05439721,
0.006013247,
-0.027066927,
0.051822193,
0.0066460283,
-0.037074376,
-0.016386464,
0.02348239,
-0.017000956,
0.026115928,
-0.012180118,
-0.0036284314,
-0.015493988,
0.053548627,
0.005504828,
0.006269286,
0.0155525105,
-0.05609438,
-0.03774739,
0.002121462,
-0.015303788,
-0.011170594,
-0.013774872,
0.0032608332,
-0.016898543,
-0.017147265,
-0.041434348,
-0.03997127,
-0.05003724,
0.00034130848,
0.010080602,
0.014711241,
-0.018727388,
-0.026935251,
-0.033592254,
0.049569055,
-0.027154714,
-0.003610143,
-0.03183656,
-0.04076133,
-0.0037271893,
-0.019254096,
-0.02955416,
-0.0033559334,
-0.0029334698,
0.0038552084,
0.037074376,
-0.07057884,
-0.0073373322,
-0.0005102482,
-0.03543573,
0.06215152,
-0.003752793,
-0.037805915,
-0.019210204,
-0.002825568,
0.033036284,
-0.0017776388,
0.009246648,
-0.033007022,
-0.033972654,
-0.04023462,
0.034762714,
-0.036313575,
-0.0029334698,
-0.06419983,
-0.007209313,
0.020336773,
0.035728347,
-0.007915247,
-0.06583847,
0.04605767,
-0.03069536,
-0.0070739784,
-0.05024207,
-0.057733025,
-0.01856645,
-0.011185225,
-0.0007813747,
0.06654075,
-0.022136359,
-0.009634363,
-0.03490902,
0.035874654,
-0.003253518,
0.012809241,
-0.03221696,
-0.047667056,
0.032304745,
0.034031175,
-0.031719513,
0.02633539,
-0.00225131,
0.025413651,
0.00757874,
0.06794531,
-0.036489144,
-0.0053109704,
-0.030022344,
-0.027593637,
0.032714408,
-0.05267078,
0.034616407,
-0.0022092466,
0.0018663378,
0.031105021,
0.020234358,
-0.01839088,
-0.033211853,
-0.026086666,
-0.048983824,
-0.0004992751,
-0.008668733,
0.03757182,
-0.03148542,
0.026159821,
-0.0005344804,
-0.00191846,
0.007885986,
0.021360926,
-0.010768248,
0.0074653514,
-0.05249521,
0.004144166,
0.012999441,
0.00416977,
-0.015976803,
0.0054280167,
-0.04058576,
0.0149672795,
-0.028734837,
-0.045882102,
-0.034499362,
0.03464567,
0.023467759,
-0.010534156,
0.0076884707,
0.017366726,
-0.018859066,
-0.007088609,
0.05384124,
0.0010817627,
-0.009787986,
0.044038624,
0.02614519,
0.01401628,
-0.0028036216,
0.010490264,
0.0014219282,
0.009114971,
0.013701718,
-0.018434772,
-0.033270374,
0.043892317,
0.020044157,
-0.00734099,
-0.03198287,
-0.011989918,
0.010578048,
0.009897717,
0.003238887,
-0.012048441,
-0.037952222,
-0.022619173,
-0.013138433,
0.01166804,
-0.04567727,
-0.018478666,
-0.01184361,
-0.027505852,
-0.048047457,
-0.017176526,
0.043687485,
-0.007004482,
0.021053681,
-0.021302404,
-0.012011864,
-0.09059374,
-0.0034107987,
0.03584539,
-0.016284049,
0.05907906,
0.07900617,
0.004762316,
0.034177482,
0.0014036397,
0.018229943,
0.004956174,
-0.033767823,
-0.0443605,
-0.036986593,
0.016401095,
0.008046925,
0.016737603,
-0.010826771,
0.026818205,
-0.017951958,
0.021082943,
-0.015611034,
-0.051441796,
0.004707451,
-0.034001913,
-0.02008805,
0.045882102,
-0.014469833,
0.022487497,
0.0023848158,
0.015098956,
-0.017103372,
-0.055596933,
0.016591296,
0.023453128,
-0.02842759,
-0.06373164,
-0.016840018,
-0.070227705,
0.0028548294,
-0.058844965,
-0.016957065,
-0.0036247738,
0.037776653,
-0.018346988,
-0.03520164,
0.004729397,
0.047491487,
-0.008046925,
0.020380665,
0.016576665,
-0.003862524,
-0.038976375,
0.007479982,
-0.048223026,
0.057177056,
0.018229943,
-0.03356299,
0.029305436,
-0.03812779,
0.016766865,
-0.002467114,
-0.008924771,
0.021726696,
0.0016212724,
-0.047813363,
0.018156787,
0.00507322,
-0.03868376,
0.021185357,
-0.022326559,
-0.022194881,
-0.03470419,
0.0689402,
0.0093417475,
0.003994201,
0.029685836,
0.046174716,
0.002145237,
0.0026006198,
0.0062802588,
0.055040963,
-0.009451479,
-0.014177218,
-0.017527664,
0.042663332,
0.043833792,
0.029963821,
-0.05477761,
0.03786444,
0.0014630773,
-0.015611034,
-0.022911789,
-0.0049634892,
-0.01571345,
0.037542563,
0.020322142,
0.014762449,
-0.0470233,
-0.0012884224,
-0.039151944,
0.026101297,
-0.047550008,
-0.017586188,
0.011060864,
-0.08836986,
0.054923918,
-0.024901574,
-0.023175143,
-0.006518009,
0.03885933,
-0.0075129014,
-0.015962172,
0.007019113,
-0.011982602,
-0.004579432,
-0.02918839,
-0.027403437,
-0.021199988,
-0.0014795369,
-0.04719887,
-0.0386545,
-0.032451052,
0.044799425,
-0.049042348,
-0.02769605,
-0.024096882,
-0.029159129,
0.02103905,
0.0036247738,
-0.021375557,
0.0044879895,
-0.05574324,
0.05474835,
-0.04962758,
-0.011448579,
-0.02443339,
0.0038332622,
-0.017951958,
-0.010424425,
0.00093728385,
0.013643195,
0.029276175,
-0.024652852,
-0.0016935118,
0.03280219,
0.03391413,
0.018025111,
0.010534156,
-0.0072349166,
0.034382313,
-0.0021507235,
0.051032133,
0.015318418,
0.028515374,
-0.014169903,
-0.030168653,
0.025940359,
0.047667056,
-0.008346856,
0.014045541,
0.01070241,
-0.022209512,
0.031105021,
0.009795302,
0.045179825,
0.012341056,
0.00724589,
0.02200468,
-0.04377527,
0.016079219,
0.0045099356,
-0.026891358,
-0.029100606,
-0.0051500318,
-0.020205095,
0.015172111,
0.007542163,
0.017556926,
0.027754575,
0.051617365,
0.036108747,
-0.0044258083,
0.02902745,
-0.0022421659,
0.02329219,
0.030110128,
0.017834911,
-0.016840018,
-0.019502819,
-0.007637263,
0.009634363,
-0.015625665,
0.014894126,
0.003383366,
-0.03830336,
-0.008683363,
-0.02425782,
-0.049598318,
-0.06320494,
0.040849116,
-0.041931793,
0.027491221,
0.03619653,
-0.028310545,
-0.054543518,
0.02728639,
-0.047608532,
0.026715789,
-0.002953587,
0.061156627,
0.004444097,
0.07473398,
0.010395164,
0.023467759,
0.026818205,
-0.01648888,
-0.05931315,
0.008266387,
0.04152213,
-0.009407586,
0.022194881,
-0.028939666,
-0.05855235,
0.03435305,
0.0075129014,
-0.04242924,
-0.035582036,
-0.0026408543,
0.0120557565,
-0.048837516,
-0.014184534,
0.067769736,
0.018624973,
0.020614758,
-0.030373482,
-0.04646733,
-0.017615449,
-0.007469009,
-0.028003298,
0.03467493,
-0.032919236,
-0.033211853,
-0.0015563484,
-0.034411576,
-0.016049957,
0.0065216664,
-0.0061522396,
-0.017849542,
0.00025375246,
0.023833528,
0.048427854,
0.026218344,
0.0067521012,
0.00046361258,
0.0072605205,
0.048105977,
-0.005449963,
0.06858906,
0.054338686,
-0.02595499,
-0.02956879,
0.006518009,
0.02956879,
-0.02443339,
-0.033797085,
-0.0028694603,
0.025559958,
-0.036050223,
0.000857729,
-0.0146746645,
-0.0023518966,
-0.025106404,
-0.031339113,
-0.017776389,
0.010738987,
-0.06695041,
0.00440752,
-0.01648888,
-0.04951053,
0.0099269785,
-0.048193764,
0.014008964,
-0.0061778435,
0.25516066,
0.048749734,
0.06320494,
0.024272451,
0.0008755603,
0.0052963393,
0.0052853664,
-0.007659209,
0.0073921974,
-0.07262715,
-0.013262795,
-0.008324909,
0.031280592,
0.022941051,
0.007885986,
0.010856033,
-0.033241116,
0.050154287,
0.025457544,
-0.054631304,
-0.029217651,
0.019868588,
-0.04412641,
0.050300594,
0.008551686,
-0.0055377474,
0.01022691,
-0.016357204,
0.009136917,
-0.036606193,
-0.00786404,
0.0037162162,
0.007856725,
-0.024872312,
0.0043307086,
0.050212808,
-0.024477283,
-0.020922003,
0.0030706334,
-0.047081824,
-0.010599994,
-0.01988322,
-0.0013185983,
0.022472866,
-0.0045574857,
0.0626197,
0.046174716,
0.0056986855,
-0.014916072,
-0.054894656,
0.04190253,
-0.05758672,
0.023555543,
-0.03467493,
-0.07678229,
0.008412694,
-0.075319216,
-0.058201212,
0.034557883,
0.04263407,
0.017395988,
0.03757182,
-0.054806873,
-0.016927803,
-0.016532773,
-0.019502819,
0.02825202,
0.052934133,
-0.041990317,
0.007783571,
-0.0060351933,
0.0044733584,
-0.02310199,
-0.0034089698,
0.04280964,
0.0420781,
0.0014959965,
-0.0022092466,
0.01346031,
-0.044623856,
-0.016415726,
-0.00051664916,
0.013482257,
-0.03850819,
0.040995423,
0.030987976,
-0.020717174,
-0.020614758,
-0.009648995,
0.04023462,
0.02692062,
0.03221696,
0.035728347,
-0.023423865,
-0.00006612423
] | Combining StableLM and Flash Attention 2
First, make sure to install the latest version of Flash Attention v2.
pip install -U flash-attn --no-build-isolation
Also make sure that your hardware is compatible with Flash-Attention 2. Read more about it in the official documentation of the flash-attn repository. Note: you must load your model in half-precision (e.g. torch.bfloat16).
Now, to run the model with Flash Attention 2, refer to the snippet below:
thon |
[
0.010767435,
0.010252872,
-0.002751379,
-0.0067392467,
-0.024053928,
0.020428943,
-0.004581152,
0.005045795,
0.015513708,
0.03714074,
0.027617471,
-0.004189469,
0.023562403,
-0.067338705,
-0.009100864,
0.024914093,
-0.030274771,
-0.03164182,
-0.046510402,
0.007461172,
-0.0042854697,
-0.012426326,
-0.06985777,
-0.05935145,
-0.003031701,
0.028907722,
0.038983952,
0.0043776305,
0.05431334,
0.04568096,
-0.0020544142,
-0.0061325226,
0.014092898,
-0.01864717,
-0.014830183,
-0.022779038,
0.004896034,
-0.01148168,
-0.0040896283,
-0.020674704,
0.022241434,
-0.0017164919,
0.02300944,
-0.029138122,
-0.038646027,
-0.018002044,
-0.030351572,
-0.028523719,
0.012380246,
-0.03314711,
-0.0115124,
0.008355898,
0.044052787,
0.006313004,
-0.041042205,
-0.030812373,
-0.040980764,
-0.001875853,
-0.04872226,
-0.026649786,
0.016466035,
0.026204342,
-0.036679935,
-0.05145636,
-0.0076954137,
0.042854697,
0.012103764,
0.029245643,
0.004477471,
0.008570939,
-0.03744794,
0.034713842,
-0.018247807,
-0.06709295,
-0.013186651,
0.019246213,
0.027648192,
-0.0100531895,
-0.02018318,
0.045250874,
-0.0052877166,
0.022210713,
0.011389519,
0.007779894,
-0.029414605,
-0.018416768,
0.049674585,
-0.021842072,
-0.01861645,
-0.03406872,
-0.0031181017,
0.010844235,
0.012794969,
0.005575719,
0.042148132,
0.050749794,
-0.01734156,
0.01301001,
-0.016896117,
-0.017525882,
0.029906128,
0.102974154,
-0.04340766,
0.011796562,
-0.02293264,
-0.0060787625,
0.010552393,
0.005614119,
-0.026388664,
-0.028201155,
-0.022226075,
0.013977697,
0.018263167,
0.010936396,
-0.01296393,
0.048015695,
0.0049728346,
0.032778468,
-0.032655586,
-0.007046449,
0.0011270478,
-0.008593979,
-0.0051609958,
-0.08589372,
0.0109517565,
-0.029307084,
-0.0075763725,
0.055265665,
-0.02019854,
-0.023439523,
0.00036816255,
-0.010222151,
0.030105809,
0.066970065,
-0.007507252,
-0.004039708,
0.0014640102,
0.011788882,
0.023777446,
-0.0021216148,
0.00060960423,
0.001868173,
-0.0054259575,
0.09486402,
0.019814538,
-0.009569347,
0.01602059,
-0.03603481,
-0.032409824,
0.025252016,
-0.06481965,
0.0023904166,
0.017464442,
0.011865683,
0.012057683,
-0.00718853,
-0.005064995,
0.010398792,
-0.0048691537,
0.010859596,
-0.0059328414,
0.015598188,
-0.03013653,
0.03760154,
-0.009630787,
0.02744851,
-0.03030549,
-0.010836556,
-0.0061402027,
-0.0288002,
0.023209121,
-0.0053913975,
-0.00006870048,
0.023946406,
0.036772095,
0.0046310723,
0.032809187,
0.026526904,
-0.007334451,
-0.0017673722,
-0.019461256,
-0.0042355494,
-0.0065203654,
0.020398222,
0.034928884,
0.0090163825,
-0.024929453,
-0.009400385,
-0.013033051,
0.014246499,
0.041257247,
0.04297758,
-0.028492998,
0.026327223,
-0.03729434,
0.0028108996,
-0.033761516,
0.0009878469,
-0.020966547,
-0.06076458,
-0.020321421,
0.035113204,
-0.043499824,
0.0041165086,
-0.02153487,
0.030812373,
-0.000032400225,
0.052470125,
0.0033696233,
0.004147229,
0.04067356,
-0.001584971,
-0.031073496,
-0.029890768,
0.030720213,
-0.00089376624,
-0.022302875,
0.018048126,
0.002451857,
0.007599413,
0.0055334787,
0.019107973,
0.05041187,
0.0071578096,
-0.018539649,
0.006347564,
-0.028385477,
0.036802817,
0.0042739497,
0.0018374528,
0.02898452,
0.038400266,
-0.0049344343,
0.056893837,
0.007338291,
0.020536462,
0.032409824,
0.04899874,
-0.0036249852,
-0.02893844,
-0.019415176,
0.04018204,
0.043530542,
0.032133345,
-0.017756283,
0.016481394,
0.0050880355,
-0.0155444285,
-0.022072474,
0.047216967,
-0.03342359,
0.05609511,
0.014730343,
-0.016297074,
-0.06303788,
-0.020060299,
0.0038438668,
0.016573556,
-0.025436336,
-0.043346222,
0.025589937,
0.024053928,
-0.0010291272,
-0.013954657,
0.02168847,
0.06214699,
-0.018263167,
0.0071078893,
-0.005418278,
-0.039076112,
-0.03612697,
-0.016573556,
-0.065188296,
0.011704401,
-0.056525193,
-0.010928716,
0.044052787,
-0.02423825,
0.035574008,
-0.02735635,
0.012649048,
-0.00043032298,
-0.0149146635,
0.055757187,
0.07753782,
0.037662983,
-0.05603367,
0.017049719,
-0.009738307,
0.015375467,
-0.02580498,
0.004427551,
0.005064995,
-0.014761062,
0.00432387,
-0.016803958,
-0.0055526784,
-0.04015132,
-0.031380698,
-0.007964215,
0.0020985745,
0.021181587,
-0.0042432295,
0.005345317,
-0.011980883,
0.008816701,
-0.0038054665,
-0.016634995,
0.061163947,
0.04475935,
-0.011642961,
0.025390256,
0.0072845304,
0.026188983,
-0.04595744,
0.061594028,
0.06024234,
-0.0062822835,
-0.0492445,
-0.023439523,
-0.046786886,
0.02305552,
-0.029245643,
-0.005921321,
-0.009891909,
0.05465126,
0.0059558814,
-0.047094088,
0.0009398465,
-0.03443736,
-0.041134365,
-0.032225505,
-0.01852429,
0.04033564,
0.0068314075,
0.032071903,
-0.05019683,
0.016512115,
-0.008931902,
0.008778301,
-0.012518487,
-0.042608935,
0.01004551,
0.039813396,
-0.022379676,
0.019323014,
0.05299237,
-0.038338825,
-0.0047232327,
-0.012387926,
-0.0433155,
-0.00860166,
0.007841335,
0.004465951,
-0.026941627,
0.031119576,
-0.018447489,
0.015321706,
0.007599413,
0.023424163,
0.021027986,
0.05179428,
0.005303077,
0.038031623,
0.0016032112,
-0.01145864,
0.0051072356,
0.011381839,
0.041779492,
-0.032717027,
0.0010569673,
-0.008524859,
-0.06709295,
0.0044429107,
-0.016343154,
-0.049674585,
0.028446918,
0.052255083,
0.026803385,
0.009861189,
-0.004081948,
-0.01880077,
0.036495615,
0.044144947,
0.04171805,
0.022871198,
0.026772667,
-0.006220843,
-0.042086694,
-0.021089427,
0.03134998,
0.024222888,
-0.014277219,
-0.025374897,
-0.029061321,
-0.042332456,
0.02024462,
0.024652971,
0.015037544,
0.016588915,
0.022640798,
-0.006190123,
-0.013340252,
0.007837495,
-0.008839741,
-0.021411989,
-0.048107855,
0.053545333,
0.00008466059,
-0.017909884,
-0.03446808,
-0.025344176,
-0.009116223,
0.0074342918,
0.0100531895,
0.018032765,
-0.04435999,
0.010513993,
-0.02749459,
0.04008988,
-0.06076458,
-0.035021044,
-0.026296502,
0.016035952,
0.026542265,
-0.05753896,
0.0020832145,
-0.04181021,
0.0055296384,
0.02749459,
0.010775115,
-0.025543857,
0.0016310513,
0.010475593,
-0.055357825,
0.028523719,
0.03012117,
-0.016588915,
0.009177663,
-0.041933093,
-0.011781202,
0.014960744,
-0.006631726,
-0.014822503,
0.026404023,
-0.024668332,
-0.011942483,
-0.021719191,
-0.03323927,
-0.017587323,
0.047892813,
-0.045404475,
0.027663553,
-0.015152745,
-0.031733982,
-0.026112182,
0.0020947345,
0.047800653,
0.047862094,
-0.0022656159,
-0.03144214,
-0.019031173,
0.022686878,
-0.015705708,
-0.055327106,
0.008279097,
0.022011032,
0.017971326,
0.052531566,
0.0051225955,
-0.0040781084,
0.06770735,
0.018339967,
-0.012848729,
-0.030766293,
-0.024990894,
-0.0058291606,
0.010245191,
-0.045250874,
-0.00004056028,
-0.042823978,
0.055480707,
-0.0016627315,
-0.024668332,
0.014507621,
-0.083558984,
0.019261574,
0.051272035,
-0.0036883457,
0.028108995,
0.03416088,
-0.032102622,
-0.022087833,
-0.010583114,
-0.013762656,
-0.05038115,
-0.069796324,
-0.0012566487,
0.042209573,
-0.02164239,
0.057907604,
-0.032071903,
-0.064205244,
0.0404278,
-0.0023654564,
0.025083054,
-0.0023692965,
0.003031701,
0.018954372,
-0.013977697,
-0.028216517,
-0.0002454017,
-0.01881613,
-0.009561666,
-0.015475308,
-0.009953349,
-0.013317212,
-0.016558195,
-0.03204118,
0.0635294,
-0.036188412,
-0.06789167,
-0.039844118,
0.017694842,
0.019476615,
-0.0061133225,
0.036280572,
-0.02178063,
-0.008432698,
-0.014277219,
0.03919899,
-0.043837745,
0.036679935,
-0.052439403,
-0.048322897,
0.031088857,
0.0135399345,
0.015344746,
-0.05498918,
0.0257589,
-0.026926268,
-0.004888354,
-0.033853676,
-0.027172029,
-0.051210597,
0.017955964,
-0.024084648,
0.013255772,
-0.016112752,
0.026772667,
-0.01009927,
-0.0035232245,
0.032010462,
0.027801793,
-0.031181017,
0.00015252105,
-0.019845258,
-0.0015580908,
0.016957559,
0.045127995,
-0.0031987422,
0.02744851,
0.0052800365,
0.029890768,
-0.05787688,
-0.017525882,
-0.032809187,
0.03308567,
0.05219364,
-0.054620538,
-0.002593938,
0.0076877335,
0.022579357,
0.032348383,
0.021765271,
-0.0146228215,
-0.012533847,
-0.03901467,
-0.0770463,
0.042086694,
-0.035205364,
-0.002599698,
-0.019922059,
-0.018831491,
0.0434691,
-0.010659914,
-0.026757305,
0.07286835,
0.033607915,
0.006585646,
-0.06451245,
0.054374777,
0.0093312645,
0.017464442,
-0.030889174,
-0.013317212,
-0.036188412,
-0.010252872,
-0.008939582,
-0.052961648,
-0.029429965,
0.043254063,
0.02293264,
0.0035155443,
0.026265783,
-0.014200418,
-0.030351572,
-0.031073496,
0.020321421,
0.031334616,
0.0004732833,
0.018324608,
0.031979743,
-0.013209692,
0.028907722,
-0.0061094826,
-0.029092042,
0.0019612936,
0.040550683,
0.004416031,
-0.026066102,
0.033884395,
0.032501984,
-0.048261456,
-0.064020924,
-0.017817724,
0.008378938,
-0.027125949,
-0.027172029,
-0.012664408,
-0.01880077,
-0.042455334,
-0.013801056,
0.018263167,
-0.01721868,
-0.033392873,
0.017387642,
-0.019307654,
-0.049613144,
0.016819317,
0.037847303,
-0.019430535,
-0.0042470694,
-0.07077937,
-0.019323014,
-0.023378082,
-0.010944076,
0.060887463,
-0.0115892,
0.012003924,
0.026035381,
0.0071309297,
0.053698935,
-0.021181587,
0.047216967,
0.0057062795,
-0.031733982,
-0.056770954,
-0.028277956,
0.04190237,
-0.028062915,
0.009070143,
-0.028569799,
0.00717317,
0.0073997313,
0.038400266,
-0.004462111,
-0.05154852,
0.015989872,
-0.047708493,
-0.03431448,
0.020014219,
-0.037755143,
-0.01582091,
0.04743201,
-0.0026265783,
-0.017018998,
0.013916257,
0.029460685,
-0.009239105,
-0.00434307,
-0.028108995,
0.0055526784,
-0.058091924,
-0.009653827,
-0.04776993,
-0.013409373,
0.019538056,
0.028354757,
-0.008309818,
0.003899547,
-0.030013649,
0.055603586,
-0.015344746,
0.014476901,
0.028293317,
-0.00026544183,
0.0042854697,
-0.009254464,
-0.039659794,
0.028508358,
0.042301733,
-0.03852315,
0.01580555,
-0.025374897,
0.021934232,
-0.00432387,
0.0009652867,
0.060733862,
-0.033546474,
-0.00143521,
0.0031046616,
0.032778468,
-0.054098297,
-0.009730628,
-0.019445894,
-0.013639775,
-0.00430467,
0.03711002,
0.011827283,
0.019230854,
0.01602059,
0.0072845304,
-0.015698029,
0.035481848,
0.030797014,
0.01729548,
0.013401693,
-0.009062463,
0.006474285,
-0.023485603,
0.039260432,
0.028308677,
-0.0404278,
0.010229832,
-0.010667594,
-0.030059729,
-0.030566612,
0.0028358598,
0.025036974,
0.049920347,
0.035543285,
-0.017403001,
-0.0041049886,
-0.0077030933,
-0.021857431,
0.015467628,
-0.053975414,
-0.03468312,
-0.021765271,
-0.0715781,
0.0027705792,
-0.02445329,
0.0100531895,
0.039414033,
0.03873819,
-0.0072538103,
-0.004792353,
0.0024038567,
0.0051533156,
0.00073824514,
-0.054620538,
0.0027494591,
0.0072845304,
0.0230248,
-0.026373303,
-0.011043916,
0.020367501,
0.060211617,
0.036618493,
-0.009469505,
-0.023577765,
0.004608032,
-0.0027763392,
0.04460575,
-0.04758561,
-0.004446751,
-0.057323918,
0.05615655,
-0.06469677,
0.034928884,
-0.014991464,
0.030075088,
-0.007895095,
0.03910683,
0.0009038463,
0.007918135,
0.040735003,
-0.031887583,
0.017587323,
0.033822954,
0.04018204,
-0.011950163,
0.005491238,
-0.029353164,
0.0667243,
0.04626464,
0.0076570134,
0.00060672424,
0.029307084,
0.017833084,
-0.042608935,
-0.021243028,
0.044421427,
0.036557052,
-0.0069466084,
-0.0013670495,
-0.01577483,
0.0016934518,
0.0054989182,
0.0056678792,
0.033853676,
0.013970017,
-0.007361331,
-0.011735122,
-0.0317647,
-0.0029587406,
-0.009815108,
-0.0023673763,
0.0202139,
0.021934232,
0.011735122,
0.0067814873,
0.014722662,
-0.009945669,
0.0462032,
0.043346222,
0.015321706,
0.010291272,
-0.019476615,
0.034191597,
0.019154053,
0.026680505,
-0.0014044897,
-0.013639775,
-0.007380531,
-0.039598357,
-0.04181021,
0.056279432,
0.0026976187,
-0.027924674,
0.004189469,
-0.017003639,
0.0072653303,
-0.049889628,
0.012395606,
-0.052070763,
0.012172884,
0.041349407,
-0.032624867,
-0.051394917,
0.042639658,
-0.0135399345,
0.0572932,
-0.006505005,
0.048200015,
0.006443565,
0.091791995,
0.010798155,
-0.009062463,
0.017525882,
0.022164633,
-0.04030492,
-0.017787004,
0.009914949,
-0.013194332,
-0.022118554,
-0.0544055,
-0.046633285,
0.009953349,
-0.023516323,
-0.054159738,
-0.026265783,
0.011358799,
0.013486174,
-0.03406872,
0.021227667,
0.07428148,
0.01886221,
-0.010398792,
-0.023470243,
-0.008371258,
-0.04460575,
0.000058740407,
-0.016604275,
0.04340766,
-0.039690517,
-0.04190237,
-0.020920465,
0.013378653,
-0.009216064,
-0.021365909,
0.0018624129,
0.009930309,
0.030689493,
0.051179875,
0.027709633,
0.038123786,
-0.014200418,
-0.041933093,
0.0089933425,
0.039414033,
0.01712652,
0.055941507,
0.051394917,
0.014146659,
0.00030648214,
0.0014592102,
0.015206506,
-0.010621514,
-0.020275341,
-0.009085503,
-0.03714074,
-0.029337805,
-0.03741722,
-0.032348383,
0.004581152,
-0.007941175,
-0.009638467,
-0.009385025,
0.0027168188,
-0.06684718,
0.005483558,
-0.021826712,
-0.0027436991,
0.03563545,
-0.029030602,
0.010698315,
-0.038123786,
0.28385478,
0.040950045,
0.025374897,
0.003461784,
0.039076112,
0.06266923,
0.021304468,
-0.025190575,
-0.002592018,
-0.012426326,
-0.020736145,
-0.065741256,
0.0046925126,
0.05013539,
-0.040827163,
0.055603586,
-0.061409708,
0.007672373,
0.0022790558,
-0.040888604,
-0.046879046,
0.0015139305,
0.03204118,
0.05999658,
0.046141762,
0.012311125,
-0.0054873982,
-0.032133345,
-0.019968139,
-0.0090163825,
0.005329957,
-0.03744794,
0.021350548,
0.000576484,
0.0064474046,
0.031411417,
0.002582418,
-0.017602682,
-0.03194902,
0.012572248,
-0.016834676,
-0.0261429,
0.014115938,
0.00019992139,
-0.02572818,
0.020812945,
-0.014077538,
0.042547494,
0.059474334,
-0.020367501,
0.053791095,
-0.039168272,
0.010521674,
-0.0010416072,
-0.036649216,
0.017802363,
-0.048384335,
-0.044912953,
-0.04288542,
0.0072614904,
0.0058598807,
-0.018032765,
-0.0015417708,
0.023255201,
-0.032133345,
0.023669925,
-0.0256821,
0.030674133,
-0.0405814,
-0.035758328,
-0.018539649,
0.011212878,
-0.025636017,
-0.045527358,
0.032501984,
0.05299237,
-0.013171292,
0.031979743,
0.0013584094,
-0.010928716,
0.015705708,
0.0041011483,
0.0020947345,
-0.031918302,
0.029015241,
0.03144214,
-0.016542835,
0.005875241,
0.016066672,
0.013739616,
0.010483273,
0.07778358,
-0.021166228,
-0.019430535,
-0.0015465708
] |
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
device = "cuda" # the device to load the model onto
tokenizer = AutoTokenizer.from_pretrained("stabilityai/stablelm-3b-4e1t")
model = AutoModelForCausalLM.from_pretrained("stabilityai/stablelm-3b-4e1t", torch_dtype=torch.bfloat16, attn_implementation="flash_attention_2")
model.to(device)
model_inputs = tokenizer("The weather is always wonderful in", return_tensors="pt").to(model.device)
generated_ids = model.generate(**model_inputs, max_length=32, do_sample=True)
responses = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)
responses
['The weather is always wonderful in Santa Barbara and, for visitors hoping to make the move to our beautiful seaside city, this town offers plenty of great places to'] |
[
0.009778365,
0.03844692,
0.007960543,
-0.0041885637,
-0.02402554,
-0.0034065216,
0.007006187,
0.009331483,
0.00012237157,
0.03481128,
0.023783164,
-0.008142325,
0.017117819,
-0.06501741,
-0.011293216,
0.0062828455,
-0.030827222,
-0.04093128,
-0.040295042,
0.011255344,
-0.010444899,
-0.010096483,
-0.07501543,
-0.052898604,
-0.018208511,
0.017981283,
0.0417493,
-0.00799084,
0.06701702,
0.04659682,
0.0049876478,
-0.0050974744,
0.009013365,
-0.01964762,
-0.006831979,
-0.024570886,
0.0028346654,
-0.022480391,
0.0048475238,
-0.026918905,
0.020935243,
-0.0021643436,
0.011982473,
-0.038537815,
-0.026797717,
-0.02208653,
-0.035296034,
-0.024146728,
0.0053663603,
-0.041294843,
-0.014928859,
0.012588413,
0.036356427,
0.006366162,
-0.034932468,
-0.02504049,
-0.045051675,
-0.0064343303,
-0.057079595,
-0.020450491,
0.0123763345,
0.023192372,
-0.028948806,
-0.06362375,
-0.004851311,
0.033235837,
0.010581235,
0.026918905,
-0.0039575486,
0.009785939,
-0.029282074,
0.03317524,
-0.005317128,
-0.06604751,
-0.022071382,
0.02137455,
0.02543435,
-0.014936433,
-0.016739106,
0.038628705,
0.0006665345,
0.0315392,
0.0029975118,
0.013398859,
-0.034629498,
-0.035901975,
0.05641306,
-0.012512671,
-0.0016133165,
-0.030827222,
-0.00552542,
0.015890788,
0.004919479,
0.0020014972,
0.03941643,
0.049444743,
-0.023540787,
0.033629697,
-0.0100737605,
-0.012989849,
0.024358807,
0.11228077,
-0.039961774,
0.019193165,
-0.016663363,
-0.0024218683,
0.028585242,
-0.007256137,
-0.02911544,
-0.030554548,
-0.005911707,
0.024843559,
0.024177024,
0.0020242198,
-0.01628465,
0.06944078,
0.017890392,
0.036083754,
-0.047414843,
-0.017860096,
-0.015436334,
-0.004915692,
-0.0069077215,
-0.068471275,
0.006627474,
-0.037901577,
-0.0052224495,
0.057594642,
-0.024676926,
-0.01649673,
-0.008831582,
-0.0071463105,
0.024283065,
0.06647167,
-0.0035163483,
-0.005203514,
-0.013982076,
-0.0031186999,
0.024464848,
-0.0072712856,
0.010043464,
0.008475592,
0.0021170045,
0.10222216,
0.014610739,
-0.0054383157,
0.03584138,
-0.047657218,
-0.02402554,
0.034871876,
-0.059715435,
-0.0059988108,
0.023904352,
0.011543166,
0.01099782,
-0.007699231,
-0.01409569,
0.016572472,
-0.015292423,
0.010505493,
0.006544157,
0.024479995,
-0.046263557,
0.031296827,
-0.006877424,
0.025131382,
-0.03399326,
-0.0046013603,
-0.008490741,
-0.060745534,
0.015830195,
-0.00183297,
-0.0007934033,
0.015845343,
0.033054054,
0.0036735141,
0.027555143,
0.02738851,
0.0045369794,
-0.013103463,
-0.029206332,
-0.0051845782,
-0.010853909,
0.0040711625,
0.024010392,
-0.0035296034,
-0.0060556177,
-0.01678455,
-0.0067675975,
0.009248166,
0.038628705,
0.029842569,
-0.013270097,
0.020086927,
-0.028736727,
0.0039764843,
-0.020571679,
-0.008634652,
-0.014784948,
-0.036901776,
-0.023571085,
0.049929496,
-0.03550811,
0.009657176,
-0.03756831,
0.019965738,
0.0026680317,
0.054231673,
-0.020374749,
0.005544355,
0.038628705,
-0.009164849,
-0.02587366,
-0.025161678,
0.03714415,
-0.012323314,
-0.026479598,
0.022586431,
0.013860889,
0.010035889,
0.0076765083,
0.01537574,
0.045960587,
0.009543562,
-0.010452474,
0.010119206,
-0.014353215,
0.03614435,
-0.008551335,
0.02372257,
0.048505533,
0.028554944,
0.015724156,
0.051353455,
0.025373757,
0.02331356,
0.04038593,
0.04399128,
-0.004120395,
-0.020223264,
-0.017117819,
0.036932074,
0.047051277,
0.03044851,
-0.020753462,
0.029024549,
0.002649096,
-0.017799502,
-0.03226633,
0.02655534,
-0.014603166,
0.05171702,
0.01598168,
-0.014292621,
-0.064472064,
-0.02931237,
0.014633463,
0.024010392,
-0.024828412,
-0.051959395,
0.017511679,
0.021435145,
0.020692868,
-0.0005088953,
0.018466037,
0.041688703,
-0.015103066,
0.008089305,
-0.015648413,
-0.06622929,
-0.020389898,
-0.02931237,
-0.064290285,
-0.006502499,
-0.051232267,
-0.025994847,
0.023283264,
-0.04744514,
0.022253163,
-0.035992865,
0.00686985,
-0.001602902,
-0.01002074,
0.049626525,
0.07598493,
0.022465244,
-0.05080811,
0.0064873504,
-0.009581434,
0.023646828,
-0.012224849,
-0.017890392,
0.0036337492,
-0.0020355813,
-0.003512561,
-0.023207521,
0.008005989,
-0.025691876,
-0.042415835,
-0.0016862188,
-0.008657374,
0.020632273,
-0.015413611,
0.017390491,
-0.015406037,
0.008937622,
-0.0041620536,
-0.014800096,
0.055625334,
0.052565336,
-0.0116037605,
0.02281366,
-0.0070554195,
0.013913908,
-0.036962368,
0.05365603,
0.07113741,
-0.011755245,
-0.03787128,
-0.030706033,
-0.04817227,
0.021056432,
-0.022525838,
-0.012497522,
0.006116212,
0.06344197,
0.00347469,
-0.04796019,
-0.014610739,
-0.0335994,
-0.042476427,
-0.03320554,
-0.034387123,
0.041597813,
0.023389302,
0.018981086,
-0.0508687,
0.006173019,
-0.012702027,
0.0060631917,
-0.0044271527,
-0.019511282,
0.009672325,
0.036598805,
-0.03411445,
0.02066257,
0.05823088,
-0.02981227,
-0.0044574495,
0.0069039343,
-0.042415835,
0.005021732,
0.008430147,
-0.00084926345,
-0.024752669,
0.026297817,
-0.0203596,
0.016072571,
0.00733188,
0.008664949,
0.021117026,
0.049747713,
-0.0067221522,
0.04008296,
-0.0015953276,
-0.022859104,
-0.00018296562,
0.01781465,
0.036568508,
-0.037598606,
0.01521668,
0.010490345,
-0.06968316,
0.009649602,
-0.009619305,
-0.051959395,
0.045172863,
0.039325535,
0.046657417,
-0.0076575726,
0.00936178,
-0.015337869,
0.028888213,
0.036114052,
0.04144633,
0.026449302,
0.02463148,
-0.025267718,
-0.042597614,
-0.008899751,
0.024949599,
0.015315145,
-0.017314749,
-0.013232226,
-0.02281366,
-0.056200977,
0.022374352,
0.023495343,
-0.009036087,
0.014012374,
0.009157276,
-0.007983265,
-0.0062033157,
0.021389699,
0.0032645043,
-0.011391681,
-0.035083953,
0.052171476,
0.0020810268,
-0.009066384,
-0.029403262,
-0.042234052,
0.0059647267,
0.0026131184,
0.0055708652,
0.02913059,
-0.04856613,
0.005059603,
-0.016254352,
0.04429425,
-0.053080387,
-0.010816038,
-0.027918708,
0.020798907,
0.016723957,
-0.0498689,
-0.0030145538,
-0.05211088,
0.023389302,
0.034326527,
0.022238016,
-0.022919698,
-0.0094148,
0.016557323,
-0.048111673,
0.031418014,
0.038416628,
-0.0112250475,
0.011444701,
-0.047717813,
0.0042302217,
0.020026334,
-0.0043324744,
-0.009672325,
0.013118612,
-0.0335691,
-0.002010965,
-0.012906532,
-0.01842059,
-0.037265338,
0.05538296,
-0.040598013,
0.015118215,
-0.026631083,
-0.05301979,
-0.021541184,
0.010990245,
0.027873263,
0.04792989,
-0.018496333,
-0.011921879,
-0.020389898,
0.009346632,
-0.019693065,
-0.05768553,
0.012891384,
0.022556134,
0.007449281,
0.039901182,
0.007460642,
-0.0081650475,
0.06435088,
0.024949599,
0.005385296,
-0.024889005,
-0.028600391,
-0.0059988108,
0.009051236,
-0.042597614,
-0.014012374,
-0.034993064,
0.04111306,
0.01852663,
-0.03387207,
-0.00045942597,
-0.078711666,
0.018147917,
0.03705326,
-0.015739303,
0.04853583,
0.026797717,
-0.025722174,
-0.019662768,
-0.0076007657,
-0.017784353,
-0.04429425,
-0.05305009,
-0.0007929299,
0.038204547,
-0.02260158,
0.08095365,
-0.022677323,
-0.05008098,
0.04408217,
-0.0152697,
0.0020204328,
-0.024358807,
-0.0013680999,
0.00870282,
-0.024767816,
-0.02637356,
-0.019178016,
-0.036598805,
-0.01023282,
-0.019450689,
-0.0050444542,
-0.0034822642,
-0.019147718,
-0.029403262,
0.052232068,
-0.033357024,
-0.069258995,
-0.049959794,
0.003075148,
0.014194156,
0.0066994294,
0.044142764,
-0.014595591,
-0.00079955737,
-0.024510292,
0.026494747,
-0.036477618,
0.025298014,
-0.048020784,
-0.037810687,
0.020783758,
0.0138230175,
0.017950987,
-0.046172664,
0.020420194,
-0.016011978,
0.004347623,
-0.0407192,
-0.022859104,
-0.040900983,
0.014315343,
-0.023449896,
0.01293683,
-0.01348975,
0.0066804937,
-0.0007763612,
-0.0035049869,
0.031599797,
0.03684118,
-0.034932468,
-0.013126185,
-0.03193306,
-0.007752251,
0.0037435761,
0.050353654,
-0.004317326,
0.042203754,
-0.006248761,
0.03775009,
-0.062169492,
-0.0064040334,
-0.03814395,
0.023389302,
0.03653821,
-0.060048703,
-0.0039802715,
0.0049611377,
0.03287227,
0.031115044,
0.021859303,
-0.01742079,
-0.014739502,
-0.059503354,
-0.06435088,
0.04368831,
-0.033720586,
-0.005211088,
-0.025767619,
-0.014239601,
0.04817227,
-0.007922672,
-0.020526234,
0.0743489,
0.027146133,
0.002618799,
-0.05438316,
0.039931476,
0.0013179205,
0.02107158,
-0.02005663,
-0.0100889085,
-0.026191777,
-0.008414999,
-0.015557522,
-0.07192513,
-0.018072175,
0.034175042,
0.045718208,
-0.006926657,
0.02829742,
-0.02607059,
-0.029085143,
-0.036114052,
0.019693065,
0.029721381,
-0.006070766,
0.03226633,
0.037689496,
-0.0010698637,
0.039204348,
-0.015443908,
-0.023404451,
-0.005771583,
0.036962368,
0.0051353457,
-0.029539598,
0.028660985,
0.03226633,
-0.05008098,
-0.0722887,
-0.01384574,
0.017935839,
-0.04762692,
-0.027009796,
0.00019361691,
-0.01089178,
-0.0397194,
-0.008187771,
0.016345244,
-0.03043336,
-0.024979897,
0.015890788,
-0.017132968,
-0.05305009,
0.025691876,
0.03708356,
0.0022798511,
0.0006049937,
-0.06495682,
-0.003491732,
-0.018011581,
-0.017738907,
0.046869494,
-0.0074682166,
0.018375145,
0.020086927,
0.015201531,
0.073924735,
-0.020268708,
0.046051476,
0.0024654204,
-0.019996036,
-0.06362375,
-0.028464055,
0.036901776,
-0.022404648,
0.008331682,
-0.019889995,
-0.0019427966,
0.0147925215,
0.05220177,
-0.0053777215,
-0.05111108,
0.027524846,
-0.049141772,
-0.02626752,
0.009626879,
-0.027146133,
-0.0107478695,
0.05150494,
-0.0056200977,
-0.027130986,
0.023162074,
0.024692075,
0.0019863485,
-0.004018143,
-0.029842569,
-0.00016047955,
-0.05253504,
-0.017223857,
-0.029039698,
-0.018996233,
0.020192966,
0.03166039,
-0.0069721024,
0.000103199236,
-0.03450831,
0.04426395,
-0.02219257,
0.0060821273,
0.029781975,
-0.014921284,
-0.0005150494,
-0.016875442,
-0.038568113,
0.0468392,
0.034538608,
-0.030675737,
0.01628465,
-0.032932866,
0.029191183,
-0.013512473,
0.0019844552,
0.05741286,
-0.02087465,
-0.0005079485,
-0.01567871,
0.037113853,
-0.05029306,
-0.006862276,
-0.01277777,
0.007653786,
-0.0064646276,
0.024601184,
0.017966134,
0.030524252,
0.01923861,
-0.008437721,
-0.021874452,
0.034962766,
0.04102217,
0.009263315,
0.0062033157,
-0.019920293,
0.031448312,
-0.041688703,
0.048899397,
0.04523346,
-0.03899227,
0.0048475238,
0.014179007,
-0.02523742,
-0.03623524,
-0.0035996651,
0.035477813,
0.04689979,
0.037204746,
-0.024464848,
0.007108439,
-0.005362573,
-0.01842059,
0.0031205935,
-0.048626725,
-0.038598407,
-0.01033886,
-0.057382565,
-0.014588017,
-0.021465441,
0.0020299007,
0.031009004,
0.017829798,
-0.011777968,
-0.0014731928,
0.024661778,
0.011702226,
0.003999207,
-0.06386612,
-0.010119206,
0.017390491,
0.03266019,
-0.03653821,
-0.012459651,
0.04032534,
0.05762494,
0.04111306,
-0.017678313,
-0.028327717,
0.023964945,
-0.00651386,
0.048596427,
-0.050232466,
0.012141532,
-0.057049297,
0.045415238,
-0.058170285,
0.01252782,
-0.010210097,
0.028039895,
-0.007513662,
0.028600391,
0.002870643,
0.012717175,
0.03717445,
-0.03947702,
0.011565889,
0.023995243,
0.044233654,
-0.019965738,
0.0041620536,
-0.036356427,
0.06271484,
0.04753603,
0.0084604435,
-0.0040257173,
0.040204152,
0.025070786,
-0.040598013,
-0.02635841,
0.038325734,
0.028963955,
-0.008869453,
-0.0036015587,
-0.013338265,
0.008983067,
0.0025468436,
0.006297994,
0.024616333,
0.00992985,
-0.009535988,
-0.01658762,
-0.041991673,
0.008574057,
-0.0020242198,
-0.019193165,
0.01792069,
0.018344847,
0.021298807,
0.0048475238,
0.0045483406,
-0.0143986605,
0.045475833,
0.04796019,
0.026040291,
0.014641037,
-0.007778761,
0.029554747,
0.011444701,
0.03163009,
0.004567276,
-0.027918708,
0.002071559,
-0.042385537,
-0.05141405,
0.04499108,
-0.0003417883,
-0.03678059,
0.010149503,
-0.0032550364,
0.0036488979,
-0.061230287,
0.02096554,
-0.038931675,
0.014625888,
0.030100092,
-0.031811874,
-0.049353853,
0.043718606,
-0.0017562805,
0.06386612,
0.014269899,
0.040052667,
0.010982671,
0.09525384,
0.027161282,
-0.010861483,
0.019496135,
0.03187247,
-0.031387717,
-0.033326726,
0.0109447995,
-0.02351049,
-0.015201531,
-0.04396098,
-0.049626525,
0.0038382541,
-0.015587819,
-0.042173456,
-0.012808067,
0.019405244,
0.016133165,
-0.023586232,
0.015875641,
0.07337939,
0.0049800733,
-0.028464055,
-0.015845343,
0.0058549,
-0.03814395,
0.0025941827,
-0.02625237,
0.042476427,
-0.030251577,
-0.032508705,
-0.038537815,
-0.0031054448,
-0.006271484,
-0.024055837,
0.00022805612,
0.012429354,
0.03981029,
0.05659484,
0.015618116,
0.034084152,
-0.011830987,
-0.024389105,
0.009134552,
0.05253504,
0.006991038,
0.05435286,
0.03581108,
0.017375343,
0.0067259395,
0.010929652,
0.006786533,
-0.01922346,
-0.017132968,
-0.0136260865,
-0.018572075,
-0.029797124,
-0.042415835,
-0.02687346,
0.0056352466,
0.012133958,
-0.008755839,
-0.01206579,
0.003904529,
-0.07319761,
-0.0041885637,
-0.026403856,
0.0052906177,
0.050535437,
-0.029100291,
0.0066236868,
-0.040598013,
0.27655125,
0.041809894,
0.0167997,
-0.0039916327,
0.046808902,
0.059382167,
0.019874848,
-0.0254495,
0.008021137,
-0.0051618554,
-0.015246977,
-0.057655238,
-0.014466829,
0.038022764,
-0.040991873,
0.050020386,
-0.058049098,
0.0058738356,
-0.003109232,
-0.03043336,
-0.05180791,
0.0172996,
0.029539598,
0.05865504,
0.036204945,
0.02067772,
-0.017193561,
-0.03126653,
-0.02626752,
-0.01491371,
0.015284848,
-0.044142764,
0.029994054,
0.004381707,
-0.0060253204,
0.045021378,
0.0104676215,
-0.009225444,
-0.03441742,
0.0011522337,
-0.013906334,
-0.022783361,
-0.0035144547,
-0.016133165,
-0.026615936,
0.025373757,
-0.016845144,
0.050232466,
0.07543959,
-0.02393465,
0.04650593,
-0.026691679,
0.019905144,
0.003253143,
-0.034690093,
0.02402554,
-0.057867315,
-0.044930488,
-0.048687316,
-0.010573661,
0.010543364,
-0.015481779,
0.013959354,
0.035992865,
-0.023964945,
0.032023955,
-0.017860096,
0.021632075,
-0.038901377,
-0.028585242,
-0.023086332,
0.016951185,
-0.02707039,
-0.043173257,
0.024343658,
0.056352463,
-0.010104057,
0.024707222,
0.011368958,
0.0016019552,
0.012762621,
0.012845938,
0.0007105599,
-0.03941643,
0.031175638,
0.028554944,
-0.01781465,
0.01923861,
0.002705903,
0.02505564,
0.019374946,
0.04817227,
-0.024570886,
-0.006797895,
-0.012914106
] |
from transformers import AutoModelForCausalLM, AutoTokenizer
device = "cuda" # the device to load the model onto
tokenizer = AutoTokenizer.from_pretrained("stabilityai/stablelm-3b-4e1t")
model = AutoModelForCausalLM.from_pretrained("stabilityai/stablelm-3b-4e1t")
model.to(device)
model_inputs = tokenizer("The weather is always wonderful in", return_tensors="pt").to(model.device)
generated_ids = model.generate(**model_inputs, max_length=32, do_sample=True)
responses = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)
responses
['The weather is always wonderful in Santa Barbara and, for visitors hoping to make the move to our beautiful seaside city, this town offers plenty of great places to'] |
[
0.004329118,
0.0064536543,
-0.00062910625,
0.002322982,
-0.025974708,
0.019811219,
0.0041990443,
0.007464227,
-0.0039455676,
0.057739362,
0.040769752,
0.012507082,
0.028042546,
-0.03804821,
-0.014301431,
0.042290613,
-0.020438239,
-0.040716387,
-0.04415834,
0.00066287536,
0.03671412,
0.0061268024,
-0.09536067,
-0.038128257,
-0.026361594,
0.037808076,
0.00428576,
-0.014915112,
0.062435355,
0.065903984,
0.009405326,
-0.043811474,
0.011739981,
-0.009105156,
-0.051282372,
0.0006883064,
0.024080303,
-0.0063469275,
-0.002459726,
-0.08559513,
0.022652827,
-0.020224785,
0.043598022,
-0.03818162,
-0.034819715,
-0.03033718,
-0.023413258,
0.018317038,
-0.0110796075,
-0.043464612,
-0.017970176,
0.006490342,
0.035726897,
-0.03906212,
0.008031215,
-0.010312506,
0.0021829028,
-0.0064836713,
-0.032525085,
-0.017690018,
0.01607577,
0.059713814,
-0.03185804,
-0.02812259,
-0.0008079575,
0.048534147,
-0.0012965675,
-0.013967909,
-0.004959475,
-0.026481662,
-0.0041690273,
0.028682908,
0.037621304,
-0.025321005,
-0.025361028,
0.009812223,
0.045599155,
0.009792211,
-0.010632687,
0.053256825,
-0.0057065645,
0.057952814,
0.024173688,
-0.016609404,
-0.04044957,
-0.061581537,
0.03940898,
-0.028842999,
-0.022159215,
-0.029536726,
-0.011353095,
0.040663026,
-0.027695682,
0.010719403,
0.0273755,
0.020051355,
0.026735138,
0.027108684,
0.010425904,
0.027148707,
0.0024447176,
0.05998063,
0.0069839545,
-0.013941227,
-0.08548841,
0.007610976,
0.05667209,
-0.0020961869,
-0.02014474,
-0.068358704,
-0.03623385,
0.018437106,
-0.016542701,
0.007897805,
-0.007971181,
0.015768928,
0.0046226177,
0.013020706,
0.018303698,
-0.01428809,
0.012820593,
0.00096304534,
0.0060801096,
-0.07193407,
-0.02538771,
0.00871827,
-0.008151283,
0.052242916,
-0.07059998,
-0.033432264,
-0.03228495,
-0.028842999,
0.0339659,
0.03738117,
0.0020078036,
-0.021372102,
-0.0010264146,
0.036580715,
-0.0016642758,
-0.02150551,
0.0453857,
0.0040756413,
-0.0046826517,
0.07951169,
-0.011759993,
0.020531626,
0.0029333276,
-0.01097288,
-0.03111095,
0.005242969,
-0.026628412,
0.008544838,
0.02091851,
-0.0010814457,
0.020985216,
-0.026174821,
-0.010492608,
0.03212486,
0.022559442,
0.045038838,
0.003305205,
0.017916812,
-0.01938431,
0.02734882,
-0.013467626,
0.0111263,
0.0065770578,
0.0015467091,
0.019784536,
-0.041917067,
0.017369835,
-0.0111263,
-0.004235732,
0.027935818,
0.033432264,
0.026068095,
0.02269285,
0.029510044,
0.028149273,
0.02677516,
-0.01937097,
0.011299732,
0.04522561,
-0.011226357,
0.020171423,
0.008791645,
0.0009038451,
0.0026448308,
-0.018223653,
-0.020064695,
0.010179097,
0.07545606,
-0.011406459,
0.013267512,
-0.034446172,
-0.023920212,
-0.040849797,
0.0057599284,
-0.017062996,
-0.030443905,
-0.037060987,
0.025521118,
-0.07833769,
-0.020931853,
-0.023613371,
-0.0070373183,
0.0012340321,
0.026628412,
-0.0110796075,
0.012727207,
0.03457958,
-0.023986915,
-0.07828433,
-0.011346425,
0.04765365,
-0.022399351,
-0.027428865,
0.030283814,
-0.017089676,
-0.00033915037,
-0.009598768,
0.029563406,
0.04781374,
0.009865587,
-0.013287524,
0.0025714561,
0.02420037,
0.041756976,
-0.0132741835,
0.017649995,
0.0104659265,
0.013767796,
-0.026548367,
0.05018842,
0.042290613,
0.020491604,
0.039595753,
0.039435662,
0.02614814,
0.016542701,
0.02661507,
0.03351231,
-0.021732306,
0.078871325,
-0.011052925,
0.0053563663,
0.013534331,
-0.00015477515,
0.0035653522,
-0.0071573863,
-0.056618728,
0.056298546,
0.023226485,
-0.008784975,
-0.03682085,
0.0005269651,
-0.0017034645,
0.056031726,
-0.04749356,
0.0042257262,
0.016262542,
0.0055231275,
0.008291362,
-0.014474863,
0.016862882,
0.06414299,
0.014168022,
-0.00947203,
0.027535591,
-0.06291562,
-0.037087668,
-0.06750489,
-0.05576491,
-0.028496135,
-0.040236115,
0.023826825,
0.03802153,
-0.06435644,
0.0201314,
0.006190172,
0.015595498,
0.013714433,
-0.016756155,
0.05608509,
0.0022729537,
0.0043391236,
-0.028682908,
-0.00049611425,
-0.0519761,
-0.007350829,
0.002914984,
-0.028949726,
0.0016792843,
-0.024693983,
0.042077158,
0.00006227485,
-0.0019594429,
-0.010152415,
-0.031938083,
-0.016596064,
-0.047333468,
-0.004559248,
-0.008891702,
0.016916245,
-0.03007036,
0.008851679,
0.002399692,
-0.046666425,
0.04447852,
0.05485773,
-0.019277582,
0.058859996,
0.0279625,
0.03666076,
-0.026428299,
0.0445052,
0.030737406,
-0.022946326,
-0.043384567,
-0.013460956,
-0.04311775,
-0.000522796,
-0.011639925,
-0.012547105,
0.0031134295,
0.055391364,
0.025294323,
-0.078978054,
0.023866847,
-0.019797876,
-0.058059543,
-0.0180102,
-0.012974014,
0.011973446,
0.011366436,
0.051042236,
-0.08516823,
-0.0010247469,
-0.009118496,
0.05421737,
-0.029029772,
0.01111963,
0.03228495,
0.039142165,
-0.020424899,
-0.00428576,
0.0493346,
-0.034045946,
-0.021078601,
-0.012073503,
0.0056765475,
0.008978417,
0.029269908,
0.03143113,
-0.011893401,
0.047466878,
-0.031617902,
0.01894406,
0.02193242,
0.0049561397,
-0.03922221,
0.03212486,
-0.007544272,
0.0110129025,
0.022719532,
-0.043491293,
0.01142647,
0.00946536,
0.043491293,
-0.038448438,
0.017623313,
-0.017556608,
-0.052269597,
0.0027065326,
-0.011359766,
0.0007996195,
0.066117436,
0.0071840677,
0.062008444,
0.006490342,
-0.0029033106,
0.01759663,
0.011253038,
0.017716698,
0.014448181,
-0.017876789,
-0.021852374,
-0.030417224,
-0.06777171,
-0.009331951,
-0.020478262,
-0.0035486761,
0.021238692,
-0.024627278,
-0.028042546,
-0.047520243,
0.018837333,
0.03652735,
-0.0122335935,
0.040796433,
0.014594931,
-0.031084267,
0.028336044,
0.002824933,
0.022666167,
0.0082713505,
-0.009418666,
0.043598022,
0.00931194,
0.012453718,
-0.020518284,
-0.013147444,
-0.0063936203,
0.041890386,
-0.018410426,
0.01756995,
-0.045278974,
-0.010179097,
-0.028629545,
0.035380036,
-0.019344287,
0.03228495,
-0.024934119,
0.019717831,
0.029243225,
-0.028095908,
-0.0034986478,
-0.028069228,
0.012206912,
0.01743654,
-0.02388019,
-0.028949726,
-0.010619346,
-0.021585556,
-0.061955083,
0.0066671087,
0.019504378,
-0.0059700473,
0.008251339,
-0.036420625,
-0.0105259605,
-0.008237998,
0.00066621054,
0.014955135,
0.009445349,
-0.018303698,
-0.0020394882,
-0.030043678,
-0.005473099,
-0.02147883,
0.060407538,
-0.040049344,
-0.0065637166,
-0.060407538,
-0.04060966,
-0.0023730104,
0.061528172,
0.008311373,
-0.0032334977,
-0.0018460454,
-0.012727207,
-0.036313895,
0.013427603,
-0.020811785,
-0.016529359,
0.062435355,
-0.00054489187,
0.002262948,
0.06926589,
0.010225791,
-0.006250206,
0.02857618,
0.044958793,
-0.03738117,
-0.0105259605,
0.021812351,
0.00023763457,
-0.005596502,
-0.027095342,
-0.019811219,
-0.07438879,
0.053123415,
-0.040929843,
-0.037514575,
0.008164623,
-0.0379148,
-0.045465745,
0.0021929084,
-0.03265849,
0.013487637,
0.0007950335,
0.016649427,
-0.0225461,
-0.010112393,
-0.050001647,
-0.033939216,
-0.06467662,
0.00947203,
0.026041413,
0.0104659265,
0.044958793,
-0.031217678,
-0.047573604,
0.05082878,
0.0031100945,
0.016475996,
-0.011213016,
-0.0026164816,
0.012080174,
0.006597069,
-0.031911403,
-0.02207917,
-0.014528226,
-0.012733878,
-0.013887864,
-0.02870959,
0.011926753,
-0.040823117,
-0.013874523,
0.04541238,
0.024840733,
-0.063395895,
-0.019864582,
0.024400484,
0.019664468,
0.026374934,
0.029216543,
-0.016049087,
-0.028362727,
-0.002901643,
-0.0015183598,
-0.04389152,
0.017369835,
-0.046372924,
-0.039915934,
0.021839034,
0.008017873,
0.05667209,
-0.061101265,
-0.0043091066,
-0.028522817,
-0.0012623814,
-0.055231273,
-0.0396758,
-0.0018994089,
0.031671267,
-0.0060600983,
0.086769134,
0.002164559,
0.009625451,
0.024720665,
-0.013834501,
0.023119759,
-0.010639357,
-0.05064201,
-0.019290924,
0.0049227877,
0.007650999,
-0.0073374882,
0.02720207,
-0.03468631,
0.015915679,
-0.06072772,
0.012613809,
-0.013127433,
0.020998556,
-0.025347685,
0.02750891,
0.028442772,
-0.029670134,
0.030897496,
0.029723497,
0.032845266,
-0.00887169,
0.027722364,
-0.04583929,
-0.010726074,
-0.051949415,
-0.05034851,
0.04269084,
-0.03036386,
0.03233831,
0.009592098,
0.0055564796,
0.058379725,
-0.043598022,
0.02991027,
0.050108373,
0.0020845137,
0.02405362,
-0.041570205,
0.04119666,
0.023386575,
-0.001345762,
-0.018410426,
0.03818162,
0.014007932,
0.005636525,
0.0061701606,
-0.04671979,
-0.006523694,
0.014701658,
0.054964457,
0.018823992,
0.0101590855,
0.03652735,
-0.048667558,
-0.018303698,
0.037647985,
-0.026695115,
-0.00058032863,
0.02838941,
-0.019264242,
0.025507778,
0.028762953,
0.00008708056,
-0.027482228,
0.00023805146,
0.019904604,
0.01698295,
-0.02210585,
-0.0065437052,
0.02556114,
-0.03185804,
-0.09114494,
-0.0285495,
0.015448748,
-0.040876478,
-0.0012281955,
-0.019584423,
-0.004088982,
-0.041276705,
0.011019574,
-0.03650067,
-0.057045635,
0.016862882,
-0.014007932,
-0.02209251,
-0.06723807,
0.013414263,
0.055498093,
0.004299101,
-0.006100121,
-0.030257134,
0.03065736,
-0.01743654,
0.0019227554,
0.032871947,
-0.0034819716,
0.054644275,
0.040876478,
0.0061801663,
0.029696817,
-0.005219622,
0.06601071,
0.023079736,
0.006837205,
-0.046239518,
0.003286861,
0.021705624,
-0.006753824,
0.0345529,
-0.019357627,
0.043357886,
0.022319306,
0.021985782,
-0.006600404,
-0.04522561,
0.0031634578,
-0.049094465,
-0.008431441,
0.036767486,
-0.034232717,
0.0012073503,
0.016182497,
-0.021972442,
-0.013534331,
-0.0028299359,
0.019944627,
-0.0076910215,
-0.0068005174,
-0.028069228,
0.015315339,
-0.057685997,
-0.018530494,
-0.04778706,
-0.008591532,
0.007904476,
-0.00056907226,
-0.027028639,
-0.016315905,
-0.0071040224,
0.024907436,
0.0012848942,
0.013407592,
0.0009963976,
0.039328936,
-0.019037446,
0.0026998622,
-0.013994591,
0.071026884,
0.018597197,
-0.028816316,
0.01727645,
-0.027028639,
0.020678375,
-0.024173688,
-0.01427475,
0.050588645,
-0.033432264,
-0.041543525,
-0.0012498744,
0.03335222,
-0.046132788,
0.002884967,
-0.03532667,
0.006777171,
-0.008071237,
0.051415782,
-0.019170856,
0.037994847,
0.02209251,
-0.012653831,
0.0055798264,
0.018597197,
-0.005272986,
-0.0078110895,
0.018303698,
-0.01939765,
-0.014021273,
-0.00736417,
0.048747603,
0.059927266,
-0.018970743,
0.0037921474,
-0.0036854201,
-0.0032885289,
-0.027935818,
-0.0036387271,
0.018530494,
0.04255743,
0.033885855,
-0.0006378612,
-0.019210879,
0.029269908,
-0.01909081,
-0.01142647,
-0.04709333,
-0.014835067,
0.013781137,
-0.019651128,
-0.007931158,
-0.021425465,
0.0035653522,
-0.0040122718,
0.008091249,
0.011473163,
0.007023977,
0.026268208,
0.004659305,
0.01142647,
-0.06830534,
0.004115664,
-0.0035886988,
-0.011399789,
-0.04522561,
-0.009085145,
0.061794993,
0.09498712,
0.006897239,
0.016315905,
-0.026068095,
-0.0078110895,
0.011980117,
0.005306338,
-0.02616148,
0.025307663,
-0.042263933,
0.048213966,
-0.038288347,
0.013654399,
-0.03145781,
0.035780262,
-0.009605439,
-0.021745646,
-0.014061295,
-0.007397522,
0.007737715,
-0.03489976,
0.0062702172,
0.04389152,
-0.00041502668,
0.00556315,
-0.013507648,
0.0006395288,
0.09610775,
0.04223725,
0.030470587,
-0.034045946,
0.017529925,
0.014795044,
-0.060300812,
-0.010412563,
0.041116614,
-0.00028057554,
0.0047293445,
0.02541439,
-0.0068905684,
0.018517151,
0.010059029,
0.007931158,
0.005383048,
0.0069839545,
0.008217987,
-0.031911403,
0.012286957,
0.05757927,
-0.04762697,
-0.07017307,
-0.008177964,
0.007084011,
0.017409857,
0.00871827,
0.0013582691,
0.004475868,
0.04583929,
0.05037519,
0.001590067,
0.016302565,
0.01202014,
0.031057587,
-0.005666542,
0.02015808,
-0.025921345,
-0.011213016,
-0.053843822,
-0.024760688,
-0.031938083,
0.0019310935,
-0.004942799,
-0.033752445,
0.018917378,
-0.020398216,
0.016275883,
-0.07065334,
-0.019424332,
-0.0231331,
0.010992891,
0.05112228,
-0.045785926,
-0.049041104,
0.023333212,
-0.032685176,
-0.0020828461,
0.029269908,
0.066064075,
-0.0058433088,
0.037221078,
0.011453152,
-0.008404759,
-0.022559442,
0.015515452,
-0.010726074,
-0.025000824,
0.030924177,
-0.011052925,
0.0056598717,
0.0017193069,
-0.044611927,
-0.01308074,
0.0022195901,
-0.017209744,
-0.025334345,
0.013901205,
0.017476562,
-0.056405272,
0.0025731237,
0.060781084,
-0.023586689,
-0.004462527,
0.0041590217,
-0.016275883,
-0.023973575,
0.02193242,
-0.05966045,
0.03639394,
-0.022599464,
0.00443251,
-0.045172244,
-0.020878488,
-0.03049727,
0.015261975,
-0.021999124,
-0.01862388,
0.04373143,
0.008358066,
0.006943932,
0.023226485,
-0.024160348,
-0.0036754145,
-0.016902905,
0.0724677,
-0.020665035,
0.055284638,
0.039569072,
-0.010392551,
-0.022119192,
0.042343978,
0.015435407,
-0.0049861567,
0.0012974013,
-0.015728906,
-0.009505383,
-0.036607396,
-0.04493211,
0.010325847,
0.017183064,
0.046986606,
-0.0065937336,
0.0067571597,
-0.012313639,
-0.08687586,
0.01714304,
-0.038688574,
0.046079427,
0.023773462,
-0.024573915,
0.016916245,
-0.05982054,
0.20512949,
0.050455235,
0.08015205,
0.02405362,
0.038875345,
0.015275316,
0.021865714,
0.0070439884,
0.0076309876,
-0.06979952,
-0.019304264,
-0.040529616,
0.0021078603,
0.051335737,
-0.009692155,
0.050455235,
-0.06483671,
0.01532868,
0.014781703,
-0.055284638,
-0.07220089,
0.019157514,
0.014821726,
0.045919336,
-0.01818363,
0.022559442,
0.028015863,
-0.017543267,
0.033298854,
-0.0075109196,
0.007737715,
-0.06264881,
0.01909081,
0.013567682,
-0.032231584,
0.024560574,
-0.02614814,
-0.016622746,
0.003128438,
-0.0087582925,
0.0024313768,
0.0075976355,
0.0026431633,
-0.04405161,
-0.026975274,
0.0327919,
0.026655093,
-0.01126638,
0.05186937,
-0.00901177,
0.011386448,
-0.024453847,
0.029216543,
-0.01877063,
-0.090077676,
-0.010712733,
-0.03591367,
-0.05982054,
0.0124804005,
-0.009718836,
-0.0010264146,
0.018437106,
0.0073574996,
0.01564886,
-0.00082963647,
0.03215154,
0.00669379,
0.017036313,
-0.0066170804,
-0.03415267,
0.0339659,
0.012573786,
-0.04103657,
0.007544272,
0.0046092765,
0.0055231275,
-0.009452019,
0.008791645,
-0.009692155,
-0.037461214,
0.016596064,
0.01292732,
0.0003014207,
-0.035086535,
0.009111826,
0.044078294,
-0.042157203,
0.025214277,
-0.021292057,
0.005686553,
0.019877922,
0.052109506,
0.0044825384,
-0.015395384,
-0.0010089047
] | StableLmConfig
[[autodoc]] StableLmConfig
StableLmModel
[[autodoc]] StableLmModel
- forward
StableLmForCausalLM
[[autodoc]] StableLmForCausalLM
- forward
StableLmForSequenceClassification
[[autodoc]] StableLmForSequenceClassification
- forward |
[
0.019207584,
-0.030552415,
-0.029597651,
0.012594447,
0.015388533,
-0.014700541,
-0.028586727,
-0.021271557,
-0.010544514,
0.035803612,
-0.026943972,
-0.028179549,
0.030580496,
-0.02558203,
-0.01867404,
-0.01936203,
-0.028474402,
-0.023532098,
-0.026326185,
-0.018126456,
0.017410383,
0.05287702,
-0.066103294,
-0.012088984,
-0.011499277,
0.03616867,
0.036702212,
0.0028607787,
0.09631874,
0.038864467,
0.0077434084,
-0.020485282,
0.01599228,
-0.0008512133,
-0.011892416,
-0.028600767,
0.013317539,
-0.014518013,
-0.0422623,
-0.0479628,
0.021201354,
-0.012313634,
0.044986185,
-0.03737616,
-0.03428722,
0.0032451411,
-0.009933747,
0.00377693,
-0.010158397,
-0.045379322,
-0.03153526,
0.0032100396,
0.018856568,
-0.01623097,
0.010895531,
-0.066777244,
-0.074808486,
-0.023518058,
-0.056583747,
0.027309028,
0.04063359,
0.04490194,
-0.0025027427,
-0.046530653,
-0.013865124,
-0.0017427935,
0.01422316,
0.009456365,
-0.02999079,
-0.035859775,
-0.041054808,
0.0025711907,
-0.060767855,
-0.030271603,
-0.030299684,
-0.0042753723,
0.0077012866,
0.016329255,
-0.01399851,
0.07312361,
0.00052696245,
0.017312098,
-0.0017217324,
0.00333465,
-0.022142077,
-0.054309163,
0.040830158,
0.007897856,
-0.04377869,
-0.02912027,
-0.010263702,
0.012327675,
-0.011190384,
0.021692777,
0.020555485,
-0.010242641,
-0.014925192,
0.031029796,
-0.019193543,
0.02756176,
0.025806682,
0.05473038,
-0.0033609762,
0.04490194,
-0.02290027,
-0.007968059,
0.02556799,
-0.005686456,
-0.019727089,
-0.022801986,
-0.015486817,
0.01774736,
0.0018796896,
-0.029485326,
0.004292923,
0.016624108,
-0.008536704,
0.00033149053,
-0.042515032,
-0.017185733,
0.0067430134,
0.013654514,
-0.031619504,
-0.0015120006,
0.03894871,
-0.011372912,
0.0010126806,
0.042739682,
-0.049844243,
-0.027786411,
0.018014131,
0.006620158,
0.017073408,
0.018870609,
0.019179503,
0.027926818,
0.017101489,
0.04268352,
-0.004822957,
-0.049451105,
-0.0021183803,
0.019811332,
-0.01576763,
0.07924533,
-0.02843228,
0.030075034,
-0.025834763,
-0.05068668,
-0.042880088,
0.0073502706,
-0.012783995,
0.037713137,
0.025202934,
0.012404898,
-0.046165597,
0.0072098644,
0.003969989,
0.008326095,
-0.013907246,
0.014546094,
-0.046558734,
0.002399193,
-0.06644027,
0.03715151,
-0.046642978,
0.033697516,
-0.00599184,
0.008971964,
-0.007715327,
-0.034792684,
0.015837833,
0.015444695,
-0.015444695,
0.05332632,
0.025273137,
0.035663206,
0.043441717,
-0.022268442,
0.04669914,
-0.017873725,
0.027154582,
-0.013837042,
-0.018758284,
0.028291874,
-0.075033136,
0.011021896,
0.0002812514,
0.024163928,
-0.008045282,
0.006556975,
-0.015318329,
0.03799395,
-0.017227855,
0.02912027,
-0.020597607,
0.03869598,
-0.021819143,
-0.00010908913,
-0.00733623,
-0.03445571,
-0.011190384,
0.040100046,
-0.004573736,
-0.0029818793,
-0.04330131,
-0.02242289,
-0.0024483353,
0.018519593,
0.0061182054,
0.029541489,
0.025273137,
0.033697516,
-0.020092145,
-0.008620948,
0.07351675,
-0.018308984,
-0.021636615,
0.0024307843,
-0.020485282,
-0.015220045,
0.029260676,
0.033416703,
0.057678916,
-0.010965734,
0.032826997,
0.004156027,
0.0047492436,
0.046306003,
-0.018856568,
0.022759864,
0.053494807,
-0.009519548,
-0.0031924886,
0.059307627,
0.035382394,
0.0141389165,
0.054842707,
0.04332939,
0.029064108,
0.008326095,
-0.01620289,
-0.013078849,
0.02488,
0.030327765,
0.02575052,
-0.0051880134,
-0.012257472,
-0.0076030022,
0.009652934,
0.005489887,
-0.062396567,
0.012362776,
0.039791152,
-0.01576763,
-0.029260676,
0.0076521444,
-0.01951648,
0.050630517,
0.0075679007,
-0.009505508,
0.0027045768,
0.017424423,
0.022717742,
-0.021945508,
0.03555088,
0.03908912,
0.038780224,
0.031900316,
-0.022521174,
-0.037713137,
-0.035129663,
-0.052118827,
-0.11080866,
-0.00533544,
-0.029288758,
-0.00844544,
-0.025455665,
-0.038583655,
-0.002867799,
-0.019432234,
-0.018589796,
0.021215394,
-0.03265851,
-0.005465316,
0.010502392,
-0.016357336,
-0.01913738,
0.033641353,
0.0016050198,
0.041869164,
0.0020411569,
0.0048545483,
-0.006181388,
-0.0049177315,
0.000313501,
0.028095305,
-0.009042167,
0.0067710946,
-0.022394808,
0.0070097856,
-0.012236411,
-0.02841824,
0.063407496,
0.011092099,
-0.03779738,
0.04672722,
0.015374492,
-0.006946603,
0.03754465,
0.039454177,
-0.037713137,
0.037291918,
0.017887766,
0.015065598,
-0.030692821,
0.06374447,
0.025174852,
0.028783295,
-0.05374754,
-0.035354313,
-0.04911413,
0.013717697,
0.001755079,
-0.048496343,
0.0012162697,
0.055207763,
-0.04200957,
-0.08081788,
0.015234086,
-0.057847403,
-0.044789616,
-0.015922077,
0.0010188234,
0.0377693,
0.034174897,
0.015191964,
-0.012081964,
0.019937698,
0.0088245375,
0.006953623,
0.005293318,
-0.033023566,
0.046558734,
0.09070248,
-0.016933002,
-0.021552369,
-0.027814493,
-0.026747404,
-0.0012496163,
-0.0017954458,
0.014251241,
0.05644334,
-0.00044776453,
-0.0057426183,
-0.018828487,
0.026073454,
-0.017326139,
0.03285508,
0.010713002,
0.01043921,
-0.016820677,
0.039145283,
0.003310079,
-0.008389277,
-0.040773995,
0.007729368,
0.018491512,
0.01800009,
0.031366773,
-0.08800668,
0.02843228,
-0.005219605,
-0.030327765,
0.021454085,
0.0003174499,
-0.028867539,
0.019951738,
0.032293454,
0.049226455,
-0.012755914,
-0.016933002,
0.027379232,
0.0009135186,
0.048131287,
0.051360633,
0.017817562,
-0.03021544,
-0.017185733,
0.0037418285,
-0.007624063,
0.0019709538,
0.0051458916,
0.001522531,
0.0060058804,
0.009582731,
-0.08289589,
0.014812866,
0.03088939,
0.04445264,
0.015458736,
0.04863675,
0.00047079995,
0.00013579923,
0.048355937,
0.010755124,
-0.010705981,
-0.04888948,
0.00054275815,
-0.021861264,
0.009021106,
-0.005293318,
-0.0072309254,
-0.035691287,
0.0012952483,
-0.076830335,
-0.014377607,
-0.013640474,
-0.007532799,
0.00065332814,
0.04936686,
-0.011386952,
-0.0013426354,
-0.016048443,
0.017873725,
0.014131896,
-0.0031889784,
0.031619504,
-0.03970691,
0.034961175,
0.023012595,
0.0068342774,
-0.032068804,
-0.0039840294,
-0.048777156,
-0.04375061,
0.05220307,
0.019727089,
-0.0030555925,
-0.016848758,
-0.07497697,
-0.003973499,
-0.016525824,
0.0017559566,
0.031928398,
0.018631918,
-0.036983024,
0.030018872,
0.025371421,
0.021089029,
-0.0271265,
-0.028249752,
-0.02889562,
0.02021851,
-0.07924533,
0.0016708352,
-0.028011061,
0.049057968,
-0.032826997,
0.011127201,
0.06312668,
-0.030777065,
0.020639729,
0.040043883,
0.031198284,
-0.052596208,
0.034792684,
-0.0013145541,
0.00200079,
0.023616342,
-0.019165462,
0.003332895,
-0.0026782504,
0.0027151073,
-0.026382348,
0.018575756,
0.0071186004,
0.028123386,
0.00086832535,
-0.011183363,
-0.013268397,
-0.026972054,
-0.0061673475,
0.009400203,
-0.014602257,
0.0015725507,
-0.031198284,
-0.017227855,
-0.020822257,
-0.0025150282,
0.001301391,
0.031451017,
-0.008171648,
0.023897156,
-0.013226275,
-0.082109615,
-0.03088939,
-0.013401783,
-0.014181038,
0.020850338,
0.034146816,
0.08222194,
-0.009688036,
-0.012313634,
0.030131197,
-0.029148351,
0.014602257,
-0.037039187,
0.015346411,
0.0020587076,
-0.000783204,
-0.018140497,
0.002309684,
-0.030748984,
0.0027572291,
0.0094142435,
-0.023279367,
-0.0031661624,
-0.03892063,
-0.023897156,
0.0155008575,
0.0177614,
-0.04844018,
-0.029092189,
0.02132772,
-0.0038401128,
0.06896758,
0.08295205,
0.0004203414,
-0.023475936,
-0.056696072,
0.004798386,
-0.043834854,
0.005735598,
-0.036758374,
0.017620994,
-0.012959504,
0.0056583746,
0.034343384,
-0.027660044,
-0.037291918,
-0.029681895,
0.013823002,
-0.04108289,
-0.013970429,
0.0059391875,
-0.0028783295,
-0.01999386,
0.022577336,
-0.009484447,
-0.00079680583,
-0.01997982,
-0.0048896503,
0.009603792,
0.024767675,
-0.022703702,
-0.026775485,
0.034090653,
0.0026185778,
0.018603837,
0.015613182,
-0.0524558,
0.088287495,
-0.037263837,
-0.0043525957,
-0.017817562,
-0.045688216,
-0.020176388,
0.024711512,
0.027196703,
-0.008157607,
0.0032363657,
-0.0035628104,
0.02087842,
-0.028979864,
-0.016567945,
-0.05419684,
-0.0050300565,
-0.003819052,
-0.03847133,
0.008564785,
-0.041869164,
-0.029513407,
-0.00177614,
0.0027484538,
0.040128127,
-0.056808397,
0.04220614,
0.0990707,
-0.01133781,
0.015697427,
-0.01735422,
0.046390247,
-0.0209065,
0.005893555,
-0.031816073,
-0.000710807,
0.005686456,
0.02132772,
-0.04066167,
-0.031675667,
-0.0063498756,
0.0063709365,
0.060487043,
-0.056331016,
0.03358519,
-0.011120181,
-0.0068132165,
-0.05936379,
0.027042257,
0.014349526,
-0.014602257,
0.058802165,
-0.007525779,
0.022535214,
0.017073408,
-0.01222939,
-0.062508896,
-0.035438556,
0.024304334,
-0.043413635,
-0.037628893,
0.04223422,
0.02021851,
0.0064446502,
-0.028390158,
0.025202934,
0.0014110835,
0.015879955,
0.009035147,
0.00078539783,
0.036786456,
-0.036786456,
0.021917427,
0.007157212,
-0.01951648,
-0.015851874,
-0.0012250452,
-0.008326095,
-0.01665219,
0.023377651,
0.027140541,
-0.027280947,
0.020471241,
-0.035635125,
0.011021896,
-0.008936862,
0.00004384955,
0.04650257,
-0.025947088,
0.017157651,
-0.0007160722,
0.0127067715,
0.050377786,
-0.022703702,
-0.015950158,
0.019053137,
-0.015065598,
-0.050799005,
-0.0056583746,
0.019965779,
-0.0200079,
0.03131061,
-0.019853454,
0.0055916817,
0.022268442,
0.003422404,
-0.030608578,
-0.033248216,
0.01156246,
-0.04650257,
-0.018407268,
-0.002381642,
0.030917471,
-0.020106185,
-0.007129131,
-0.001455838,
-0.041223295,
-0.00063314475,
0.024936162,
-0.021959549,
0.03894871,
-0.035466637,
0.029653814,
-0.051922258,
-0.0073432503,
0.013394763,
-0.009231715,
0.004180598,
-0.0045210836,
-0.020709932,
0.02820763,
0.01976921,
-0.031591423,
-0.016820677,
0.013268397,
-0.06245273,
-0.012629548,
-0.012650609,
0.0077223475,
0.022942392,
0.026592957,
-0.006069063,
0.00999693,
0.018940812,
-0.021861264,
0.003952438,
-0.04397526,
-0.018056253,
0.054870788,
-0.018996974,
0.008957923,
-0.029316839,
0.023686547,
-0.059869256,
-0.03894871,
0.0051845033,
0.0067184423,
-0.006641219,
0.027042257,
0.035635125,
0.042065732,
0.041251376,
0.019081218,
0.009175553,
0.040773995,
0.032124966,
0.0053073587,
0.045182753,
-0.029064108,
-0.011176343,
-0.008719232,
0.010158397,
0.028614808,
-0.034624197,
0.015121761,
0.004247291,
-0.01333158,
-0.019179503,
-0.010312844,
0.01645562,
0.029401083,
0.028685011,
0.008234831,
-0.022170158,
0.026606997,
-0.0055425395,
-0.003111755,
-0.040156208,
-0.024135847,
0.046334084,
-0.02336361,
0.029541489,
-0.01797201,
-0.02466939,
-0.0036646049,
0.03510158,
0.026255982,
-0.019460315,
-0.0062129796,
-0.0030345316,
0.015360451,
-0.016090564,
-0.016750474,
-0.018056253,
0.012482122,
-0.046418328,
-0.031619504,
0.053719457,
0.05596596,
0.029653814,
-0.0017849153,
-0.049731918,
-0.0025501298,
0.0036189728,
0.007136151,
-0.040942483,
0.03549472,
-0.036505643,
0.03403449,
-0.024149887,
-0.016567945,
-0.016581986,
0.05046203,
0.03995964,
0.022858148,
-0.00488263,
-0.0024290292,
0.000013211083,
-0.0019621784,
0.028488442,
-0.012917382,
-0.0073292097,
0.015725508,
0.011611602,
-0.00998991,
0.05116406,
0.008726252,
0.0045140632,
-0.042823926,
0.006711422,
0.024262212,
-0.06672108,
0.021018825,
0.05284894,
0.00008479226,
0.025933048,
0.010951693,
-0.018982934,
-0.0046790405,
-0.008838578,
-0.022479052,
0.03824668,
-0.022535214,
0.01199772,
0.003647054,
-0.02466939,
0.020527404,
0.005897065,
-0.06784433,
-0.036365237,
0.024936162,
0.0107761845,
0.032546185,
-0.0066693,
0.004198149,
0.04417183,
0.037909705,
0.062508896,
0.022324605,
0.00026918523,
0.011078059,
-0.02621386,
0.03468036,
-0.024388578,
-0.033163972,
-0.0034101184,
0.019614764,
-0.051585283,
0.06733887,
-0.034539953,
-0.01133079,
0.051444877,
-0.0051423814,
-0.02889562,
-0.045716297,
-0.0037944808,
-0.017494628,
-0.009526568,
0.021173272,
-0.05576939,
-0.022268442,
0.019376071,
-0.025778601,
0.007574921,
0.01842131,
0.03018736,
-0.04624984,
0.021173272,
0.0026589446,
0.024936162,
-0.011246546,
-0.011766049,
0.006971174,
-0.023714628,
-0.005131851,
-0.007806591,
0.025722438,
-0.013626433,
-0.062115755,
0.009933747,
0.04063359,
0.009695056,
-0.06666492,
0.023293408,
-0.037881624,
-0.027042257,
0.01399851,
0.07306745,
-0.034174897,
0.010046072,
-0.022605417,
-0.005693476,
-0.026958013,
-0.032377698,
-0.029709976,
0.04198149,
-0.05178185,
-0.02399544,
0.013092889,
-0.04978808,
-0.015739549,
0.013682595,
-0.0014014306,
-0.041447945,
0.01889869,
0.03684262,
0.06554167,
0.004903691,
-0.043441717,
-0.017929887,
0.043020494,
0.035831694,
0.010600677,
0.09480235,
0.013654514,
0.009484447,
-0.008333115,
-0.021636615,
0.052146908,
0.028544605,
-0.051051736,
-0.050349705,
-0.012461061,
-0.0119907,
-0.05975693,
0.0017542015,
0.037965868,
0.040380858,
-0.033950247,
-0.02666316,
0.0028871049,
-0.06278971,
-0.004113905,
-0.0067465235,
0.056583747,
0.009175553,
-0.0044754515,
0.013191174,
-0.0719442,
0.23228821,
0.044059504,
0.025216974,
0.037965868,
0.028011061,
-0.0028642889,
0.07407837,
0.010305824,
0.0014224915,
-0.027168622,
-0.00013755432,
-0.052568126,
-0.0006664912,
-0.0044333297,
-0.017073408,
0.059644606,
-0.03805011,
0.03307973,
-0.015964199,
-0.007150192,
-0.045940947,
-0.0077012866,
-0.00933,
0.058296703,
0.012755914,
-0.035663206,
-0.022085914,
-0.013731738,
0.040156208,
-0.04068975,
0.015627224,
-0.044284154,
0.05175377,
-0.011422054,
-0.029260676,
0.023644425,
0.0010635778,
-0.037460405,
0.011597562,
0.031085959,
-0.028179549,
-0.049423024,
0.02356018,
0.008775395,
-0.01378088,
0.04622176,
-0.010193499,
-0.021271557,
0.022015711,
-0.07677417,
0.0063428553,
-0.038330924,
0.053691376,
-0.06441842,
0.0036856658,
-0.023784831,
-0.06222808,
-0.043413635,
-0.020766094,
0.033669434,
0.027674085,
0.018533634,
-0.015360451,
0.03849941,
-0.01953052,
0.018589796,
-0.023925237,
0.011028917,
0.005844413,
-0.016146727,
0.058521353,
0.01178009,
-0.013844063,
-0.040521264,
-0.043582123,
0.014503973,
0.006153307,
0.042065732,
0.020611648,
-0.018112415,
0.014714582,
0.025947088,
0.0017278752,
-0.019965779,
0.016820677,
0.06649643,
-0.058072053,
0.0177614,
-0.00733623,
0.032265373,
0.005507438,
0.016750474,
0.034596115,
0.005946208,
0.007266027
] |
BERTweet
Overview
The BERTweet model was proposed in BERTweet: A pre-trained language model for English Tweets by Dat Quoc Nguyen, Thanh Vu, Anh Tuan Nguyen.
The abstract from the paper is the following:
We present BERTweet, the first public large-scale pre-trained language model for English Tweets. Our BERTweet, having
the same architecture as BERT-base (Devlin et al., 2019), is trained using the RoBERTa pre-training procedure (Liu et
al., 2019). Experiments show that BERTweet outperforms strong baselines RoBERTa-base and XLM-R-base (Conneau et al.,
2020), producing better performance results than the previous state-of-the-art models on three Tweet NLP tasks:
Part-of-speech tagging, Named-entity recognition and text classification.
This model was contributed by dqnguyen. The original code can be found here.
Usage example
thon |
[
0.01637098,
0.0015854277,
-0.01620742,
-0.010230005,
-0.023805577,
0.0038250997,
-0.04213929,
0.0014200079,
-0.029247701,
0.042763796,
0.00037428545,
-0.014884062,
0.013471488,
-0.053648047,
-0.010809903,
0.0024552755,
-0.013003109,
-0.020341055,
-0.0034347835,
-0.029039532,
0.0058882004,
0.021456245,
-0.075713925,
-0.049752317,
-0.001990613,
0.034109928,
-0.000420984,
-0.00533804,
0.07916358,
0.044220977,
-0.0052822805,
0.004624319,
0.004312066,
-0.007925279,
-0.020385662,
-0.03443705,
-0.0065796175,
0.0039105974,
-0.060131013,
-0.046005283,
0.019077174,
-0.0115979705,
0.0180512,
-0.014148037,
-0.046005283,
0.014408248,
-0.018645966,
-0.0037990788,
-0.005988567,
-0.019969326,
-0.026273863,
0.0065015545,
0.042258244,
-0.006148411,
-0.05284511,
-0.04273406,
-0.029232832,
-0.030868443,
-0.054778107,
-0.0025482078,
0.017976854,
0.045232084,
-0.026288733,
-0.032860916,
-0.022705257,
0.030868443,
0.006334276,
0.028325811,
-0.0090256,
0.0077765877,
-0.060309444,
0.011501321,
-0.032682486,
-0.021069646,
-0.024831552,
0.028786756,
0.020222101,
-0.011278283,
-0.0075015076,
0.056592148,
-0.025693964,
0.011791269,
0.021129122,
0.010809903,
-0.010913988,
-0.011010637,
0.046748742,
-0.0057580946,
-0.04457784,
-0.040771324,
-0.019225866,
-0.00469123,
-0.031701118,
-0.004698665,
0.04621345,
0.03889781,
-0.01289159,
0.023463586,
-0.038005657,
-0.005401234,
0.013367404,
0.069349915,
-0.0349426,
0.038987022,
0.0029571108,
0.015731605,
0.01950838,
0.000086369095,
-0.02521815,
0.012846982,
-0.016073598,
-0.01839319,
0.016118204,
0.014824585,
0.019597596,
0.007308208,
0.0030165873,
0.011270848,
-0.045321297,
-0.008743085,
0.0016198127,
-0.022511957,
-0.020668177,
-0.047908537,
0.0394331,
-0.035091296,
0.030898182,
0.022749864,
-0.02154546,
-0.015203749,
0.039671004,
0.0011858181,
0.052042175,
0.032087717,
0.025114067,
0.008215229,
0.020028802,
0.028801626,
-0.008661305,
-0.018497275,
-0.03940336,
0.008676174,
-0.0054830145,
0.09302167,
0.0095608905,
-0.011159329,
0.013791176,
-0.060458135,
-0.046243187,
-0.0037247327,
-0.05228008,
-0.014809716,
-0.0058956346,
-0.012623944,
-0.046272926,
-0.014504897,
0.00017273819,
-0.018541884,
-0.025798049,
0.020876346,
0.0133451,
-0.0017619993,
-0.040057603,
0.057900634,
-0.03390176,
0.06328328,
-0.024786944,
-0.037678532,
-0.005312019,
-0.0076353303,
0.031046873,
-0.010601734,
-0.011850746,
0.0300209,
0.0402063,
0.005851027,
0.031225305,
-0.0038046546,
0.00076204614,
0.0016932293,
0.0047098165,
0.008029364,
-0.002832581,
0.03128478,
-0.012333995,
0.0022024992,
0.005546209,
-0.004475627,
-0.0038697072,
-0.008795127,
0.012951067,
0.033990975,
-0.021530591,
-0.0012889731,
-0.05879279,
0.012653682,
-0.034704696,
-0.0016913706,
0.0027619526,
-0.017887639,
-0.010609169,
0.06726823,
-0.05721665,
-0.010795034,
-0.009293245,
0.009412199,
0.009278376,
0.03705403,
0.0023158768,
0.03164164,
0.031195566,
0.03645926,
-0.024786944,
0.0049031163,
0.029336916,
-0.014631285,
-0.0035128468,
0.025366843,
0.008341617,
-0.0063417107,
0.01787277,
0.021575198,
0.07446492,
0.010103616,
0.015865428,
0.0019961891,
-0.015984382,
0.06286695,
0.03446679,
-0.0043343697,
0.009419633,
0.017054964,
-0.0041819606,
0.05894148,
-0.003235908,
-0.008423397,
0.040027864,
0.03681612,
0.03518051,
0.005940242,
-0.0058064195,
0.026006218,
0.028296074,
0.03372333,
-0.008044234,
0.010267178,
-0.024088092,
-0.020846607,
-0.008772824,
0.022764733,
-0.05724639,
0.045083392,
0.031552427,
-0.020950692,
-0.046362143,
-0.01915152,
0.0014237252,
0.021842843,
0.0028901992,
-0.00019527432,
0.019196127,
0.012133261,
-0.0050257873,
-0.017382085,
0.045410514,
0.05468889,
-0.009902882,
0.03553737,
-0.023582539,
-0.047105603,
-0.030898182,
-0.033396207,
-0.08588446,
0.02893545,
-0.058822524,
-0.025634488,
-0.0055499263,
-0.014095995,
0.017575385,
-0.016043859,
-0.014415682,
-0.009910317,
-0.034556,
0.03830304,
0.0773198,
0.039879173,
-0.046183713,
0.027151145,
-0.032147195,
0.03387202,
-0.01764973,
0.018185023,
-0.00884717,
-0.01712931,
0.011203936,
0.033009607,
-0.013553269,
-0.021694152,
-0.026586115,
0.027954081,
0.014705631,
0.012438079,
0.025069458,
0.030362891,
-0.016489934,
0.012958501,
-0.011077548,
-0.020712785,
0.05656241,
0.0386599,
-0.00947911,
0.03372333,
0.0033269818,
0.058882,
-0.031701118,
0.04089028,
0.04202034,
0.041931123,
-0.049484674,
-0.04309092,
-0.027879735,
0.045767374,
-0.0353292,
-0.019092044,
-0.0077988915,
0.048741214,
-0.0062264744,
-0.044994175,
-0.011724358,
-0.045053653,
-0.027032193,
-0.023686623,
0.010549692,
0.046808217,
0.026258994,
0.010021836,
-0.069349915,
0.018869005,
-0.010081313,
0.009330418,
-0.0070405626,
-0.036697168,
0.023136463,
0.042585365,
-0.007940149,
-0.0008586959,
0.019984195,
-0.05192322,
0.0037953614,
-0.016281765,
0.023448717,
0.019092044,
0.016980618,
0.011679751,
-0.026928108,
0.046302665,
-0.007784022,
0.047730107,
0.023865053,
0.016296634,
0.03529946,
0.044339933,
-0.0045128,
0.014452855,
-0.047938276,
0.013672222,
0.008691043,
0.014765108,
0.058287233,
-0.03535894,
0.012705725,
-0.0017471301,
-0.046332404,
0.017456433,
-0.010713253,
-0.02856372,
0.010252308,
0.047432724,
0.031046873,
0.0174713,
-0.02557501,
0.016073598,
0.022333527,
0.04603502,
0.06619764,
0.023984008,
-0.01546396,
0.0076501993,
-0.010519953,
-0.029515347,
0.005352909,
0.021798236,
-0.023865053,
0.013434315,
-0.031730857,
-0.06940939,
-0.0012415776,
0.016861664,
0.0629859,
0.02741879,
0.037262198,
-0.019225866,
-0.021679282,
0.013122062,
0.016668364,
-0.004988614,
-0.05891174,
0.046689264,
0.024712598,
-0.017382085,
0.009196595,
-0.02523302,
-0.01454207,
0.00069048814,
-0.045499727,
-0.0038845765,
-0.03871938,
0.014876627,
-0.031225305,
0.0139473025,
-0.05079316,
-0.043418042,
-0.046391882,
-0.0047098165,
0.025009982,
-0.07862829,
0.016445328,
-0.021218337,
0.007345381,
0.025679095,
0.019761156,
-0.022526827,
0.008126014,
-0.021396767,
-0.05061473,
0.05578921,
0.008430832,
-0.010096182,
0.0038734246,
-0.04103897,
-0.01049765,
-0.020192364,
-0.02558988,
-0.026050825,
0.019835502,
-0.0123711685,
-0.020802,
0.0030630536,
0.0049291374,
-0.018259369,
0.009018165,
-0.0073639676,
0.03128478,
-0.042585365,
0.008021929,
-0.079044625,
0.0087876925,
0.0119994385,
0.054926798,
0.0050555253,
-0.06346171,
0.00032038463,
0.0423772,
-0.016623758,
-0.06667346,
0.009263507,
0.042079814,
0.017173918,
0.039849434,
-0.023567671,
0.012497556,
0.047730107,
-0.006873284,
-0.023404108,
-0.0018688716,
-0.01782816,
-0.01711444,
-0.010259743,
-0.026080564,
0.011501321,
-0.05596764,
0.0147205,
-0.011300586,
-0.019389426,
0.008876908,
-0.043418042,
0.011241109,
0.0008926162,
-0.0074345963,
-0.0013679657,
0.031165827,
-0.015419353,
-0.011724358,
-0.0058138543,
-0.04056316,
-0.015672129,
-0.04972258,
0.00020282507,
0.05483758,
-0.013032847,
0.05858462,
-0.061023165,
-0.03535894,
0.022958033,
-0.006285951,
0.0327717,
0.008178056,
-0.007230145,
0.020534355,
0.001408856,
-0.0072152754,
0.006048044,
-0.007657634,
0.002732214,
-0.033544898,
-0.00035871926,
-0.01782816,
-0.013858087,
-0.01931508,
0.046510834,
-0.03553737,
-0.039522313,
-0.008980992,
0.032474317,
0.0036652558,
0.0017508474,
0.043536995,
-0.031701118,
-0.018527014,
-0.023285156,
0.027567483,
-0.038213823,
0.023136463,
-0.03871938,
-0.0145941125,
0.03535894,
0.022393003,
-0.004754424,
-0.053499356,
-0.025009982,
-0.040801063,
-0.019835502,
-0.045351036,
-0.062212702,
-0.0140067795,
-0.00667255,
-0.0121853035,
0.014861758,
-0.023314893,
0.018854136,
-0.018333714,
-0.030898182,
0.001056642,
0.048473567,
-0.03220667,
0.016787319,
0.017248264,
0.0010752284,
0.009523718,
0.043209873,
0.003760047,
0.040592894,
-0.009679845,
0.0423772,
-0.055313397,
-0.048443828,
-0.04383438,
0.03925467,
0.037678532,
-0.047075864,
-0.010683515,
-0.005661445,
0.034318097,
0.00040286218,
0.041722953,
-0.040652372,
-0.016430458,
-0.029619431,
-0.047402985,
0.023954269,
-0.037083767,
-0.010906553,
0.01822963,
-0.00038009373,
0.05225034,
-0.04142557,
0.03538868,
0.076725036,
-0.0054272553,
0.023255417,
-0.04109845,
0.08082893,
-0.0057023354,
0.022407873,
-0.019478641,
-0.019092044,
-0.021233207,
0.03351516,
-0.035983447,
-0.01819989,
-0.034139667,
0.026630724,
0.034674957,
-0.032147195,
0.029203095,
-0.00073416636,
-0.023760969,
-0.056830052,
0.00910738,
0.06280747,
0.015939774,
0.03925467,
-0.013516096,
-0.005512753,
0.042644843,
-0.0066539636,
-0.027522875,
-0.030719751,
0.06369962,
-0.006445795,
-0.032682486,
0.023909662,
0.014452855,
-0.028206859,
-0.03907624,
0.008438267,
0.009717017,
-0.01370196,
-0.0059848498,
-0.020578962,
0.0011923234,
-0.031076612,
0.013754003,
0.030288545,
-0.0105943,
-0.013724265,
0.022244312,
-0.013612745,
-0.033574637,
0.0041633737,
0.05537287,
-0.031255044,
-0.00039798324,
-0.07702242,
0.012728029,
-0.0353292,
0.0075907228,
0.052696418,
-0.010408435,
0.030808967,
0.036013186,
-0.016623758,
0.05647319,
-0.0302142,
0.002239672,
0.015731605,
-0.013783742,
-0.07583288,
-0.022749864,
-0.0040741586,
-0.024192177,
0.006706006,
-0.027195754,
-0.0048473566,
0.032355364,
0.0270768,
0.008244967,
-0.047700368,
0.0019237017,
-0.02541145,
-0.030690012,
0.033544898,
0.02724036,
0.010809903,
0.031165827,
-0.013322797,
-0.03408019,
0.0040444206,
0.01916639,
-0.032444578,
-0.016965749,
-0.029946554,
0.028236596,
-0.052964065,
-0.0115979705,
-0.042436674,
-0.037262198,
0.006062913,
0.015166576,
0.008839735,
0.030660275,
0.012884155,
0.025708834,
-0.011330324,
0.04805723,
-0.00056317064,
0.012333995,
0.014029083,
0.023865053,
-0.012646249,
0.0037061463,
0.024102962,
-0.032623008,
0.011798704,
0.014475158,
0.014980711,
-0.0054049515,
0.011337759,
0.06292642,
-0.0353292,
0.013590442,
-0.013508662,
0.019270474,
-0.048324876,
-0.025099197,
-0.008966123,
-0.013642484,
-0.011315456,
0.05281537,
-0.00045560134,
0.015062492,
0.022511957,
0.0049960488,
-0.022958033,
0.05537287,
0.012103522,
-0.008066537,
0.044607576,
-0.03128478,
0.026214385,
-0.00976906,
0.025827788,
0.0024218196,
-0.0076353303,
0.031046873,
-0.00847544,
-0.016787319,
-0.012504991,
-0.005561078,
0.03996839,
0.043745164,
0.029322047,
-0.018363453,
0.007694807,
0.023969138,
-0.025842657,
0.029158486,
-0.058287233,
-0.0055053183,
0.016341243,
-0.058316972,
0.03167138,
-0.021277815,
-0.0071632336,
0.015069926,
0.028846234,
0.040801063,
0.015121968,
0.0083862245,
0.03149295,
0.023969138,
-0.03182007,
-0.01324845,
-0.002631847,
0.01031922,
-0.0006598204,
0.007419727,
0.02560475,
0.046094496,
0.026258994,
-0.011032941,
-0.05724639,
-0.008795127,
0.009315549,
0.035953708,
-0.03568606,
-0.02008828,
-0.05897122,
0.049811795,
-0.06572183,
0.023523062,
-0.016058728,
0.026363079,
0.0058398754,
0.028667804,
-0.016133074,
0.010690949,
0.025649358,
-0.0042042644,
-0.003035174,
0.00222852,
0.0068138074,
-0.011040376,
-0.004877095,
-0.015686998,
0.06845776,
0.039105978,
0.009047904,
-0.023344632,
0.037827227,
0.00800706,
-0.075713925,
-0.00427861,
0.04823566,
0.029009795,
-0.0037210155,
0.002414385,
-0.02890571,
-0.0135384,
0.005739508,
-0.019567857,
0.039671004,
0.0063900356,
-0.006624225,
-0.002648575,
-0.025322234,
0.021694152,
-0.008639,
-0.015270661,
0.0015194456,
-0.0016560563,
0.03871938,
0.02799869,
0.01787277,
-0.0013419447,
0.05468889,
0.020177495,
0.022734996,
0.0059513943,
-0.014995581,
0.029009795,
0.009664975,
0.02081687,
-0.022229442,
-0.0072152754,
-0.008468005,
-0.00066307303,
-0.053677786,
0.053767,
0.0002955252,
-0.023969138,
0.01141954,
-0.024563907,
-0.0006881648,
-0.05564052,
0.011479016,
-0.050584994,
-0.0017517768,
-0.0010371262,
-0.061439503,
-0.032266147,
0.010936291,
-0.020668177,
0.043774903,
0.0036485281,
0.03074949,
0.00062775874,
0.0804126,
-0.0052190865,
-0.012728029,
0.029768124,
0.014794846,
-0.038421992,
-0.019790895,
0.008334182,
-0.03443705,
0.0016588443,
-0.05483758,
-0.049068335,
0.0012192738,
0.01989498,
-0.045737635,
-0.051268976,
-0.0054421243,
-0.026035955,
-0.010973464,
0.031195566,
0.09444911,
0.0115682315,
-0.031136088,
0.0063640145,
0.004159657,
-0.03631057,
-0.027537744,
-0.032087717,
0.025753442,
-0.029931685,
-0.060904212,
0.005263694,
-0.033990975,
0.00022745218,
-0.0058473097,
0.025500664,
-0.006620508,
0.025426319,
0.03574554,
0.048770953,
0.03128478,
-0.011062679,
-0.025634488,
0.021277815,
0.01637098,
0.016311504,
0.09028573,
0.04312066,
-0.008401094,
0.004378977,
-0.018185023,
0.004698665,
-0.0041819606,
-0.048562784,
-0.0062153223,
-0.0135755725,
-0.046481095,
-0.056830052,
-0.02043027,
0.017396955,
0.0043232176,
-0.01748617,
-0.029381525,
0.015969513,
-0.055878427,
-0.023612278,
-0.021664413,
0.015040188,
-0.007821195,
-0.03791644,
0.04401281,
-0.036370046,
0.26360103,
0.07178846,
0.029887076,
0.012274519,
0.024593644,
0.057514038,
0.022482218,
-0.02853398,
0.0057172044,
-0.0026188365,
-0.039105978,
-0.03871938,
0.031017136,
0.023225678,
-0.03735141,
0.040652372,
-0.05989311,
0.008594393,
-0.03901676,
-0.031373996,
-0.044518363,
0.020355925,
0.0041076145,
0.04035499,
0.062153224,
-0.011278283,
-0.004479344,
-0.02007341,
-0.0074494653,
-0.02929231,
0.024266522,
-0.021857712,
0.019820634,
-0.012601641,
-0.002732214,
0.010564561,
-0.0019051153,
-0.048354615,
0.015597783,
0.042050075,
0.006349145,
-0.045737635,
0.022720126,
0.020772262,
-0.019984195,
-0.0111667635,
-0.007769153,
-0.019478641,
0.032087717,
-0.057186913,
0.0010956737,
-0.057543773,
0.033931497,
-0.046272926,
-0.009085077,
0.0095608905,
-0.10009941,
-0.024980243,
0.0019478642,
0.007962452,
0.0028753302,
-0.0063900356,
-0.011954831,
0.012497556,
-0.021887451,
0.013032847,
-0.025693964,
0.045529466,
-0.024207044,
-0.025322234,
0.010802468,
-0.0023790707,
-0.019954456,
-0.026824024,
-0.0031950178,
0.049068335,
0.0013772589,
0.04603502,
0.0005111285,
-0.03369359,
0.01876492,
0.0070033898,
0.023731232,
-0.071669504,
0.033039346,
0.046956908,
-0.025738573,
0.025812918,
0.003018446,
0.012609075,
0.01952325,
0.084219106,
0.013820915,
-0.015114534,
-0.007419727
] |
import torch
from transformers import AutoModel, AutoTokenizer
bertweet = AutoModel.from_pretrained("vinai/bertweet-base")
For transformers v4.x+:
tokenizer = AutoTokenizer.from_pretrained("vinai/bertweet-base", use_fast=False)
For transformers v3.x:
tokenizer = AutoTokenizer.from_pretrained("vinai/bertweet-base")
INPUT TWEET IS ALREADY NORMALIZED!
line = "SC has first two presumptive cases of coronavirus , DHEC confirms HTTPURL via @USER :cry:"
input_ids = torch.tensor([tokenizer.encode(line)])
with torch.no_grad():
features = bertweet(input_ids) # Models outputs are now tuples
With TensorFlow 2.0+:
from transformers import TFAutoModel
bertweet = TFAutoModel.from_pretrained("vinai/bertweet-base") |
[
0.013379292,
0.000086295186,
-0.035800926,
0.005223527,
0.02772576,
-0.015920052,
0.0026309537,
-0.02227579,
-0.0041066674,
0.029046034,
-0.013548164,
-0.047898322,
0.018652713,
-0.03960823,
0.03205503,
-0.019972987,
0.0051083867,
-0.0125272535,
-0.07596183,
-0.039301187,
0.020955516,
0.031241374,
-0.061070364,
-0.017562719,
-0.025054507,
0.059197415,
0.052135482,
-0.019451018,
0.093278915,
0.037643168,
-0.010953671,
-0.014784002,
0.018084688,
-0.011867117,
-0.0048589166,
-0.014607454,
0.010539167,
0.015137099,
-0.04795973,
-0.04234089,
0.047621988,
-0.013847528,
0.006839328,
-0.05317942,
-0.033651643,
-0.034265723,
0.03038166,
-0.040467944,
-0.021139741,
-0.014223653,
-0.036138672,
-0.021262556,
0.0025215703,
-0.019374257,
-0.00068124617,
-0.01030121,
-0.0048397263,
0.0060448605,
-0.024194794,
0.011253036,
0.031057151,
0.001151402,
0.015597659,
-0.08462037,
-0.03168658,
0.02772576,
0.015873997,
-0.003910929,
-0.0047898325,
-0.016656948,
-0.06945257,
-0.025990982,
-0.04869663,
-0.039884567,
-0.050845914,
-0.0069583063,
-0.0042947293,
-0.007430381,
0.034726284,
0.031118559,
-0.0018662307,
0.017025398,
0.012534929,
-0.012135778,
-0.016672302,
-0.0010986294,
0.029046034,
0.010431702,
-0.013371616,
-0.022337198,
-0.016549485,
0.022306494,
-0.044275247,
0.027649,
0.009410792,
0.037612464,
-0.033897277,
0.03211644,
-0.00053252344,
0.026067741,
0.012035989,
0.09665636,
-0.035555296,
0.052074075,
-0.05112225,
-0.0029053711,
-0.0024256203,
-0.0020149534,
-0.011606133,
-0.034879804,
-0.0029341562,
0.023196913,
0.014285061,
0.0060333465,
0.016656948,
0.0018930968,
-0.01484541,
-0.016610892,
-0.054192655,
-0.034572765,
-0.013463727,
-0.0069659823,
0.021922695,
-0.016134981,
0.019650593,
-0.027971392,
0.00935706,
-0.0031337324,
-0.03187081,
0.009963466,
0.045319185,
-0.015398083,
-0.029936451,
0.04280145,
-0.046885088,
0.006754892,
-0.0072806985,
0.05281097,
0.0007133895,
0.00098205,
0.002239477,
-0.023795642,
-0.0019900065,
0.04568763,
-0.037213314,
0.021078333,
-0.028831106,
-0.036046557,
-0.047529876,
0.014737946,
0.0135865435,
0.033498123,
0.014937522,
0.028846458,
-0.044060316,
-0.0030857574,
-0.006278979,
0.025438309,
0.030320253,
0.03136419,
-0.02008045,
0.044152427,
-0.052258298,
0.045656927,
-0.0742424,
0.020786645,
-0.002836287,
-0.015781883,
-0.010331914,
-0.019297497,
0.0047361003,
0.01636526,
0.0028228539,
-0.0006467041,
0.014684213,
0.022506071,
0.0628512,
0.010040225,
0.009226568,
-0.00021157012,
0.021185797,
-0.032269962,
-0.007541683,
0.05704813,
-0.013264151,
-0.0071195024,
0.0042870534,
-0.032177847,
0.006321197,
0.025376901,
-0.00014296576,
0.04059076,
-0.040560056,
0.044060316,
-0.0123430295,
0.032300666,
-0.05996502,
-0.016825821,
0.027464775,
-0.0045442,
-0.03629219,
0.026083093,
0.0059949663,
0.00072058575,
-0.059811495,
-0.0030473773,
-0.010124662,
-0.0030531343,
-0.076760136,
0.018222855,
0.03877922,
-0.00029624614,
-0.028447306,
-0.006067889,
0.058890376,
0.00046295955,
-0.016917933,
0.033037562,
0.015873997,
-0.007307565,
0.0033275518,
0.000112981324,
0.058583334,
-0.013801472,
-0.023503954,
-0.025315491,
0.006789434,
0.037397537,
0.006939116,
0.009525932,
0.0499862,
0.0048742685,
0.0136326,
0.04286286,
0.044428766,
0.01719427,
0.0348491,
0.031195318,
0.031333487,
-0.030811518,
-0.033375308,
0.025177324,
0.009034668,
0.015321323,
0.011391204,
-0.028800402,
-0.036077265,
0.012135778,
0.024716763,
0.017132862,
-0.02152354,
0.05112225,
0.0105621945,
0.022383256,
-0.058521926,
0.0065438016,
-0.024118034,
0.044121724,
-0.03758176,
-0.023995219,
-0.004989409,
0.031901512,
-0.019834818,
-0.023903105,
0.03945471,
0.03469558,
0.011421908,
0.010408674,
-0.022076214,
-0.0499862,
-0.016319204,
-0.044029612,
-0.08965584,
0.0012799753,
-0.047898322,
-0.032177847,
0.016457373,
-0.025376901,
0.031087855,
0.003433097,
-0.010132338,
-0.017301735,
-0.033743754,
-0.009909733,
0.03831866,
-0.009564313,
-0.057999957,
0.05241182,
-0.016395964,
-0.005634194,
0.013594219,
-0.020387491,
-0.034664877,
0.0070273904,
-0.009264948,
-0.029368427,
-0.043292716,
0.004571066,
-0.056618273,
0.00067165116,
-0.014699565,
-0.055727858,
0.0025407604,
0.01276521,
-0.022521423,
0.058429815,
-0.01696399,
-0.02545366,
0.05922812,
0.037213314,
-0.078049704,
0.043139197,
0.030842222,
0.056403346,
-0.00776045,
0.081549965,
0.04445947,
0.00939544,
-0.05839911,
0.014676537,
-0.00818263,
-0.011606133,
-0.011790357,
-0.01476865,
-0.029260963,
0.05505237,
-0.0077681257,
-0.045933265,
-0.013456051,
-0.03007462,
-0.05400843,
-0.008290094,
-0.023212265,
0.052626748,
0.035493884,
0.012404438,
-0.013141335,
0.017593423,
0.021938046,
0.016549485,
0.026083093,
-0.058767557,
0.03438854,
0.02302804,
-0.02287452,
-0.014492313,
0.0043292716,
-0.02090946,
0.0049088104,
-0.01742455,
0.0026635767,
0.042248778,
-0.021093685,
-0.0076683373,
-0.002817097,
0.018836936,
-0.0048589166,
-0.015352027,
0.015313647,
0.007687527,
-0.0007306605,
0.04860452,
-0.019067217,
0.014929846,
-0.022030158,
-0.01659554,
0.018836936,
0.055727858,
0.03521755,
-0.04135836,
0.025822109,
0.010585222,
-0.024947044,
0.0071233404,
-0.004145047,
-0.05772362,
0.019051865,
0.03417361,
0.039577525,
0.0047169104,
0.021139741,
0.019712003,
0.03822655,
0.02998251,
0.047529876,
0.023212265,
-0.047314946,
-0.019819466,
-0.042924266,
-0.019942284,
0.01765483,
0.0017769971,
-0.03650712,
-0.0059872903,
-0.013985696,
-0.027019568,
0.014622806,
0.006532287,
0.003440773,
-0.007434219,
0.058521926,
0.0023929973,
0.03945471,
0.009257272,
-0.04188033,
0.018652713,
-0.046854384,
0.018836936,
-0.024379019,
-0.041327655,
-0.036077265,
0.0155285755,
-0.015044986,
0.018545248,
-0.005089197,
0.006363415,
-0.012657746,
-0.037213314,
0.007411191,
0.07203171,
0.013141335,
0.025100565,
-0.006942954,
0.02341184,
0.04795973,
-0.026773935,
0.023319729,
-0.035647407,
0.03884063,
0.062513456,
-0.066075124,
0.007541683,
0.033160377,
-0.025852812,
-0.025069859,
0.061469514,
0.04209526,
-0.011068812,
0.00020377417,
-0.057907846,
0.00456339,
0.0098483255,
0.014369497,
0.0007253833,
0.052964494,
0.00091104687,
0.029030683,
0.019804114,
-0.0041719135,
-0.031625174,
0.02416409,
-0.01673371,
0.045871858,
-0.025683941,
-0.0032968477,
-0.0084436145,
0.013095279,
-0.045442,
0.024271555,
0.039577525,
-0.013655628,
-0.022767056,
0.02847801,
-0.009733185,
-0.045134958,
0.0077642878,
0.0012598257,
0.029905748,
0.035432477,
-0.011867117,
-0.009249596,
0.019067217,
-0.009403116,
-0.084251925,
-0.008819739,
-0.014438582,
0.019635241,
-0.026620414,
-0.028907867,
0.028892515,
0.0005934518,
0.05345576,
0.00562268,
0.018391728,
-0.009073048,
-0.050231833,
-0.012795914,
-0.0071079885,
-0.033006858,
-0.016534133,
0.03629219,
-0.018146096,
0.02741872,
-0.013302531,
-0.019573834,
-0.019343553,
-0.008374531,
0.011775005,
0.02347325,
-0.011007403,
0.061837964,
0.010239802,
-0.017393846,
0.018668065,
0.0031452465,
0.004137371,
-0.043016378,
0.007226967,
0.0011254954,
-0.011920849,
-0.03841077,
-0.002813259,
-0.005695602,
-0.0064209853,
-0.022767056,
0.008021434,
-0.0378581,
-0.043722574,
-0.008620163,
0.043384828,
-0.023749586,
-0.058061365,
-0.014285061,
0.020878756,
0.014753298,
0.021953398,
0.019343553,
0.0018000251,
-0.03346742,
-0.03629219,
0.025852812,
-0.028217025,
0.023626769,
0.0013279503,
-0.026236614,
0.0047130724,
0.017378494,
0.030934334,
-0.042832155,
-0.024501834,
-0.042218074,
-0.013663304,
-0.065583855,
-0.019926932,
-0.0348491,
0.035033327,
-0.002795988,
0.029506596,
0.0121588055,
-0.005200499,
0.015152451,
-0.012619366,
0.05081521,
0.027480127,
-0.010293534,
-0.024563244,
-0.0025848974,
-0.0107464185,
-0.012366057,
-0.019420315,
-0.03537107,
0.044336654,
-0.054745328,
-0.017808352,
-0.011713596,
-0.008359179,
0.02863153,
-0.038134433,
0.05520589,
-0.033068266,
0.010585222,
-0.030857574,
0.027142383,
0.025990982,
-0.027173087,
-0.043108493,
-0.02074059,
-0.06097825,
-0.05044676,
0.03273052,
-0.031118559,
-0.017010046,
0.0038706297,
-0.025161972,
-0.0021013087,
-0.021554247,
0.047683395,
0.059719384,
-0.01413154,
0.029506596,
-0.051828444,
-0.003972337,
0.021001572,
0.0071578827,
-0.015812587,
-0.005749334,
-0.0053540193,
-0.011951553,
-0.036599234,
-0.045656927,
-0.0042409976,
0.023580713,
0.050508168,
-0.018760176,
0.034572765,
-0.00026362308,
-0.026267318,
0.0021204988,
0.03831866,
0.029552652,
0.00084580074,
0.045319185,
0.011959229,
-0.00072346424,
0.023196913,
0.008727627,
-0.054714624,
0.010155366,
0.045564815,
-0.00039699383,
-0.0066243997,
0.07264579,
0.023841698,
-0.040560056,
-0.039669637,
-0.0021512026,
-0.010393322,
-0.009564313,
0.003339066,
-0.012481198,
0.0076261195,
-0.02104763,
-0.036384303,
-0.00916516,
-0.005384723,
0.006401795,
0.008121222,
0.010646631,
-0.048512403,
0.0492186,
0.055850673,
-0.06325035,
-0.0020456575,
-0.029061386,
-0.025806757,
-0.015091042,
-0.011199304,
0.02886181,
-0.02946054,
0.0058683124,
0.0036269163,
-0.014331117,
0.048205364,
0.00810587,
-0.018453136,
0.011114867,
-0.017209621,
-0.04498144,
-0.027802521,
0.04574904,
0.00045216517,
0.0246093,
-0.0447051,
0.04209526,
0.007883266,
0.011444936,
-0.03469558,
-0.01871412,
-0.029199556,
-0.040253013,
0.008359179,
-0.04378398,
0.0005689845,
-0.010247478,
-0.0066090478,
-0.010961347,
-0.026635766,
0.020479605,
0.023058744,
-0.031226022,
0.019282145,
-0.02840125,
0.0052772593,
-0.035586,
-0.031379543,
0.020433547,
-0.018007927,
0.0077143935,
0.014292737,
-0.030750109,
0.0020053585,
-0.014277385,
-0.02037214,
0.01796187,
-0.0036710533,
-0.040928505,
0.005054655,
-0.055727858,
0.015858645,
-0.0054998635,
0.023596065,
0.0066243997,
-0.002872748,
0.012181833,
0.0024083492,
-0.003980013,
-0.0074150288,
-0.02401057,
0.019972987,
0.016380612,
0.019082569,
0.027157735,
0.03285334,
-0.057201654,
-0.0038207357,
0.0291535,
-0.01871412,
-0.021845935,
0.011874793,
0.03220855,
0.018867642,
0.03899415,
0.06613653,
-0.018683417,
0.0139319645,
0.014062457,
-0.021723118,
-0.020326084,
0.014523017,
0.015321323,
-0.080260396,
0.006140811,
0.06564527,
-0.05793855,
0.033221785,
0.015474843,
-0.004670854,
-0.019251442,
-0.014292737,
0.040867094,
0.039393302,
-0.00028641126,
-0.0002537882,
-0.029798284,
0.013248799,
-0.018959753,
-0.02605239,
-0.0598422,
-0.03497192,
0.0035117762,
-0.03362094,
0.0093186805,
-0.017700886,
-0.010769446,
0.029752228,
0.075286336,
0.0363536,
0.02378029,
0.003383203,
-0.004064449,
0.027664352,
-0.04611749,
-0.0037055954,
-0.015398083,
0.027848577,
-0.050661687,
-0.042064555,
0.013870556,
0.07184748,
0.008927204,
-0.023657473,
-0.04507355,
-0.0043292716,
0.015935404,
0.0037689225,
-0.024348315,
0.053732093,
-0.031625174,
-0.011851764,
-0.015014282,
-0.00810587,
0.00022536295,
0.011951553,
0.016841173,
0.03718261,
0.018499192,
0.03592374,
0.026942806,
-0.023565361,
0.0114526125,
-0.005223527,
0.052442525,
-0.0070887986,
-0.0019074894,
-0.015551603,
0.07356691,
0.018007927,
0.0077028796,
-0.023212265,
0.034634173,
0.031533062,
0.009664101,
0.014154568,
0.0742424,
0.020541012,
0.0013672899,
0.0053386674,
-0.06877708,
0.023672825,
-0.032024328,
0.014638158,
0.017746942,
0.03346742,
-0.049095783,
0.032699816,
-0.038656402,
0.03620008,
-0.00031063866,
-0.05996502,
-0.04022231,
0.0023584552,
0.020633124,
0.0054998635,
0.031533062,
-0.00014272587,
0.019712003,
0.022767056,
0.021508189,
0.020970868,
-0.02074059,
-0.016273148,
0.014008724,
0.03460347,
-0.011406556,
0.0071041505,
-0.0061945426,
-0.026651118,
-0.022337198,
0.066750616,
-0.016887229,
-0.043292716,
0.021508189,
-0.013663304,
-0.04574904,
-0.036476415,
0.016395964,
-0.04347694,
0.019205386,
0.016979342,
-0.010470082,
-0.045319185,
0.040191606,
-0.037888803,
0.023074096,
0.0272652,
0.05179774,
-0.037366834,
0.07399677,
0.017071454,
0.01014769,
0.023212265,
-0.008021434,
0.012826619,
0.0042793774,
-0.017393846,
-0.011345148,
0.024148738,
-0.007522493,
-0.09610369,
0.020556364,
0.00097437395,
0.00562268,
-0.049801975,
0.004521172,
-0.033897277,
-0.043599755,
0.0014450095,
0.043384828,
-0.024517186,
0.03917837,
0.00044472903,
-0.042310186,
-0.046332415,
-0.018284263,
-0.03592374,
0.04006879,
0.02483958,
-0.031394895,
-0.00043417452,
-0.02227579,
-0.021155093,
0.012719154,
0.02264424,
-0.04043724,
-0.005377047,
0.026712527,
0.047898322,
0.00452501,
0.0110995155,
-0.044183135,
0.055328704,
0.026021685,
0.025484364,
0.07559338,
0.05188985,
-0.010224449,
0.0077566113,
0.009763889,
0.01961989,
-0.022736352,
-0.010477758,
-0.016227093,
0.045380592,
0.001399913,
-0.044797216,
-0.0012051341,
0.023442544,
-0.01280359,
-0.004049097,
-0.021293262,
0.021370022,
-0.040989913,
0.0043254336,
-0.01132212,
0.009472201,
0.033160377,
-0.00781802,
-0.00939544,
-0.033897277,
0.28198603,
0.04734565,
0.031563766,
0.047222834,
0.030043917,
0.02840125,
0.05406984,
0.012281622,
0.008942556,
-0.03263841,
-0.0128726745,
0.005856798,
-0.028662235,
-0.032454185,
-0.003926281,
0.041603994,
-0.01833032,
0.016518781,
0.010846207,
-0.032024328,
-0.03804232,
0.008704599,
-0.014239005,
0.019174682,
0.04795973,
0.01397802,
-0.016564837,
0.016242445,
-0.00019837698,
-0.024056626,
-0.016856525,
-0.014392525,
0.04703861,
-0.042279482,
-0.031778697,
0.0017223055,
0.020095803,
-0.06067121,
-0.019650593,
0.04574904,
0.0031202994,
-0.029859692,
0.037090495,
0.009648749,
-0.019819466,
0.020310732,
0.0082593905,
-0.019282145,
-0.0030377824,
-0.0545304,
0.023227617,
-0.036322895,
0.067303285,
-0.037366834,
-0.042156667,
0.008351503,
-0.05247323,
-0.048758037,
0.0076529854,
0.01704075,
0.047376353,
-0.010408674,
0.008927204,
-0.0102090975,
-0.031840105,
0.022183679,
0.004075963,
0.012427466,
-0.044398062,
-0.02037214,
0.002957184,
-0.009556637,
0.0050201127,
0.007913969,
0.0314256,
0.010531491,
-0.01139888,
0.02597563,
0.02605239,
-0.019404963,
0.006278979,
0.019266794,
0.0044252216,
0.009579665,
0.043108493,
0.022321846,
-0.0590746,
-0.009556637,
-0.010485434,
0.01892905,
0.0027057948,
0.02249072,
0.01696399,
-0.009226568,
0.0061715147
] |
BridgeTower
Overview
The BridgeTower model was proposed in BridgeTower: Building Bridges Between Encoders in Vision-Language Representative Learning by Xiao Xu, Chenfei Wu, Shachar Rosenman, Vasudev Lal, Wanxiang Che, Nan Duan. The goal of this model is to build a
bridge between each uni-modal encoder and the cross-modal encoder to enable comprehensive and detailed interaction at each layer of the cross-modal encoder thus achieving remarkable performance on various downstream tasks with almost negligible additional performance and computational costs.
This paper has been accepted to the AAAI'23 conference.
The abstract from the paper is the following:
Vision-Language (VL) models with the TWO-TOWER architecture have dominated visual-language representation learning in recent years.
Current VL models either use lightweight uni-modal encoders and learn to extract, align and fuse both modalities simultaneously in a deep cross-modal encoder, or feed the last-layer uni-modal representations from the deep pre-trained uni-modal encoders into the top cross-modal encoder.
Both approaches potentially restrict vision-language representation learning and limit model performance. In this paper, we propose BRIDGETOWER, which introduces multiple bridge layers that build a connection between the top layers of uni-modal encoders and each layer of the crossmodal encoder.
This enables effective bottom-up cross-modal alignment and fusion between visual and textual representations of different semantic levels of pre-trained uni-modal encoders in the cross-modal encoder. Pre-trained with only 4M images, BRIDGETOWER achieves state-of-the-art performance on various downstream vision-language tasks.
In particular, on the VQAv2 test-std set, BRIDGETOWER achieves an accuracy of 78.73%, outperforming the previous state-of-the-art model METER by 1.09% with the same pre-training data and almost negligible additional parameters and computational costs.
Notably, when further scaling the model, BRIDGETOWER achieves an accuracy of 81.15%, surpassing models that are pre-trained on orders-of-magnitude larger datasets. |
[
0.00769682,
-0.015062451,
-0.0158838,
-0.011677706,
0.0033781223,
-0.010598031,
-0.015512868,
0.009657456,
-0.0059812637,
0.076199844,
-0.005133421,
-0.04289553,
-0.012141369,
-0.032350488,
-0.010598031,
-0.000014010825,
-0.018705525,
-0.049068883,
-0.030495834,
0.00040094505,
-0.0016004683,
0.008147236,
-0.044379257,
-0.014731263,
-0.0034642315,
0.033012867,
-0.0047492427,
0.00017697884,
0.10354276,
0.055904616,
0.0064283684,
0.01985806,
-0.028031792,
-0.008140612,
-0.006087244,
-0.07217259,
0.020785388,
0.015380393,
-0.018652534,
-0.039371684,
0.0057659913,
0.008968584,
0.007676949,
-0.052036334,
-0.022971231,
-0.012724261,
-0.019036714,
0.0045041633,
-0.0022785766,
-0.037384555,
-0.015380393,
-0.014850491,
0.015963284,
-0.007564345,
-0.006126987,
-0.026004918,
-0.020758893,
-0.00977006,
-0.037940953,
0.018387584,
0.0022073712,
0.056010593,
-0.006988077,
-0.0548978,
-0.00901495,
0.023103708,
0.0050406884,
0.0080942465,
-0.03240348,
-0.035476908,
-0.04747918,
0.03139667,
-0.023501134,
-0.026071157,
-0.03730507,
0.0042690192,
0.056487504,
0.029700981,
-0.0038252268,
0.10348977,
-0.013181301,
0.0055573424,
0.011286903,
0.047558665,
0.008266464,
-0.032747917,
0.055056773,
-0.02685276,
-0.026309611,
-0.029303556,
-0.02621688,
0.027740346,
-0.0027770153,
0.00022934802,
0.029859953,
0.027634365,
-0.02066616,
0.01836109,
-0.016109006,
-0.022348598,
0.053308096,
0.039742615,
-0.0049280846,
0.032747917,
-0.01738077,
0.007120552,
0.02405753,
-0.008723504,
-0.04027252,
0.02728993,
-0.01948713,
0.001063115,
0.0274489,
0.022653291,
-0.018427327,
0.035503402,
0.01356548,
0.006372066,
-0.016188493,
-0.02389856,
0.021739211,
0.014612035,
-0.008365821,
-0.016824374,
0.016983345,
-0.04612793,
0.01063115,
-0.0043153856,
-0.023554124,
-0.059931867,
-0.0011078254,
0.010710635,
0.02685276,
0.019818319,
0.042869035,
0.008498296,
-0.0073325126,
-0.0029624808,
0.013936411,
-0.01679788,
-0.0018977099,
0.028535198,
-0.017831188,
0.07821347,
-0.026004918,
0.036404237,
-0.0061601056,
-0.0022719528,
-0.033410292,
-0.02444171,
-0.041782737,
-0.00023949066,
0.027925812,
-0.030707795,
-0.026084404,
-0.009703822,
0.0029376417,
-0.006809235,
0.006123675,
-0.012459311,
-0.032747917,
-0.014506055,
-0.06798637,
0.019394398,
-0.026720285,
0.04769114,
0.003881529,
-0.0055076643,
0.0061104274,
-0.014612035,
0.015777819,
-0.014413322,
-0.003560276,
0.030363359,
0.05765329,
0.012465934,
0.05034065,
0.016864117,
0.018175622,
0.01028009,
0.029912943,
-0.025263056,
-0.035238452,
0.032880392,
-0.024044283,
0.018043147,
-0.0070344433,
-0.0029972557,
-0.004666446,
-0.010326456,
0.037225585,
0.018652534,
-0.04278955,
-0.00987604,
-0.056381524,
0.037437543,
0.0074716117,
0.008677138,
-0.01356548,
-0.025633987,
-0.0098362975,
0.07132475,
-0.027793337,
0.00678274,
-0.0046730693,
-0.004865159,
0.023368658,
0.047134742,
-0.026786523,
0.032986373,
0.0096442085,
0.055798635,
-0.06178652,
0.015764572,
0.027422406,
-0.006173353,
-0.010757001,
0.0253028,
0.0028366293,
-0.018387584,
0.025766464,
0.013373391,
0.059931867,
0.0028763718,
0.008736752,
0.016188493,
-0.0044346135,
0.035609383,
0.018467069,
0.020917865,
0.04210068,
0.03046934,
-0.023620361,
0.04795609,
-0.006544284,
-0.0014779286,
0.03147615,
0.0452271,
0.017685464,
-0.019937545,
-0.010743754,
0.05563966,
0.033887204,
0.03137017,
0.0037490535,
0.018586297,
-0.021010596,
-0.0070278193,
-0.010041635,
0.015910294,
-0.062899314,
0.042657074,
0.011373012,
-0.0009082844,
-0.050393637,
-0.020970855,
-0.031078726,
0.030177893,
-0.010611279,
-0.014254352,
-0.010041635,
0.011618092,
0.050950035,
-0.020811884,
0.038205903,
0.010094625,
0.03240348,
0.0414383,
-0.025488265,
-0.08727478,
-0.022653291,
-0.055904616,
-0.063376226,
0.020162754,
-0.03799394,
-0.056646477,
-0.01980507,
-0.048697952,
-0.020838378,
0.00063132803,
0.00810087,
-0.0052062827,
-0.000080209706,
-0.0020864874,
0.05484481,
0.018851249,
-0.016572671,
0.030045418,
-0.018824752,
0.008034633,
-0.0133336475,
0.0149564715,
-0.0065012295,
-0.0041564154,
-0.0015640375,
0.039371684,
-0.022852005,
-0.0103662,
-0.011320022,
0.01700984,
-0.02739591,
-0.016056018,
0.02567373,
0.04225965,
-0.02556775,
0.034576077,
-0.010326456,
-0.019871308,
0.08096896,
0.028058287,
-0.035768356,
0.025965177,
0.015724828,
0.014757758,
-0.022918243,
0.047108248,
0.035238452,
0.016506433,
-0.030654805,
-0.02642884,
-0.05097653,
0.031317182,
-0.0015938445,
-0.06130961,
-0.0024806017,
0.04758516,
-0.05044663,
-0.03052233,
0.005577214,
-0.0360598,
-0.06327025,
-0.012982588,
-0.0030320305,
0.04191521,
0.045518544,
-0.0056533874,
-0.05516275,
0.0043551284,
-0.0055275355,
0.0014158307,
-0.0053553176,
-0.018930733,
0.043849353,
0.03266843,
0.030151399,
0.013128311,
-0.00021082217,
-0.024786144,
0.008359197,
-0.022361845,
-0.038735803,
0.036775168,
0.010478803,
0.012075132,
-0.021076834,
0.016373958,
-0.03709311,
0.030548824,
0.04284254,
0.018957227,
0.0009968773,
0.04284254,
-0.0054182434,
-0.02254731,
-0.038629822,
-0.039689627,
-0.013293905,
0.012240726,
0.02056018,
-0.06130961,
0.014042391,
0.023885313,
-0.040034063,
0.047558665,
-0.014386827,
-0.025276303,
0.04936033,
0.026402345,
0.047452684,
-0.005352006,
-0.01159822,
0.010584784,
-0.010240347,
0.045280088,
0.04133232,
0.0226003,
0.009982021,
-0.0012295372,
-0.031025736,
-0.022083648,
-0.0360598,
0.0072000376,
0.0027041538,
0.010783496,
-0.008723504,
-0.037676,
0.02728993,
-0.0015201551,
0.048247535,
0.010107872,
0.01235333,
-0.03460257,
0.028720664,
0.039663132,
0.0136582125,
0.0028515328,
-0.033251323,
0.026998485,
0.008365821,
0.011366389,
-0.009664079,
0.0038053556,
-0.036854655,
0.038656317,
-0.021990914,
0.01609576,
-0.010538417,
-0.003364875,
0.01792392,
0.033569265,
0.01377744,
-0.00977006,
-0.044538226,
0.028773654,
0.0071669184,
-0.072808474,
0.020984102,
-0.013936411,
0.017725207,
0.014002648,
0.03478804,
-0.03412566,
-0.0072795227,
-0.038285386,
-0.053122632,
0.016532928,
0.030972745,
0.011081566,
0.036033306,
-0.05526873,
-0.016665405,
-0.03150265,
-0.015526116,
0.009193792,
-0.0055341595,
-0.023302421,
-0.022732778,
0.021752458,
-0.02169947,
-0.03046934,
0.002467354,
-0.056699466,
0.013366766,
-0.028190762,
-0.00037755485,
-0.03897426,
0.030548824,
-0.009902535,
0.03799394,
0.0073656314,
-0.04994322,
0.03025738,
0.060090836,
-0.025488265,
-0.056063585,
0.03078728,
0.026124146,
-0.00051830994,
0.018652534,
-0.0040371874,
0.020652913,
0.002209027,
-0.0108696055,
-0.046260405,
0.022189628,
-0.04445874,
-0.03433762,
-0.0042325887,
-0.0034973503,
0.02228236,
-0.0398221,
0.010571536,
-0.004785673,
-0.023805827,
-0.015658591,
-0.045757,
-0.02071915,
0.0031264191,
-0.018798258,
0.013168054,
0.015088947,
0.0055043525,
-0.00493802,
-0.05198334,
-0.067562446,
-0.048724446,
-0.02110333,
-0.00053321343,
0.014360332,
0.066767596,
0.03412566,
-0.03224451,
-0.03595382,
-0.010035011,
0.0033301,
-0.011240536,
-0.0090679405,
0.018586297,
0.021566993,
-0.00947199,
0.023289174,
0.04069644,
0.018162375,
-0.022838756,
0.035768356,
0.025210066,
-0.008544663,
-0.0030668052,
-0.03380772,
0.013578727,
-0.020374715,
-0.07731263,
-0.028217258,
0.044617712,
-0.018255109,
0.04676381,
0.0909841,
-0.01057816,
-0.014837244,
0.0041862223,
-0.0024855696,
-0.032376986,
-0.0090679405,
-0.05473883,
0.010359575,
0.0085512865,
0.032218013,
0.008889099,
-0.053361088,
-0.030999241,
-0.03892127,
-0.025806205,
-0.019619605,
-0.031900074,
0.004308762,
0.005133421,
-0.011710824,
0.038629822,
-0.0032837337,
-0.0056434516,
-0.024680166,
-0.0070808097,
-0.008683762,
0.016320968,
-0.05807721,
-0.014903481,
0.0013570448,
-0.0029972557,
0.0014183146,
0.04366389,
-0.007816048,
0.057706278,
-0.044167295,
0.03250946,
-0.0500757,
-0.014506055,
-0.06978803,
0.029806962,
0.020017032,
-0.01149224,
-0.0040338757,
-0.015314155,
0.023620361,
-0.012591786,
0.022746025,
-0.051161993,
-0.012260597,
-0.051161993,
-0.047903102,
0.013035579,
-0.023646858,
0.0053950604,
-0.0041531036,
-0.010094625,
0.052566234,
-0.025713474,
0.020440953,
0.0823467,
0.011525359,
0.011386259,
-0.04565102,
0.055692654,
0.009816426,
0.0010771905,
-0.027369415,
-0.011220666,
0.017499998,
-0.0026677232,
-0.016228234,
-0.028111277,
-0.04408781,
0.01377744,
0.04284254,
-0.037676,
0.022414835,
0.026296364,
-0.032641936,
-0.071006805,
0.020427706,
0.043080997,
-0.010498675,
0.045439057,
-0.04832702,
0.05140045,
0.011876418,
-0.014015896,
-0.006365442,
-0.040219527,
0.06178652,
-0.03558289,
-0.03139667,
0.04294852,
-0.013081945,
-0.0097766835,
-0.027263435,
0.017619226,
0.003182721,
-0.0040471232,
-0.0049612033,
-0.024892125,
0.021805448,
0.008928841,
0.0085512865,
0.0067032548,
-0.0425246,
-0.02438872,
0.009008327,
0.002387869,
-0.0022818886,
0.039530657,
0.03295988,
-0.016705146,
-0.0038450982,
-0.050181676,
0.05844814,
-0.014506055,
-0.042975016,
0.04888342,
-0.007153671,
0.023315668,
-0.012147993,
0.0033234763,
0.056805447,
-0.026230127,
-0.022216123,
-0.0027985426,
-0.004567089,
-0.07582891,
-0.000018189492,
0.004361752,
-0.032853898,
0.028084783,
-0.024295986,
-0.0207324,
0.029647991,
0.039159726,
0.021672973,
-0.0732324,
0.026177136,
-0.033887204,
0.0072132847,
-0.020467447,
-0.008842732,
0.010975586,
0.017539741,
0.0022487696,
-0.044220284,
0.011108061,
-0.004537282,
-0.03860333,
-0.010319833,
-0.044617712,
0.042392123,
-0.037808474,
-0.0076570776,
0.01647994,
-0.004454485,
0.016228234,
-0.0073656314,
-0.006107115,
0.019725585,
-0.00397095,
0.024640422,
-0.012452686,
0.02201741,
-0.056381524,
-0.017049583,
0.008604277,
0.04321347,
0.011684329,
0.03772899,
0.0124328155,
-0.0425246,
-0.022255866,
0.00048933097,
-0.0019357966,
0.008730128,
0.016811127,
-0.0070278193,
-0.027925812,
-0.00088261726,
-0.00435844,
0.011618092,
-0.047505673,
-0.04101438,
0.021924676,
0.03892127,
0.015645344,
0.058766082,
-0.0036066424,
0.086109005,
0.02411052,
0.008014761,
-0.0046101436,
0.038205903,
0.020705903,
0.013856926,
0.005908402,
-0.043716878,
0.04429977,
-0.012287092,
0.02293149,
0.017076077,
-0.019712338,
0.035026494,
0.026296364,
-0.0180299,
-0.029806962,
0.01377744,
-0.0023299109,
0.019579863,
0.057070397,
-0.004341881,
0.00206496,
-0.0054646097,
-0.026362602,
-0.0013330335,
-0.0548978,
-0.04758516,
0.029753972,
-0.04435276,
0.045439057,
-0.0365897,
-0.033781223,
0.027740346,
0.011200794,
0.027369415,
-0.0025683667,
0.03542392,
0.054235425,
-0.009538228,
-0.034973502,
-0.05227479,
-0.0009298116,
0.014426569,
-0.017619226,
-0.020070022,
0.040590458,
0.04800908,
0.008001514,
-0.008008137,
-0.03330431,
0.012459311,
0.019394398,
0.034099165,
-0.05399697,
0.011161052,
-0.043080997,
0.039954577,
-0.049386825,
0.016771384,
-0.017897425,
0.016334215,
0.018983724,
0.01834784,
0.01716881,
0.025011353,
0.030999241,
0.008458554,
0.019248674,
-0.0057858624,
0.010458932,
0.015022709,
-0.02169947,
-0.0059017786,
0.07990915,
0.023116956,
0.03757002,
-0.03696063,
0.031343676,
0.037331566,
-0.05537471,
-0.020056773,
0.056434516,
0.009915783,
0.004865159,
0.020758893,
0.007206661,
-0.018400831,
0.014201362,
0.010909348,
0.03908024,
-0.02781983,
-0.0100283865,
-0.024892125,
-0.0021063588,
0.022467826,
0.0063323234,
-0.06899318,
-0.017367523,
0.017725207,
0.012287092,
0.03062831,
-0.0036993753,
-0.051373955,
0.012426191,
0.018745268,
-0.0025402156,
-0.024203254,
-0.009392505,
0.0056368276,
-0.021752458,
0.0040140045,
-0.029171081,
-0.0069085914,
-0.027634365,
-0.0012850113,
-0.06438304,
0.0355299,
0.021566993,
-0.062581375,
0.038338378,
-0.039371684,
-0.024918621,
-0.07164269,
0.008591029,
-0.0027919188,
-0.005547407,
0.0019987223,
-0.036457226,
-0.04064345,
0.025647236,
-0.039954577,
0.023660105,
0.020798637,
0.07259651,
0.012035389,
0.04930734,
0.009101059,
0.0011889666,
0.017301286,
0.010233724,
-0.0029757284,
-0.043743372,
-0.004845287,
-0.033940196,
-0.02056018,
-0.04154428,
-0.031820588,
0.028402723,
0.03348978,
-0.023567371,
-0.035291445,
-0.0029426096,
0.0020815195,
-0.020096516,
0.028217258,
0.09071915,
0.00029662068,
-0.011571725,
-0.010949091,
0.038020436,
-0.029674487,
-0.01920893,
-0.03526495,
0.048724446,
-0.045253593,
-0.041411806,
-0.03266843,
-0.034364115,
-0.0038351624,
-0.006405185,
0.011743943,
-0.010134367,
0.008008137,
0.01512869,
0.00046324986,
-0.0060243183,
-0.0095117325,
0.016347462,
0.030548824,
0.044114303,
0.017023087,
0.11509462,
0.044591215,
-0.0073523843,
0.0016758137,
-0.0023183194,
0.013989401,
-0.0025932058,
-0.030336864,
0.0004454485,
0.019036714,
-0.026296364,
-0.06120363,
-0.029859953,
0.011386259,
0.027846327,
-0.039928082,
-0.037702497,
0.02319644,
-0.082187735,
-0.033463284,
-0.033463284,
0.04904239,
-0.01857305,
-0.022348598,
0.02169947,
-0.059931867,
0.19987887,
0.034576077,
0.029939437,
0.045836486,
0.02588569,
0.030548824,
0.039398182,
-0.029939437,
0.004646574,
0.0060176947,
0.0115915965,
-0.045439057,
0.03330431,
0.016373958,
-0.012452686,
0.056010593,
-0.052221797,
0.009134178,
-0.0043054502,
-0.0125123,
-0.0495193,
0.03815291,
0.04747918,
0.06660862,
0.03584784,
-0.026309611,
0.015062451,
-0.04806207,
0.043186978,
-0.024256244,
0.0042756433,
-0.020984102,
0.032588944,
-0.002646196,
-0.028773654,
0.017857682,
0.016241483,
-0.041703254,
0.03380772,
0.0322975,
-0.0024921931,
-0.046975773,
-0.0067330617,
0.012207607,
-0.00046117994,
0.028031792,
-0.029700981,
-0.006637017,
0.033436786,
-0.0834595,
0.0007555237,
-0.018838,
0.059242994,
-0.07164269,
-0.010326456,
-0.03020439,
-0.053599544,
-0.043875847,
-0.013101816,
-0.019460635,
-0.0011666114,
0.011525359,
0.0030369982,
0.0008652299,
0.0032737982,
0.022573806,
0.014360332,
0.0069350866,
-0.021818696,
0.01985806,
0.03370174,
-0.00081182574,
-0.01583081,
-0.012869984,
-0.0005129281,
0.03852384,
-0.014771006,
0.093686596,
0.00963096,
-0.025342543,
0.016625661,
-0.033357304,
-0.0045439056,
-0.04435276,
0.038338378,
0.07757759,
-0.05775927,
0.019036714,
-0.027952308,
0.035503402,
0.01674489,
0.014996214,
0.015155184,
0.004623391,
-0.010995457
] | This implementation is the same as BERT, except for tokenization method. Refer to BERT documentation for
API reference information.
BertweetTokenizer
[[autodoc]] BertweetTokenizer |
[
0.0030694597,
-0.0032430969,
-0.03067966,
-0.015227806,
0.019238267,
-0.00533608,
-0.009477236,
-0.0013274853,
0.0063965744,
0.019253204,
-0.046333157,
-0.04463039,
0.018386886,
-0.036803644,
0.02834956,
-0.056669246,
-0.026975397,
-0.019865602,
-0.08687094,
-0.016534753,
0.006952961,
-0.002201273,
-0.047259223,
-0.028603481,
-0.009835714,
0.06536231,
0.028200194,
-0.028155385,
0.08531754,
0.025003774,
-0.03136674,
0.003493284,
0.021687862,
-0.020507874,
-0.0066691665,
-0.014712495,
0.01292011,
-0.0034204684,
-0.051471327,
-0.047976177,
0.03844666,
-0.02022408,
0.019686364,
-0.06954455,
-0.068469115,
-0.025929838,
0.022404814,
-0.038118057,
-0.020149397,
-0.010000016,
-0.019238267,
-0.02584022,
0.016146403,
-0.0006320025,
-0.00846902,
-0.014010478,
-0.022808101,
-0.005728164,
-0.015474259,
0.030395865,
0.018416759,
0.010941018,
-0.0017410408,
-0.10174774,
-0.025765536,
0.0091859745,
0.012748339,
-0.026124014,
-0.022793164,
-0.012897705,
-0.053741682,
0.0048805154,
-0.04092613,
-0.051919423,
-0.036415294,
-0.0023991822,
0.027468303,
-0.018073218,
0.039761078,
0.02458555,
0.0042681172,
0.028245004,
-0.0071546044,
-0.010261405,
-0.025780473,
0.005492914,
0.02618376,
0.011867084,
0.0018297265,
-0.032979887,
0.00055498595,
0.028274877,
-0.029230814,
0.0234205,
-0.022374941,
0.027333874,
-0.056101657,
0.04866326,
-0.0116206305,
0.046691634,
0.02579541,
0.07784926,
-0.032860395,
0.041852195,
-0.039761078,
-0.0076549784,
-0.009208379,
0.01883498,
-0.025302505,
-0.023554929,
-0.012472014,
0.006385372,
0.015369703,
0.0027072486,
0.0058439225,
0.0065272693,
0.00019254138,
-0.022882784,
-0.07832723,
-0.012823022,
0.008827497,
0.0043540024,
-0.008222567,
-0.03805831,
0.037072502,
-0.00929053,
0.016206149,
-0.024361502,
-0.02894702,
0.018162837,
0.016385388,
-0.009081419,
0.0066094203,
0.05266625,
-0.021105336,
0.021643052,
-0.00014913204,
0.06518307,
0.002890221,
-0.0037864137,
0.0023525055,
-0.019088902,
-0.007509347,
0.050067294,
-0.021284575,
0.027304001,
-0.03232268,
-0.04364458,
-0.029977642,
0.012113537,
-0.008401806,
0.006631825,
-0.0024925356,
0.0394026,
-0.042121053,
-0.00445109,
-0.0044436217,
0.031247249,
0.030171817,
0.0339657,
-0.03504113,
0.02890221,
-0.042897753,
0.063749164,
-0.085915,
0.026168823,
-0.027602732,
0.0013788297,
-0.010955955,
-0.047020238,
0.03725174,
0.012031386,
0.02933537,
-0.0051568416,
0.02337569,
0.022613926,
0.04609417,
0.016579563,
-0.0086856,
0.0037061297,
0.014495915,
-0.015504132,
0.003935779,
0.05457813,
-0.015459322,
0.0019118775,
-0.0032879065,
-0.017729677,
0.012740872,
0.036833517,
0.0062434752,
0.058521375,
-0.060044903,
0.02017927,
-0.0041411566,
0.021762544,
-0.04200156,
-0.03569834,
0.022225576,
-0.0065011303,
-0.02052281,
0.029395116,
0.012778212,
0.011157597,
-0.029186005,
-0.010261405,
0.00479463,
0.0022218109,
-0.059566934,
0.0038424258,
0.04325623,
0.02476479,
-0.06398815,
-0.009551919,
0.031187503,
-0.0049327933,
-0.021687862,
0.023539992,
0.042628895,
-0.0001850731,
-0.0037770784,
-0.0056534815,
0.06536231,
0.0025485477,
-0.01028381,
-0.03136674,
-0.0067998613,
0.037072502,
-0.011717718,
-0.0025149405,
0.04463039,
-0.02241975,
0.023405563,
0.055982165,
0.05171031,
0.01828233,
-0.0035604986,
0.033248745,
0.011411519,
-0.037371233,
-0.040956,
0.03280065,
0.032651283,
0.0035604986,
0.0056609497,
-0.017042596,
-0.017147152,
0.0026269646,
0.016221086,
0.01330846,
-0.01451832,
0.0530546,
0.014204653,
0.01931295,
-0.041463844,
0.025511615,
-0.038267422,
0.029634101,
-0.030978391,
-0.0029574356,
0.026422745,
0.037281614,
-0.045347344,
-0.0018493307,
0.023659484,
0.03686339,
0.019761046,
0.03235255,
-0.023017213,
-0.06362967,
-0.01356985,
-0.056579627,
-0.076236114,
0.014757304,
-0.039940316,
-0.03262141,
0.008028392,
-0.025870092,
0.026124014,
-0.034622908,
-0.02065724,
-0.0042531807,
-0.025377188,
-0.010791653,
0.055504195,
-0.0016896965,
-0.040507905,
0.004619126,
-0.009522046,
-0.020463064,
0.025212886,
-0.030425739,
-0.03456316,
0.0057617715,
0.008663195,
-0.04618379,
-0.046990365,
-0.008842434,
-0.062494498,
-0.023480246,
-0.023181515,
-0.05756544,
0.012001513,
0.011157597,
0.0076773833,
0.0742645,
-0.017834233,
-0.00004542226,
0.06882759,
0.030052325,
-0.066258505,
0.030709533,
0.0026419011,
0.038476534,
-0.018028408,
0.07032125,
0.03775958,
0.0071097948,
-0.03796869,
0.02298734,
-0.0053435485,
-0.026079204,
-0.019477252,
-0.041553464,
-0.04636303,
0.06619876,
-0.010268874,
-0.049678944,
-0.02156837,
-0.023315944,
-0.030530294,
-0.0052838023,
-0.0074383984,
0.03967146,
0.046213664,
0.028842466,
-0.0072740964,
0.02834956,
0.031008264,
-0.004290522,
0.004678872,
-0.050276406,
0.036893263,
0.020761795,
-0.028528798,
-0.014010478,
0.009238252,
-0.012882768,
0.006840937,
-0.016564626,
0.008192694,
0.01127709,
-0.03668415,
0.010724438,
0.0054854457,
0.010440644,
-0.02303215,
-0.011844679,
0.011964171,
0.025675917,
0.0146228755,
0.04355496,
-0.0026997803,
-0.025048584,
-0.04693062,
-0.027722225,
0.030321183,
0.06494409,
0.04800605,
-0.028961957,
0.053562444,
0.018715488,
-0.04531747,
0.011553416,
-0.019775983,
-0.056161404,
0.013338333,
0.058043405,
0.027498176,
-0.0018101223,
0.019133711,
0.025466807,
0.038028438,
0.06153856,
0.041463844,
0.0077371295,
-0.028200194,
-0.04035854,
-0.025765536,
-0.01464528,
0.02298734,
0.0025746867,
-0.014398828,
-0.019163584,
-0.039133742,
-0.026691603,
0.011045574,
0.010642287,
-0.010881272,
-0.002832342,
0.026766285,
0.03910387,
0.03766996,
0.032412298,
-0.051770058,
-0.0039768545,
-0.06058262,
0.019910412,
-0.02100078,
-0.02748324,
-0.051471327,
-0.01188202,
-0.008625854,
0.013532508,
0.0037640089,
-0.004817035,
-0.017505629,
-0.030858899,
0.017311454,
0.06775216,
-0.00033537208,
-0.015399576,
-0.0060007563,
0.04005981,
0.042509403,
-0.016519817,
0.036624406,
-0.04343547,
0.027333874,
0.054369017,
-0.070500486,
0.023614675,
0.022106083,
-0.036206182,
-0.030709533,
0.053980667,
0.057714805,
-0.002339436,
-0.023076959,
-0.054428764,
0.0034186014,
0.043793947,
0.007061251,
-0.004585519,
0.0355191,
-0.005522787,
0.04268864,
0.0066392934,
0.00041892336,
-0.0040888786,
-0.0074159936,
-0.025735663,
0.04191194,
-0.011896957,
0.015182996,
-0.027214382,
-0.006519801,
-0.027722225,
0.045287598,
0.06165805,
-0.023435436,
-0.017983599,
0.03665428,
-0.0159821,
-0.054936606,
0.014600471,
-0.016280832,
-0.0042494466,
0.037640087,
0.0027763299,
0.0046602017,
0.015459322,
0.0027296534,
-0.07611662,
-0.0096714115,
-0.033189,
0.015907418,
0.007841685,
-0.02380885,
0.03901425,
0.0010334221,
0.06440637,
0.0012733403,
0.022823038,
-0.008595981,
-0.037699834,
-0.012501887,
-0.012554165,
-0.021374194,
-0.04191194,
0.05051539,
-0.018401822,
0.013368206,
-0.024391375,
-0.018521314,
-0.030007515,
-0.010985828,
-0.0021359257,
0.031516105,
-0.010537731,
0.049798436,
0.0013666938,
-0.024092644,
-0.005963415,
-0.021209892,
0.01832714,
-0.023480246,
0.030739406,
-0.003487683,
0.014025414,
-0.036415294,
-0.0026325658,
-0.00006890648,
-0.010896209,
0.017953726,
-0.007669915,
-0.032890268,
-0.03184471,
-0.018595997,
0.02981334,
-0.01862587,
-0.03148623,
-0.010537731,
0.029484736,
0.006344297,
0.021150146,
0.010814058,
-0.022150893,
-0.019253204,
-0.014742368,
0.033607222,
-0.02415239,
0.017401073,
-0.00820763,
-0.02734881,
0.009193443,
0.020298762,
0.027109826,
-0.027707288,
-0.021852164,
-0.048334654,
-0.007483208,
-0.054727495,
-0.0057655056,
-0.047259223,
0.028573608,
-0.02627338,
0.018058281,
0.007012707,
-0.0023562396,
-0.013413016,
0.0017895846,
0.055713307,
0.028274877,
-0.045168106,
-0.00967888,
-0.019327886,
-0.018730424,
-0.013300992,
0.01011204,
-0.026004521,
0.03366697,
-0.020597493,
-0.020448128,
-0.015787926,
-0.009126228,
0.0059783515,
-0.018805107,
0.048842497,
-0.031038137,
0.0109186135,
-0.036923137,
0.019910412,
0.035937324,
-0.014241994,
-0.030171817,
-0.033368237,
-0.05245714,
-0.06380891,
0.03581783,
-0.013905922,
-0.02191191,
-0.013106816,
-0.025481744,
0.0077072564,
-0.02825994,
0.031904455,
0.07635561,
-0.016430197,
0.027722225,
-0.047199477,
-0.0041411566,
0.008005987,
-0.0028715504,
-0.02709489,
-0.0072442233,
-0.004398812,
-0.010941018,
-0.019925348,
-0.029828276,
0.005145639,
0.028379433,
0.055713307,
-0.021165082,
-0.012815554,
0.019985095,
-0.036325675,
-0.019163584,
0.040149428,
0.024077708,
0.02570579,
0.028812593,
0.015145655,
-0.005825252,
0.020328635,
-0.0012406666,
-0.05332346,
-0.0061650584,
0.03883501,
0.009686348,
-0.019581808,
0.044749882,
0.03330849,
-0.06380891,
-0.048125543,
0.006769988,
0.008984331,
-0.01922333,
-0.0076325736,
-0.01616134,
0.024346566,
-0.017535502,
-0.0060380977,
-0.0051867147,
-0.019522062,
0.0014740501,
0.022733418,
0.017236771,
-0.04696049,
0.021493686,
0.054130033,
-0.050186787,
0.0022180767,
-0.027020207,
-0.022285322,
-0.018312203,
-0.02415239,
0.0059522125,
-0.0032673688,
-0.014159843,
-0.00967888,
-0.034981385,
0.061299574,
-0.0024925356,
0.0013256182,
0.019492188,
-0.026512364,
-0.03970133,
-0.035190497,
0.020239016,
-0.013749088,
0.01253176,
-0.02506352,
0.03405532,
0.029604228,
0.038267422,
-0.028379433,
-0.020074714,
-0.020164333,
-0.059477314,
0.011336836,
-0.05828239,
-0.0017279714,
-0.01304707,
-0.025810346,
0.00799105,
-0.022031402,
0.028274877,
-0.0058177835,
-0.02134432,
0.02739362,
-0.025242759,
-0.0016700922,
-0.037311487,
-0.024779726,
0.007968646,
-0.01188202,
0.0026531036,
-0.012449609,
-0.0302465,
-0.0023020948,
-0.027259191,
-0.03166547,
0.006209868,
0.0074458667,
-0.04567595,
0.0027072486,
-0.034025446,
0.016758801,
-0.0090515455,
0.015309957,
0.0023618408,
-0.010418239,
0.0153547665,
-0.002942499,
-0.033159126,
-0.0063592335,
-0.022374941,
0.031097883,
0.02380885,
0.021657988,
0.043704327,
0.03578796,
-0.02294253,
-0.0006460055,
0.028319687,
-0.0218671,
-0.025347315,
0.007826748,
0.027244255,
0.024346566,
0.030455612,
0.05078425,
0.010948487,
0.014600471,
-0.005862593,
-0.007617637,
-0.024092644,
0.014824519,
0.020672176,
-0.08059759,
0.012150878,
0.061598305,
-0.041583337,
0.02476479,
0.037281614,
0.016325641,
-0.005825252,
-0.011531011,
0.051949296,
0.043226358,
-0.0033961965,
-0.018476505,
-0.029111322,
0.029439926,
0.0051045637,
-0.018491441,
-0.063091956,
-0.036116563,
0.026333125,
-0.021896973,
0.015160591,
-0.039522093,
0.020029904,
0.038476534,
0.049977675,
0.031994075,
-0.003465278,
0.0046975426,
0.011075446,
0.007669915,
-0.069425054,
-0.004951464,
0.007968646,
0.041254733,
-0.022957467,
-0.042509403,
0.05362219,
0.07044074,
0.003739737,
-0.014428701,
-0.028917147,
-0.01922333,
0.024421249,
0.022763291,
0.013905922,
0.028722974,
-0.03578796,
-0.005772974,
-0.026945524,
-0.011120256,
0.0010380897,
0.013009729,
0.020074714,
0.03193433,
-0.001868935,
0.04179245,
0.036982883,
-0.027632605,
0.042987373,
-0.017401073,
0.06619876,
-0.007998519,
0.0074720057,
-0.026751349,
0.07324881,
0.01529502,
0.0010483586,
-0.012897705,
0.028439179,
0.034234557,
0.000041600608,
0.00548918,
0.057117343,
0.008379401,
0.03823755,
-0.01093355,
-0.033726715,
-0.005063488,
-0.027632605,
0.007621371,
0.037998565,
-0.0059260735,
-0.05171031,
0.01654969,
-0.022539243,
0.020926097,
-0.009529514,
-0.05876036,
-0.038207676,
0.013151626,
0.017595248,
0.015623624,
0.035071004,
-0.020806605,
0.054130033,
0.032382425,
0.027363747,
0.022613926,
-0.006123983,
-0.022748355,
0.013861112,
0.0054518385,
0.0041448907,
0.006568345,
-0.0026306987,
-0.0096714115,
-0.020358508,
0.052487012,
-0.033159126,
-0.034025446,
0.010560136,
0.0055526597,
-0.04809567,
-0.034383923,
0.028797656,
-0.022360004,
0.023480246,
0.019566871,
-0.029514609,
-0.076534845,
0.015242742,
-0.03283052,
0.019103838,
0.0067737224,
0.056101657,
-0.034204684,
0.07808825,
0.023062022,
0.032382425,
0.029484736,
0.011545948,
0.0027147168,
-0.018909663,
0.003958184,
-0.00067541184,
0.031725217,
-0.005836454,
-0.0694848,
0.0339657,
0.025078457,
-0.00907395,
-0.058790233,
-0.010395834,
-0.021643052,
-0.028274877,
0.002554149,
0.019044092,
-0.020582557,
0.02561617,
0.0075168153,
-0.035011258,
-0.037610214,
-0.019073965,
-0.026691603,
0.034324177,
0.018954473,
-0.016445134,
-0.027991083,
-0.018730424,
0.0035810363,
0.027423494,
0.011150129,
-0.01144886,
-0.004705011,
0.030918645,
0.0476177,
-0.0046527334,
0.017595248,
-0.054846987,
0.07408526,
0.021732671,
0.022584053,
0.10198671,
0.054608002,
-0.008028392,
0.009962674,
-0.0033084443,
0.013330865,
-0.014988821,
-0.010044825,
0.00038484938,
0.03020169,
-0.003076928,
-0.027647542,
-0.008849902,
0.045646075,
-0.011635567,
-0.0040291324,
-0.005754303,
0.022255449,
-0.04122486,
-0.0062248046,
-0.013248714,
0.002305829,
0.044301786,
-0.004428685,
0.0016262161,
-0.063569926,
0.2667069,
0.04501874,
0.014563129,
0.037819326,
0.023360753,
0.01883498,
0.060463127,
0.023435436,
-0.011381646,
-0.03106801,
0.004790896,
-0.03749072,
-0.023823787,
-0.026497427,
-0.023345817,
0.05810315,
-0.032979887,
0.029096385,
0.011165066,
-0.017640058,
-0.043465342,
-0.0016682252,
-0.02618376,
0.02834956,
0.024107581,
-0.0057132277,
-0.023301007,
0.023599738,
0.012188219,
-0.04400306,
-0.03704263,
0.007893963,
0.074622974,
-0.030440675,
-0.027991083,
-0.009843182,
0.024914155,
-0.027722225,
0.005959681,
0.04705011,
-0.0015300622,
-0.02510833,
0.025407061,
0.038745392,
-0.015041099,
0.03967146,
-0.00366132,
-0.008222567,
-0.0061127804,
-0.068767846,
0.023091896,
-0.04065727,
0.04104562,
-0.033726715,
-0.023390627,
-0.013935795,
-0.030948518,
-0.0448395,
0.009245721,
-0.0061426535,
0.035758086,
-0.021941783,
0.024734916,
0.012472014,
-0.036923137,
0.016340578,
0.015250211,
0.013890985,
-0.044481024,
-0.011344304,
-0.0040888786,
-0.004428685,
0.020926097,
0.0051493733,
0.03979095,
0.029649038,
0.009283062,
0.021672925,
0.032651283,
-0.019193457,
0.0005484512,
0.01611653,
-0.002640034,
-0.008334591,
0.04412255,
0.024480995,
-0.071277186,
-0.012419736,
-0.015832735,
0.0022460828,
0.01512325,
0.027065016,
0.013226309,
0.013935795,
0.0007253559
] |
BridgeTower architecture. Taken from the original paper.
This model was contributed by Anahita Bhiwandiwalla, Tiep Le and Shaoyen Tseng. The original code can be found here.
Usage tips and examples
BridgeTower consists of a visual encoder, a textual encoder and cross-modal encoder with multiple lightweight bridge layers.
The goal of this approach was to build a bridge between each uni-modal encoder and the cross-modal encoder to enable comprehensive and detailed interaction at each layer of the cross-modal encoder.
In principle, one can apply any visual, textual or cross-modal encoder in the proposed architecture.
The [BridgeTowerProcessor] wraps [RobertaTokenizer] and [BridgeTowerImageProcessor] into a single instance to both
encode the text and prepare the images respectively.
The following example shows how to run contrastive learning using [BridgeTowerProcessor] and [BridgeTowerForContrastiveLearning].
thon |
[
0.012253568,
0.015190615,
-0.008620711,
-0.011081678,
0.0063355267,
-0.019995362,
-0.00052551914,
-0.012912755,
0.01026868,
0.04221731,
-0.025810862,
-0.009082142,
0.024961242,
-0.021738546,
-0.0026990075,
0.00455572,
0.0017862157,
-0.037764132,
-0.04585017,
-0.03462933,
0.0054016775,
0.018676985,
-0.06369218,
-0.016919151,
-0.0307035,
0.026821617,
0.037441865,
-0.027363615,
0.08062598,
0.010378544,
-0.017959204,
-0.0034589046,
0.017798068,
-0.028154641,
-0.011264786,
-0.024214163,
0.058477275,
-0.010891247,
-0.06169997,
-0.034014087,
0.042686068,
-0.009865843,
-0.009126088,
-0.02191433,
-0.064102344,
-0.005965649,
0.0064746886,
-0.02361357,
0.0055188662,
-0.048399027,
-0.009492303,
-0.01037122,
0.021474872,
0.007316984,
-0.04119191,
-0.020273685,
-0.005760568,
-0.02835972,
-0.018061744,
0.035977002,
0.024829404,
0.010363896,
-0.0011874535,
-0.049453728,
-0.03123085,
-0.011587055,
0.0018713607,
-0.010861949,
0.03167031,
-0.020376226,
-0.04529352,
0.022163356,
-0.030498419,
-0.02837437,
-0.02106471,
0.021460222,
0.012268216,
-0.027627291,
-0.010568976,
0.072129786,
-0.0018951647,
0.05431707,
0.0078077125,
0.010913219,
-0.014319022,
-0.03755905,
0.03017615,
0.0011966089,
0.0016845908,
-0.022632113,
-0.04031299,
0.037852023,
-0.057334684,
0.02359892,
0.018545149,
0.039902832,
-0.016758017,
0.01841331,
-0.016289262,
0.020918224,
0.03726608,
0.11086073,
-0.02148952,
0.033926196,
-0.01417986,
0.029824583,
0.04860411,
0.011074354,
-0.035098083,
0.011931298,
-0.004826719,
-0.036006298,
-0.0028107034,
-0.006906823,
-0.038027808,
0.04623103,
0.009785276,
0.0016534625,
-0.047461517,
-0.034775816,
0.011462542,
-0.004134572,
-0.004449517,
-0.049600214,
0.021972924,
-0.028462261,
-0.00014076405,
0.041221205,
-0.040664557,
-0.018193582,
0.006485675,
-0.0019867185,
0.016245315,
0.03167031,
-0.051943995,
0.017563691,
-0.021196548,
0.019731686,
0.04968811,
0.0001436251,
0.00783701,
-0.016040236,
-0.03123085,
0.083672896,
0.0016580402,
-0.0013485883,
0.003707931,
-0.038262185,
-0.037002403,
0.009235953,
-0.039434075,
-0.0110377325,
0.01778342,
0.04195364,
-0.03735397,
-0.012282865,
-0.010678842,
0.035596136,
-0.017827366,
-0.004797422,
-0.023481732,
0.0067127286,
-0.035508245,
0.08056739,
0.009272574,
0.012898107,
-0.040840343,
-0.007507416,
-0.016889855,
-0.029487664,
0.0041492204,
-0.009162709,
0.0002961767,
0.014289726,
0.030996472,
0.00047745334,
0.045703683,
-0.0020288334,
-0.02053736,
0.020757088,
-0.027334318,
-0.002279691,
-0.015615425,
0.016479693,
0.032461334,
0.0064746886,
0.014458184,
-0.032226957,
-0.025034485,
-0.0019482659,
0.027803075,
0.04195364,
-0.05759836,
0.005229556,
-0.02288114,
0.0005378789,
-0.027817722,
-0.021958277,
0.005090394,
-0.039141104,
-0.05768625,
0.023672163,
0.0103565715,
0.014421563,
0.0021753195,
-0.013264322,
-0.006723715,
0.04385796,
-0.061172623,
0.012407378,
0.039785642,
0.025210269,
-0.036152784,
-0.02298368,
0.012854161,
-0.006276932,
-0.047139246,
0.02507843,
0.031201553,
0.016142774,
0.039961424,
0.027334318,
0.05674874,
0.015498236,
-0.028389018,
-0.017710177,
-0.020039307,
0.050567023,
0.0013586591,
0.035098083,
-0.015205264,
0.024931945,
0.021841086,
0.027861668,
0.04634822,
0.05730539,
0.037969213,
0.031787496,
0.03755905,
-0.0035303165,
-0.023672163,
0.040693857,
0.033926196,
0.03565473,
-0.0018594587,
0.022925084,
-0.019555902,
0.014319022,
-0.037031703,
0.022485627,
-0.005540839,
0.05557685,
0.039785642,
-0.008195901,
-0.046084546,
-0.023379192,
0.0041455585,
0.046494707,
-0.01841331,
-0.006152419,
-0.010503058,
0.009323845,
-0.016318558,
0.017944556,
0.032461334,
0.021665303,
0.0071155652,
0.00931652,
0.0016360673,
-0.056045607,
-0.022485627,
-0.038262185,
-0.09474725,
0.012524567,
-0.026924158,
-0.030439824,
0.02983923,
-0.026484698,
0.0055481633,
-0.015893748,
-0.035625435,
-0.010276005,
-0.00479376,
0.043594282,
0.031728905,
0.007016687,
-0.079688475,
0.0055554877,
-0.024346,
0.011989892,
-0.015424993,
0.0059473384,
0.0011993555,
-0.035830516,
0.03524457,
-0.02031763,
-0.0006674276,
-0.012400053,
-0.04195364,
0.013916185,
-0.019907469,
-0.019511957,
0.009045521,
0.0051196916,
-0.02074244,
0.022617463,
0.010385869,
-0.021284439,
0.048867784,
0.038174294,
-0.035801217,
0.04192434,
0.0055261906,
0.00974133,
-0.029180044,
0.05789133,
0.048516218,
0.0071631735,
-0.009528925,
-0.008357036,
-0.013088538,
-0.0036548297,
-0.0003394359,
-0.007338957,
-0.022412384,
0.026836265,
-0.0020306644,
-0.054024097,
-0.0028876085,
-0.023203408,
-0.04933654,
-0.026059888,
0.0033380534,
0.026191726,
0.034365654,
0.036885217,
-0.03632857,
0.018896716,
0.029165395,
0.042275906,
0.008628035,
-0.036943812,
0.019673092,
0.052793615,
-0.025429998,
-0.018926011,
0.020302983,
-0.032109767,
-0.0063574994,
0.02298368,
0.0061048106,
0.021123305,
0.013842942,
0.019570552,
-0.000527808,
0.0434185,
-0.0391997,
0.013081214,
0.046289627,
0.038467266,
0.035215273,
0.029414421,
0.018706283,
-0.037881322,
-0.03483441,
-0.021577412,
0.024638973,
0.030117555,
0.08800889,
-0.055635445,
0.047725193,
0.026484698,
-0.028183937,
0.028638044,
-0.016333207,
-0.03017615,
0.066563316,
0.019658443,
0.068086766,
-0.023012977,
0.013901537,
-0.004013721,
0.020346928,
0.02932653,
0.019380119,
0.0049255975,
-0.0047205165,
0.011909325,
-0.04309623,
-0.016186722,
0.022265896,
0.018926011,
-0.018779526,
-0.013044593,
-0.023979785,
-0.028960314,
0.008012793,
0.038496565,
0.043711472,
-0.0033032629,
0.036182083,
0.0066651204,
0.015688669,
0.015161318,
-0.023349894,
-0.0038599104,
-0.021416277,
0.045498602,
-0.00637581,
-0.012400053,
-0.025034485,
-0.0020947522,
-0.0071888086,
0.025356755,
-0.022280546,
0.01662618,
-0.015952343,
0.00040146365,
-0.0066870935,
0.016450396,
-0.032578524,
-0.0201272,
0.010722787,
0.009616816,
0.051914696,
-0.024931945,
0.019306876,
0.010107545,
-0.0030450812,
0.02116725,
-0.047402922,
-0.0120558115,
0.0028894395,
-0.04699276,
-0.050479133,
0.036680136,
0.07400481,
0.003969775,
-0.013711105,
-0.022178005,
0.020259036,
-0.0015527534,
0.017549042,
-0.027920263,
0.021137953,
0.0060462165,
0.025283512,
0.015483587,
-0.014531427,
-0.023423137,
0.009572871,
-0.035947703,
0.03301798,
0.0019098134,
-0.015439642,
-0.009397088,
-0.0026239334,
-0.01275162,
0.035039492,
0.0041235853,
-0.029267935,
0.004222464,
0.02065455,
-0.04532282,
-0.074180596,
0.01725607,
0.005800852,
0.0028839463,
0.026513996,
0.008628035,
-0.03527387,
0.04148488,
0.028403668,
-0.04051807,
0.007580659,
-0.048750594,
0.018955309,
-0.008708603,
-0.02266141,
0.0006037977,
-0.008254495,
0.03301798,
-0.01545429,
-0.016640829,
0.012949377,
-0.06392656,
0.024404595,
-0.016069531,
-0.0005067506,
-0.00020061737,
0.018559797,
-0.030234745,
0.011623677,
-0.0084595755,
0.00447149,
-0.018003149,
-0.0045227604,
0.013711105,
0.043623578,
-0.030586312,
0.03134804,
-0.034072682,
-0.03946337,
0.021108655,
-0.03134804,
0.014582697,
-0.018969959,
-0.020683846,
-0.013271647,
-0.0071888086,
-0.019248283,
0.016640829,
0.0023858934,
-0.03090858,
0.00060150883,
0.030586312,
-0.007368254,
0.0032263577,
-0.0030084597,
0.04731503,
-0.03835008,
-0.06937585,
-0.04778379,
0.043682173,
0.0040576668,
0.00894298,
0.048457623,
-0.02339384,
-0.040078614,
-0.03949267,
0.0134987,
-0.0066358233,
0.013864916,
-0.03451214,
-0.042949744,
-0.014436211,
0.014765806,
0.017768772,
-0.042949744,
-0.0043359906,
-0.042715367,
-0.00063309487,
-0.050654914,
-0.018662337,
-0.035918407,
0.052442048,
-0.048399027,
0.016084181,
0.0063538374,
0.012744296,
-0.0413091,
-0.011345353,
0.025605781,
0.024096973,
-0.04054737,
-0.019936766,
-0.0038782211,
-0.031494524,
-0.0016699423,
0.037090298,
-0.018955309,
0.010393193,
-0.02150417,
0.010620247,
-0.050303347,
-0.060938243,
-0.017944556,
0.0043652877,
0.05557685,
-0.02286649,
0.002043482,
-0.02983923,
0.05569404,
-0.0013183755,
0.0013522503,
-0.0034021412,
-0.020874279,
-0.07177822,
-0.09205191,
0.03682662,
-0.027597994,
0.0042883824,
-0.020771738,
-0.009235953,
0.034570735,
-0.026806967,
0.007998144,
0.09433709,
0.0071375384,
0.029018909,
-0.064395316,
0.024346,
0.030644905,
-0.012707675,
0.015747262,
-0.029663447,
0.0075953077,
-0.005017151,
-0.012744296,
-0.052852206,
-0.029282585,
0.012063135,
0.07242276,
-0.022104762,
0.011689596,
-0.00316227,
-0.05768625,
-0.021050062,
0.030469121,
0.052324858,
0.0052405423,
0.042949744,
0.018559797,
0.024053028,
0.015717965,
0.000079709076,
-0.021533467,
-0.03471722,
0.059942137,
-0.0018969958,
-0.021826439,
0.015937695,
0.04491266,
-0.05959057,
-0.046875574,
0.00088074803,
0.007858982,
-0.053408854,
-0.019453362,
-0.019951416,
0.01674337,
-0.035127383,
0.012788242,
0.027978858,
-0.041543476,
0.01302262,
0.010620247,
0.008562116,
-0.029560909,
-0.003830613,
0.049893185,
-0.052998696,
-0.011403948,
-0.039521966,
0.0065222965,
-0.010312626,
-0.02584016,
0.052002586,
0.011572407,
0.026719077,
0.025195621,
-0.037881322,
0.06925866,
-0.01127211,
-0.0117848115,
-0.0032117092,
-0.032109767,
-0.031582415,
-0.023657516,
0.039141104,
0.018442608,
0.0155861275,
-0.023965137,
0.013777024,
0.007371916,
0.008327738,
0.0015307805,
-0.06257889,
0.011045056,
-0.047900975,
-0.04775449,
-0.03430706,
-0.011975244,
-0.023042273,
0.012370757,
0.003235513,
-0.043770067,
0.0195852,
0.016245315,
-0.03471722,
-0.012114406,
-0.042275906,
0.021636005,
-0.03650435,
-0.045908764,
-0.015219912,
-0.039932128,
0.02604524,
0.00841563,
-0.020053957,
-0.016567586,
-0.032871496,
-0.007653902,
-0.008034766,
-0.017138882,
-0.0072876867,
-0.018178932,
-0.016889855,
0.0033179116,
-0.030557014,
0.01812034,
0.03940478,
-0.04034229,
0.029795285,
0.008232523,
0.019966064,
-0.03433636,
0.00836436,
0.017988501,
0.0024499812,
0.037207484,
0.027627291,
0.0058924058,
-0.038027808,
-0.024536433,
0.015058777,
-0.014897643,
-0.00048065773,
0.022002222,
-0.0043396526,
0.03038123,
0.0108985705,
0.0062842565,
-0.02351103,
0.007902929,
0.012246244,
-0.021650655,
0.009463006,
-0.017285367,
0.043916553,
-0.04596736,
0.024595026,
0.030498419,
-0.020083252,
0.021562763,
0.025122376,
-0.026103834,
-0.03143593,
-0.004325004,
0.043594282,
0.042861853,
-0.01227554,
-0.060293704,
-0.0033343914,
0.016963098,
-0.027070643,
-0.0063794726,
-0.07248136,
-0.02213406,
0.031816795,
-0.041016124,
-0.01132338,
-0.0067896335,
0.030293338,
0.03146523,
0.043125525,
-0.0026001295,
-0.008269144,
-0.01822288,
-0.015102724,
0.008752548,
-0.06849693,
-0.036035597,
-0.038086403,
0.06392656,
-0.004325004,
-0.028022803,
0.05302799,
0.061231215,
0.029692745,
-0.024389947,
-0.05006897,
0.0011261124,
0.031787496,
0.019555902,
-0.0031055068,
0.030439824,
-0.03079139,
0.011455218,
-0.056690145,
0.019218985,
-0.021621358,
0.026865562,
0.0030560675,
0.026147781,
0.034746516,
0.049834594,
-0.0011206191,
-0.03155312,
0.013286295,
-0.006701742,
0.04508844,
-0.0061890404,
-0.0020160158,
-0.027861668,
0.0677352,
0.026513996,
0.040752452,
0.003444256,
0.039902832,
0.03641646,
-0.012253568,
-0.016670125,
-0.005896068,
-0.012531891,
0.04004932,
0.004874327,
-0.081563495,
-0.016450396,
-0.0028583112,
-0.021679953,
0.02148952,
-0.00080842053,
-0.029077504,
0.0016369829,
-0.022778599,
0.02922399,
-0.010503058,
-0.02339384,
0.026748374,
-0.006514972,
0.02825718,
-0.017871313,
0.022998327,
-0.019980712,
0.021855736,
0.0139528075,
0.046494707,
0.03621138,
-0.02922399,
-0.008100685,
0.0006019666,
0.0048596784,
-0.013930834,
0.013733078,
0.0011599873,
-0.052969396,
-0.0825596,
0.044824768,
0.012524567,
-0.025913402,
0.020713143,
-0.0169338,
-0.017519746,
-0.046084546,
0.044121634,
-0.013117836,
0.05252994,
0.01545429,
-0.059356194,
-0.08490338,
0.058975328,
-0.01968774,
0.04148488,
0.0009878661,
0.08420025,
0.017959204,
0.08701278,
0.0055994336,
-0.0006907738,
0.028711287,
0.030967174,
-0.009184683,
-0.031142958,
0.0020233402,
-0.0017395231,
0.05569404,
-0.060996838,
-0.04242239,
0.002067286,
-0.0016864219,
-0.027012048,
-0.013484051,
0.00078827864,
-0.013681808,
-0.034863707,
0.013374187,
0.044209525,
-0.025986645,
0.0013751389,
0.012202297,
-0.003823289,
-0.043711472,
0.004702206,
-0.01883812,
0.02983923,
-0.030674202,
-0.010092896,
-0.0029809934,
-0.03662154,
-0.007100917,
0.013623213,
0.0010629402,
-0.025371404,
0.0402544,
0.02827183,
0.05622139,
-0.013996753,
0.0019537592,
-0.016889855,
0.03134804,
0.036855917,
0.021240493,
0.0921105,
0.05853587,
-0.027275724,
0.009023548,
0.0024096973,
0.039785642,
-0.021050062,
-0.009250601,
-0.003969775,
0.019424066,
-0.009030872,
-0.05589912,
-0.025239566,
0.034219168,
-0.0071485247,
0.0030066285,
-0.05370183,
-0.0022888463,
-0.04892638,
-0.017988501,
-0.008283793,
0.035918407,
-0.0076392535,
-0.020449469,
0.00062302395,
-0.07312589,
0.25781566,
0.05856517,
0.008606062,
0.011535785,
0.032637116,
0.020991467,
0.03102577,
-0.013681808,
-0.005826487,
-0.010568976,
0.00018482434,
-0.050567023,
0.03644576,
0.02509308,
-0.030439824,
0.024902647,
-0.038291484,
0.011330705,
0.0017596651,
-0.0121217305,
-0.035010193,
0.0080494145,
-0.012004541,
0.035713326,
0.062110133,
0.020713143,
0.0015481756,
-0.021899682,
0.008078712,
-0.017007044,
0.009250601,
-0.018442608,
0.055752635,
-0.034014087,
-0.004167531,
0.015908398,
-0.022500275,
-0.014135915,
-0.021899682,
0.019731686,
0.0046436116,
-0.0101514915,
0.021445574,
-0.007902929,
-0.0115797315,
0.012378081,
-0.038994618,
0.0056690145,
0.042100124,
-0.053262368,
-0.007873631,
-0.024741514,
0.028843125,
-0.013330241,
-0.049776,
0.0047717867,
-0.023672163,
-0.05461004,
0.009389763,
0.03398479,
0.024902647,
0.006932458,
0.03832078,
0.0040759775,
-0.06925866,
0.034951597,
0.0080494145,
0.028931018,
-0.03682662,
-0.0015902905,
-0.0036475055,
0.0004618892,
0.016377153,
-0.03835008,
0.0069947145,
0.024009082,
-0.017300015,
0.059737056,
0.027436858,
-0.04637752,
-0.0055261906,
-0.0058118384,
-0.01513202,
-0.02359892,
0.04136769,
0.05431707,
-0.029868528,
0.0048193946,
-0.017915258,
0.016787315,
0.029912475,
0.03293009,
-0.00589973,
0.01905785,
0.0045960033
] |
from transformers import BridgeTowerProcessor, BridgeTowerForContrastiveLearning
import requests
from PIL import Image
url = "http://images.cocodataset.org/val2017/000000039769.jpg"
image = Image.open(requests.get(url, stream=True).raw)
texts = ["An image of two cats chilling on a couch", "A football player scoring a goal"]
processor = BridgeTowerProcessor.from_pretrained("BridgeTower/bridgetower-large-itm-mlm-itc")
model = BridgeTowerForContrastiveLearning.from_pretrained("BridgeTower/bridgetower-large-itm-mlm-itc")
forward pass
scores = dict()
for text in texts:
# prepare inputs
encoding = processor(image, text, return_tensors="pt")
outputs = model(**encoding)
scores[text] = outputs |
[
0.002990242,
-0.001961399,
0.021710904,
0.004389968,
0.0024517488,
-0.0019881455,
-0.009707143,
-0.013922367,
0.03771592,
0.037459157,
-0.03472033,
-0.048129167,
0.011533027,
-0.015420163,
-0.002196767,
-0.021568257,
0.013201999,
-0.033835918,
-0.056031823,
-0.021282963,
0.009571628,
0.031496502,
-0.042622983,
-0.035804447,
0.017231783,
0.019029137,
0.042708572,
-0.018273108,
0.06710125,
0.03617533,
-0.029984443,
-0.007007544,
-0.0053599686,
-0.026689293,
-0.008073832,
-0.02502032,
0.033407975,
-0.020726638,
-0.04333622,
-0.03474886,
0.016775312,
-0.013687,
0.017588401,
-0.03583298,
-0.066188306,
-0.05352123,
0.0022056825,
-0.00065127364,
-0.0076316255,
-0.021111786,
-0.01111935,
-0.011162144,
-0.0026157931,
0.011376115,
-0.0066616246,
-0.0026229254,
-0.016447222,
-0.03423533,
-0.014200529,
0.03166768,
0.03917092,
0.034577683,
0.014371706,
-0.05985477,
-0.027003115,
0.024107378,
-0.006308573,
-0.0065082787,
-0.010891114,
-0.027374,
-0.062365357,
0.022224434,
-0.02698885,
-0.050240345,
-0.042537395,
0.028015912,
0.023123112,
-0.023736496,
0.011105085,
0.075203605,
-0.006080337,
0.02915709,
0.0109053785,
0.018216047,
-0.019029137,
-0.048927993,
0.0319815,
-0.0171034,
0.014664133,
-0.016147664,
-0.0013631723,
0.04139622,
-0.04016945,
0.013729793,
-0.016418694,
0.06282183,
-0.06624536,
-0.006604566,
0.018244578,
0.029527972,
0.007802802,
0.077200666,
-0.051552698,
0.032951504,
-0.048072107,
0.010477437,
0.04955564,
0.0012392476,
-0.038115334,
-0.032780327,
-0.0031632017,
-0.01864399,
0.029499441,
0.014906633,
-0.03991269,
0.0005857451,
0.019485608,
-0.036089744,
-0.013280455,
0.0010867934,
-0.024250025,
-0.02780194,
0.0025016754,
-0.053777996,
0.023222964,
-0.02094061,
-0.001326619,
0.04082563,
-0.048642695,
-0.011140747,
-0.026603704,
-0.0011795141,
0.014278986,
0.03126827,
-0.031781796,
0.0022787892,
-0.0019631821,
0.019770902,
0.03126827,
-0.011411777,
0.015134868,
-0.071038306,
-0.016361635,
0.07366302,
-0.0055561084,
0.032951504,
0.028472383,
-0.0050996374,
-0.07126655,
0.040055335,
-0.020655315,
-0.0025444694,
0.0019881455,
0.058485355,
-0.030298267,
0.007760008,
0.01631884,
0.009507436,
-0.006872029,
0.0046966593,
-0.022367083,
0.024620907,
-0.03215268,
0.06219418,
-0.028158559,
0.008259273,
-0.035034154,
-0.011169276,
-0.013023689,
-0.04935593,
-0.0045789755,
0.014649868,
0.021211639,
0.005431292,
0.03560474,
0.021539727,
0.03218121,
0.023493994,
0.0012142843,
0.018458549,
-0.003744489,
-0.03009856,
-0.016818106,
0.025961792,
-0.009678612,
0.009236407,
0.04955564,
0.020327227,
-0.017146194,
0.020056197,
0.007702949,
0.03891416,
-0.06738654,
0.0030348194,
0.014300383,
0.041652985,
-0.046617106,
-0.018430019,
0.0070146765,
-0.061509475,
-0.04236622,
0.0019988439,
0.030954443,
-0.014706926,
0.022980465,
-0.007107397,
0.036432095,
0.023280025,
-0.041225042,
-0.010841187,
0.014250455,
0.029470913,
-0.03266621,
-0.0007689576,
0.01658987,
-0.0010564808,
-0.014792515,
0.01139038,
0.024906201,
0.020912081,
0.006850632,
0.039570335,
0.046217695,
0.025205761,
-0.0016484668,
-0.021097522,
-0.006847066,
0.03161062,
0.019485608,
0.030754738,
-0.023037523,
0.031068562,
0.0041652983,
0.059341237,
0.028871793,
0.019542666,
0.019385755,
0.049612697,
0.032951504,
0.010955306,
-0.03768739,
0.08165126,
0.04036916,
0.029642088,
0.022880612,
0.00048589203,
0.007866994,
-0.0022680906,
0.019756638,
0.04339328,
-0.027473852,
0.020227375,
-0.005716587,
0.009607289,
-0.053835057,
-0.016818106,
-0.022438405,
0.025362672,
-0.03628945,
-0.019271638,
-0.020912081,
0.03161062,
-0.036888566,
0.035576213,
0.015505751,
0.030726207,
0.012823984,
0.028985912,
-0.014849574,
-0.054805055,
-0.023137376,
-0.042023867,
-0.071837135,
0.0356618,
-0.015377369,
-0.028957382,
0.008587361,
-0.044648577,
0.002177153,
-0.05463388,
-0.015705457,
-0.0044220635,
-0.015149133,
0.00657247,
0.024135906,
-0.007192985,
-0.03412121,
-0.013037954,
-0.008223611,
-0.0006735623,
-0.03260915,
-0.020484138,
-0.029527972,
-0.014286118,
0.009022436,
-0.011739865,
-0.030925915,
0.018629724,
-0.014492956,
0.0020915647,
-0.009657215,
-0.04998358,
-0.029527972,
-0.0076886844,
-0.028144293,
0.03306562,
0.014043617,
-0.019328697,
0.059911825,
0.047672696,
-0.030269736,
0.047159165,
-0.023123112,
0.028358264,
-0.02221017,
0.09106597,
0.02628988,
0.0031845989,
-0.011675674,
0.029784737,
0.009528833,
-0.053720936,
-0.020469874,
-0.055775058,
-0.04590387,
0.047216225,
-0.007838464,
-0.053892113,
-0.020284433,
-0.008965377,
-0.021796493,
-0.021211639,
-0.014992221,
0.04901358,
0.025619438,
0.018358694,
-0.033236798,
0.021297228,
0.042537395,
0.0066188304,
0.020555463,
-0.034862977,
-0.01629031,
0.057886235,
-0.011411777,
-0.031068562,
0.0017884393,
-0.002139708,
0.010078025,
-0.008708612,
0.016746782,
0.062365357,
0.0039263642,
0.0530077,
0.021924876,
0.009757069,
-0.04402093,
0.018387225,
0.016390163,
0.02069811,
0.025619438,
0.039199453,
0.0066188304,
-0.0380868,
-0.032495033,
-0.043079454,
0.031239739,
0.028557971,
0.061623592,
-0.06356359,
0.05623153,
0.01438597,
-0.031296797,
0.016889429,
-0.0012419223,
-0.060596533,
0.05098211,
0.018701049,
0.07143772,
-0.000578167,
0.011675674,
-0.021825023,
0.017260311,
0.058884766,
0.006736514,
0.01818752,
0.010612952,
-0.012560086,
-0.050382994,
-0.03158209,
-0.0032380915,
0.033094153,
0.009757069,
-0.02350826,
-0.054034762,
-0.036802977,
0.03317974,
0.03717386,
0.019927815,
0.03828651,
-0.0016297443,
0.02450679,
0.02042708,
0.024834879,
-0.02420723,
0.013173469,
-0.039684452,
0.024877673,
0.007250044,
-0.026575174,
-0.04898505,
-0.0049213287,
-0.017702518,
0.03560474,
-0.024934731,
0.024977526,
-0.03560474,
-0.00037110562,
0.022495463,
0.010826923,
-0.01610487,
-0.015277515,
-0.0030615656,
0.017331636,
0.043507397,
0.005431292,
-0.0016208289,
-0.010434643,
0.027616499,
0.041966807,
-0.054947704,
-0.014407367,
-0.00026322866,
-0.036860038,
-0.057287116,
0.05563241,
0.059968885,
0.0011821887,
-0.010548761,
-0.026161497,
0.010955306,
0.02623282,
0.025162967,
-0.0050604097,
-0.01326619,
0.007624493,
0.044990927,
0.010135083,
0.011354717,
-0.013130675,
-0.017945018,
-0.026518116,
0.044163574,
-0.0361468,
-0.013002292,
-0.009593025,
-0.007050338,
-0.028515177,
0.0119681,
0.007271441,
-0.019471344,
-0.028871793,
0.025433997,
-0.020341491,
-0.07280713,
0.04944152,
0.0007573675,
-0.0053599686,
0.016746782,
-0.019100461,
-0.0043864017,
0.053321525,
0.014393103,
-0.046845343,
0.0019132557,
-0.021054728,
0.0077314787,
-0.011768394,
-0.02096914,
-0.0026621534,
0.013280455,
0.045532987,
-0.019842226,
-0.013166337,
-0.018258842,
-0.026888998,
0.004225923,
-0.0063442346,
-0.009771333,
-0.018387225,
0.015919428,
-0.011547292,
0.0077314787,
-0.028871793,
-0.008694347,
-0.023108847,
-0.0028030176,
0.011033761,
0.057372704,
-0.04333622,
0.02544826,
-0.03523386,
-0.06076771,
-0.0026478888,
-0.012267659,
0.009971039,
-0.016989281,
0.0016876947,
-0.028215617,
0.0064012934,
-0.028015912,
0.0098426575,
0.0033896542,
-0.04596093,
0.001011012,
0.015520016,
-0.005663094,
-0.012417439,
-0.000097345575,
0.050240345,
-0.022010464,
-0.06139536,
-0.05112476,
0.04547593,
-0.02961356,
0.0020452044,
0.03931357,
-0.012545821,
-0.018472813,
-0.040026806,
0.0032826688,
-0.022010464,
-0.004839306,
-0.037002686,
-0.03720239,
0.016304575,
-0.0144145,
0.053435642,
-0.034492094,
-0.003584011,
-0.04650299,
0.009072362,
-0.03483445,
0.0053920643,
-0.0361468,
0.014892369,
-0.029841796,
0.021140317,
-0.022338552,
0.034492094,
-0.021026198,
-0.00029398696,
0.014036485,
0.06504712,
-0.046531517,
-0.008751406,
-0.01084832,
-0.055033293,
0.034377977,
0.028529441,
-0.03252356,
0.018158989,
-0.039342098,
0.008601626,
-0.01175413,
-0.024620907,
-0.029356794,
-0.018929284,
0.03272327,
-0.02656091,
0.023436936,
-0.020241639,
0.07189419,
-0.01940002,
0.012667072,
-0.044562988,
-0.041225042,
-0.061281238,
-0.06881301,
0.018572666,
-0.039570335,
-0.021596787,
0.011433174,
-0.018301636,
0.019514138,
-0.044277694,
0.010762732,
0.07583126,
0.041424748,
0.022866348,
-0.04279416,
0.018972078,
0.029271206,
-0.020070462,
-0.0281015,
-0.031696208,
-0.0444774,
0.001048457,
-0.023493994,
-0.04810064,
-0.018900754,
0.01377972,
0.062479477,
-0.03115415,
0.012082218,
0.006119565,
-0.051780935,
-0.026446791,
0.013679867,
0.039741512,
0.0038336436,
0.034777388,
0.0153345745,
0.02085502,
-0.0077386107,
-0.04844299,
-0.013708397,
-0.009250672,
0.05246564,
-0.019756638,
-0.032038562,
0.029642088,
0.01583384,
-0.0722936,
-0.022352817,
0.017702518,
-0.000015588108,
-0.05206623,
-0.044306222,
0.0008937739,
0.010206408,
-0.032437973,
-0.017488547,
0.014229058,
-0.033236798,
0.0038265113,
0.010006702,
0.027987381,
-0.029699149,
0.011475967,
0.05617447,
-0.03922798,
-0.00020215784,
-0.05877065,
0.0025658666,
-0.044705633,
-0.004867836,
-0.0050746743,
0.0036945627,
-0.008558832,
0.014114941,
-0.021482669,
0.083648324,
-0.018843696,
-0.016989281,
0.018158989,
-0.02450679,
-0.062080063,
0.006636661,
-0.00720725,
0.010762732,
0.005288645,
-0.044534456,
0.023551054,
0.015848104,
0.027901793,
-0.031353857,
-0.04601799,
-0.01912899,
-0.06390595,
0.011140747,
-0.03320827,
-0.018358694,
-0.0035144705,
-0.0012098266,
-0.016946487,
-0.016846634,
-0.008694347,
0.00028663172,
-0.021282963,
0.000026955307,
-0.023066053,
-0.007995375,
-0.029784737,
-0.044648577,
-0.0043721367,
-0.0052601155,
0.015648399,
0.016960753,
-0.033778857,
-0.025362672,
-0.03623239,
-0.014072146,
0.03891416,
-0.0073320665,
-0.0398271,
0.0007511267,
-0.0025088077,
0.013729793,
-0.0027655726,
0.0017581268,
0.024578113,
-0.037031215,
0.012310454,
0.001444303,
-0.0025801314,
-0.051352993,
0.009450377,
0.021853551,
0.02502032,
0.027060175,
0.021853551,
0.01864399,
-0.04581828,
0.0087728035,
0.0012428138,
-0.011989498,
-0.019200314,
0.031211209,
0.028714882,
0.044277694,
0.012374645,
0.041196514,
0.0047965124,
-0.03058356,
0.001604781,
0.0018027041,
-0.0072357794,
-0.010085157,
0.002913569,
-0.03737357,
0.030070031,
0.025220025,
-0.018002078,
-0.005802175,
-0.010891114,
0.015976487,
-0.007267875,
-0.01656134,
0.028415322,
0.025947526,
0.031467974,
0.002892172,
-0.020612521,
-0.000012648795,
0.0035911433,
0.0078099347,
-0.09294892,
-0.039056804,
0.022880612,
-0.038657393,
0.0010359753,
-0.01502075,
0.022880612,
0.017873695,
0.025006056,
0.0052387184,
-0.014607074,
-0.015063545,
0.0061409622,
0.023622377,
-0.059797708,
0.017388694,
-0.020541197,
0.052893583,
-0.026489586,
-0.060368296,
0.014343176,
0.060539473,
0.027602235,
0.007431919,
-0.041225042,
-0.00072259724,
-0.015919428,
0.0099924365,
0.017987812,
0.03412121,
-0.012688469,
0.028015912,
-0.041167982,
0.024677966,
-0.026090173,
0.0112049375,
0.013095014,
0.014835309,
-0.001248163,
0.051866524,
0.04841446,
-0.01937149,
0.02915709,
-0.024164436,
0.024877673,
0.023879142,
-0.023807818,
-0.020954873,
0.05854241,
0.04171004,
0.011689939,
-0.014528618,
0.0327518,
0.023665171,
-0.020098992,
0.0074461843,
0.03817239,
0.0065831686,
0.0319815,
0.0136513375,
-0.05871359,
-0.021097522,
-0.023222964,
0.00657247,
0.043222103,
-0.0070717353,
-0.00815942,
0.0022217303,
-0.010227805,
0.014314647,
-0.0070788674,
-0.025220025,
-0.013893838,
-0.020583991,
-0.0020024101,
-0.013216264,
0.02139708,
-0.03172474,
0.029870324,
0.06384889,
0.03728798,
0.038514744,
0.0038978348,
-0.0051459977,
-0.0171034,
-0.01780237,
-0.009022436,
0.0039655925,
0.000041122516,
0.0008282453,
-0.029699149,
0.013123543,
-0.0025676496,
-0.05303623,
0.03312268,
-0.012067953,
-0.042765632,
-0.04239475,
0.034891505,
-0.028515177,
0.028729146,
0.05660241,
-0.02112605,
-0.07041066,
0.010028099,
-0.033864446,
0.047701225,
0.013836779,
0.07120948,
0.020683846,
0.049840935,
0.034492094,
0.014763986,
0.004771549,
0.01964252,
0.0006606349,
-0.02601885,
0.023536788,
-0.0038122465,
0.03777298,
-0.023037523,
-0.06025418,
0.01888649,
0.018872226,
-0.020484138,
-0.009321995,
0.010841187,
-0.004101107,
-0.03263768,
0.016789576,
0.06333536,
-0.02861503,
-0.003740923,
-0.013865308,
-0.049241815,
-0.02096914,
0.011076556,
-0.02444973,
0.06430536,
-0.0001914593,
-0.0101493485,
-0.00593769,
-0.06869889,
-0.010113687,
0.020170314,
0.017274577,
-0.0043650046,
0.010413246,
0.04091122,
0.026161497,
-0.0060268445,
0.0019079064,
-0.006044675,
0.066188306,
0.028472383,
0.028258411,
0.10224952,
0.01918605,
-0.011440306,
0.025419733,
-0.007888391,
0.040083863,
-0.035262387,
-0.010784129,
0.016005017,
0.040882688,
-0.006283609,
-0.015234722,
-0.02118311,
0.055889174,
0.010662879,
0.010555893,
-0.067272425,
-0.014892369,
-0.029527972,
-0.019385755,
-0.014550014,
0.042052396,
0.009264936,
-0.014763986,
-0.01664693,
-0.06533242,
0.24261436,
0.056944765,
0.01453575,
0.047672696,
0.016190458,
0.04735887,
0.0645336,
-0.021496933,
-0.007902655,
-0.04016945,
0.05006917,
-0.022809288,
-0.024578113,
0.0066223964,
0.007424787,
0.026617968,
-0.018629724,
0.017588401,
0.05506182,
-0.0007573675,
-0.018772373,
0.028900323,
-0.018444283,
0.052807994,
0.021853551,
0.013287587,
0.023222964,
-0.029242678,
0.008323465,
-0.03058356,
0.023094583,
-0.023151642,
0.03620386,
-0.0008001617,
-0.01353722,
0.021839287,
0.015149133,
-0.042965338,
0.015919428,
-0.0101493485,
-0.017845165,
-0.021511199,
0.016903693,
0.01006376,
-0.018515607,
0.03880004,
0.014935162,
0.015719721,
0.054377113,
-0.065960065,
0.018173253,
-0.029784737,
0.009015303,
-0.031924445,
-0.059398297,
-0.032980032,
0.010591555,
-0.03979857,
0.014621339,
0.004389968,
0.051837996,
0.015876634,
0.019071931,
0.015976487,
-0.044505928,
0.03569033,
0.033921506,
-0.024221495,
-0.039598864,
-0.0153345745,
-0.011960968,
-0.030070031,
0.018002078,
-0.019599726,
0.023636641,
0.024934731,
-0.0054954835,
0.036432095,
0.046845343,
-0.022424141,
0.017417224,
-0.015263251,
-0.044163574,
0.011397512,
0.046189167,
0.05529006,
-0.064077124,
0.010955306,
-0.036346506,
0.015106339,
0.03220974,
0.043564457,
-0.008494641,
0.05563241,
0.02245267
] | The following example shows how to run image-text retrieval using [BridgeTowerProcessor] and [BridgeTowerForImageAndTextRetrieval].
thon |
[
0.01822485,
0.011906528,
-0.032293648,
-0.012748971,
0.010172499,
-0.021369971,
-0.00023803402,
-0.03549493,
0.0018340686,
0.026017448,
0.0049282913,
-0.0052477177,
0.01863203,
-0.0556574,
-0.008670143,
0.04217831,
-0.013317619,
-0.055966295,
-0.035888072,
-0.032012835,
0.018281013,
0.02920469,
-0.06346404,
-0.04428442,
-0.02839033,
0.012629624,
0.040633835,
-0.030693006,
0.0611052,
0.037123654,
0.0033820577,
0.026508873,
0.03215324,
-0.047373377,
-0.015135893,
-0.05678066,
0.04532343,
-0.020471364,
-0.0438632,
-0.026593117,
0.028895795,
-0.0124470955,
0.015346503,
-0.037713364,
-0.057679262,
-0.06099287,
-0.0060515488,
-0.004254337,
-0.0074626408,
0.03664627,
-0.023335671,
-0.010670944,
0.0037980138,
-0.00074766815,
0.00470364,
-0.030131377,
-0.015121852,
-0.024388725,
-0.04568849,
-0.009891685,
0.033164173,
0.033444986,
0.0064166076,
-0.10502456,
-0.023855178,
0.024571253,
-0.01332464,
-0.010670944,
-0.03451208,
-0.012250525,
-0.040661916,
0.00062349555,
-0.03922976,
-0.050743148,
-0.024922272,
0.009779359,
0.018547786,
-0.022380902,
0.0041104197,
0.03802226,
-0.0024974924,
0.0379661,
0.012622604,
0.0063744853,
0.002504513,
-0.0297944,
0.047120646,
-0.0013365007,
-0.021664826,
-0.012362851,
-0.0012355831,
0.045014538,
-0.053747863,
0.016357435,
-0.0052231466,
0.041420113,
-0.03945441,
0.028137596,
0.0152763,
0.01901113,
0.01999398,
0.06975428,
-0.040661916,
0.028600939,
-0.024894191,
0.014335572,
0.032293648,
0.026944134,
-0.019839533,
0.0011618693,
-0.012566442,
-0.03114231,
0.021355929,
-0.00025339104,
-0.038527727,
-0.0018691703,
0.0207943,
-0.0073713763,
-0.03307993,
0.0036154846,
-0.024585294,
-0.055376586,
0.0097863795,
-0.07188847,
0.022591513,
-0.005468859,
0.0006945767,
0.060712058,
-0.07391033,
-0.007427539,
0.01684886,
-0.0025203086,
0.027477682,
0.043076918,
-0.010095275,
0.004205195,
-0.032405972,
0.027969107,
0.022872327,
-0.0018656602,
-0.006704442,
-0.02900812,
0.000022336257,
0.088288024,
-0.0071783164,
-0.0020639852,
0.04756995,
0.005858489,
-0.02017651,
0.028951958,
-0.0066728503,
-0.036927085,
0.0031907528,
0.04470564,
-0.037938017,
0.0021201482,
0.019067293,
-0.0062937513,
-0.0044158055,
-0.018870723,
-0.014714671,
0.004861598,
-0.029036202,
0.053579375,
-0.03546685,
0.0020516997,
-0.049872626,
0.002016598,
-0.005998896,
-0.050518498,
-0.01588005,
0.001979741,
0.0021885966,
-0.011892487,
-0.011738039,
0.030805333,
0.020036103,
0.017185837,
0.011021962,
0.011464245,
0.013956472,
-0.012875337,
-0.017171796,
0.051838323,
0.014209205,
-0.008950957,
0.04504262,
0.009273893,
-0.011232574,
0.01272791,
0.0109798405,
0.07284324,
-0.04664326,
0.0010434007,
0.022984654,
0.021706948,
-0.03922976,
-0.0090983845,
-0.0032837726,
-0.06453113,
-0.011590611,
0.03411894,
-0.0045562126,
0.024220236,
0.010151438,
-0.016413597,
0.006781666,
0.015121852,
-0.036225047,
0.018786479,
0.028586898,
0.026775647,
-0.028193759,
-0.0065535046,
0.030327948,
-0.021440174,
-0.0003288599,
0.025554104,
0.011941629,
0.038948946,
0.0014751528,
0.025778756,
0.03389429,
0.03389429,
-0.019755289,
-0.07402266,
-0.0074205184,
0.041167382,
0.017368367,
0.022479188,
0.021777151,
0.012011833,
0.026424628,
0.06908032,
0.023658607,
0.004036706,
0.05506769,
0.01548691,
0.0043034796,
-0.0085227145,
-0.020415202,
0.04504262,
0.02763213,
0.047541864,
0.02056965,
0.02702838,
0.005138902,
-0.013766922,
0.0014900711,
-0.010720087,
-0.04172901,
0.037797607,
0.016806738,
0.025511982,
-0.04229064,
-0.009175608,
0.0014891935,
0.054112922,
-0.02371477,
-0.02667736,
0.015248218,
0.0045000496,
-0.045520004,
0.020274794,
0.030833414,
0.04405977,
0.025736634,
0.0005159963,
-0.010516496,
-0.044368666,
-0.005942733,
-0.04411593,
-0.08081836,
0.019193659,
-0.03355731,
-0.007778557,
0.005272289,
-0.051641755,
-0.016511882,
-0.05093972,
0.00019613125,
0.02763213,
-0.030608762,
0.015458829,
0.043582384,
-0.023490118,
-0.02760405,
0.009751278,
-0.016624209,
0.009203689,
-0.023237385,
-0.0063534244,
-0.004433356,
-0.0017147225,
0.0074837017,
0.006978236,
-0.0317601,
-0.0011557265,
-0.025343493,
0.009308995,
-0.00900712,
-0.01684886,
0.010032092,
-0.023630526,
-0.041448195,
0.027365357,
0.033444986,
-0.029036202,
0.03701133,
0.055376586,
-0.03723598,
0.04818774,
-0.0052020852,
0.02545582,
-0.019544678,
0.07840336,
0.050995883,
-0.019488515,
-0.027870823,
-0.0048545776,
-0.015135893,
-0.027870823,
-0.015543073,
-0.03212516,
-0.014461938,
0.06391334,
-0.014841037,
-0.04661518,
-0.026494833,
-0.020499445,
-0.026480792,
-0.020555608,
-0.009308995,
0.04450907,
0.046390526,
0.03212516,
-0.057960078,
-0.0028836122,
0.013851167,
0.0060199574,
-0.015627317,
-0.03527028,
-0.0039068293,
0.060712058,
0.0153605435,
0.033810046,
-0.0024729213,
-0.015121852,
-0.022226455,
-0.02235282,
0.014911241,
0.023518201,
-0.00274145,
0.032827195,
0.007223949,
0.011148329,
-0.0391736,
-0.0034557714,
0.048552796,
0.01371076,
0.020078225,
0.022591513,
-0.0072801113,
-0.02451509,
-0.035775747,
-0.02214221,
0.014342592,
0.054983445,
0.039342087,
-0.057960078,
0.034792896,
-0.0079961885,
-0.06335171,
0.027941026,
-0.0048826593,
-0.05551699,
0.023082938,
0.03428743,
0.04405977,
-0.026719483,
0.004099889,
0.023405874,
0.017691303,
0.052203383,
0.046559017,
0.011246614,
-0.032827195,
-0.06464346,
-0.023349712,
-0.013275498,
-0.020555608,
0.026803728,
-0.023363752,
-0.010376089,
-0.053747863,
-0.042655695,
0.012292647,
0.022914449,
0.053017747,
0.042122148,
0.05880252,
0.0031345899,
0.006915053,
0.04442483,
-0.040296856,
0.032799114,
-0.046502855,
0.03920168,
-0.012264566,
-0.009526626,
-0.029148526,
-0.007525824,
-0.022423023,
0.034147024,
-0.017227959,
0.009294954,
-0.025792796,
0.005893591,
0.03487714,
0.03647778,
-0.037095573,
-0.0027133685,
-0.02115936,
0.019067293,
0.06475578,
-0.014644467,
0.0000037878397,
-0.020555608,
0.028193759,
0.035607256,
-0.022240495,
-0.0329676,
0.01665229,
-0.032462135,
-0.026944134,
0.05824089,
0.031198472,
0.0062621594,
-0.011794202,
-0.044902213,
0.01548691,
-0.011429143,
-0.008045331,
-0.011274695,
0.047092564,
-0.005918162,
0.011316817,
-0.008972018,
0.02332163,
-0.008319125,
0.000103056664,
-0.0117591005,
0.03350115,
-0.047738437,
0.000077936944,
-0.017915955,
-0.005135392,
0.0023658606,
0.0057180817,
0.01194865,
-0.036168884,
-0.043975525,
0.013472067,
-0.035523012,
-0.06778858,
0.031338878,
0.02076622,
-0.012271586,
0.022507269,
0.0027730416,
0.0024659007,
0.027758496,
0.007504763,
-0.026424628,
-0.01195567,
-0.019642962,
-0.004408785,
-0.0056864903,
-0.016876942,
0.0055495934,
-0.02702838,
0.04170093,
0.0006884339,
-0.04153244,
0.0018937417,
-0.038527727,
-0.024852067,
-0.01976933,
0.00033105377,
-0.020050144,
0.021117238,
-0.0039700125,
0.04035302,
-0.025441779,
0.0017568447,
-0.055404667,
-0.019081334,
-0.005349513,
0.061610665,
0.024964394,
0.07267475,
-0.014798915,
-0.023518201,
0.007722394,
-0.007890883,
0.013254437,
-0.013759902,
0.023237385,
-0.031647775,
-0.0040823384,
-0.021468256,
-0.0022061476,
-0.013443986,
-0.024192154,
0.0014128471,
-0.010635843,
-0.014784874,
-0.020050144,
-0.021355929,
0.051080126,
-0.023251427,
-0.04681175,
-0.047710355,
0.019657003,
-0.015051648,
0.016624209,
0.02217029,
-0.003861197,
-0.024360644,
-0.022872327,
0.04229064,
0.0051002903,
-0.010172499,
-0.03701133,
-0.046783667,
0.018393338,
0.0033223846,
0.03512987,
-0.05680874,
-0.035916153,
-0.03307993,
0.017312203,
-0.034764815,
-0.031310797,
-0.019446392,
0.0029064284,
0.00067307684,
0.04290843,
0.010446293,
-0.00802427,
-0.03156353,
-0.011232574,
0.027323235,
0.045211107,
-0.032293648,
-0.0071221534,
0.0063990564,
-0.012117138,
-0.00083849404,
0.022408983,
-0.027505763,
0.03642162,
-0.013668638,
0.019923776,
-0.047148727,
-0.028867712,
-0.0058549787,
-0.04347006,
0.048496634,
-0.05551699,
0.0032627115,
-0.03782569,
0.034231268,
0.0014260103,
0.0046299263,
-0.034090858,
-0.057510775,
-0.09794804,
-0.046081632,
0.042683776,
-0.03922976,
-0.030468354,
-0.0029274893,
-0.00666583,
0.00666583,
-0.016511882,
0.011197471,
0.057286125,
0.035916153,
0.02097683,
-0.06380101,
0.020344999,
0.014272388,
-0.022774043,
-0.00705195,
-0.013830106,
-0.043666627,
-0.0010425232,
-0.02704242,
-0.050490417,
-0.0051599634,
0.02176311,
0.06116136,
-0.027140705,
0.025245208,
0.002272841,
-0.04347006,
-0.029710157,
0.016301272,
0.021622702,
0.0094143,
0.027463641,
0.030777251,
0.006802727,
0.03293952,
-0.006718483,
-0.022591513,
0.0038892785,
0.05060274,
-0.014855078,
-0.009667033,
0.02528733,
0.013626515,
-0.087838724,
-0.007027379,
-0.005061678,
0.016792696,
-0.04347006,
-0.049114425,
-0.025848959,
0.015500951,
-0.0122856265,
0.0056513883,
0.020302877,
-0.022493228,
-0.010109316,
0.0075749666,
0.018337175,
-0.04720489,
0.043807037,
0.034062777,
-0.019460432,
0.01663825,
-0.024529131,
-0.003682178,
-0.010032092,
0.0009205445,
0.018084442,
-0.0012426034,
0.018084442,
0.03136696,
-0.023237385,
0.10249723,
-0.027323235,
-0.019221742,
0.009337076,
-0.024655499,
-0.08373883,
0.0011294001,
0.0137248,
0.027575968,
0.037179817,
-0.03178818,
0.034147024,
0.018337175,
0.048131578,
0.011801222,
-0.06425032,
0.018084442,
-0.057847753,
-0.0076802718,
-0.030749168,
0.005777755,
-0.025048638,
0.0064833006,
0.0029661013,
-0.0297944,
-0.013872228,
0.005840938,
-0.041055053,
0.025863,
-0.02667736,
0.012187342,
-0.031900506,
-0.032181323,
0.0021043525,
-0.0064762803,
0.024262358,
0.00068097474,
-0.007982147,
0.0027870822,
-0.031844344,
-0.0064376686,
-0.0018270483,
-0.010804331,
-0.024135992,
0.0028450002,
-0.01743857,
0.0028186738,
-0.018547786,
0.0054372675,
0.00841741,
-0.037769526,
-0.006683381,
0.002978387,
0.026101692,
-0.03195667,
-0.014096879,
0.01821081,
0.020667935,
0.015851969,
-0.026480792,
0.003375037,
-0.033248417,
0.048300065,
-0.031282715,
-0.017705344,
-0.014475979,
0.023363752,
0.04683983,
0.032630626,
0.010453314,
0.0423468,
0.0013452761,
0.017663222,
0.01057266,
0.00470364,
0.012313709,
0.007546885,
-0.007090562,
-0.034427837,
0.042711858,
0.016905023,
-0.021524418,
0.0072871316,
-0.014377694,
-0.008143616,
-0.01509377,
-0.048468553,
0.064137995,
0.04995687,
0.005840938,
-0.053860188,
-0.028544776,
-0.0036927084,
-0.028502654,
-0.0015041118,
-0.10075618,
-0.010123356,
0.026214018,
-0.045351513,
0.0423468,
-0.0031416104,
0.021538459,
0.004173603,
0.04509878,
0.010319927,
0.015837928,
0.009035201,
0.0022675758,
0.046109714,
-0.02881155,
-0.010635843,
-0.025203086,
0.033388823,
-0.041083135,
-0.048524715,
0.019727206,
0.057286125,
0.0076521905,
-0.0035505462,
-0.053158153,
-0.011885466,
-0.008557817,
0.053158153,
-0.02666332,
0.013050846,
-0.019263864,
0.010930697,
-0.0070659905,
0.031703938,
0.0013321129,
-0.012706849,
0.010326947,
0.05037809,
-0.01095878,
0.059251823,
0.00880353,
-0.018252932,
0.032995682,
0.010348008,
0.018351216,
0.022493228,
0.012018853,
-0.018716276,
0.035635337,
0.034427837,
0.013022765,
-0.028586898,
0.037123654,
0.010425232,
-0.0274496,
0.009863603,
0.046306282,
0.030047134,
0.04195366,
-0.01666633,
-0.0704844,
-0.015206096,
-0.03723598,
0.03602848,
0.045828898,
-0.0012952561,
-0.0038331156,
-0.018505665,
-0.011892487,
0.008979038,
0.019263864,
-0.059644964,
-0.01116939,
0.021257645,
0.021032993,
0.025315411,
0.011660815,
-0.004682579,
0.031086147,
0.014546182,
0.032040916,
0.008368267,
-0.0021710459,
0.006799217,
-0.0072028874,
0.009337076,
-0.00086394284,
-0.011429143,
-0.00043526222,
0.009084344,
-0.033136092,
0.012903418,
-0.013844146,
-0.04683983,
0.00040191552,
-0.009526626,
-0.04818774,
-0.04745762,
0.03389429,
-0.022633635,
-0.008003209,
0.049872626,
-0.008368267,
-0.044256337,
0.040437263,
-0.009231771,
0.03608464,
0.0041876435,
0.04903018,
0.027393438,
0.07430347,
0.047513783,
0.01509377,
0.04001604,
-0.000861749,
-0.029288935,
-0.011527428,
0.02156654,
-0.0039524618,
0.02019055,
-0.02076622,
-0.07340486,
-0.02468358,
0.023841137,
-0.04077424,
-0.013303579,
0.029653993,
-0.0002878347,
-0.020752179,
0.020148428,
0.090029076,
-0.019039212,
0.034764815,
0.004057767,
-0.016202986,
-0.041476276,
0.011232574,
-0.038078424,
0.047738437,
-0.000508976,
-0.024248317,
0.006149834,
-0.06290241,
-0.017817669,
-0.01000401,
0.029148526,
-0.013345701,
0.022324739,
0.051304776,
0.051052045,
0.008972018,
-0.00980042,
-0.022591513,
0.07688697,
0.029990971,
-0.02292849,
0.08604151,
0.02803931,
-0.0023149631,
0.005145923,
0.007174806,
0.018084442,
-0.03038411,
0.00039708902,
-0.0043877237,
0.034989465,
-0.047176808,
-0.051585592,
-0.0043596425,
0.030468354,
0.03782569,
-0.028376289,
-0.05453414,
-0.013359741,
-0.060318917,
-0.020232672,
-0.016202986,
0.032012835,
0.008396348,
-0.012706849,
-0.03291144,
-0.02431852,
0.23363753,
0.06806939,
0.019432351,
0.03271487,
0.05722996,
0.06638451,
0.03307993,
-0.018702235,
0.0047317212,
-0.037320223,
0.036927085,
-0.0036049539,
0.01682078,
0.035523012,
-0.026719483,
0.021369971,
-0.030833414,
0.031872425,
0.0028502655,
-0.03364156,
-0.029429343,
0.024037706,
0.032012835,
0.054421816,
0.036168884,
0.0069466443,
-0.00284149,
-0.03350115,
0.009737236,
-0.01589409,
-0.00083454506,
-0.045126863,
0.027674252,
0.021636745,
-0.010895596,
0.0020025573,
0.020611772,
-0.027126664,
0.009294954,
-0.0019428842,
0.0029889175,
-0.008396348,
0.017143715,
-0.0040261755,
-0.041223545,
0.0552081,
-0.019530637,
0.027323235,
0.049170587,
-0.051220533,
0.031310797,
-0.06885567,
0.043413896,
-0.044817965,
-0.027182827,
-0.007687292,
-0.027983148,
-0.052989665,
-0.022423023,
0.021692907,
0.0070835412,
0.027309194,
0.015753685,
-0.017972117,
-0.024725702,
0.023040816,
-0.00842443,
-0.021075115,
-0.06312706,
-0.03142312,
-0.02607361,
-0.013633535,
0.021664826,
-0.034624405,
0.052793093,
0.0090281805,
-0.025231168,
0.038387317,
-0.0042999694,
0.005704041,
0.011983751,
-0.022029884,
-0.003805034,
0.013345701,
0.025203086,
0.042459127,
-0.059364147,
0.018898804,
0.011660815,
0.03097382,
0.01017952,
-0.0056022457,
0.007687292,
0.0017901914,
0.04327349
] | The following example shows how to run masked language modeling using [BridgeTowerProcessor] and [BridgeTowerForMaskedLM].
thon |
[
0.015424129,
0.018619856,
-0.0016598814,
-0.022370094,
0.0027433645,
-0.0177735,
-0.004731574,
-0.008952416,
0.012024108,
0.041267205,
-0.024048217,
-0.014008669,
0.02555123,
-0.022953788,
-0.0041405833,
0.0066760066,
-0.0020976523,
-0.05048958,
-0.053670716,
-0.027579568,
0.008135243,
0.01863445,
-0.069459654,
-0.022691127,
-0.02975383,
0.028630218,
0.030935813,
-0.016693665,
0.07307856,
0.015190651,
-0.008558421,
-0.011710372,
0.012111662,
-0.033649992,
0.00019106877,
-0.017904831,
0.054050118,
-0.012812096,
-0.060762603,
-0.038436286,
0.04091699,
-0.015993232,
-0.008368721,
-0.015132282,
-0.057056144,
-0.017262766,
0.0059500365,
-0.012221104,
0.007252405,
-0.044594266,
-0.009981177,
-0.013636564,
0.02253061,
0.0065848045,
-0.04074188,
-0.010864015,
0.0036754517,
-0.0321032,
-0.021509144,
0.034116946,
0.025813892,
0.019028442,
0.002084884,
-0.044798557,
-0.033679176,
-0.01536576,
0.0046622604,
-0.00048291605,
0.024850797,
-0.016708257,
-0.037531562,
0.024106586,
-0.029286874,
-0.02493835,
-0.03283282,
0.024558948,
0.00672708,
-0.029578721,
-0.012761022,
0.07039356,
-0.0050270692,
0.053291313,
0.0031592469,
0.020210424,
-0.012170032,
-0.042755626,
0.017233582,
0.0023822035,
0.0035495926,
-0.02142159,
-0.039165907,
0.03543026,
-0.059711955,
0.020297978,
0.016095378,
0.03907835,
-0.022764089,
0.018999258,
-0.008602198,
0.018196678,
0.034700643,
0.114404134,
-0.028484294,
0.033212222,
-0.013694934,
0.017189804,
0.05431278,
0.008806491,
-0.040595956,
0.0075077713,
-0.0025864965,
-0.029461984,
0.0008003,
-0.0025098866,
-0.037560746,
0.0418509,
0.015643014,
-0.0017702362,
-0.047804587,
-0.037619114,
0.017758908,
-0.0032796338,
-0.004527281,
-0.05431278,
0.018722003,
-0.025273975,
-0.009112932,
0.047921322,
-0.03143195,
-0.023070527,
0.0028710477,
-0.0056618373,
0.029024212,
0.025113458,
-0.053320497,
0.014453737,
-0.027915193,
0.014380774,
0.052678436,
-0.0037903665,
0.006843819,
-0.015467906,
-0.035605367,
0.08621169,
0.0017647641,
-0.0000361104,
0.016285079,
-0.044886112,
-0.033474885,
0.008813788,
-0.04406894,
-0.0031391822,
0.012753726,
0.04926382,
-0.038990796,
-0.011214232,
-0.011411229,
0.03653928,
-0.018050754,
0.000760171,
-0.015891084,
0.010134397,
-0.032190755,
0.0773979,
0.0076682875,
0.012279474,
-0.042930733,
-0.009973881,
-0.02056064,
-0.02900962,
0.002278233,
-0.013621972,
0.0019955058,
0.020225016,
0.029491168,
0.011819815,
0.045586545,
-0.008419794,
-0.015949454,
0.010864015,
-0.041208837,
0.0012211985,
-0.018707411,
0.029184729,
0.029680869,
0.0019334883,
0.014694511,
-0.025682561,
-0.017204396,
-0.0077558416,
0.023420744,
0.04862176,
-0.05098572,
0.0028965843,
-0.020210424,
-0.00051027676,
-0.02487998,
-0.022122024,
0.0077193608,
-0.044331603,
-0.058106795,
0.009747699,
0.008200909,
0.006610341,
0.001037882,
-0.0111266775,
-0.004151528,
0.04710415,
-0.06327249,
0.014833138,
0.03143195,
0.015891084,
-0.031694613,
-0.008222797,
0.0028272707,
-0.011316379,
-0.048767682,
0.018357195,
0.028542664,
0.015832715,
0.037414823,
0.02123189,
0.060354017,
0.013308236,
-0.01913059,
-0.0143588865,
-0.022749495,
0.049205452,
0.003365364,
0.040391665,
-0.025916038,
0.023683406,
0.02709802,
0.02795897,
0.041734163,
0.04926382,
0.027798453,
0.027200166,
0.030527225,
-0.0032650414,
-0.02474865,
0.032862004,
0.035955586,
0.040450033,
0.0071976837,
0.015774345,
-0.024602726,
0.008303056,
-0.03006027,
0.025346937,
-0.011403932,
0.060937714,
0.04363117,
-0.007741249,
-0.043893833,
-0.025463676,
0.0009904567,
0.051715337,
-0.020648194,
0.0050671985,
-0.01444644,
0.016708257,
-0.0044871517,
0.032453418,
0.03604314,
0.022545202,
0.009069154,
0.010324097,
0.0020556992,
-0.05691022,
-0.025595007,
-0.043164212,
-0.0928658,
0.0049687,
-0.024485987,
-0.025901446,
0.040771067,
-0.030118639,
0.0049577556,
-0.01895548,
-0.032803636,
-0.006522787,
0.0027707252,
0.037677485,
0.033912655,
0.004706037,
-0.07611377,
-0.0036134343,
-0.025565822,
0.006935021,
-0.027492015,
0.004447023,
0.004935867,
-0.035488628,
0.025259383,
-0.016314263,
0.006781801,
-0.016547741,
-0.036860313,
0.009769588,
-0.019115997,
-0.017321136,
0.0059573324,
0.004173416,
-0.021582106,
0.024485987,
0.010192767,
-0.024865389,
0.048067246,
0.04155905,
-0.04074188,
0.045965947,
0.01064513,
0.0056326524,
-0.029170135,
0.04689986,
0.04450671,
0.010769165,
-0.017379506,
-0.0004361749,
-0.01320609,
-0.0017419634,
0.0019061276,
-0.004494448,
-0.013760599,
0.02895125,
-0.004326636,
-0.05142349,
-0.014110816,
-0.02487998,
-0.044769373,
-0.021757215,
0.0048081838,
0.029593315,
0.032803636,
0.039457753,
-0.02839674,
0.019159773,
0.035225965,
0.04917627,
0.013862746,
-0.0313444,
0.018619856,
0.05609305,
-0.034671456,
-0.01716062,
0.028995028,
-0.031140106,
-0.0071210735,
0.020633603,
0.0058369455,
0.020721156,
0.018911704,
0.021363221,
-0.008711642,
0.04112128,
-0.03715216,
0.014409959,
0.04167579,
0.04430242,
0.030235378,
0.034525532,
0.02327482,
-0.03723971,
-0.03665602,
-0.023041343,
0.016839588,
0.0257993,
0.07827344,
-0.05393338,
0.048446648,
0.021494552,
-0.024427617,
0.028119486,
-0.0070772967,
-0.018751187,
0.071385846,
0.024777833,
0.07366225,
-0.020239608,
0.014161889,
-0.005734799,
0.017642168,
0.021757215,
0.015905676,
0.0037319972,
0.00657386,
0.0010770989,
-0.03881569,
-0.019582953,
0.015964046,
0.018050754,
-0.017569207,
-0.025171828,
-0.022122024,
-0.041967638,
0.006686951,
0.04123802,
0.04795051,
0.0019134238,
0.019305699,
0.0052240663,
0.012943427,
0.010491909,
-0.022005284,
0.011374747,
-0.019480806,
0.05142349,
-0.002807206,
-0.0034164372,
-0.030585594,
-0.007493179,
-0.0032613934,
0.022326317,
-0.0148039535,
0.019086812,
-0.016752034,
0.0022873532,
-0.00456741,
0.009506925,
-0.027389867,
-0.01573057,
0.023552075,
0.006198107,
0.051569413,
-0.028031932,
0.011878184,
-0.00048382807,
0.002411388,
0.022413872,
-0.042930733,
-0.008645976,
-0.007339959,
-0.041734163,
-0.05451707,
0.032978743,
0.0731953,
0.00088694214,
-0.010951569,
-0.02690832,
0.020546049,
0.0050635505,
0.009813365,
-0.018371787,
0.0198748,
0.008259278,
0.036772758,
0.010061435,
-0.0068000415,
-0.022982974,
0.0040785656,
-0.036831126,
0.026441364,
-0.0060011097,
-0.0128631685,
-0.0137095265,
-0.0017009225,
-0.004093158,
0.029272282,
-0.002119541,
-0.039107535,
-0.0019553767,
0.022618165,
-0.043601982,
-0.06455662,
0.033241406,
0.0027160037,
0.0033817803,
0.031373583,
0.00077020325,
-0.032862004,
0.048096433,
0.025843076,
-0.042055193,
0.004523633,
-0.04007063,
0.02092545,
-0.019480806,
-0.014760177,
-0.0020246906,
-0.0071794433,
0.03315385,
-0.016401818,
-0.02185936,
0.018342601,
-0.0642064,
0.0238877,
-0.017262766,
-0.0049212747,
0.0011692132,
0.027360683,
-0.03715216,
0.014176481,
-0.0031519507,
0.010382467,
-0.021275667,
-0.017758908,
0.012739134,
0.045703284,
-0.036159877,
0.029403614,
-0.039107535,
-0.04617024,
0.016095378,
-0.037327267,
0.02067738,
-0.009718514,
-0.017861053,
-0.020575233,
-0.01345416,
-0.021684254,
0.014767473,
0.00062655966,
-0.0338251,
0.0023183618,
0.018488524,
-0.0071101296,
0.0005230451,
-0.00022561163,
0.050693873,
-0.044156495,
-0.068175524,
-0.048680127,
0.041967638,
-0.0056764297,
0.0158619,
0.03896161,
-0.028703181,
-0.04155905,
-0.03794015,
0.012680764,
-0.014782065,
0.019831022,
-0.03449635,
-0.037852593,
-0.019407844,
0.012418102,
0.010980754,
-0.056705926,
-0.0023603148,
-0.039662044,
-0.0026248016,
-0.05177371,
-0.007690176,
-0.03531352,
0.054575443,
-0.044156495,
0.01616834,
-0.0050124773,
0.014242147,
-0.03586803,
-0.008507349,
0.024792427,
0.027433645,
-0.03837792,
-0.019860208,
-0.0034237334,
-0.040566772,
0.004180712,
0.027302314,
-0.012987204,
0.005585227,
-0.029476576,
0.008616791,
-0.0481548,
-0.062572055,
-0.022691127,
-0.0015905676,
0.051948816,
-0.028630218,
0.00745305,
-0.028980436,
0.054487888,
-0.0004208985,
0.007460346,
0.0040274924,
-0.02153833,
-0.066190965,
-0.08586147,
0.036510095,
-0.029243099,
0.0023293062,
-0.022311725,
-0.005264195,
0.041325577,
-0.028717773,
0.0034821029,
0.09263233,
0.0119876275,
0.033533253,
-0.064264774,
0.022005284,
0.021815585,
-0.0070809447,
0.018970074,
-0.023756368,
-0.00076336303,
0.0007022575,
-0.018692818,
-0.057844132,
-0.028849104,
0.014862323,
0.07126911,
-0.023800146,
0.012104366,
-0.0007177619,
-0.06251369,
-0.026003594,
0.027010465,
0.05901152,
-0.0015011894,
0.045849208,
0.024675688,
0.026397586,
0.010557575,
0.0024697576,
-0.02703965,
-0.028717773,
0.053174574,
-0.00987903,
-0.022267947,
0.02105678,
0.048008878,
-0.062163472,
-0.04795051,
0.004169768,
0.015380352,
-0.054575443,
-0.021815585,
-0.019903984,
0.016226709,
-0.03665602,
0.0129945,
0.0277109,
-0.04211356,
0.014220259,
0.004731574,
0.0024752298,
-0.037735853,
-0.0060339426,
0.043601982,
-0.05629734,
-0.013103943,
-0.042317856,
-0.0003691412,
-0.0145850675,
-0.025128052,
0.0470166,
0.024091993,
0.03105255,
0.030322932,
-0.03621825,
0.07144421,
-0.0029130008,
-0.016124561,
-0.010148989,
-0.026893727,
-0.03350407,
-0.019728877,
0.037385635,
0.018867927,
0.0162413,
-0.026864542,
0.0080987625,
0.0057165585,
0.017846461,
0.00054721365,
-0.0642064,
-0.0026229774,
-0.05425441,
-0.050518766,
-0.032686897,
-0.01635804,
-0.026747804,
0.013541714,
0.0051511046,
-0.04091699,
0.0235083,
0.013519825,
-0.03919509,
-0.0070371674,
-0.044594266,
0.018196678,
-0.03487575,
-0.04622861,
-0.023712592,
-0.039224274,
0.020181239,
0.010747276,
-0.020356348,
-0.021334037,
-0.039165907,
-0.0054466,
-0.0056217085,
-0.014760177,
0.00280903,
-0.016576925,
0.0007323543,
0.009915511,
-0.03449635,
0.014942581,
0.04617024,
-0.041763347,
0.0338251,
0.001840462,
0.02289542,
-0.03388347,
0.008230093,
0.022705719,
0.00022994373,
0.030089455,
0.029272282,
0.010747276,
-0.043251768,
-0.022603571,
0.003998308,
-0.0075223637,
-0.00011867696,
0.015205244,
-0.006333086,
0.034846567,
0.0162413,
0.0011537088,
-0.021100558,
0.0036189063,
0.011425821,
-0.017087659,
0.00978418,
-0.003128238,
0.035255153,
-0.04943893,
0.033416513,
0.01425674,
-0.020400126,
0.01932029,
0.017116843,
-0.027623346,
-0.022705719,
-0.015774345,
0.04838828,
0.04068351,
-0.0070590563,
-0.059099074,
-0.0047461665,
0.009339113,
-0.01679581,
-0.006209051,
-0.0689927,
-0.02147996,
0.033241406,
-0.044681817,
-0.010404356,
0.0018988313,
0.026645657,
0.031840537,
0.04074188,
-0.0025518397,
-0.0062966053,
-0.010229248,
-0.012928834,
0.014687214,
-0.070977256,
-0.034029394,
-0.020589827,
0.058807228,
-0.0050635505,
-0.030381301,
0.0561806,
0.05813598,
0.030381301,
-0.022194985,
-0.056735113,
-0.0017191629,
0.030381301,
0.02457354,
-0.0002565064,
0.02895125,
-0.030439671,
0.023537483,
-0.055596907,
0.029053397,
-0.018503118,
0.02431088,
0.0062710685,
0.029418206,
0.03531352,
0.052123923,
0.0003445166,
-0.038056884,
0.009266151,
0.000055490884,
0.042638887,
-0.01092968,
0.002048403,
-0.03160706,
0.06368107,
0.031752985,
0.038436286,
0.005844242,
0.03869895,
0.031957276,
-0.014074335,
-0.0053371573,
-0.0067963935,
-0.0053371573,
0.03703542,
-0.003130062,
-0.07862366,
-0.015949454,
-0.0048665535,
-0.018342601,
0.020502271,
0.011907369,
-0.020881673,
0.0071539064,
-0.0104773175,
0.023916885,
-0.0072742933,
-0.021013005,
0.027127204,
-0.0059901653,
0.026937503,
-0.019334882,
0.017262766,
-0.014745584,
0.016664479,
0.028425924,
0.03820281,
0.041500684,
-0.014891507,
0.0008855741,
0.0087408265,
0.0066833026,
-0.015540868,
0.008791899,
-0.004151528,
-0.052415773,
-0.08498593,
0.04401057,
0.01863445,
-0.034846567,
0.02635381,
-0.01484773,
-0.019232735,
-0.048855234,
0.0418509,
-0.0068839476,
0.053057835,
0.013665749,
-0.05142349,
-0.07780649,
0.050956536,
-0.009047266,
0.043193396,
-0.0058661303,
0.08498593,
0.016080786,
0.08125028,
0.0012221105,
0.0010397059,
0.023318598,
0.03715216,
-0.013184201,
-0.034350425,
0.006891244,
0.000053980348,
0.05778576,
-0.06584074,
-0.040946174,
0.007485883,
-0.000481092,
-0.041996825,
-0.011681188,
0.008543829,
-0.012323252,
-0.038669765,
0.017000103,
0.041150466,
-0.021873955,
-0.00012300907,
0.01716062,
-0.0038779208,
-0.037502375,
0.0068547633,
-0.015934862,
0.035342705,
-0.032745264,
-0.0031628949,
-0.009054562,
-0.03604314,
-0.009908215,
0.011571744,
0.0028345666,
-0.025113458,
0.032657713,
0.031286027,
0.050022624,
-0.016868772,
-0.008609495,
-0.013694934,
0.028528072,
0.04042085,
0.02906799,
0.0928658,
0.060354017,
-0.033474885,
0.005089087,
-0.004125991,
0.042492963,
-0.028177856,
-0.012111662,
-0.0033033465,
0.018240456,
-0.005129216,
-0.05346642,
-0.03636417,
0.037006237,
-0.013103943,
0.0018495822,
-0.061638147,
-0.011425821,
-0.04894279,
-0.0093974825,
-0.013446864,
0.04339769,
0.005417415,
-0.027754676,
-0.010506502,
-0.06747509,
0.2556582,
0.055363428,
0.01289965,
0.011965739,
0.035809662,
0.020750342,
0.029855978,
-0.011425821,
-0.006840171,
-0.007814211,
0.0071429624,
-0.04295992,
0.02499672,
0.03061478,
-0.025346937,
0.033183035,
-0.03271608,
0.011761446,
-0.002205271,
-0.016387224,
-0.037444007,
0.00529338,
-0.007945542,
0.040274926,
0.050956536,
0.029374428,
-0.005089087,
-0.023289412,
0.012374325,
-0.016591517,
0.019101406,
-0.014424552,
0.04999344,
-0.025638783,
-0.004965052,
0.017744314,
-0.022194985,
-0.015686791,
-0.020983819,
0.009886326,
0.0065884525,
-0.012009515,
0.020969227,
-0.01379708,
-0.012870465,
0.021655068,
-0.034788195,
0.010192767,
0.04246378,
-0.053962562,
-0.0022910011,
-0.031840537,
0.025084274,
-0.0076463986,
-0.05845701,
0.003976419,
-0.023420744,
-0.052970283,
0.013169609,
0.037619114,
0.02820704,
0.0061944583,
0.03481738,
0.017437875,
-0.0718528,
0.03292037,
-0.0011920137,
0.026660249,
-0.041150466,
-0.0020119222,
-0.0060740714,
-0.000017527937,
0.008018504,
-0.042055193,
-0.0058661303,
0.022705719,
-0.019772653,
0.055334244,
0.030206194,
-0.052620064,
0.0021049485,
0.0013488816,
-0.014001373,
-0.024763241,
0.048359096,
0.0642064,
-0.023975255,
0.009988473,
-0.009142116,
0.019364066,
0.04225949,
0.033474885,
-0.0068365224,
0.021815585,
0.0030716925
] |
from transformers import BridgeTowerProcessor, BridgeTowerForImageAndTextRetrieval
import requests
from PIL import Image
url = "http://images.cocodataset.org/val2017/000000039769.jpg"
image = Image.open(requests.get(url, stream=True).raw)
texts = ["An image of two cats chilling on a couch", "A football player scoring a goal"]
processor = BridgeTowerProcessor.from_pretrained("BridgeTower/bridgetower-base-itm-mlm")
model = BridgeTowerForImageAndTextRetrieval.from_pretrained("BridgeTower/bridgetower-base-itm-mlm")
forward pass
scores = dict()
for text in texts:
# prepare inputs
encoding = processor(image, text, return_tensors="pt")
outputs = model(**encoding)
scores[text] = outputs.logits[0, 1].item() |
[
0.03810415,
-0.008214976,
-0.015179517,
-0.022022804,
0.011231176,
-0.034133073,
0.00049306906,
0.0069114924,
0.024266008,
0.03861948,
-0.0034860598,
-0.008518112,
0.019567406,
-0.026857818,
0.010897726,
0.011481263,
0.038498227,
-0.029540569,
-0.038831674,
-0.019446151,
0.016066188,
0.021113398,
-0.066326074,
-0.038164776,
-0.04756198,
0.013959397,
0.023659736,
-0.03434527,
0.060172424,
0.019946326,
-0.027145797,
-0.007385142,
0.018718626,
-0.042984635,
-0.0049941596,
-0.0029745186,
0.055473823,
-0.03555781,
-0.0359822,
-0.031192657,
0.037437253,
-0.0020670062,
0.0078209,
-0.03434527,
-0.032859903,
-0.027297365,
0.012322464,
-0.013830564,
0.016960438,
-0.008343808,
-0.028585691,
-0.006104394,
0.006255962,
-0.00918501,
-0.04516721,
-0.025781685,
0.00899555,
-0.017490927,
-0.022144059,
0.022977682,
0.020385873,
0.013694152,
0.009677606,
-0.08281665,
-0.019612877,
0.009768546,
0.002053744,
0.0087909335,
0.025357297,
-0.04407592,
-0.037619133,
0.033496488,
-0.040680803,
-0.015884308,
-0.02869179,
0.022613918,
0.027615657,
-0.01445957,
-0.009063755,
0.058383923,
0.00560422,
0.024523674,
-0.009200167,
0.009624557,
-0.008942502,
-0.036921922,
0.0014616821,
0.011807133,
-0.010306612,
-0.028146144,
-0.018764095,
0.0563226,
-0.05792922,
0.019052075,
0.020279774,
0.037922267,
-0.0330721,
0.019946326,
-0.013936661,
-0.0034216435,
0.015331085,
0.11682848,
-0.032981157,
0.026024194,
-0.017672807,
0.006998644,
0.042924006,
0.02218953,
-0.051654313,
-0.009472989,
-0.0076655424,
-0.038892303,
-0.0047251265,
0.006953174,
-0.0141943265,
0.02891914,
-0.017021066,
0.00076778576,
-0.046319127,
-0.06487103,
0.0057254746,
-0.01864284,
-0.0056459014,
-0.039195437,
0.028297711,
-0.020416185,
-0.005581485,
0.052351523,
-0.044288117,
-0.02467524,
0.020992143,
-0.0033685947,
0.0040771742,
0.031495795,
-0.044985328,
-0.0033041784,
-0.042651184,
0.0029877806,
0.050381143,
0.008624209,
0.017127164,
-0.030616699,
-0.026069665,
0.10155044,
-0.0014863119,
-0.001261802,
0.025023848,
-0.024190225,
-0.01624807,
-0.00010893937,
-0.04074143,
-0.0034045922,
0.0022015225,
0.040438294,
-0.03404213,
-0.008828825,
-0.028994923,
0.04107488,
-0.023159564,
0.016945282,
-0.022310782,
0.02491775,
-0.045288466,
0.073601335,
0.0015090471,
0.0037190954,
-0.077905856,
0.004209796,
-0.033405546,
-0.024614614,
-0.002722537,
-0.0017108218,
-0.023599109,
0.010245984,
0.022538135,
0.013163665,
0.046743516,
-0.014353473,
-0.030813737,
0.022234999,
-0.049623303,
-0.012883265,
-0.0041150665,
0.012276993,
0.015566015,
0.0019107019,
0.041620523,
-0.02467524,
-0.0022015225,
-0.015535701,
0.038073838,
0.052169643,
-0.06493165,
0.014573246,
-0.026084822,
-0.0023151985,
-0.041378014,
-0.03573969,
0.026857818,
-0.04577348,
-0.0520787,
0.0076238615,
0.01097351,
-0.008124035,
0.0036527845,
-0.028237084,
-0.015361398,
0.037710074,
-0.07305569,
0.0053996034,
0.04183272,
-0.0014853646,
-0.013254606,
-0.011617674,
0.028464437,
-0.014368629,
-0.025599806,
0.022962525,
0.011769242,
0.010026211,
0.03801321,
0.025251199,
0.040468607,
0.019931167,
-0.044166863,
-0.03164736,
-0.0021030034,
0.041226447,
-0.015171939,
0.029252589,
-0.01267107,
0.015884308,
0.03786164,
0.014997636,
0.02840381,
0.05080553,
0.04907766,
0.018945977,
0.03674004,
-0.0071009523,
-0.043499965,
0.037801012,
0.038831674,
0.018612528,
0.03470903,
0.029646665,
-0.016808871,
0.020355558,
-0.02905555,
0.02726705,
-0.0007109478,
0.06917556,
0.034769658,
-0.025205728,
-0.02972245,
-0.005949037,
0.007525342,
0.047471043,
-0.00734725,
-0.023371758,
-0.003033251,
0.0032075539,
-0.034314953,
0.034981854,
0.054443162,
0.019976638,
0.03282959,
-0.005676215,
-0.017218104,
-0.06747799,
-0.029358687,
-0.030616699,
-0.07887589,
0.0062180697,
-0.019385524,
-0.017263575,
0.025266355,
-0.02576653,
0.021613572,
-0.018915664,
-0.026160605,
-0.013186401,
-0.024129597,
0.014891538,
0.04662226,
0.007639018,
-0.07123688,
-0.0138532985,
-0.034890912,
0.0167634,
-0.03677035,
0.0076238615,
0.0041567474,
-0.005153306,
-0.004645554,
-0.007116109,
-0.015338663,
-0.015884308,
-0.05459473,
0.023902245,
-0.028600847,
-0.012216366,
-0.01351985,
0.0053048735,
-0.011814712,
0.033041786,
0.024887435,
-0.013860877,
0.04286338,
0.032344572,
-0.030298406,
0.045440033,
-0.0036830981,
0.008093721,
-0.01780922,
0.04653132,
0.046137244,
0.009730654,
-0.0114661055,
0.008609052,
-0.0050926786,
0.0055625387,
-0.007843635,
0.0072184172,
-0.019506779,
0.043196827,
0.012420983,
-0.030995619,
-0.009382048,
-0.031071402,
-0.029373843,
-0.024872279,
-0.011003824,
0.028479593,
0.045712855,
0.0634766,
-0.03504248,
0.029313216,
-0.0010533964,
0.02713064,
0.0073169363,
-0.028737258,
0.032041438,
0.065841064,
-0.021158868,
0.001473997,
0.027191266,
-0.015444761,
0.0020764791,
0.0059604044,
0.0036205763,
0.005327609,
0.006396162,
0.025099631,
-0.008730306,
0.01624807,
-0.037497878,
-0.008230133,
0.017536396,
0.026130293,
0.019673502,
0.015611486,
0.004206007,
-0.009920114,
-0.03258708,
-0.033405546,
0.0098140165,
0.030313564,
0.054806925,
-0.028813042,
0.04116582,
0.027918793,
-0.045561288,
-0.002821056,
-0.007525342,
-0.019916011,
0.05213933,
0.0040582283,
0.0677205,
-0.023447542,
0.008078565,
-0.019203642,
0.03310241,
0.03479997,
0.028358338,
-0.0013413752,
-0.010799207,
-0.030101368,
-0.03528499,
-0.009094069,
0.0020632169,
0.0047933324,
-0.000121254256,
-0.015376556,
-0.032920532,
-0.05010832,
0.02355364,
0.0455916,
0.025114788,
-0.0075859693,
0.021264965,
-0.009094069,
0.016020719,
0.020431342,
-0.030161995,
0.02029493,
-0.025357297,
0.05638323,
0.0067561357,
0.015512967,
-0.016960438,
0.02105277,
0.0038839253,
0.042560242,
-0.021931864,
0.010511228,
-0.016687617,
0.015050684,
0.0062142806,
0.009920114,
-0.03886199,
-0.012769589,
0.011701035,
0.0125877075,
0.053533755,
-0.018612528,
0.010344503,
-0.016141973,
0.0029783077,
0.027388304,
-0.021916706,
-0.024356948,
-0.0024194014,
-0.040620174,
-0.04659195,
0.03249614,
0.07457136,
-0.013580477,
-0.018051727,
-0.033466175,
0.027706597,
0.006941806,
-0.0025974936,
-0.030753111,
0.031253286,
-0.003023778,
0.043681845,
-0.03904387,
-0.026994228,
-0.03401182,
0.0038782416,
-0.040680803,
0.045106582,
-0.019370368,
0.0154144475,
0.010238406,
-0.0055473824,
-0.003993812,
0.008881874,
-0.012974205,
-0.017733434,
0.006392373,
0.004016547,
-0.049956754,
-0.07681457,
0.032193005,
-0.000094966716,
0.0038744523,
0.057171382,
-0.00008330309,
-0.037891954,
0.06899367,
0.009056177,
-0.043742474,
-0.017415142,
-0.05486755,
0.014626294,
0.021371063,
-0.01968866,
0.015702426,
-0.030919835,
0.027145797,
0.0027945316,
-0.011981436,
0.042438988,
-0.060990892,
0.0003746567,
-0.017081693,
-0.0049145864,
-0.008396857,
0.05392783,
-0.034314953,
0.023447542,
-0.003381857,
0.016308697,
-0.049532365,
0.0035864736,
-0.018445803,
0.05298811,
-0.016551206,
0.05350344,
-0.018006258,
-0.030465132,
0.002608861,
-0.028358338,
0.008821247,
-0.017339358,
0.006631092,
-0.00767691,
-0.00076115463,
-0.032981157,
-0.0030408294,
-0.007036536,
-0.048198566,
0.009238059,
0.0114661055,
-0.010291455,
-0.010101995,
0.018733783,
0.060505874,
-0.030540915,
-0.0726313,
-0.030934991,
0.039074183,
0.012049641,
0.0058618854,
0.032011125,
-0.03555781,
-0.029601196,
-0.040892996,
0.025326982,
-0.051502746,
0.0034595355,
-0.0179911,
-0.04186303,
-0.006661406,
0.014633873,
0.02393256,
-0.05080553,
-0.0048198565,
-0.0035220573,
-0.004247688,
-0.06693235,
-0.0071464228,
-0.025357297,
0.021765139,
-0.041438643,
0.032617394,
0.008457485,
-0.0012883265,
-0.029510254,
0.016520893,
0.0131257735,
0.03207175,
-0.010117152,
-0.018915664,
-0.013785093,
-0.022962525,
-0.0033496488,
0.053230617,
-0.00753671,
0.017248418,
-0.007843635,
0.025993882,
-0.016960438,
-0.06062713,
-0.03207175,
-0.018188138,
0.046137244,
-0.008859139,
-0.0031772405,
-0.029858861,
0.051229924,
0.019703817,
-0.0156418,
-0.013580477,
-0.018445803,
-0.048047,
-0.07154001,
0.046410065,
-0.022022804,
0.0050813113,
-0.022492664,
-0.002887367,
0.034921225,
-0.035012167,
0.006479524,
0.075602025,
0.014012445,
0.012822637,
-0.062324688,
0.0007521553,
0.014262532,
-0.02006758,
0.025069317,
-0.023978028,
-0.0031905025,
-0.0019163856,
-0.021264965,
-0.06359786,
-0.019188486,
-0.003762671,
0.051745255,
-0.01488396,
0.0055739065,
-0.01812751,
-0.06138497,
-0.027630813,
0.032647707,
0.04653132,
0.00069200183,
0.01940068,
0.029328372,
0.021325592,
0.030465132,
-0.005990718,
-0.032647707,
-0.01955225,
0.05204839,
-0.033920877,
-0.025751373,
0.018582216,
0.04601599,
-0.04734979,
-0.033132724,
-0.02302315,
0.024720712,
-0.03786164,
-0.012042063,
-0.024781339,
0.006468157,
-0.034981854,
0.024281165,
0.019703817,
-0.033920877,
0.007119898,
0.006274908,
0.004948689,
-0.031162344,
-0.013974553,
0.032162692,
-0.03998359,
0.002129528,
-0.049107973,
-0.02322019,
-0.016611833,
-0.013163665,
0.029858861,
0.010344503,
0.04610693,
0.017778905,
-0.039741084,
0.077117704,
-0.0077602724,
-0.0041415906,
-0.023887089,
0.0063469023,
-0.05053271,
-0.022962525,
0.026766878,
0.031344224,
0.034739345,
-0.02067385,
-0.011102343,
0.025751373,
0.005122992,
-0.0053427657,
-0.04516721,
-0.0020935305,
-0.052109018,
-0.04874421,
-0.02440242,
-0.0059035667,
-0.0066197244,
0.004471251,
0.01729389,
-0.024660084,
0.021280121,
0.010238406,
-0.033314608,
-0.010321769,
-0.038225405,
-0.0005920618,
-0.04628881,
-0.035588123,
-0.0051116245,
-0.03455746,
0.024099283,
-0.005869464,
-0.026433427,
-0.029783076,
-0.04710728,
-0.00064132136,
-0.023568796,
-0.016717931,
0.0042931587,
-0.011549468,
-0.0073358826,
0.015323507,
-0.019036919,
0.02491775,
0.02322019,
-0.02181061,
0.035709377,
-0.0070062224,
0.025160259,
-0.021765139,
0.0009283529,
0.018430647,
0.014345895,
0.020643538,
0.020855732,
0.015944935,
-0.04862296,
-0.0009330894,
0.006881179,
-0.007798164,
0.017839532,
0.029252589,
0.0051836194,
0.016429951,
0.022992838,
0.013209135,
-0.009078912,
0.006081659,
0.003004832,
-0.015058263,
-0.0035201625,
-0.020961829,
0.011291803,
-0.026145449,
0.031101717,
0.047198217,
-0.0197796,
0.02543308,
0.03249614,
-0.026554681,
-0.02024946,
-0.00096103473,
0.03858917,
0.045470346,
0.01615713,
-0.06565918,
-0.020976987,
-0.009738232,
-0.012890843,
0.0064113187,
-0.06869054,
-0.016930126,
0.03434527,
-0.03998359,
0.017021066,
0.0015772526,
0.04874421,
0.029313216,
0.04013516,
-0.00664246,
0.0050093164,
-0.014868803,
-0.021067927,
0.01252708,
-0.06505291,
-0.016551206,
-0.026130293,
0.04762261,
0.0063241674,
-0.0540794,
0.023129249,
0.03583063,
0.023811305,
-0.032465827,
-0.03428464,
-0.024841966,
0.008874296,
0.02567559,
-0.00074362964,
0.016505735,
-0.013959397,
0.029464785,
-0.04431843,
0.009101648,
-0.03066217,
-0.0011386533,
-0.0038744523,
0.01756671,
0.031495795,
0.04583411,
0.021128554,
-0.019612877,
0.0020594278,
0.014254954,
0.037225056,
0.013262184,
-0.009760967,
-0.03683098,
0.05025989,
0.04531878,
0.028206771,
0.00055511715,
0.051593687,
0.03537593,
-0.039074183,
0.0077564833,
-0.011132657,
-0.0007062113,
0.053564068,
-0.007949732,
-0.059687406,
0.006468157,
-0.014861225,
-0.013216713,
0.015763054,
0.013353125,
-0.037406936,
-0.004084753,
-0.0056307446,
0.03886199,
-0.0050131055,
-0.060263366,
0.015080998,
-0.018900506,
0.023356602,
-0.016126815,
0.036194395,
-0.01045818,
0.033163037,
0.018824723,
0.040862683,
0.047410414,
-0.008078565,
-0.011511575,
0.0051267813,
0.027357992,
-0.017127164,
-0.0064188973,
-0.004452305,
-0.050381143,
-0.0677205,
0.043833412,
0.0013195873,
-0.0359822,
0.02731252,
-0.01638448,
-0.023295974,
-0.0569895,
0.029661823,
-0.02807036,
0.03658847,
0.02322019,
-0.042742126,
-0.07154001,
0.06693235,
-0.02288674,
0.037801012,
-0.012511924,
0.07869401,
0.019991795,
0.10591559,
0.014846068,
-0.0110265585,
0.020188833,
0.039710768,
-0.022174371,
-0.0114206355,
0.01257255,
-0.013830564,
0.038164776,
-0.04822888,
-0.053109363,
-0.0030124104,
-0.004592505,
-0.021083083,
0.0019230167,
0.02190155,
0.009647292,
-0.031404853,
0.0011935966,
0.026084822,
0.009124382,
0.025478551,
0.021749983,
-0.0027869532,
-0.028418966,
0.009291108,
-0.04107488,
0.03928638,
-0.0281613,
0.003997601,
-0.007400299,
-0.045379404,
-0.010768893,
0.008768198,
-0.0040051797,
-0.0152174095,
0.017384829,
0.036679413,
0.05986929,
-0.026342487,
-0.021280121,
-0.013625947,
0.03677035,
0.029252589,
0.035860945,
0.096700266,
0.07808774,
-0.011087186,
0.011579782,
0.015043106,
0.029176805,
-0.012754432,
-0.00068679167,
-0.0063317455,
0.015156782,
-0.02203796,
-0.039225753,
-0.02505416,
0.047076967,
-0.0011225492,
-0.022083431,
-0.06329472,
-0.023871932,
-0.052775916,
0.002618334,
-0.015763054,
0.035194047,
0.009609399,
-0.030525759,
-0.0215681,
-0.05080553,
0.2759747,
0.07050935,
0.003692571,
0.016808871,
0.03334492,
0.030010428,
0.006748557,
-0.020719321,
-0.029510254,
-0.00701759,
0.003796774,
-0.03931669,
0.037649445,
0.028585691,
-0.007733748,
0.03231426,
-0.05553445,
0.021962177,
0.008396857,
-0.028343182,
-0.047501355,
0.036285337,
-0.00042036388,
0.043409023,
0.067114234,
0.027009385,
0.0024080337,
-0.025599806,
0.023887089,
-0.033799622,
0.026675936,
-0.02250782,
0.038831674,
-0.037194744,
0.0019249113,
0.010587012,
-0.018445803,
-0.018445803,
-0.0038839253,
0.02670625,
0.0086924145,
-0.014156435,
0.018112354,
-0.0120041715,
-0.017399985,
0.035709377,
-0.034921225,
0.018764095,
0.036618784,
-0.040377665,
0.0052442467,
-0.017157476,
0.013178822,
-0.019946326,
-0.053867202,
0.022901898,
-0.035406243,
-0.04677383,
0.016429951,
0.03410276,
0.014171591,
0.027706597,
0.01883988,
0.00047104436,
-0.036679413,
0.028009733,
-0.0021977334,
0.030434819,
-0.04704665,
0.0071047414,
0.007525342,
0.001740188,
-0.011428214,
-0.048047,
0.0058618854,
0.021189181,
-0.01356532,
0.03758882,
0.03301147,
-0.06832677,
0.013391017,
0.011041716,
-0.021401376,
-0.0018889139,
0.04822888,
0.043166514,
-0.05110867,
0.00043078416,
-0.010321769,
0.00730178,
0.047016338,
0.013428909,
-0.02067385,
0.019430995,
0.0090334425
] |
from transformers import BridgeTowerProcessor, BridgeTowerForMaskedLM
from PIL import Image
import requests
url = "http://images.cocodataset.org/val2017/000000360943.jpg"
image = Image.open(requests.get(url, stream=True).raw).convert("RGB")
text = "a looking out of the window"
processor = BridgeTowerProcessor.from_pretrained("BridgeTower/bridgetower-base-itm-mlm")
model = BridgeTowerForMaskedLM.from_pretrained("BridgeTower/bridgetower-base-itm-mlm")
prepare inputs
encoding = processor(image, text, return_tensors="pt")
forward pass
outputs = model(**encoding)
results = processor.decode(outputs.logits.argmax(dim=-1).squeeze(0).tolist())
print(results)
.a cat looking out of the window. |
[
-0.006467124,
-0.03433629,
-0.024719393,
-0.011053276,
0.016826151,
-0.0009917853,
0.010034131,
0.02831718,
0.009049186,
0.03228432,
-0.0052291024,
-0.035430674,
0.029986115,
-0.012270778,
0.018481405,
0.015895924,
-0.0013859344,
-0.024377398,
-0.053706884,
-0.022503266,
0.021490961,
-0.0012004022,
-0.03890534,
-0.021449922,
-0.0006318356,
0.056306046,
0.004897367,
-0.012954768,
0.08525249,
0.012954768,
-0.06287235,
-0.008474634,
0.0037619441,
0.00059293373,
-0.019589469,
0.006884358,
0.024021724,
-0.0034592787,
-0.07315955,
-0.06621022,
0.025526501,
-0.03441837,
0.03772888,
-0.015950643,
-0.040683717,
-0.062489312,
-0.041860178,
-0.016060082,
-0.00046254814,
-0.023118857,
-0.013173644,
-0.02365237,
0.014965698,
0.0044254144,
-0.00051598484,
-0.034308933,
-0.01010937,
-0.022790542,
-0.038166635,
0.036196742,
0.0162516,
0.030888982,
-0.029821958,
-0.058494814,
-0.023693409,
0.026908161,
0.031983364,
0.0014244089,
-0.002498273,
-0.012859009,
-0.018276209,
0.023337733,
-0.0015013578,
-0.028235102,
0.007277652,
0.018590845,
0.057181552,
-0.013030007,
0.01217502,
0.0444867,
-0.03173713,
0.0188918,
0.026155772,
-0.017168146,
-0.04670283,
-0.045389567,
0.005875473,
-0.02960308,
0.007818004,
-0.040218603,
-0.013707156,
0.04166866,
-0.031189937,
0.009521139,
0.023501892,
0.05578621,
-0.023365093,
0.017058708,
-0.022503266,
0.042680968,
0.0052359425,
0.04921991,
-0.00080881803,
0.012400736,
-0.069383934,
0.0150477765,
0.06002695,
0.009603217,
-0.036853373,
-0.03701753,
-0.013344642,
-0.01823517,
-0.011648348,
0.008495154,
-0.008994467,
-0.010629202,
0.023200937,
-0.021436242,
-0.025813777,
-0.019876745,
0.01079336,
-0.0029343164,
-0.017646939,
-0.07195573,
-0.0023375354,
0.003043755,
-0.0050923047,
0.03299567,
-0.040628996,
-0.04659339,
-0.0023392453,
-0.035430674,
0.033433422,
0.05124452,
-0.0047708293,
0.0060293707,
-0.008269438,
0.018768681,
0.026757684,
-0.04653867,
0.034254212,
-0.024596276,
0.006350846,
0.082078785,
-0.014035472,
0.03972613,
0.00032297146,
0.011210593,
-0.0593156,
0.02556754,
-0.016415756,
-0.012633293,
0.007879563,
0.034308933,
0.0011696226,
-0.019698909,
-0.013105245,
0.018166771,
0.012653813,
0.021094248,
0.012968448,
0.030423868,
-0.05805706,
0.03978085,
-0.0527493,
0.004319396,
-0.008132639,
-0.017400702,
-0.0027291195,
-0.04804345,
0.042106416,
-0.015211934,
-0.038823266,
0.010854919,
0.030724823,
0.0012970158,
0.044131026,
0.017811095,
-0.0037585243,
0.014965698,
-0.013447241,
0.00876875,
0.021395203,
0.017113427,
0.019220116,
0.026470408,
0.0041415584,
-0.0048118685,
-0.028016225,
0.00043625728,
0.004428834,
0.014404827,
-0.026757684,
0.0102530075,
0.006805699,
-0.0026590105,
-0.042188495,
-0.034035336,
-0.006597082,
-0.024856191,
-0.024596276,
0.000018970031,
-0.009165464,
0.014377466,
-0.003303671,
-0.050013337,
-0.021395203,
0.011860384,
-0.040218603,
0.0081121195,
0.06631966,
-0.006863838,
-0.067304604,
-0.019958824,
0.03307775,
-0.013228363,
-0.024514196,
0.0216688,
0.016579915,
0.01886444,
0.018796042,
0.018029973,
0.08465058,
-0.019055957,
-0.032475837,
-0.009124424,
0.013994432,
0.028727574,
-0.01211346,
0.011381591,
-0.010519764,
0.013365162,
0.017400702,
0.0499039,
0.03510236,
0.012612773,
0.035895787,
0.033351347,
0.0012645263,
-0.017783737,
-0.023474531,
0.042790405,
0.020930089,
0.04508861,
0.012079261,
0.015553929,
-0.008577233,
0.0073118517,
0.04232529,
0.021997115,
-0.022434868,
0.06451392,
0.0063474257,
0.015444491,
-0.031272016,
-0.008720871,
-0.0123049775,
0.04525277,
-0.031463534,
0.0077154054,
0.0044630338,
0.007749605,
-0.033570223,
0.014486905,
0.046046197,
0.022120232,
0.021819277,
0.002759899,
0.04054692,
-0.07015,
0.02630625,
-0.027578471,
-0.052475702,
0.011538909,
-0.034007974,
0.011962983,
0.045471646,
-0.04711322,
0.007975321,
-0.028399259,
0.010820719,
-0.025718018,
-0.0114910295,
0.05184643,
0.042161133,
-0.00405264,
-0.040109165,
-0.0011114836,
-0.048754796,
-0.036114663,
0.01748278,
0.021723518,
-0.0060327905,
-0.014555304,
0.013385681,
-0.01685351,
-0.030971061,
0.00060362107,
-0.055074863,
-0.009835774,
-0.052338906,
-0.036743935,
0.006662061,
0.031928647,
-0.024746753,
0.03846759,
-0.01415859,
0.008980786,
0.09006778,
0.03299567,
-0.046784908,
0.06818011,
0.004979446,
0.04046484,
-0.023460852,
0.06462336,
0.0417781,
0.011901423,
-0.044650856,
0.024336359,
-0.04158658,
-0.018755002,
-0.024842512,
-0.029438924,
-0.05685324,
0.04188754,
0.030204993,
-0.06741404,
0.0068398984,
0.021272084,
-0.021012168,
-0.027482713,
-0.0015954063,
0.03775624,
0.02894645,
0.051436037,
-0.049028393,
0.017414382,
-0.014377466,
0.01346776,
-0.01211346,
-0.009637417,
0.01696295,
0.04183282,
-0.06604606,
-0.020478657,
0.04325552,
-0.020547055,
-0.0079000825,
-0.034992922,
0.017209185,
-0.015567609,
-0.002424744,
0.032038085,
-0.0037482644,
0.015895924,
-0.030779544,
0.030451229,
0.03302303,
0.0040970994,
-0.0013320702,
0.020930089,
-0.0025581222,
-0.0068262187,
-0.019753627,
-0.06008167,
0.03099842,
0.038111914,
0.08185991,
-0.026196811,
0.03841287,
-0.005054685,
-0.049110472,
0.0032899913,
0.0064808037,
-0.015280333,
0.05039637,
0.044732936,
0.05729099,
0.01350196,
-0.0103419265,
0.009904173,
0.004938407,
0.071791574,
0.02161408,
0.0019339813,
-0.026661925,
-0.019671548,
-0.07195573,
-0.030533306,
0.002429874,
0.016060082,
0.003635406,
-0.013775555,
-0.03510236,
-0.04525277,
0.023050457,
0.022366468,
-0.0038235034,
0.018330928,
0.003496898,
0.010246168,
0.03359758,
0.006607342,
-0.009014986,
0.038029835,
-0.03761944,
0.03217488,
-0.015075136,
-0.0017108297,
-0.031381454,
-0.0059643914,
-0.014719462,
0.02426796,
-0.040847875,
0.005465079,
-0.05266722,
-0.017222865,
0.00008790338,
0.065663025,
-0.046976425,
-0.0070382557,
-0.008289957,
0.011497869,
0.020738572,
0.0061764284,
-0.0068877777,
-0.02699024,
0.019904105,
0.028399259,
-0.083884515,
-0.025334984,
0.0031446433,
-0.010601843,
-0.044295184,
0.041340347,
0.04024596,
0.01815309,
-0.02154568,
0.0006108884,
0.016771432,
0.052338906,
0.019876745,
-0.011634667,
-0.008905548,
-0.0031891027,
0.0429272,
-0.025594901,
-0.015677048,
-0.027975185,
0.0115799485,
-0.013960233,
0.0070998147,
-0.020642813,
-0.020984808,
-0.027701588,
0.017113427,
0.015936963,
0.007605967,
0.023228295,
-0.011231113,
-0.0068877777,
0.011251633,
-0.023064138,
-0.050204854,
0.01954843,
-0.008460955,
0.008727711,
0.042270575,
0.017113427,
-0.003638826,
0.05181907,
0.046100914,
-0.073870905,
-0.00039414916,
-0.034473088,
0.020752253,
-0.0012918859,
-0.004117619,
0.0024401338,
-0.0135087995,
0.07315955,
-0.044322543,
-0.039917648,
0.020150341,
-0.037592083,
-0.013159965,
0.017003987,
0.001008885,
-0.0066312817,
0.031162579,
-0.024473157,
-0.0011225983,
-0.034719326,
-0.05127188,
-0.038713824,
-0.015868565,
0.023118857,
0.019124357,
-0.04257153,
0.04188754,
-0.0027804188,
-0.07578608,
-0.003854283,
-0.036826015,
0.01822149,
-0.024103802,
0.03688073,
-0.0031737129,
0.021285765,
-0.031217298,
-0.030560667,
-0.012735891,
-0.05190115,
0.00072460173,
0.0030728243,
0.014268029,
-0.015841205,
0.0057044756,
0.04973974,
-0.014076511,
-0.05800234,
-0.048809517,
0.05805706,
0.0013312153,
0.009014986,
0.032831512,
-0.020437617,
-0.03775624,
-0.011176394,
0.00044844084,
-0.034828763,
-0.007277652,
-0.029220046,
-0.054199357,
0.000052074072,
0.03578635,
0.04569052,
-0.082078785,
-0.0014038892,
-0.02016402,
0.028289821,
-0.04730474,
-0.018755002,
-0.041559223,
0.037592083,
-0.028672855,
0.031299375,
-0.011607308,
0.038768545,
-0.01545817,
-0.008905548,
0.008372036,
-0.0012525565,
-0.017291263,
0.0017715337,
-0.03562219,
-0.022147592,
-0.0162516,
0.038960062,
-0.03567691,
0.036224104,
-0.046265073,
-0.0028659175,
0.02291366,
-0.029137967,
-0.024418438,
-0.0036935452,
0.0296578,
-0.0077974843,
0.028399259,
0.011101156,
0.0633101,
0.012982127,
0.011819345,
-0.02495195,
-0.015143535,
-0.04659339,
-0.060191106,
0.033378705,
-0.035485394,
-0.026155772,
0.0004916177,
-0.026798723,
0.009370661,
-0.014678422,
0.013837115,
0.086839356,
0.008495154,
0.045991477,
-0.07605967,
0.038193993,
0.03789304,
0.011436311,
-0.0033327406,
0.017031347,
0.01549921,
0.009220183,
0.0075922874,
-0.03239376,
-0.012373377,
0.006925397,
0.03573163,
0.007872723,
-0.0081258,
0.029767238,
-0.0698764,
-0.010232489,
0.019507391,
0.019220116,
0.0054001,
0.02229807,
0.02897381,
0.01075232,
0.031490892,
0.016552554,
-0.021846635,
-0.026018973,
0.03318719,
0.02359765,
-0.057072114,
0.034226853,
0.024254281,
-0.047578335,
-0.05053317,
0.0024486836,
-0.003991081,
-0.04569052,
-0.00009623951,
-0.009117585,
-0.01629264,
-0.043064002,
0.0029103768,
-0.0066141817,
-0.038577028,
0.018057331,
-0.014035472,
0.0040697395,
-0.026525127,
-0.0056942157,
0.057017393,
-0.040519558,
0.002896697,
-0.0821335,
-0.01421331,
-0.015061457,
0.008235238,
0.03915158,
0.015198255,
0.03036915,
0.02831718,
-0.023310374,
0.06440449,
-0.015882244,
0.027414313,
0.008030041,
-0.013221524,
-0.060409985,
0.0056771156,
0.015964324,
-0.01010937,
0.0063611055,
-0.031272016,
0.04377535,
0.034664605,
0.028891731,
-0.012571733,
-0.031326737,
0.018960198,
-0.041203547,
0.006658641,
-0.012407576,
-0.012975288,
-0.013529319,
0.0036969653,
-0.008433595,
0.0027068898,
0.004603252,
-0.003977401,
0.0071955733,
-0.034035336,
-0.020697532,
-0.022434868,
-0.041285627,
-0.05121716,
-0.017729018,
-0.028371898,
0.012619613,
-0.009220183,
-0.05335121,
-0.01953475,
-0.023843886,
0.00020925814,
0.03567691,
-0.018919159,
-0.01608744,
0.04579996,
-0.017441742,
-0.011333712,
-0.017715337,
0.03863175,
0.007154534,
-0.018276209,
0.013946553,
0.003502028,
0.017113427,
-0.012469135,
0.023050457,
0.013235204,
0.0021340484,
-0.015909605,
0.027742628,
0.025991615,
-0.026114732,
0.0048289686,
-0.02233911,
-0.034691967,
0.022585345,
0.045663163,
-0.023283014,
0.02222967,
0.032229602,
0.013611398,
-0.0004988851,
0.012523854,
-0.01281797,
-0.0075854473,
0.0008690946,
-0.007818004,
0.0005326571,
-0.047441535,
0.07748237,
0.061887402,
-0.0055676773,
0.038823266,
0.00055616925,
-0.0065731425,
-0.024158522,
-0.006251667,
0.046921704,
0.059260882,
0.007941122,
-0.004121039,
-0.025389703,
0.020314498,
0.021449922,
0.016949268,
-0.063255385,
-0.035075,
0.02633361,
-0.042626247,
-0.007612807,
-0.012263938,
0.040711075,
0.014952018,
0.009165464,
0.0024794631,
0.012058741,
0.0129410885,
0.022092873,
0.031272016,
-0.09231127,
-0.021873996,
-0.020464977,
0.02554018,
-0.024637315,
-0.032749433,
0.051518116,
0.05871369,
0.040628996,
0.026087373,
-0.029384205,
-0.019384272,
0.01146367,
0.019042278,
-0.0025444422,
0.035813708,
-0.040793154,
0.042899843,
-0.042626247,
0.013536159,
-0.026046334,
0.007920602,
0.012537534,
0.021791916,
0.016306318,
0.0593156,
0.02630625,
-0.048590638,
0.03239376,
0.030560667,
0.008351516,
0.0062550874,
-0.0024059343,
-0.02426796,
0.105225,
0.03034179,
0.024719393,
-0.009945213,
0.015772806,
0.010971197,
-0.028399259,
-0.0077906447,
0.0015389771,
0.00044886835,
0.00877559,
-0.000105804684,
-0.029794598,
-0.007989001,
-0.02300942,
-0.001822833,
0.021299444,
0.010519764,
-0.026771363,
-0.03302303,
-0.015143535,
0.044185746,
-0.013864474,
-0.042981923,
0.00673388,
-0.032612637,
-0.0015492371,
0.025252905,
0.031928647,
-0.038604386,
0.036059946,
0.02625153,
0.011867224,
0.006463704,
-0.017852135,
0.008399395,
0.00029005445,
0.029274765,
-0.014240669,
-0.019438991,
-0.028453978,
-0.028618136,
-0.005324861,
0.0417781,
-0.034801405,
-0.04722266,
0.0035259677,
-0.034007974,
-0.020314498,
-0.04188754,
0.0011208884,
-0.033214547,
0.036333542,
0.05113508,
-0.05811178,
-0.057728745,
0.06801595,
-0.0034575688,
0.025458103,
0.00097212056,
0.07463697,
-0.025526501,
0.042845126,
0.008871349,
0.0048734276,
-0.016333677,
-0.0013782396,
-0.011333712,
-0.03233904,
0.030588027,
-0.015882244,
0.026812403,
-0.008912388,
-0.051709633,
0.015690727,
0.018645564,
-0.019835705,
-0.04325552,
0.0059507117,
-0.013365162,
-0.014623703,
0.013884994,
0.02426796,
-0.019890426,
-0.00809844,
-0.009049186,
-0.012995807,
-0.00405264,
0.011962983,
-0.051053002,
0.017879495,
0.03310511,
-0.0019664709,
-0.03031443,
-0.020588094,
-0.009986252,
0.024527876,
0.0027787087,
-0.0013722547,
0.02428164,
0.04054692,
0.003166873,
-0.011812504,
-0.011354231,
-0.019302193,
0.028618136,
0.06451392,
0.023132537,
0.094117,
0.047578335,
-0.029521002,
0.01147051,
0.026087373,
0.01961683,
-0.029575722,
0.03173713,
-0.00076606864,
0.00203145,
-0.004387795,
-0.026018973,
-0.00804372,
0.07376146,
-0.0016202009,
-0.016415756,
-0.03660714,
0.00032382645,
-0.0769899,
-0.0134746,
-0.028837012,
0.005519798,
0.012859009,
-0.02627889,
0.018686604,
-0.078029566,
0.21964282,
0.06183268,
0.021764558,
0.039507255,
0.019438991,
0.02296838,
0.014952018,
-0.0054855985,
-0.004100519,
-0.048809517,
0.012010862,
-0.0065321033,
0.011744106,
0.028070943,
0.00078316836,
0.047578335,
-0.046784908,
0.015786486,
0.038877983,
-0.01147051,
-0.048918955,
0.0106770815,
0.0058310134,
0.07343315,
0.015252974,
0.042270575,
0.0153487325,
-0.0065047434,
0.025800098,
-0.010854919,
0.034117416,
-0.027824707,
0.052448343,
-0.0027975186,
-0.023925966,
0.015088816,
-0.03854967,
-0.03644298,
0.033323985,
-0.017783737,
0.004528013,
-0.006805699,
-0.002491433,
-0.0049418267,
-0.02028714,
0.016278958,
-0.011135355,
-0.0024025145,
0.041504506,
-0.047441535,
0.024527876,
-0.030971061,
0.0031224138,
-0.006822799,
-0.07348787,
-0.007503369,
-0.017304944,
-0.056579642,
0.017838456,
-0.00015400459,
0.028754933,
-0.0012713661,
0.014897299,
-0.007920602,
-0.04913783,
0.030150272,
0.007818004,
0.042845126,
-0.051353958,
-0.03258528,
0.019863065,
-0.007694886,
0.008214718,
-0.014815221,
0.039397817,
-0.033351347,
-0.02292734,
0.018125731,
0.04041012,
-0.041258268,
0.0121203,
0.011306352,
-0.02834454,
-0.03846759,
0.05865897,
0.03647034,
-0.059425037,
-0.009398021,
-0.009582698,
0.019165397,
0.012660652,
0.03034179,
-0.037674163,
-0.0051607033,
0.021244725
] |
BridgeTowerConfig
[[autodoc]] BridgeTowerConfig
BridgeTowerTextConfig
[[autodoc]] BridgeTowerTextConfig
BridgeTowerVisionConfig
[[autodoc]] BridgeTowerVisionConfig
BridgeTowerImageProcessor
[[autodoc]] BridgeTowerImageProcessor
- preprocess
BridgeTowerProcessor
[[autodoc]] BridgeTowerProcessor
- call
BridgeTowerModel
[[autodoc]] BridgeTowerModel
- forward
BridgeTowerForContrastiveLearning
[[autodoc]] BridgeTowerForContrastiveLearning
- forward
BridgeTowerForMaskedLM
[[autodoc]] BridgeTowerForMaskedLM
- forward
BridgeTowerForImageAndTextRetrieval
[[autodoc]] BridgeTowerForImageAndTextRetrieval
- forward |
[
0.0011203274,
-0.026970359,
-0.04737063,
-0.020490272,
0.037830506,
0.0014925199,
-0.01202266,
-0.0037294247,
0.03396045,
0.007912605,
-0.021570288,
-0.038130507,
0.03669049,
-0.04200056,
0.018240243,
-0.010432639,
-0.00047719385,
-0.002791912,
-0.032010425,
-0.018690249,
0.01055264,
0.013635182,
-0.034920465,
-0.008542614,
-0.017415231,
0.02541034,
0.03162042,
-0.011130149,
0.063660845,
0.014565194,
-0.024600327,
0.007950106,
0.040200535,
-0.022860304,
-0.01876525,
-0.013185175,
0.020655274,
-0.0031969175,
-0.06912092,
-0.030165402,
0.051930692,
-0.012465166,
0.028275376,
-0.039270524,
-0.058800783,
-0.02781037,
0.010327637,
-0.016050214,
-0.019365259,
0.0012506417,
-0.020475272,
-0.014062687,
0.0033562947,
-0.0044550593,
-0.0016987727,
0.0040763044,
-0.01569021,
-0.019875264,
0.011917659,
0.0028012872,
0.017220229,
0.0019012754,
0.015735209,
-0.06444086,
-0.028950386,
0.014587694,
0.022095295,
-0.0004136774,
0.00068813417,
-0.022650301,
-0.039990533,
0.0044063088,
-0.03606048,
-0.05331071,
-0.027270364,
0.014392692,
0.017505232,
0.009495126,
0.0059025786,
0.0526807,
-0.005943829,
0.038670514,
-0.00034078577,
-0.000601883,
-0.022725303,
-0.03078041,
0.019665262,
-0.01719023,
-0.014895198,
-0.030495405,
-0.022320297,
0.028110374,
-0.030930411,
0.028815383,
-0.015495206,
0.045420606,
-0.05409072,
0.030300403,
0.011175149,
0.021600287,
0.015405205,
0.07194096,
-0.01128765,
0.02179529,
-0.045930613,
-0.002542534,
0.019320257,
0.00089860574,
-0.017865239,
-0.019320257,
-0.008595115,
-0.006232583,
-0.0033656699,
0.01197766,
-0.02550034,
-0.02175029,
0.00076079136,
-0.023115307,
-0.02106028,
-0.02173529,
0.0011400152,
-0.03081041,
-0.0014034562,
-0.058140773,
0.035760477,
-0.031860422,
-0.00052735076,
0.027345365,
-0.018330244,
-0.01275767,
0.00036305172,
-0.0070163435,
0.010215136,
0.045450605,
-0.010312637,
-0.01350768,
-0.013972686,
0.03897052,
0.033510447,
0.010920146,
0.0052838204,
-0.040980544,
-0.025155336,
0.059610795,
-0.014107687,
0.019125255,
0.008122608,
-0.03390045,
-0.03966053,
0.02629535,
-0.021930292,
0.010425139,
0.028305376,
0.042420566,
-0.04716063,
0.019785263,
0.032160427,
0.019125255,
0.0041438052,
0.0005053192,
-0.025185335,
0.01122765,
-0.039330523,
0.057180762,
-0.05019067,
0.016995227,
-0.0011437652,
0.005043817,
0.0128326705,
-0.056250747,
0.050670676,
-0.0022837804,
0.027660368,
-0.0019078379,
0.009592628,
0.029610394,
0.0600608,
-0.0023644066,
0.021345284,
0.0022669053,
0.02100028,
-0.005490073,
-0.01122765,
0.053850718,
-0.0064988364,
0.02031027,
0.002416907,
0.008032607,
0.003903802,
0.04653062,
0.002026902,
0.03900052,
-0.040140536,
0.03978053,
-0.014842697,
0.012232663,
-0.01129515,
0.0020212769,
0.04353058,
-0.04191056,
0.00086860533,
0.04281057,
0.01801524,
0.0090226205,
0.007995106,
-0.003997553,
-0.0080776075,
0.0120901605,
-0.040950544,
0.0038513013,
0.048270643,
0.01947026,
-0.027090361,
-0.019875264,
0.040860545,
0.013935186,
-0.02553034,
0.024330324,
0.009525127,
-0.003225043,
0.022935305,
0.03204043,
0.060420804,
0.0057600765,
-0.012990173,
-0.013920185,
-0.0031162915,
-0.0004936003,
0.03231043,
-0.019740263,
0.027690368,
0.0019481509,
0.008692616,
0.035700474,
0.016875224,
0.02863538,
0.007965106,
-0.0044175587,
0.010747643,
-0.013717683,
-0.03237043,
0.029550394,
0.043020573,
0.030750409,
0.018510247,
-0.022980306,
-0.018180242,
0.011535154,
-0.011527654,
0.05406072,
-0.04887065,
0.034410458,
-0.010200135,
0.016905226,
-0.05940079,
0.016695222,
-0.025875345,
0.03384045,
-0.022275297,
0.0049988166,
-0.0041625556,
0.029385392,
-0.03537047,
0.0047550634,
0.045600608,
0.04446059,
-0.000451881,
0.040830545,
-0.015495206,
-0.04200056,
-0.026670355,
-0.0600908,
-0.07392099,
0.010057634,
-0.022875305,
-0.007443849,
0.03450046,
-0.038550515,
-0.0011840783,
-0.05784077,
-0.006457586,
0.03222043,
-0.027570367,
0.0006740715,
0.058290776,
0.026190348,
-0.039960533,
0.0300004,
-0.023700316,
-0.007252597,
-0.001875025,
0.028770383,
-0.022275297,
-0.00225378,
0.0023587814,
-0.018975252,
-0.021465287,
-0.025755342,
-0.028455378,
0.011490153,
-0.005107568,
-0.022770302,
0.030420406,
0.0023794067,
-0.011602654,
0.051450685,
-0.010807644,
-0.030090401,
0.05082068,
0.051480684,
-0.059160788,
0.043830585,
0.010942645,
0.047640633,
-0.0114526525,
0.044850595,
0.03987053,
0.0025950347,
-0.06936093,
0.0035625475,
-0.011925159,
0.0050775674,
-0.012637668,
-0.03846051,
-0.06972093,
0.043680582,
-0.02095528,
-0.05016067,
-0.008752616,
-0.0002131669,
-0.04449059,
0.0045375605,
-0.010560141,
0.04587061,
0.0524107,
0.037110493,
-0.046860624,
0.041040547,
0.05034067,
0.025245337,
-0.011377651,
-0.057180762,
0.048630647,
0.05613075,
-0.0030937912,
-0.011722656,
0.007590101,
-0.01882525,
0.030195402,
-0.016575221,
-0.008370112,
0.046920624,
-0.0043125576,
0.00601883,
0.0018769,
0.0043200576,
-0.037200496,
0.00526507,
0.019995267,
0.017775238,
0.03963053,
0.035040468,
0.007927606,
-0.016860224,
-0.03366045,
-0.0061950823,
0.01878025,
0.05106068,
0.046170615,
-0.052860703,
0.040110532,
-0.00011912268,
-0.04197056,
0.016545221,
-0.012060161,
-0.04884065,
0.036420483,
0.06162082,
0.048240643,
-0.002326906,
0.019845264,
0.011940159,
0.046260618,
0.04557061,
0.02329531,
0.018570248,
-0.015930211,
0.0011475153,
-0.03537047,
-0.038160507,
0.010807644,
0.03831051,
-0.03144042,
-0.03144042,
-0.06444086,
-0.02622035,
-0.00017519764,
0.04062054,
0.03303044,
0.010230136,
0.0673209,
0.0067800903,
0.010830144,
0.0033225443,
-0.04134055,
-0.0019631512,
-0.06252083,
0.019785263,
-0.032430433,
-0.027435366,
-0.034710463,
0.017145228,
-0.026610354,
0.0003075041,
-0.048540648,
-0.0056663253,
-0.002696286,
-0.014505194,
-0.018720249,
0.05412072,
-0.027135361,
-0.0044775596,
-0.013477679,
0.023025306,
0.06474086,
-0.022350298,
0.02773537,
0.0016443969,
-0.0004945378,
0.035580475,
-0.059070785,
-0.009682629,
0.031260416,
-0.0301204,
-0.03453046,
0.053970717,
0.019275257,
-0.0048600645,
-0.029550394,
-0.04212056,
-0.0010772018,
0.019665262,
-0.0020512773,
0.02103028,
0.034020454,
0.027210362,
0.016575221,
-0.0016125215,
-0.013965186,
0.008370112,
-0.010125135,
-0.028095374,
0.018555246,
-0.02704536,
0.006135082,
-0.020685276,
-0.011737656,
-0.017790237,
0.03135042,
0.04122055,
-0.029010387,
-0.004185056,
0.043830585,
-0.0033994203,
-0.06462086,
0.016920226,
0.026955359,
0.0009112621,
0.022125294,
-0.017565234,
0.034050453,
0.04818064,
0.0141976895,
-0.05781077,
-0.006630088,
-0.007837605,
0.008857618,
-0.0035681725,
0.008752616,
0.03321044,
-0.016680222,
0.03903052,
-0.030720409,
0.010020133,
-0.010342638,
-0.056250747,
-0.016815225,
0.008670116,
-0.00034969216,
-0.02322031,
0.064920865,
-0.04047054,
0.03153042,
-0.03981053,
-0.02188529,
-0.02773537,
-0.017535234,
-0.008212609,
0.08424112,
0.009562627,
0.012945172,
-0.005482573,
-0.04416059,
-0.0054488224,
-0.0153602045,
0.042720567,
0.00096470036,
0.03078041,
-0.022245295,
-0.0028350377,
-0.045480605,
0.01431769,
0.007942606,
-0.017235229,
-0.011010147,
0.005572574,
-0.023085307,
-0.03297044,
-0.010680142,
0.071460955,
-0.03438046,
-0.051690686,
-0.04056054,
0.04080054,
-0.0047663134,
0.018615248,
0.027570367,
-0.01806024,
-0.01950026,
-0.0019237756,
0.045270603,
-0.023970319,
-0.0057263263,
-0.028755384,
-0.0676209,
0.03228043,
0.021645289,
0.0224403,
-0.056040745,
-0.029970398,
-0.051630687,
0.012660168,
-0.07170095,
-0.010102634,
-0.042030558,
0.018435245,
-0.012450166,
0.011685155,
0.00022347954,
0.0044700596,
-0.025740342,
-0.012382665,
0.01878025,
0.01951526,
-0.046980627,
0.0009628253,
0.027255364,
-0.04806064,
0.01572021,
-0.0019387758,
-0.038610514,
0.041610554,
-0.03600048,
-0.009330125,
-0.01948526,
-0.034950465,
-0.023475312,
-0.010402638,
0.037410498,
-0.02625035,
0.0057600765,
-0.0375005,
0.010612641,
-0.0024731578,
0.031500418,
-0.018375244,
-0.017835237,
-0.033450447,
-0.06576087,
0.017460233,
-0.04062054,
-0.02542534,
-0.022785304,
-0.018885251,
-0.0017072102,
-0.036570486,
0.017415231,
0.04644062,
0.0130426735,
0.046290617,
-0.06141082,
0.02409032,
0.015540207,
0.013905185,
-0.03594048,
-0.007436349,
-0.0095551275,
0.028860385,
-0.0035269218,
-0.03819051,
-0.012997673,
0.053100705,
0.041670553,
-0.049950667,
0.015870212,
0.028245376,
-0.035580475,
-0.018405246,
0.048480645,
0.029700395,
0.032760438,
0.0002903945,
0.0039225523,
-0.025605341,
0.032460432,
-0.013890185,
-0.026955359,
-0.023070307,
0.04215056,
-0.029010387,
-0.019410258,
0.032490432,
0.008902619,
-0.021255283,
-0.024120321,
0.019665262,
-0.0090226205,
-0.054270722,
-0.014865198,
-0.0035606725,
0.025470339,
-0.040950544,
-0.019665262,
0.005696326,
-0.0065663373,
-0.018945253,
-0.0027206612,
0.026475353,
-0.02338531,
0.012292664,
0.059190787,
-0.08370111,
0.011370151,
-0.03450046,
-0.026565354,
-0.014572694,
-0.0050625675,
0.028695382,
-0.014190189,
0.0023569064,
0.035670474,
-0.036420483,
0.045630608,
-0.047610633,
-0.013222676,
0.016980225,
-0.03144042,
-0.07140095,
-0.03321044,
0.03552047,
-0.02929539,
0.011932659,
-0.023985319,
0.034260456,
0.01123515,
0.039990533,
-0.031260416,
-0.04659062,
-0.008407612,
-0.02920539,
-0.01275767,
-0.0225303,
0.008002606,
-0.023775317,
-0.00078610424,
-0.02014527,
-0.020700276,
0.002482533,
0.0003459421,
-0.04050054,
-0.0038063007,
-0.009480126,
0.004863815,
-0.04212056,
-0.037980504,
0.018690249,
-0.02625035,
0.015645208,
0.010680142,
-0.035400473,
0.0067275898,
-0.0073988484,
-0.024135321,
0.008100108,
0.004657562,
-0.051630687,
0.0062775835,
-0.0527107,
-0.007200096,
-0.0054375725,
-0.0038963018,
0.033600446,
-0.048930652,
0.02628035,
0.024000319,
-0.008692616,
0.020790277,
-0.017025227,
0.050490674,
0.0039225523,
0.034770463,
0.0053550713,
0.050670676,
-0.030090401,
-0.0031144165,
-0.004833814,
-0.018945253,
-0.025350338,
0.03324044,
0.026430352,
0.022875305,
-0.002105653,
0.06846091,
0.02103028,
0.010335137,
-0.010695143,
-0.022305297,
0.01651522,
-0.029070387,
0.01795524,
-0.058830783,
0.0061238315,
0.026160348,
-0.015202702,
0.034830462,
0.0011175149,
-0.011077647,
-0.02553034,
-0.023670316,
0.016980225,
0.029040387,
-0.005613825,
0.005178819,
-0.02106028,
0.009442626,
-0.02920539,
-0.00375005,
-0.09054121,
-0.0046725622,
0.021660289,
-0.053970717,
0.04119055,
-0.037200496,
0.025875345,
0.018645247,
0.058770783,
0.023415312,
-0.00097501295,
-0.0032550434,
0.010102634,
0.011692655,
-0.04347058,
-0.03153042,
-0.031740423,
0.033480447,
-0.036330484,
-0.04422059,
0.036450487,
0.04719063,
0.00091782474,
-0.0047775637,
-0.051450685,
-0.044640593,
0.022860304,
0.015375204,
-0.0034837965,
0.04257057,
-0.036600485,
0.02922039,
-0.030300403,
0.029640395,
-0.007837605,
0.023895318,
0.0055688242,
0.043890584,
0.0061313314,
0.035640474,
0.01578021,
-0.021435285,
0.023040306,
-0.0056025744,
0.05100068,
-0.03156042,
-0.002263155,
-0.015232703,
0.06156082,
0.0065738377,
0.012210162,
-0.021435285,
0.039750528,
0.020790277,
-0.017340232,
0.0049725664,
0.021585288,
0.042480566,
0.024345323,
0.00075469754,
-0.05493073,
-0.0054638227,
-0.0058313278,
0.017010227,
0.04050054,
0.024240322,
-0.011610155,
0.007203846,
-0.017790237,
0.0056925756,
0.026520353,
-0.0527407,
-0.019980267,
-0.00900012,
-0.012922672,
0.00015656458,
0.022155294,
-0.00016230685,
0.052890703,
0.021165282,
0.010372638,
0.0035887978,
-0.022860304,
-0.01353018,
0.0048600645,
0.014010186,
-0.016815225,
-0.0028219125,
0.008055108,
0.008040107,
-0.022740303,
0.074641,
-0.01653022,
-0.051270682,
0.007203846,
-0.025905345,
-0.06288084,
-0.04971066,
0.0067125894,
-0.038040508,
-0.017820237,
0.03372045,
-0.031980425,
-0.07920106,
0.014752696,
-0.040920544,
0.026715355,
-0.016020214,
0.08046107,
-0.003605673,
0.05196069,
0.017340232,
0.019425258,
0.043800585,
-0.0053700716,
0.0015581457,
-0.016965225,
-0.0016865849,
0.024630329,
0.020550273,
-0.018240243,
-0.081361085,
0.011790157,
-0.003082541,
-0.008625115,
-0.06858091,
0.007316347,
-0.027300363,
-0.035070468,
-0.00059907045,
0.04809064,
-0.012067661,
0.05478073,
-0.00043945896,
-0.019650262,
-0.024615327,
-0.035190467,
-0.014467693,
0.031020412,
0.012240163,
-0.040230535,
-0.005021317,
-0.023055308,
-0.0056250747,
-0.022620302,
0.031800423,
-0.027285364,
-0.0049763164,
0.02922039,
0.074940994,
0.007158845,
0.0018131492,
-0.03084041,
0.0451506,
0.01882525,
0.017355232,
0.11976159,
0.057420764,
0.018255243,
0.00824261,
0.0062550833,
0.035820477,
-0.0016368967,
-0.020580273,
-0.028350377,
0.020325271,
-0.031500418,
-0.03663049,
-0.0070875944,
0.072180964,
-0.008190109,
-0.033330444,
-0.03534047,
0.006176332,
-0.05634075,
-0.009435126,
-0.021420285,
-0.014467693,
0.015465206,
-0.009270123,
-0.04428059,
-0.07296097,
0.26760358,
0.03081041,
0.011902658,
0.04872065,
0.045660608,
0.041370552,
0.060420804,
0.009652629,
-0.007830104,
-0.037020493,
0.031110413,
-0.030495405,
0.01352268,
-0.012390165,
-0.016980225,
0.02028027,
-0.015375204,
0.03084041,
0.04209056,
-0.034050453,
-0.022500299,
0.005325071,
0.019845264,
0.047730636,
0.047490634,
-0.03690049,
-0.017115228,
-0.01125765,
0.02478033,
-0.0053588212,
-0.011910158,
-0.02557534,
0.043800585,
-0.042300563,
-0.018375244,
0.02025027,
-0.009120122,
-0.05031067,
0.0058950786,
0.052830704,
-0.011175149,
-0.020730276,
0.036960494,
0.034140453,
-0.014557694,
0.014490193,
-0.006686339,
0.00897762,
0.018360244,
-0.05199069,
0.0059963297,
-0.07452099,
0.041130546,
-0.0451806,
-0.019215256,
-0.028140375,
-0.055380736,
-0.053940717,
0.008760117,
0.02472033,
0.016095214,
0.0044813096,
-0.011925159,
-0.0015450206,
-0.021690289,
0.012975173,
-0.01200766,
-0.006697589,
-0.0525007,
-0.02931039,
0.013492679,
-0.00007353613,
-0.0013397053,
-0.0016950226,
0.025050333,
0.032850437,
-0.005711326,
0.029535392,
0.0061913324,
-0.027480366,
0.0018769,
0.014062687,
-0.030420406,
-0.008617614,
0.043950584,
0.03663049,
-0.04668062,
0.013890185,
0.01647022,
0.037950505,
0.022905305,
0.029940398,
0.008775117,
0.014700196,
0.01957526
] | Tips:
This implementation of BridgeTower uses [RobertaTokenizer] to generate text embeddings and OpenAI's CLIP/ViT model to compute visual embeddings.
Checkpoints for pre-trained bridgeTower-base and bridgetower masked language modeling and image text matching are released.
Please refer to Table 5 for BridgeTower's performance on Image Retrieval and other down stream tasks.
The PyTorch version of this model is only available in torch 1.10 and higher. |
[
0.06645913,
-0.0067100837,
-0.027635502,
-0.015582461,
-0.0021901936,
-0.015917268,
-0.0024901247,
-0.03370387,
0.004530353,
0.03654973,
-0.015749864,
0.010134877,
0.020674312,
-0.05465719,
-0.0015946912,
-0.022920307,
-0.02559876,
-0.035908017,
-0.04824006,
-0.0118647115,
-0.022878457,
0.007721479,
-0.053708572,
-0.0014918079,
-0.025194202,
0.020409256,
0.0020611535,
0.030774314,
0.09586631,
0.032866854,
0.05069531,
0.016279975,
0.025403457,
-0.0042897104,
0.01908398,
-0.057475146,
0.012164642,
0.016126521,
-0.02456644,
-0.03219724,
0.0067379843,
-0.04653813,
0.019237433,
-0.041376524,
-0.064617686,
-0.0070065274,
0.030132601,
-0.05619172,
0.006277625,
-0.043748073,
-0.0077563548,
-0.013692198,
0.04466879,
0.00677286,
0.018330665,
-0.012345996,
0.0031335813,
-0.027314644,
-0.063334264,
0.03350857,
0.064506084,
0.016712433,
0.0048477217,
-0.07912598,
-0.011969338,
0.0012947601,
0.023296965,
0.0054336335,
-0.03825166,
-0.021790335,
-0.056359123,
0.01908398,
-0.012325071,
-0.031890336,
-0.03571271,
-0.029714093,
0.019446688,
-0.0005353419,
-0.00071756745,
0.051811334,
0.018665472,
0.028988678,
-0.024482738,
-0.0075471005,
-0.06623592,
-0.050806914,
0.07164863,
-0.010037225,
-0.013189988,
-0.0059567685,
-0.008119062,
0.033424865,
0.003362017,
0.022334395,
0.012171618,
0.051867135,
-0.017716853,
0.06824476,
0.0046454426,
0.0150384,
0.009946548,
0.0652315,
-0.052257743,
0.03309006,
-0.025263954,
-0.0600978,
0.020004699,
-0.021929838,
-0.0033742236,
0.011711258,
-0.009646617,
0.016475279,
0.029016579,
0.009200209,
-0.0023959603,
0.018763125,
-0.004844234,
0.010218578,
-0.051755533,
0.0037386746,
-0.031527627,
-0.04553371,
0.01912583,
-0.016949588,
0.03621492,
-0.05273205,
-0.013148137,
0.049607188,
-0.036884535,
0.004035118,
0.038837574,
0.0047361194,
-0.0057265894,
0.0700304,
-0.006717059,
0.0068007605,
0.0018449243,
0.031918235,
0.04748675,
-0.027872656,
-0.009583841,
-0.01908398,
-0.017926108,
0.079181775,
-0.02808191,
0.021887986,
-0.029183982,
-0.027007738,
-0.017423898,
0.033815473,
-0.04709614,
-0.010365057,
0.0007380569,
0.010853317,
-0.054712992,
-0.0012380872,
-0.0052139163,
-0.010637087,
-0.004757045,
0.0051650903,
-0.043413267,
-0.0026348587,
-0.042966858,
0.02506865,
-0.02208329,
0.04969089,
-0.036326524,
-0.015219754,
-0.021316025,
-0.02155318,
-0.010678938,
-0.003135325,
0.051364925,
0.025459258,
0.021901937,
0.036410227,
0.019195583,
-0.02158108,
0.018902628,
-0.0056777634,
0.0022146066,
-0.0275518,
-0.0007119001,
0.011899588,
-0.037805256,
0.028235363,
0.017898208,
-0.017954009,
-0.007909807,
0.016656632,
0.01455014,
0.07142542,
-0.01657293,
0.023854975,
0.009953523,
0.01912583,
-0.023296965,
-0.010909118,
0.0351268,
-0.03610332,
-0.014578041,
0.07192764,
0.027007738,
0.0012729629,
-0.030802215,
-0.03755415,
0.004324586,
0.03108122,
-0.053066857,
-0.008900277,
0.04265995,
0.009395513,
-0.015638262,
0.0116136065,
0.058479566,
-0.022348346,
-0.061381225,
0.023645721,
0.03652183,
0.017884256,
-0.032671552,
-0.007609877,
0.03364807,
-0.02412003,
0.0037212367,
-0.012157667,
-0.005356907,
0.05412708,
-0.010281355,
0.037693653,
0.031834535,
-0.011076521,
-0.032448348,
0.04863067,
0.034540888,
0.02607307,
0.058479566,
0.024399037,
-0.0034038678,
-0.0066473074,
0.0019914021,
-0.01657293,
0.06679393,
0.028458567,
0.022906357,
0.016810086,
-0.013252764,
0.0025302316,
-0.008607321,
-0.009116507,
-0.044919897,
0.022418097,
0.024984948,
0.0003265237,
-0.045477908,
-0.017186742,
0.00041698254,
0.08213924,
-0.016684532,
-0.038307462,
-0.017591301,
0.021427628,
0.011585706,
-0.02805401,
0.04372017,
0.03967459,
-0.01958619,
0.05465719,
0.00901188,
-0.019181632,
-0.010358081,
-0.07694973,
-0.08353426,
-0.019446688,
-0.035824314,
-0.032811053,
-0.03546161,
-0.040539507,
0.025487158,
-0.0031231185,
-0.013294615,
0.018749174,
-0.025696412,
0.017842406,
0.011571756,
-0.010344131,
-0.031471826,
0.0401489,
0.00954199,
0.03412238,
0.009472239,
-0.0019425763,
-0.004178108,
-0.004129282,
0.016419478,
0.008509669,
0.0027516924,
0.048407465,
-0.03060691,
0.01330159,
-0.0031318374,
-0.018930528,
0.025263954,
-0.029183982,
-0.019335086,
0.03596382,
0.04614752,
-0.03554531,
0.05169973,
0.014829146,
-0.060265202,
0.040902216,
0.018846827,
0.039367683,
-0.016726384,
0.040958017,
0.011481079,
0.00020042626,
-0.009618716,
-0.02109282,
-0.039814092,
-0.01205304,
-0.008607321,
-0.03060691,
-0.023799175,
0.038949177,
-0.029183982,
-0.057977356,
0.001312198,
-0.005301106,
-0.08096741,
-0.0051964787,
-0.035433706,
0.018888677,
0.036354426,
0.024217682,
-0.012548275,
0.012443648,
0.027454147,
0.017591301,
0.027412297,
-0.026296275,
0.03057901,
0.021887986,
0.018665472,
0.015415058,
0.018721273,
-0.044919897,
-0.027886607,
0.014508289,
0.008914228,
0.058033157,
0.02113467,
0.020186052,
-0.035991717,
-0.011013744,
-0.014494339,
0.016977489,
0.051337022,
-0.0021849624,
-0.0027830806,
0.024050279,
-0.0008117318,
0.007561051,
-0.019195583,
0.0087817,
-0.0023157462,
0.025682462,
0.037693653,
-0.070811614,
0.010190678,
0.023255114,
-0.016447378,
0.0051720655,
-0.015833566,
-0.059818793,
0.008872377,
0.0015415057,
0.02656133,
-0.045059398,
0.013622447,
0.034289785,
0.020479009,
0.028430667,
0.04598012,
-0.007874932,
0.0025825452,
-0.0067031085,
-0.00426181,
0.0135736205,
0.007623827,
0.014410637,
-0.0079656085,
-0.014926798,
-0.027314644,
-0.014968649,
0.032727353,
0.03108122,
0.030718513,
0.008112087,
0.044306085,
-0.033927076,
0.041041717,
0.01152293,
0.021748483,
-0.032950558,
-0.07148123,
0.03401078,
0.0012494217,
0.009102557,
-0.015275555,
0.010225554,
-0.022822656,
0.026463678,
0.0030917304,
0.015987018,
-0.028277215,
-0.016363677,
0.03311796,
0.037805256,
0.026812434,
0.013929353,
-0.008384117,
0.025668511,
0.029490888,
-0.04653813,
-0.002040228,
-0.05454559,
0.008983979,
0.039730392,
-0.010093026,
0.0050918516,
-0.0018449243,
-0.037805256,
-0.049439784,
0.04868647,
0.04824006,
-0.0053813197,
0.0070483782,
-0.05077901,
0.020018648,
-0.0033567857,
0.007916783,
0.016768234,
0.043552767,
-0.0045652287,
0.011055595,
0.0301047,
0.030020999,
-0.04715194,
0.0070483782,
-0.031332325,
0.021818236,
-0.020465057,
-0.01426416,
-0.0040037297,
-0.0073587717,
0.0020140714,
0.03855857,
0.020367406,
-0.0139991045,
-0.030969618,
0.02904448,
-0.040790614,
-0.032336745,
0.01180891,
-0.009465264,
-0.010462709,
0.019920997,
-0.00095472217,
-0.017591301,
-0.014843096,
-0.009974449,
0.032308843,
-0.0032626214,
0.014215333,
0.03596382,
-0.006434566,
-0.023841025,
-0.011104422,
-0.020395307,
0.012827281,
-0.018470168,
-0.014020029,
-0.0024203733,
-0.04422238,
0.0026784535,
0.0074006226,
-0.020827765,
-0.004369925,
0.036800835,
-0.0010427833,
0.021260224,
-0.034540888,
-0.026296275,
-0.053485367,
-0.020353455,
0.0010828903,
0.04307846,
0.050472107,
0.050862715,
-0.055912714,
-0.02155318,
0.041376524,
-0.015987018,
-0.012743579,
-0.041822933,
-0.01660083,
0.0034143305,
-0.019614091,
-0.010560361,
0.026700832,
-0.02654738,
0.027203042,
-0.0045652287,
-0.01707514,
-0.001619976,
-0.034457188,
-0.023715474,
0.06472929,
-0.026310224,
-0.08671493,
-0.022738954,
-0.0036828734,
-0.022139091,
0.027175141,
0.051532328,
0.0019390887,
-0.026031218,
-0.053848073,
0.032727353,
-0.019739643,
0.0095768655,
-0.034261882,
0.0055347728,
0.007923758,
0.02456644,
0.042827353,
0.004042093,
0.006577556,
-0.035294205,
0.038000558,
-0.027398346,
-0.011439228,
-0.020381356,
0.0031283498,
0.0051302146,
0.044054978,
-0.0020018648,
0.00010991294,
0.007379697,
0.0022494823,
0.021469478,
0.06478509,
-0.043775972,
-0.01703329,
0.012415747,
-0.032811053,
0.03264365,
-0.0040316302,
-0.035684813,
0.06567791,
-0.025849866,
-0.0006334298,
-0.04907708,
-0.0024151418,
-0.048100557,
-0.009611742,
0.022194892,
-0.04472459,
-0.007316921,
-0.027844755,
0.036884535,
0.044919897,
-0.0073587717,
-0.029267684,
0.007895857,
-0.019223483,
-0.037275143,
0.012743579,
-0.0349594,
-0.016726384,
-0.01807956,
0.020283705,
0.050304703,
-0.02610097,
0.030327905,
0.07176023,
-0.017172793,
0.009834946,
-0.06729614,
0.019432737,
-0.013622447,
0.0200884,
-0.026366025,
-0.041348625,
-0.012548275,
-0.008321341,
-0.054461885,
-0.05172763,
0.014438538,
0.020409256,
0.058981776,
-0.040093098,
0.045003597,
-0.013315541,
-0.014926798,
-0.04464089,
0.025473207,
0.010413882,
-0.0031074244,
0.038837574,
0.00925601,
0.0008330932,
0.006626382,
-0.0066577704,
-0.038000558,
-0.007902833,
0.08677073,
-0.0104487585,
-0.04126492,
0.025277903,
-0.010225554,
-0.019795444,
-0.07667073,
-0.0112439245,
-0.00018015476,
-0.03716354,
-0.025808014,
-0.01609862,
0.008844476,
-0.0054092202,
0.015987018,
0.015875416,
-0.027998209,
-0.014508289,
0.018902628,
-0.027258843,
-0.024803594,
0.023213264,
0.041348625,
-0.013880527,
0.0047605326,
-0.02904448,
0.0015641749,
-0.023603871,
-0.0020524347,
0.045868516,
-0.01505235,
0.012597101,
0.003363761,
0.039869893,
0.0451431,
-0.0004100074,
-0.0076935785,
0.036298625,
-0.051364925,
-0.0251105,
-0.021971688,
0.047347244,
-0.019739643,
0.045896415,
0.0005484203,
-0.0023785224,
0.041822933,
0.02610097,
0.016084671,
-0.07678233,
-0.022906357,
-0.031471826,
-0.0050848764,
-0.028416717,
-0.02206934,
0.0076935785,
0.03255995,
-0.010079076,
-0.04553371,
0.010923068,
0.029518789,
-0.050332602,
-0.027398346,
0.0022651765,
-0.019432737,
-0.0033009846,
-0.023896826,
0.022766855,
-0.02057666,
0.0009163589,
0.017116992,
0.008830526,
0.035377905,
-0.0047047315,
0.010441783,
0.034289785,
-0.013831701,
-0.0071983435,
-0.03214144,
-0.026435778,
-0.00462103,
0.010358081,
0.0057893656,
0.012401797,
-0.013580596,
0.009074656,
0.045952216,
0.007672653,
-0.04458509,
0.007944684,
0.057475146,
-0.0057649524,
-0.0052278666,
-0.01607072,
0.02060456,
-0.0602094,
-0.00726112,
0.0078679565,
-0.036940336,
-0.04313426,
0.038474865,
0.014647792,
0.070142,
0.03057901,
0.057084538,
0.028709672,
0.0352105,
0.013378317,
0.014285085,
0.0087538,
0.0015144771,
-0.021846136,
-0.049746692,
0.01657293,
0.026965888,
-0.026184672,
0.036410227,
0.017688952,
0.000060487535,
-0.02107887,
0.011327626,
0.015345306,
-0.0052208914,
0.02251575,
-0.00776333,
0.007365747,
0.0053813197,
-0.021288125,
-0.02654738,
-0.03869807,
-0.015903316,
0.016977489,
-0.02463619,
0.042241443,
-0.016168373,
-0.045310505,
-0.004188571,
0.00639969,
0.025263954,
-0.033759672,
0.019488538,
0.014117681,
0.022125142,
-0.033034258,
-0.015387157,
-0.015791714,
0.019934947,
-0.060041998,
-0.06802156,
0.018219063,
0.04653813,
-0.020311605,
-0.015833566,
-0.042911056,
0.012736604,
0.0031405564,
0.021650832,
-0.06394807,
0.03797266,
-0.004812846,
0.0031527628,
0.0005379576,
-0.023101661,
0.010783565,
0.04918868,
0.027244894,
0.017828455,
-0.0019635016,
0.025933567,
0.002308771,
-0.026128871,
0.020116301,
0.012722653,
0.028793374,
-0.0004108793,
0.019683842,
-0.00092246215,
0.015401107,
0.0350989,
0.020841716,
-0.04963509,
0.023757324,
0.017730804,
-0.049104977,
-0.033313263,
0.049858294,
0.008718924,
-0.026728733,
-0.019641992,
-0.04709614,
0.044473488,
-0.055354703,
-0.007770305,
0.012938883,
-0.014661742,
-0.017647102,
-0.0053324937,
-0.045561608,
0.01953039,
0.0037909881,
-0.049411885,
0.0033532982,
0.013266714,
0.0066542826,
0.054991998,
-0.036382325,
-0.022808705,
0.024901247,
-0.0058765546,
0.018623622,
-0.0027447173,
-0.031443927,
0.014152558,
0.018149313,
0.040595308,
-0.0003134453,
-0.012220443,
-0.00028074934,
-0.011041645,
-0.06400388,
0.055940617,
-0.000010885032,
-0.02604517,
0.03258785,
-0.014180458,
-0.034485087,
-0.06221824,
0.004464089,
-0.064338684,
0.011453179,
0.036354426,
-0.030272104,
-0.009632667,
0.008356216,
-0.028932877,
0.024496688,
0.010588261,
0.06824476,
-0.0004982865,
0.07393648,
0.005604524,
0.019474588,
-0.014285085,
0.000688359,
0.017716853,
-0.006329939,
0.0061625354,
-0.021776384,
-0.028849175,
-0.054991998,
-0.080242,
-0.012011189,
0.018246964,
-0.020827765,
-0.0022721516,
0.010490609,
0.0037456497,
-0.046900835,
0.008439918,
0.09475029,
0.005206941,
-0.014208359,
-0.01807956,
0.02205539,
-0.047877353,
0.0040037297,
-0.007993509,
0.0013244045,
-0.02453854,
-0.054936197,
-0.013594546,
-0.031248624,
-0.018693373,
-0.037442546,
-0.028849175,
-0.044306085,
0.039004978,
0.026198622,
0.058367964,
-0.009416438,
-0.029937297,
-0.020437157,
0.04472459,
0.031164922,
0.0035207015,
0.06283205,
0.045896415,
-0.0023000522,
-0.005248792,
-0.019349035,
0.021399727,
0.030997518,
-0.0042094965,
-0.021246273,
0.0024133981,
-0.03560111,
-0.0351547,
0.0037875006,
0.040790614,
0.03671713,
-0.024719892,
-0.07187183,
0.0028737574,
-0.030272104,
-0.009032805,
-0.02859807,
0.042994756,
0.0058381916,
0.0057231016,
-0.0054719965,
-0.0037630876,
0.22945417,
0.026031218,
0.04201824,
0.019711742,
0.005259255,
0.03105332,
0.05814476,
-0.0083910925,
0.070142,
-0.02759365,
0.019544339,
-0.024929147,
0.01855387,
-0.01805166,
-0.024454838,
0.02706354,
-0.046789233,
-0.0032103078,
-0.06121382,
-0.03175083,
-0.043050557,
0.01180891,
-0.009172308,
0.043999176,
0.036940336,
-0.034680393,
0.014152558,
-0.017619202,
0.03420608,
-0.049439784,
-0.008056286,
-0.035266303,
0.042046137,
-0.01505235,
-0.018442268,
0.053875975,
0.014236259,
-0.050444204,
-0.01851202,
0.0147175435,
-0.017354146,
-0.0043036607,
-0.0070204777,
-0.010462709,
-0.017284395,
0.03613122,
-0.0031074244,
0.008544546,
0.05566161,
-0.08314366,
0.033480667,
-0.014013055,
0.07131382,
-0.013350416,
-0.017912157,
-0.042827353,
-0.03362017,
-0.023004008,
-0.004628005,
0.013992129,
-0.010462709,
0.020213952,
0.023296965,
0.020186052,
0.0038293514,
0.0040630186,
0.036772933,
-0.012325071,
-0.013134187,
-0.002851088,
0.018358566,
0.011460153,
-0.02403633,
-0.035405807,
0.0092839105,
0.03596382,
-0.0021901936,
0.040595308,
0.024217682,
-0.013036535,
-0.04662183,
-0.05164393,
-0.0402605,
0.0025180252,
0.008286465,
0.069528185,
-0.026826385,
0.018163262,
-0.034764092,
0.04913288,
-0.004174621,
0.022222793,
0.0046384674,
0.020925418,
0.003815401
] |
Bart uses a standard seq2seq/machine translation architecture with a bidirectional encoder (like BERT) and a
left-to-right decoder (like GPT).
The pretraining task involves randomly shuffling the order of the original sentences and a novel in-filling scheme,
where spans of text are replaced with a single mask token.
BART is particularly effective when fine tuned for text generation but also works well for comprehension tasks. It
matches the performance of RoBERTa with comparable training resources on GLUE and SQuAD, achieves new
state-of-the-art results on a range of abstractive dialogue, question answering, and summarization tasks, with gains
of up to 6 ROUGE. |
[
0.040694915,
-0.019349335,
-0.004270542,
-0.039411616,
0.0073789833,
-0.017666783,
-0.0059816106,
-0.043404106,
0.0053435247,
0.07614256,
-0.012661908,
0.0079849865,
0.021972973,
-0.042149324,
-0.00069244805,
-0.0009041037,
-0.033793606,
-0.045628496,
-0.072891526,
-0.018607872,
0.0002938671,
0.007778233,
-0.048765454,
-0.024183104,
-0.035133943,
0.024539575,
0.013310688,
0.015356841,
0.06673168,
0.047453634,
0.021659277,
0.043746322,
0.03476321,
-0.026521564,
0.019449146,
-0.054782715,
-0.0031708241,
-0.009033017,
-0.013296429,
-0.04599923,
0.03356546,
-0.010922321,
0.008049152,
-0.020162093,
-0.050562076,
-0.016611625,
0.011057781,
-0.041322306,
-0.030029254,
-0.037329815,
-0.01172795,
-0.031512182,
0.024781978,
0.027134696,
0.015727572,
0.0048016864,
0.008783486,
-0.009040146,
-0.052558325,
-0.019506183,
0.044345196,
-0.011007875,
-0.0006318477,
-0.09028739,
-0.023256274,
-0.015984233,
-0.0007004687,
-0.0037144448,
-0.032111056,
-0.013453277,
-0.057121173,
0.008648026,
-0.0025683853,
-0.022315187,
-0.041208237,
0.0034203548,
-0.007870915,
-0.014558342,
0.010394742,
0.047425117,
-0.0065198843,
0.014900556,
0.000035730813,
0.011913315,
-0.063651755,
-0.029658522,
0.066845745,
-0.020475788,
0.004491555,
-0.04571405,
-0.0336225,
0.026906554,
-0.009332454,
0.06045776,
0.018636389,
0.048195098,
-0.02331331,
0.07614256,
0.0002468573,
0.008533955,
0.013902432,
0.08196019,
-0.057007104,
0.03553319,
-0.018636389,
-0.01940637,
0.027747829,
0.0057071266,
-0.042006735,
0.014843521,
-0.026806742,
-0.0024257964,
0.014251776,
0.00174226,
-0.016497552,
0.036531314,
0.016369224,
0.0044951197,
-0.049050633,
0.0071651,
-0.016697178,
-0.028318185,
0.044858515,
-0.012497931,
0.02435421,
-0.008918945,
0.01574183,
0.020789484,
-0.022101304,
0.017566971,
0.075172946,
-0.007485925,
-0.006163412,
0.054240875,
-0.0027341451,
0.014280293,
-0.01315384,
0.036902048,
0.050219864,
0.0046555325,
-0.01796622,
0.008034893,
-0.016611625,
0.072264135,
-0.04177859,
0.00026356694,
0.015969973,
-0.021402616,
-0.013995116,
0.003789304,
-0.0510754,
-0.02019061,
0.025637511,
0.010615755,
-0.06399397,
-0.032824,
-0.009104311,
-0.006997558,
-0.018294176,
0.002479267,
-0.011257405,
-0.007150841,
-0.018436763,
0.07175081,
-0.038499042,
0.06262511,
-0.025081415,
-0.010166599,
-0.0122983055,
-0.034820247,
0.014487048,
-0.007471666,
0.013467536,
0.018279916,
-0.019620253,
0.021288546,
0.043061893,
-0.011100558,
0.0059709167,
-0.00075705873,
0.022842767,
-0.011228887,
-0.028845765,
0.010744085,
-0.034848765,
-0.010580108,
0.01731031,
-0.012861532,
-0.024667906,
0.018308435,
0.03670242,
0.07751141,
-0.02212982,
0.005218759,
-0.009211252,
-0.004031705,
-0.040039007,
-0.025109932,
0.008541084,
-0.018522318,
-0.009396618,
0.07369002,
0.00079493393,
0.02747691,
-0.016440518,
-0.03467766,
0.00988855,
0.035219494,
-0.046940316,
0.0061919293,
0.04232043,
0.0027074097,
-0.004259848,
0.033052143,
0.03844201,
-0.024525316,
-0.028874284,
0.021274287,
0.020361716,
0.026065279,
-0.0011380388,
0.022914061,
0.040067524,
0.009917068,
0.012540707,
-0.023156462,
-0.004662662,
0.040666398,
0.0071544056,
0.020547083,
0.018080292,
-0.028332444,
0.0007735456,
0.028802989,
0.014872038,
-0.0011451683,
0.032624375,
0.020917814,
-0.0074288896,
-0.003739398,
0.025794359,
-0.034848765,
0.052016485,
0.006284612,
0.0126262605,
-0.0040602232,
0.006851404,
-0.0023919314,
-0.042919304,
-0.0006715053,
-0.027448392,
0.027034884,
0.030571092,
0.010366224,
-0.024154585,
-0.0014766878,
-0.006430766,
0.068670884,
-0.028033007,
-0.051217988,
-0.0055395844,
-0.0023545017,
0.028346704,
-0.037700545,
0.061256256,
0.030314432,
0.032995105,
0.05324275,
-0.019449146,
-0.040808987,
-0.02928779,
-0.0946221,
-0.049535435,
0.0042384597,
-0.04822362,
-0.035761334,
-0.057891157,
-0.05224463,
0.022243893,
-0.009353842,
-0.011079169,
0.023099426,
-0.027505428,
0.03633169,
0.0071722292,
0.017752336,
-0.060058508,
0.048679903,
0.02800449,
0.005172418,
0.053984214,
-0.0028410868,
-0.0107155675,
-0.012141458,
0.0007053702,
0.0010872416,
0.026207868,
0.03479173,
-0.011792115,
0.014872038,
-0.028688917,
0.0066232616,
-0.0048266393,
0.006683862,
0.0026521564,
0.042006735,
0.051360577,
-0.036046512,
0.03684501,
0.055923425,
-0.045685533,
0.013902432,
0.03356546,
0.013923821,
-0.016297929,
0.034021746,
0.030000737,
0.03598948,
-0.003204689,
-0.040951576,
-0.041208237,
-0.0095677255,
0.0042384597,
-0.036588352,
-0.0017119598,
0.086408965,
-0.0111789815,
-0.045685533,
-0.009346712,
-0.013517442,
-0.03975383,
-0.02853207,
-0.023113685,
0.034991354,
0.049963202,
0.03479173,
-0.008555343,
-0.028489292,
0.02305665,
0.030399986,
0.009981234,
-0.03453507,
0.058518548,
0.030827753,
0.0461133,
0.041322306,
0.0184938,
-0.064564325,
-0.026792483,
0.0015925415,
0.0066410853,
0.028289668,
0.02331331,
0.017652525,
-0.022201115,
0.03008629,
-0.027320063,
0.022087043,
0.0048515927,
-0.013631513,
0.03139811,
0.0049692285,
-0.03088479,
-0.009025887,
-0.0089118155,
-0.005104688,
-0.016169598,
0.014173352,
0.049649507,
-0.03918347,
-0.0017146333,
0.021530947,
-0.020775225,
0.02643601,
-0.032624375,
-0.07357595,
0.009660408,
0.008298683,
0.021930195,
-0.04842324,
0.023997737,
0.038898293,
0.017082168,
0.022500552,
0.056607854,
-0.012048774,
-0.029915184,
-0.025338074,
-0.0299437,
0.0039924933,
0.00390694,
-0.005518196,
-0.00768555,
-0.0060671642,
-0.031740323,
-0.023484416,
0.027448392,
0.05275795,
0.03972531,
0.0036930565,
0.051645756,
-0.027548205,
0.012875792,
0.014151963,
-0.013260782,
-0.031854395,
-0.055951945,
0.036502797,
0.0008880624,
-0.009753091,
-0.019762842,
0.0145369535,
-0.041464895,
0.024297174,
-0.0014918379,
0.017566971,
-0.018308435,
-0.025323816,
0.025067154,
0.031055896,
0.011171852,
-0.025067154,
-0.015642019,
0.012576355,
0.0565223,
-0.0831009,
-0.0002600022,
-0.023541452,
0.023256274,
0.050077274,
0.027377099,
0.0002704736,
0.013866785,
-0.042149324,
-0.026136573,
0.03088479,
0.018294176,
0.017239016,
0.008990239,
-0.052273147,
0.03633169,
0.011471289,
-0.023213498,
0.022243893,
0.03621762,
0.005218759,
0.00048613956,
0.04309041,
0.0012717161,
-0.021773348,
0.00025309555,
-0.029687041,
0.017652525,
-0.008918945,
0.023627006,
0.00072720414,
0.027947454,
0.0026878037,
0.0648495,
-0.003917634,
-0.03501987,
-0.017096426,
0.05324275,
-0.055495657,
-0.018607872,
0.019249521,
0.03279548,
-0.029116685,
0.014757967,
-0.007485925,
0.017652525,
-0.0024311433,
0.016953839,
0.005949528,
-0.024667906,
0.017481418,
0.014857779,
0.015342582,
-0.0027697922,
0.0010827857,
-0.04386039,
0.027248768,
-0.020162093,
-0.015271287,
-0.00092504645,
-0.045371838,
-0.024967343,
-0.024853272,
-0.02148817,
0.007215006,
0.056294158,
0.013617255,
0.045428872,
-0.031426627,
0.021459652,
-0.038356453,
-0.029772595,
0.020204868,
0.058147814,
0.07865212,
0.052700914,
-0.007564349,
0.02292832,
0.029259274,
-0.023869406,
0.0065840497,
-0.026507305,
-0.008933204,
0.013567348,
-0.019990984,
0.0028696046,
-0.007749715,
-0.003112006,
0.027833384,
0.0033811429,
-0.020219127,
0.014929074,
-0.029687041,
-0.044459265,
0.04608478,
-0.035875406,
-0.08235943,
-0.027505428,
-0.011827762,
-0.008733579,
0.04086602,
0.046284407,
0.0029266402,
-0.022985356,
-0.05392718,
0.039040882,
-0.026364716,
-0.0032421185,
-0.050961327,
-0.02174483,
0.01080825,
0.056950066,
0.009696055,
-0.030713681,
0.000058428093,
-0.04126527,
0.04713994,
-0.03670242,
-0.018137326,
-0.011998869,
-0.009603373,
0.02891706,
0.02110318,
0.007835268,
-0.01379549,
0.011799244,
0.003003282,
0.029401863,
0.03764351,
-0.058917794,
-0.0053577838,
0.017780855,
-0.0030977472,
0.0068870513,
-0.0039105047,
-0.03544764,
0.0632525,
-0.015470912,
0.000059764865,
-0.03242475,
-0.01770956,
-0.042149324,
-0.011685173,
0.020675413,
-0.049449883,
-0.020347457,
-0.038327936,
0.02655008,
0.012911439,
0.0092469,
0.0014205434,
-0.008469789,
-0.032824,
-0.029102426,
0.024910307,
-0.01876472,
-0.018907309,
-0.020789484,
-0.0062703537,
0.0706101,
-0.00572495,
0.025209744,
0.072264135,
-0.03256734,
-0.0066767326,
-0.03553319,
0.028546328,
-0.017566971,
0.022771472,
-0.010858157,
-0.017738078,
0.009090052,
-0.013980856,
-0.049449883,
-0.05623712,
0.009603373,
0.03376509,
0.03464914,
-0.029487416,
0.047767334,
-0.03270993,
-0.02616509,
-0.024839012,
0.009139958,
0.010323447,
0.01379549,
0.048651386,
0.018080292,
-0.0100596575,
0.04009604,
0.0037001858,
-0.056950066,
-0.041122682,
0.06467839,
-0.016112562,
-0.01772382,
-0.0018189016,
-0.021245768,
-0.035276532,
-0.06912717,
-0.005717821,
0.0009241553,
-0.036303174,
-0.011656655,
-0.015784608,
0.004958534,
-0.014857779,
0.04348966,
0.0071187583,
-0.01601275,
-0.011613878,
0.020361716,
-0.00755722,
-0.0107155675,
0.03684501,
0.05637971,
-0.010095305,
-0.0009678232,
-0.045828123,
-0.00058684306,
-0.031882912,
-0.004520073,
0.05144613,
-0.013567348,
0.021873161,
0.02317072,
0.023142204,
0.04169304,
-0.005019135,
-0.014230387,
0.021930195,
-0.0027270156,
-0.037557956,
-0.018222881,
0.05954519,
-0.02356997,
0.043033376,
-0.025466405,
-0.017894926,
0.02448254,
0.033793606,
-0.009396618,
-0.07106638,
0.003985364,
-0.022643141,
-0.039269026,
-0.050191347,
-0.0046804855,
0.013232264,
0.025409369,
-0.00006527905,
-0.06353768,
0.0103876125,
0.034164336,
-0.047282528,
-0.036445763,
0.0023135073,
-0.017695302,
-0.012155716,
-0.01796622,
-0.025480663,
-0.04286227,
0.021901678,
0.016611625,
0.018992862,
0.011863409,
-0.045257766,
-0.00053381774,
0.03225364,
-0.0012770632,
0.0087763565,
-0.017909184,
-0.03270993,
0.005004876,
-0.00579268,
0.010195117,
0.020732448,
-0.01042326,
0.008184612,
0.06422211,
0.00016152667,
-0.030399986,
-0.0061954944,
0.024967343,
-0.0039247638,
-0.007735456,
-0.018522318,
0.030799234,
-0.0557238,
0.001369746,
0.0007668617,
-0.045115177,
-0.0031743888,
0.025352333,
0.030514058,
0.023541452,
0.015656278,
0.061028115,
0.016112562,
0.027419874,
-0.010744085,
0.01289005,
0.024796236,
-0.011485548,
0.009631891,
-0.01705365,
-0.009867162,
-0.005600185,
-0.055581212,
0.038042758,
0.025409369,
0.01459399,
-0.008655155,
-0.00014871593,
0.0051902416,
0.003985364,
-0.0126262605,
-0.035732817,
0.0039924933,
0.016583107,
-0.017652525,
-0.028560586,
-0.053955697,
-0.008391365,
0.023013873,
-0.0174529,
-0.009460784,
-0.05863262,
-0.018522318,
0.012868661,
-0.013146711,
0.0045664143,
-0.013702808,
0.029202238,
0.018123068,
0.037843134,
-0.014166222,
-0.036132067,
-0.039040882,
0.0009384142,
-0.043404106,
-0.035133943,
0.004259848,
0.03479173,
-0.031341072,
-0.01510018,
-0.0046020616,
-0.0030692294,
0.023612747,
0.042234875,
-0.026450269,
0.043803357,
-0.050048757,
0.028061526,
0.006077858,
-0.046797726,
-0.00058862544,
0.07175081,
0.026207868,
-0.0035344262,
0.013695679,
-0.0010613973,
0.018222881,
-0.03598948,
-0.017239016,
0.041464895,
0.044858515,
-0.034592103,
0.010786862,
-0.015299805,
0.026607117,
0.026664153,
0.0111504635,
-0.02488179,
0.031341072,
0.007949339,
-0.0494784,
-0.045001104,
0.054098286,
0.011171852,
-0.014615377,
0.009018757,
-0.022600364,
0.023783853,
-0.016825508,
-0.03462062,
0.027562464,
0.02605102,
-0.009482172,
-0.028090043,
-0.02827541,
0.01799474,
0.022457775,
-0.06627539,
-0.009788739,
0.014629637,
0.025452146,
0.051873896,
-0.054754198,
-0.03034295,
0.03892681,
0.008170352,
0.007671291,
0.024710683,
-0.036531314,
0.0075215725,
0.013667161,
0.027576722,
-0.001084568,
-0.007992117,
-0.01732457,
-0.035875406,
-0.046826243,
0.012127199,
-0.031597733,
-0.034420997,
0.03356546,
-0.01431594,
-0.040837504,
-0.05954519,
0.021873161,
-0.0840705,
0.015356841,
0.0236983,
-0.02174483,
-0.03584689,
0.019605994,
-0.013952339,
0.012939956,
-0.0247392,
0.054497536,
0.022557588,
0.06422211,
0.0023919314,
0.0021121004,
0.013560219,
-0.00729343,
0.0054611606,
-0.0028090044,
0.01887879,
-0.024910307,
-0.036046512,
-0.067815356,
-0.06678871,
-0.016141081,
0.02123151,
-0.0234559,
-0.045001104,
0.028931318,
-0.0073932423,
-0.041750073,
0.024168843,
0.06798646,
0.017638266,
-0.03008629,
0.0052686655,
0.0092469,
-0.03245327,
-0.025466405,
-0.026821,
-0.00067818916,
-0.015656278,
-0.056664888,
-0.025566217,
-0.030114807,
-0.010330576,
0.0007004687,
-0.016597366,
-0.002031894,
0.041636,
0.0419497,
0.07614256,
0.0038320809,
-0.02773357,
-0.015456653,
0.04129379,
0.021060403,
0.011998869,
0.053756073,
0.054126803,
-0.016754214,
-0.0020800177,
-0.008127576,
0.016768472,
0.027918937,
0.011906186,
-0.0056750444,
-0.009339583,
-0.041521933,
-0.05623712,
-0.010451778,
0.024796236,
0.028018748,
-0.020860778,
-0.058974832,
0.0009049949,
-0.043974463,
-0.0073076887,
-0.048366208,
0.028018748,
-0.022942578,
0.013738455,
0.004584238,
-0.016497552,
0.24023403,
0.0390694,
0.037187226,
0.007778233,
0.04246302,
0.04636996,
0.03308066,
-0.0027359275,
0.052558325,
-0.03544764,
0.0070545934,
-0.016198115,
-0.0017698866,
0.0017075039,
-0.015798867,
0.021816125,
-0.04559998,
0.023883667,
-0.07095231,
-0.052073523,
-0.062739186,
0.01772382,
0.026321938,
0.04699735,
0.018550836,
-0.018322693,
0.009610502,
-0.019206746,
0.0019213875,
-0.03829942,
-0.012783108,
-0.012362471,
0.04494407,
-0.0059602223,
-0.015642019,
0.028318185,
0.0065091904,
-0.04271968,
-0.022742953,
0.009924198,
-0.0032225125,
-0.017951962,
0.018992862,
-0.0140735395,
0.01588442,
0.033679534,
-0.02435421,
0.011029263,
0.041094165,
-0.06370879,
0.027034884,
-0.033508427,
0.055210482,
-0.035219494,
-0.023954961,
-0.024454022,
-0.031227002,
-0.031939946,
-0.00014827034,
0.01835121,
-0.00988855,
0.026179349,
-0.011057781,
-0.014408624,
0.026079537,
-0.022415,
0.027405616,
-0.0047838627,
0.026821,
0.019491924,
0.0063131303,
0.014929074,
-0.019377852,
-0.021331321,
0.0010123822,
0.025551958,
-0.0036110678,
0.022728695,
0.009802997,
-0.008648026,
-0.02616509,
-0.034221373,
-0.01980562,
-0.0056322673,
0.01668292,
0.0757433,
-0.024054773,
-0.01106491,
-0.008847651,
0.062282898,
0.025252521,
-0.0031743888,
0.007083111,
0.018479541,
0.0048230747
] | BART is a model with absolute position embeddings so it's usually advised to pad the inputs on the right rather than
the left.
Sequence-to-sequence model with an encoder and a decoder. Encoder is fed a corrupted version of the tokens, decoder is fed the original tokens (but has a mask to hide the future words like a regular transformers decoder). A composition of the following transformations are applied on the pretraining tasks for the encoder:
mask random tokens (like in BERT) |
[
0.040305752,
-0.021706417,
0.010824439,
-0.03006389,
0.02277088,
-0.04519653,
-0.0023662727,
-0.029172042,
-0.011637171,
0.05730839,
-0.018757567,
-0.015247715,
0.019318568,
-0.033343587,
0.0026162057,
0.024007957,
-0.05736593,
-0.049626995,
-0.061796397,
-0.023216803,
0.0055560656,
0.035645127,
-0.033458665,
-0.018915797,
-0.052619,
0.01805272,
0.006232144,
0.0005470657,
0.084178895,
0.010076438,
0.00021723048,
-0.011363863,
0.021015953,
-0.00103929,
0.027431501,
-0.05575485,
0.017721873,
-0.01721841,
-0.018858258,
-0.039787903,
0.02376342,
-0.04698022,
0.04283745,
-0.026108116,
-0.06939149,
-0.012536211,
0.024770344,
-0.06973672,
-0.018915797,
-0.051266845,
-0.017822564,
-0.023101727,
0.038148057,
0.011155286,
0.04752684,
-0.019778876,
-0.001469031,
-0.004750526,
-0.03486836,
0.00052009453,
0.04145652,
0.027992502,
-0.002981216,
-0.07082995,
-0.02252634,
0.015938178,
0.009558591,
0.013456827,
-0.0030783121,
0.003250928,
-0.06524871,
-0.012399557,
-0.025446422,
-0.0024435902,
-0.021059107,
-0.012248518,
0.021087877,
-0.037112363,
-0.00061179657,
0.019778876,
0.0048871804,
0.022008494,
-0.00050076516,
-0.010112399,
-0.044592373,
-0.05250392,
0.088494286,
0.0040061213,
-0.009163014,
-0.0073361644,
-0.035127282,
0.007731742,
-0.0079762805,
0.029028196,
0.01858495,
0.037630208,
-0.000034051132,
0.05569731,
-0.023892881,
0.017462948,
0.011083363,
0.0655364,
-0.047670685,
0.0103929,
-0.04738299,
-0.022253033,
0.0018016758,
-0.01834041,
-0.0024363978,
-0.030178968,
-0.0012865259,
0.0101843225,
-0.008781821,
0.00014328446,
0.020109722,
0.017175255,
0.013514366,
0.018513028,
-0.04548422,
-0.010903554,
-0.018642489,
0.005584835,
0.029330274,
-0.009385975,
-0.000068664165,
-0.02652527,
-0.005451777,
0.01188171,
-0.062832095,
0.010608669,
0.06053055,
-0.021605724,
-0.0030711198,
0.07439734,
0.018441103,
0.023403803,
0.025000498,
0.05181346,
0.013665404,
-0.015190176,
-0.009141437,
0.011320709,
-0.041427754,
0.062314246,
-0.034321744,
0.024554575,
-0.023188034,
-0.0006423639,
-0.010968286,
0.030639276,
-0.057135776,
-0.0013386703,
0.0065198364,
0.034638204,
-0.040276982,
0.0108604,
-0.0027546578,
-0.0032707066,
0.008587628,
0.019261029,
-0.036594514,
-0.012600942,
-0.038263135,
0.056416545,
-0.025633423,
0.039816674,
-0.02062757,
-0.002260186,
-0.009846284,
-0.037428822,
-0.0013395692,
0.038982365,
0.0067284135,
0.043384064,
0.016671794,
0.033343587,
0.057107005,
-0.016916333,
0.01882949,
-0.04160037,
0.009759976,
-0.003909025,
-0.004951911,
0.010522362,
-0.044506066,
0.0017234592,
0.0163841,
0.0062033744,
-0.02606496,
0.023015419,
0.033458665,
0.056330238,
-0.031818815,
0.03253805,
-0.012536211,
-0.0018259498,
-0.0375439,
-0.024281267,
0.0111049395,
-0.038867287,
-0.030294044,
0.051353153,
-0.0039521786,
0.019591875,
-0.019922722,
0.0075591262,
0.0071455683,
0.022209879,
-0.04234837,
0.009393168,
0.02373465,
0.01963503,
-0.02392165,
0.0049483147,
0.06334994,
-0.033343587,
-0.044534836,
0.018556181,
0.016297793,
0.020138491,
0.016643025,
-0.0013692376,
0.030783122,
0.004991469,
0.014945637,
-0.009263705,
0.012953365,
0.06012778,
-0.036997285,
0.013787674,
0.05100792,
-0.03132974,
-0.022238648,
0.033343587,
0.018728796,
0.0125649795,
0.072038256,
0.05339577,
-0.02333188,
0.012413941,
0.027043117,
-0.028510349,
0.05138192,
0.012176595,
0.01998026,
0.010543939,
0.010522362,
-0.0138883665,
-0.008307127,
-0.020670723,
-0.042233292,
0.029862504,
0.042146984,
0.009831899,
-0.02615127,
0.001762118,
-0.0043153907,
0.03610544,
-0.027287655,
-0.052072383,
-0.025834806,
0.0096664755,
0.019879568,
-0.059149627,
0.025201883,
0.063177325,
0.006393971,
0.01383802,
0.002348292,
0.0019365316,
0.00044592374,
-0.088839516,
-0.0798635,
0.007213895,
-0.043729294,
-0.007854012,
-0.037083592,
-0.08256781,
0.033487435,
0.006739202,
-0.007875589,
0.0013260837,
-0.031876355,
0.0136582125,
0.01995149,
-0.024842268,
-0.051727153,
0.021303646,
0.025173115,
0.021044724,
0.04864884,
-0.0109898625,
-0.0075231646,
-0.0011885306,
0.016945101,
0.0076742037,
0.005940855,
0.06772287,
-0.03236543,
-0.010666208,
0.0031214661,
-0.027747964,
-0.00073361647,
-0.022094801,
-0.0028481581,
0.03670959,
0.031559892,
-0.0067140292,
0.06927641,
0.021620108,
-0.038723443,
0.031473584,
0.02057003,
0.025518345,
-0.020023413,
0.03639313,
0.004243468,
0.0014375646,
0.0108747855,
-0.021145416,
-0.04554176,
-0.009242129,
-0.018124642,
-0.0581427,
-0.0063831825,
0.042636063,
-0.009601745,
-0.061796397,
0.01036413,
-0.040449597,
-0.05771116,
-0.034897126,
-0.045225296,
0.026007423,
0.024784729,
0.029459735,
-0.00028814224,
0.0007889074,
0.02376342,
0.03596159,
0.012155018,
-0.029459735,
0.050432537,
0.040276982,
0.019289797,
0.0065522017,
-0.014010636,
-0.03996052,
-0.03599036,
-0.006811125,
-0.00021711811,
0.06824072,
0.036565747,
-0.012802326,
-0.050777767,
0.045340374,
-0.021030338,
-0.0014816176,
0.016714947,
-0.004912353,
-0.005358277,
0.02292911,
-0.030639276,
0.0062465286,
0.011184054,
0.0018250508,
-0.006171009,
0.0209728,
0.040104367,
-0.0680681,
0.005167681,
0.013514366,
-0.018714411,
-0.010500785,
-0.024310036,
-0.040276982,
0.013262635,
-0.005020238,
0.0375439,
-0.029042581,
0.02550396,
0.046807606,
0.036623284,
0.033688817,
0.03832067,
0.0010015303,
-0.04505268,
-0.0072894143,
-0.008069781,
0.033861436,
0.029948814,
-0.037630208,
-0.015319638,
-0.017880103,
-0.0215338,
-0.035012204,
0.027934965,
0.035472512,
0.021015953,
0.0020426183,
0.06887364,
-0.05287792,
-0.0029416583,
0.022253033,
0.013046865,
-0.015549792,
-0.050058536,
0.023605188,
-0.009853476,
-0.012744788,
-0.0013503578,
0.007480011,
-0.014506906,
0.025029268,
0.020929646,
0.01585187,
-0.03363128,
-0.014104136,
-0.013111596,
0.031818815,
0.0136582125,
0.0071132025,
-0.0107669,
0.02596427,
0.024511421,
-0.04836115,
0.008760244,
-0.074167185,
0.043384064,
0.04787207,
-0.0052360077,
0.0018016758,
0.0054589696,
-0.054546542,
-0.038550824,
0.030035121,
0.03524236,
-0.026180038,
-0.0037040438,
-0.05581239,
0.03837821,
0.02550396,
0.014801791,
0.023101727,
0.0268705,
-0.014377444,
-0.013090019,
0.012651288,
0.02615127,
-0.030265275,
0.018326027,
-0.011550863,
0.002938062,
-0.025417652,
0.00831432,
0.018412335,
-0.005915682,
-0.02351888,
0.016945101,
0.030035121,
-0.02845281,
-0.018311642,
0.08394874,
-0.022224262,
0.009083898,
0.017319102,
-0.030121429,
-0.0057107005,
0.036134206,
0.01045763,
-0.015463484,
-0.0026737442,
0.01027063,
-0.020124106,
-0.015535408,
0.017132102,
0.03446559,
-0.0038622748,
-0.027330808,
0.0064730863,
-0.023001034,
0.03043789,
-0.029747428,
-0.0005744864,
0.0057718353,
-0.055956237,
-0.028222656,
-0.004675007,
-0.03483959,
-0.003392976,
0.017204026,
-0.003479284,
0.0065126442,
-0.03832067,
-0.039385136,
-0.044247143,
-0.023288727,
-0.0158231,
0.011004247,
0.03961529,
0.067837946,
-0.039413903,
0.0031340527,
0.035472512,
-0.014708291,
0.0068147215,
-0.018757567,
0.004728949,
0.012039941,
-0.03170374,
0.012924596,
-0.00642274,
-0.011306324,
0.034782052,
0.01880072,
-0.021792725,
-0.0030891006,
-0.057739932,
-0.037112363,
0.058344085,
-0.02550396,
-0.091313675,
-0.033458665,
-0.010385708,
-0.001603887,
0.026582807,
0.022253033,
-0.021749571,
-0.011968018,
-0.047296684,
0.044132065,
-0.036652055,
0.012536211,
-0.024007957,
-0.020742645,
0.003682467,
0.031387277,
0.03722744,
0.023820957,
0.013737327,
-0.05658916,
0.045656838,
-0.02966112,
-0.008832167,
-0.008019435,
-0.009350014,
-0.0013701366,
0.04024821,
0.0108747855,
0.000915672,
-0.0047397376,
0.01914595,
0.031013276,
-0.004088833,
-0.029747428,
-0.008947244,
0.006084701,
-0.0005448181,
0.041197598,
-0.004595891,
-0.032192815,
0.08751613,
-0.0154059455,
-0.009450706,
-0.03250928,
-0.028467195,
-0.029804967,
-0.012032748,
0.017664334,
-0.033055894,
-0.015348407,
-0.010802862,
0.027762348,
-0.010126784,
-0.0053043347,
-0.0141760595,
-0.0007304698,
-0.048562534,
-0.036536977,
0.014816175,
-0.0125649795,
-0.01275198,
-0.032624356,
0.009385975,
0.040219445,
-0.03797544,
0.036134206,
0.09246444,
-0.021605724,
0.014111328,
-0.05192854,
0.012306057,
-0.018973336,
0.034062818,
-0.012917403,
-0.0014951031,
0.0064047594,
-0.011852941,
-0.06294717,
-0.06588163,
0.0028283792,
0.0263095,
0.055927467,
-0.034235436,
0.048159763,
-0.02349011,
-0.03668082,
-0.022181109,
0.037774056,
0.008745859,
-0.022080418,
0.045455452,
0.015132638,
0.03927006,
0.0058509507,
0.017261563,
-0.05586993,
-0.022008494,
0.046462376,
-0.016168332,
-0.04942561,
0.0029362638,
0.0022763687,
-0.016470408,
-0.07330411,
-0.020454952,
0.011874517,
-0.027747964,
-0.008242397,
-0.015377176,
0.016326562,
-0.031128353,
0.015017561,
-0.009436321,
-0.023375034,
-0.00791155,
0.020239184,
-0.010637439,
-0.037716515,
0.039039902,
0.04594453,
-0.0014528483,
0.028251426,
-0.03880975,
-0.012867058,
-0.044016987,
0.0044700257,
0.028136348,
-0.03273943,
0.03170374,
0.035012204,
0.02652527,
0.017908873,
-0.0021271282,
-0.008163281,
0.032595586,
-0.025762884,
-0.04467868,
-0.009810322,
0.04070852,
-0.0073865107,
0.043700524,
-0.02845281,
-0.0031052835,
0.038148057,
0.026884886,
0.010292207,
-0.0367959,
-0.027158193,
-0.030955737,
-0.0014034011,
-0.041715447,
-0.009918206,
-0.017117718,
0.015103868,
0.027230117,
-0.07175057,
-0.0013980068,
0.05250392,
-0.03731375,
-0.008940051,
0.012320441,
-0.0051496997,
-0.01737664,
-0.003590765,
0.004635449,
-0.010709362,
-0.020598799,
0.016240254,
0.026021807,
0.017160872,
-0.018570565,
0.0009817515,
0.030178968,
-0.0032437355,
-0.0029110909,
0.0011184055,
-0.023864111,
0.006311259,
0.026726654,
-0.0043729297,
0.005800605,
0.0006598952,
0.019836413,
0.053999927,
-0.006782356,
-0.06824072,
0.010666208,
0.06450071,
-0.020138491,
-0.0074943956,
0.0042398716,
0.03216405,
-0.06490348,
0.01882949,
0.022914726,
-0.003797544,
-0.0073865107,
0.019045258,
0.021087877,
0.028467195,
0.034206666,
0.061623782,
0.032825742,
0.019534336,
0.0003697301,
-0.0031358507,
0.03647944,
0.005106546,
0.013399289,
-0.05569731,
0.015060714,
0.028956274,
-0.047785763,
0.013974674,
0.024036728,
0.015952561,
-0.029315889,
0.016412871,
0.040996213,
0.0007821646,
-0.0137732895,
-0.0044232756,
-0.0009790544,
0.01700264,
-0.01799518,
-0.025259422,
-0.041312676,
-0.0057358737,
0.016873179,
-0.00049087574,
0.009623322,
-0.05656039,
0.00039760035,
0.02252634,
-0.015751177,
0.021807108,
-0.014931252,
-0.0054949312,
0.022598265,
0.05146823,
-0.0009997322,
-0.004142775,
-0.042089447,
0.019836413,
-0.055064388,
-0.03132974,
0.01464356,
0.05578362,
-0.00470018,
-0.040938675,
-0.019591875,
-0.015204561,
0.006893837,
0.0081488965,
-0.039787903,
0.038694672,
-0.003506255,
0.004782892,
0.014262367,
-0.04148529,
-0.024871036,
0.054172542,
0.033084664,
-0.03199143,
0.02320242,
-0.016470408,
0.028380888,
-0.024885422,
-0.0217208,
0.018930182,
0.062371783,
-0.007595088,
0.025388883,
0.0086667435,
0.02810758,
0.05656039,
0.01740541,
-0.02349011,
0.02633827,
0.02472719,
-0.05707824,
-0.024266882,
0.06766533,
0.031473584,
-0.018254103,
-0.022253033,
-0.042520985,
0.040852368,
-0.046922684,
-0.054316387,
0.017880103,
-0.014744252,
-0.020771416,
-0.0015337619,
-0.014945637,
0.0011381843,
-0.0007996959,
-0.051353153,
-0.03400528,
0.019606259,
0.0067679714,
0.037400056,
-0.00015418533,
-0.0006549505,
0.032624356,
0.013593482,
0.03607667,
0.012895826,
-0.027546579,
0.010349746,
-0.024238111,
0.050144844,
0.012615326,
-0.021936571,
-0.033717588,
-0.00881059,
-0.03130097,
0.046088375,
-0.030380351,
-0.0017054784,
0.0090695135,
-0.023446957,
-0.042233292,
-0.05656039,
-0.0032940817,
-0.06893118,
0.015981331,
0.04470745,
-0.043786835,
-0.0059264703,
0.03705482,
-0.024741575,
0.022411263,
0.008177666,
0.030668044,
-0.015607331,
0.055409618,
0.012694442,
-0.021763954,
-0.020210413,
-0.009759976,
-9.868367e-7,
-0.011745055,
0.021145416,
-0.007127587,
-0.024942959,
-0.035299897,
-0.053597156,
0.008443781,
0.025043651,
-0.012730403,
-0.018268488,
0.0106734,
-0.009724014,
-0.0316462,
0.0069513754,
0.04867761,
-0.02652527,
-0.03475328,
0.002236811,
0.012629711,
-0.050864074,
-0.013780482,
-0.045973297,
-0.008753051,
-0.009853476,
-0.05730839,
-0.005814989,
-0.050000995,
-0.0109323235,
-0.0025946288,
-0.019793259,
-0.039672825,
0.047641914,
0.0382919,
0.091256134,
0.008875321,
-0.042894986,
0.006063124,
0.02311611,
0.026956808,
0.039787903,
0.06519117,
0.018671257,
-0.027402733,
-0.033314817,
0.030754352,
0.023590803,
0.028208273,
-0.006818318,
-0.018311642,
-0.0076310495,
-0.034983438,
-0.07957581,
-0.017520487,
0.036738362,
0.029574813,
-0.0038335056,
-0.017319102,
-0.015866254,
-0.020555645,
0.0060739126,
-0.053913616,
0.008695513,
0.012802326,
0.008616397,
0.007990666,
-0.017664334,
0.24534436,
0.048447456,
0.04513899,
0.0022278205,
0.028121965,
0.023274342,
0.018642489,
0.002957841,
0.05250392,
-0.04502391,
0.023590803,
-0.023749035,
-0.008573243,
0.018167796,
-0.008760244,
0.050087303,
-0.04125514,
0.019548722,
-0.06944902,
-0.03006389,
-0.0485913,
0.02968989,
-0.008824974,
0.04358545,
0.024439497,
-0.005329508,
0.0014177858,
0.0074080876,
0.035530053,
-0.008249589,
-0.026568424,
-0.013054058,
0.011442978,
-0.0438156,
-0.011852941,
0.018656874,
0.03668082,
-0.04942561,
-0.015477869,
0.013694174,
-0.011205631,
-0.0017225603,
0.019548722,
-0.013226673,
0.00023757126,
0.021059107,
-0.0103929,
0.013823636,
0.01914595,
-0.073879495,
0.059207164,
-0.03593282,
0.053654693,
-0.001333276,
-0.035012204,
-0.04352791,
-0.01914595,
-0.022670187,
-0.014391828,
0.04623222,
-0.0036968517,
0.0078036655,
0.01321948,
-0.004178737,
0.03843575,
0.01681564,
0.02075703,
-0.02429565,
0.009364398,
-0.0013701366,
0.023619574,
0.035875283,
-0.020282337,
-0.048015915,
-0.03794667,
0.016599871,
0.008702705,
0.002556869,
0.015031945,
0.0002497083,
-0.017549256,
-0.022166725,
0.0027618501,
-0.014082559,
0.028740503,
0.06950656,
-0.035760205,
0.004782892,
-0.02292911,
0.061969012,
-0.00048053675,
0.010407285,
0.02118857,
-0.001446555,
0.0040312945
] | BART
Overview
The Bart model was proposed in BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation,
Translation, and Comprehension by Mike Lewis, Yinhan Liu, Naman Goyal, Marjan
Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Ves Stoyanov and Luke Zettlemoyer on 29 Oct, 2019.
According to the abstract, |
[
0.03174949,
-0.014214551,
0.011305782,
-0.024065947,
-0.009096764,
-0.04596404,
-0.021006253,
-0.01487314,
-0.043905947,
0.084464066,
0.052659698,
0.009714191,
0.0060919505,
-0.029252337,
-0.031063458,
0.017672144,
-0.0392135,
-0.07035928,
-0.0048399447,
0.0033186723,
-0.023640608,
0.007299364,
-0.08018324,
-0.022707608,
-0.0030373998,
0.048543513,
-0.013802933,
0.0029808022,
0.0937392,
0.06520034,
0.0009835962,
0.032408077,
0.000016534406,
-0.00676426,
-0.018989323,
-0.062785506,
0.003061411,
-0.011998672,
-0.022419475,
-0.0027647028,
0.00675397,
-0.023050623,
0.0180426,
-0.030267663,
-0.030734165,
-0.0017871093,
-0.005927303,
0.010798119,
-0.03962512,
-0.012993417,
-0.012135878,
-0.016780304,
0.021815768,
0.014859419,
-0.003471314,
-0.010029765,
-0.013946999,
0.0079236515,
-0.026837511,
-0.00025983402,
0.03180437,
0.021760887,
-0.025300803,
-0.02927978,
0.00721018,
0.04118927,
-0.010832421,
0.0044557676,
-0.038637236,
-0.052138314,
-0.022680167,
-0.01036592,
-0.0063252007,
-0.026878674,
-0.04368642,
-0.019208852,
0.030267663,
-0.0028127248,
-0.024724538,
0.0662431,
-0.015037787,
-0.011827165,
-0.037512146,
0.029801162,
-0.015710097,
-0.03564614,
0.053510375,
-0.0031934718,
-0.0041093226,
-0.0559252,
-0.035399172,
0.014063624,
0.007031812,
0.0037525864,
-0.0017819641,
0.053043872,
-0.011230319,
0.056419145,
0.0012751591,
-0.03520708,
0.03902141,
0.04297295,
-0.056858204,
0.047171455,
-0.010990208,
-0.0382805,
0.028072366,
0.028511425,
-0.03446617,
0.0019071646,
-0.01665682,
-0.010043486,
0.024216875,
0.016409848,
-0.018070042,
0.001047054,
0.008246086,
0.012218202,
-0.022707608,
0.010606031,
0.02162368,
-0.013329571,
0.002166141,
-0.00064143847,
0.0049462793,
-0.027605865,
0.012835629,
0.030130457,
-0.030514633,
-0.0013317566,
0.043851066,
0.018454218,
0.019030485,
0.026700305,
0.02095137,
0.01418711,
-0.036469378,
0.012684703,
0.019373499,
-0.031063458,
0.012012393,
-0.008273527,
0.009604426,
0.061413445,
0.023626888,
-0.003944675,
0.012465173,
-0.021788327,
-0.0042911205,
0.0054779532,
-0.037018202,
-0.0055739973,
0.032792255,
0.016217759,
-0.02723541,
-0.0252322,
-0.0049256985,
0.0018299862,
-0.05817538,
-0.016313804,
0.008198064,
0.010290457,
-0.02093765,
0.047692835,
-0.032078784,
0.052165754,
-0.014001882,
-0.041408796,
0.0021009683,
-0.04848863,
0.012883652,
0.0062565976,
-0.012122158,
-0.010660913,
-0.018124925,
-0.022885976,
0.045113362,
-0.018413058,
0.013761771,
-0.0013892116,
-0.0046993084,
0.025890788,
0.005766086,
0.061852504,
-0.010503126,
-0.00073319505,
-0.018124925,
0.030789046,
-0.010839281,
-0.03196902,
0.03624985,
0.07661588,
-0.007079834,
-0.014104786,
-0.0009527248,
-0.0009372891,
-0.035783347,
-0.008863513,
0.001960332,
-0.06443198,
-0.017219365,
0.04442733,
0.013782351,
0.021966694,
-0.000040304287,
0.004490069,
-0.0045346613,
0.0008635408,
-0.04708913,
0.020992532,
0.002363375,
0.029636515,
-0.004459198,
0.0392135,
0.017095879,
0.0005428216,
0.0028933333,
0.011394965,
0.0037285755,
-0.0031900415,
0.0030991426,
0.019277455,
0.01981256,
0.023146667,
0.03778656,
-0.007978534,
-0.015133832,
0.06552963,
0.04527801,
0.06377339,
0.01780935,
0.014447801,
0.03378014,
0.02075928,
-0.0039309543,
0.014818258,
0.039460473,
0.016039392,
0.026714025,
0.01915397,
0.02498523,
0.0016927802,
0.08111624,
0.0059444536,
0.018522821,
0.037127968,
-0.003965256,
0.027880277,
0.011456708,
-0.009549544,
-0.05515685,
0.041628327,
0.00043991703,
-0.006939198,
-0.011978092,
-0.026425892,
0.01352852,
0.035344288,
0.008849793,
-0.0031368742,
0.011751701,
0.012883652,
0.05301643,
-0.030789046,
0.03260017,
0.032051343,
0.035454053,
0.029389543,
-0.03152996,
-0.04195762,
-0.02274877,
-0.060260914,
-0.055787995,
0.008040276,
-0.028237013,
-0.04415292,
-0.002366805,
-0.044070594,
0.002948216,
-0.009652448,
0.020676957,
0.030624399,
-0.052110873,
0.043851066,
0.008376432,
0.0048159338,
-0.01645101,
0.060096268,
-0.0030305395,
0.024861744,
-0.036606584,
0.031282987,
-0.034109432,
-0.026206363,
-0.03336852,
0.031941578,
0.023256432,
-0.042424124,
-0.016327525,
-0.0035707885,
-0.0059341635,
0.01104509,
0.028511425,
0.03018534,
-0.042506445,
-0.008877234,
0.026027994,
-0.034548495,
0.018166086,
0.033066668,
-0.025712421,
0.012122158,
0.011984952,
0.034383845,
-0.04264365,
0.020676957,
0.041738093,
0.05562335,
-0.013542241,
-0.038445145,
-0.012108438,
0.019222572,
-0.02479314,
-0.029910928,
-0.007306224,
0.028593749,
-0.017727027,
-0.066078454,
0.008232365,
0.00046006916,
-0.053921994,
0.024875464,
0.02590451,
0.050656486,
0.03674379,
-0.019236295,
-0.02908769,
-0.024573611,
-0.007903071,
0.030953694,
0.040914856,
-0.044015713,
0.015847303,
0.003087137,
0.027907718,
0.005344177,
0.021061135,
-0.07002999,
-0.020402545,
0.0061639836,
0.012321107,
0.04080509,
0.052193195,
0.013850954,
0.014159668,
0.021994136,
-0.04149112,
0.0032106226,
0.02952675,
-0.014406639,
0.0049462793,
0.04848863,
-0.027893998,
-0.025053833,
-0.03603032,
-0.018097483,
-0.031173224,
0.013199226,
0.021074856,
-0.05002534,
0.010496266,
0.016300084,
0.011854606,
0.012410291,
-0.0047644814,
-0.06146833,
0.025781024,
0.031228106,
0.038170733,
-0.04939419,
0.0077658645,
0.019949766,
0.02413455,
0.058943737,
0.028456543,
0.03424664,
-0.02637101,
-0.007841328,
-0.0008180913,
0.004301411,
0.0012245644,
-0.0074708713,
-0.023530845,
0.0030082434,
-0.036469378,
-0.018591424,
0.0035073305,
0.01981256,
0.042204592,
0.021047413,
0.05337317,
0.0021232641,
0.0011413832,
0.03334108,
0.0021301245,
0.008637124,
-0.053290844,
0.04083253,
-0.01668426,
-0.0016276073,
-0.017274247,
0.058010735,
-0.0053716186,
0.024011066,
-0.0020375105,
0.030569516,
-0.028099807,
0.003289516,
0.044015713,
0.040448356,
-0.0006234302,
-0.00038160445,
-0.018179806,
0.03633217,
0.022707608,
-0.078536764,
0.014598728,
-0.033560608,
0.015957069,
-0.0009887414,
0.014598728,
-0.020004647,
0.010317897,
-0.028538866,
-0.050766252,
0.02908769,
0.013549102,
-0.000040759856,
0.011449848,
-0.065968685,
-0.019675354,
-0.0075874967,
-0.017507497,
0.0040647304,
0.033505727,
0.00472332,
-0.0042705396,
0.028868161,
0.017301688,
-0.012574938,
-0.01782307,
-0.0035124759,
-0.0067471093,
-0.013178645,
0.017905395,
-0.047665395,
0.04127159,
0.04330224,
0.045607302,
-0.017973997,
-0.029554192,
0.013000277,
-0.0024645643,
-0.061413445,
-0.025300803,
0.010551148,
0.015202435,
-0.026082877,
0.026604261,
0.004174495,
0.037100527,
-0.0029242048,
0.024518728,
0.0034455878,
-0.026082877,
-0.016574496,
0.050601605,
-0.010564869,
0.0068088523,
0.01579242,
-0.053126197,
0.03199646,
-0.029005367,
-0.046732392,
-0.05298899,
-0.02729029,
-0.010729516,
0.001802545,
-0.004105892,
0.011559613,
0.036194965,
0.005838119,
0.02815469,
-0.06942628,
0.014434081,
-0.023544565,
-0.046101246,
-0.005344177,
0.060699973,
0.04601892,
0.057077732,
-0.03452105,
-0.054443374,
0.014516404,
0.014612448,
0.036387056,
-0.019208852,
-0.0010736376,
-0.018124925,
-0.018097483,
-0.014104786,
0.008150042,
0.0139813,
-0.007326805,
0.031886697,
0.0003252213,
0.005121217,
-0.040256266,
-0.039789766,
0.033533167,
-0.036140084,
-0.07946977,
-0.036414497,
0.015243596,
-0.020141853,
0.040475797,
0.02075928,
-0.025300803,
-0.013336432,
0.007566916,
0.013164924,
-0.014118507,
-0.016725423,
-0.057132617,
-0.011984952,
0.017850513,
0.046540305,
-0.005423071,
-0.097196795,
-0.010091508,
-0.05565079,
-0.0041813557,
-0.004565533,
-0.004579253,
0.022652725,
-0.02996581,
0.020663237,
0.035865672,
0.023379918,
-0.016423568,
0.0019894883,
-0.034630816,
0.03446617,
0.05274202,
-0.07365223,
0.004304841,
0.001397787,
-0.021513915,
0.014461522,
-0.019222572,
-0.030459752,
0.043576654,
-0.030761605,
0.042259477,
-0.062456213,
-0.004668437,
-0.0653101,
-0.0020889626,
0.014310595,
-0.030157898,
-0.0052584233,
-0.038198177,
0.01894816,
0.008287248,
0.035481494,
-0.041820414,
-0.020814164,
-0.042808298,
-0.03487779,
0.057132617,
-0.033066668,
0.02073184,
-0.033039227,
-0.007916791,
0.06476127,
-0.039762326,
-0.0025400277,
0.04824166,
-0.008156902,
0.033011787,
-0.069481164,
0.048022132,
-0.021678561,
-0.035289407,
-0.0035073305,
0.016300084,
-0.054662906,
-0.0049085477,
-0.0006139972,
-0.003742296,
-0.028868161,
0.013322711,
0.042396683,
-0.0360852,
0.02479314,
-0.028676072,
-0.0115253115,
-0.05993162,
0.03784144,
0.016862629,
0.045607302,
0.02701588,
-0.017727027,
0.013583403,
0.04102462,
0.013693168,
-0.017754467,
-0.01643729,
0.06410269,
0.015668936,
-0.011463569,
0.03043231,
0.004030429,
-0.042286918,
-0.03899397,
0.019538147,
-0.0037971786,
-0.0151887145,
-0.0037697372,
-0.026069157,
0.00082838174,
-0.059382796,
0.040475797,
0.017233085,
-0.034575935,
-0.025671259,
0.011765422,
0.011223458,
0.00083824346,
0.07359735,
0.056419145,
-0.03564614,
0.008067718,
-0.04415292,
0.004863956,
-0.007237621,
-0.010530568,
0.03737494,
0.0033666943,
0.020237898,
0.0008343845,
0.030157898,
0.078701414,
-0.037237734,
-0.0046581468,
0.02927978,
-0.020196736,
-0.033697814,
0.0006727386,
0.017219365,
-0.011442988,
0.018865837,
-0.024381522,
-0.012986557,
0.009281992,
0.032161105,
-0.020114413,
-0.069316514,
0.030953694,
-0.020114413,
-0.015147552,
-0.02996581,
-0.049888134,
-0.0093780365,
0.026796348,
-0.014475242,
0.0025571785,
-0.026947277,
-0.0041813557,
-0.04824166,
-0.011353804,
0.0054196403,
0.03336852,
-0.031859253,
-0.021692283,
-0.013892116,
-0.077823296,
0.00236852,
-0.016752863,
-0.027111923,
0.017027276,
-0.021664841,
0.024902904,
0.005423071,
0.019318618,
-0.050382074,
-0.05183646,
0.0074914526,
-0.028895602,
0.020361384,
-0.0041813557,
0.024408963,
0.0012434302,
0.0033203873,
0.014351757,
-0.027743071,
-0.0015504288,
0.01575126,
0.0029722268,
-0.02906025,
0.016409848,
-0.049229544,
0.01712332,
-0.053784788,
-0.01465361,
-0.06415757,
-0.027619585,
-0.0034095712,
0.009412338,
0.014324316,
0.06761516,
0.008019696,
0.010489405,
0.013164924,
0.023105506,
0.02295458,
-0.0003320816,
0.005543126,
0.025136156,
-0.004335712,
-0.00036230983,
-0.01442036,
-0.015915906,
-0.0125955185,
0.0032106226,
-0.0007250484,
0.0096318675,
-0.00002146525,
0.042506445,
-0.016039392,
0.026494496,
0.026439613,
-0.040613003,
0.014831978,
0.0011216598,
-0.011456708,
-0.01374805,
-0.05993162,
-0.03487779,
0.0023736653,
-0.02862119,
0.037210293,
-0.03443873,
-0.06300504,
-0.04302783,
-0.035673585,
0.026960997,
-0.013260968,
0.057132617,
-0.0059135826,
0.018317012,
-0.02524592,
-0.013693168,
-0.020773001,
0.025410568,
-0.023475962,
-0.039048854,
0.021445312,
0.04552498,
0.036634024,
-0.013693168,
-0.026878674,
-0.015421964,
-0.0034455878,
0.05115043,
-0.025424289,
-0.0011336653,
-0.07601217,
0.022735048,
-0.016039392,
-0.003762877,
-0.0019191701,
0.057736322,
0.0069048963,
-0.009227109,
-0.0040887413,
0.03196902,
0.014516404,
-0.021033693,
0.0076560997,
0.05049184,
0.017054716,
-0.042808298,
0.009515243,
-0.032051343,
0.01984,
0.04783004,
0.010180692,
-0.028429102,
0.0129110925,
0.014228271,
-0.022254828,
-0.0166431,
0.039048854,
-0.0045861136,
-0.031831812,
0.012561218,
-0.014015602,
-0.028209573,
-0.0071347165,
0.009570125,
0.04821422,
-0.0082392255,
0.024889184,
-0.021225782,
-0.05674844,
0.032545283,
0.008925256,
-0.048982576,
-0.00012455741,
0.03180437,
-0.009652448,
0.05268714,
-0.02793516,
-0.03674379,
0.016835187,
0.013453057,
-0.0071758786,
0.021802047,
0.024724538,
0.029718839,
0.015627773,
0.0020134994,
-0.010907884,
0.037594467,
-0.027770512,
-0.03174949,
-0.075298704,
0.010482545,
-0.036002878,
-0.036634024,
0.049256984,
-0.037649352,
-0.02075928,
-0.05073881,
-0.014132227,
-0.01554545,
-0.032737374,
0.006201715,
-0.028264454,
-0.059547443,
0.059876736,
-0.0113332225,
0.007319945,
-0.004239668,
0.04939419,
0.03668891,
0.027413776,
0.029444426,
-0.00014031466,
0.022433195,
0.016080553,
0.010317897,
-0.038774442,
0.014029322,
-0.03624985,
-0.030322546,
-0.043604095,
-0.0360852,
-0.021747164,
0.052138314,
-0.050107665,
-0.041573446,
0.024011066,
-0.000035882607,
-0.027304012,
-0.00066030433,
0.094781965,
-0.029828604,
0.01667054,
-0.011518451,
0.033944786,
-0.022446916,
-0.019112809,
-0.020196736,
-0.0038177595,
-0.010777539,
-0.054333612,
-0.025479171,
-0.033533167,
0.0175761,
-0.018083762,
-0.028483983,
-0.023585727,
0.01669798,
0.057626557,
0.049202103,
-0.0035330567,
-0.010633471,
0.014001882,
0.050189987,
-0.0014243707,
-0.020375105,
0.07315829,
0.031886697,
0.023599448,
0.029883485,
-0.006400664,
0.049668603,
-0.00035309128,
-0.017425174,
-0.019126529,
-0.020265339,
-0.045113362,
-0.021568798,
-0.011161716,
0.051287636,
0.024848023,
-0.039734885,
-0.06333433,
0.02318783,
-0.06563939,
-0.0035913694,
-0.04783004,
0.026700305,
-0.04505848,
0.004085311,
-0.001455242,
-0.025273362,
0.21931021,
0.03858235,
0.06152321,
0.030569516,
0.024505008,
0.046265893,
0.023681771,
-0.046759836,
0.017644703,
0.009350595,
0.010921605,
-0.007278783,
0.004665007,
-0.00031921855,
-0.0006392946,
0.040613003,
-0.059108384,
0.014015602,
-0.022474358,
-0.044290125,
-0.038417704,
0.039817207,
0.05976697,
0.06426733,
-0.016286362,
-0.020635795,
0.007258202,
-0.013898977,
-0.033478286,
-0.0002851314,
0.020704398,
-0.0016790595,
0.04752819,
0.017493777,
-0.03517964,
0.007464011,
0.0041367635,
-0.022625284,
0.016986113,
0.0035330567,
0.023352476,
-0.010969627,
0.036880996,
-0.0013231812,
-0.013384454,
-0.013953859,
-0.017109599,
-0.008445035,
0.03918606,
-0.042753417,
0.024299199,
-0.033642933,
0.051040664,
-0.010489405,
-0.037731674,
-0.035755906,
-0.0084313145,
-0.043110155,
-0.015970789,
0.03496011,
0.0027749932,
0.02498523,
0.026069157,
-0.026274966,
-0.010022905,
0.05115043,
0.0036393914,
0.05447082,
-0.0042019365,
0.037018202,
0.015518009,
-0.006242877,
-0.01712332,
0.000323935,
-0.0056151594,
0.03943303,
-0.01374805,
0.06355386,
-0.008095159,
-0.019222572,
0.025561495,
-0.042945504,
-0.044701744,
-0.03180437,
0.009871978,
0.07090811,
-0.036551703,
-0.0038486307,
0.010146391,
0.06295016,
-0.016533334,
0.019977206,
0.018289572,
-0.029471869,
0.030624399
] | mask random tokens (like in BERT)
delete random tokens
mask a span of k tokens with a single mask token (a span of 0 tokens is an insertion of a mask token)
permute sentences
rotate the document to make it start at a specific token
Implementation Notes |
[
0.035715193,
-0.011465306,
0.006122605,
-0.015947927,
-0.00018449813,
-0.010831179,
0.009402571,
-0.008914221,
0.020321216,
0.057873193,
0.0018203816,
0.012762715,
0.022974346,
-0.037260424,
-0.0145994965,
0.015466866,
-0.02196849,
-0.057785727,
-0.059185177,
-0.023528295,
-0.015714686,
0.032828823,
-0.049913805,
-0.023120122,
-0.026472976,
0.01752231,
0.010911357,
0.0071065947,
0.07282984,
0.030554714,
0.007857343,
0.01826577,
0.016705964,
-0.020496149,
0.014810872,
-0.01685174,
0.008083296,
-0.007660545,
-0.013309376,
-0.018717676,
0.02546712,
-0.016341524,
-0.0010623448,
-0.03568604,
-0.034199122,
-0.0016381613,
-0.015393978,
-0.025612896,
-0.030350626,
-0.043528803,
-0.03230403,
-0.033907566,
0.04682335,
0.014905627,
0.0077917436,
-0.0077480106,
0.02017544,
-0.035715193,
-0.058339678,
-0.00842587,
0.022434972,
0.004766885,
-0.011756859,
-0.059447575,
-0.012558629,
0.0043222676,
-0.008476892,
-0.00014065135,
-0.033149533,
-0.029796677,
-0.042129353,
-0.011334107,
-0.03215825,
-0.003148768,
-0.021443695,
-0.043091476,
0.03253727,
-0.014737984,
0.00781361,
0.047406454,
-0.023309631,
0.009941944,
0.0053682122,
-0.014220478,
-0.020569036,
-0.061692532,
0.06600751,
-0.038368322,
-0.00972328,
-0.00922764,
-0.049505632,
0.021997644,
-0.009796168,
0.016778853,
0.031808387,
0.064491436,
0.0045555094,
0.0958625,
0.008484181,
-0.005000127,
0.01912585,
0.068165,
-0.048893373,
0.033003755,
-0.014861894,
0.047144055,
0.04393698,
0.04011764,
-0.03653154,
-0.01912585,
-0.018090839,
-0.038047615,
0.001198099,
0.00836756,
-0.0040562255,
0.034461517,
0.015641797,
0.028557578,
-0.054549493,
-0.016020816,
-0.007988541,
-0.02214342,
0.053674836,
-0.060876183,
-0.010175186,
-0.023061812,
0.014752562,
0.032333184,
-0.031779233,
0.021676937,
0.07084728,
-0.020219173,
-0.03265389,
0.057231776,
0.009322395,
0.023921892,
0.0040270705,
0.0016855384,
0.059068557,
-0.015860463,
-0.014337099,
0.023309631,
-0.027755808,
0.063616775,
-0.03941791,
0.0008696468,
0.028440956,
-0.0175952,
-0.0049673277,
0.026924884,
-0.07562874,
-0.0020317573,
0.022726526,
0.023732383,
-0.04102145,
0.010466739,
0.019898465,
-0.01698294,
-0.003371077,
-0.010525049,
-0.0040963143,
0.022347508,
-0.004227513,
0.07382112,
-0.020904321,
0.06437481,
-0.013732128,
0.0013620973,
0.005178703,
-0.035715193,
0.038659874,
0.010969667,
0.027478833,
0.046735883,
0.021662358,
0.009023553,
0.051109172,
0.0014860072,
0.018848876,
0.017157871,
0.021793557,
-0.014789006,
0.02030664,
0.039971862,
0.01131953,
0.030846266,
0.0051677697,
-0.01260965,
-0.0264584,
-0.013972659,
0.05116748,
0.04638602,
-0.017172448,
0.02848469,
0.00016866774,
0.0042165797,
-0.032945443,
-0.015146158,
0.002611218,
-0.035161246,
0.0033728993,
0.072130114,
-0.032449804,
0.050351135,
-0.054287095,
-0.008083296,
0.032274872,
0.037668597,
-0.05172143,
-0.022260042,
0.026356356,
0.009497326,
-0.009475459,
0.004107247,
0.020831434,
-0.03064218,
-0.013360398,
0.03953453,
0.027522566,
-0.014789006,
-0.029053217,
-0.001224521,
0.039709464,
-0.027843274,
0.0034567206,
-0.025175568,
-0.012529473,
0.030671334,
0.008841333,
0.005204214,
0.015496021,
-0.0051677697,
-0.008141606,
0.056619518,
-0.009825323,
-0.010831179,
0.029854987,
0.024869436,
-0.014570341,
0.0017183381,
0.013272933,
-0.024752816,
0.028936597,
0.0051969253,
-0.009555637,
-0.013702973,
-0.00836756,
0.007088373,
-0.019738112,
-0.0041692024,
-0.028528422,
0.035890125,
0.01833866,
0.034432363,
-0.043587115,
-0.03924298,
0.012354542,
0.027974473,
-0.0006195493,
-0.0075657903,
-0.0024071313,
0.020321216,
0.035132088,
-0.021983067,
0.05603641,
0.021268763,
0.036152523,
0.016910052,
-0.01599166,
-0.021370806,
-0.006552645,
-0.067756824,
-0.043645427,
-0.013178178,
-0.02233293,
-0.030029919,
-0.05886447,
-0.07160532,
0.010648959,
-0.0012983202,
-0.0035660528,
0.010546915,
-0.041546248,
0.03623999,
0.0010432117,
0.005328124,
-0.0637334,
0.0351904,
0.014832739,
0.037202112,
0.019956775,
0.008943376,
0.035102934,
-0.012405563,
-0.009278662,
-0.00971599,
0.022289196,
0.024082245,
0.011166465,
0.016341524,
-0.0014468298,
0.031954166,
0.007573079,
-0.005944029,
-0.03175008,
0.0027861495,
0.028368069,
-0.044549238,
0.03752282,
0.05437456,
-0.019913044,
0.050671842,
0.025102679,
0.013098001,
0.0037318734,
0.027697498,
0.013863326,
-0.0077480106,
0.011159176,
-0.045190655,
-0.04594869,
0.0009776123,
-0.0107947355,
-0.022012223,
-0.006756732,
0.06355847,
-0.023207588,
-0.036706474,
-0.011341397,
-0.03070049,
-0.033295307,
-0.00916933,
-0.03924298,
0.06070125,
0.030671334,
-0.0012381874,
-0.030962886,
-0.049418166,
-0.005776386,
0.024082245,
0.016443567,
-0.025058946,
0.030671334,
0.029854987,
0.032333184,
0.0016135614,
0.02516099,
-0.05898109,
-0.012347253,
-0.03253727,
0.015058693,
0.0274351,
0.0027405946,
0.036006745,
-0.0060934494,
0.037930995,
-0.024519574,
-0.011487173,
0.0074528134,
-0.005801897,
0.011786014,
0.0031779234,
-0.019155007,
0.004318623,
-0.033266153,
-0.04390782,
-0.03425743,
0.019417403,
0.043033164,
-0.029388502,
0.028353492,
0.005185992,
-0.024446687,
0.014942071,
-0.020875167,
-0.03556942,
0.0029993474,
0.017245337,
0.033616014,
-0.035219554,
0.025962759,
0.032741357,
0.029213572,
0.035394486,
0.03653154,
0.04734814,
-0.043995287,
-0.02072939,
-0.03125444,
0.011093576,
0.040700745,
-0.036706474,
0.011727704,
-0.010364695,
-0.038222548,
-0.021560315,
0.01279187,
0.016749697,
0.033616014,
0.01457763,
0.04484079,
-0.05315004,
0.028076516,
0.016414411,
0.0119099235,
0.0015270067,
-0.05247947,
0.039038893,
-0.0069972626,
-0.001305609,
-0.027012348,
-0.020510726,
-0.030321471,
0.018178305,
-0.02344083,
-0.00024349199,
-0.03481138,
-0.013243777,
0.0138560375,
0.07976879,
-0.0032599226,
-0.03781437,
-0.0123253865,
0.02516099,
0.027668342,
-0.06571595,
-0.022726526,
-0.03064218,
0.017886752,
0.04632771,
-0.0048470623,
-0.0039140936,
-0.003380188,
-0.03507378,
-0.019082118,
0.043033164,
0.04527812,
0.009176618,
0.04262499,
-0.044374306,
0.018746832,
0.0068988637,
-0.01021163,
-0.0052734576,
0.045686293,
0.00892151,
-0.0051094596,
0.023426251,
-0.007000907,
-0.051663123,
0.007799032,
-0.0017666266,
0.0028134827,
-0.007328904,
0.0024563307,
0.03070049,
-0.013404131,
-0.0138706155,
0.063616775,
0.021443695,
-0.009956522,
-0.0077407216,
0.013185467,
-0.027158124,
-0.031283595,
0.018047106,
0.014781717,
-0.019825578,
0.038805652,
0.0103792725,
0.019096695,
0.0018458924,
0.017915908,
-0.021720668,
-0.009125597,
0.030321471,
0.009307817,
-0.014205901,
-0.018309504,
0.030175695,
-0.05924349,
0.043295562,
-0.010984245,
-0.038455788,
-0.014154879,
-0.04947648,
-0.023921892,
-0.029373925,
-0.031341907,
0.015496021,
0.024781972,
0.014154879,
0.04049666,
-0.040642433,
0.0011990101,
-0.02810567,
-0.05087593,
-0.004533643,
0.041487936,
0.0069972626,
0.08070176,
-0.026662486,
-0.008156184,
0.044636704,
-0.005124037,
0.016633077,
-0.036327455,
-0.0053463457,
-0.018863454,
-0.035452798,
0.006501623,
-0.0041181804,
-0.024534151,
0.013345821,
-0.041108917,
-0.01660392,
0.022799414,
-0.010838469,
-0.056940224,
0.03944707,
-0.044111907,
-0.072130114,
-0.014337099,
-0.011858902,
-0.003899516,
0.004938172,
0.0141986115,
-0.03586097,
-0.0001996452,
-0.0072414377,
0.026370933,
-0.011472595,
0.0068733525,
-0.013936214,
-0.03944707,
-0.01144344,
0.0781361,
0.00040293482,
-0.039505377,
0.016764276,
-0.00929324,
0.016997516,
-0.0134114195,
-0.055394996,
-0.027114393,
0.000091508795,
0.02626889,
0.008440448,
0.011691259,
-0.032099944,
0.007901075,
-0.025015214,
0.029971607,
0.061342668,
-0.06367509,
0.0058529186,
-0.0060934494,
-0.007263304,
-0.0003603408,
-0.005218792,
-0.049505632,
0.05087593,
-0.025423387,
0.027231013,
-0.026414666,
-0.071838565,
-0.027566299,
0.015860463,
0.021370806,
-0.055220064,
-0.01673512,
0.0013201867,
-0.002037224,
-0.0010514116,
0.011596505,
0.015598064,
0.016224902,
-0.03481138,
-0.03924298,
0.013943504,
-0.016837163,
-0.027741231,
-0.0011634771,
-0.011669393,
0.044257686,
-0.00507666,
0.005014705,
0.058223054,
-0.03857241,
-0.008651824,
-0.019956775,
0.036269143,
-0.015233624,
0.01014603,
0.015087848,
0.0010833001,
-0.027901584,
-0.0026148625,
-0.038310014,
-0.05696938,
-0.012689827,
0.04510319,
0.03463645,
-0.03481138,
0.051284105,
-0.029752944,
-0.046094466,
-0.027697498,
0.031225285,
-0.01673512,
0.013513464,
0.039272137,
0.009905499,
0.009125597,
0.04128385,
0.0021757113,
0.0046648416,
-0.035336174,
0.058281366,
-0.01580215,
-0.004373289,
0.019942198,
-0.016720543,
-0.031720925,
-0.08280094,
0.009439016,
-0.007088373,
-0.026545865,
-0.016297791,
-0.040088482,
0.007806321,
-0.06163422,
0.021122986,
-0.00461382,
-0.016385257,
0.019650646,
-0.014358966,
0.0053463457,
0.016108282,
0.06017646,
0.06670724,
-0.0150003815,
-0.001036834,
-0.03679394,
0.0016736942,
-0.046356864,
-0.0056342543,
0.04705659,
-0.0047814627,
0.015860463,
0.027333057,
0.015393978,
0.06810669,
0.0045664427,
-0.015044115,
0.0418378,
-0.040030174,
-0.06618244,
-0.025729517,
0.033178687,
-0.03889312,
0.03504462,
0.0051969253,
0.0340825,
0.020671079,
0.057348397,
0.0077042775,
-0.071197145,
0.021764401,
-0.016326945,
-0.01851359,
-0.030554714,
-0.006035139,
0.0024982414,
0.019752689,
0.002432642,
-0.046123624,
0.012201477,
-0.0056998534,
-0.033295307,
-0.06297536,
-0.025685785,
-0.03728958,
-0.00016046783,
-0.050584376,
-0.038659874,
-0.06379171,
0.0318667,
0.0103355395,
0.0051896363,
0.013994525,
-0.03504462,
0.002700506,
0.023207588,
-0.0025109968,
-0.00076487,
-0.019082118,
-0.013673817,
0.005550433,
0.00352232,
0.011093576,
0.019825578,
-0.015291934,
0.031954166,
0.052362848,
0.027012348,
-0.036735628,
-0.0028535712,
0.0070519284,
-0.010787446,
0.017230758,
0.011465306,
0.04288739,
-0.06029308,
0.0095920805,
-0.026050225,
-0.03968031,
0.016341524,
0.020437839,
0.02491317,
0.034548983,
0.0067640203,
0.06828162,
-0.014045547,
0.03702718,
0.027026927,
0.013185467,
0.04151709,
0.016137436,
0.0045482204,
-0.06303367,
0.03635661,
-0.008549781,
-0.029403081,
0.018411547,
0.039330445,
0.018950919,
-0.021195874,
-0.0024545086,
0.0080468515,
0.0022139775,
0.002359754,
-0.019329937,
0.006610955,
0.034286585,
0.008170762,
-0.010051277,
-0.08490012,
-0.033761792,
0.034607295,
-0.043820355,
0.0045555094,
-0.0648413,
-0.016006239,
-0.0020536236,
0.008608091,
-0.0066656214,
0.016472721,
0.03623999,
0.016778853,
0.041487936,
-0.021749824,
-0.023528295,
0.0107801575,
-0.012602361,
-0.030321471,
-0.026341777,
0.018601056,
0.054957666,
0.010976955,
-0.035715193,
-0.018688522,
-0.02024833,
0.021808134,
0.037989303,
-0.028411802,
0.008571646,
-0.064491436,
0.02607938,
0.02344083,
-0.05452034,
-0.01371755,
0.05696938,
0.026181424,
0.010495894,
-0.007368992,
-0.022260042,
0.027741231,
-0.042304285,
0.0037756062,
0.03215825,
0.02829518,
-0.045074034,
0.02644382,
-0.028397223,
0.026283467,
0.056794446,
0.023222165,
-0.012748138,
0.020991787,
-0.012223343,
-0.054957666,
-0.03857241,
0.04349965,
0.021997644,
-0.022070533,
-0.004763241,
0.011720415,
0.02263906,
-0.037872683,
-0.029024063,
-0.005247947,
0.0036753851,
-0.022055954,
-0.028338913,
-0.045132343,
-0.022566171,
0.030000763,
-0.047202367,
-0.010802024,
0.0007571257,
0.042945698,
0.026487553,
-0.017872175,
-0.009439016,
0.046910815,
-0.0077917436,
-0.005040216,
0.021327073,
-0.06606582,
0.038922273,
0.0062027816,
0.049797185,
0.009074575,
0.0062064263,
-0.014111146,
-0.026997771,
-0.022362085,
0.02399478,
-0.02726017,
-0.029942453,
0.021545738,
0.001358453,
-0.04090483,
-0.035102934,
0.008680979,
-0.050642688,
-0.03070049,
0.025933605,
-0.025437964,
-0.022843147,
0.038689032,
0.005944029,
0.016808007,
0.00026786394,
0.039709464,
0.016691387,
0.075278886,
0.008513336,
-0.006822331,
0.019227894,
0.022843147,
-0.009081864,
-0.0065635783,
0.02527761,
-0.03309122,
-0.024023935,
-0.05726093,
-0.05210045,
-0.008214494,
0.00486164,
0.008761155,
-0.030933732,
0.02294519,
-0.021545738,
-0.01950487,
0.00062547147,
0.09102272,
0.007959386,
-0.016516455,
-0.0051823477,
0.0015051403,
-0.01931536,
-0.028032783,
-0.019038385,
-0.012901203,
0.041546248,
-0.07137208,
0.009307817,
-0.019300783,
0.010131453,
-0.006297536,
-0.025335921,
-0.005911229,
0.028193137,
0.0437912,
0.040671587,
0.011370552,
0.022668215,
-0.0030813466,
0.036619008,
0.04589038,
-0.0042712456,
0.021429116,
0.037872683,
-0.016997516,
0.03014654,
0.01667681,
-0.001431341,
0.049243234,
0.023644917,
-0.010605226,
-0.00849147,
-0.04688166,
-0.03268305,
-0.016749697,
0.029271882,
0.029505124,
-0.019344516,
-0.04755223,
-0.011049843,
-0.0626255,
0.018615633,
-0.03070049,
-0.0008983465,
-0.022916036,
-0.0008341138,
0.02030664,
-0.045161497,
0.25306767,
0.04361627,
0.042100195,
-0.004318623,
0.036560696,
0.036269143,
0.031837545,
-0.045423895,
0.032770514,
-0.03414081,
0.0017101383,
-0.01752231,
-0.0069535295,
0.017201604,
-0.018557323,
0.038805652,
-0.0407299,
-0.03597759,
-0.030408937,
-0.037551977,
-0.04682335,
0.048456043,
0.0075585013,
0.07125546,
0.0069936183,
-0.006002339,
-0.010561493,
-0.050584376,
-0.0069571743,
-0.017172448,
0.0134114195,
-0.02571494,
0.046852503,
-0.03746451,
-0.01174957,
0.027420523,
0.035831816,
-0.03469476,
-0.02072939,
0.009439016,
0.023907313,
0.0024344642,
0.00036011302,
0.0037610286,
-0.0329746,
0.00012334042,
-0.018061684,
0.028382646,
0.02712897,
-0.095337704,
0.03819339,
-0.03148768,
0.056619518,
-0.0060970937,
-0.035948437,
-0.040817365,
-0.039592844,
-0.032712203,
-0.021195874,
0.02903864,
-0.020831434,
0.01938825,
-0.022216309,
-0.029490545,
0.0057618083,
-0.0076897,
0.029636322,
0.014169456,
0.014905627,
-0.0307588,
0.0062829587,
-0.0007726144,
0.011611083,
-0.026866572,
0.03014654,
0.030292315,
0.004693997,
0.033295307,
0.035831816,
-0.019519446,
-0.021327073,
-0.04373289,
-0.04947648,
-0.018047106,
0.010248074,
0.069564454,
-0.027158124,
-0.006089805,
0.008651824,
0.032216564,
0.033120375,
0.01144344,
-0.0059185177,
-0.0022613548,
0.018047106
] |
Bart doesn't use token_type_ids for sequence classification. Use [BartTokenizer] or
[~BartTokenizer.encode] to get the proper splitting.
The forward pass of [BartModel] will create the decoder_input_ids if they are not passed.
This is different than some other modeling APIs. A typical use case of this feature is mask filling.
Model predictions are intended to be identical to the original implementation when
forced_bos_token_id=0. This only works, however, if the string you pass to
[fairseq.encode] starts with a space.
[~generation.GenerationMixin.generate] should be used for conditional generation tasks like
summarization, see the example in that docstrings.
Models that load the facebook/bart-large-cnn weights will not have a mask_token_id, or be able to perform
mask-filling tasks. |
[
0.05771,
-0.01515396,
-0.004598493,
-0.013170724,
-0.025266286,
-0.0033253715,
0.021633985,
-0.020515237,
0.037165705,
0.07351778,
-0.0012894669,
-0.013221576,
0.0025062878,
-0.03745629,
0.010490085,
0.0066180527,
-0.002884047,
-0.0409433,
-0.062359344,
-0.0019705233,
0.047888257,
0.0063674236,
-0.060325257,
-0.031877074,
-0.010272147,
0.027663605,
0.031993307,
-0.0034452376,
0.057739057,
0.05788435,
0.017231636,
0.053612765,
0.026428623,
-0.028215714,
0.013454043,
-0.041553523,
-0.0026606605,
-0.04660969,
0.01406427,
-0.039112616,
0.047132738,
-0.009037165,
0.009996093,
-0.023450136,
-0.009371337,
-0.026385035,
0.009901653,
-0.033126585,
-0.008143619,
-0.0704957,
-0.025847454,
-0.03484103,
0.04274492,
0.010962284,
-0.015081314,
0.021459635,
0.004863651,
-0.027213199,
-0.038415216,
0.009269632,
0.0507941,
-0.051811144,
-0.0022574752,
-0.09385866,
-0.0044096136,
-0.01973066,
0.009196986,
0.01013412,
0.0016726747,
-0.024815882,
-0.053641822,
0.025106465,
-0.03135402,
-0.030395096,
-0.04896342,
-0.0100106215,
-0.019483663,
-0.0052450425,
-0.0067742416,
0.06299863,
-0.0036904179,
0.009233309,
-0.0026116245,
0.011819508,
-0.050096694,
-0.032603536,
0.07398271,
-0.011245604,
0.016330825,
-0.028259302,
0.004053648,
0.022069862,
-0.0022974305,
0.03228389,
0.010569996,
0.07386647,
-0.003294497,
0.08531549,
0.02501929,
0.030772854,
0.024844939,
0.06875219,
-0.06915901,
0.036817003,
-0.022825379,
0.0008799249,
0.012727583,
0.008172678,
-0.015764186,
-0.026079921,
-0.020340886,
0.014274944,
-0.015647953,
0.026312388,
-0.04111765,
0.0035069867,
0.032458242,
0.0029040247,
-0.031644605,
0.0032182187,
-0.010475556,
-0.019222137,
0.047568616,
-0.0050525307,
-0.0035741841,
0.026181625,
0.010163179,
0.036032427,
-0.011652422,
-0.0067633446,
0.047975432,
-0.01570607,
-0.019832363,
0.053438414,
-0.011725068,
0.029901102,
-0.010184973,
0.016650468,
0.08508302,
0.017202578,
-0.019846894,
0.009618334,
-0.012713053,
0.07816712,
-0.05529815,
0.006792403,
0.028927645,
-0.04687121,
0.006588994,
-0.0036740724,
-0.03742723,
0.010126855,
0.0057245065,
0.011027666,
-0.05227608,
-0.0003666354,
0.011412689,
0.00030624837,
0.00958201,
0.0193529,
-0.021096405,
-0.0026007276,
-0.016359884,
0.065672,
-0.02536799,
0.06439343,
-0.032429185,
0.025280815,
-0.014776201,
-0.025251757,
-0.0050597955,
-0.0005620986,
0.012262648,
0.01862644,
-0.010417439,
0.035160676,
0.015604366,
-0.0008840113,
0.007242808,
0.0022937981,
0.017231636,
-0.0005357644,
0.0009453063,
0.008848285,
-0.010998608,
0.0049798847,
0.0151830185,
-0.0009870778,
-0.0027096965,
0.0052559394,
0.02795419,
0.05753565,
-0.004177146,
0.00029830274,
0.008332498,
-0.008601289,
-0.06520707,
0.0004717451,
-0.0058189463,
-0.02775078,
-0.025426107,
0.056547664,
-0.010722552,
0.04367479,
-0.018466618,
-0.05003858,
0.021052817,
0.03341717,
-0.031528372,
-0.029842986,
0.073343426,
0.0146163795,
-0.026530327,
-0.03068568,
0.02866612,
-0.0011623363,
-0.037107587,
0.007152001,
0.00506706,
0.0098144775,
-0.017464103,
0.020457119,
0.025062878,
-0.002618889,
-0.0055065686,
-0.010148649,
-0.004220734,
0.021488693,
0.000044921348,
-0.011528923,
-0.019120432,
-0.037892163,
-0.026501268,
0.05035822,
0.027590958,
-0.0177111,
0.03783405,
0.026399564,
-0.02047165,
0.017449575,
0.026588444,
-0.022127979,
0.014921493,
0.014681761,
0.04149541,
-0.021619456,
0.028724236,
0.020878466,
-0.02445265,
-0.013977095,
-0.033184703,
0.027997777,
0.025164582,
0.015270194,
-0.017275224,
-0.006599891,
-0.0063383654,
0.03620678,
-0.059075743,
-0.032254834,
-0.014543734,
0.0335334,
0.0073772036,
-0.021590397,
0.06735739,
0.035160676,
0.018946081,
0.030017337,
0.00857223,
-0.03489915,
-0.03609054,
-0.07590056,
-0.0525376,
-0.0034434213,
-0.027343962,
-0.0123498235,
-0.050009523,
-0.043761965,
0.050532572,
-0.01752222,
0.0015101292,
0.032777883,
-0.010177707,
0.021474164,
0.0068759457,
0.01973066,
-0.04730709,
0.032952234,
0.026399564,
0.038473334,
0.027053379,
-0.027823426,
0.010272147,
-0.00047401528,
0.001471082,
0.0032363802,
0.037136648,
0.04271586,
-0.014151445,
-0.010126855,
-0.019033257,
-0.0014501961,
-0.008368822,
-0.017565807,
-0.020152006,
0.029654106,
0.04582511,
-0.044895243,
0.024074892,
0.06654376,
-0.046144754,
0.013395926,
0.0031601018,
-0.02792513,
-0.016853876,
0.043936312,
0.022374975,
0.013846331,
0.0050271046,
-0.051694907,
-0.03103438,
-0.0037231087,
0.0146163795,
-0.032632593,
-0.017464103,
0.07508693,
0.003981002,
-0.03504444,
-0.010410175,
-0.03521879,
-0.049922347,
-0.046900272,
-0.049399294,
0.048062608,
0.012502381,
0.028201185,
0.027329434,
-0.021663044,
0.0018188747,
0.016752172,
0.020500707,
-0.04201846,
0.06665999,
0.029290875,
0.024888527,
-0.006599891,
-0.016156476,
-0.06113889,
-0.04201846,
-0.01515396,
-0.0032763355,
0.043936312,
-0.009160663,
0.035567492,
-0.022578383,
0.06340545,
-0.04213469,
-0.0012404309,
0.011972064,
-0.0017316996,
0.04469183,
0.007831241,
0.006745183,
0.0030329714,
-0.008347028,
-0.029363522,
-0.03995531,
0.004794637,
0.057099774,
-0.050619747,
0.0064219083,
0.02645768,
-0.03210954,
0.008041915,
-0.0540777,
-0.05204361,
0.01897514,
0.012669466,
0.02757643,
-0.03271977,
0.01605477,
0.016461588,
0.023435606,
0.032806944,
0.035538435,
0.000543029,
-0.055617794,
-0.039926253,
-0.019788776,
0.020965641,
-0.030976264,
-0.021256225,
0.012008388,
-0.009792684,
-0.029189171,
-0.03048227,
0.027053379,
0.062184993,
0.050067637,
0.0354222,
0.046842154,
-0.0009462144,
0.03763064,
0.029552402,
-0.0102576185,
-0.019120432,
-0.03745629,
0.041146707,
-0.014057005,
0.0057753585,
-0.023043318,
0.005201455,
-0.04105953,
0.044023488,
0.007816711,
0.01788545,
-0.039926253,
-0.030017337,
-0.0066289497,
0.045156766,
0.015924009,
-0.05166585,
-0.00584074,
0.0098871235,
0.06956583,
-0.06352168,
-0.03469574,
-0.018597381,
0.002484494,
0.03484103,
-0.00092714484,
-0.005259572,
-0.0012331662,
-0.057448473,
-0.022157036,
0.013047226,
0.023856953,
0.020907525,
0.019076845,
-0.04506959,
0.040594596,
0.027213199,
-6.1720743e-7,
0.016403472,
0.017028227,
0.0012031997,
-0.0063274684,
0.049457412,
-0.017289752,
-0.046464395,
0.015560778,
-0.014623644,
0.039112616,
-0.008601289,
0.027474726,
0.01842303,
0.036991354,
-0.023450136,
0.038589567,
-0.0011559798,
-0.022026274,
0.012930992,
0.027881542,
-0.04289021,
-0.010388381,
0.020675058,
-0.0064509665,
-0.013076284,
0.04675498,
-0.011790449,
-0.014020682,
0.00065971666,
0.037863106,
-0.0031292273,
-0.026937144,
0.0033762238,
0.014267678,
-0.004416878,
-0.016025713,
0.017667511,
-0.043936312,
0.038763918,
-0.00014177326,
-0.006687066,
0.023435606,
-0.03010451,
-0.01223359,
-0.03173178,
-0.027431138,
0.025484225,
0.017086344,
0.009858065,
0.03609054,
-0.05259572,
-0.0025426107,
-0.045650758,
-0.06328921,
0.02374072,
0.044401247,
0.06189441,
0.04780108,
0.033242818,
-0.020428061,
0.038124632,
-0.039170735,
0.007838505,
-0.015691541,
-0.008339764,
0.0321386,
-0.027997777,
0.013083548,
-0.0032636225,
-0.014906963,
0.01049735,
-0.007882093,
-0.023798836,
0.041524466,
-0.022563854,
-0.043093618,
0.054687925,
-0.01322884,
-0.082467765,
-0.022374975,
-0.027823426,
0.007744066,
0.015778717,
0.032254834,
0.019033257,
-0.037340056,
-0.0554725,
0.025789337,
-0.029450698,
-0.023668073,
-0.045331117,
-0.04050742,
-0.009276897,
0.04149541,
0.029334463,
-0.013650187,
0.020500707,
-0.044662774,
0.03687512,
-0.039345086,
-0.023115965,
-0.014623644,
-0.0242783,
0.0055465237,
0.025295345,
-0.0054956716,
-0.011666951,
0.0125968205,
-0.004206205,
0.030046394,
0.036991354,
-0.044343133,
-0.013991624,
-0.00092850695,
0.012022916,
0.0038575036,
-0.028564416,
-0.03675889,
0.07572621,
-0.02593463,
-0.0043151737,
-0.000032435313,
-0.040274955,
-0.014572792,
-0.0068686814,
0.041146707,
-0.049254004,
-0.0033090264,
-0.0076786843,
0.009276897,
-0.009647392,
-0.02265103,
-0.010628113,
0.005993297,
-0.0043878197,
-0.05308971,
0.014057005,
-0.004863651,
-0.0005171489,
-0.0390545,
-0.034405157,
0.047365207,
0.0056445957,
0.036729828,
0.07729536,
-0.001651789,
0.015357369,
-0.03396928,
0.0177111,
0.009262368,
0.029174643,
-0.0009997908,
-0.018190565,
-0.010991343,
-0.0065672,
-0.055617794,
-0.036671713,
0.014478352,
0.013010902,
0.027532842,
-0.012226325,
0.051317148,
-0.013454043,
-0.05564685,
-0.0058116815,
0.026951674,
0.010867844,
0.00096074364,
0.03489915,
0.0197016,
0.009073488,
0.020907525,
0.0034361568,
-0.035683725,
-0.018873436,
0.06474213,
-0.007384468,
-0.021779276,
0.033678696,
0.009879859,
-0.046115693,
-0.08485055,
-0.012945521,
-0.021125464,
-0.032748826,
0.010235825,
0.015618894,
-0.016897464,
-0.062359344,
0.035015382,
0.0012467874,
-0.011884889,
0.004271586,
-0.0010706207,
-0.003497906,
0.008906403,
0.03065662,
0.069449596,
-0.015662482,
-0.0025190008,
-0.031993307,
0.005259572,
-0.021793807,
0.0076568904,
0.035335023,
0.004776476,
0.019091375,
0.033155642,
0.003991899,
0.026094452,
0.00388293,
0.011449013,
0.03722382,
-0.00602962,
-0.06573012,
-0.042628687,
0.05076504,
-0.04187317,
0.03739817,
-0.040623654,
0.003581449,
-0.000010208752,
0.02664656,
-0.03783405,
-0.059424445,
-0.011732332,
-0.029712223,
-0.03010451,
-0.0285063,
-0.013221576,
0.018219622,
0.030889088,
0.00757698,
-0.070030764,
0.002208439,
0.048818126,
-0.03466668,
-0.022985201,
0.0055537885,
-0.026632031,
-0.016694056,
-0.032022364,
-0.040594596,
-0.0131344,
0.00086176343,
-0.018205093,
0.03725288,
0.019149492,
-0.02811401,
-0.0048672836,
0.0317899,
-0.017783746,
0.00028876794,
-0.021793807,
-0.050823156,
-0.019614426,
-0.0019559942,
0.022040803,
0.016374413,
-0.0026479475,
0.033882104,
0.048062608,
0.0072573377,
-0.045214884,
-0.0038393422,
0.031935193,
-0.017318811,
-0.00830344,
-0.011921212,
0.015023197,
-0.046667803,
0.028390065,
0.017507691,
-0.042250928,
-0.0022356813,
0.017551279,
0.041204825,
-0.0015246584,
0.03251636,
0.059918437,
0.0010706207,
0.027678134,
-0.023522781,
0.0010933226,
0.056344256,
-0.008041915,
-0.00080546277,
-0.02265103,
0.0020576986,
0.0070539284,
-0.03978096,
0.021953627,
0.030598504,
0.012698525,
-0.011543453,
0.024074892,
-0.0045331116,
0.026777323,
-0.016141945,
-0.016214592,
-0.011100312,
0.017609395,
-0.034376096,
0.00212308,
-0.07125122,
-0.025222698,
0.010947756,
-0.035189733,
-0.011790449,
-0.046290044,
-0.0007082987,
0.029930161,
0.0028241142,
-0.02830289,
-0.0044386717,
0.014224091,
0.024786822,
0.038996384,
-0.007133839,
-0.020791292,
-0.011645157,
0.016781231,
-0.021546809,
-0.06520707,
0.00292037,
0.039286967,
-0.027852485,
-0.01715899,
0.0039955312,
-0.014391176,
0.0087538455,
0.014398442,
-0.0041190293,
0.03957755,
-0.061545707,
0.038734857,
0.0017934487,
-0.045505468,
-0.04762673,
0.06997265,
-0.006523613,
-0.0017126299,
0.04312268,
-0.012633143,
0.029160112,
-0.057913408,
-0.017260695,
0.039722845,
0.04416878,
-0.033998337,
-0.004816431,
-0.009545688,
0.032981295,
0.035131615,
-0.000675608,
-0.0069631212,
0.023856953,
0.009974299,
-0.057303183,
-0.046900272,
0.021880982,
0.009153399,
-0.0019523618,
0.021779276,
-0.016403472,
0.009255103,
-0.00847779,
-0.04289021,
-0.00014415695,
0.014732613,
-0.0018887966,
-0.036613595,
-0.0335334,
0.026733736,
-0.0031655503,
-0.036613595,
-0.009298691,
0.013664717,
0.047045562,
0.033300936,
-0.039228853,
-0.0070030764,
0.012175473,
0.019265724,
0.009916182,
0.011608834,
-0.05695448,
0.0008712982,
-0.0015192099,
0.032196715,
0.016229121,
-0.0033943853,
-0.0095021,
-0.020239182,
0.0033126585,
0.0027551004,
-0.023348432,
-0.0067015956,
0.027837954,
-0.01588042,
-0.017289752,
-0.043326087,
0.039228853,
-0.028724236,
0.00036550028,
0.039519437,
-0.043761965,
-0.036729828,
0.04530206,
-0.006588994,
0.01919308,
-0.012037446,
0.054281108,
0.028520828,
0.07433141,
-0.0037412702,
-0.007816711,
0.011732332,
-0.0068832105,
-0.004068177,
0.01414418,
0.03466668,
-0.019948598,
-0.005030737,
-0.029610518,
-0.06474213,
0.012073768,
0.0016336275,
-0.0051360736,
-0.033678696,
0.02445265,
0.00074507575,
-0.06561389,
0.011848566,
0.058901396,
0.020675058,
-0.0062802485,
-0.0009543871,
-0.0139262425,
-0.018379444,
-0.04126294,
-0.010613584,
0.0018270474,
-0.015938537,
-0.044866182,
-0.04405255,
-0.03722382,
-0.009959769,
0.004910871,
-0.03234201,
-0.026530327,
0.007046664,
0.036933236,
0.065846354,
0.014231356,
-0.020544294,
-0.0050961184,
0.019977655,
0.06061584,
0.025455166,
0.050329164,
0.05314783,
-0.00506706,
0.023580898,
-0.011187487,
0.0012286259,
-0.007348145,
0.023086905,
-0.023217669,
-0.007932945,
-0.024743235,
-0.031324964,
-0.015313781,
0.02337749,
0.03853145,
-0.0030801913,
-0.027779838,
-0.040420245,
-0.03466668,
0.0031691827,
-0.04692933,
0.0011532556,
0.008426938,
0.026370505,
0.01087511,
-0.026094452,
0.25152957,
0.01515396,
0.025876513,
-0.0055174655,
0.028215714,
0.022927085,
0.05172397,
0.0037412702,
0.026341448,
-0.06886843,
0.011383631,
-0.013192518,
0.0045040534,
-0.00012440632,
-0.00253353,
0.029290875,
-0.030918147,
-0.008143619,
-0.028259302,
-0.046580628,
-0.053409357,
0.005357644,
0.018829849,
0.065090835,
0.0354222,
0.018161505,
0.002426377,
-0.028811412,
-0.0043841875,
-0.08740769,
0.029842986,
-0.015807774,
0.027503783,
-0.0115870405,
-0.0012286259,
0.019672543,
-0.0119793285,
-0.022476679,
-0.036555476,
-0.0015936721,
-0.022592913,
-0.022563854,
-0.0012930991,
-0.022404034,
0.013221576,
0.022505738,
-0.019309312,
0.01973066,
0.029305404,
-0.08752393,
0.01223359,
-0.022825379,
0.0292037,
-0.024002245,
-0.05401958,
-0.016098358,
0.009298691,
-0.027140554,
0.021459635,
-0.015560778,
-0.035305966,
0.022418562,
-0.03600337,
-0.016171005,
0.0050416337,
-0.039374143,
0.02722773,
-0.025658574,
0.040420245,
0.0106499065,
-0.0017080896,
0.00066561915,
-0.040478364,
-0.022244211,
0.008521378,
0.017100872,
-0.0025880146,
0.011005872,
0.044953357,
-0.011848566,
-0.033853047,
0.002399135,
-0.053961463,
-0.0040209573,
0.02281085,
0.06590447,
-0.03638113,
-0.0394032,
0.0031619181,
0.045505468,
0.02828836,
0.014739878,
-0.00018672297,
0.026094452,
0.012858346
] | This model was contributed by sshleifer. The authors' code can be found here.
Usage tips:
BART is a model with absolute position embeddings so it's usually advised to pad the inputs on the right rather than
the left. |
[
0.049906734,
-0.014585316,
-0.003961894,
0.012768536,
-0.022706104,
-0.053875923,
0.015847577,
0.008244826,
0.018240765,
0.028951744,
0.013702463,
0.0067271944,
0.042522874,
-0.03149086,
-0.03149086,
0.017584099,
-0.037940793,
-0.017233875,
0.0043960246,
-0.024209144,
-0.032891747,
0.009390346,
-0.08697197,
-0.044011317,
-0.04033398,
0.045674875,
-0.011856497,
0.012929055,
0.073021434,
0.03146167,
-0.023187662,
0.018678544,
0.020575583,
-0.0250847,
0.029185224,
-0.027901076,
0.043485984,
-0.04339843,
-0.020765288,
-0.022983365,
0.017044172,
-0.03128656,
0.03721116,
-0.055627037,
-0.053438146,
-0.025201442,
-0.04847666,
-0.024982553,
-0.022385068,
-0.017102541,
-0.032658268,
0.0056838226,
0.0398962,
0.01686906,
-0.011958646,
-0.006267527,
-0.011630312,
-0.022166178,
-0.0070664724,
-0.011929461,
0.01552654,
0.0012075386,
-0.016679356,
-0.06519979,
-0.037123606,
0.029053891,
0.008390752,
0.0080697145,
-0.0010315153,
-0.026631517,
-0.027609223,
0.014789613,
-0.010214829,
-0.059683785,
0.0017146319,
-0.00013897184,
0.009660309,
-0.03826183,
0.0015231039,
0.021874325,
-0.0053518405,
0.04033398,
-0.012520461,
-0.00896716,
-0.055043332,
-0.041355465,
0.06128897,
0.021815956,
-0.0026558554,
-0.026689889,
-0.035956196,
0.01519091,
-0.009456012,
0.010915274,
0.03992539,
0.061172232,
-0.024807442,
0.10010532,
-0.01826995,
0.0155557245,
0.023712995,
0.07693225,
-0.038291015,
0.044828504,
-0.00728901,
0.0067271944,
0.029535448,
0.011593831,
0.00039856072,
-0.032920934,
-0.0022545587,
-0.024792848,
0.0070591765,
-0.025872702,
0.012856091,
0.0071832133,
-0.017686246,
0.010915274,
-0.05556867,
-0.0014446686,
-0.021742992,
-0.021173881,
0.021421956,
-0.02413618,
-0.014461279,
-0.05189133,
0.019860545,
0.021159288,
-0.051074143,
-0.0104483105,
0.04736762,
-0.03201619,
0.009470605,
0.08860634,
-0.014059982,
-0.009142271,
0.0058188043,
0.003691931,
0.058195338,
-0.0027051056,
-0.001787595,
0.011119571,
-0.0047936733,
0.084345296,
0.013906759,
0.03764894,
0.05300037,
-0.00059373694,
0.001740169,
0.020575583,
-0.046200212,
-0.015351429,
-0.004709766,
0.005935545,
-0.03055693,
0.038787164,
0.022385068,
-0.0071321395,
-0.021013362,
0.0005695679,
-0.0040348573,
0.018299136,
-0.0035678938,
0.068993874,
-0.02759463,
0.042260207,
-0.028061593,
0.015351429,
-0.0027853649,
-0.03937087,
0.023479514,
0.011163348,
0.002743411,
0.028616114,
0.03869961,
-0.011520867,
0.03741546,
-0.00918605,
0.011433312,
0.020210769,
0.03893309,
0.0061836196,
-0.017554913,
0.051249254,
-0.016679356,
0.015701652,
-0.00012312517,
0.015657874,
0.0013051268,
-0.023391958,
0.029681373,
0.02927278,
-0.025259811,
0.02356707,
0.028922558,
0.014059982,
-0.072087504,
-0.030819597,
0.014271575,
-0.052358292,
0.030440189,
0.05171622,
-0.008668012,
0.04479932,
0.004877581,
-0.019991878,
0.024792848,
0.031636782,
-0.055160075,
-0.0020630306,
0.037065234,
0.022195363,
-0.0073546767,
-0.0029987819,
0.02524522,
-0.019991878,
-0.018240765,
0.05898334,
0.004056746,
0.0051293033,
-0.0034292638,
0.006511953,
0.03691931,
0.046346135,
0.01826995,
-0.026514776,
-0.012214016,
0.026602332,
-0.025157664,
0.022618549,
-0.0033490045,
-0.033592194,
-0.008339678,
0.07769107,
-0.0022709754,
-0.012907166,
0.033241972,
-0.010557755,
-0.026500184,
0.022589363,
0.013957834,
-0.008704494,
0.058107782,
-0.00916416,
0.01821158,
0.02129062,
-0.034759603,
-0.00004597243,
0.00076748023,
-0.018313728,
-0.025172256,
0.06858528,
0.022954179,
0.017233875,
-0.047046583,
-0.022385068,
-0.009711384,
0.057173856,
-0.005581674,
-0.020984177,
0.0013954185,
0.04903118,
-0.0044033206,
-0.018284542,
0.0375322,
0.048972808,
0.0073984545,
0.012432906,
0.008959864,
-0.03134493,
-0.006884065,
-0.02893715,
-0.019729212,
-0.036685828,
-0.020517213,
-0.0065010088,
0.01732143,
-0.06712601,
0.00547223,
-0.009908384,
-0.002955004,
0.043194134,
-0.011579238,
0.008193752,
0.00091203826,
0.031578414,
-0.024836626,
0.017379802,
0.043135762,
0.015438984,
0.0055597853,
0.001573266,
0.016387504,
-0.008616937,
-0.007668418,
0.021100918,
0.01910173,
0.01443939,
0.023143884,
-0.0038670423,
-0.0118127195,
0.018693136,
0.00904742,
0.00017796147,
-0.024559367,
-0.0016772384,
0.023318995,
-0.017350616,
0.018809877,
0.05720304,
-0.012447499,
0.0349639,
-0.0036353846,
0.014067278,
-0.034088343,
0.025901888,
0.03312523,
0.041413832,
0.0078070476,
-0.051482737,
-0.0018787988,
-0.0013790019,
-0.020356694,
-0.019991878,
-0.038291015,
0.033096045,
-0.011666793,
-0.06368216,
0.011148755,
-0.035401676,
-0.0468131,
-0.0063258973,
-0.01854721,
0.050753105,
-0.010579644,
-0.014745835,
-0.016402096,
-0.021772178,
0.008529382,
0.030206708,
0.028338853,
-0.047951326,
0.04541221,
-0.0022509105,
0.033329528,
-0.0011500802,
0.019597879,
-0.05305874,
-0.013833797,
-0.026412629,
0.017379802,
0.043865394,
0.028732853,
0.02530359,
-0.04351517,
0.044770136,
-0.03581027,
0.007894604,
0.009623827,
-0.015351429,
0.008959864,
0.009193346,
-0.024428032,
0.01451965,
-0.029520854,
-0.024617737,
-0.0039509498,
0.016460467,
0.029053891,
-0.047688656,
0.024807442,
0.0055378964,
-0.03508064,
0.0023056327,
0.004078635,
-0.04675473,
0.022414252,
0.021494918,
0.03429264,
0.011426016,
0.022253733,
0.007938381,
0.03362138,
0.03502227,
0.021830548,
0.021013362,
-0.049060363,
-0.0021815957,
-0.020269139,
-0.031257376,
0.00047061176,
-0.050577994,
3.8476614e-7,
-0.0011382238,
-0.014672872,
-0.027127666,
0.020327508,
0.025960257,
0.064557716,
0.020765288,
0.055627037,
-0.022005659,
0.029579226,
0.00008618762,
-0.006271175,
0.024150774,
-0.05200807,
0.05154111,
0.0011947701,
0.007916492,
-0.03770731,
0.0038196163,
-0.043661095,
0.011710571,
-0.015803799,
-0.0022363178,
-0.042989835,
-0.025332775,
-0.011374941,
0.05402185,
-0.014548834,
-0.04357354,
0.0014592613,
0.028732853,
0.047542732,
-0.067651354,
-0.015628688,
-0.029462485,
0.03484716,
0.008981753,
-0.0019025118,
0.015088761,
-0.01720469,
-0.048856065,
-0.08732219,
0.027390333,
0.010973644,
-0.01060883,
0.00014900425,
-0.077224106,
0.004884877,
0.047338434,
-0.005344544,
0.014395612,
0.022939587,
0.03642316,
-0.0046586916,
0.03937087,
-0.00985731,
-0.021100918,
0.010200236,
-0.009076605,
-0.016329134,
-0.024428032,
0.013987019,
-0.0063696755,
-0.006741787,
0.013724352,
0.0612306,
0.00952168,
-0.05066555,
0.00092617486,
0.0076903068,
-0.035401676,
-0.03490553,
0.02569759,
0.007456825,
-0.015803799,
0.04351517,
0.0070226947,
0.020809066,
0.045820802,
0.0034675696,
-0.0365399,
-0.007792455,
0.0118127195,
0.019641656,
0.016942022,
-0.011776238,
0.01921847,
-0.014767724,
0.015964318,
-0.020137805,
-0.042931467,
-0.011550053,
-0.06374053,
-0.005413859,
-0.021801364,
-0.0061617307,
0.0067344904,
0.016548023,
0.008726383,
0.034000788,
-0.048505843,
0.003099106,
-0.030002411,
-0.031023894,
-0.034730416,
0.03960435,
0.03055693,
0.054839037,
-0.016008096,
-0.034205083,
0.04987755,
-0.034205083,
0.034993086,
-0.021334399,
-0.020342102,
-0.036452346,
-0.01220672,
0.0068074535,
-0.014256982,
-0.039516795,
0.00952168,
-0.0071941577,
-0.024150774,
0.028411817,
-0.019597879,
-0.02636885,
0.050081845,
-0.037444644,
-0.031811897,
-0.027361149,
0.020531805,
0.018678544,
0.01153546,
0.0035569493,
-0.024004847,
0.009930273,
-0.0024369662,
0.017744618,
-0.04853503,
0.0024898646,
-0.010937163,
-0.034117527,
0.022093216,
0.06233964,
0.0034128472,
-0.017131727,
0.009456012,
-0.017058764,
-0.010732867,
-0.0015705299,
-0.0339716,
-0.023114698,
-0.06198942,
0.011243608,
0.022385068,
0.0045164134,
-0.008310493,
-0.01524928,
-0.034672048,
0.004169839,
0.048622586,
-0.020925807,
-0.016606392,
-0.011177941,
0.0016006272,
-0.014132945,
-0.015030391,
-0.030702857,
0.018474247,
-0.010200236,
0.019028766,
-0.075706474,
-0.044536654,
-0.041968353,
-0.0048082657,
0.041209538,
-0.020546399,
-0.0050380994,
0.0051256553,
-0.000019010298,
0.01894121,
0.06613372,
0.006646935,
0.017336024,
-0.03330034,
-0.07413047,
0.03195782,
-0.006811102,
-0.05518926,
-0.017905135,
0.003502227,
0.04272717,
0.022282919,
-0.01376813,
0.06858528,
-0.040742572,
0.02312929,
-0.06444097,
0.048622586,
-0.017613282,
0.0052387477,
-0.013935945,
-0.00044416264,
0.015351429,
0.0076392326,
-0.07086173,
-0.03379649,
-0.002121401,
0.015351429,
0.037327904,
-0.0679432,
0.053087924,
-0.039691906,
-0.053146295,
-0.032979306,
0.038291015,
0.0037083477,
0.012929055,
0.016548023,
0.011039311,
-0.0039691906,
0.044157244,
0.029243596,
-0.0046258583,
-0.054488815,
0.038145088,
-0.018196987,
-0.04491606,
0.028426409,
0.017963506,
-0.06525816,
-0.063273564,
0.024428032,
0.015905948,
-0.011440608,
0.0003237736,
-0.05011103,
0.0039691906,
-0.06093875,
0.027711371,
0.01443939,
0.033650566,
-0.014665576,
-0.02490959,
0.006719898,
-0.00647912,
0.014264279,
0.01971462,
0.0030753931,
0.007668418,
-0.041413832,
-0.018445062,
-0.08236071,
-0.0023256976,
0.03598538,
0.027696779,
0.02870367,
0.03843694,
0.015876763,
0.11790831,
-0.01295824,
0.013731648,
0.029360335,
-0.05892497,
-0.050140217,
0.012629906,
0.034788787,
-0.02010862,
-0.0029714208,
-0.014256982,
-0.041880798,
0.009025531,
0.03350464,
-0.010141865,
-0.08271093,
0.0025938367,
-0.03300849,
0.006453583,
-0.036335606,
-0.0017939793,
0.00022071326,
0.026865,
-0.024982553,
-0.0048702843,
-0.0027014574,
0.015117946,
-0.020998769,
-0.04558732,
0.0008901493,
-0.048885252,
0.0004838363,
-0.025741369,
-0.017058764,
-0.051628664,
0.012359942,
-0.014672872,
0.0048119137,
0.026485592,
-0.01592054,
0.006311305,
-0.020079434,
0.024048625,
0.00863153,
-0.06274823,
0.011747053,
-0.012133758,
0.0067563797,
0.016489653,
0.026179146,
-0.008113492,
-0.011944054,
0.016723134,
-0.004220913,
-0.03423427,
0.02887878,
0.022049438,
0.017233875,
-0.016723134,
-0.019656248,
0.025828924,
-0.046871472,
-0.001121807,
-0.044098876,
0.011097682,
-0.018167803,
0.032278858,
0.040246423,
0.026222924,
0.00823753,
0.053467333,
0.017408988,
0.03295012,
0.013162537,
0.022005659,
0.03440938,
0.0070920098,
0.0044179135,
-0.04608347,
0.003482162,
0.010696385,
-0.02334818,
0.03849531,
0.053087924,
0.0029841892,
-0.0047353026,
0.0036736901,
0.0044361544,
0.03782405,
-0.0037977274,
0.0030297912,
0.030002411,
0.04205591,
-0.009142271,
-0.016372912,
-0.061522454,
-0.030936338,
0.021699214,
-0.042552058,
-0.0046112654,
-0.026412629,
-0.033884045,
-0.032103747,
0.003573366,
-0.015278465,
-0.02206403,
0.014767724,
-0.0038488016,
0.0535257,
-0.043427613,
0.010265903,
-0.017584099,
0.005049044,
-0.020342102,
-0.0375322,
0.032045376,
0.02016699,
0.014621798,
-0.003172069,
-0.020750694,
-0.022837438,
0.032541525,
0.015949726,
-0.024938775,
0.019991878,
-0.08504575,
0.04071339,
0.011608423,
-0.01295824,
0.01748195,
0.043865394,
-0.011083089,
0.005647341,
-0.024486404,
0.007507899,
0.02374218,
-0.05218318,
0.0068548797,
0.039458424,
0.030411005,
-0.02340655,
0.0056363964,
-0.01882447,
0.021830548,
0.0290393,
0.017131727,
-0.025216034,
0.02882041,
-0.0017848589,
-0.04211428,
-0.03373812,
0.018138617,
0.018386692,
-0.021188473,
-0.03306686,
-0.01214835,
-0.0013033027,
-0.030294264,
-0.00938305,
0.006194564,
-0.00404945,
-0.01631454,
-0.015482762,
-0.02619374,
-0.018080248,
0.0051074144,
-0.020269139,
0.010835014,
-0.006942435,
0.03972109,
0.037386272,
-0.044507466,
-0.003859746,
0.05647341,
-0.0015677938,
-0.01943736,
0.011447905,
-0.052329108,
0.041092798,
0.018342914,
0.055481113,
0.022443438,
0.006650583,
-0.009485198,
-0.007836233,
-0.029404113,
0.032716636,
-0.03642316,
-0.0051657846,
0.027857296,
-0.045674875,
-0.0365399,
-0.068993874,
0.019627064,
-0.06660068,
-0.024384255,
0.004144302,
-0.02256018,
-0.027142258,
0.018445062,
-0.01809484,
0.030936338,
-0.00020144646,
0.027886482,
0.018897433,
0.05670689,
0.012724758,
-0.008894198,
0.019233063,
-0.020633955,
-0.04441991,
0.0028875133,
0.020123212,
-0.013717055,
-0.025157664,
-0.06432424,
-0.034117527,
-0.007413047,
0.04748436,
-0.021830548,
-0.05408022,
0.0034256158,
-0.00209404,
0.0015231039,
-0.032891747,
0.07804129,
-0.01597891,
-0.062047787,
0.0021068084,
-0.0042063207,
0.023698403,
-0.023085512,
-0.006548435,
-0.008536678,
0.036831755,
-0.07827477,
0.012520461,
-0.016693948,
0.033446267,
-0.02787189,
-0.06280661,
0.01430076,
0.011630312,
0.06444097,
0.04272717,
0.0141913155,
-0.015497355,
0.023056328,
0.031403303,
0.033592194,
0.0026868647,
0.057845116,
0.04509117,
0.0037794865,
0.031695154,
0.023289809,
0.03262908,
0.02206403,
0.008945271,
-0.016402096,
0.014256982,
-0.06128897,
-0.03586864,
-0.003929061,
0.027288185,
0.0434568,
-0.045908358,
-0.030965524,
-0.03233723,
-0.052475035,
-0.015774613,
-0.032745823,
-0.005169433,
0.0049760807,
0.00072324637,
0.033825677,
-0.05653178,
0.25426167,
0.024544774,
0.034613676,
-0.0017930672,
0.028149148,
0.04258124,
0.028893372,
-0.032424785,
0.025493294,
-0.019802175,
-0.013417907,
-0.012184831,
0.004078635,
0.007792455,
-0.004687877,
0.047922138,
-0.01759869,
0.017919729,
-0.03335871,
-0.03216212,
-0.017160913,
0.015511947,
0.00896716,
0.06333194,
0.023333587,
0.005716656,
-0.0129947215,
-0.039487608,
-0.027113074,
-0.017773801,
0.020940399,
-0.009784346,
0.053117108,
-0.032278858,
-0.037298717,
0.04809725,
0.01809484,
-0.04278554,
0.0075224917,
-0.033329528,
0.02575596,
0.031403303,
0.008456419,
-0.02145114,
0.019758398,
-0.004268339,
-0.024530182,
-0.008638826,
0.022530993,
-0.07827477,
0.034584492,
-0.040129684,
0.054313704,
0.0031027542,
-0.028426409,
-0.044857692,
-0.018999582,
-0.0043267095,
0.00462221,
0.016241578,
0.0024515588,
0.011922164,
0.026412629,
-0.056940373,
0.00035865905,
0.032220487,
0.042639613,
0.007828937,
0.0055123596,
-0.01681069,
0.01131657,
0.008886901,
-0.008529382,
-0.029623004,
0.0031228191,
0.01799269,
0.0024935126,
0.0082959,
0.010003236,
0.0038524496,
-0.007792455,
-0.0037721903,
-0.049906734,
-0.01742358,
0.0034365603,
0.070511505,
-0.03213293,
0.009601939,
-0.009156864,
0.03972109,
0.033212785,
0.025376553,
-0.023173068,
0.013162537,
0.022107808
] |
Mask Filling
The facebook/bart-base and facebook/bart-large checkpoints can be used to fill multi-token masks.
thon
from transformers import BartForConditionalGeneration, BartTokenizer
model = BartForConditionalGeneration.from_pretrained("facebook/bart-large", forced_bos_token_id=0)
tok = BartTokenizer.from_pretrained("facebook/bart-large")
example_english_phrase = "UN Chief Says There Is No in Syria"
batch = tok(example_english_phrase, return_tensors="pt")
generated_ids = model.generate(batch["input_ids"])
assert tok.batch_decode(generated_ids, skip_special_tokens=True) == [
"UN Chief Says There Is No Plan to Stop Chemical Weapons in Syria"
] |
[
0.06576942,
-0.011145057,
-0.012153044,
-0.0017353833,
0.015084073,
-0.017057156,
0.057648323,
-0.0046574757,
0.03474341,
0.041234564,
-0.018930154,
0.005036365,
0.027365796,
-0.06456841,
0.012074407,
0.0011018164,
0.011523946,
-0.042607144,
-0.04326484,
-0.0051614693,
-0.028452422,
0.04363658,
-0.04337922,
-0.05121436,
0.004246417,
0.02653653,
0.01715724,
0.0072453595,
0.04809746,
0.022719044,
-0.03425729,
-0.0033492362,
0.020903237,
-0.0092291655,
0.009886859,
-0.024963783,
0.009450779,
-0.03623037,
-0.033399425,
-0.06302426,
-0.0019498488,
-0.07349017,
0.028638292,
-0.020989023,
-0.04337922,
0.025163952,
0.014590803,
-0.01838684,
0.029767811,
-0.101914,
-0.023290953,
0.023762777,
0.0029095819,
0.06302426,
0.024706425,
0.002548565,
-0.020803154,
-0.025507096,
-0.020602984,
0.009379291,
0.030511292,
-0.008585769,
-0.024892295,
-0.04798308,
-0.021803992,
0.02523544,
-0.01641376,
-0.013775834,
0.002262611,
-0.036087394,
-0.040977206,
0.014555058,
-0.0030471971,
-0.045152135,
-0.0016344058,
-0.011409564,
0.009929752,
-0.016370866,
0.013196777,
0.028924247,
-0.005375935,
0.07789387,
0.020774558,
0.0030132402,
-0.037745927,
-0.0360588,
0.03754576,
-0.022204328,
0.017300216,
-0.055761028,
-0.00054063177,
0.028981438,
-0.01790072,
0.023819968,
0.040977206,
0.048840944,
-0.033914145,
0.056590296,
0.00355834,
0.027565965,
0.027994895,
0.058077257,
-0.032198418,
0.0047003687,
-0.043093268,
-0.002489587,
0.034085717,
0.0025378417,
0.023619799,
-0.06891491,
-0.0017112559,
-0.022976404,
0.017814934,
-0.009700989,
-0.0034689794,
0.04606719,
0.0020338478,
0.016142102,
-0.046353143,
-0.018915856,
-0.0056404425,
-0.02063158,
-0.005418828,
-0.046353143,
-0.009558012,
0.008664406,
0.0029667728,
0.044951968,
-0.030253932,
0.043951128,
-0.004721815,
-0.02748018,
0.03405712,
0.057705514,
0.005443849,
0.02187548,
-0.01007273,
0.0055439333,
0.070058726,
-0.040805634,
-0.020874642,
0.013325456,
0.008914616,
0.05538929,
-0.009243463,
0.02007397,
0.007234636,
-0.002396652,
-0.040062156,
0.020974725,
-0.012481892,
0.0385466,
-0.010952038,
0.020402817,
-0.049441446,
0.029882193,
0.009708138,
-0.0006746727,
0.011102164,
0.026822485,
-0.03585863,
0.032798924,
-0.000460654,
0.057162203,
-0.02157523,
0.023648394,
0.0154844085,
-0.014383486,
0.032141227,
-0.051814865,
-0.03671649,
0.011616881,
0.006887917,
0.016142102,
0.011695518,
0.036316156,
0.023019297,
-0.030368313,
0.012346064,
0.012953716,
0.023362441,
0.021761099,
0.009858264,
0.04172069,
-0.024806509,
0.014540761,
0.022962106,
-0.0068271514,
-0.021089107,
-0.01671401,
-0.008978955,
0.020474305,
-0.03199825,
0.019845206,
0.045523874,
-0.0048933877,
-0.014755226,
-0.019602146,
0.016127804,
-0.04172069,
-0.043893937,
0.04692505,
0.0096080545,
0.047954485,
-0.00459671,
-0.052729916,
0.034657624,
-0.001788106,
-0.013804429,
-0.020231245,
0.059707195,
0.02070307,
-0.048183247,
-0.008550025,
0.038889743,
-0.022533175,
-0.011288034,
0.031340558,
-0.015012585,
0.0013332604,
-0.014783821,
0.03771733,
0.028295148,
0.06033629,
-0.0076921624,
-0.019144619,
-0.01734311,
0.051729076,
-0.029967979,
-0.022719044,
0.008671555,
0.017786339,
0.02909582,
0.04386534,
0.048640773,
0.049269874,
0.011195099,
0.0372884,
0.027737537,
-0.0018640626,
0.018744284,
-0.0153557295,
0.03634475,
-0.010322939,
0.0074919946,
-0.048126057,
0.022819128,
0.033856954,
0.030282527,
0.021603825,
-0.04835482,
0.057448156,
0.04798308,
0.030911626,
-0.033399425,
-0.018701391,
0.0017434257,
0.062509544,
-0.03860379,
-0.0014333444,
-0.018343948,
0.014061787,
0.034714814,
0.016671117,
0.054302663,
0.024906592,
-0.015698874,
0.011323778,
0.0025682242,
-0.05661889,
0.0031008136,
-0.018043697,
-0.04967021,
0.0041785026,
-0.005980013,
0.028366636,
-0.01659963,
-0.09144808,
0.0073561664,
-0.036087394,
0.010137069,
0.009793924,
-0.021646718,
0.00059826934,
0.012939418,
0.0041070143,
-0.02274764,
0.0018184887,
0.013060949,
0.02517825,
0.0007032681,
0.018687094,
0.024263196,
0.0078351395,
0.022776235,
0.022390198,
-0.010694679,
0.03182668,
-0.025192548,
-0.045266517,
-0.03188387,
-0.036001608,
0.008986104,
-0.0012671336,
-0.023147976,
0.014869608,
-0.000085730346,
-0.020588687,
0.025292631,
0.041606307,
-0.020688772,
0.021775397,
0.003660211,
-0.021332167,
-0.015298539,
0.02324806,
0.027623156,
0.043236244,
-0.029052926,
-0.0068128537,
-0.04729679,
-0.04743977,
-0.008407047,
-0.06313864,
-0.045981403,
0.06491156,
0.008857425,
-0.0565617,
0.021332167,
-0.039719008,
-0.031168986,
-0.03325645,
-0.0117670065,
0.03205544,
0.009965497,
0.05604698,
-0.010351535,
-0.03337083,
0.015513004,
0.00040391,
0.052443963,
-0.0048933877,
0.053787947,
0.007080936,
0.00019514126,
-0.03848941,
-0.007935223,
-0.0379175,
0.00086411723,
-0.012796441,
-0.0042678635,
0.009994092,
0.025392715,
0.013068098,
0.00013772705,
0.07417647,
-0.05375935,
-0.0059585664,
-0.0018131271,
-0.00010293227,
0.009150527,
0.04326484,
-0.0024466938,
-0.035944417,
0.031283367,
-0.019187514,
0.012124449,
-0.010487363,
0.055732433,
-0.07034468,
0.049155492,
-0.034943577,
0.007291827,
-0.020331329,
-0.017671958,
-0.048497796,
0.02822366,
-0.008843128,
0.04257855,
-0.012388957,
-0.0025378417,
0.028724078,
0.044866182,
0.040805634,
0.028538208,
0.022661854,
-0.033628188,
-0.022576068,
-0.040691253,
-0.041062992,
0.013182479,
-0.03585863,
0.0022358028,
-0.031197581,
-0.016084911,
-0.030196741,
0.036888067,
0.026722401,
0.051300146,
0.0019409127,
0.041606307,
0.027137034,
0.012982312,
0.014983989,
0.0069343843,
-0.045638256,
-0.062166397,
0.03685947,
0.017443193,
-0.022847723,
-0.044780396,
0.0038031882,
-0.037145425,
0.01995959,
-0.019344788,
0.01784353,
-0.09144808,
-0.010458767,
-0.013261116,
0.035458297,
-0.04077704,
-0.04034811,
-0.026450744,
0.0065554953,
0.051071383,
-0.03814626,
-0.0066019627,
-0.05015633,
0.018858666,
0.0107089775,
-0.04406551,
-0.036973853,
0.03871817,
-0.04560966,
-0.038289238,
0.019502062,
0.03574425,
-0.0010544553,
-0.012732102,
-0.059821576,
0.05761973,
0.027165629,
-0.002103549,
-0.0102014085,
-0.008185433,
0.003964037,
-0.0068271514,
0.038117666,
-0.0076778647,
-0.048554987,
0.0047754315,
0.030339718,
-0.018872963,
0.004342926,
0.017571872,
0.02517825,
0.021389358,
0.01907313,
0.057390966,
0.008607215,
0.021017618,
0.0639965,
0.03425729,
-0.0074562505,
-0.001715724,
0.027637454,
-0.008571471,
0.013232521,
0.025249738,
0.03628756,
-0.022075647,
0.01795791,
0.009286356,
0.007599227,
-0.041177373,
-0.0006156947,
-0.0009284569,
0.0116812205,
-0.004993472,
-0.013082395,
-0.007027319,
0.04480899,
-0.03331364,
-0.021232083,
0.0010222855,
-0.0037495717,
-0.0073990594,
-0.018043697,
0.014311997,
0.018544117,
-0.010573149,
0.02014546,
0.005054237,
-0.06313864,
-0.021475146,
-0.04126316,
-0.016856987,
0.021946969,
0.030482696,
0.0022501005,
0.053501993,
-0.0154415155,
-0.0064589856,
0.013246818,
-0.006148011,
0.043350626,
-0.046524715,
0.02870978,
0.017314514,
0.001400281,
0.025292631,
0.01710005,
-0.042492762,
0.010465916,
-0.011159355,
0.02653653,
-0.0074562505,
-0.01348988,
-0.043607984,
0.05252975,
-0.04929847,
-0.05604698,
-0.011588286,
-0.03145494,
-0.03225561,
0.031226177,
0.02822366,
0.003946165,
-0.015055478,
-0.05232958,
-0.0040819934,
-0.050756834,
-0.049212683,
-0.030482696,
-0.0021643143,
-0.004367947,
0.06371055,
0.014926799,
-0.005769122,
0.028809864,
-0.011066419,
0.05072824,
-0.019602146,
-0.059020903,
0.0018202759,
-0.0030043041,
-0.00895036,
0.015541599,
0.0323414,
0.006687749,
-0.010187111,
0.03660211,
0.004228545,
0.0012984099,
-0.028623994,
-0.0070380424,
-0.0031955359,
0.004468031,
0.009250612,
0.03671649,
-0.052844297,
0.05890652,
-0.02560718,
0.033027686,
-0.012796441,
-0.02802349,
-0.040233728,
0.0034207245,
0.018429736,
0.008378452,
-0.01622789,
0.040920015,
0.003415363,
-0.018758582,
0.015341432,
0.008285517,
-0.021618122,
-0.028681185,
-0.0008864574,
0.006912938,
0.0053509143,
-0.038060475,
-0.04343641,
-0.01541292,
0.036830876,
-0.022461686,
0.0028541782,
0.07125974,
-0.024248898,
0.011602583,
-0.057333775,
0.031283367,
0.0027969875,
0.03680228,
-0.039747603,
-0.023734182,
-0.04929847,
0.008235475,
-0.021146297,
-0.026636614,
-0.03777452,
0.036516324,
0.058534782,
-0.06016472,
0.04003356,
-0.011731262,
-0.06016472,
-0.008678704,
0.020531496,
0.0031758766,
-0.0044072657,
0.020174054,
0.012560529,
0.016070614,
0.021203488,
-0.014555058,
0.012438999,
0.0014565781,
0.07411928,
-0.010108474,
-0.04243557,
-0.007856586,
-0.0052365325,
-0.054302663,
-0.050041948,
-0.011123611,
-0.009300654,
-0.016556736,
0.026221981,
0.0068450235,
0.0009239888,
-0.036830876,
0.010137069,
0.0014655142,
-0.024334684,
-0.0003024857,
-0.013647154,
0.01224598,
0.010172813,
0.039833393,
0.05681906,
0.02274764,
-0.022976404,
0.0027969875,
-0.0015932999,
-0.04469461,
0.0018497648,
0.081439696,
-0.040004965,
0.016213592,
0.058105852,
0.027851919,
0.04134895,
-0.0050685345,
-0.0023483972,
0.047525555,
-0.015999125,
-0.026636614,
-0.028638292,
0.024420472,
-0.0006206095,
0.017757744,
-0.051471718,
0.0015718533,
0.013475582,
-0.010880549,
0.0029828576,
-0.046810668,
0.016399462,
-0.041320354,
-0.025507096,
0.0068343002,
0.0040641213,
0.013289711,
-0.012396106,
-0.024134517,
-0.079666786,
-0.01790072,
0.038174856,
-0.01143101,
-0.020059673,
-0.01795791,
-0.026951164,
-0.040548276,
-0.045781232,
-0.017200133,
-0.022962106,
0.056962036,
0.0010964548,
-0.0067663863,
0.005744101,
-0.002768392,
0.01970223,
0.022847723,
0.028366636,
-0.031083198,
-0.0084284935,
0.00275052,
0.018572712,
0.023262357,
-0.03368538,
0.004500201,
-0.015541599,
0.05550367,
0.034514647,
-0.03491498,
-0.04237838,
0.03288471,
0.045409493,
-0.016671117,
-0.03568706,
-0.03511515,
0.010730424,
-0.036258966,
-0.018043697,
0.00926491,
-0.048240438,
-0.007970967,
0.03448605,
-0.0013261116,
-0.0023394611,
0.02889565,
0.029267391,
0.016199294,
0.027165629,
0.00730255,
0.0024538427,
0.03342802,
0.023205167,
0.038260642,
-0.032084037,
0.019401979,
0.013389796,
-0.052615535,
0.030482696,
0.012410403,
0.016685415,
0.0021518038,
0.0248637,
0.014912501,
0.04438006,
-0.004535945,
-0.014283402,
0.010358684,
-0.021117702,
-0.016571034,
-0.011902835,
-0.06954401,
-0.05598979,
0.04555247,
-0.029567642,
-0.007713609,
-0.07869454,
0.017972209,
0.039290078,
-0.034343075,
-0.023734182,
-0.0042035235,
-0.0039926325,
-0.016042018,
0.053787947,
-0.03305628,
0.013997448,
-0.025121057,
0.029067224,
-0.0024198857,
-0.056533106,
-0.006551921,
0.019559253,
0.009801073,
0.008149689,
0.016828392,
-0.0063731996,
-0.03348521,
-0.011380969,
-0.004843346,
0.0323414,
-0.05413109,
0.0020570816,
0.034886386,
-0.0070237448,
-0.032856114,
0.051128574,
0.0024502682,
0.008156838,
0.024191707,
0.021475146,
0.012417552,
-0.026279172,
0.0153986225,
0.023333846,
0.05115717,
-0.023448227,
-0.0064411135,
0.035515487,
0.027422989,
0.04543809,
-0.004753985,
0.044437252,
0.033914145,
-0.009843966,
-0.014841013,
-0.04612438,
-0.0080496045,
-0.016814094,
-0.011945728,
-0.02144655,
0.014826714,
0.019216109,
-0.006887917,
-0.044208486,
0.03946165,
-0.030196741,
-0.026121898,
-0.02354831,
-0.0011384543,
0.052129414,
-0.02945326,
-0.03431448,
0.015999125,
-0.021432253,
0.001758617,
0.018000804,
-0.0015182369,
0.054702997,
0.02939607,
0.0046288804,
0.027751835,
0.03860379,
-0.03076865,
0.013890215,
-0.022847723,
0.009686692,
0.014311997,
-0.04003356,
-0.034343075,
0.035658464,
0.013532773,
0.032312803,
0.010744722,
-0.0016326186,
0.03908991,
-0.057962876,
-0.051242955,
-0.050299305,
-0.000080703816,
-0.05358778,
-0.04275012,
0.059935957,
0.005204363,
-0.02510676,
0.019945292,
-0.0140045965,
0.017614765,
0.02554999,
-0.00011309704,
0.013211074,
0.019630741,
0.026221981,
0.008249773,
-0.014404932,
-0.005157895,
-0.017071454,
-0.0023019298,
0.021918373,
0.0018694242,
-0.025678668,
-0.053216036,
-0.037431378,
-0.007320422,
0.029825002,
-0.02542131,
-0.05301587,
0.0015137689,
0.014304848,
-0.07034468,
-0.005140023,
0.05736237,
-0.041663498,
-0.04077704,
-0.0098654125,
0.020460008,
-0.007556334,
-0.049755994,
-0.0069701285,
0.0012778569,
0.03705964,
-0.036258966,
-0.0050256415,
-0.0658838,
0.048269033,
0.00045663278,
-0.028323743,
-0.014261955,
0.017386002,
0.006798556,
0.0139617035,
-0.023233762,
-0.06799986,
0.02629347,
0.015098371,
0.06674166,
0.001395813,
0.08916046,
0.018444033,
-0.00826407,
-0.00016364164,
-0.012288873,
0.028395232,
-0.004675348,
0.015741767,
-0.0017532554,
0.0047968784,
-0.008414196,
-0.05089981,
-0.011709816,
0.062052015,
0.010859103,
-0.028066384,
-0.025564287,
-0.016999966,
-0.021332167,
-0.009951199,
-0.04051968,
0.0016290442,
0.0153128365,
0.006730642,
0.00664843,
-0.05830602,
0.24317527,
0.015141264,
0.02219003,
0.012760697,
-0.012045812,
0.017257323,
0.017114347,
0.0366593,
0.023105083,
-0.048269033,
0.022390198,
-0.017614765,
-0.0014065362,
0.041291755,
0.009600906,
0.035973012,
-0.054045305,
-0.024191707,
-0.016342271,
-0.022719044,
-0.010101325,
-0.028366636,
0.017371705,
0.03611599,
-0.018158078,
-0.000914606,
0.016270783,
0.0002305504,
0.02280483,
-0.044837587,
0.04029092,
-0.007870884,
0.044866182,
-0.016685415,
-0.021618122,
0.037345592,
-0.005418828,
-0.052987274,
-0.0038889742,
-0.0069808518,
0.000769395,
0.0039247186,
0.020374222,
-0.0053223185,
0.038317837,
0.020803154,
-0.02131787,
-0.019502062,
-0.03374257,
-0.05009914,
0.04623876,
-0.022890616,
0.011981472,
-0.021646718,
-0.028766971,
-0.05804866,
-0.0004459095,
-0.046467524,
0.00079352234,
-0.021703908,
0.023920052,
0.040433895,
-0.042406976,
-0.041634902,
-0.050385095,
0.020245543,
0.020417115,
-0.015184157,
-0.0023930774,
-0.007670716,
-0.026007516,
-0.002380567,
0.017257323,
-0.042121023,
0.012081556,
-0.006005034,
0.016042018,
-0.009171974,
0.01472663,
-0.029910788,
-0.032141227,
-0.022962106,
-0.03462903,
-0.014583654,
0.016785499,
0.075720616,
-0.05456002,
-0.036373347,
-0.023634097,
0.033542402,
0.022719044,
-0.0043465006,
-0.025378417,
0.028981438,
-0.0068664704
] | Resources
A list of official Hugging Face and community (indicated by 🌎) resources to help you get started with BART. If you're interested in submitting a resource to be included here, please feel free to open a Pull Request and we'll review it! The resource should ideally demonstrate something new instead of duplicating an existing resource. |
[
0.061718,
-0.0047929324,
-0.030513564,
0.0031377154,
-0.025663057,
-0.035205744,
0.007462869,
-0.01925809,
0.022640489,
0.047842965,
-0.01781877,
0.009679421,
0.02390709,
-0.05193063,
0.029174997,
-0.02859927,
-0.012845922,
-0.05716975,
-0.07444158,
0.001475302,
-0.01001766,
0.0054946,
-0.048073255,
-0.03834346,
-0.008592734,
0.024655534,
-0.0281099,
0.0160628,
0.0932103,
0.02882956,
-0.020366363,
-0.021906435,
0.030686282,
-0.009960088,
0.005167155,
-0.028714415,
0.002140987,
0.0021985597,
-0.046950586,
-0.043352287,
-0.009218838,
-0.036760207,
0.053801745,
-0.045885492,
-0.05003073,
-0.00013752244,
0.0018927045,
-0.06373305,
-0.014681054,
-0.061199844,
-0.02386391,
0.01111874,
0.030887786,
0.024900218,
0.012183836,
-0.00703827,
0.012219818,
-0.029937835,
-0.04853384,
0.029851476,
0.050951894,
0.04222962,
-0.03252861,
-0.10219165,
-0.014170095,
0.013831856,
-0.004292769,
0.01168727,
-0.013069017,
-0.04407195,
-0.04404316,
0.012191032,
-0.0065560983,
-0.036126908,
-0.028800774,
-0.008851812,
0.037825305,
-0.0032348696,
0.011953545,
0.05391689,
0.008290477,
0.02251095,
-0.019790636,
0.0057140966,
-0.04217205,
-0.07006605,
0.059069652,
-0.027937181,
-0.010895645,
-0.022352625,
-0.039552487,
0.025965314,
-0.00090497185,
0.009837746,
0.016724886,
0.049224712,
-0.00032407168,
0.08871962,
-0.007146219,
0.026584223,
0.051354904,
0.05613344,
-0.03834346,
0.024468424,
-0.037393507,
-0.010809286,
0.031549875,
-0.008088973,
0.014796199,
-0.039869137,
-0.012032707,
0.0072505698,
0.03514817,
0.01272358,
0.021186776,
0.010327114,
-0.0048289155,
0.00025278042,
-0.053715385,
-0.0041416404,
-0.024698714,
-0.024727501,
0.03261497,
-0.05170034,
0.020740587,
-0.0443886,
0.010658157,
0.029362109,
-0.035436034,
-0.012917888,
0.020654228,
-0.010507029,
-0.016321877,
0.07732022,
0.026512256,
0.010838072,
0.003639678,
0.00877265,
0.023230609,
-0.005188745,
-0.009369967,
-0.010154395,
-0.025029758,
0.0758809,
0.0074340827,
0.009204445,
-0.014234865,
-0.031031718,
-0.041164525,
0.030110555,
-0.053542666,
0.019013405,
-0.0016003428,
0.0006575889,
-0.03817074,
-0.022626095,
0.0004911676,
0.0009319591,
0.013076213,
0.029376501,
-0.045309763,
0.01904219,
-0.027793251,
0.059587806,
-0.019992141,
0.051326115,
-0.040819086,
-0.019733064,
-0.001361056,
-0.057774264,
-0.0053146854,
-0.021460246,
0.021877648,
0.028311405,
0.04697937,
0.019632312,
0.039552487,
-0.0035785069,
0.023561653,
0.0011631497,
0.0065165167,
-0.0207118,
0.0007021178,
-0.005696105,
-0.02707359,
0.021604178,
0.010730123,
-0.011917561,
0.0015445693,
0.013227342,
0.002756296,
0.04876413,
-0.06350276,
0.00636179,
0.0081393495,
-0.0013376671,
-0.008304871,
-0.026037281,
0.029031064,
-0.052276067,
-0.032816473,
0.08612885,
0.018308138,
0.015443893,
0.013716711,
-0.046806656,
0.0007727344,
0.012802742,
-0.027937181,
0.0029721938,
0.04827476,
0.0005015127,
-0.015587825,
-0.0068511586,
0.029117424,
-0.019358842,
-0.03215439,
0.035982974,
0.012500485,
0.02652665,
-0.031837735,
0.015530252,
0.052679077,
-0.021820076,
0.024036627,
-0.017761197,
-0.026497863,
0.031118078,
-0.0049980353,
-0.00026874786,
0.026051674,
0.008988547,
0.008060186,
0.061660428,
0.024669928,
0.014810593,
0.033104338,
0.00017654148,
0.02834019,
-0.020193646,
0.014040557,
-0.017890735,
0.05503956,
0.019733064,
0.026166819,
0.02206476,
0.016336272,
-0.0036486736,
0.00067288167,
0.02043833,
-0.042517483,
0.07985342,
0.015501466,
0.021086024,
-0.045626413,
-0.009708207,
-0.010686943,
0.0796807,
-0.009377164,
-0.031118078,
-0.012450109,
0.043006852,
-0.023979055,
-0.0036234856,
0.05708339,
0.025101723,
0.011205099,
0.020409543,
0.006732415,
-0.065114796,
-0.008787042,
-0.06885702,
-0.080429144,
-0.03457244,
-0.008851812,
0.0024990176,
-0.03203924,
-0.08255934,
-0.00021803434,
0.008326461,
-0.014551516,
0.009859336,
-0.007232578,
0.022367017,
0.040675156,
0.033277057,
-0.024338884,
0.023676798,
-0.0015508663,
0.00017384275,
0.03497545,
-0.023849517,
0.009967284,
0.02016486,
0.026785728,
0.025072938,
-0.007210988,
0.014688251,
-0.043841656,
-0.020539083,
-0.021273134,
-0.04119331,
-0.0026753342,
0.012997051,
-0.029534826,
0.048821703,
0.011399407,
-0.027548566,
0.045453694,
0.038372245,
-0.007236176,
0.042488698,
0.0035821053,
0.019977748,
-0.027706891,
0.0636179,
0.008427213,
-0.013839052,
-0.029592399,
-0.022957139,
-0.041222095,
-0.016609741,
-0.007013082,
-0.047209665,
-0.008355247,
0.061718,
-0.0053578652,
-0.06522994,
0.008902188,
-0.013342488,
-0.07104479,
-0.010650961,
-0.010607781,
0.0074916556,
-0.0120614935,
0.040502436,
-0.029937835,
-0.010910038,
0.03126201,
0.030945359,
0.03126201,
-0.0068871416,
0.020064108,
0.03126201,
0.0016840033,
-0.004346743,
0.01278835,
-0.055759218,
-0.0032780492,
0.0031701,
0.008981351,
0.04096302,
0.019416414,
0.009585865,
-0.012097476,
0.04516583,
-0.039408553,
0.016825639,
0.02039515,
0.0019916578,
0.016264305,
0.020380758,
-0.0004500121,
0.0034093868,
-0.03198167,
0.0028282618,
0.018552823,
0.001591347,
0.026152426,
-0.051441263,
0.038717683,
0.034399725,
-0.027361454,
-0.009621847,
-0.004980044,
-0.05031859,
0.02882956,
0.024828253,
0.04340986,
-0.0039869137,
0.013004247,
0.04110695,
0.016811246,
0.025749417,
0.0137095135,
0.0010345106,
-0.018869473,
0.010773303,
-0.006674842,
-0.014378797,
-0.0056601223,
0.023590438,
0.007534835,
-0.024036627,
-0.0039185463,
-0.03416943,
0.03848739,
0.04683544,
0.031290796,
0.021345101,
0.03117565,
-0.046259712,
0.035695113,
0.0028498517,
0.035263315,
-0.044734035,
-0.06281188,
0.038228314,
0.031463515,
0.0009481514,
-0.005321882,
-0.004605821,
-0.026454683,
0.013651941,
-0.0072253817,
0.0029470057,
-0.047296025,
-0.031549875,
0.002734706,
0.043553792,
0.013579975,
-0.0006881744,
-0.03131958,
0.027275095,
0.046058208,
-0.04519462,
-0.005210335,
-0.04444617,
0.006365388,
0.022626095,
-0.01337847,
0.03163623,
-0.0050016334,
-0.046950586,
-0.0321256,
0.05334116,
0.04962772,
0.014767413,
-0.015616612,
-0.049685292,
0.012119066,
0.017516512,
-0.0075636213,
0.008808632,
0.036385983,
0.017473333,
-0.023604833,
0.005696105,
0.029376501,
-0.05630616,
0.02259731,
-0.0020744186,
-0.008909385,
-0.022266265,
-0.0074196896,
-0.025835777,
-0.0076571773,
0.026699368,
0.04254627,
0.0287432,
-0.039581273,
0.007239775,
0.06499965,
-0.016264305,
-0.04182661,
0.021330709,
-0.0138966255,
-0.007318937,
0.047699034,
0.021229956,
-0.015774937,
0.024324492,
-0.0037458278,
-0.01583251,
-0.016897606,
-0.02950604,
-0.025274443,
-0.005296694,
-0.024900218,
0.014062147,
-0.023892695,
0.032643754,
-0.037566226,
-0.016955178,
0.008268888,
-0.034889095,
-0.014587498,
-0.0041884184,
-0.04804447,
-0.020510295,
0.01925809,
-0.0011208697,
0.02711677,
-0.022338232,
-0.03794045,
-0.042431124,
-0.006336602,
-0.007182202,
0.049829226,
0.017199863,
0.05426233,
-0.04047365,
0.0050268215,
0.029534826,
-0.059530236,
0.022338232,
-0.045597628,
0.016293092,
0.012075886,
-0.021690538,
0.026181214,
-0.005696105,
-0.013349684,
-0.003774614,
0.010089627,
-0.025188083,
-0.010614978,
-0.034227006,
-0.034860305,
0.08037157,
-0.032327104,
-0.059587806,
-0.02202158,
-0.0036216865,
0.019272482,
0.019545952,
0.045770343,
-0.016710494,
-0.024929006,
-0.045856703,
0.034486085,
0.0007848787,
0.012011117,
-0.035695113,
0.020467116,
0.015976442,
0.011672878,
0.04827476,
0.0011514552,
0.019603524,
-0.041711465,
0.032096814,
-0.055413783,
-0.019992141,
-0.025432767,
-0.0009598459,
-0.01447955,
-0.00035780572,
0.012306178,
0.023345755,
0.025605485,
-0.0032510618,
0.006311414,
0.027188737,
-0.033046763,
-0.00344537,
0.011924759,
-0.0024072612,
0.031924095,
-0.013148179,
-0.01475302,
0.02048151,
-0.018466463,
0.027865216,
-0.037566226,
-0.017070323,
-0.0610847,
0.009650634,
0.03261497,
-0.044273455,
-0.016883211,
-0.026310751,
0.008506375,
0.020611048,
0.03198167,
-0.020985272,
0.032096814,
-0.009082103,
-0.06004839,
-0.009780173,
-0.020236826,
-0.0120471,
-0.021848863,
-0.0126804,
0.024252525,
-0.025706237,
0.05391689,
0.061545283,
-0.009333984,
0.02680012,
-0.057284895,
0.0604514,
0.00025457956,
0.031089291,
-0.038544964,
-0.039466128,
-0.017847557,
0.0031701,
-0.03581026,
-0.048159614,
-0.0018396296,
0.022928352,
0.018149814,
-0.067129835,
0.0314923,
0.0027508985,
-0.04836112,
-0.033334628,
0.03722079,
-0.0060307467,
-0.014896952,
0.012658811,
0.016177947,
0.0018252365,
0.017127896,
-0.009643437,
-0.021892043,
-0.021402674,
0.080314,
-0.020898912,
-0.04867777,
0.002042034,
0.0005986668,
-0.049253497,
-0.073923424,
-0.019661099,
0.027980361,
-0.06091198,
-0.011608108,
-0.024511604,
0.026094854,
-0.0500883,
0.002587176,
0.018466463,
-0.02707359,
0.0050987876,
0.02314425,
0.0068007824,
-0.028484123,
0.01953156,
0.039753992,
-0.017070323,
-0.018624788,
-0.015098456,
0.018711148,
-0.037969235,
-0.012255802,
0.034630015,
-0.021258742,
0.0068331673,
0.036299627,
0.016321877,
0.039869137,
-0.0088805985,
-0.0462885,
0.020280005,
-0.04093423,
-0.045597628,
-0.03880404,
0.03690414,
-0.008384033,
0.027375847,
-0.020495903,
0.009521095,
0.010046447,
0.028412158,
-0.0014645071,
-0.080198854,
-0.01441478,
-0.046490006,
-0.008837419,
-0.010787696,
0.002369479,
0.019948961,
0.007642784,
-0.0014762016,
-0.072023526,
0.021258742,
0.027347062,
-0.013011444,
-0.02644029,
-0.03771016,
-0.011428193,
-0.0116440905,
0.007498852,
0.0039761188,
-0.01908537,
0.037796516,
0.025634272,
-0.012378143,
0.021057237,
0.008765453,
0.012522075,
0.03203924,
0.012435717,
-0.013536795,
0.017962702,
-0.013270522,
-0.0050520096,
-0.0029793903,
0.00974419,
0.015314355,
-0.023763157,
0.022813207,
0.030513564,
0.002756296,
-0.034486085,
0.036961712,
0.051844273,
0.0046022227,
-0.036558703,
-0.026857693,
0.01103238,
-0.044187095,
-0.015271175,
0.002612364,
-0.01211187,
-0.05123976,
0.04899442,
0.01101079,
0.0469218,
0.035522394,
0.03540725,
-0.0073621166,
0.01714229,
0.0019304866,
0.0050340183,
0.033133123,
0.0015436696,
0.017718017,
-0.05716975,
0.03794045,
-0.0030549546,
-0.0009373565,
0.035033025,
0.048821703,
0.004148837,
-0.00974419,
0.009852138,
0.021258742,
0.038314674,
0.021964008,
-0.014306831,
-0.00031147763,
0.0065524997,
-0.023964662,
0.0040157,
-0.046173353,
-0.012356554,
0.033593707,
-0.022280658,
0.013169769,
-0.016134767,
-0.005742883,
-0.005598951,
-0.002466633,
0.033967927,
-0.022223085,
-0.0012827931,
0.0017334798,
0.030686282,
-0.027188737,
-0.018524036,
-0.031089291,
0.04683544,
-0.03874647,
-0.06799343,
0.009326788,
0.049973156,
0.009398753,
0.0089741545,
0.0024342483,
-0.018610395,
-0.003447169,
0.052160922,
-0.047123305,
0.022208693,
-0.0549532,
-0.008124956,
-0.01272358,
-0.014580302,
-0.009823352,
0.05417597,
0.009614651,
0.007506049,
0.017156683,
0.025835777,
0.0073549203,
-0.02354726,
0.021287529,
0.0045554447,
0.03419822,
-0.001591347,
-0.01103238,
0.011716057,
0.02667058,
0.024885826,
0.043352287,
-0.012011117,
0.054060824,
0.0314923,
-0.027231917,
-0.017948309,
0.047756605,
-0.0053722584,
-0.034399725,
-0.005771669,
-0.03848739,
0.053542666,
-0.020006534,
0.000044781937,
0.042287193,
-0.039523702,
-0.028225046,
-0.015141636,
-0.013227342,
0.032874048,
-0.009146872,
-0.06148771,
0.018826293,
0.0070814495,
0.0160628,
0.029649971,
0.011269868,
-0.008196922,
0.055500142,
0.016177947,
-0.0039077513,
0.0016911998,
-0.02310107,
0.029621186,
-0.015012098,
0.018495249,
-0.0070886463,
-0.020294398,
-0.02561988,
-0.00868629,
-0.031434726,
0.03929341,
0.022712454,
-0.027059197,
0.030657494,
-0.031463515,
-0.052765436,
-0.08129274,
0.002139188,
-0.049886797,
0.009146872,
0.0034741564,
-0.038055595,
-0.007988221,
0.013875036,
-0.0061890716,
0.00931959,
-0.004533855,
0.03546482,
0.0054370277,
0.08152303,
0.027735677,
0.022050368,
-0.019761851,
0.0130834095,
-0.03166502,
-0.0013925411,
0.008081776,
-0.00864311,
-0.052535143,
-0.034140646,
-0.05892572,
0.0005586357,
0.01103238,
-0.0138966255,
-0.017948309,
0.034140646,
-0.009686617,
-0.04484918,
0.010499832,
0.08250177,
-0.023964662,
-0.031060504,
-0.0012630024,
0.010902842,
-0.06304217,
-0.0005235523,
-0.0034057887,
0.020539083,
0.027721284,
-0.0407903,
-0.039149478,
-0.05342752,
0.0014186288,
-0.019387627,
-0.01728622,
-0.008988547,
0.036011763,
0.038919188,
0.049023207,
-0.0004889187,
-0.041884184,
-0.022985924,
0.03549361,
0.043381076,
0.029765118,
0.07634148,
0.045050684,
0.0061962684,
0.011241081,
0.0039509307,
0.02035197,
0.0051563606,
0.0053434717,
-0.0049404628,
0.02251095,
-0.044647675,
-0.036932927,
-0.02373437,
0.019805029,
0.014292438,
-0.034630015,
-0.032960407,
-0.038717683,
-0.046346072,
-0.01773241,
-0.05328359,
0.023216216,
-0.002274124,
-0.03460123,
-0.001306182,
-0.022582915,
0.24779317,
0.03238468,
0.05083675,
0.042603843,
0.0048037274,
0.015357534,
0.0068763467,
0.013745497,
0.02878638,
-0.0255767,
0.006991492,
-0.020611048,
-0.020380758,
0.018351318,
-0.0020024525,
0.03794045,
-0.037105646,
0.008556752,
-0.023230609,
-0.045827918,
-0.033449773,
-0.0052535143,
0.011111543,
0.03474516,
0.042718988,
-0.037393507,
-0.0062322514,
-0.021186776,
0.035263315,
-0.01443637,
-0.0017946509,
-0.015861295,
0.020366363,
-0.023964662,
-0.022179905,
0.057284895,
0.025101723,
-0.038228314,
-0.00771475,
-0.014090933,
-0.012219818,
0.005127574,
0.010701337,
-0.016897606,
0.0077939127,
0.019560346,
-0.0054010446,
0.007851485,
0.022266265,
-0.09390117,
0.030599922,
-0.04643243,
0.045050684,
0.0006315012,
-0.05000194,
-0.04366894,
-0.004850505,
-0.002999181,
-0.002648347,
0.001450114,
0.01673928,
0.018984618,
-0.0038969563,
0.020251218,
-0.011564928,
0.013371274,
0.022295052,
0.00057752675,
-0.010456652,
-0.023273788,
0.0031395147,
0.036328413,
-0.011161919,
-0.047583885,
0.021345101,
0.02445403,
0.011255475,
0.014717037,
0.0143140275,
-0.03457244,
0.004040888,
-0.03690414,
-0.024569176,
-0.015803723,
0.020553475,
0.060336255,
-0.04372651,
0.010650961,
-0.043352287,
0.058436353,
0.03379521,
0.049800437,
-0.013659137,
0.031549875,
0.021172382
] |
A blog post on Distributed Training: Train BART/T5 for Summarization using 🤗 Transformers and Amazon SageMaker.
A notebook on how to finetune BART for summarization with fastai using blurr. 🌎
A notebook on how to finetune BART for summarization in two languages with Trainer class. 🌎
[BartForConditionalGeneration] is supported by this example script and notebook.
[TFBartForConditionalGeneration] is supported by this example script and notebook.
[FlaxBartForConditionalGeneration] is supported by this example script.
An example of how to train [BartForConditionalGeneration] with a Hugging Face datasets object can be found in this forum discussion
Summarization chapter of the 🤗 Hugging Face course.
Summarization task guide |
[
0.05106684,
-0.010194422,
-0.006510876,
-0.008751608,
-0.025868619,
-0.026874216,
0.020243105,
-0.0013316873,
-0.0025394969,
0.039932404,
0.016789097,
0.018479666,
0.055118375,
-0.038562458,
0.008635018,
0.046140872,
-0.0020439853,
-0.03092575,
-0.043488428,
-0.012686553,
0.0032408643,
0.0120015815,
-0.05299059,
-0.05622599,
-0.016220717,
0.02493589,
-0.009232546,
-0.012285772,
0.0812639,
0.043226097,
0.0079427585,
-0.009800928,
0.030663421,
-0.0143625485,
-0.032266546,
-0.02132157,
-0.011491496,
-0.008285245,
0.009713484,
-0.02583947,
0.022181429,
-0.04109831,
0.06237616,
-0.026713902,
-0.057042126,
-0.048647575,
-0.011134436,
-0.035501946,
-0.04485837,
-0.03273291,
-0.03401541,
-0.015462875,
0.026801346,
0.0021915457,
-0.004904107,
-0.017386626,
0.02836075,
-0.036930185,
-0.037892062,
0.021409014,
0.049930077,
0.026568165,
-0.0045324736,
-0.066864915,
-0.01811532,
0.027471744,
0.0057129567,
0.02862308,
-0.004998837,
-0.008635018,
-0.014012775,
0.011965147,
0.0019620073,
-0.034365185,
-0.027180267,
0.004514256,
0.032412287,
-0.024192624,
0.0022516628,
0.031100638,
0.008438271,
0.028258733,
0.013444395,
0.010194422,
-0.043896496,
-0.055730477,
0.05491434,
0.00425557,
0.0039057971,
-0.00841641,
-0.042963766,
0.018654553,
-0.017313758,
0.019791314,
-0.019120917,
0.056925535,
-0.02132157,
0.09846106,
-0.004871316,
0.0022753454,
0.009494876,
0.046811268,
-0.056634057,
0.01188499,
-0.031654444,
0.020359695,
0.03439433,
0.037833765,
0.013845176,
-0.042264223,
-0.005683809,
-0.012234763,
0.013415247,
-0.001976581,
-0.019878758,
0.025824897,
0.006463511,
0.0042628567,
-0.046490643,
-0.0037527713,
-0.027981829,
-0.010260005,
0.010784663,
-0.045587063,
-0.0061319554,
-0.031858478,
-0.002550427,
0.036434673,
-0.021977395,
-0.012278485,
0.0387082,
-0.017182592,
0.012934309,
0.06604878,
-0.0050243414,
-0.0035815283,
0.0010702686,
0.01725546,
-0.018741997,
0.01169553,
-0.016847393,
-0.0046016993,
-0.02282268,
0.089425266,
0.004452317,
-0.0063432767,
0.030255353,
-0.03943689,
-0.0522036,
0.017648956,
-0.03427774,
0.0067549883,
-0.015798075,
0.028098421,
-0.0077314377,
-0.0087006,
0.0064963023,
-0.012118173,
0.020199383,
-0.012606397,
-0.03786291,
-0.0014610304,
-0.012591823,
0.0631923,
-0.032179102,
0.02964325,
-0.029614102,
0.024017736,
0.009567745,
-0.05669235,
0.0026378704,
-0.007585699,
0.0041608396,
0.038125243,
0.020359695,
0.018363075,
0.025285663,
-0.017794695,
0.019776741,
0.023857424,
0.022196004,
0.025081629,
0.0020968155,
0.034598365,
-0.0002323849,
0.015885517,
0.015244268,
-0.009669762,
0.007075614,
0.0023955798,
-0.017911285,
0.06336719,
-0.037950356,
0.02293927,
-0.008015628,
0.020053644,
-0.033840526,
-0.0121254595,
0.008401835,
-0.028156716,
-0.0335199,
0.07368548,
0.00003839873,
0.0038329277,
0.024207197,
-0.010857533,
0.010595203,
0.009822788,
-0.027369726,
0.04975519,
0.04162297,
-0.015652336,
-0.023361912,
0.007257787,
0.030838307,
-0.04331354,
-0.025212795,
0.040515356,
-0.013932619,
0.057158716,
-0.039903253,
0.020840634,
0.0593448,
0.021817083,
-0.006951736,
-0.037221663,
0.0052138017,
0.037221663,
-0.020534582,
-0.0222543,
0.013757733,
0.016526768,
-0.0011549791,
0.06744787,
0.032295696,
0.0039094407,
0.036988482,
-0.0051882975,
0.008387262,
-0.00013184798,
0.018610831,
-0.008365401,
0.044042233,
0.009953953,
0.02037427,
0.0069043706,
-0.012934309,
0.009596893,
0.015025659,
-0.0035997457,
-0.056925535,
0.08680197,
0.03867905,
0.02726771,
-0.012927022,
0.0075128297,
0.01966015,
0.071994916,
-0.039670072,
-0.013422534,
0.0022188716,
0.03996155,
-0.033840526,
-0.0034849765,
0.0528157,
0.035385355,
-0.0024848448,
-0.0077314377,
-0.0006489926,
-0.053019736,
0.0009937558,
-0.06290082,
-0.06657343,
0.0093709985,
-0.0091013815,
0.0013599242,
0.01385975,
-0.09531311,
-0.023289043,
-0.016963985,
-0.024411231,
0.055497296,
-0.02082606,
0.0088536255,
0.050513033,
0.02180251,
-0.0058987737,
0.0044231694,
-0.014151228,
-0.028899983,
0.008737035,
-0.024644414,
0.017634382,
0.0064125024,
0.0073925955,
0.03456922,
-0.02139444,
-0.00018365352,
-0.01958728,
-0.011731965,
-0.027238563,
-0.015127677,
-0.026859641,
-0.025577141,
-0.040777687,
0.026903363,
0.0017406666,
-0.022574924,
0.03491899,
0.055234965,
-0.03302439,
0.048385248,
-0.011076141,
0.011622661,
-0.026801346,
0.06674832,
0.027865238,
0.004335726,
-0.025198221,
-0.01939782,
0.003945875,
0.007337943,
0.005829548,
-0.0093709985,
-0.02018481,
0.046840418,
-0.0055781486,
-0.065524116,
-0.00507535,
0.0038475015,
-0.06873037,
-0.012897874,
-0.017750973,
0.012096312,
-0.006729484,
0.0669815,
-0.01958728,
-0.03366564,
0.01642475,
0.047918882,
0.027136546,
-0.017444922,
0.03261632,
0.043371834,
0.030284502,
0.020068219,
0.031800184,
-0.03523962,
-0.0018244663,
-0.0038074234,
0.0037819191,
0.03416115,
0.020898929,
-0.024498675,
-0.02391572,
0.077824466,
-0.02719484,
0.013123769,
-0.017080575,
0.028695948,
-0.015652336,
0.0139690535,
-0.0006813284,
0.018916883,
-0.022400038,
-0.03792121,
0.004834881,
0.032295696,
0.04281803,
-0.042235073,
0.033286717,
0.0219191,
-0.04730678,
-0.0020530939,
0.023318192,
-0.04651979,
0.018261058,
0.02990558,
0.040019847,
-0.01005597,
0.0070683267,
0.02384285,
0.0013435286,
0.038591605,
0.016730802,
0.017576087,
-0.026145522,
-0.06534923,
-0.037309106,
-0.03585172,
-0.04500411,
0.012380502,
-0.0044304566,
-0.01856711,
-0.042439107,
-0.012970744,
0.032179102,
0.04923053,
0.008445557,
0.0560511,
0.025766602,
-0.029395495,
0.015623189,
-0.00070227834,
-0.01005597,
-0.014981938,
-0.07012946,
0.053427804,
0.016672507,
0.016089551,
-0.040544506,
-0.008409123,
-0.017430348,
0.0033847813,
-0.009990388,
0.015535745,
-0.038008653,
-0.011972434,
0.02655359,
0.05902417,
-0.0055125663,
0.0020075506,
-0.0052720974,
0.03378223,
0.058995023,
-0.062201276,
0.0057493914,
-0.037105072,
-0.010004962,
0.0034503636,
0.0011850378,
0.024396658,
-0.015710631,
-0.032266546,
-0.03625979,
0.039116267,
0.027398875,
0.028098421,
-0.01205259,
-0.021102963,
0.03570598,
0.009749918,
0.0050243414,
-0.022895548,
0.01863998,
0.020738617,
-0.0036853673,
0.015098529,
0.03337416,
-0.05275741,
0.020141087,
0.008256097,
-0.00094092544,
-0.028521063,
0.0017525078,
-0.021000946,
-0.0002955763,
0.022924697,
0.02049086,
-0.008103072,
-0.028142141,
0.007993767,
0.032033365,
-0.028200438,
-0.0087006,
0.026582738,
-0.019572707,
0.0020694896,
0.04252655,
0.03637638,
-0.008540288,
0.049492862,
0.020447139,
-0.054477125,
-0.009859223,
-0.0072869346,
-0.01600211,
-0.0034904417,
-0.053748433,
0.019572707,
-0.01485806,
0.07007117,
-0.029380921,
-0.014923642,
0.007490969,
-0.026218392,
-0.0043539437,
-0.008758896,
-0.04832695,
-0.017794695,
0.0036981194,
0.0024374796,
0.041010868,
-0.022618646,
-0.06336719,
-0.059752867,
-0.033053536,
-0.018246485,
0.03194592,
0.018013302,
0.04809377,
-0.010704507,
-0.0074071693,
0.02598521,
-0.04203104,
0.041448087,
-0.04599513,
0.019995349,
-0.0041899877,
-0.021700492,
0.023128731,
-0.03841672,
-0.011892278,
-0.01385975,
0.0050644195,
-0.03518132,
0.02779237,
-0.025752027,
-0.018712848,
0.055351555,
-0.04526644,
-0.044362858,
-0.034248594,
0.005581792,
0.0035214112,
0.020694895,
0.025212795,
-0.009917518,
-0.031858478,
-0.043342687,
0.026466148,
-0.03197507,
-0.023303617,
-0.025664585,
-0.018086173,
0.023507651,
-0.009560458,
0.039932404,
-0.033694785,
-0.008533001,
-0.06494116,
0.008409123,
-0.04695701,
-0.049842633,
-0.053952467,
-0.019878758,
0.012919735,
0.047161043,
0.0034376115,
-0.006026295,
-0.016541341,
-0.028477341,
0.003550559,
0.01540458,
-0.01331323,
-0.02018481,
0.028710524,
0.0004727399,
0.018625405,
-0.037338253,
-0.023886573,
0.02003907,
-0.040515356,
0.045936838,
-0.021554753,
-0.058178887,
-0.035093877,
0.009254407,
0.05759593,
-0.042963766,
-0.012103599,
-0.0418853,
0.009844649,
0.013189352,
0.06336719,
0.003638002,
0.021685917,
-0.059607126,
-0.050629623,
0.029410068,
-0.02783609,
-0.02760291,
-0.012708414,
-0.010296439,
0.033228423,
-0.0018964248,
-0.000054481225,
0.06803082,
-0.037163366,
0.036434673,
-0.057566784,
0.07275276,
0.001552117,
-0.008387262,
-0.030750865,
-0.020811485,
-0.0054761316,
-0.01041303,
-0.041564677,
-0.037950356,
-0.008139506,
0.049959224,
0.054826897,
-0.058237184,
0.02919146,
-0.015215119,
-0.064649686,
-0.036697004,
0.03853331,
-0.013692151,
-0.012351355,
0.009808214,
0.015229694,
-0.019222934,
0.0386499,
-0.0139471935,
-0.027019953,
-0.023901146,
0.056867238,
-0.0046818554,
-0.03969922,
0.022064839,
-0.0045251865,
-0.0618515,
-0.0619098,
-0.019674724,
0.020578304,
-0.05313633,
-0.024731856,
0.021948248,
0.03905797,
-0.03751314,
-0.007359804,
0.020505434,
0.009283555,
0.0056765224,
-0.0019692942,
0.025795748,
-0.014289679,
0.013531838,
0.027428022,
-0.008926495,
-0.0050534895,
0.0055526444,
0.022604072,
-0.02376998,
0.019864185,
0.039932404,
0.011178158,
0.014100219,
0.050163258,
-0.0116008,
0.059111614,
-0.018975178,
-0.028856263,
-0.0063651376,
-0.039903253,
-0.070420936,
-0.03695933,
0.028637653,
0.03401541,
-0.019820463,
-0.022910124,
0.03118808,
0.021379866,
0.050979394,
-0.0054141926,
-0.07520117,
-0.009064947,
-0.06546582,
-0.011571652,
-0.009494876,
-0.0073853084,
0.022458334,
0.012591823,
-0.023420209,
-0.05838292,
0.011950573,
0.0186837,
-0.005410549,
0.020082792,
-0.02015566,
-0.029045722,
0.0013462612,
-0.011542505,
-0.010719081,
-0.02417805,
0.035268765,
0.014056497,
-0.0056473743,
0.006827858,
-0.028477341,
0.009633328,
-0.013918045,
-0.00805935,
-0.004193631,
0.0050243414,
-0.017955007,
-0.0215839,
0.0055562877,
0.031421263,
0.014916356,
-0.021481883,
-0.01188499,
-0.00026050792,
-0.020068219,
-0.023157878,
0.035006434,
0.051708087,
0.006274051,
-0.023624243,
-0.013633855,
0.008452844,
-0.04780229,
0.0011057924,
-0.02591234,
0.004874959,
-0.03416115,
0.04617002,
-0.0067622755,
0.033461604,
0.026160095,
0.019747593,
-0.0078115943,
-0.0058550523,
-0.008256097,
-0.010682646,
0.019266656,
0.0038766493,
0.046490643,
-0.032149956,
0.027486319,
-0.0052283756,
-0.018931456,
0.020534582,
0.019514412,
0.0011322075,
-0.018975178,
0.003811067,
0.02086978,
0.024382085,
0.035006434,
-0.017415775,
0.007454534,
0.0056328005,
-0.042497404,
-0.0097644925,
-0.06768105,
-0.006306842,
0.029963875,
-0.037105072,
0.008875486,
-0.029293478,
0.012453372,
-0.024921317,
-0.010653499,
0.038766492,
-0.0024411231,
-0.0020130158,
-0.006736771,
0.048968203,
-0.043809053,
0.0026688399,
-0.011746539,
0.028768819,
-0.024411231,
-0.058412068,
0.05777082,
0.033082683,
-0.02210856,
-0.00370905,
-0.009166964,
-0.014843486,
0.012314919,
0.040690243,
-0.03002217,
0.026480721,
-0.04549962,
0.0022717018,
0.019106343,
-0.011185445,
0.0013244004,
0.04278888,
0.005246593,
0.015025659,
-0.008481992,
0.02327447,
-0.017955007,
-0.025300238,
0.043575868,
0.007454534,
0.034773253,
0.012329494,
-0.0015384541,
0.008620444,
0.00960418,
0.032091662,
0.061968092,
0.035531092,
0.047015302,
0.0039786664,
-0.022181429,
-0.031421263,
0.04447945,
0.0052429494,
-0.022196004,
-0.012008868,
-0.013874324,
0.037658878,
-0.030867456,
0.020855207,
0.029570382,
-0.012613684,
-0.0009085897,
-0.03961178,
-0.0071922047,
0.020476287,
-0.005057133,
-0.053194623,
-0.00023284034,
-0.013495403,
0.05246593,
0.019193785,
-0.023434782,
0.024950465,
0.040661097,
0.0277195,
-0.008124933,
-0.00067495235,
-0.04523729,
0.026874216,
-0.005949782,
0.022953844,
0.010281865,
-0.04678212,
-0.010704507,
-0.03197507,
-0.002619653,
0.0045470474,
-0.013458968,
-0.02086978,
0.024833873,
-0.0509211,
-0.026334982,
-0.03532706,
0.009728058,
-0.022589497,
0.007913611,
0.0076512815,
-0.037571434,
-0.014151228,
0.008758896,
0.011440488,
0.04410053,
-0.0120015815,
0.030750865,
-0.027107397,
0.060627297,
0.022443758,
0.012227477,
0.033315867,
0.005119072,
-0.049813487,
0.019893331,
0.04783144,
-0.01152793,
-0.06482457,
-0.026786773,
-0.031304672,
-0.010194422,
0.010821098,
-0.044129677,
-0.026437,
-0.026757624,
-0.012322207,
-0.031683594,
0.020738617,
0.0863939,
-0.049201384,
-0.027223988,
-0.0051955846,
-0.0019128204,
-0.030342797,
0.0076367077,
-0.006612893,
0.029016575,
0.044246268,
-0.028681375,
-0.026334982,
-0.0657573,
-0.0024393015,
-0.015171398,
-0.020476287,
0.000057213823,
0.044537745,
0.029002,
0.0387082,
0.022443758,
-0.017430348,
-0.0060554426,
-0.0035068374,
0.043226097,
0.016206143,
0.06651514,
0.037454844,
0.00007469108,
0.0124970935,
0.0071302657,
0.03695933,
-0.015448302,
-0.0051409323,
0.006773206,
0.021117536,
-0.065524116,
-0.03360734,
-0.026509868,
0.039495185,
0.03171274,
-0.057829116,
-0.024586119,
-0.02553342,
-0.06499946,
-0.007483682,
-0.053165477,
0.0031570646,
0.022312595,
-0.025970636,
0.01913549,
-0.03401541,
0.2539351,
0.052786555,
0.0293372,
0.039407745,
0.01875657,
0.025052482,
0.013189352,
0.018435946,
0.022137707,
-0.021073814,
0.00016816879,
-0.028419046,
-0.009400146,
0.044042233,
-0.00078835525,
0.021977395,
-0.05299059,
0.0115862265,
-0.012351355,
-0.041244052,
-0.048239507,
-0.0044705346,
0.043400984,
0.06470798,
0.03523962,
-0.0059679993,
-0.030255353,
-0.029220609,
0.019616429,
-0.016381029,
0.0033155554,
-0.02376998,
0.020505434,
-0.029104017,
-0.04692786,
0.048239507,
0.009035799,
-0.012533528,
0.0007018229,
-0.0035888155,
0.00986651,
0.019193785,
0.019703873,
-0.01804245,
-0.016541341,
0.0054360535,
-0.0177364,
0.01257725,
0.026364129,
-0.055643033,
0.0056182267,
-0.054826897,
0.036143195,
-0.01573978,
-0.037892062,
-0.057391897,
-0.022268873,
-0.029133165,
0.018523388,
0.03258717,
-0.0039021536,
0.031246377,
-0.013925333,
-0.022502055,
-0.004958759,
0.05890758,
0.01276671,
0.030109614,
-0.033694785,
-0.046082575,
0.014741469,
-0.005417836,
0.012045303,
-0.043488428,
0.027209414,
0.013939906,
0.0048312377,
0.01845052,
-0.0026050792,
-0.013633855,
0.0030113258,
-0.030488536,
-0.040923424,
-0.003468581,
0.002366432,
0.05325292,
-0.059373945,
0.020811485,
-0.011979721,
0.07764958,
0.0387082,
0.042205926,
-0.01431154,
0.024352936,
-0.016599637
] | [BartForConditionalGeneration] is supported by this example script and notebook.
[TFBartForConditionalGeneration] is supported by this example script and notebook.
[FlaxBartForConditionalGeneration] is supported by this example script and notebook.
Masked language modeling chapter of the 🤗 Hugging Face Course.
Masked language modeling task guide |
[
0.024928866,
-0.0058732177,
0.017246295,
0.0037874356,
-0.015551821,
-0.016930375,
0.022861034,
-0.0094560245,
-0.0044156834,
0.028073693,
-0.024426267,
-0.0076753907,
0.03948985,
-0.059909694,
-0.00040993156,
-0.0076753907,
-0.0009172415,
-0.046353903,
-0.053907234,
-0.0096570635,
-0.0077974503,
-0.012478793,
-0.070421174,
-0.014245066,
0.022703074,
0.026652059,
-0.006149647,
0.0033835622,
0.09914106,
0.036589142,
0.014130186,
-0.012478793,
0.021827117,
-0.010001702,
-0.006533775,
-0.012629572,
0.0033584323,
0.022200476,
-0.019026928,
-0.028131133,
-0.0051336805,
-0.013232689,
0.046440065,
-0.017619653,
-0.09391405,
-0.030500524,
-0.0071261227,
-0.059679933,
-0.016600097,
-0.016628817,
-0.0060814368,
-0.008429288,
0.020089563,
-0.0027499297,
-0.008292869,
-0.0043295235,
-0.0061460566,
-0.013979407,
-0.054338034,
0.029839966,
0.023263112,
0.03937497,
0.021267079,
-0.056520745,
0.0097504025,
0.019041287,
-0.00260992,
0.014517905,
-0.022918472,
-0.036014743,
-0.022746153,
0.017705813,
0.020735761,
-0.027858295,
-0.02906453,
0.003410487,
0.043769114,
-0.012421353,
0.0013543223,
0.046899583,
0.023205671,
0.019256687,
0.01599698,
-0.01318243,
-0.06651527,
-0.054366753,
0.04276392,
-0.017878132,
-0.026810018,
0.00793387,
-0.019888524,
0.045693345,
-0.01333321,
0.008479548,
0.011064338,
0.015322062,
-0.018868968,
0.046727262,
-0.015551821,
0.021224,
0.020721402,
0.061001047,
-0.048421737,
0.04173,
-0.056176107,
-0.019586965,
0.021683518,
-0.014273786,
0.008213889,
-0.014625604,
-0.016542656,
0.0078477105,
0.035756264,
0.01612622,
-0.0058803977,
0.05051829,
-0.03946113,
0.017045256,
-0.061575446,
-0.019572606,
-0.028561931,
-0.020060845,
0.010224281,
-0.02916505,
0.03193652,
-0.0521266,
0.00796259,
0.046440065,
-0.045406148,
0.009061126,
0.03406179,
0.022028156,
-0.0029832786,
0.052097883,
-0.012184414,
-0.012816251,
0.010820219,
0.043711673,
0.009700143,
0.008680587,
0.00069466233,
-0.002943789,
-0.021209639,
0.07788835,
0.028605012,
0.022200476,
0.0035343415,
-0.029725088,
-0.030356925,
0.0051480406,
-0.03699122,
-0.017935572,
-0.0061819567,
0.019701846,
0.035411626,
0.011286917,
0.0063937656,
-0.0058983476,
0.0010958434,
0.016542656,
-0.021784037,
0.03210884,
-0.03230988,
0.04442967,
-0.029638927,
0.03690506,
-0.024627306,
-0.018667929,
0.013562969,
-0.04204592,
0.02882041,
0.0054460093,
0.033429954,
0.025029385,
0.032022677,
0.01843817,
0.021755317,
0.012342373,
0.0103535205,
0.01320397,
-0.005090601,
0.0048931516,
0.035727546,
0.009965803,
-0.009592444,
0.02866245,
0.012320833,
0.0052126604,
-0.008106189,
-0.0062429863,
0.00014281414,
0.04988645,
-0.024225228,
0.035469066,
-0.022157395,
0.025919702,
-0.07059349,
-0.040294006,
0.016499577,
-0.07490148,
-0.025417104,
0.08185169,
-0.01591082,
-0.0005344592,
-0.007610771,
-0.011164858,
0.023938028,
0.027499296,
-0.048335575,
0.030902602,
0.022588193,
0.011128957,
-0.043367036,
0.048565336,
0.048823815,
-0.03641682,
-0.025244784,
0.045607187,
0.013886067,
0.03750818,
0.0010312236,
0.015192823,
0.056549463,
-0.01329013,
0.008357489,
-0.022616914,
0.01576722,
0.075533316,
-0.04557847,
-0.0034912617,
0.040724806,
-0.017461693,
-0.009211905,
0.07513124,
0.024411907,
0.025072465,
0.046727262,
0.020046484,
0.016298538,
0.015192823,
0.011480777,
0.01568106,
0.06347096,
0.012263393,
0.007639491,
0.0056434586,
-0.0027427496,
-0.025704302,
0.0037623057,
-0.014934343,
-0.034837227,
0.022028156,
0.046583664,
0.012643932,
-0.037967697,
-0.020333683,
0.03650298,
0.07846274,
-0.01833765,
-0.022071237,
0.0040279645,
0.014762023,
-0.012155694,
-0.026910538,
0.04451583,
0.054653954,
-0.032166276,
0.017562212,
0.0050547007,
-0.015594901,
-0.008501087,
-0.05034597,
-0.0733506,
-0.008809826,
-0.042677756,
-0.02128144,
0.007926689,
-0.073178284,
0.01051866,
0.023018993,
0.00027216584,
0.042534158,
-0.040983286,
0.022932833,
0.030471804,
0.014510725,
0.0006273501,
0.030356925,
-0.011545396,
0.00081627315,
-0.01037506,
-0.02866245,
0.009671424,
-0.002836089,
0.0101524815,
-0.0008602505,
-0.032137558,
0.0071907425,
-0.038082574,
0.0035828063,
0.0124572525,
-0.016858576,
0.0003419462,
-0.02660898,
-0.008931886,
0.049111012,
0.009800663,
-0.02365083,
0.05077677,
0.0155805405,
-0.046009265,
0.024871426,
0.0032130377,
0.038283616,
-0.025187345,
0.030529244,
0.017030895,
0.0027786493,
-0.008637507,
-0.016944736,
-0.043510634,
0.016944736,
0.0062178564,
-0.024311388,
-0.0002831602,
0.020103924,
-0.003385357,
-0.06519415,
0.009879642,
-0.013326029,
-0.057554662,
-0.0061963163,
0.0062429863,
0.03403307,
0.015494381,
0.02375135,
-0.031477,
0.0019296177,
0.041902322,
0.01865357,
0.024641667,
-0.009613983,
0.028360892,
0.022243556,
0.012205954,
0.012055174,
0.022688713,
-0.026924897,
0.0015580541,
-0.006580445,
0.020448562,
0.039145213,
0.007610771,
0.028461412,
-0.038341053,
0.06306888,
0.0064188954,
0.0049757212,
0.040897124,
0.003988475,
0.000087842476,
0.026810018,
0.007129713,
-0.009018046,
-0.00014326289,
-0.012809072,
-0.0022491266,
0.022387154,
0.026206901,
-0.057411063,
0.025201704,
0.012751631,
-0.02896401,
-0.011631556,
0.011574116,
-0.019859804,
0.030471804,
0.022300996,
0.020850642,
-0.031218521,
0.004588003,
0.023306191,
0.0072589526,
0.033429954,
0.022214836,
-0.008099009,
-0.0032040628,
-0.024656026,
-0.017921211,
-0.030155886,
-0.0069861133,
0.037335858,
0.042218238,
-0.03676146,
-0.035382904,
-0.031103643,
0.010001702,
0.03397563,
-0.012170054,
0.040638644,
0.025158625,
0.006314786,
0.042419277,
0.012213133,
-0.011588476,
-0.048737656,
-0.015393862,
0.05321796,
0.015322062,
0.017102694,
-0.037393298,
-0.015293342,
0.0054998593,
0.00086563546,
-0.034894668,
0.00016558812,
-0.032166276,
-0.017619653,
0.021597357,
0.048651494,
0.0036258863,
0.0024752957,
-0.020060845,
0.030500524,
0.03417667,
-0.051322445,
0.03193652,
-0.043625515,
0.027901374,
-0.010346341,
-0.0209368,
0.03130468,
-0.023018993,
-0.022157395,
-0.057210024,
0.038283616,
0.050231088,
-0.007194333,
-0.0109566385,
-0.035382904,
-0.009118565,
-0.025531983,
-0.022099957,
0.016987815,
-0.007327162,
-0.0010653285,
0.0018596129,
-0.0075317915,
0.050173648,
-0.008393388,
0.06530903,
-0.036215782,
-0.00778309,
-0.02125272,
-0.0033261224,
-0.019917244,
-0.019730564,
0.023306191,
0.05014493,
0.029811246,
-0.019041287,
-0.032826837,
0.032080118,
-0.016901655,
-0.024340108,
0.020620883,
0.0015257442,
-0.010317621,
0.044659432,
-0.005463959,
0.023334911,
0.01862485,
-0.016111858,
-0.0113587165,
-0.006831744,
0.009111386,
0.005535759,
0.020046484,
-0.04198848,
-0.018581768,
-0.015235902,
0.019070007,
-0.04195976,
-0.015853379,
0.023550311,
-0.059909694,
-0.020218803,
-0.004516203,
-0.059565052,
0.004404913,
0.033142753,
-0.013541428,
0.03687634,
0.009980162,
-0.029251209,
-0.060311772,
-0.04000681,
-0.005765518,
0.043740395,
0.027556736,
0.06398792,
-0.050862927,
0.014036846,
0.021295799,
-0.04687086,
0.018122252,
-0.04250544,
-0.009161646,
0.0027337747,
-0.035612665,
-0.02379443,
0.016312897,
-0.03328635,
-0.006558905,
0.017791972,
-0.00793387,
-0.010698159,
-0.054338034,
-0.021712238,
0.03397563,
-0.03199396,
-0.05565915,
-0.008522628,
-0.011301277,
0.026709499,
0.024555506,
0.024110349,
-0.014280966,
-0.046583664,
-0.03917393,
0.048479177,
-0.027283896,
-0.0114664165,
-0.030586684,
-0.055429388,
0.018352011,
0.008838546,
0.0077328305,
0.010080682,
-0.017921211,
-0.049857732,
0.0020642423,
-0.041069444,
0.019902885,
-0.07874994,
0.013548609,
-0.037651777,
0.034980826,
-0.014718944,
0.00784053,
0.024943225,
-0.01325423,
0.03676146,
0.028188573,
-0.0209368,
-0.05232764,
0.040897124,
0.0040566847,
0.011624376,
-0.0027553146,
-0.025646864,
0.03374587,
-0.037163537,
0.035325468,
-0.02905017,
-0.027743414,
-0.062322162,
-0.013864527,
0.049857732,
-0.038197454,
0.022257915,
-0.040954564,
0.026494099,
-0.0056649987,
0.022171756,
-0.015436942,
0.0048859715,
-0.037737936,
-0.03745074,
0.024699107,
-0.023966748,
-0.0058660377,
0.018969487,
0.003195088,
0.06536647,
-0.0010204536,
0.027125938,
0.069789335,
-0.04032273,
0.0033333024,
-0.08397696,
0.035928585,
-0.021238359,
0.008120549,
-0.04506151,
-0.04480303,
0.012478793,
0.019256687,
-0.049053572,
-0.06571111,
0.011638735,
0.05272972,
0.026178181,
-0.037278417,
0.024928866,
0.013986587,
-0.059220415,
-0.040983286,
0.0525574,
-0.0087452065,
0.00033297125,
0.02612074,
-0.00019801018,
0.026896179,
0.007273312,
-0.025704302,
-0.020233164,
-0.014963063,
0.051236287,
-0.015982619,
-0.041270483,
0.03707738,
-0.01052584,
-0.057238743,
-0.08116241,
0.01589646,
0.048249416,
-0.037996415,
-0.006817384,
-0.0032112428,
0.019385926,
-0.023449792,
0.01815097,
-0.018352011,
-0.017619653,
-0.011315637,
0.022229195,
-0.0044264533,
-0.03210884,
-0.003166368,
0.05083421,
-0.018165331,
-0.011631556,
-0.04026529,
0.016714977,
-0.041844882,
0.013921967,
0.053907234,
-0.0024088807,
0.01820841,
0.028131133,
0.014482005,
0.048881255,
0.019515166,
0.006795844,
0.0114664165,
-0.052298922,
-0.012012094,
0.0056865383,
0.06318376,
0.009025225,
0.0003524918,
0.011502316,
0.023263112,
0.046181586,
0.04514767,
0.007409732,
-0.056061227,
-0.0069250837,
-0.035239305,
-0.007011243,
-0.001857818,
-0.013354749,
0.022114316,
0.010669439,
-0.020348042,
-0.06082873,
0.003981295,
0.06312632,
-0.026020221,
0.011294097,
-0.04155768,
-0.013893248,
-0.016068779,
0.014675864,
0.009183185,
-0.019012569,
0.011882855,
0.027413135,
-0.010245821,
-0.0019475676,
-0.0045772325,
0.018122252,
0.015465661,
0.019673126,
-0.0051049604,
-0.025359664,
0.028016254,
-0.0105043,
0.024598587,
0.050949086,
0.033056594,
-0.011825415,
-0.01059764,
0.023004632,
-0.02640794,
-0.069674455,
0.026752578,
0.059048094,
-0.012651112,
-0.02892093,
-0.0039310353,
0.009463204,
-0.04962797,
-0.01314653,
0.00026498587,
-0.003198678,
-0.05031725,
0.029380448,
-0.021654798,
0.07403988,
0.015135382,
0.015393862,
0.01849561,
0.016801136,
0.024857065,
0.011373077,
0.01576722,
-0.010762779,
0.021798396,
-0.035325468,
0.0157385,
0.025287865,
-0.01317525,
0.058617298,
0.0026673598,
0.02087936,
-0.012227493,
0.0029491738,
-0.014819464,
0.02090808,
0.052701,
-0.025302224,
0.025919702,
-0.0023065663,
-0.028705532,
-0.024541147,
-0.028389612,
-0.05499859,
0.019271046,
-0.051466044,
0.015982619,
-0.019170526,
-0.03423411,
0.015006143,
0.012126974,
0.012744452,
-0.016470857,
0.019299766,
0.011006898,
0.032999154,
-0.03750818,
-0.003649221,
0.020147003,
0.019098727,
-0.061001047,
-0.04006425,
0.023018993,
0.044343513,
-0.002349646,
0.011538216,
-0.032453477,
-0.026336139,
-0.0008108882,
0.032597076,
-0.06123081,
0.019084368,
-0.027499296,
-0.01327577,
-0.01568106,
0.0005658716,
0.012636752,
0.018969487,
0.026623338,
0.0022724613,
-0.011595656,
-0.004699292,
0.028648091,
-0.012514693,
0.03954729,
0.0067060944,
0.04181616,
0.014309686,
-0.024153428,
-0.0067240447,
0.04483175,
0.031189801,
0.059852254,
-0.03750818,
0.0525574,
0.007100993,
-0.042735197,
-0.048335575,
0.05603251,
-0.0016863961,
-0.0049182815,
-0.01579594,
-0.03411923,
0.024627306,
-0.027384415,
-0.0062034964,
-0.00012766889,
-0.037709218,
-0.00027755083,
-0.0041177142,
0.0011811055,
0.019285407,
-0.0004218234,
-0.027226457,
-0.006110157,
-0.019601326,
0.064389996,
0.03403307,
-0.027413135,
-0.02366519,
0.022817953,
0.032022677,
0.014704584,
-0.00051247055,
-0.035842422,
0.007862071,
0.0014072746,
0.024928866,
-0.025632503,
-0.04000681,
-0.03974833,
-0.042964958,
-0.049656693,
0.017648373,
0.0045197927,
-0.030213324,
0.029926127,
-0.034578748,
-0.022415875,
-0.07547587,
0.005711668,
-0.040552486,
0.014237886,
0.00055196043,
-0.025675582,
-0.019443367,
0.015149742,
-0.007208693,
0.009032406,
0.019041287,
0.06123081,
-0.0104325,
0.051638365,
0.0043833735,
0.022889754,
-0.0037874356,
0.0069897035,
-0.017045256,
0.0017887107,
0.019084368,
0.0053813895,
-0.045549747,
-0.05841626,
-0.04681342,
0.037651777,
0.026939258,
-0.008422108,
-0.050748046,
-0.0067348145,
-0.009053946,
-0.037278417,
0.041442804,
0.070536055,
-0.0015284367,
-0.021999437,
-0.027370056,
-0.019989043,
-0.06065641,
-0.009585263,
-0.06720454,
0.006770714,
-0.016499577,
-0.053849794,
-0.03460747,
-0.01826585,
-0.023894949,
-0.007625131,
-0.024411907,
-0.02630742,
0.027671615,
0.028188573,
0.038944174,
0.011660276,
-0.024857065,
-0.021324519,
0.024512427,
0.03900161,
0.00019127896,
0.0525574,
0.0574685,
0.0022616915,
0.011746435,
0.029638927,
0.02382315,
0.01859613,
0.005586019,
-0.0043582437,
0.022961553,
-0.0789797,
-0.03150572,
-0.051781964,
0.016513938,
-0.014733304,
-0.005015211,
-0.056003787,
-0.0016298539,
-0.054711394,
-0.043970153,
-0.02632178,
0.024512427,
0.0080343895,
-0.040581204,
0.01605442,
-0.030586684,
0.2456125,
0.043682955,
0.051925562,
0.024656026,
-0.015465661,
0.052356362,
0.03409051,
-0.020391123,
0.06674503,
-0.042936236,
-0.025144264,
-0.03980577,
-0.022028156,
0.017461693,
-0.017806333,
0.0372497,
-0.0532754,
-0.012241853,
-0.04431479,
-0.040523767,
-0.082943045,
0.030615404,
0.015724141,
0.030730283,
0.042476717,
-0.013606048,
0.012923951,
-0.01325423,
0.002374776,
-0.013505529,
0.008321588,
-0.016643176,
0.013720928,
-0.009807843,
-0.04698574,
0.041471522,
0.005848088,
-0.02350723,
-0.008185169,
0.0010446861,
-0.011617196,
-0.021740958,
0.012234674,
-0.005575249,
-0.028044973,
0.04445839,
0.008443648,
0.0066307047,
0.011380257,
-0.046411343,
0.004397733,
-0.035153147,
0.04962797,
-0.045980547,
-0.036244504,
-0.06128825,
-0.03684762,
-0.036646582,
-0.0085441675,
0.000121386416,
-0.020003404,
0.024311388,
0.017806333,
-0.0075964113,
-0.011236657,
0.025833542,
0.024598587,
0.011495137,
-0.017088335,
0.0104684,
0.022545114,
-0.00013473668,
-0.022975912,
-0.027657256,
-0.011035618,
0.04962797,
0.01309627,
0.035612665,
0.0043797833,
0.001041096,
-0.0077471905,
-0.010410961,
0.011049978,
-0.012923951,
0.032884274,
0.06260936,
-0.041327924,
0.0261351,
-0.045549747,
0.049168453,
0.020161364,
0.037967697,
-0.023133872,
0.005711668,
-0.038570814
] | A notebook on how to finetune mBART using Seq2SeqTrainer for Hindi to English translation. 🌎
[BartForConditionalGeneration] is supported by this example script and notebook.
[TFBartForConditionalGeneration] is supported by this example script and notebook.
Translation task guide |
[
0.025220696,
-0.05414098,
-0.026159398,
0.025248306,
-0.015612812,
-0.016247816,
-0.005911748,
-0.017959565,
0.011519798,
0.087354444,
-0.009587178,
-0.0023933433,
0.038735233,
-0.06289299,
0.004807393,
0.007799504,
-0.061346892,
-0.02622842,
-0.060132105,
-0.005245684,
0.0031370572,
0.0041344273,
-0.045002446,
0.015309115,
-0.023508947,
0.030783882,
-0.0045865225,
-0.0014399748,
0.0757035,
0.048149858,
0.007295642,
-0.00014505438,
0.0024244033,
-0.00837929,
-0.0023881667,
-0.053257495,
0.05726078,
-0.010015115,
-0.027153317,
-0.044615924,
0.01136795,
-0.02912735,
0.020444363,
-0.0258557,
-0.07178304,
-0.0101600615,
-0.04710072,
-0.021728175,
0.008386192,
-0.071230866,
-0.027581254,
0.0090004895,
0.037492838,
0.0031077226,
0.013942475,
-0.00061947387,
-0.020320123,
0.006784878,
-0.02937583,
0.0012760471,
0.049668346,
0.04373244,
-0.022777312,
-0.0376861,
-0.013638779,
0.013417907,
0.004928182,
-0.0030248961,
-0.030148879,
-0.019726533,
-0.035146084,
0.02114839,
-0.013286766,
-0.03544978,
-0.031860627,
0.0076683615,
0.038017403,
0.0020085447,
-0.0005487262,
0.064880826,
0.0037686098,
0.044726357,
-0.0046313866,
0.007613144,
-0.04519571,
-0.055217728,
0.054803595,
-0.009718319,
-0.0066295783,
-0.01613738,
-0.015778465,
0.018635983,
0.022846334,
-0.009918484,
0.025814287,
0.02327427,
-0.01613738,
0.06361082,
0.03128084,
0.05436185,
0.008310268,
0.027581254,
0.0060635963,
0.020016426,
-0.04475397,
-0.015806073,
0.042103518,
-0.010491368,
-0.012720783,
-0.010567293,
0.0064121583,
0.0017963017,
-0.037106313,
0.01099523,
-0.015971728,
0.016289229,
0.019975012,
0.00704026,
-0.029403439,
0.009925386,
0.0029334417,
-0.019091528,
0.036084782,
-0.053809673,
0.0014744858,
-0.049447473,
0.003999834,
0.010512074,
-0.04318026,
-0.018428916,
0.015005417,
-0.0020240748,
0.017697282,
0.072942615,
0.025344936,
0.0074336864,
0.025082652,
0.028299084,
0.013997694,
-0.005024813,
-0.015985532,
0.0017505744,
0.027512232,
0.09017055,
-0.0067676227,
0.032495633,
0.006294821,
0.025496785,
-0.041192424,
0.037520446,
-0.0529538,
-0.0039860294,
0.028713217,
-0.0016427274,
-0.015019221,
-0.014273782,
0.023950689,
-0.016234012,
-0.00039558325,
0.015529986,
-0.024475258,
-0.014246173,
-0.037492838,
0.05336793,
-0.007516513,
0.046962675,
-0.02962431,
0.0035995056,
0.008965978,
-0.0373824,
0.012120291,
-0.004158585,
0.0151296565,
0.049254213,
0.045941148,
0.0015555869,
0.025510589,
0.009248969,
0.03183302,
0.022156112,
0.011430069,
-0.03473195,
-0.00009808696,
0.013266059,
-0.019022508,
0.024047319,
0.0060566943,
0.0036892344,
-0.02159013,
-0.021010345,
0.0051352484,
0.054279026,
-0.03498043,
0.014605088,
0.030204097,
-0.0019619549,
-0.03252324,
0.004634838,
0.01554379,
-0.039756764,
-0.00069971214,
0.058199484,
-0.015875096,
0.028519956,
-0.019270986,
-0.0058427257,
0.016482491,
0.046327673,
-0.0408059,
-0.010429248,
0.054527506,
0.020416753,
-0.056598168,
-0.019961208,
0.041882645,
-0.046493325,
-0.0025745265,
0.02890648,
0.024820369,
-0.017918153,
-0.014729328,
0.024571888,
0.051628575,
-0.031501714,
0.009035001,
0.017352171,
-0.028602783,
0.06703432,
-0.017352171,
0.004724567,
0.0023450279,
-0.000035373854,
-0.021162193,
0.07956874,
0.0151296565,
0.0016522179,
0.04906095,
0.027305165,
0.006519143,
0.0035718966,
0.040640246,
0.016841406,
0.020844692,
0.019298594,
0.021797197,
-0.021120781,
-0.0030300727,
-0.015102048,
-0.004669349,
-0.0075924373,
-0.042931784,
0.061346892,
-0.018456524,
0.010449954,
-0.039149366,
-0.057923395,
0.0011129823,
0.041330468,
-0.025814287,
-0.006484632,
0.0040481496,
0.029099742,
0.009235165,
-0.040833507,
0.012872633,
0.048702035,
0.020803278,
0.03909415,
0.021949045,
-0.04850877,
-0.017227931,
-0.059359055,
-0.07183826,
0.0051628575,
-0.03130845,
0.011374852,
-0.04345635,
-0.08619487,
0.010587999,
-0.008924565,
0.011181589,
-0.017172713,
0.002607312,
0.03569826,
0.0023933433,
0.01554379,
-0.014115031,
0.027719298,
0.010097941,
-0.0052629397,
0.03009366,
-0.02912735,
0.0035926034,
-0.014494653,
0.017531628,
0.0067365626,
0.024185363,
0.025841895,
-0.019864578,
-0.027387992,
-0.022846334,
-0.041164815,
0.010049626,
0.004759078,
-0.038680017,
0.024502866,
0.0214935,
-0.029403439,
0.05195988,
0.09055707,
-0.03865241,
0.044395052,
0.011823496,
0.022901552,
-0.0408059,
0.03326868,
0.017642064,
-0.019229572,
-0.036278047,
-0.05538338,
-0.057316,
-0.011616429,
-0.016468687,
-0.031059971,
-0.0068193893,
0.03790697,
-0.029403439,
-0.08089397,
0.037575662,
-0.014881177,
-0.060794715,
-0.024323408,
-0.064991266,
0.020168275,
0.01844272,
0.020458167,
-0.045609843,
0.0099668,
0.009166143,
0.046962675,
-0.00255382,
-0.014798351,
0.006564007,
0.027995387,
0.030701056,
-0.0035184044,
0.010235986,
-0.046962675,
-0.01467411,
-0.021106975,
-0.0040067364,
0.053754456,
0.014894982,
0.009511254,
0.009041903,
0.039011322,
-0.054969247,
0.015019221,
0.042959392,
-0.012651761,
-0.008558747,
0.013866551,
-0.00039062227,
0.02934822,
-0.0074405884,
-0.015971728,
0.011927029,
0.0034752656,
0.05924862,
-0.041965473,
0.040170897,
0.0045278533,
-0.02392308,
-0.004103367,
-0.046686586,
-0.039397847,
0.03158454,
0.029320613,
0.04875725,
-0.0023277723,
0.023812644,
0.025524395,
0.016675754,
0.016827602,
0.009877071,
-0.0017195145,
-0.025869505,
0.0039170072,
-0.035284128,
0.00085673755,
-0.007064418,
-0.021424478,
0.014025303,
0.00009334168,
-0.023495143,
-0.05033096,
0.082274415,
0.028823653,
0.012203118,
0.028299084,
0.017683476,
-0.03155693,
0.031501714,
0.009787342,
0.033572376,
0.0074405884,
-0.04202069,
0.034400642,
0.0014494653,
0.023094814,
-0.04442266,
-0.01043615,
-0.017310757,
0.040667854,
-0.002626293,
0.0054769083,
-0.07095478,
-0.0070230043,
-0.017186517,
0.04254526,
-0.026297443,
-0.0075993394,
-0.0030110916,
0.029679528,
0.026559725,
-0.045692667,
0.0055459305,
-0.009545764,
0.011906322,
0.04320787,
-0.03326868,
-0.038928498,
0.0008481098,
-0.042048298,
-0.06885651,
0.039480675,
0.040391766,
-0.02588331,
0.013942475,
-0.031198015,
0.0053595705,
0.040005244,
-0.012216922,
-0.015405745,
0.04511288,
0.01227214,
-0.019795556,
0.014964004,
-0.009545764,
-0.029182568,
0.023591774,
-0.034842387,
0.0043898094,
-0.030535402,
-0.008772716,
0.0004792726,
-0.00038285728,
0.00021299807,
0.03260607,
0.016551513,
-0.021797197,
-0.0043552984,
0.055079684,
-0.038072623,
-0.013528343,
0.035228908,
0.007861624,
-0.031943455,
0.015474767,
-0.010111746,
0.007136891,
0.007219718,
0.02672538,
-0.015405745,
0.015102048,
-0.007827112,
0.011706158,
-0.017172713,
-0.007330153,
-0.018290872,
-0.042075906,
0.035118476,
-0.021314042,
-0.0028488894,
-0.014411827,
-0.046741806,
-0.0035787988,
0.004072307,
-0.013859649,
-0.012092682,
0.020610016,
0.0139700845,
0.015364332,
-0.033379115,
-0.07029217,
-0.047984205,
-0.026614944,
0.00868989,
0.014039107,
0.02610418,
0.012154802,
-0.0398672,
-0.0538925,
0.046935067,
-0.014177151,
-0.024489062,
-0.029265394,
0.014259978,
0.02015447,
0.0016142557,
0.008448312,
-0.0007756365,
-0.03837632,
0.029569093,
0.009235165,
-0.037824143,
0.025524395,
-0.03473195,
-0.04127525,
0.039894808,
-0.008952173,
-0.07581394,
-0.009911582,
0.013493832,
-0.008151517,
0.004645191,
0.05463794,
-0.011499091,
-0.021741979,
-0.0039722254,
0.016827602,
-0.023522751,
-0.0070161023,
-0.013473125,
-0.028768435,
0.026670162,
0.04588593,
0.07051304,
-0.023370903,
-0.00044476154,
-0.029569093,
0.0071161846,
-0.03666457,
-0.010449954,
-0.018525546,
-0.006215445,
-0.005987672,
0.043401133,
-0.0047797845,
0.007143793,
-0.019961208,
-0.0308391,
0.031170407,
0.017545432,
-0.055549033,
0.009456036,
-0.0395635,
0.02292916,
0.0070161023,
0.008289562,
-0.0454718,
0.052263577,
-0.041192424,
-0.011595722,
-0.053064235,
-0.0072404244,
-0.06482561,
0.01626162,
0.043815266,
-0.049640737,
-0.013866551,
0.035228908,
0.028658,
0.0057840566,
0.035422172,
-0.03279933,
-0.028685609,
-0.03401412,
-0.044091355,
0.009932289,
-0.016813798,
-0.008765814,
-0.011540505,
0.0016936312,
0.031501714,
-0.021755785,
0.033655204,
0.07067869,
0.015888901,
-0.008179125,
-0.084869646,
0.0089866845,
0.015750857,
0.0039411653,
-0.01772489,
-0.012203118,
-0.006367294,
-0.013328179,
-0.048149858,
-0.00881413,
0.006205092,
0.014149542,
0.06018732,
-0.01352144,
0.038017403,
0.0065467516,
-0.06189907,
-0.04494723,
0.022487419,
0.0058358232,
0.011236807,
0.0009809774,
-0.017365975,
-0.0024295799,
-0.0046555446,
-0.009600982,
-0.01373541,
-0.023591774,
0.0607395,
0.0026987663,
-0.05397533,
0.025179284,
0.0009568197,
-0.04491962,
-0.08685748,
0.038541973,
-0.0041723894,
-0.048177466,
-0.017531628,
-0.0064466693,
-0.0012191038,
-0.026766792,
-0.04097155,
-0.006529496,
-0.038072623,
-0.0059738676,
-0.0068262913,
-0.0056701703,
-0.026932446,
0.008261953,
0.06962955,
-0.031032363,
0.019892186,
-0.071893476,
-0.009587178,
-0.022901552,
-0.000839482,
0.03721675,
-0.025552003,
0.009297284,
0.0046969578,
0.015833683,
0.028492346,
0.011354145,
0.018539352,
0.026407877,
-0.04732159,
-0.042876564,
-0.010194573,
0.015184875,
-0.041385684,
0.040750682,
-0.039066542,
0.05441707,
0.014232369,
0.027760712,
0.025220696,
-0.070844345,
-0.014812155,
-0.034704342,
0.009104023,
-0.007254229,
-0.03376564,
0.009021196,
0.057039913,
-0.025869505,
-0.017448802,
-0.0124584995,
0.0038824964,
-0.02756745,
-0.043539178,
-0.011913224,
0.006450121,
-0.04105438,
-0.013997694,
-0.021521108,
-0.017186517,
-0.008710597,
0.034262598,
-0.005915199,
0.008137712,
0.020637626,
0.021935241,
0.00875201,
-0.003837632,
-0.011871811,
0.01760065,
0.010788163,
0.0031008204,
-0.03036975,
0.027512232,
0.022694485,
-0.033158246,
0.002495151,
0.015668029,
0.02295677,
-0.03663696,
0.031198015,
0.04812225,
-0.0025382899,
-0.041330468,
-0.011430069,
-0.018290872,
-0.03299259,
-0.006367294,
-0.00015562339,
-0.038017403,
0.00022216506,
0.030314531,
-0.012279042,
0.029928008,
0.046741806,
0.057481654,
0.014329,
0.027125709,
-0.0029351672,
0.012182411,
0.036747396,
0.0012708704,
-0.032219544,
0.015488572,
0.034345426,
0.007516513,
-0.028961698,
0.047293983,
0.04226917,
0.009739026,
-0.033130635,
-0.0049419864,
0.018194241,
0.022073286,
0.045361362,
0.021093171,
0.014087423,
0.02707049,
-0.030148879,
0.015267701,
-0.04378766,
-0.047708116,
-0.0023294978,
-0.014632697,
0.004669349,
-0.016910428,
-0.019698923,
-0.01012555,
0.0057702526,
0.016123576,
0.009262773,
0.023522751,
0.04445027,
0.020471971,
-0.017586846,
-0.012534424,
-0.003709941,
0.0033320447,
-0.04102677,
-0.02538635,
0.027512232,
0.06990564,
0.024696128,
-0.00036430758,
-0.038983714,
0.0033544768,
-0.006270663,
0.011892518,
-0.010242888,
0.008213636,
-0.026877228,
0.019132942,
-0.026573531,
-0.022570245,
-0.021631544,
0.041192424,
-0.0019343459,
0.019353813,
-0.008475921,
0.0068262913,
0.0199336,
-0.034179773,
0.0054596527,
0.027236143,
0.013466223,
-0.014853569,
0.009518156,
0.015750857,
0.07112043,
0.04881247,
0.07261131,
-0.04519571,
0.008579454,
0.02345373,
-0.03953589,
-0.020485776,
0.020499581,
0.024047319,
-0.010629413,
0.019091528,
0.017310757,
0.011623331,
-0.03473195,
-0.0050662262,
0.024806563,
0.022142308,
-0.010967621,
-0.031501714,
-0.027926365,
0.0066330293,
-0.02476515,
-0.040833507,
-0.002859243,
0.0151158525,
0.007171402,
0.033130635,
-0.0010827851,
-0.023771232,
0.063721254,
0.011623331,
0.008862445,
0.025717655,
-0.029955616,
-0.0013338532,
-0.009663102,
0.012748392,
-0.0023381256,
-0.01243089,
-0.011471483,
0.0047763335,
-0.04420179,
0.030231705,
-0.028133431,
-0.022307962,
0.031032363,
-0.026932446,
-0.051656183,
-0.066040404,
-0.018456524,
-0.04301461,
0.005953161,
0.037768926,
-0.035753477,
-0.03547739,
0.0006406119,
-0.019505661,
0.035808694,
0.024709933,
0.071506955,
0.005466555,
0.06907737,
-0.0055424795,
-0.017711086,
-0.03199867,
0.0044277715,
-0.014218564,
-0.018249458,
-0.0020085447,
-0.0058944924,
-0.00042836877,
-0.021203607,
-0.070568256,
0.03663696,
0.02255644,
-0.007813308,
-0.012810512,
0.016565317,
0.0034925211,
-0.054444678,
0.0037271965,
0.08652618,
0.014425631,
-0.019643705,
0.0055769905,
0.028851261,
-0.038210668,
-0.0033441235,
-0.028989306,
0.011568113,
-0.0005133523,
-0.072280005,
0.008682988,
-0.044726357,
-0.023508947,
-0.008496627,
-0.047818553,
-0.009952995,
0.021838611,
0.04226917,
0.035946738,
0.013942475,
-0.034566298,
0.01747641,
0.055272944,
0.04732159,
0.038017403,
0.053340323,
0.032661285,
-0.0320815,
0.012527522,
0.033738032,
0.009649297,
0.0143704135,
-0.002610763,
-0.012223824,
-0.010463759,
-0.04541658,
-0.033213463,
0.03856958,
0.04975117,
0.046244845,
-0.017186517,
-0.022984378,
-0.017780108,
-0.056763824,
-0.019243378,
-0.048867688,
0.011844202,
0.009621689,
-0.017434997,
0.033627596,
-0.057205565,
0.22363178,
0.052760538,
0.030010834,
0.058475573,
0.03351716,
0.033351507,
0.028174846,
-0.021797197,
0.06581953,
-0.06388691,
-0.001040509,
-0.03128084,
-0.030949535,
0.036830224,
-0.035090864,
0.033351507,
-0.038183056,
0.022156112,
-0.015212484,
-0.039232194,
-0.04511288,
0.036526527,
-0.009946093,
0.04928182,
-0.0031422337,
0.019602293,
0.04199308,
-0.032495633,
0.055245336,
-0.014411827,
0.017434997,
-0.066703014,
0.035284128,
-0.028299084,
-0.01037403,
0.011927029,
0.0073991753,
-0.048011813,
0.0052284286,
-0.010525879,
-0.0046244846,
0.009518156,
0.005383728,
-0.020858496,
0.0025313876,
0.044339836,
0.0054354947,
0.009290382,
0.074378274,
-0.0713413,
0.02258405,
-0.019754142,
0.034869995,
-0.023039596,
-0.05466555,
-0.06272734,
-0.009856364,
-0.022722095,
-0.0012044366,
-0.017365975,
0.016620535,
-0.0014149542,
-0.00022561618,
0.018484134,
-0.017269343,
-0.0037720609,
0.050579436,
-0.026683966,
-0.0062879184,
-0.037051093,
0.02912735,
0.008406899,
-0.027981583,
-0.030176487,
0.014025303,
0.022169918,
-0.011043545,
0.008261953,
0.029403439,
-0.021065563,
0.0026832365,
-0.024337213,
-0.040612638,
-0.019077724,
0.031667367,
0.07504089,
-0.034096945,
0.01978175,
-0.026794402,
0.022887748,
0.01467411,
0.0075096106,
0.005380277,
0.026421683,
0.025731461
] | See also:
- Text classification task guide
- Question answering task guide
- Causal language modeling task guide
- Distilled checkpoints are described in this paper.
BartConfig
[[autodoc]] BartConfig
- all
BartTokenizer
[[autodoc]] BartTokenizer
- all
BartTokenizerFast
[[autodoc]] BartTokenizerFast
- all |
[
0.028580574,
-0.021936728,
-0.0028122724,
-0.010152922,
-0.014049665,
0.012118003,
0.0031832317,
0.003936847,
0.011389453,
0.06582355,
0.027831972,
-0.0011830593,
0.03021146,
-0.032270115,
0.005865167,
0.020947503,
-0.03178887,
-0.05486187,
-0.060957633,
-0.032350324,
0.0043178326,
0.03122742,
-0.050557405,
-0.049594916,
-0.007305559,
0.035959657,
-0.014450703,
0.00521014,
0.04601232,
0.059460428,
-0.0036126757,
-0.03486349,
0.029275706,
0.007205299,
-0.036788467,
-0.021482218,
0.02701653,
-0.0071451436,
0.011342665,
-0.056252133,
0.026107512,
-0.035772506,
0.025693107,
-0.030452082,
-0.035799243,
-0.01957061,
-0.011135463,
-0.036922146,
0.010106134,
-0.03999676,
-0.015252776,
-0.009190433,
0.038258936,
-0.027885444,
0.025532693,
-0.02197683,
0.0039234795,
-0.041066196,
-0.050958443,
-0.003676173,
0.042269308,
0.058925714,
-0.031120477,
-0.068924904,
-0.012966866,
0.030131252,
0.01598801,
-0.014450703,
0.0016626328,
-0.027564615,
-0.023019528,
-0.0001839131,
0.024383053,
0.0032584262,
-0.031655192,
0.015921172,
0.081223376,
-0.0074526053,
0.00062077196,
0.057375036,
-0.041761328,
0.04213563,
-0.00044197627,
0.0049795434,
-0.047803618,
-0.091596864,
0.075074136,
-0.024891034,
0.017552055,
-0.02637487,
-0.027644822,
0.018808639,
0.0012841541,
0.013969458,
0.06512842,
0.043418948,
0.009136961,
0.058551412,
0.020372683,
0.027965652,
0.018394234,
0.052723005,
-0.015693918,
-0.008669085,
-0.06379163,
0.014798268,
0.07240056,
0.014744796,
-0.013588472,
-0.06849713,
-0.016643038,
0.01471806,
-0.0011287523,
0.01605485,
-0.010079399,
0.024877666,
0.02618772,
0.008127685,
-0.021990199,
-0.027644822,
-0.03122742,
0.009952404,
0.027350727,
-0.06609091,
-0.0063965414,
-0.0069312574,
-0.021508954,
0.044835944,
-0.05887224,
-0.0069245733,
0.0018781903,
-0.024262743,
0.02574658,
0.06400552,
0.0025064817,
-0.0119509045,
0.0044581955,
0.026281295,
0.035879448,
-0.009330796,
-0.0044448273,
0.0053738966,
-0.0054173423,
0.080688655,
-0.027003163,
0.028072596,
0.0015682221,
-0.005631229,
-0.028794462,
0.024115697,
-0.035906184,
-0.011937536,
0.0052669537,
-0.007278823,
-0.0069245733,
0.00020709806,
0.011001783,
-0.01600138,
0.021776313,
0.030799646,
-0.02300616,
-0.020132061,
-0.01650936,
0.024904402,
-0.033232603,
0.032644417,
-0.0071518277,
0.01688366,
0.0055343118,
-0.051787253,
-0.003278478,
-0.009992507,
0.023808233,
0.057909753,
0.05194767,
0.007940534,
0.034221828,
-0.0009783633,
0.039729405,
0.021896623,
-0.007719964,
0.0072186673,
0.01446407,
0.01402293,
0.0024162484,
0.034943696,
0.0013810714,
0.009738517,
-0.012191527,
-0.005604493,
0.022712067,
0.050771292,
-0.0068844697,
0.01650936,
-0.005487524,
-0.006289598,
-0.045985583,
-0.01102852,
0.00466874,
-0.009664994,
-0.03523779,
0.055663943,
-0.038793653,
0.013067124,
-0.011643443,
-0.009965771,
-0.0057181204,
0.020412786,
-0.03780443,
0.0022341106,
0.05288342,
0.0017144334,
-0.059727788,
-0.027858708,
0.030853119,
-0.02555943,
-0.036173545,
0.0443547,
0.008608929,
0.017979829,
-0.021950096,
0.035906184,
0.045156773,
0.0003174877,
0.014183344,
0.006185997,
-0.0018731774,
0.033473227,
-0.020680144,
0.020252371,
0.015560239,
-0.007252087,
-0.015439928,
0.05411327,
0.03090659,
0.012565828,
0.04478247,
0.029008348,
0.008448514,
0.008288099,
0.021254964,
0.021000974,
0.030933326,
0.022885848,
-0.014597749,
0.012565828,
-0.0011939207,
-0.005022989,
0.0025315464,
0.00068677595,
-0.04996922,
0.04860569,
0.043766513,
0.0062194164,
-0.037537068,
-0.016870292,
0.025906995,
0.062668726,
-0.03301872,
-0.015439928,
0.0014103136,
0.02970348,
0.025251968,
-0.022792274,
0.023941914,
0.045210246,
0.009404319,
0.0040705265,
0.009330796,
-0.044568587,
-0.016081586,
-0.052723005,
-0.07133113,
-0.0073389784,
-0.03684194,
0.020386051,
-0.022257557,
-0.08309488,
0.026348135,
-0.0062361266,
-0.0015189279,
-0.0048191287,
-0.0012156436,
0.045424134,
0.0033052138,
0.017752575,
-0.06175971,
0.0066672415,
-0.056252133,
-0.0191161,
0.029168762,
-0.01402293,
0.013301062,
-0.01344811,
0.033098925,
0.021000974,
-0.008121001,
0.0026869483,
-0.0143704945,
-0.050691087,
-0.056733377,
-0.019490402,
-0.025104921,
0.011703598,
-0.024302846,
0.020279108,
0.015466663,
-0.029302442,
0.06427287,
0.057375036,
-0.03384753,
0.05232197,
0.013387954,
0.025198495,
-0.023607716,
0.054915342,
0.016856926,
0.0023828286,
-0.014263552,
-0.019543873,
-0.060048617,
0.0022458076,
-0.02721705,
-0.018434336,
-0.015132465,
0.042964436,
0.0059152967,
-0.06491453,
0.013227539,
-0.0010903195,
-0.08090255,
-0.03956899,
-0.03804505,
0.03486349,
0.01886211,
0.043124855,
-0.053418137,
-0.024650412,
-0.0055476795,
0.056733377,
0.009925667,
0.022391235,
0.027123474,
0.031414572,
-0.002860731,
-0.02682938,
0.033874266,
-0.034703076,
-0.02237787,
-0.018527912,
-0.015894435,
0.027190313,
-0.0010594062,
0.014517542,
-0.026882851,
0.05646602,
-0.025800051,
0.017739207,
0.01943693,
0.019731024,
-0.028794462,
0.020813825,
-0.012164791,
-0.0001739916,
0.011075307,
-0.056733377,
0.0043579363,
-0.010112818,
0.043231796,
-0.05940696,
0.014303655,
0.00008746576,
-0.024516733,
-0.006312992,
-0.020359315,
-0.019329987,
0.039488785,
0.010901525,
0.051760517,
0.01904926,
-0.011964273,
0.004946124,
0.0039034274,
0.02676254,
0.03128089,
0.031414572,
-0.015239408,
-0.013461478,
-0.05154663,
-0.032082964,
-0.02676254,
-0.0042042052,
0.021442115,
-0.019156205,
-0.037644014,
-0.030692704,
0.054647986,
0.03454266,
-0.0025148366,
0.0486859,
0.0052569276,
-0.055022284,
0.026080778,
0.012639351,
0.030665968,
0.01287329,
-0.04558455,
0.041841533,
0.02657539,
0.018621488,
-0.020666776,
-0.018046668,
0.0023995384,
0.061278462,
-0.010540591,
0.000119162316,
-0.06689298,
-0.008268047,
-0.025706476,
0.06047639,
-0.012191527,
0.00096750195,
0.010767845,
0.017953092,
0.034302037,
-0.046279676,
-0.008435146,
-0.031067004,
0.016094955,
0.03601313,
-0.028714254,
0.0017002301,
0.0018280606,
-0.057000734,
-0.056572963,
0.04889979,
0.06443329,
0.0098855635,
0.037697483,
-0.018715063,
0.01733817,
0.031441305,
-0.00287577,
-0.0088295,
0.0122449985,
-0.011015152,
-0.004297781,
0.009872196,
0.00075695745,
-0.06293608,
0.013033705,
-0.020412786,
-0.03205623,
-0.024810826,
-0.0081143165,
0.020947503,
0.012692823,
0.012398729,
0.015573606,
0.01446407,
-0.0060322657,
-0.020372683,
0.03454266,
-0.034569394,
-0.0187418,
0.048766106,
-0.009671677,
0.020359315,
0.0681763,
0.018581385,
-0.0062361266,
0.04301791,
0.007372398,
-0.036227014,
-0.0045684804,
0.008328203,
0.00069095346,
0.0011429556,
-0.009878879,
-0.007907114,
-0.04090578,
0.04555781,
-0.06988739,
-0.029944101,
-0.010941628,
-0.05194767,
-0.042215835,
-0.0044281175,
-0.032350324,
0.015533502,
0.015640445,
0.005898587,
0.009551366,
-0.035451677,
-0.043552626,
-0.044194285,
-0.041467234,
0.008916391,
0.022885848,
0.024730619,
0.034462452,
-0.029543065,
-0.05111886,
0.028179538,
-0.010493803,
0.025786683,
-0.02077372,
0.010948312,
0.023741394,
-0.001650936,
-0.0014353784,
-0.0055309697,
-0.0256129,
-0.00088395254,
-0.014597749,
0.00011467154,
0.040691894,
-0.038980804,
-0.03542494,
0.052803215,
-0.026160985,
-0.08501986,
-0.009197117,
0.03804505,
0.0014946986,
0.002075367,
0.048632428,
-0.022123879,
-0.025011346,
-0.04467553,
0.012666088,
-0.035638828,
0.01739164,
-0.043739777,
-0.053257722,
0.024997978,
0.024369685,
0.07143807,
-0.042857494,
0.013588472,
-0.021869889,
0.025185129,
-0.04475574,
-0.030986797,
-0.029275706,
0.0102999685,
0.0006529385,
0.03689541,
0.003966925,
0.011369401,
-0.0010727742,
-0.01598801,
-0.0187418,
0.0035959657,
-0.03841935,
-0.0034756546,
-0.009571418,
-0.014704692,
0.016362313,
0.018140243,
-0.021843152,
0.03325934,
-0.05716115,
-0.011509764,
-0.025372278,
-0.02772503,
-0.038579766,
0.024570204,
0.025893627,
-0.015252776,
0.00818784,
0.037323184,
0.039274897,
-0.0074459217,
0.03614681,
-0.029222235,
0.014089769,
-0.03716277,
-0.055610474,
0.016175162,
-0.02535891,
-0.027297257,
-0.018407602,
0.017498584,
0.046466827,
-0.011188935,
0.043472417,
0.06919226,
0.0048224707,
0.02338046,
-0.043793246,
0.06213401,
-0.0014320365,
0.030879855,
-0.017351538,
0.036681525,
0.006028924,
0.002620109,
-0.00999919,
-0.057695866,
-0.013628576,
0.030639231,
0.041467234,
0.00031894978,
0.030933326,
0.0037697484,
-0.07031517,
-0.014103137,
0.0075394968,
0.011342665,
0.0124254655,
0.020065222,
-0.005390607,
0.0026785934,
0.02809933,
0.005848457,
-0.0544341,
-0.022819009,
0.049675126,
-0.0012707862,
-0.025439119,
-0.0022157298,
0.0064433287,
-0.05454104,
-0.083201826,
-0.01092826,
0.0063698054,
-0.054193474,
-0.013428058,
-0.007626388,
0.008094265,
-0.054193474,
0.0008083403,
-0.02446326,
-0.04422102,
0.0049862275,
0.03307219,
-0.01121567,
-0.02975695,
0.0049862275,
0.059888203,
-0.012732927,
0.01427692,
-0.045317188,
-0.006964677,
-0.02887467,
0.014597749,
0.05173378,
-0.012311838,
0.040183913,
0.05678685,
-0.00040291692,
0.040424537,
-0.013541685,
0.03288504,
0.03192255,
-0.009939035,
-0.045798432,
-0.018046668,
0.011175566,
-0.017244594,
0.019209675,
-0.023540877,
0.02892814,
0.038659975,
0.035852715,
-0.017672367,
-0.08063519,
-0.032724626,
-0.045450866,
-0.009223852,
0.0033453174,
-0.030826382,
0.01485174,
0.02051973,
0.0009207143,
-0.037884634,
0.01067427,
0.044729,
-0.01987807,
-0.032136437,
-0.032082964,
-0.015439928,
-0.010921576,
-0.039435312,
-0.036414165,
0.012779715,
0.03200276,
-0.00074317184,
-0.030478816,
0.03293851,
-0.017939724,
0.009063438,
0.020492993,
-0.008181157,
0.0091169095,
0.031655192,
-0.009210485,
0.0013284353,
-0.016389048,
0.0465203,
0.01366868,
-0.022671962,
0.035050638,
0.004491615,
0.017672367,
-0.045798432,
0.04665398,
0.053872645,
-0.038071785,
-0.035344735,
-0.01251904,
0.022404604,
-0.0472689,
-0.0099457195,
-0.025706476,
-0.0052636117,
-0.021896623,
0.0587653,
-0.030318402,
0.030345138,
0.030933326,
0.02581342,
-0.01701734,
0.0129534975,
-0.0025900311,
0.0011980983,
0.05716115,
-0.022458076,
0.011208986,
-0.05090497,
0.050744556,
0.027858708,
-0.008074213,
0.004795735,
0.0063430695,
-0.0063931993,
-0.04422102,
0.021682737,
0.011930853,
0.05066435,
0.042750552,
-0.0022842402,
-0.01510573,
0.01867496,
-0.012973549,
-0.016536094,
-0.0638451,
-0.014049665,
0.0063430695,
-0.014945315,
-0.0024363003,
-0.014597749,
0.0058217216,
-0.00629294,
-0.0055309697,
0.036467638,
-0.00329853,
0.011081991,
0.021201493,
0.039114483,
-0.03919469,
-0.017632263,
-0.017364904,
0.009618206,
-0.027885444,
-0.033179134,
0.047375847,
0.047108486,
0.0065001426,
-0.011763754,
-0.0031598378,
0.010513855,
-0.010206393,
0.033687115,
-0.021148022,
0.034141622,
-0.030505553,
0.03708256,
-0.022979423,
-0.014931947,
-0.045023095,
0.051011916,
0.0045584547,
-0.0011897433,
-0.0097652525,
0.012612616,
0.02014543,
-0.033152398,
0.0015423218,
0.021428747,
-0.010059346,
-0.0070047807,
-0.004752289,
0.0054206843,
0.09614196,
0.06913879,
0.038285673,
0.015119097,
0.0081143165,
0.002461365,
-0.05416674,
-0.048712637,
0.027885444,
0.013849147,
-0.0022040328,
0.026107512,
-0.011035203,
0.017765943,
-0.026816012,
-0.031067004,
0.0045484286,
-0.011843962,
-0.017685736,
-0.049274087,
-0.031708665,
0.029142028,
-0.028446896,
-0.06352427,
-0.015426559,
-0.018060036,
0.014758164,
0.009411003,
-0.007833591,
-0.009932351,
0.0277785,
0.0356923,
0.00790043,
0.018300658,
-0.03472981,
0.04136029,
-0.011088675,
0.020038486,
0.016028116,
-0.05448757,
-0.05545006,
-0.024048856,
-0.021014342,
0.027323993,
-0.0030829725,
-0.035291262,
0.026963059,
-0.026922956,
-0.0016876977,
-0.07181237,
-0.0141967125,
-0.024610309,
0.030318402,
0.039007537,
-0.037777692,
-0.017431745,
0.029730214,
-0.016175162,
0.020546466,
0.0063430695,
0.060369447,
-0.0070248325,
0.052910157,
0.017057443,
-0.0056479387,
-0.009584786,
0.014330391,
-0.0026535287,
-0.013942722,
0.050049428,
-0.022778906,
-0.04849875,
-0.009110225,
-0.04550434,
-0.03261768,
0.0031715347,
-0.024289478,
-0.014317024,
0.0039034274,
0.02097424,
-0.039221425,
0.020252371,
0.060262505,
-0.020546466,
-0.028152803,
0.005898587,
-0.0007803513,
-0.027805237,
0.013615209,
-0.036948882,
0.0119509045,
0.025840156,
-0.051840726,
-0.038071785,
-0.018581385,
-0.006279572,
0.0068978374,
-0.00411063,
-0.009872196,
0.016268738,
0.010614115,
0.016963867,
0.022859113,
-0.020599937,
0.006480091,
-0.005313741,
0.053845912,
0.027537879,
0.039729405,
0.039087746,
-0.008662401,
-0.008415095,
0.015266145,
0.005885219,
0.02970348,
0.02503808,
-0.008702504,
0.012686139,
-0.0443547,
-0.04924735,
-0.00047706702,
0.046252944,
0.027938915,
0.0052301916,
-0.010975048,
-0.025880259,
-0.060369447,
-0.0082947835,
-0.03518432,
0.053872645,
0.003019475,
0.00030829725,
0.0130738085,
-0.06379163,
0.20746985,
0.047081754,
0.041333552,
0.038392615,
0.034248564,
0.026882851,
0.017765943,
0.0056512807,
0.024489997,
-0.06699993,
-0.0011696914,
-0.046627242,
0.001013454,
0.04454185,
-0.00035550265,
0.03625375,
-0.07282833,
-0.011015152,
0.0048191287,
-0.032644417,
-0.055075757,
0.023647819,
0.0063597797,
0.07400471,
-0.0016567844,
0.028286481,
0.027364096,
-0.0342753,
0.044835944,
-0.0021104575,
0.012178159,
-0.045531075,
0.020345947,
-0.0015456637,
-0.044622056,
0.016990604,
-0.020894032,
-0.036120072,
0.017672367,
0.0068076043,
0.0017946409,
0.013849147,
-0.0070783044,
-0.033312812,
-0.017832782,
0.0108881565,
-0.004976202,
0.014771532,
0.032029495,
-0.053819176,
0.02097424,
-0.0124254655,
0.03804505,
-0.031655192,
-0.0666791,
-0.038526293,
-0.008602245,
-0.061118048,
-0.01366868,
0.012766346,
0.000072165785,
0.0017745891,
0.0018430995,
0.0076063364,
-0.005313741,
0.0020235663,
0.03887386,
0.0033553434,
0.0040671844,
-0.0028022465,
0.03537147,
0.018728431,
-0.009959087,
-0.027965652,
0.0071986155,
0.007118408,
-0.012739611,
0.010019243,
0.00004955523,
-0.046039056,
-0.016856926,
-0.0274042,
-0.025251968,
-0.026107512,
0.019971646,
0.075555384,
-0.058230583,
0.03200276,
-0.026361503,
0.021201493,
0.021736208,
0.035638828,
-0.010707689,
-0.0048859683,
-0.011843962
] | BartModel
[[autodoc]] BartModel
- forward
BartForConditionalGeneration
[[autodoc]] BartForConditionalGeneration
- forward
BartForSequenceClassification
[[autodoc]] BartForSequenceClassification
- forward
BartForQuestionAnswering
[[autodoc]] BartForQuestionAnswering
- forward
BartForCausalLM
[[autodoc]] BartForCausalLM
- forward |
[
-0.0094854655,
-0.031932093,
0.010253996,
0.0068786936,
0.029938068,
-0.025866935,
0.008585385,
0.010953289,
-0.004005359,
0.04098829,
0.011098688,
-0.00887618,
0.057162046,
-0.02636544,
-0.008405369,
0.02791635,
-0.013134254,
-0.035753973,
-0.06862769,
-0.005497416,
0.0066709826,
0.013840471,
-0.06707678,
-0.04719192,
-0.01044786,
0.017059991,
-0.0012947314,
0.0053693275,
0.0409329,
0.06259023,
-0.0130927125,
-0.037997253,
-0.009977048,
-0.017156923,
-0.05838062,
0.006390573,
-0.011894912,
-0.0002475222,
-0.0080661075,
-0.026517762,
0.020660313,
-0.015329067,
0.06956931,
-0.029910374,
-0.025603835,
-0.040739037,
-0.015356761,
-0.023582114,
-0.049629062,
-0.013916632,
-0.022128137,
0.0017118843,
-0.011147154,
-0.02115882,
-0.008287666,
-0.04550254,
-0.015799878,
-0.026877794,
-0.011507185,
0.007816855,
0.011341017,
0.041902218,
0.0014470528,
-0.056691237,
0.030187322,
0.023319013,
0.00008925079,
-0.0010324965,
-0.03093508,
-0.025506902,
-0.0319044,
0.017530803,
0.019967943,
0.0082738185,
-0.04561332,
0.052509323,
0.07045554,
-0.01172182,
0.022917438,
0.0473027,
-0.013861243,
0.0313782,
0.034036897,
0.026974726,
-0.045364067,
-0.07527444,
0.070400156,
-0.022238916,
-0.021934275,
-0.01962176,
-0.03600323,
0.025770003,
-0.024523737,
0.0015933159,
0.011728744,
0.03290141,
0.0054801065,
0.0563589,
0.0022917439,
-0.007010244,
0.009797032,
0.03353839,
-0.0058782194,
0.00741528,
-0.035753973,
0.02758401,
0.05220468,
0.0050473753,
0.00599246,
-0.07483132,
-0.0023402097,
-0.00829459,
0.022197375,
-0.018001614,
-0.01876322,
0.011707973,
0.016450705,
0.021131124,
-0.023166692,
-0.0050439136,
-0.025534596,
0.012331106,
0.015536778,
-0.07156334,
-0.027362453,
-0.048133545,
-0.0021757719,
0.030325795,
-0.019524828,
-0.008301513,
-0.0118325995,
-0.029301088,
0.02971651,
0.050210655,
0.004441552,
-0.020120265,
0.0095339315,
0.023637503,
-0.035200078,
-0.0028473707,
0.013750464,
0.02084033,
-0.028664108,
0.080204114,
-0.00018380253,
0.000017038787,
0.015010577,
-0.027210131,
-0.04312079,
0.012393419,
-0.021048041,
0.006106701,
-0.020604923,
0.014636696,
0.0043100016,
-0.020812634,
-0.023845214,
0.004233841,
0.0039534313,
0.015052118,
-0.024011383,
-0.015245982,
-0.0012748258,
0.029605731,
-0.05309091,
0.060097694,
-0.0039326604,
0.02334671,
0.0273763,
-0.015245982,
0.011119458,
-0.010240149,
0.014075877,
0.032402903,
0.07028938,
-0.007325272,
0.038634233,
0.007809931,
0.034203067,
0.04492095,
-0.0013994523,
-0.00051841186,
0.03503391,
0.018901695,
0.014345901,
0.002357519,
-0.030741217,
0.015079813,
0.0019490209,
0.007595296,
0.0031398968,
0.045336373,
-0.0104270885,
0.01994025,
-0.046582635,
0.008675393,
-0.037387967,
0.014636696,
0.013397355,
-0.020037182,
-0.040739037,
0.06070698,
-0.053727895,
0.007893016,
-0.019704843,
0.030851996,
0.0058124443,
0.034147676,
-0.0040365155,
0.04295462,
0.03370456,
-0.02334671,
-0.06070698,
0.006106701,
0.0101085985,
-0.051096886,
-0.0020251814,
0.031433586,
-0.01632608,
0.0014920569,
-0.009222365,
0.01748926,
0.055611137,
-0.018790916,
0.021380378,
-0.024316026,
0.00967933,
0.04990601,
-0.012801917,
0.0024613745,
0.011611041,
0.041652966,
0.004721962,
0.061260875,
0.007526059,
0.004486556,
0.01134794,
0.014650544,
-0.004071134,
-0.0010714422,
0.028082518,
0.02662854,
0.030685827,
0.023415945,
-0.05289705,
0.008287666,
-0.028414855,
0.011091763,
0.024371415,
-0.0199264,
-0.0558327,
0.04353621,
0.040794425,
0.021463463,
-0.023734435,
-0.013113483,
0.03636326,
0.034009203,
-0.025174564,
-0.015786031,
0.010440936,
0.011320245,
0.00398805,
-0.03104586,
0.035753973,
0.041846827,
-0.004600797,
-0.009575474,
-0.011804905,
-0.06757529,
-0.01185337,
-0.057660554,
-0.07449899,
0.012649596,
-0.0056531993,
0.016090672,
0.01488595,
-0.073169634,
0.0071521797,
-0.029411867,
-0.02014796,
0.024592973,
-0.017087685,
0.034009203,
0.010614028,
0.018513968,
-0.048188936,
0.03099047,
-0.042123776,
-0.027168589,
0.0016971714,
-0.043286957,
-0.025825392,
0.0058124443,
0.01627069,
0.019774081,
-0.02185119,
-0.054309484,
-0.002862949,
-0.018569358,
-0.033039887,
-0.006175938,
-0.04641647,
0.010378622,
-0.03342761,
0.013944327,
0.011444872,
-0.030962776,
0.054780297,
0.044699393,
-0.020231044,
0.039520465,
0.019330963,
0.03497852,
-0.040212836,
0.055057243,
0.03514469,
-0.0072491113,
0.005307014,
0.0011657776,
-0.035920143,
0.028996445,
-0.014221275,
0.000022312697,
-0.02455143,
0.02121421,
0.032846022,
-0.051540006,
-0.0008905606,
-0.020535687,
-0.035006214,
-0.042345334,
-0.016713805,
0.022585101,
0.004327311,
0.021172667,
-0.06907081,
0.012608053,
-0.013279652,
0.047718123,
0.017890835,
-0.008031489,
0.019441742,
0.05417101,
0.0010930788,
0.0086407745,
0.058657564,
-0.041763745,
-0.007235264,
0.0029581499,
0.009520085,
0.021408074,
0.00079968706,
-0.0059439945,
-0.009748566,
0.03965894,
0.0025150331,
0.04602874,
0.020106418,
0.020674162,
-0.0067436816,
0.0108979,
0.0006577513,
0.002315977,
-0.011604117,
-0.051706173,
-0.020618772,
-0.004721962,
0.05309091,
-0.036169395,
0.00055562676,
0.0034722344,
-0.031599756,
-0.0022830893,
0.01071096,
-0.035920143,
0.047247313,
0.034313846,
0.04913056,
0.017267702,
-0.017378481,
0.024523737,
-0.013909709,
0.045834877,
0.040212836,
0.028414855,
-0.013868166,
-0.0048431265,
-0.04926903,
-0.034147676,
-0.033510696,
0.03688946,
0.012767298,
-0.024869923,
-0.07272652,
-0.024953006,
0.020355672,
0.05439257,
-0.005289705,
0.04752426,
-0.013646608,
-0.045641016,
0.018597052,
0.008647698,
-0.02376213,
0.04539176,
-0.046084132,
0.04384085,
0.048133545,
0.010496326,
-0.031959787,
-0.042123776,
0.008439987,
0.010288615,
-0.012656519,
0.010337081,
-0.03805264,
-0.009651635,
-0.013771234,
0.08208736,
-0.010101675,
0.012981933,
0.021366531,
0.0027262059,
0.027279368,
-0.03769261,
0.0058055203,
-0.026462372,
0.026586998,
0.013868166,
-0.0001305766,
-0.008917723,
-0.012815764,
-0.016423011,
-0.05347864,
0.049739845,
0.051069193,
-0.006781762,
0.016312232,
-0.020660313,
0.011223313,
0.027154742,
-0.0063698017,
-0.03716641,
-0.02428833,
-0.0033008729,
0.0053243237,
0.009153129,
0.027251674,
-0.038135726,
0.0057882112,
-0.034535404,
-0.027223978,
-0.031018166,
-0.0061897854,
0.004123062,
0.02786096,
0.015425998,
0.02295898,
0.01935866,
-0.023305167,
-0.011680278,
0.056580458,
-0.03398151,
-0.025880782,
0.035698585,
0.025299191,
0.026822405,
0.061316267,
0.026822405,
-0.0040919054,
0.033510696,
0.04331465,
-0.07832087,
0.028387161,
0.01546754,
-0.011707973,
-0.037387967,
-0.032513686,
0.0077268467,
-0.034563098,
0.07328042,
-0.04289923,
-0.0090077305,
-0.024953006,
-0.047330398,
-0.032181345,
-0.0048846686,
-0.061648604,
-0.003248945,
-0.018098546,
-0.0054801065,
0.012441885,
-0.04076673,
-0.07139717,
-0.011894912,
-0.07787775,
0.033122968,
-0.003248945,
-0.018223172,
0.02726552,
-0.041237544,
-0.044367053,
0.030713523,
-0.023983689,
0.02636544,
-0.026753167,
0.011126382,
-0.032042872,
-0.004448476,
-0.02902414,
-0.028262533,
0.009727795,
-0.019095559,
0.02791635,
-0.013037322,
0.048825916,
-0.034369234,
-0.023831367,
0.018970931,
-0.023886757,
-0.05353403,
-0.03907735,
0.05289705,
0.02844255,
-0.019746386,
0.046333384,
-0.041486796,
-0.0052343155,
-0.04976754,
0.030824302,
-0.03885579,
0.024911463,
-0.0279025,
-0.03578167,
0.055195715,
-0.025770003,
0.042511504,
-0.02705781,
-0.015481388,
-0.025534596,
0.003480889,
-0.032236736,
-0.034756962,
-0.055140328,
0.0082738185,
-0.017461564,
0.047441177,
0.0031035475,
-0.016935363,
-0.006117087,
-0.0016885167,
0.015592167,
-0.010011666,
-0.04242842,
-0.00887618,
-0.024219094,
0.01563371,
0.014103572,
0.003891118,
-0.0043376964,
0.009042349,
-0.042179167,
0.026725473,
-0.018112393,
-0.038301896,
-0.04422858,
0.00021593281,
0.05555575,
-0.025008395,
0.021020345,
0.0051373835,
0.026213119,
0.001704095,
0.052786272,
-0.013771234,
0.008488453,
-0.031849008,
-0.049324423,
0.033372223,
-0.048299715,
-0.020217197,
0.01395125,
0.026531609,
0.060374644,
0.0026985111,
0.040655952,
0.06397497,
-0.0022744345,
0.004261536,
-0.02540997,
0.05826984,
0.0065602036,
-0.018873999,
-0.05117997,
-0.0016313962,
0.013591219,
0.010281691,
-0.006840613,
-0.053921755,
-0.013245033,
0.010420165,
0.02121421,
0.0031727843,
0.026767015,
0.003316451,
-0.048410494,
-0.020037182,
0.017156923,
-0.010004743,
0.009236213,
0.01722616,
-0.026725473,
-0.015398303,
0.034424625,
-0.020743398,
-0.051761564,
-0.029688815,
0.05192773,
0.019690996,
-0.057771333,
0.016021436,
0.018458577,
-0.02615773,
-0.053450946,
0.014775171,
0.03040888,
-0.06225789,
-0.020798787,
-0.015550625,
0.031488977,
-0.041126765,
0.015564472,
0.01286423,
-0.0058366773,
0.007872244,
0.023208234,
0.01007398,
-0.030575048,
-0.015412151,
0.022418933,
-0.013480439,
-0.001902286,
-0.07627145,
-0.010787121,
-0.02902414,
0.020452602,
0.074388206,
0.023734435,
0.022543559,
0.036612514,
-0.0041196,
0.06331029,
-0.006792147,
0.021034194,
-0.004991986,
-0.0244545,
-0.040905204,
0.0053520184,
-0.005400484,
0.031239724,
-0.009111586,
-0.01305117,
0.020134112,
0.063144125,
0.073335804,
-0.045364067,
-0.06236867,
-0.0040088207,
-0.048133545,
0.01786314,
-0.00015372773,
-0.015329067,
0.015162897,
0.026213119,
0.0032472142,
-0.046610333,
0.012968086,
0.028040975,
-0.013286576,
-0.00016963058,
-0.051789258,
-0.0041576806,
-0.013972022,
-0.039049655,
-0.022211222,
-0.0038876561,
0.009492389,
0.0324306,
-0.0356155,
0.00022848202,
0.0022502018,
0.021352684,
0.0060305404,
0.009630864,
-0.018998627,
0.038412675,
-0.0044519375,
-0.0058955285,
0.0013665648,
0.05682971,
0.031655144,
-0.02578385,
0.016339926,
-0.0051339217,
-0.024606822,
-0.021560395,
0.0542264,
0.03522777,
-0.020134112,
-0.006248637,
-0.0055251108,
0.023789825,
-0.026503915,
0.0011173117,
-0.031488977,
-0.015592167,
-0.013141178,
0.035809364,
-0.026642388,
0.054558735,
0.026143882,
-0.0023852137,
-0.026088493,
-0.017904682,
0.009021578,
0.007913786,
0.014235122,
-0.012698062,
0.029328782,
-0.042649977,
0.03370456,
0.02919031,
-0.034396928,
0.020009486,
-0.0030481578,
-0.024745295,
-0.026226966,
-0.0005577904,
0.042373028,
0.03398151,
0.03996358,
0.03857884,
0.003804572,
-0.011631812,
0.009049273,
-0.0065809744,
-0.068239965,
-0.04204069,
0.022183526,
-0.022252765,
0.0032229812,
-0.023859061,
-0.015827572,
-0.004988524,
-0.0037595679,
0.03630787,
0.00728373,
-0.002404254,
0.0006928025,
0.035061605,
-0.04937981,
-0.004046901,
0.022197375,
0.0016564947,
-0.0117356675,
-0.023235928,
0.077490024,
0.03486774,
0.0010575948,
-0.0067644524,
-0.031849008,
-0.021712715,
0.0056601227,
0.009180823,
0.0019247879,
0.0069929347,
-0.032846022,
0.03353839,
-0.00076290494,
-0.0017629465,
0.0040399777,
0.05151231,
0.01971869,
-0.011562575,
-0.014470528,
0.009201594,
0.019704843,
-0.0035553188,
0.048161242,
0.007235264,
-0.019967943,
0.0027383224,
-0.016423011,
-0.008938493,
0.07521905,
0.051872343,
0.0398805,
0.004164604,
0.037775695,
0.013113483,
-0.035172384,
-0.014470528,
0.06613516,
-0.0030758528,
0.010482478,
0.0064875046,
0.014158961,
-0.002307322,
-0.022335848,
0.016312232,
0.020092571,
-0.0014323399,
0.0119433785,
-0.016893823,
-0.014525917,
0.021075735,
-0.010385547,
-0.058768347,
-0.015273677,
-0.022141986,
0.023415945,
-0.0016911131,
0.004258074,
-0.029245699,
0.02333286,
0.046610333,
-0.013861243,
0.0313505,
0.013646608,
0.025894629,
-0.038191117,
0.027833264,
0.012649596,
-0.031544365,
-0.025936171,
-0.056525066,
-0.0012194363,
0.021712715,
0.013660455,
-0.042096082,
0.028913362,
-0.022654338,
-0.0059370706,
-0.05192773,
-0.016284537,
-0.0063628783,
0.044727087,
0.0063974964,
-0.027362453,
-0.020327976,
0.01881861,
-0.019164795,
0.0010723077,
0.0004664841,
0.028262533,
-0.025714613,
0.02844255,
0.02647622,
-0.0045523313,
-0.0026915874,
0.031959787,
-0.023319013,
-0.020355672,
0.020175654,
-0.025313038,
-0.04289923,
-0.0059370706,
-0.0027400532,
0.017627735,
-0.003686869,
-0.024786837,
0.000050818857,
-0.019815622,
0.006660597,
-0.0159522,
0.027985586,
0.07488671,
-0.031018166,
-0.036806375,
0.00024968584,
-0.04486556,
-0.041652966,
0.01812624,
-0.054780297,
0.029384173,
0.0134112025,
-0.03921582,
-0.034563098,
-0.03265216,
-0.005338171,
0.018015461,
-0.022349697,
-0.03763722,
0.041736048,
0.021241903,
0.0017343862,
0.02488377,
-0.019843318,
-0.007010244,
0.0029633425,
0.058325227,
0.04846588,
0.051623087,
0.042871535,
-0.0028473707,
-0.0057847495,
0.038412675,
-0.012254945,
0.024412958,
0.012365724,
0.02610234,
0.0069029266,
-0.04062826,
-0.021837343,
-0.027279368,
0.03359378,
0.00773377,
-0.042345334,
-0.031572063,
0.0015682175,
-0.0707325,
-0.0024786838,
0.0015171552,
0.064805806,
-0.023692893,
-0.016395316,
0.038024947,
-0.07200646,
0.22587872,
0.047801208,
0.04641647,
0.030879691,
0.03805264,
0.04965676,
0.011334093,
-0.015079813,
-0.015232135,
-0.02679471,
0.015384456,
-0.054337177,
-0.0043376964,
0.054891076,
0.007809931,
0.026891641,
-0.06779685,
-0.019746386,
0.01026092,
-0.033787645,
-0.07610528,
0.064805806,
0.017904682,
0.07400048,
0.0025306114,
0.01928942,
0.024302179,
-0.04179144,
0.027403995,
-0.005770902,
-0.008890028,
-0.026282355,
-0.0041369093,
0.008578462,
-0.07156334,
0.023042066,
-0.030159626,
-0.017073838,
0.0030758528,
-0.028885666,
0.004171528,
-0.0051581548,
0.013805853,
-0.025133023,
-0.046111826,
-0.0037249492,
-0.025770003,
0.0020303742,
0.031073555,
-0.03514469,
0.034147676,
-0.017212313,
0.021311142,
-0.0515677,
-0.06331029,
-0.04832741,
-0.02726552,
-0.079650216,
0.015744489,
0.014955187,
0.0058782194,
0.02243278,
-0.0093262205,
0.013175797,
-0.013376583,
0.03342761,
0.031987485,
0.031322807,
-0.012144165,
0.014075877,
0.053977147,
0.0017672738,
-0.0076160673,
-0.03406459,
-0.008730782,
0.015744489,
-0.0119433785,
0.037747998,
-0.015495235,
-0.0473027,
0.008405369,
-0.0297719,
-0.0030031537,
-0.05838062,
0.034673877,
0.051650785,
-0.03353839,
0.03741566,
-0.021020345,
0.027999433,
0.0318767,
0.05145692,
0.032596767,
-0.010330156,
-0.01121639
] | TFBartModel
[[autodoc]] TFBartModel
- call
TFBartForConditionalGeneration
[[autodoc]] TFBartForConditionalGeneration
- call
TFBartForSequenceClassification
[[autodoc]] TFBartForSequenceClassification
- call |
[
0.0065780533,
-0.020072812,
-0.009523298,
0.034754563,
-0.008066068,
-0.020469615,
-0.021755809,
0.027215285,
-0.018622424,
0.041842304,
0.03899626,
0.0074503385,
0.041924402,
-0.024273463,
0.002341486,
0.013607643,
-0.004857429,
-0.01921079,
-0.041623376,
0.023151465,
0.046412393,
0.027023725,
-0.034207247,
-0.023110416,
-0.018964497,
0.0068517113,
-0.018143523,
0.00055244705,
0.06310553,
0.06403597,
0.012519852,
-0.011603098,
0.003177853,
-0.02577858,
-0.0304034,
-0.0027656558,
0.0077239964,
-0.012424072,
-0.0091607,
-0.061682507,
0.01085738,
-0.0071972045,
0.06627996,
-0.0628866,
-0.009666968,
-0.026271164,
-0.01973074,
-0.01643316,
-0.040528744,
-0.013826569,
-0.03404305,
-0.010522149,
0.0059931097,
-0.036095485,
0.000509688,
-0.038147923,
-0.01780145,
-0.0028819605,
-0.046713416,
0.013060327,
0.018567692,
0.06874288,
-0.027092138,
-0.05111931,
0.02525863,
0.029582426,
-0.012499328,
0.015297481,
0.00017584662,
-0.045098834,
0.006003372,
0.02595646,
0.011514159,
-0.0141618,
-0.058124952,
0.0029674787,
0.029199306,
0.013457131,
0.0053226477,
0.056811396,
-0.0304034,
0.029828718,
0.026982676,
-0.00750507,
-0.011958853,
-0.062010895,
0.053281207,
0.0016658929,
-0.0199223,
-0.0024834462,
-0.03781953,
0.026230117,
-0.0032445574,
0.000326893,
-0.017568842,
0.03716275,
0.008627067,
0.07925135,
0.008627067,
-0.013751313,
0.010474259,
0.04895741,
0.0057194517,
-0.02005913,
-0.016173186,
0.026312213,
0.033550467,
0.03234637,
-0.022782026,
-0.028460428,
-0.01373763,
-0.02545019,
-0.007142473,
-0.020633811,
0.025135485,
0.015598504,
0.01510592,
0.008066068,
-0.015653236,
-0.021140078,
0.0019891514,
-0.00062898576,
0.01147311,
-0.06764825,
-0.023862975,
-0.04537249,
-0.013819727,
0.03190852,
-0.05191292,
-0.020004397,
-0.021304272,
-0.014845945,
0.010624771,
0.018745571,
0.007792411,
0.032647397,
-0.0036978032,
0.018184572,
-0.020031763,
0.021564249,
0.024984973,
0.0016026095,
-0.011548366,
0.083848804,
-0.0025364673,
0.005452635,
0.01326557,
-0.021632662,
-0.050955113,
0.00028969263,
-0.022138929,
0.013245046,
0.01274562,
-0.041240256,
0.017596208,
-0.043101132,
-0.00080258754,
0.008271312,
0.038011093,
0.020811688,
-0.004570088,
0.008934933,
-0.036150217,
0.024766047,
-0.035411343,
0.032756858,
0.0050147823,
-0.006495956,
-0.005726293,
-0.01227356,
0.049751017,
-0.043128498,
-0.014818579,
0.028159406,
0.0670462,
-0.0062701884,
0.047808047,
0.0013477656,
0.023397757,
0.045536686,
0.014449141,
-0.0004536736,
0.027311066,
0.039954063,
0.013990764,
0.005791287,
-0.040528744,
-0.025368094,
-0.014175483,
0.018745571,
0.01368974,
0.045974538,
-0.017267818,
0.01765094,
-0.004970313,
0.014722799,
-0.034754563,
0.01189728,
-0.00044127347,
-0.02549124,
-0.05281599,
0.037491143,
-0.03989933,
0.0027023724,
-0.002775918,
-0.0047274414,
0.0026698755,
0.032975785,
-0.014339678,
0.03313998,
0.031662226,
-0.030895986,
-0.051091943,
-0.0007127935,
0.040227722,
-0.032072715,
-0.04252645,
0.013470814,
0.007217729,
0.011958853,
-0.054923154,
0.027872065,
0.06441908,
-0.028624624,
-0.020442251,
-0.055142082,
0.008695482,
0.04252645,
-0.0012921788,
0.008613384,
0.014996457,
0.026079604,
-0.011917804,
0.05807022,
0.0028614362,
0.013245046,
0.042444352,
0.02633958,
0.03691646,
-0.032072715,
0.020414885,
0.03333154,
0.009078603,
0.019183423,
-0.018526645,
0.0032017983,
-0.019279204,
0.014503872,
-0.00036922446,
-0.0040809247,
-0.01797933,
0.047178634,
0.06846923,
-0.009714858,
-0.014599653,
-0.011479951,
0.043484252,
0.041048694,
-0.027598407,
-0.025409143,
0.044168398,
0.022398904,
0.016036358,
-0.021345321,
0.018471913,
0.029746622,
0.009379627,
-0.0070022233,
0.000105882114,
-0.0670462,
-0.026284847,
-0.06901654,
-0.054731593,
0.005007941,
-0.042827472,
0.01449019,
0.0014290077,
-0.058781732,
0.008107117,
-0.017445695,
0.03308525,
-0.00831236,
-0.013026119,
0.029801354,
0.029226672,
0.014818579,
-0.04206123,
-0.0069269673,
-0.044688348,
0.0033916484,
-0.00981748,
-0.030239206,
-0.034070417,
-0.01610477,
0.016720502,
0.024054535,
-0.044797808,
-0.040966596,
-0.011055782,
0.010871063,
-0.06764825,
0.014394409,
-0.033413637,
0.01373763,
-0.023260927,
0.045919806,
0.04077504,
-0.017993012,
0.059985828,
0.053089645,
-0.006170987,
0.043867372,
0.012314608,
0.022782026,
-0.038147923,
0.044113666,
0.062065627,
0.007867667,
-0.028022576,
-0.033796757,
-0.028624624,
-0.009639602,
-0.008298678,
-0.01614582,
0.0006058958,
0.011432062,
-0.013812886,
-0.059602708,
0.025764897,
0.006212036,
-0.08133115,
-0.023165148,
-0.030512864,
0.030075012,
0.008264471,
0.055579934,
-0.031005448,
0.03417988,
-0.025942776,
0.042936936,
0.001421311,
0.01836245,
-0.0025433088,
0.05183082,
0.019374983,
0.035055585,
0.013505021,
-0.04986048,
-0.000014137214,
-0.00854497,
-0.022905173,
0.009742224,
-0.00495663,
-0.030157108,
-0.017199403,
0.029062476,
-0.022193661,
0.022467319,
0.05900066,
0.044277858,
0.011124196,
0.009981674,
0.029664524,
0.022795709,
0.0016924035,
-0.04903951,
-0.023301976,
0.04077504,
0.009899577,
-0.03196325,
0.006348865,
0.007628216,
-0.019238155,
-0.0059931097,
0.025641752,
-0.0335231,
0.038886797,
-0.009475407,
0.054184277,
-0.022467319,
0.02020964,
0.010474259,
-0.015557456,
0.011322599,
0.036615435,
0.016966794,
-0.024889192,
-0.037354313,
-0.05267916,
-0.0053226477,
-0.015653236,
0.014134434,
0.02647641,
-0.02323356,
-0.06283187,
-0.05207711,
0.060533144,
0.013764996,
-0.011042099,
0.048738483,
-0.010775283,
-0.023466172,
0.05839861,
0.00027301657,
0.0031333838,
0.015557456,
-0.030075012,
0.053664327,
0.045728248,
0.024191365,
0.0003948799,
-0.012362499,
0.016542625,
0.024943924,
0.021796858,
0.018047743,
-0.03412515,
-0.0024389767,
0.022193661,
0.0755296,
0.00981748,
0.018567692,
-0.005999951,
0.006444645,
0.039625674,
-0.022699928,
0.030047646,
-0.04134972,
0.015598504,
0.04093923,
0.014230214,
0.0078060934,
-0.016351063,
-0.02865199,
-0.029226672,
0.056045152,
0.05021624,
-0.0021259803,
0.025545971,
-0.013210839,
0.012095682,
-0.012670364,
0.0031179904,
-0.010501625,
-0.02393139,
-0.006400176,
0.05207711,
0.010652136,
0.01572165,
-0.054129545,
0.01359396,
-0.03842158,
-0.016296333,
-0.054540034,
-0.024040852,
-0.019881252,
0.0006358272,
0.034754563,
0.037983727,
0.0036601753,
-0.00023389205,
-0.021400053,
0.02884355,
-0.025696483,
-0.027365796,
0.040090892,
-0.004611137,
0.008688641,
0.042553816,
0.01797933,
-0.013614484,
0.0076076915,
0.054457936,
-0.075420134,
0.03220954,
-0.009564346,
0.028569892,
-0.021126395,
-0.04414103,
-0.0030854936,
-0.03932465,
0.04838273,
-0.022590466,
-0.02077064,
-0.025833312,
-0.078101985,
-0.019457081,
0.0066806753,
-0.046330296,
0.022056833,
-0.02105798,
-0.039817236,
0.023014635,
-0.042581182,
-0.06545898,
-0.044414688,
-0.057085052,
-0.032592665,
0.0017582525,
0.008558653,
0.066061035,
-0.07717155,
-0.033057883,
0.05659247,
-0.005777604,
-0.009646444,
-0.022056833,
0.027598407,
0.025983823,
0.015420627,
-0.030622328,
-0.014421775,
-0.0091607,
-0.037846897,
0.0074845455,
-0.030512864,
0.034453537,
-0.047671217,
-0.009229115,
0.044825174,
0.011514159,
-0.08083856,
-0.006571212,
0.045153566,
0.001194688,
0.01161678,
0.060150024,
-0.021878954,
-0.0293635,
-0.030813888,
0.018964497,
-0.035712365,
0.003653334,
-0.03313998,
-0.027748918,
-0.0069098636,
0.011931487,
0.04414103,
-0.06113519,
-0.042471718,
-0.028542526,
-0.025422825,
-0.03182642,
-0.038147923,
-0.10180076,
0.028624624,
-0.003247978,
0.021468468,
0.015447993,
-0.013881301,
-0.019032912,
0.006708041,
0.020852737,
0.007156156,
-0.048601657,
0.006003372,
-0.022590466,
-0.001907054,
-0.014928042,
-0.021016933,
-0.04786278,
-0.022015784,
-0.029308768,
0.0047650696,
-0.023466172,
-0.019142374,
-0.009530139,
0.0054081655,
0.058015488,
-0.0058289147,
-0.0013161238,
0.008045544,
0.05703032,
0.006991961,
0.023042,
-0.04791751,
0.022029467,
-0.049367897,
-0.057413444,
0.023972439,
-0.049121607,
-0.03828475,
0.032921053,
0.0071835215,
0.029418232,
-0.016036358,
0.040474012,
0.06748406,
0.006872236,
0.010234808,
-0.056537736,
0.042581182,
0.0240819,
-0.02950033,
-0.03965304,
-0.000018773899,
0.015160652,
-0.030567596,
-0.0048163803,
-0.04726073,
-0.019881252,
0.028159406,
0.085983336,
-0.027242651,
0.029445598,
0.005442373,
-0.049833115,
-0.009290688,
-0.014394409,
0.013655533,
0.018061426,
0.044277858,
0.0058323354,
0.0012280401,
0.020825371,
-0.005202922,
-0.03894153,
-0.013764996,
0.044359956,
0.03034867,
-0.0076076915,
0.016487893,
-0.006858553,
-0.053363305,
-0.05300755,
-0.0031658807,
-0.01614582,
-0.08023652,
-0.01307401,
-0.0043032714,
0.010378478,
-0.014859628,
0.005791287,
0.012417231,
0.010344272,
0.004994258,
-0.020401202,
-0.0034053314,
-0.03431671,
0.0012759303,
0.05437584,
-0.05358223,
-0.020880103,
-0.076295845,
0.0043580034,
0.014079703,
0.046412393,
0.07011117,
0.01614582,
0.018225621,
0.014503872,
0.010255332,
0.07175312,
-0.0013332274,
-0.012198304,
-0.013587118,
-0.021988418,
-0.071260534,
0.0035883402,
0.039160457,
-0.015653236,
-0.029609792,
-0.009427517,
0.04778068,
0.060259484,
0.03937938,
0.0033505997,
-0.045345124,
-0.009810639,
-0.059876364,
0.012170938,
-0.034672465,
-0.027064772,
-0.011295233,
0.025901727,
-0.021167444,
-0.035849195,
0.03138857,
0.023452489,
-0.02379456,
-0.016542625,
-0.05541574,
0.02119481,
-0.05169399,
-0.03346837,
0.0042519607,
-0.03450827,
0.014421775,
-0.0031898257,
-0.022221027,
-0.004508515,
-0.029226672,
0.036095485,
-0.0014597942,
-0.01940235,
0.023000952,
0.048492193,
-0.031744324,
-0.013429765,
-0.024875509,
0.04589244,
0.036560703,
0.0057536587,
-0.014189166,
-0.03978987,
-0.014503872,
-0.0049053193,
-0.0073340335,
0.02653114,
-0.010050089,
0.011178928,
-0.0059417984,
0.013525546,
-0.043840006,
0.019374983,
-0.017500427,
-0.012403548,
0.011076306,
0.034344073,
-0.022344174,
0.05065409,
0.01232145,
-0.013847093,
-0.030950716,
-0.0028853812,
0.01718572,
-0.0021841326,
0.017500427,
-0.0044366797,
0.0049224226,
0.013087693,
0.0055826227,
0.06190143,
-0.040446647,
-0.008243946,
-0.019963348,
-0.030622328,
-0.050353065,
-0.0035130843,
0.030841254,
0.014107068,
0.04895741,
-0.0053944825,
0.0045529846,
0.023055684,
-0.015735334,
0.01307401,
-0.032756858,
-0.019990714,
0.031990618,
-0.025012339,
-0.03951621,
-0.013990764,
-0.017240452,
-0.013881301,
0.0066806753,
0.053664327,
-0.008804945,
0.021359004,
0.0025604123,
0.020401202,
-0.07169839,
-0.0021259803,
-0.012020426,
0.008326043,
-0.018088792,
-0.021961052,
0.0492858,
0.054540034,
-0.0037183277,
0.014914359,
-0.035794463,
-0.007963447,
-0.007895033,
0.055497836,
-0.02813204,
0.0013913797,
-0.044058934,
0.0072861435,
-0.005839177,
0.017582525,
-0.027365796,
0.02038752,
0.015393261,
0.007539277,
-0.011650988,
0.03921519,
0.0066669923,
-0.020483298,
0.038531043,
0.024040852,
0.0021037457,
0.030594962,
-0.017432014,
0.00831236,
0.06775771,
0.07147946,
0.024943924,
-0.04091187,
0.029527696,
-0.0007786424,
0.0013383585,
-0.021646345,
0.044962004,
0.012820876,
0.018540328,
0.004854008,
-0.023958756,
-0.0074845455,
-0.010652136,
0.029226672,
0.005986268,
0.01137733,
0.007019327,
-0.027092138,
-0.023616683,
0.0649664,
-0.03535661,
-0.039762504,
-0.012731937,
-0.014024971,
0.036095485,
0.040008795,
-0.027680503,
-0.010255332,
0.026544822,
0.044004202,
-0.0035746573,
0.0021653187,
-0.008852836,
0.008059227,
-0.037272215,
0.05905539,
0.00679698,
0.0070809,
-0.032537933,
-0.049449995,
-0.00750507,
0.023438806,
0.0042211744,
-0.059985828,
0.022494685,
-0.020360153,
0.02917194,
-0.043073766,
-0.0062428224,
-0.002851174,
0.010214284,
-0.002955506,
-0.03308525,
0.0032274537,
0.0020712488,
-0.007888191,
0.014380726,
-0.025669118,
0.016118454,
-0.016268967,
0.05339067,
-0.008722847,
-0.0067388276,
0.020332787,
0.043730542,
0.004843746,
0.0037251692,
0.00025783712,
-0.013662375,
-0.038531043,
0.022179978,
-0.032455835,
-0.022782026,
0.026777433,
-0.059602708,
0.00014912222,
0.01501014,
0.0030204998,
-0.03229164,
0.034754563,
0.036232315,
-0.009304371,
0.0012434334,
-0.0026852689,
0.01449019,
-0.025669118,
0.01732255,
-0.042854838,
0.05371906,
0.00044683216,
-0.034864027,
-0.022987269,
-0.017035209,
-0.016556308,
0.023904024,
-0.0013948005,
-0.022494685,
0.028788818,
0.039707772,
-0.003838053,
0.0152017,
-0.008989665,
-0.015872162,
0.009092286,
0.058617536,
0.02389034,
0.04622083,
0.041760206,
-0.010282698,
0.0059041707,
0.022905173,
-0.0015718229,
0.020798005,
-0.008373934,
-0.0031607496,
0.017760402,
-0.05839861,
-0.032647397,
-0.01288929,
0.03965304,
0.023124099,
-0.026982676,
-0.03973514,
0.01963496,
-0.06277714,
-0.014517555,
0.011657829,
0.041897036,
-0.011028416,
-0.025888044,
0.020510664,
-0.07788306,
0.218598,
0.061682507,
0.05183082,
0.047096536,
0.049833115,
0.035931293,
-0.0061915116,
-0.037491143,
0.0029965548,
-0.009947468,
0.0076966304,
-0.048218533,
-0.00042395605,
0.04868375,
-0.002775918,
0.03926992,
-0.062667675,
-0.0060170544,
0.009831162,
-0.04167811,
-0.06524006,
0.019758105,
0.00009909412,
0.030704424,
0.016063724,
0.03450827,
0.016487893,
-0.024902875,
0.03262003,
-0.016706819,
-0.022453636,
-0.036314413,
0.01695311,
-0.0009911549,
-0.038777333,
0.008811787,
-0.024560804,
-0.029472964,
0.027571041,
-0.00073374546,
0.004470887,
-0.00060161995,
0.0007136487,
-0.024273463,
-0.029773988,
0.012820876,
-0.015680602,
-0.004077504,
0.03196325,
-0.024013488,
0.015064871,
-0.043073766,
0.042553816,
-0.02109903,
-0.055224176,
-0.029062476,
0.0012648129,
-0.02695531,
0.009406993,
0.012690889,
0.00046137025,
0.017404648,
-0.0049771545,
0.023534585,
-0.014668067,
0.04994258,
0.021974735,
0.041979134,
0.0028853812,
-0.016419478,
0.027297383,
0.026832163,
-0.022617832,
-0.04159601,
0.01695311,
0.03847631,
-0.022344174,
-0.0105084665,
-0.015420627,
-0.044250492,
0.02389034,
-0.04706917,
-0.025641752,
-0.04917634,
0.00509688,
0.023493536,
-0.003988565,
0.053226475,
-0.02071591,
0.038011093,
0.036095485,
0.0388047,
0.016255284,
-0.021865271,
0.008804945
] | FlaxBartModel
[[autodoc]] FlaxBartModel
- call
- encode
- decode
FlaxBartForConditionalGeneration
[[autodoc]] FlaxBartForConditionalGeneration
- call
- encode
- decode
FlaxBartForSequenceClassification
[[autodoc]] FlaxBartForSequenceClassification
- call
- encode
- decode
FlaxBartForQuestionAnswering
[[autodoc]] FlaxBartForQuestionAnswering
- call
- encode
- decode
FlaxBartForCausalLM
[[autodoc]] FlaxBartForCausalLM
- call |
[
0.054099984,
-0.009849887,
-0.038536567,
-0.0016962042,
0.010035874,
-0.008250397,
-0.009596945,
-0.015094729,
0.017304258,
0.02401468,
0.018137481,
0.0075213267,
0.037167702,
-0.035650045,
-0.010407849,
0.030338248,
0.004203313,
-0.016292488,
-0.056361593,
0.022050655,
-0.018866552,
0.0046608415,
-0.029981153,
-0.029698452,
-0.0395781,
0.030085307,
-0.021440616,
-0.023181457,
0.08159635,
0.07570427,
-0.04392276,
-0.03163272,
0.011694881,
-0.013219978,
-0.01318278,
-0.04939823,
-0.008510779,
0.008376868,
-0.030978044,
-0.0433276,
-0.021901865,
-0.01377794,
0.00936632,
-0.04130406,
-0.02841886,
0.017200105,
-0.046035577,
-0.010311136,
-0.0172745,
0.0015436946,
-0.021916743,
0.040203016,
-0.003838778,
-0.036691576,
-0.018613609,
0.013450602,
-0.019878322,
0.019506348,
-0.03338844,
-0.013257175,
0.008652129,
0.036810607,
0.02710951,
-0.015265837,
0.025234757,
0.020071749,
0.00014716246,
0.04689856,
0.03951858,
-0.0035821155,
-0.012171009,
0.034043115,
-0.026291166,
-0.00395409,
0.0022504462,
0.019149253,
0.027541,
0.007863543,
-0.010482244,
0.018420182,
0.008979467,
-0.014685557,
0.015860997,
0.027035113,
-0.0068517723,
-0.0070972755,
0.018092845,
-0.028002247,
-0.03987568,
0.0059515936,
-0.017378654,
0.029594298,
-0.06897897,
0.04552969,
0.03166248,
0.018241635,
-0.03606666,
-0.01568245,
0.008101607,
-0.009232409,
0.021276947,
0.08832165,
-0.026886323,
0.034191906,
-0.0016227392,
-0.0076552373,
0.008094167,
0.015994908,
-0.04047084,
-0.03794141,
0.040441077,
0.004363262,
-0.0058028037,
0.035114404,
0.06618172,
0.013978805,
-0.003998727,
0.025576973,
-0.035411984,
-0.04142309,
0.05130274,
-0.022645814,
-0.0071270335,
-0.035650045,
-0.0033756695,
-0.008897632,
0.00044520712,
0.021172794,
0.017453048,
-0.049130406,
-0.022645814,
0.01903022,
0.031602964,
0.01949147,
0.02269045,
0.0035839754,
0.04186946,
0.016203213,
0.056867477,
-0.019521227,
0.006792256,
0.019268284,
0.008674447,
0.07612088,
0.05082661,
-0.0027154146,
0.027496362,
-0.052374024,
-0.007409734,
0.018479697,
-0.0017854781,
0.021440616,
0.015786601,
0.0091431355,
0.006312409,
-0.0034816824,
-0.037108187,
0.033477712,
-0.005404791,
0.055855706,
0.007424613,
0.01581636,
-0.03794141,
0.013123264,
-0.005520103,
0.023806375,
-0.0029051215,
0.005348995,
0.008726524,
-0.017631596,
0.02941575,
0.008071849,
-0.027005356,
-0.012862882,
0.035620287,
-0.017259622,
0.057938766,
0.006911288,
-0.012423952,
-0.005873479,
-0.0008764652,
0.018241635,
0.034727547,
0.038238987,
-0.022363113,
-0.0064240014,
0.012892639,
-0.036334477,
-0.015369991,
0.0042293514,
0.006580231,
0.017750628,
-0.0100581935,
0.028136158,
-0.032168362,
-0.01712571,
-0.008518218,
0.041661154,
0.011940384,
0.011263391,
-0.025145482,
0.037435524,
-0.05213596,
0.0556474,
-0.0004347453,
-0.031811267,
-0.014075519,
0.036810607,
0.0020161024,
-0.025264515,
0.06707446,
0.038893666,
-0.026707776,
0.002183491,
0.0018477838,
-0.03365626,
0.013644028,
0.08129877,
-0.002812128,
0.0084512625,
0.019684896,
0.013859774,
0.058057796,
0.0070935558,
0.03219812,
0.016366882,
-0.008466142,
0.015169124,
0.0061747786,
0.050618302,
-0.012245404,
0.04350615,
0.017914297,
0.0015781022,
-0.015801482,
0.034072872,
0.03222788,
0.0433276,
0.006546753,
-0.00057749054,
0.012200767,
-0.014953379,
-0.00731674,
0.01975929,
-0.0324957,
0.0062156958,
-0.052195475,
-0.03425142,
-0.03178151,
0.012855442,
-0.009061301,
0.042286072,
0.022720208,
-0.006122702,
-0.06487237,
-0.02621677,
0.024922298,
0.011211314,
-0.035263192,
0.008280154,
0.036870122,
-0.005724689,
0.003777402,
-0.01639664,
0.05532006,
0.0057953643,
0.011084843,
0.047850814,
-0.02504133,
-0.033299167,
-0.04451792,
-0.013993684,
-0.07046687,
-0.04407155,
-0.07725169,
0.012587621,
0.0067587784,
-0.07600185,
0.042553894,
-0.032168362,
0.0060817846,
-0.027035113,
0.0164264,
0.031394657,
0.0041214786,
0.04660098,
-0.04689856,
0.012922398,
0.010333454,
0.017066196,
-0.026425075,
0.030368006,
-0.05490345,
-0.04085769,
-0.011955264,
0.03484658,
-0.021648921,
0.0019231087,
-0.028805714,
0.022973152,
-0.019446833,
0.009529989,
-0.02855277,
0.022645814,
0.028686682,
-0.0143730985,
0.01187343,
0.006089224,
0.058801744,
0.037108187,
-0.057909004,
0.0018329049,
0.02404444,
0.03689988,
-0.040351804,
0.033120617,
0.051927656,
0.020756183,
-0.03806044,
-0.01099557,
-0.04246462,
0.01290008,
0.018435061,
-0.0012898219,
0.013673786,
0.021276947,
0.012104054,
-0.051778864,
-0.001524166,
-0.06368205,
-0.044726226,
-0.013934169,
-0.02812128,
0.014328462,
0.0072423457,
0.003602574,
0.049308952,
0.012833124,
-0.008585174,
0.005263441,
-0.015578296,
0.026871445,
0.012215646,
0.04011374,
-0.03410263,
0.0075659635,
0.03880439,
-0.038030684,
0.012118933,
-0.008101607,
0.013725863,
0.011754397,
-0.009083619,
-0.017780386,
-0.008979467,
0.037316494,
-0.013019111,
0.02737733,
-0.024922298,
0.031037562,
0.043238327,
0.023687342,
-0.0017836182,
0.011605607,
-0.0126917735,
-0.011315468,
0.014945939,
0.063622534,
0.057492394,
0.02283924,
0.04041132,
-0.0070935558,
-0.020860335,
0.02489254,
0.01612882,
0.013725863,
0.04791033,
0.012141251,
0.013264614,
-0.019580742,
-0.06296786,
-0.016783495,
0.005840001,
0.017304258,
-0.0515408,
0.014968258,
-0.029371114,
-0.019521227,
-0.06600317,
-0.029832363,
0.014774831,
-0.025963828,
-0.005765606,
0.011910627,
-0.032763522,
-0.044131067,
0.04877331,
0.073740244,
0.025963828,
-0.0039317715,
0.059367146,
0.0011931085,
-0.019536106,
0.029073535,
0.003935491,
0.006662065,
-0.019997355,
0.031097077,
0.032287396,
0.011263391,
-0.04582727,
0.0027563318,
0.0071716704,
0.029921638,
-0.003913173,
-0.0118139135,
-0.008414065,
0.0151765635,
-0.01245371,
-0.014990577,
-0.06618172,
-0.025398426,
-0.039042454,
0.03207909,
0.035679802,
-0.030829255,
-0.0015157965,
0.011546092,
-0.009745735,
0.040351804,
0.026127497,
-0.03969713,
-0.011620486,
-0.015369991,
-0.04305978,
0.009708537,
0.06403915,
0.00028502554,
-0.023404641,
-0.055379577,
0.012438831,
0.06749107,
-0.041839704,
-0.0008006753,
-0.024580082,
-0.009701097,
0.05490345,
0.00819832,
-0.0009857327,
-0.014603723,
0.029371114,
-0.05680796,
-0.029653816,
-0.052076444,
-0.024193227,
-0.02269045,
0.028984262,
-0.027139267,
0.02664826,
0.010489684,
-0.019684896,
-0.0066583455,
0.011404742,
-0.05832562,
-0.027139267,
0.007722193,
0.049547017,
-0.01244627,
0.0050551347,
0.015102169,
-0.04862452,
0.05228475,
0.014276385,
-0.014692997,
-0.014722755,
-0.044012036,
-0.010154907,
-0.0025684845,
0.0060557467,
0.01624785,
-0.03630472,
0.06439624,
0.02885035,
0.00731674,
0.036334477,
-0.044755984,
-0.0068406127,
0.018926067,
-0.025324032,
0.04933871,
0.007982575,
-0.0027898096,
-0.013502678,
0.016322246,
-0.0125429835,
-0.0017631596,
-0.03746528,
0.023226094,
0.05067782,
0.038119957,
-0.0043483833,
-0.024833024,
-0.0015120767,
0.014618602,
-0.019446833,
0.0032770962,
-0.022050655,
-0.031989817,
-0.015875876,
0.02283924,
-0.032287396,
-0.024401534,
-0.016441278,
0.013830015,
0.046243884,
-0.01435822,
0.040917207,
-0.029877,
-0.044309616,
0.018583851,
-0.025071088,
-0.047523476,
-0.026752414,
-0.0072683836,
0.031394657,
0.04627364,
-0.011784155,
-0.046928316,
-0.056331832,
-0.01786966,
0.0328528,
-0.07528766,
-0.015786601,
-0.036245205,
-0.031394657,
-0.020830577,
0.04172067,
0.0054494278,
-0.08730988,
0.0075324858,
-0.026172133,
0.013539876,
-0.05344531,
-0.011709761,
0.021708438,
-0.023984922,
0.0072423457,
0.023479037,
0.0001721545,
-0.010668231,
-0.010184664,
0.015414627,
-0.007744511,
0.0489221,
-0.0021407139,
-0.038774632,
0.0031227267,
-0.017170347,
-0.059992064,
0.042672925,
-0.021351343,
0.04279196,
0.028731318,
0.03666182,
-0.024118833,
-0.0075659635,
-0.0577007,
0.0016450577,
0.04175043,
-0.013205098,
-0.01214869,
0.035828594,
0.027273178,
0.03440021,
0.05180862,
0.007454371,
0.031602964,
0.0020235418,
-0.07022881,
0.029638937,
0.011084843,
-0.01818212,
-0.008176002,
-0.009299365,
0.07862055,
-0.010259059,
0.008146244,
0.05008266,
-0.013658907,
0.0013121404,
-0.029802606,
0.011389863,
0.04960653,
0.004746396,
-0.02344928,
0.0144474935,
-0.005918116,
0.05505224,
-0.04746396,
-0.050171934,
0.0029943956,
0.023880769,
0.0339836,
-0.0052969186,
0.022913635,
-0.02283924,
-0.043714456,
-0.05490345,
0.023925407,
0.025428183,
0.011188996,
0.040500596,
0.00321944,
-0.028537892,
0.049160164,
0.03776286,
0.00006619986,
-0.04308954,
0.04618437,
0.0063607655,
-0.043744214,
0.007379976,
0.02580016,
-0.02401468,
-0.037554555,
-0.019521227,
0.059783757,
-0.05201693,
-0.009998677,
0.017676232,
0.010348333,
-0.036215447,
0.042345587,
0.043000262,
0.02389565,
-0.020175902,
0.013160462,
-0.011746958,
-0.016054424,
0.0012972614,
0.017691111,
-0.02812128,
-0.047225896,
0.004579007,
0.0028883829,
-0.047821056,
-0.019982476,
0.061003834,
-0.024818145,
0.030100185,
0.018092845,
-0.023404641,
0.08582198,
0.01464836,
0.041244544,
-0.003353351,
-0.035054885,
-0.063146405,
-0.0041995933,
-0.0234344,
-0.04291099,
-0.008421505,
-0.024922298,
0.020041991,
0.036810607,
0.035084646,
-0.012914958,
-0.07552572,
-0.0210984,
0.0014813888,
-0.019550985,
0.047077104,
-0.015578296,
0.008012333,
0.0042814277,
-0.0071865493,
-0.051749106,
-0.013971366,
0.026633382,
-0.015593175,
-0.022050655,
-0.041988492,
-0.003165504,
-0.042851474,
-0.009745735,
-0.03484658,
-0.022214323,
0.011821353,
0.035322707,
-0.010616155,
-0.034549,
0.014008564,
0.05433805,
-0.037286732,
0.04085769,
0.012104054,
-0.009001785,
-0.0041772746,
-0.0077817086,
-0.05433805,
0.025234757,
0.04529163,
0.0039726887,
0.04698783,
-0.005330396,
0.015310475,
-0.003781122,
0.016441278,
0.035947625,
-0.05008266,
-0.028478375,
-0.032912314,
0.02899914,
-0.043595422,
0.04088745,
-0.0014534908,
-0.010378092,
-0.02373198,
0.012290041,
-0.054427322,
-0.014224309,
-0.017944055,
0.016500793,
0.00936632,
-0.002957198,
0.027734427,
0.021797711,
0.022586297,
-0.08004893,
0.0014116436,
-0.02240775,
0.022913635,
0.041809946,
-0.026529228,
0.019089736,
0.0070861164,
-0.0052225236,
0.023092184,
-0.03365626,
-0.011010448,
0.0535941,
0.011970143,
0.0020235418,
0.026038222,
-0.04085769,
-0.021767953,
0.06487237,
-0.04216704,
-0.02620189,
0.030189458,
-0.04877331,
0.005036536,
-0.017185226,
0.0078040273,
0.03380505,
-0.011352665,
-0.010303697,
0.04832694,
-0.009626702,
0.011613047,
0.04017326,
-0.02751124,
-0.032614734,
0.03794141,
0.04466671,
0.008391747,
-0.036840364,
-0.050737336,
0.019729532,
-0.03704867,
-0.009135696,
-0.00052169437,
-0.015295596,
-0.013539876,
0.03204933,
-0.009559747,
-0.01684301,
-0.01714059,
0.04749372,
-0.03761407,
0.007603161,
-0.023077304,
0.000021766326,
-0.012706652,
-0.027793942,
-0.013725863,
0.020473482,
0.03514416,
-0.0020012234,
-0.039340034,
0.031126834,
0.032614734,
-0.037018914,
0.011434499,
0.005914396,
0.06844333,
0.020280056,
0.02108352,
0.01682813,
0.004259109,
0.0020440004,
-0.021306705,
-0.034935854,
0.0036118734,
0.002326701,
0.010013556,
-0.019952718,
0.0043260646,
-0.0018515036,
-0.0046087652,
-0.008354549,
0.01332413,
-0.008071849,
0.017839901,
0.005114651,
-0.007923059,
0.029534783,
-0.03353723,
-0.029772848,
0.008614932,
-0.03737601,
0.035620287,
0.012609939,
0.01230492,
-0.019744411,
-0.0056614536,
0.010043315,
0.016009787,
0.024118833,
0.04011374,
0.021172794,
-0.023880769,
0.04407155,
0.008332231,
-0.019863443,
-0.0117767155,
-0.03618569,
-0.009299365,
0.000762083,
-0.014514449,
-0.01333157,
-0.029802606,
-0.039488822,
-0.035977382,
-0.07844201,
0.009745735,
-0.05130274,
-0.0036695295,
0.0021183954,
-0.03499537,
-0.008235518,
0.06838381,
-0.032465942,
0.026187012,
-0.021291826,
0.04407155,
-0.019104615,
0.019744411,
0.03487634,
-0.019580742,
0.012848003,
0.01624785,
-0.075763784,
-0.02389565,
0.0075994413,
-0.0056540137,
-0.041363575,
0.003823899,
-0.057284087,
0.009649022,
0.021202553,
-0.03719746,
-0.035054885,
-0.0036193128,
0.020756183,
-0.023419522,
0.009693658,
0.032436185,
0.018866552,
-0.04175043,
-0.0026596184,
-0.006383084,
-0.04999339,
-0.038536567,
-0.020979367,
-0.04773178,
0.008376868,
-0.016084181,
-0.008808359,
-0.033745535,
0.009693658,
0.0152137615,
-0.030442402,
0.002605682,
-0.0004844969,
0.020413967,
0.034816824,
0.067550585,
-0.014313582,
0.034668032,
-0.015786601,
0.04669025,
0.023315368,
0.029356236,
0.012379315,
-0.00030850642,
-0.004597606,
-0.0048691477,
0.013011672,
-0.010043315,
-0.046779525,
-0.0328528,
0.030650707,
-0.068145745,
-0.05761143,
-0.025026452,
0.026395317,
0.013577073,
-0.012981914,
-0.022720208,
-0.025889432,
-0.033477712,
-0.049576774,
-0.0395781,
-0.006137581,
-0.0052746,
-0.00046915296,
-0.0019528667,
-0.0717167,
0.2632985,
0.0676101,
0.0293116,
0.04407155,
0.022214323,
0.024490807,
-0.01538487,
-0.00022202234,
0.008428944,
-0.03966737,
-0.034013357,
0.0031004082,
0.00006637422,
0.022035776,
-0.027793942,
-0.007041479,
-0.042107526,
0.003935491,
-0.0031376057,
-0.031126834,
-0.046660494,
0.025591852,
-0.029802606,
0.05856368,
0.03133514,
-0.013874653,
0.030278733,
-0.042970505,
-0.0030204337,
-0.054248776,
0.038238987,
-0.015801482,
0.005639135,
-0.0049398225,
-0.0013995544,
0.017229864,
-0.0134952385,
-0.003777402,
-0.0066881035,
-0.003980128,
0.01773575,
-0.023538552,
-0.02240775,
-0.015697328,
-0.015741965,
0.0038648162,
-0.0092175305,
-0.0005407581,
0.042732444,
-0.03514416,
0.07106203,
-0.04451792,
0.022973152,
-0.03425142,
-0.04669025,
-0.0017482806,
-0.028969383,
-0.031543445,
0.03746528,
-0.007841225,
-0.005244842,
-0.0070377593,
-0.019565864,
0.024029559,
-0.019536106,
-0.0119255055,
-0.05389168,
0.018866552,
-0.004820791,
0.0020886373,
-0.0059627527,
0.01947659,
-0.04788057,
-0.011977582,
-0.006725301,
0.004002447,
0.012914958,
0.023092184,
-0.004846829,
-0.065646075,
0.025562095,
0.0060371477,
0.009358881,
-0.046928316,
0.051957414,
0.04713662,
-0.03570956,
-0.037316494,
-0.0074766893,
0.015399748,
0.019655138,
0.054576114,
0.0019082297,
0.02359807,
-0.003048332
] | TAPEX
This model is in maintenance mode only, we don't accept any new PRs changing its code.
If you run into any issues running this model, please reinstall the last version that supported this model: v4.30.0.
You can do so by running the following command: pip install -U transformers==4.30.0. |
[
0.07762159,
-0.0097738085,
0.027180197,
0.00926023,
0.0032592532,
-0.017919967,
-0.007624677,
-0.012894791,
0.023561437,
0.056572735,
0.00046790036,
-0.00032962902,
-0.00181333,
-0.053949527,
0.01211257,
0.011290843,
-0.030577721,
-0.034828577,
-0.081540585,
0.018251818,
-0.01114072,
-0.001855799,
-0.05688878,
-0.018552065,
-0.02046416,
0.023419216,
-0.04364634,
0.01198615,
0.08963144,
0.023529833,
-0.0043377695,
0.012981704,
0.030356485,
-0.020495765,
-0.0030281425,
-0.024794027,
0.01586565,
-0.006490852,
-0.012483927,
-0.023861684,
0.022802921,
-0.015036021,
0.007972331,
-0.013763925,
-0.024667608,
0.009054798,
0.007656282,
-0.052874964,
-0.019468606,
-0.018994533,
-0.008406898,
0.0031407347,
0.051863607,
-0.015683921,
0.00090222055,
-0.006743691,
-0.032157965,
-0.0024019708,
-0.042603377,
0.013376765,
0.024651805,
-0.013416271,
-0.0014320961,
-0.08299441,
-0.009726401,
-0.0050054225,
0.0063367784,
0.00063654204,
-0.012397014,
-0.027322417,
-0.036061168,
-0.013590098,
-0.026374271,
0.012555039,
-0.040517453,
-0.044784114,
-0.008391095,
0.0022320945,
-0.012231088,
0.05059941,
0.015020219,
-0.011093313,
-0.010453314,
0.005131842,
-0.03413327,
-0.038842395,
0.032300185,
-0.013526889,
0.04462609,
-0.01354269,
0.02157033,
0.015707625,
-0.040833503,
0.0045708558,
0.018488854,
0.03340636,
-0.026216248,
0.07635739,
-0.005590113,
0.039158445,
0.01968984,
0.081603795,
-0.037325364,
0.028555008,
0.0011664176,
0.0043219673,
0.04832386,
0.004890855,
-0.028286368,
0.0026765382,
0.008912575,
0.009923932,
0.012855285,
0.00932344,
0.025252298,
0.04611152,
-0.015462687,
0.019990087,
-0.05315941,
-0.007948627,
-0.021775762,
-0.003231599,
-0.007676035,
-0.031794507,
0.010398005,
-0.046585593,
0.019184161,
0.0030992534,
-0.0855228,
0.006135297,
0.03979054,
-0.0027101184,
0.01839404,
0.057362854,
0.03223698,
0.040801898,
-0.0070952955,
0.034702156,
0.038431533,
-0.008059245,
0.015036021,
-0.0072335666,
-0.025094274,
0.06561173,
-0.0023269092,
0.009544673,
0.036503635,
-0.025204891,
-0.0073086284,
0.055340145,
-0.045353003,
-0.0018933298,
0.025031064,
-0.00009209859,
-0.033374753,
-0.039032027,
-0.005420237,
0.013890345,
-0.014490837,
0.014783182,
-0.0115594845,
-0.009939735,
-0.028396985,
0.010619239,
-0.037736226,
0.05265373,
-0.026532296,
0.031020189,
-0.02992982,
-0.022249835,
0.022597488,
0.010635042,
0.03350117,
0.004523448,
0.035334256,
0.027132789,
0.049588054,
-0.02675353,
0.024067115,
-0.020543171,
-0.00076345535,
-0.017651325,
0.021886379,
0.035997957,
0.016971821,
-0.0081224535,
0.024667608,
0.0036957955,
0.010445412,
-0.017445894,
0.033722404,
0.042476956,
-0.033343147,
0.02228144,
-0.008888872,
0.0017017252,
-0.034480922,
-0.0057797423,
-0.008138256,
0.007826158,
0.01354269,
0.06472679,
-0.020653788,
0.0078024543,
-0.048892748,
0.0027812293,
0.028191552,
0.029692784,
-0.063367784,
-0.0013254297,
0.07850652,
0.010287388,
-0.008533318,
0.007379739,
0.036630053,
-0.027322417,
-0.035839934,
0.005933816,
0.017540708,
0.018378237,
-0.005436039,
0.016861202,
0.04819744,
0.013708617,
-0.022376254,
0.019847864,
0.0060641863,
0.039221656,
0.004630115,
0.05233768,
0.0152414525,
-0.0027417233,
-0.014475035,
0.056351498,
0.011907138,
-0.019421197,
0.040707085,
0.05091546,
-0.015525897,
-0.023466622,
-0.007474554,
-0.018473051,
0.03283747,
0.030356485,
0.03438611,
0.0088019585,
-0.046016704,
-0.021127861,
-0.027322417,
-0.013305654,
-0.057805322,
0.08489071,
-0.0022143167,
-0.011101214,
-0.045700654,
-0.05142114,
0.008849367,
0.017398486,
-0.03130463,
-0.062482845,
0.01807799,
0.004357523,
-0.018441446,
-0.011101214,
0.04118116,
0.04788139,
0.0037293758,
0.0041876463,
-0.03166809,
-0.023482425,
-0.0050488794,
-0.061060626,
-0.08065565,
-0.0151071325,
-0.03764141,
-0.004191597,
-0.04671201,
-0.051389534,
0.024209337,
-0.006226161,
0.0074073933,
-0.030988583,
-0.0440572,
0.018883916,
-0.008154059,
0.02000589,
-0.051990025,
0.02558415,
0.010184673,
0.033627592,
0.01573923,
0.008928378,
-0.00061876426,
0.004614312,
0.0051673977,
-0.0035081415,
-0.017430091,
0.026121432,
0.0007437023,
-0.005914063,
-0.037609804,
0.0053214715,
-0.016940216,
0.010334795,
-0.009165415,
0.04781818,
0.034164876,
-0.0008627144,
0.034670554,
0.024620201,
-0.015889352,
-0.026974764,
0.02092243,
0.02487304,
-0.016434537,
0.06317815,
0.017050833,
-0.0036187586,
-0.015644414,
0.003316537,
-0.054518417,
-0.00932344,
-0.013700715,
-0.06403148,
0.011425164,
0.0498725,
-0.04955645,
-0.05758409,
-0.016110588,
-0.04133918,
-0.07932825,
-0.001503207,
-0.004626164,
0.0008118503,
0.002966908,
0.028728835,
-0.016766388,
-0.022629093,
0.00828838,
0.039632518,
-0.013700715,
-0.0053965333,
0.0015802439,
0.04930361,
0.008983687,
0.019073544,
0.013890345,
-0.043045845,
0.0045906086,
-0.008659737,
0.0022202427,
0.020432554,
0.012073064,
-0.008596527,
0.0015950587,
0.0151071325,
-0.017256264,
0.058311,
0.01768293,
-0.016165895,
0.05900631,
0.03155747,
-0.011946645,
-0.016039476,
-0.014569849,
0.0056059156,
0.016466143,
0.019832062,
0.033311542,
-0.018346632,
-0.004325918,
0.00051851757,
-0.005104188,
-0.016481945,
-0.015391576,
-0.038083877,
0.0017234535,
-0.0041086343,
0.036630053,
-0.015186144,
-0.0013491333,
0.0097738085,
0.026263654,
0.028649824,
0.0028365378,
0.04102313,
-0.009157513,
0.0013195036,
0.0024098721,
0.008975785,
0.028286368,
0.005953569,
-0.010966893,
0.022139218,
-0.052969776,
-0.03530265,
0.01016887,
0.08406898,
0.020748602,
0.018694285,
0.03710413,
-0.022360452,
0.020574776,
0.0641579,
0.019768853,
-0.02390909,
-0.02687995,
0.018678483,
0.022565885,
0.02092243,
-0.04974608,
0.007494307,
-0.02804933,
0.009513069,
0.02571057,
0.029376736,
-0.047344107,
-0.0008271589,
-0.0016987623,
0.03277426,
-0.016466143,
-0.0061866553,
-0.015304662,
0.013511086,
0.013953554,
-0.042350538,
-0.008841465,
-0.020543171,
-0.005100237,
0.011709608,
-0.030451301,
-0.043045845,
-0.0058824583,
-0.018804902,
-0.023229586,
0.042982634,
0.06529568,
0.011749114,
-0.01580244,
-0.03135204,
0.01069035,
0.017998978,
-0.018093793,
0.0015812316,
0.019958481,
-0.00343308,
0.025078472,
-0.0054913475,
-0.014546146,
-0.02319798,
0.035018206,
-0.03713573,
0.017603917,
-0.02876044,
0.021665145,
0.021238478,
-0.0097738085,
-0.0058271494,
0.040233012,
-0.0016730833,
-0.009165415,
-0.005297768,
0.034449317,
0.0030933276,
0.030546116,
0.026674518,
0.024398966,
0.007099246,
-0.0064869015,
0.0078182565,
0.027717479,
0.041117948,
-0.008762453,
-0.01833083,
-0.029787598,
0.009797513,
-0.0010449364,
-0.00874665,
-0.0025619706,
0.0053965333,
-0.043614734,
0.017303672,
-0.01638713,
-0.016181698,
0.009157513,
-0.04307745,
-0.022960944,
-0.023482425,
-0.04054906,
0.024367362,
0.046996456,
-0.024620201,
0.024177732,
-0.060460135,
-0.06267247,
-0.0317313,
0.0005397521,
0.0062459144,
0.03155747,
0.037230548,
0.0272118,
-0.01793577,
-0.008106652,
0.01795157,
-0.04004338,
0.029961426,
-0.008509614,
0.014830589,
0.030040437,
-0.013226642,
-0.025110077,
-0.0073362826,
-0.016339723,
0.007857763,
0.017382683,
0.020527368,
-0.011915039,
-0.045036953,
-0.044404857,
0.030166857,
-0.020890824,
-0.030862164,
-0.035397466,
0.011275041,
0.010848375,
0.0068227034,
0.0064869015,
-0.018473051,
-0.04639596,
-0.020258727,
0.020448357,
-0.029676981,
-0.0017303671,
-0.046933245,
-0.05252731,
0.020574776,
0.019579222,
0.008659737,
-0.051926818,
0.019784654,
-0.024130326,
0.023245389,
-0.0011348127,
-0.03400685,
0.007857763,
-0.02194959,
0.016015772,
0.0019338236,
0.006076038,
0.013044914,
0.011899237,
-0.013439975,
0.031178214,
0.069151476,
-0.046016704,
0.005084435,
0.00699653,
-0.01820441,
-0.029108094,
0.0012701211,
-0.007798504,
0.064631976,
-0.0034192528,
0.018694285,
-0.034228083,
0.0012217261,
-0.062419634,
-0.0061550504,
0.006743691,
-0.041718442,
-0.0557194,
-0.0015911082,
-0.011393559,
0.008888872,
0.00660542,
0.0024039461,
-0.0043496215,
0.0028641922,
-0.029439945,
0.024430571,
0.0054873973,
-0.032426607,
-0.0220286,
-0.025852792,
0.050251756,
-0.008936279,
-0.002216292,
0.09993463,
-0.029297723,
0.017445894,
-0.004043449,
0.013416271,
-0.020875022,
-0.010895782,
-0.040959924,
-0.0104296105,
-0.022945141,
0.017398486,
-0.07167987,
-0.062798895,
0.011156523,
0.07490356,
0.048734725,
-0.054360393,
0.015628614,
-0.018283423,
0.023782672,
-0.037609804,
0.04592189,
0.008715046,
0.0032395,
0.02125428,
0.020954035,
-0.017398486,
-0.003719499,
-0.0059614703,
-0.037009314,
-0.022012798,
0.0401698,
-0.0031209819,
-0.024240943,
0.046206333,
-0.020527368,
-0.04522658,
-0.0589431,
0.007016283,
0.004811843,
-0.023039958,
-0.012144174,
0.012965902,
0.02240786,
-0.049493242,
0.0239723,
0.022486871,
-0.025362916,
-0.03018266,
0.0032750557,
-0.03438611,
0.010619239,
0.002512588,
0.06042853,
0.0027120938,
-0.010398005,
-0.004191597,
-0.008596527,
-0.04393078,
0.007604924,
0.05745767,
-0.046617195,
0.009370847,
-0.00018592557,
0.014854293,
0.07724232,
-0.02014811,
0.012152076,
0.016750585,
-0.054644834,
-0.05382311,
-0.021222677,
0.023087364,
-0.033595987,
0.008335787,
-0.025742173,
0.040454246,
0.0317629,
0.06298853,
-0.007747146,
-0.087671936,
0.0056651747,
-0.005538755,
-0.0032829568,
-0.03463895,
-0.047849786,
0.009623686,
0.06877222,
-0.0012009854,
-0.09114847,
-0.01126714,
0.023861684,
0.0001412343,
-0.025821187,
-0.0077827014,
-0.01780935,
-0.024651805,
0.014719972,
0.008762453,
-0.00068296166,
0.00686616,
0.039600912,
0.0161975,
-0.018915521,
-0.023134772,
0.061123837,
-0.00965529,
0.002034564,
0.013353061,
-0.039316468,
-0.020780208,
-0.028333774,
-0.013882443,
-0.0011417263,
0.031035991,
-0.040074985,
0.009189119,
0.07477714,
-0.0023604895,
0.007039987,
0.008825663,
0.061755933,
-0.025647359,
0.0046972753,
-0.024604399,
0.038747583,
-0.05739446,
-0.021854773,
0.01302121,
-0.0024276497,
0.010121463,
0.044657692,
0.005677026,
0.015573304,
0.026532296,
0.069151476,
-0.0068385056,
0.021538725,
0.011101214,
0.011551583,
0.044942137,
-0.033058703,
-0.025125878,
-0.028302168,
-0.010548129,
0.021191072,
-0.03309031,
0.024209337,
0.021601934,
-0.009339241,
0.0018488854,
0.009094304,
-0.0021372798,
0.034449317,
-0.0064592473,
0.014024665,
0.027369825,
-0.045005348,
-0.0043180166,
-0.015059724,
-0.05628829,
-0.02616884,
0.030087845,
-0.03615598,
0.034164876,
-0.023213783,
-0.038494743,
0.013116024,
0.028096737,
0.04159202,
-0.012025656,
0.04936682,
0.017967373,
0.007668134,
-0.006072087,
-0.03290068,
0.035018206,
-0.03290068,
-0.01496491,
-0.047091268,
-0.002216292,
0.03192093,
-0.021112058,
-0.049461637,
0.0075812205,
-0.05467644,
-0.00035333267,
0.028728835,
-0.026074026,
0.0029234514,
-0.056857176,
0.01774614,
-0.019452803,
-0.029392537,
0.006119495,
0.041149553,
0.04481572,
0.016229106,
-0.004586658,
0.021001441,
0.04911398,
-0.016047377,
-0.023435017,
0.026200445,
0.019658234,
-0.0298034,
-0.014830589,
-0.0070044314,
0.056635942,
0.049461637,
0.0029965376,
-0.011772817,
0.020748602,
0.010650844,
-0.006297272,
-0.04481572,
0.04067548,
0.020306135,
0.016355526,
-0.01885231,
-0.0053214715,
-0.0019970334,
-0.027575256,
-0.0200849,
0.003279006,
0.013392568,
-0.012404915,
-0.0007135789,
-0.049493242,
0.017872559,
0.0086202305,
-0.055751007,
0.0007995047,
0.025931804,
0.0022044403,
0.029376736,
-0.035587095,
-0.012910593,
-0.021981193,
0.0059377667,
0.032869074,
0.026785135,
-0.0104059065,
0.017177252,
0.008154059,
0.046553988,
-0.01793577,
-0.020843418,
-0.020732801,
-0.0016325895,
-0.06516926,
0.0050014723,
-0.03802067,
-0.0032493765,
0.01159899,
-0.014174788,
-0.051547557,
-0.06984678,
-0.009339241,
-0.052179657,
0.030135252,
0.025884395,
-0.041939676,
-0.019278977,
0.03388043,
-0.0063565313,
0.022550082,
-0.0007022209,
0.02662711,
0.018615274,
0.08545959,
0.0005723446,
-0.03473376,
-0.00226765,
0.00965529,
-0.027290814,
-0.012333804,
-0.035334256,
-0.011867632,
-0.026121432,
-0.032458212,
-0.047375713,
-0.0011999977,
0.0063209757,
-0.03596635,
-0.03135204,
0.000012307076,
0.03181031,
-0.025505137,
0.000042932017,
0.07964429,
-0.012262693,
-0.02215502,
-0.0075693685,
0.0044207326,
-0.03555549,
0.0024928348,
-0.04178165,
-0.023087364,
-0.0116622,
-0.056762364,
-0.023751067,
-0.012792075,
-0.02021132,
-0.013748122,
-0.02351403,
-0.007652331,
0.04838707,
0.030783152,
0.068961844,
-0.0018162929,
-0.052495703,
-0.011504176,
0.03296389,
0.03375401,
0.010461215,
0.07831689,
0.05714162,
-0.0023170328,
-0.017461695,
-0.007857763,
0.01159899,
0.043867573,
-0.012278495,
-0.024667608,
0.027622664,
-0.02545773,
-0.05486607,
-0.03640882,
0.020606382,
0.023735264,
-0.016529351,
-0.0310834,
0.016545154,
-0.0034745615,
-0.029455747,
-0.0136375055,
0.030561918,
0.025663162,
0.0057876436,
-0.0076404796,
-0.06333618,
0.29683304,
0.057994954,
0.04004338,
0.026785135,
0.04993571,
0.002648884,
0.020132309,
-0.018378237,
0.036092773,
-0.019468606,
-0.0014488861,
-0.03814709,
-0.02662711,
0.021775762,
-0.044468064,
0.015359972,
-0.06624383,
0.0049382625,
-0.02021132,
-0.042919427,
-0.040517453,
0.016861202,
0.01198615,
0.079833925,
0.043456707,
-0.051610768,
0.03438611,
-0.029914018,
0.011006399,
-0.0128473835,
-0.0014370343,
-0.023466622,
0.01950021,
-0.02261329,
0.0003614808,
0.02319798,
0.010714054,
-0.06377865,
-0.0062814695,
0.031257227,
-0.0134794805,
-0.040896714,
-0.007893318,
0.012958,
-0.018188609,
0.016655771,
0.015517996,
0.0056888782,
0.03264784,
-0.06687593,
0.07073172,
-0.030451301,
0.038715977,
-0.018678483,
-0.019705642,
-0.03893721,
-0.016102687,
-0.009528871,
0.015399477,
0.03647203,
-0.009362945,
0.016055278,
-0.0110143,
0.030577721,
0.019231569,
-0.0055624587,
0.0052029532,
0.0029392538,
-0.024193535,
0.0013412321,
0.018741693,
0.027938712,
-0.0096157845,
0.0077906027,
-0.006309124,
0.040707085,
-0.02338761,
0.01496491,
-0.011899237,
-0.014625158,
0.0030399943,
-0.050631016,
-0.017983176,
-0.019152557,
0.02480983,
0.06260926,
-0.040580664,
-0.03473376,
-0.016687376,
0.018757496,
-0.005598014,
0.0023664152,
0.011006399,
0.01956342,
0.0023091314
] |
TAPEX is a generative (seq2seq) model. One can directly plug in the weights of TAPEX into a BART model.
TAPEX has checkpoints on the hub that are either pre-trained only, or fine-tuned on WTQ, SQA, WikiSQL and TabFact.
Sentences + tables are presented to the model as sentence + " " + linearized table. The linearized table has the following format:
col: col1 | col2 | col 3 row 1 : val1 | val2 | val3 row 2 : .
TAPEX has its own tokenizer, that allows to prepare all data for the model easily. One can pass Pandas DataFrames and strings to the tokenizer,
and it will automatically create the input_ids and attention_mask (as shown in the usage examples below). |
[
0.07004545,
-0.005637897,
-0.009395227,
0.008839431,
-0.045894995,
0.03191636,
-0.0137121575,
0.008093295,
0.03977363,
0.053478178,
0.02873386,
-0.009448522,
-0.021790225,
-0.05262545,
0.015143521,
0.045346815,
-0.017648408,
-0.04236227,
-0.050036814,
0.01618659,
-0.007461363,
0.02868818,
-0.041144088,
-0.032769088,
0.008740454,
0.0055160793,
-0.019429998,
-0.022429772,
0.075527266,
0.037702724,
-0.017922498,
0.010308863,
0.023876362,
-0.018242272,
0.0031539486,
-0.034200452,
0.015607953,
-0.006951249,
-0.012493976,
-0.04129636,
-0.0017168749,
-0.018348861,
0.024013408,
-0.023038862,
-0.03007386,
0.027804997,
-0.0153947715,
-0.072725445,
-0.021211589,
-0.02600818,
-0.014648635,
0.012821362,
0.023982953,
-0.0033043178,
0.010453522,
0.009387613,
-0.04860545,
-0.030698178,
-0.052046813,
0.028672952,
0.034352724,
-0.010027158,
-0.03834227,
-0.084480904,
0.010316476,
0.017176362,
0.018242272,
0.003230085,
0.015074999,
-0.009958635,
-0.035357725,
-0.0026514486,
-0.048514087,
-0.008588181,
-0.025429543,
-0.018485907,
0.029525679,
0.0064221015,
-0.013521817,
0.07400454,
-0.0010906534,
0.006410681,
-0.034352724,
0.015653634,
-0.01445068,
-0.037367724,
0.045559995,
-0.006307897,
0.019155908,
-0.032220908,
-0.008831818,
0.009166817,
-0.021363862,
0.015821135,
0.017511362,
0.044189543,
-0.037641816,
0.06992363,
0.0103621585,
0.0039019883,
0.031794544,
0.06821818,
-0.05804636,
0.038494542,
0.0028608236,
0.014069999,
0.04056545,
0.024302725,
-0.017024089,
-0.04141818,
0.009760681,
0.010430681,
-0.006269829,
0.042270906,
0.014739999,
0.05597545,
-0.012493976,
-0.00031192115,
-0.04023045,
-0.036301814,
-0.021957725,
-0.02707409,
0.005116363,
-0.03913409,
0.01486943,
-0.027439544,
-0.00906784,
-0.0128365895,
-0.08813544,
-0.005508465,
-0.0073052836,
-0.015044544,
0.026876135,
0.09928181,
0.011869658,
0.017282953,
0.011763067,
0.02533818,
0.010986476,
-0.004594829,
0.015006476,
0.00032357953,
-0.024820453,
0.052473176,
-0.006033806,
0.024317952,
0.015227271,
-0.02856636,
-0.038098633,
0.034961816,
-0.038098633,
0.0019167328,
-0.0065553403,
0.0057939766,
-0.035357725,
-0.021439997,
-0.0056759655,
0.001352372,
0.02919068,
0.012318863,
-0.013872044,
0.00050154823,
-0.044341814,
0.013323862,
-0.03788545,
0.052229542,
-0.054879088,
0.02276477,
0.008603408,
-0.015775453,
0.026815224,
-0.011062613,
0.034779087,
0.03678909,
0.059386358,
0.04050454,
0.041387722,
-0.014389772,
0.009882499,
-0.02556659,
0.0012619601,
-0.015402385,
-0.016734771,
0.039895453,
-0.010187045,
0.021287726,
0.011679317,
0.016902272,
0.018820908,
-0.015288181,
0.01428318,
0.029769316,
-0.059386358,
0.04202727,
-0.023556588,
0.013445681,
-0.02768318,
-0.0006852272,
-0.0077164196,
0.004039034,
0.009083067,
0.093008175,
-0.013978635,
0.019049317,
-0.021805452,
0.03922545,
0.038646813,
0.03946909,
-0.07315181,
-0.03554045,
0.07077636,
0.068400905,
-0.038311817,
-0.021242043,
0.044037268,
0.004453977,
-0.00302071,
0.019856362,
0.008489204,
0.014877045,
0.003030227,
0.012037158,
0.041600905,
-0.02115068,
-0.012280795,
0.022094771,
-0.010560113,
0.04479863,
-0.022475453,
0.037215453,
0.0031253975,
0.024135225,
-0.015508976,
0.057102267,
0.006852272,
-0.023023635,
0.011306249,
0.028916588,
-0.009600795,
-0.0146562485,
0.010286022,
0.004347386,
0.012707158,
0.034870453,
0.017115453,
-0.008420681,
-0.035844997,
-0.0034109089,
-0.028825225,
0.00890034,
-0.054178633,
0.083689086,
0.010917953,
0.017161135,
-0.04498136,
-0.025368635,
0.01325534,
0.008413067,
-0.035692725,
-0.042423178,
0.017039318,
0.028840452,
-0.021181135,
-0.013719772,
0.05061545,
0.029647497,
0.020632952,
0.009760681,
-0.038768634,
-0.037215453,
-0.007400454,
-0.04860545,
-0.05597545,
0.0004063778,
-0.027591815,
-0.032769088,
-0.059173178,
-0.07321272,
0.009852044,
-0.021896817,
0.039499544,
-0.018836135,
-0.030317497,
0.01991727,
-0.010712385,
0.043458633,
-0.059416812,
0.014458294,
0.010263181,
0.04766136,
0.009463749,
-0.0025258237,
0.019049317,
0.012691931,
0.024257043,
0.013544658,
-0.010872272,
0.024454998,
0.005013579,
-0.021805452,
-0.022521134,
0.00039638492,
0.002676193,
0.03286045,
-0.014526817,
0.025033634,
0.03666727,
0.003123494,
0.037245907,
0.02975409,
-0.017952953,
0.002308835,
-0.015836362,
0.015684089,
-0.021972952,
0.0650509,
0.03493136,
-0.02198818,
-0.013727386,
-0.01757227,
-0.06425908,
-0.0029255396,
-0.040809087,
-0.05859454,
-0.004678579,
0.064868174,
-0.06279727,
-0.05911227,
-0.005683579,
-0.04644318,
-0.08661272,
-0.012021931,
-0.020465452,
0.016826134,
-0.008534886,
0.014039544,
-0.015417612,
-0.027881134,
-0.0062127267,
0.018531589,
-0.004267443,
-0.0044082953,
0.00034761007,
0.026799997,
0.030347953,
-0.006003352,
-0.0071377833,
-0.06419817,
0.013864431,
-0.030408861,
-0.009022159,
0.027195906,
-0.024454998,
0.01746568,
-0.0026343178,
0.040108632,
-0.008100908,
0.024363635,
0.025627498,
0.0043549994,
0.029982498,
0.03130727,
-0.022871362,
-0.00729767,
-0.020617725,
-0.0018634374,
0.0074651698,
0.018364089,
0.027561361,
-0.044615906,
0.033560906,
-0.0030759089,
0.002643835,
-0.013491362,
-0.008641477,
-0.045072723,
0.0010678124,
0.026419315,
0.022018634,
-0.0063764197,
0.0015160652,
0.01082659,
0.008222726,
0.032068633,
0.005375227,
0.025551362,
-0.0185925,
-0.00015191582,
-0.012722385,
-0.009798749,
0.009753067,
0.0063611926,
0.00035046518,
0.017952953,
-0.056340903,
-0.04029136,
0.02584068,
0.043154087,
0.013727386,
0.0011515624,
0.029952044,
-0.026739089,
0.024317952,
0.041144088,
0.026708635,
-0.043489087,
-0.008329318,
0.03410909,
0.023982953,
0.010004317,
-0.04552954,
-0.012037158,
-0.02762227,
0.006483011,
0.021409543,
0.018287953,
-0.045742724,
0.020389317,
-0.017754998,
0.044037268,
-0.016749999,
-0.029952044,
-0.0053599994,
0.013369544,
0.034474544,
-0.03426136,
0.0035593747,
-0.03733727,
-0.01199909,
0.028642498,
-0.002811335,
-0.019323407,
-0.015143521,
-0.026282271,
-0.03621045,
0.032555908,
0.09398272,
-0.00034189984,
-0.0024040055,
-0.01618659,
-0.012844203,
0.02443977,
0.00647159,
0.0002695703,
0.01601909,
0.007286249,
0.009357158,
0.016475908,
-0.019902043,
-0.02852068,
0.015988635,
-0.032434087,
0.022186134,
-0.026282271,
0.0068827267,
0.026267042,
-0.0070768744,
-0.04309318,
0.043793634,
0.016749999,
-0.0003982883,
0.008413067,
0.07680636,
-0.0019681249,
0.010552499,
0.033469543,
0.00072281953,
-0.005184886,
0.019993408,
0.00044468392,
-0.0075831814,
0.045955904,
-0.03019568,
-0.034626815,
-0.001973835,
0.0082684085,
-0.008709999,
-0.01024034,
-0.025536135,
0.020602498,
-0.04933636,
0.01874477,
-0.016460681,
-0.0032871873,
0.0023430963,
-0.037459087,
0.005040227,
-0.011862044,
-0.01819659,
0.037763633,
0.00831409,
-0.018181361,
0.0035688917,
-0.070898175,
-0.05484863,
-0.034444086,
-0.00035926842,
-0.012988863,
0.03666727,
0.039164543,
0.02734818,
-0.016932726,
-0.019567044,
0.0041760793,
-0.046534542,
-0.0012267471,
-0.024972726,
0.01442784,
0.011778294,
-0.014686704,
-0.03007386,
-0.003671676,
0.009463749,
0.020313181,
0.016475908,
-0.0050630677,
0.02573409,
-0.030484997,
-0.06310181,
0.041692268,
-0.024317952,
-0.053264994,
-0.017267726,
0.0066961925,
0.008123749,
0.008085681,
0.04747863,
-0.016475908,
-0.027150225,
-0.02054159,
0.032099087,
-0.00940284,
-0.025048861,
-0.03861636,
-0.04760045,
0.014717158,
0.038464088,
0.014549658,
-0.01608,
0.025322953,
-0.013415226,
0.032555908,
0.009357158,
-0.018242272,
-0.043123633,
-0.025490452,
0.013978635,
-0.023343407,
0.003667869,
-0.0017701703,
-0.020404544,
-0.022612497,
0.027013179,
0.031733632,
-0.04336727,
-0.017831136,
-0.00094742177,
-0.027150225,
-0.026358407,
0.012950795,
-0.03225136,
0.042879995,
-0.0040580677,
0.031885907,
-0.05329545,
-0.028002951,
-0.07388272,
-0.008451136,
0.03252545,
-0.020602498,
-0.04068727,
0.017450454,
-0.0058015906,
-0.0052077267,
0.0032681532,
-0.017374316,
0.0053105108,
-0.010430681,
-0.05061545,
-0.0017644601,
-0.003793494,
-0.039499544,
-0.041783635,
-0.019597499,
0.042788632,
-0.009935794,
0.0017673152,
0.09221636,
-0.013430454,
0.012067612,
0.015805908,
0.045468632,
0.00436642,
-0.014199431,
-0.03520545,
-0.014945567,
-0.0010858948,
0.01863818,
-0.04415909,
-0.04781363,
-0.02188159,
0.058168177,
0.045894995,
-0.041753177,
-0.00050535507,
-0.024652952,
-0.025932044,
-0.04799636,
0.015699318,
0.012219885,
0.020450225,
0.016414998,
0.014816135,
-0.034017723,
-0.003532727,
0.008283636,
-0.039499544,
-0.029510451,
0.051011357,
-0.018683862,
-0.029769316,
0.05329545,
-0.024927042,
-0.04291045,
-0.05518363,
0.014572498,
0.006897954,
-0.027667953,
-0.003839176,
-0.012676704,
0.005508465,
-0.021927271,
-0.009928181,
0.010560113,
-0.06669545,
-0.041144088,
0.022109998,
0.021637952,
-0.0027732668,
-0.0026228975,
0.052534085,
0.01662818,
-0.012973635,
-0.024607271,
-0.0031406248,
-0.04376318,
0.0039019883,
0.056706358,
-0.053264994,
0.023647953,
0.0071035223,
0.021439997,
0.05536636,
-0.012143749,
0.0012771874,
0.037946362,
-0.06815727,
-0.0650509,
-0.028079089,
0.018699089,
-0.053447723,
-0.0011648863,
-0.02131818,
0.028474998,
0.037093632,
0.06961908,
-0.013323862,
-0.072359994,
-0.01907977,
-0.024698634,
-0.014641021,
0.0017673152,
-0.04559045,
0.0015655538,
0.06093954,
0.0067532947,
-0.0925209,
0.02232318,
0.024637725,
-0.0037363917,
-0.05557954,
-0.019597499,
-0.0067380676,
-0.032099087,
0.011534658,
0.01191534,
-0.005478011,
0.004267443,
0.014762839,
0.024820453,
0.024454998,
-0.0058358517,
0.047691815,
-0.0044197156,
0.015234885,
-0.0159125,
-0.012394999,
-0.014915112,
-0.00031929684,
-0.03036318,
0.03203818,
0.021744544,
-0.01501409,
0.034961816,
0.04056545,
-0.014085226,
-0.007636477,
0.048574995,
0.03225136,
0.0020651987,
0.03678909,
-0.025155453,
0.019962953,
-0.05698045,
-0.028246589,
0.003909602,
0.025992952,
0.0064221015,
0.039925907,
0.0020556815,
0.027424315,
0.019323407,
0.06681727,
0.0040580677,
0.018181361,
0.037459087,
0.031794544,
0.05000636,
-0.021927271,
-0.02204909,
-0.04297136,
-0.0052343747,
0.025825452,
-0.048179086,
0.03566227,
0.03432227,
0.01746568,
-0.034352724,
0.01891227,
0.00042802907,
0.036728177,
0.030682951,
-0.00065762777,
0.0074956245,
-0.018150907,
0.016597725,
-0.015775453,
-0.079790905,
-0.011473749,
0.036027726,
-0.025185907,
0.012311249,
-0.019490907,
-0.04029136,
0.0047432953,
0.0155318165,
0.038464088,
-0.0143821575,
0.05631045,
-0.016704317,
0.009676931,
0.023510907,
-0.038372725,
0.02293227,
0.0015569885,
-0.020876588,
-0.06291909,
0.008215113,
0.05457454,
0.008877499,
-0.008923181,
0.012280795,
-0.019551817,
-0.01099409,
0.060360905,
-0.021439997,
-0.0042331815,
-0.03191636,
0.030287042,
-0.022810452,
0.0070730676,
-0.019445226,
0.054056812,
0.022277499,
-0.0119077265,
-0.008839431,
0.017587498,
0.057345904,
-0.026129998,
-0.011816363,
0.01880568,
0.025140226,
-0.013506589,
0.011557499,
-0.011443295,
0.046564996,
0.054939996,
0.023449998,
-0.013788294,
0.016262725,
0.023922043,
-0.0065743746,
-0.05603636,
0.030545907,
0.011641249,
0.004849886,
0.008260795,
0.0075108516,
0.004827045,
-0.04102227,
-0.040260907,
0.009494204,
-0.014404999,
-0.029830225,
-0.035997268,
-0.03130727,
0.020039089,
0.029403862,
-0.037398178,
0.014785681,
0.03007386,
0.036819544,
-0.0081998855,
-0.014100453,
-0.020861361,
0.01920159,
0.019567044,
0.02919068,
0.010674317,
-0.009798749,
0.0109636355,
-0.007864886,
0.03124636,
-0.0028912781,
-0.0085424995,
-0.0125092035,
0.0014542044,
-0.040626362,
0.0065553403,
-0.009220113,
-0.01308784,
-0.0018501135,
-0.04181409,
-0.038098633,
-0.06986272,
0.031733632,
-0.03861636,
0.027667953,
0.018836135,
-0.02573409,
-0.010773295,
0.026434543,
-0.007023579,
0.04717409,
0.0032776701,
0.018227044,
0.020054316,
0.079059996,
0.039986815,
0.0023792612,
-0.013902498,
0.019292952,
-0.026267042,
-0.013575112,
0.0107580675,
-0.016399771,
-0.038098633,
-0.0065058516,
-0.04537727,
-0.02416568,
0.017435227,
-0.027317725,
-0.010879885,
-0.019825907,
0.013156363,
-0.01964318,
-0.0074499426,
0.09349544,
-0.018501135,
-0.02862727,
-0.03286045,
0.004640511,
-0.024180908,
0.006163238,
-0.029282043,
-0.0065743746,
0.0028779544,
-0.051589996,
0.002411619,
-0.014671476,
0.009334317,
-0.01713068,
-0.008641477,
-0.013194431,
0.02427227,
0.018089999,
0.018166134,
-0.011854431,
-0.018516362,
0.007609829,
0.019262498,
0.03879909,
0.022993179,
0.08119181,
0.050645906,
-0.013597953,
0.014580112,
0.009646476,
0.0011068323,
0.04029136,
0.008321703,
-0.022977952,
0.031337723,
-0.03046977,
-0.03164227,
-0.03514454,
0.032281816,
0.027942043,
-0.008770908,
-0.03943863,
-0.017541816,
-0.03365227,
-0.012425453,
-0.024805225,
0.0048422725,
0.027987724,
0.010978863,
0.014412613,
-0.05497045,
0.27798906,
0.019018862,
0.029982498,
0.046960905,
0.029769316,
0.014907499,
0.043884996,
-0.034444086,
0.02711977,
-0.037854996,
0.010887499,
-0.049305905,
-0.022444999,
0.031855453,
-0.021226816,
0.023891589,
-0.042545,
0.003667869,
0.005641704,
-0.014877045,
-0.03922545,
0.015113067,
0.022627726,
0.065903634,
0.039255906,
-0.03554045,
0.022734316,
-0.039712723,
0.008907954,
-0.026404088,
0.014138522,
-0.03036318,
0.009189658,
-0.01847068,
-0.01235693,
0.05457454,
0.020237043,
-0.06541636,
-0.0149303395,
0.028444543,
-0.0023868748,
-0.042788632,
-0.035083633,
0.042270906,
-0.017907271,
0.0010069034,
-0.008991703,
0.022917043,
0.015805908,
-0.07686727,
0.051742267,
-0.036362723,
0.031337723,
-0.016247498,
-0.026221361,
-0.04251454,
-0.013582726,
-0.0038315621,
-0.009867272,
0.032921363,
0.0011487072,
-0.002904602,
-0.042758178,
0.012981249,
0.013156363,
0.0032148578,
0.031276815,
-0.020115225,
-0.0076555107,
0.021302953,
-0.0039438633,
0.044889998,
-0.020785226,
-0.027272044,
-0.004747102,
0.031459544,
-0.024881361,
0.0016807101,
0.023419544,
-0.022109998,
0.004153238,
-0.032951817,
-0.016201816,
-0.029586589,
0.028474998,
0.06291909,
-0.04747863,
-0.029875906,
-0.03225136,
0.018150907,
0.0048460793,
0.024028635,
-0.0025296304,
-0.015592726,
-0.02276477
] | Usage: inference
Below, we illustrate how to use TAPEX for table question answering. As one can see, one can directly plug in the weights of TAPEX into a BART model.
We use the Auto API, which will automatically instantiate the appropriate tokenizer ([TapexTokenizer]) and model ([BartForConditionalGeneration]) for us,
based on the configuration file of the checkpoint on the hub.
thon |
[
0.05091841,
0.010124509,
0.0047086542,
-0.0059426464,
-0.03152092,
-0.006960149,
-0.031030212,
0.018228445,
0.018646993,
0.044337124,
-0.0005092022,
-0.014793473,
0.013032689,
-0.03732285,
-0.0077142552,
0.020032527,
-0.0370342,
-0.054064732,
-0.053198773,
0.0014892698,
0.013436804,
-0.006527169,
-0.06460057,
-0.03498476,
-0.020003662,
0.04488556,
0.008933814,
0.0064513977,
0.06575518,
0.04840713,
0.006346761,
0.0029388499,
0.018978944,
-0.022717,
-0.014382143,
-0.008789488,
0.015515106,
-0.00007340359,
-0.03036631,
-0.0505143,
0.0004086246,
-0.005145242,
0.020104691,
-0.030568367,
-0.05415133,
0.02352523,
-0.0022569068,
-0.026700415,
-0.046935,
-0.038102213,
-0.021879908,
-0.015558404,
0.036976468,
-0.0098647205,
-0.017117132,
-0.036630083,
-0.024102537,
-0.0054519363,
-0.0391125,
0.012888363,
0.018863482,
0.02140363,
-0.02222629,
-0.06731391,
-0.0066895364,
-0.003889601,
0.03287759,
0.014497604,
0.016308902,
-0.0006828451,
-0.04797415,
0.02140363,
-0.0077503365,
-0.0042756745,
-0.03129,
-0.021648984,
0.020855188,
0.016063547,
-0.012974959,
0.05198643,
-0.0057874955,
0.026151974,
0.007169422,
0.032184824,
-0.009402876,
-0.06055943,
0.05986666,
0.010138941,
-0.004279283,
-0.017304756,
0.01122139,
0.019440789,
-0.025646832,
0.004102483,
0.040353708,
0.05002359,
0.003976197,
0.03764037,
0.0009931471,
0.002989364,
0.050052453,
0.09375454,
-0.042605203,
0.012217244,
0.0133429915,
0.005863267,
0.03221369,
0.0016173596,
-0.029558081,
0.0063828425,
-0.007194679,
-0.018834617,
0.020653132,
-0.009460607,
-0.024578815,
0.049359687,
0.0060581076,
0.038823847,
-0.035735257,
-0.024521085,
0.012801766,
0.014382143,
0.01574603,
-0.050283376,
0.028923044,
-0.046963867,
0.022947924,
0.041710377,
-0.051351395,
0.010268835,
0.028215844,
0.01863256,
0.023164414,
0.030395174,
0.019484086,
0.0012114411,
-0.0055782218,
0.018372772,
0.047772095,
0.009742043,
0.01863256,
-0.008515268,
-0.02602208,
0.08469083,
0.050831817,
-0.028490065,
0.012325489,
-0.048233937,
-0.0048205075,
0.017391352,
-0.06367688,
-0.007757553,
0.010030696,
0.0032383273,
-0.0120007545,
0.0107595455,
-0.015875923,
0.017680004,
-0.022240724,
-0.015356347,
0.0073065325,
-0.031434327,
-0.059462547,
0.04009392,
-0.017939793,
0.06338823,
-0.035215683,
-0.028374603,
0.007981259,
-0.026916904,
0.015053261,
-0.0073967366,
-0.0016552453,
0.017376918,
0.028446767,
0.0045607197,
0.058336798,
-0.010571921,
0.00020622913,
-0.016121278,
-0.03758264,
-0.018805752,
-0.0023705638,
-0.0044741235,
-0.0011013921,
-0.0050802953,
-0.0049973074,
-0.010954387,
-0.0103626475,
-0.006657063,
0.030828156,
0.011957456,
-0.03296419,
0.013025473,
-0.026368463,
0.007945177,
-0.03850633,
0.016611988,
-0.024116969,
-0.009034843,
-0.012917228,
0.046299964,
-0.0066642794,
0.023582961,
-0.018531531,
0.027739566,
0.016669719,
0.045924716,
-0.053660616,
0.017535677,
0.0504277,
0.010802844,
-0.020783026,
0.009171953,
0.025877753,
-0.0053040013,
-0.039776403,
0.022211859,
0.008140018,
0.022038667,
0.01081006,
0.024838602,
0.0142306,
0.012217244,
-0.016164575,
0.006985406,
0.0011176289,
0.038881578,
-0.009641015,
0.06817987,
0.021706715,
0.031203404,
0.004567936,
0.06841079,
0.008067856,
0.012426518,
0.030712694,
0.020335613,
0.018978944,
-0.0016435188,
-0.05091841,
0.006927675,
0.039141364,
0.059289355,
-0.004477732,
0.007227153,
-0.023712855,
-0.027176693,
-0.026743714,
0.020595402,
-0.02830244,
0.06304184,
0.017261457,
-0.01580376,
-0.051380258,
-0.03172298,
0.029962195,
0.045434,
-0.019209865,
-0.06841079,
0.010045129,
0.03992073,
0.022125263,
-0.014418224,
0.011546126,
0.010745113,
-0.0028414293,
0.019686144,
-0.046588615,
-0.052159622,
-0.013335775,
-0.057874955,
-0.07834046,
-0.008248263,
-0.039083634,
-0.020638699,
0.01896451,
-0.040931016,
-0.0047339112,
-0.020018095,
-0.021331467,
-0.04205676,
-0.020855188,
0.046473157,
0.022457214,
0.01602025,
-0.03154979,
0.0074616834,
-0.0058344016,
0.05443998,
-0.0009814206,
0.0011329636,
-0.002727772,
-0.030135388,
0.015630567,
0.0034115193,
-0.035619795,
-0.032415748,
-0.021490226,
0.004347838,
-0.0053942055,
0.048811246,
0.02075416,
0.010600787,
-0.009272982,
0.035302278,
0.022081966,
-0.030221984,
0.05247714,
0.051842105,
-0.03645689,
0.015616135,
0.03221369,
0.044827834,
-0.014894502,
0.041277397,
0.059116162,
0.015240885,
-0.036774408,
-0.03665895,
-0.06373461,
0.0076132263,
-0.031145673,
-0.049504012,
0.007295708,
0.04058463,
-0.04361549,
-0.055883247,
-0.001580376,
-0.04612677,
-0.06425419,
-0.015616135,
-0.023813883,
0.03247348,
0.02075416,
-0.007974043,
-0.04251861,
-0.015197587,
-0.004106091,
0.056691475,
-0.0053581237,
-0.013234747,
0.014006893,
0.038275406,
-0.018271744,
0.024304595,
0.049301956,
-0.060155313,
0.0015866902,
0.025329312,
0.0041638217,
-0.004860197,
-0.001647127,
0.010290484,
-0.009778125,
0.036139373,
-0.020566536,
0.04514535,
0.03758264,
0.025083957,
0.040613495,
0.05839453,
-0.008046206,
0.023395337,
-0.03781356,
-0.02830244,
0.0022027842,
0.015789326,
0.05285239,
-0.032906458,
0.030510636,
-0.00030218376,
-0.029269429,
-0.00465814,
-0.013898648,
-0.03714966,
0.03198277,
0.020638699,
0.023698423,
-0.025242716,
-0.013674943,
-0.009799774,
0.012744036,
0.020999515,
0.034667242,
0.03362809,
-0.010326566,
-0.028013786,
-0.021851042,
0.0063251117,
0.007227153,
0.0047988584,
0.00073200633,
0.004499381,
-0.042403147,
-0.028259141,
0.016323335,
0.040873285,
0.02726329,
0.001186184,
0.02574786,
-0.0284612,
0.005996769,
0.047627766,
0.029457053,
-0.029312726,
-0.02303452,
0.03847746,
0.027826162,
0.016525391,
-0.016943939,
-0.017290322,
-0.014346061,
0.008998762,
0.0154285105,
0.024780871,
-0.032790996,
-0.016655287,
-0.030597232,
0.022615973,
-0.024319027,
-0.011387366,
0.0045859767,
-0.005736981,
0.03556207,
-0.038968172,
-0.017420217,
-0.025791157,
-0.013696591,
0.030857021,
0.008407023,
-0.0504277,
-0.031318866,
-0.023424203,
-0.040180515,
0.02177888,
0.06367688,
-0.0057045077,
-0.011365717,
-0.07441478,
0.004113307,
-0.008717325,
0.005275136,
0.0032094622,
0.006263773,
-0.005073079,
-0.0040303194,
0.004650924,
-0.013249179,
-0.021259304,
0.031751845,
-0.031203404,
0.0048565893,
-0.015630567,
-0.02069643,
-0.0355332,
-0.01202962,
0.009900803,
0.048493728,
0.006725618,
0.008161668,
-0.02493963,
0.024073672,
-0.025329312,
-0.065697454,
0.019570682,
0.02981787,
0.012635791,
0.028836448,
-0.010766762,
0.003803005,
0.050283376,
0.0045354622,
0.01651096,
-0.013905865,
0.006530777,
0.003997846,
-0.028417902,
-0.018387204,
0.017896494,
-0.053169906,
0.048233937,
-0.004420001,
-0.013602779,
-0.00015391076,
-0.094043195,
0.0015677473,
-0.010261619,
-0.022298455,
0.011264688,
0.018069686,
-0.0319539,
-0.01802639,
-0.040931016,
-0.032358017,
-0.029139534,
-0.015356347,
0.013913081,
0.03645689,
0.002920809,
0.04046917,
-0.008493618,
-0.014793473,
0.04445258,
-0.035995048,
0.018156283,
-0.015587269,
-0.034811568,
-0.00465814,
-0.016222306,
-0.030626098,
0.0060075936,
-0.02596435,
-0.0015000943,
-0.005668426,
-0.0013250983,
-0.0068446873,
-0.032848727,
-0.026195273,
0.050745223,
-0.014468739,
-0.040931016,
0.00069096347,
0.064081,
0.011834779,
0.0056972913,
0.02162012,
-0.056287363,
-0.04009392,
-0.048695784,
0.018156283,
-0.03997846,
0.019801605,
-0.055248212,
-0.03665895,
-0.002044025,
0.023972644,
-0.024954064,
-0.08515268,
0.014144003,
-0.037120793,
0.004769993,
-0.029846733,
-0.014548118,
-0.034407455,
0.022803597,
-0.003166164,
-0.0040555764,
-0.009857505,
0.01597695,
-0.0054880176,
-0.03850633,
0.036254834,
0.032011632,
-0.029168399,
-0.022947924,
0.008659594,
0.008775055,
-0.021114977,
0.010773978,
-0.026527224,
0.0163522,
-0.01792536,
-0.0014811514,
-0.035302278,
-0.047512308,
-0.059347086,
-0.035013627,
0.049850397,
-0.026498359,
-0.03160752,
-0.02405924,
0.024189133,
0.02118714,
0.030077657,
-0.034032203,
-0.0016678739,
-0.038881578,
-0.062060423,
0.027234424,
-0.0021216006,
-0.021273736,
-0.021605687,
0.019079972,
0.06148312,
-0.021432495,
0.027277721,
0.07522301,
0.0008186023,
0.019108837,
-0.04938855,
0.033772416,
-0.025184985,
-0.008811137,
-0.0076420917,
-0.020523239,
-0.03841973,
0.030626098,
-0.017939793,
-0.06240681,
-0.024347892,
0.029356023,
0.057817224,
-0.025083957,
0.0141367875,
0.0097636925,
-0.045174215,
-0.04846486,
0.026440628,
0.043326836,
0.0031589477,
0.028345738,
0.018141849,
-0.011084281,
0.012015187,
0.011841995,
-0.03752491,
-0.0049540093,
0.053256504,
-0.00040479092,
-0.030510636,
0.05992439,
0.03818881,
-0.045491733,
-0.07193236,
0.014035759,
-0.009871937,
-0.049561743,
-0.029673543,
-0.009128655,
0.018762454,
-0.043153644,
-0.0023435026,
0.025516937,
-0.032184824,
-0.016713016,
0.007378696,
-0.015688298,
-0.015818192,
0.01053584,
0.053718347,
-0.033916745,
-0.0032671927,
-0.08122699,
0.019051107,
-0.047165923,
0.004654532,
0.03966094,
-0.0061266627,
0.026065378,
0.0227603,
-0.0088688675,
0.08572998,
-0.022587107,
0.0042756745,
-0.0034656418,
-0.034840435,
-0.062349077,
-0.0017896495,
0.039689805,
-0.00065127364,
-0.0036857398,
-0.03654349,
-0.009280198,
0.042345416,
0.04465464,
0.0028739027,
-0.07377974,
0.015875923,
-0.0234675,
-0.018084118,
0.008103937,
-0.03639916,
-0.0053689484,
0.071585976,
-0.0026646294,
-0.055796653,
-0.0033014703,
0.024420055,
-0.009301848,
-0.015053261,
-0.056778073,
0.02374172,
-0.04341343,
0.0044344338,
-0.0021703108,
-0.002727772,
-0.009684313,
0.044192795,
0.013573914,
0.00019033065,
-0.008933814,
0.028446767,
-0.021894341,
0.018978944,
0.027725134,
0.010478109,
-0.0127945505,
-0.0038535194,
-0.029327158,
0.037236255,
0.022500511,
-0.060328506,
0.0028522538,
0.01208735,
0.027277721,
-0.021216005,
0.033887878,
0.042229954,
-0.0192243,
0.02895191,
-0.033599224,
0.001736429,
-0.026368463,
-0.02374172,
-0.0040267115,
0.015890354,
-0.009005978,
0.05008132,
0.010326566,
0.024116969,
0.0040411437,
0.0071080835,
-0.008515268,
0.036976468,
0.02079746,
-0.017997524,
0.035995048,
-0.031925038,
0.0043550543,
-0.03792902,
-0.0012808983,
0.056806937,
-0.010838925,
0.011257472,
-0.011077064,
-0.04491443,
-0.027364317,
-0.0031914213,
0.02781173,
0.043586623,
0.042836126,
-0.058048144,
-0.01371824,
-0.013999677,
-0.027248856,
-0.020941785,
-0.06061716,
-0.045376275,
0.022457214,
-0.053429697,
0.018719155,
-0.040209383,
-0.020032527,
0.031030212,
0.049561743,
0.018271744,
-0.017131563,
0.034696106,
0.012585277,
-0.030770425,
-0.03764037,
-0.05394927,
0.019642847,
0.008587431,
-0.006985406,
-0.033714686,
0.019152137,
0.07112414,
0.040007323,
-0.009518337,
-0.040815555,
0.0050189565,
0.014201734,
0.04095988,
-0.0070142713,
0.017752169,
-0.025589101,
0.039747536,
-0.044741236,
0.012635791,
0.024203565,
0.0137904035,
0.03905477,
0.011142011,
-0.0056576016,
0.026628252,
0.026209705,
-0.027523076,
0.026974635,
0.023626259,
-0.005910173,
-0.023871614,
0.00033578477,
-0.014526469,
0.07470343,
0.061079003,
0.01537078,
-0.01656869,
0.013667726,
0.025632398,
-0.0012890167,
-0.027797297,
0.035937317,
0.05986666,
0.013350207,
-0.008695676,
-0.010182239,
-0.008948247,
-0.009597717,
0.00076538185,
0.027277721,
0.012917228,
-0.0026898864,
-0.034407455,
-0.04996586,
0.033599224,
0.038304273,
-0.043759815,
0.0076132263,
0.0033014703,
0.021793311,
0.014865637,
0.020869622,
-0.020335613,
0.024752006,
-0.0002331776,
0.04399074,
0.03307965,
0.0016660698,
0.035879586,
0.010723464,
0.0026628252,
-0.02124487,
0.009222467,
-0.018315041,
-0.0019520168,
-0.06517788,
0.014562551,
-0.0063611935,
-0.011437881,
0.012412085,
-0.04237428,
-0.027407615,
-0.06252227,
0.015385212,
-0.040151652,
0.028446767,
0.016092412,
-0.045866985,
-0.03862179,
0.040007323,
-0.02596435,
0.041104205,
-0.007111692,
0.056633744,
0.03891044,
0.05556573,
0.008342076,
0.0058091446,
0.025516937,
0.03891044,
-0.017593408,
-0.024420055,
0.016987236,
-0.012989392,
-0.01841607,
-0.041710377,
-0.03036631,
-0.031318866,
0.016409932,
-0.025271581,
-0.012015187,
0.004001454,
-0.004567936,
-0.025430342,
0.028720988,
0.07285605,
0.023222145,
-0.021908773,
-0.00008315691,
0.018545965,
-0.039862998,
0.00939566,
-0.038881578,
0.020494374,
-0.018733589,
-0.04231655,
-0.019902634,
-0.032069363,
-0.017189294,
-0.026541656,
-0.0055565727,
-0.032415748,
0.03645689,
0.0170594,
0.04350003,
-0.0013260003,
-0.01798309,
-0.013682159,
0.045001023,
0.04601131,
0.0020151597,
0.061252195,
0.058221336,
-0.0017201923,
0.0016895229,
0.041190803,
0.018704724,
0.0049107117,
-0.007357047,
-0.011697669,
0.009799774,
-0.034320857,
-0.07141279,
-0.031059077,
0.022081966,
0.032502342,
0.0062312996,
-0.052823525,
0.017781034,
-0.07187463,
-0.041652646,
0.009684313,
0.032184824,
-0.01906554,
-0.009222467,
-0.02753751,
-0.04540514,
0.24893446,
0.08399806,
0.045376275,
0.0027313803,
0.020826323,
0.04156605,
0.023020087,
-0.037351716,
0.020191288,
0.007317357,
-0.024088103,
-0.02954365,
0.005224622,
0.02851893,
-0.043211374,
0.044510312,
-0.0697386,
-0.005026173,
-0.020811891,
-0.047743227,
-0.054786365,
0.011120362,
0.009143088,
0.034465186,
0.04318251,
-0.007136949,
0.041277397,
-0.028389037,
0.0065127364,
0.010261619,
-0.0026736497,
-0.00023475618,
0.029760139,
-0.021302601,
0.007256018,
0.0048926705,
0.02124487,
-0.052015293,
0.0094173085,
0.020840757,
0.017131563,
-0.044250526,
0.021057246,
-0.0023110292,
-0.04009392,
0.029153967,
-0.004430826,
0.039314557,
0.037063062,
-0.041363996,
0.022615973,
-0.022096397,
0.02879315,
-0.03639916,
-0.044221662,
0.005235446,
-0.021533525,
-0.024463354,
-0.014822339,
0.04009392,
0.005119985,
0.01138015,
0.031809576,
0.008594647,
-0.00544472,
0.0025996824,
0.008370941,
0.03856406,
-0.041421726,
0.0060256342,
-0.009511121,
0.03504249,
-0.016092412,
-0.0058704834,
0.019123271,
0.047772095,
0.002834213,
0.029038506,
-0.005397814,
-0.021302601,
0.008313211,
-0.02851893,
0.01039873,
-0.05605644,
0.027754,
0.05507502,
0.002350719,
0.009503905,
-0.016337767,
0.036572352,
0.008645161,
0.01863256,
-0.020104691,
-0.022255156,
-0.003673111
] |
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
import pandas as pd
tokenizer = AutoTokenizer.from_pretrained("microsoft/tapex-large-finetuned-wtq")
model = AutoModelForSeq2SeqLM.from_pretrained("microsoft/tapex-large-finetuned-wtq")
prepare table + question
data = {"Actors": ["Brad Pitt", "Leonardo Di Caprio", "George Clooney"], "Number of movies": ["87", "53", "69"]}
table = pd.DataFrame.from_dict(data)
question = "how many movies does Leonardo Di Caprio have?"
encoding = tokenizer(table, question, return_tensors="pt")
let the model generate an answer autoregressively
outputs = model.generate(**encoding)
decode back to text
predicted_answer = tokenizer.batch_decode(outputs, skip_special_tokens=True)[0]
print(predicted_answer)
53 |
[
0.05007237,
-0.007778087,
-0.0029895622,
0.019512398,
-0.027932439,
-0.024961539,
0.003415043,
-0.02933578,
0.007416055,
0.0723168,
0.037203442,
0.0022524355,
-0.0039375634,
-0.031560224,
0.012652455,
0.0012064619,
-0.021020243,
-0.021050101,
-0.05702935,
-0.008793269,
0.012055289,
0.021050101,
-0.08085628,
-0.003232161,
-0.03460577,
0.023244686,
-0.0026667195,
-0.005773849,
0.1003836,
0.05428239,
0.002401727,
-0.025513917,
0.032037955,
-0.01739246,
-0.012480769,
-0.02966422,
0.02845496,
-0.0025659476,
-0.0046429657,
-0.03332186,
0.018392712,
-0.008166245,
0.029977733,
-0.057327937,
-0.060104758,
0.012070218,
-0.011786564,
-0.04741498,
-0.018527076,
-0.014794787,
-0.0148918275,
0.018870445,
0.029709008,
-0.010248861,
0.018153846,
-0.018123988,
-0.008703695,
-0.023259616,
-0.060851216,
0.012831604,
0.02687247,
-0.021094888,
0.0069681806,
-0.083364375,
0.0097487345,
0.0054454072,
0.0022804276,
-0.014294661,
-0.0053110453,
-0.014757465,
-0.050520245,
-0.008479757,
-0.053655364,
-0.025558705,
-0.02615587,
-0.04392156,
0.00030464795,
0.0030828696,
-0.04550405,
0.037860323,
0.0033534602,
0.0106743425,
0.010696736,
0.019810982,
-0.011480517,
-0.03917409,
0.025678137,
0.020960527,
-0.0107415235,
-0.00992042,
0.0009531329,
0.013361589,
-0.009017207,
0.016108552,
0.016213058,
0.04377227,
-0.006527771,
0.05302834,
0.01719838,
0.011928391,
0.04165233,
0.07816903,
-0.04015941,
0.06144838,
-0.032276824,
-0.013824393,
0.014899292,
-0.012189651,
0.00602018,
-0.01894509,
0.018736083,
0.005232667,
0.011010248,
0.009853239,
-0.008800734,
0.02896255,
-0.017885122,
0.028365385,
-0.025051113,
-0.027962297,
-0.025379555,
-0.032903846,
-0.0055275178,
-0.021527834,
0.0015675607,
-0.041682187,
0.01580997,
0.018646508,
-0.06604656,
-0.030903341,
0.016481781,
-0.017959768,
-0.0039636893,
0.0647328,
0.009905491,
0.009771129,
-0.0013772141,
0.02738006,
-0.0028738615,
-0.0038853113,
0.027320344,
-0.025887147,
-0.023946356,
0.08342409,
0.016362349,
0.0008607588,
0.0032284288,
-0.026185729,
-0.04634008,
0.03917409,
-0.03194838,
0.008554403,
0.013316802,
0.0039114375,
-0.022707237,
-0.024289727,
-0.009390435,
0.025767714,
0.0012755092,
0.005501392,
-0.019228745,
0.013600456,
-0.060851216,
-0.005374494,
-0.041562755,
0.06437449,
-0.02879833,
0.0022020496,
-0.015929403,
-0.0509084,
0.0379499,
0.013831858,
-0.017974697,
0.019616904,
0.05658148,
0.06700203,
0.0501918,
-0.02370749,
0.032067813,
-0.0015946198,
-0.008278213,
-0.032784414,
0.017138664,
0.035382085,
0.013309337,
0.029261135,
0.0038199963,
0.00041848273,
0.023304403,
-0.0010888949,
0.008069206,
0.0463998,
-0.024871964,
0.04407085,
0.008039347,
-0.0070950785,
-0.03738259,
0.036755566,
0.015541245,
-0.019945344,
-0.02723077,
0.049087044,
0.02845496,
0.0023046876,
-0.030903341,
-0.0073152836,
0.0048743673,
0.039472673,
-0.071600206,
0.030783907,
0.03950253,
0.011637272,
-0.001077698,
-0.0047176112,
0.051625002,
-0.017511893,
-0.04410071,
0.0069831097,
0.034277327,
0.011167004,
-0.011084894,
0.020467864,
0.059865892,
-0.024185224,
-0.019587046,
0.02403593,
0.02127404,
0.057745952,
0.0013314936,
0.052789476,
0.015615891,
0.014757465,
-0.021856276,
0.038547065,
0.027021762,
-0.027156124,
0.059955467,
0.040308706,
0.019213816,
-0.0007310618,
-0.032037955,
-0.0034038462,
0.004154036,
0.06807692,
0.01861665,
0.027290486,
-0.034695346,
0.009532263,
-0.020870952,
-0.011480517,
-0.049236335,
0.076496966,
0.0061470773,
0.0065538967,
-0.06652429,
-0.036397267,
0.000019492454,
0.01985577,
-0.052998483,
-0.021318827,
-0.0071995826,
0.011973178,
-0.0316498,
-0.012256832,
0.038726214,
0.034874495,
0.015153088,
0.010793775,
-0.019034667,
-0.015063512,
-0.058910426,
-0.047355264,
-0.09262045,
-0.01509337,
-0.045563765,
-0.020661943,
-0.029918017,
-0.064314775,
0.0008253021,
-0.019825911,
0.013369054,
-0.0046690917,
-0.049445346,
0.032575406,
0.016272774,
0.014608174,
-0.04251822,
0.032784414,
0.01168206,
0.0435334,
-0.0013146983,
-0.011473052,
0.0030530111,
0.010995319,
0.02738006,
-0.006557629,
-0.008979884,
0.025588563,
-0.009771129,
-0.008546938,
-0.044847168,
-0.022259362,
0.01792991,
-0.0017765688,
-0.047056682,
0.052401315,
0.039233807,
-0.0046840208,
0.042906377,
0.031739373,
-0.015391953,
0.006971913,
0.005322242,
0.043264676,
-0.019616904,
0.057208505,
0.016989373,
-0.024319585,
-0.035949394,
-0.038905364,
-0.048042003,
-0.008113993,
-0.010166751,
-0.062224697,
-0.009330719,
0.044130567,
-0.055566296,
-0.084021255,
-0.015660679,
-0.06616599,
-0.088738866,
0.013249621,
-0.007688512,
0.040876012,
-0.0007156661,
0.01898988,
-0.028410172,
-0.0013193636,
0.014847039,
0.022214575,
-0.0013193636,
-0.03209767,
0.018556934,
0.05601417,
0.008912702,
0.0010954264,
0.0028831922,
-0.034456477,
-0.00076278625,
-0.027559211,
0.005202809,
0.027335273,
0.005348368,
0.0025771444,
0.014981402,
0.031918522,
-0.01931832,
0.011271508,
0.030664474,
0.026051367,
0.034993928,
0.03568067,
-0.027962297,
-0.0004028538,
-0.038099192,
-0.0075242915,
0.025051113,
0.026335021,
0.034904353,
-0.04213006,
0.02403593,
-0.0023308136,
0.0040047443,
0.008539474,
-0.008390183,
-0.059985325,
0.02721584,
-0.004180162,
0.057178643,
-0.023811994,
-0.00085842615,
0.023050608,
0.037442308,
0.01685501,
0.010024924,
0.031142207,
0.014115511,
-0.0010413082,
-0.010151822,
-0.004348115,
0.013794535,
0.030291244,
-0.018810729,
-0.0036389802,
-0.04060729,
-0.057178643,
0.022766953,
0.06455365,
0.022961034,
0.013421305,
0.05917915,
-0.03391903,
0.021408401,
0.040547572,
0.028902834,
0.0024185223,
-0.04834059,
0.0006643472,
-0.0006489515,
0.027305415,
-0.0034616967,
0.007274228,
-0.026424596,
0.00789752,
0.018288208,
0.025887147,
-0.024259869,
-0.01204036,
0.016287703,
0.036218118,
-0.011853745,
-0.02863411,
-0.015899545,
0.005542447,
0.01894509,
-0.021811489,
-0.015615891,
-0.029186489,
0.026797824,
0.018377783,
-0.02897748,
-0.029052125,
-0.004180162,
-0.013212298,
-0.059955467,
0.03920395,
0.0723168,
-0.035411943,
-0.0077930163,
-0.028484818,
-0.001492915,
-0.00060043175,
-0.00022568676,
-0.010763917,
0.014876898,
-0.011040106,
0.015481529,
0.0148918275,
0.020348432,
0.007348874,
0.0073264805,
-0.057536945,
0.040547572,
-0.05882085,
-0.0053931554,
0.009614373,
-0.010957996,
-0.017228238,
0.0024334514,
0.009345648,
0.0076101343,
-0.0033478618,
0.04580263,
0.0019949076,
-0.0015488993,
0.042966094,
0.003387051,
0.0045347293,
0.009024671,
-0.0009815916,
-0.022737095,
0.026200658,
-0.013316802,
-0.027305415,
-0.0023662702,
-0.004740005,
0.032575406,
-0.012421053,
-0.028365385,
-0.021572622,
-0.03197824,
0.039114375,
0.0015218402,
-0.00724437,
-0.0039786184,
-0.043652836,
-0.0077183708,
0.016078694,
-0.04529504,
0.019452682,
-0.0058634235,
-0.02667839,
0.007475772,
-0.0224833,
-0.07548178,
0.0028402708,
0.010383224,
-0.029007338,
0.0015246394,
0.04651923,
0.025917005,
-0.020393219,
-0.021363614,
0.014272267,
-0.012309084,
-0.010913209,
-0.041114878,
-0.013928897,
0.010875885,
-0.0028122787,
-0.043115385,
-0.017900052,
-0.026245445,
0.0047176112,
0.019646762,
-0.0058484944,
0.017974697,
-0.020885881,
-0.032784414,
0.049206477,
-0.0055499114,
-0.06670344,
-0.052849192,
0.019870698,
-0.020348432,
0.021363614,
0.0069831097,
0.0043406505,
-0.05637247,
-0.04105516,
0.013958755,
-0.034516193,
0.0026256642,
-0.024543522,
-0.037651315,
0.019616904,
-0.006662133,
0.04481731,
-0.022005567,
-0.0043817055,
-0.036247976,
0.028022014,
-0.020348432,
0.0110550355,
-0.010935603,
-0.023976214,
-0.0054118168,
0.017900052,
0.02775329,
0.011532769,
-0.00015325706,
0.00020609226,
0.020482793,
0.044697873,
-0.036755566,
-0.025528846,
0.005646951,
-0.036098685,
-0.008076671,
-0.029768726,
-0.048519738,
0.041114878,
-0.046937246,
-0.009211286,
-0.051744435,
-0.002508097,
-0.03726316,
-0.007009236,
0.022154858,
-0.014331984,
-0.020079706,
-0.0060575027,
0.015197875,
-0.0062627783,
0.0036072559,
-0.032067813,
-0.009002278,
-0.005658148,
-0.079303645,
0.011794029,
-0.017705971,
0.004318257,
0.014018472,
-0.018900303,
0.050400812,
-0.053774796,
0.039293524,
0.10044332,
-0.023050608,
0.012249367,
0.011420799,
0.0061209514,
0.014555921,
-0.025484059,
-0.017287957,
-0.0040719258,
-0.0070950785,
-0.0015377024,
-0.04215992,
-0.06491195,
0.0010291783,
0.025722925,
0.050161943,
-0.06521053,
0.03302328,
-0.029828442,
-0.021706983,
-0.046996966,
0.037024293,
-0.0016701986,
0.008248355,
0.03571053,
-0.0050833756,
-0.024707744,
0.012212045,
0.00531851,
-0.029634362,
-0.012898786,
0.050997976,
-0.010860956,
-0.01863158,
0.060164474,
0.019064525,
-0.014981402,
-0.045533907,
-0.0002906519,
0.007852733,
-0.00254542,
-0.029067054,
-0.014011007,
0.008629048,
-0.0323664,
-0.012189651,
0.029843371,
-0.02264752,
0.00020632552,
0.005803707,
-0.0052550607,
-0.004475013,
0.0063710148,
0.055715587,
-0.012756959,
-0.0053931554,
-0.01098039,
0.005217738,
0.0036501773,
0.005684274,
0.04917662,
-0.025812501,
0.01913917,
0.010472799,
0.010301113,
0.06252328,
-0.028992409,
-0.024558451,
0.027857793,
-0.052043017,
-0.0579251,
-0.027484566,
-0.00833793,
-0.024483806,
0.029440284,
-0.02494661,
0.02584236,
0.05458097,
0.021094888,
-0.019975202,
-0.065270245,
-0.028007085,
-0.05335678,
-0.008300607,
0.009509869,
-0.03789018,
-0.016466852,
0.04550405,
0.022020496,
-0.09996559,
-0.016302632,
0.030992916,
-0.025140688,
0.0027730896,
-0.007531756,
0.0024726405,
-0.04457844,
0.016407136,
0.00086355803,
0.032963563,
-0.007852733,
0.03039575,
-0.004157768,
0.008606655,
0.010726594,
0.04123431,
-0.013809464,
0.0031276569,
-0.04287652,
-0.0145932445,
-0.027932439,
-0.0063001015,
-0.02896255,
0.013063006,
0.015026189,
-0.03439676,
0.022408655,
0.054342106,
0.014122976,
-0.027499495,
0.005344636,
0.040368423,
-0.018556934,
-0.012428517,
-0.023080466,
0.038666498,
-0.06634514,
-0.02476746,
-0.0049639423,
-0.0038741145,
-0.0044862097,
-0.00781541,
0.054939274,
0.052043017,
0.00566188,
0.03771103,
0.0029149165,
0.014600709,
0.022961034,
0.019975202,
0.03971154,
-0.030530112,
-0.05022166,
-0.008218497,
0.0020471597,
0.053416498,
-0.016451923,
0.02951493,
0.0014742536,
0.0017728365,
-0.011958249,
0.017855264,
0.025752783,
0.034874495,
0.027618928,
0.004333186,
0.00438917,
-0.03741245,
-0.017825404,
-0.012876391,
-0.058970142,
-0.025349697,
0.0438917,
-0.036068827,
-0.009733805,
-0.016825153,
-0.029574646,
0.0025248926,
0.04350354,
0.047355264,
-0.021497976,
0.04971407,
-0.0041652326,
0.0053371713,
0.007009236,
-0.040547572,
0.0068823383,
-0.0012932377,
-0.045713056,
-0.062403847,
0.0105922315,
0.04254808,
0.018751012,
-0.01701923,
-0.04003998,
0.011689524,
0.0052513285,
0.011040106,
-0.03893522,
0.032217104,
-0.033859313,
0.010838563,
-0.035382085,
0.021288969,
-0.019557187,
0.053774796,
0.04457844,
-0.0002621932,
-0.043443825,
0.02317004,
0.058761135,
-0.03179909,
0.021527834,
0.013488487,
0.0032993422,
-0.0052774544,
-0.0061844005,
0.005605896,
0.056820344,
0.034844637,
0.00021274039,
-0.0372333,
0.04198077,
0.02439423,
0.011271508,
-0.027813006,
0.062105265,
0.016302632,
-0.0053968877,
-0.0033777202,
-0.050132085,
0.024453947,
-0.046459515,
-0.0019407895,
0.019945344,
-0.000733861,
-0.027768219,
0.004217485,
-0.051595144,
0.031739373,
-0.004064461,
-0.05395395,
-0.013219763,
0.04938563,
0.037472166,
0.01898988,
0.0067442437,
-0.018153846,
0.004131642,
0.010838563,
0.031410933,
-0.001804561,
0.003151917,
0.010256326,
-0.033292003,
0.03845749,
0.0058746208,
0.045265183,
-0.015959261,
-0.013481023,
-0.020512652,
0.042249493,
-0.01685501,
-0.017959768,
0.01969155,
-0.009860704,
-0.045086034,
-0.043593116,
0.006023912,
-0.052401315,
0.02690233,
0.017467106,
-0.01186121,
0.0037920042,
0.030992916,
0.0025024987,
0.020557439,
0.015765183,
0.031500507,
0.0024371836,
0.09309818,
0.03511336,
0.011838816,
-0.01564575,
0.010383224,
-0.0130854,
-0.037352733,
-0.038427632,
0.00729289,
-0.021408401,
0.0069233933,
-0.054521255,
0.0048258477,
-0.000668546,
-0.007072685,
0.0041838945,
0.018736083,
0.025155617,
-0.036456984,
0.008233426,
0.07942308,
-0.0076661184,
0.009502404,
0.0069009997,
-0.0022132464,
-0.059955467,
0.030425608,
-0.038069334,
0.0038629177,
0.010226468,
-0.051386133,
0.022513159,
-0.032545548,
-0.018318066,
-0.028186236,
-0.017989626,
-0.038367916,
0.044339575,
0.025558705,
0.05550658,
-0.001454659,
-0.049505062,
-0.0039636893,
0.012719636,
0.029320851,
-0.0019669156,
0.094949394,
0.02897748,
0.0063299597,
0.0029895622,
0.004116713,
0.006658401,
0.02684261,
-0.021662196,
-0.013928897,
0.024528593,
-0.040667005,
-0.042339068,
0.0053782263,
0.04003998,
0.03373988,
-0.02370749,
-0.022229504,
-0.0012092611,
-0.03968168,
-0.013615385,
-0.0217667,
0.022214575,
0.0031631137,
0.009636766,
0.0024465146,
-0.029709008,
0.26705262,
0.06395648,
0.021721913,
0.010778846,
0.023453694,
0.008852986,
0.039651822,
-0.028932692,
0.030171812,
-0.022348937,
0.027185982,
-0.004086855,
-0.008218497,
0.01649671,
-0.01158502,
0.012182186,
-0.05458097,
0.0018810729,
-0.027081478,
-0.059865892,
-0.038994938,
0.019422824,
-0.00974127,
0.039263666,
0.050341092,
-0.044847168,
0.030276315,
-0.03018674,
0.018213563,
-0.012301619,
0.023737349,
-0.046996966,
0.009009742,
-0.012316549,
0.01984084,
0.053416498,
0.040487856,
-0.068375506,
-0.007927379,
0.032037955,
-0.007412323,
-0.027409919,
-0.002508097,
-0.0052550607,
-0.011965713,
0.013540739,
0.008666372,
0.0039786184,
0.025558705,
-0.05499899,
0.049982794,
-0.03953239,
0.05517814,
-0.026185729,
-0.029574646,
-0.04018927,
-0.014944079,
-0.014682819,
-0.00045277312,
0.071958505,
0.02052758,
0.038367916,
-0.015660679,
0.045951925,
0.010151822,
0.014966473,
-0.0006932724,
-0.018825658,
-0.014443953,
0.01580997,
0.011249115,
0.0061694714,
-0.013660172,
-0.008651443,
0.010204074,
0.026767965,
-0.019183958,
0.0144290235,
0.0006050971,
-0.029290993,
0.0010095838,
-0.033112854,
-0.014742536,
-0.005777581,
0.006688259,
0.045414474,
-0.031918522,
-0.008741017,
-0.03565081,
0.03953239,
-0.0061246837,
0.029888159,
0.011868674,
-0.021497976,
0.0031127278
] |
Overview
The TAPEX model was proposed in TAPEX: Table Pre-training via Learning a Neural SQL Executor by Qian Liu,
Bei Chen, Jiaqi Guo, Morteza Ziyadi, Zeqi Lin, Weizhu Chen, Jian-Guang Lou. TAPEX pre-trains a BART model to solve synthetic SQL queries, after
which it can be fine-tuned to answer natural language questions related to tabular data, as well as performing table fact checking.
TAPEX has been fine-tuned on several datasets:
- SQA (Sequential Question Answering by Microsoft)
- WTQ (Wiki Table Questions by Stanford University)
- WikiSQL (by Salesforce)
- TabFact (by USCB NLP Lab).
The abstract from the paper is the following:
Recent progress in language model pre-training has achieved a great success via leveraging large-scale unstructured textual data. However, it is
still a challenge to apply pre-training on structured tabular data due to the absence of large-scale high-quality tabular data. In this paper, we
propose TAPEX to show that table pre-training can be achieved by learning a neural SQL executor over a synthetic corpus, which is obtained by automatically
synthesizing executable SQL queries and their execution outputs. TAPEX addresses the data scarcity challenge via guiding the language model to mimic a SQL
executor on the diverse, large-scale and high-quality synthetic corpus. We evaluate TAPEX on four benchmark datasets. Experimental results demonstrate that
TAPEX outperforms previous table pre-training approaches by a large margin and achieves new state-of-the-art results on all of them. This includes improvements
on the weakly-supervised WikiSQL denotation accuracy to 89.5% (+2.3%), the WikiTableQuestions denotation accuracy to 57.5% (+4.8%), the SQA denotation accuracy
to 74.5% (+3.5%), and the TabFact accuracy to 84.2% (+3.2%). To our knowledge, this is the first work to exploit table pre-training via synthetic executable programs
and to achieve new state-of-the-art results on various downstream tasks.
Usage tips |
[
0.034993295,
-0.0080896085,
0.01717099,
0.010879895,
-0.014891393,
-0.0050846855,
-0.010102759,
-0.0051216916,
0.0024627787,
0.030241666,
0.009296019,
-0.011272163,
0.009725293,
-0.052341912,
-0.011272163,
0.023476887,
-0.03807223,
-0.058529392,
-0.06673002,
-0.010532034,
0.0034619528,
0.00017184867,
-0.07519709,
-0.037657756,
-0.010028746,
0.049529426,
0.018103553,
0.0103914095,
0.05035837,
0.04840443,
0.012249133,
-0.016297638,
0.02452787,
-0.011908674,
-0.01573514,
-0.006191178,
0.019628217,
0.0076011233,
-0.02337327,
-0.036739998,
0.0005925657,
-0.01625323,
0.009777103,
-0.02877621,
-0.047693904,
0.026259772,
0.0062096813,
-0.027799241,
-0.035703816,
-0.031736728,
-0.024957145,
-0.011805056,
0.059832018,
-0.0014562035,
-0.022129852,
-0.022988403,
-0.0321512,
0.009925128,
-0.033838693,
0.004159524,
0.013470345,
0.03123344,
-0.022011433,
-0.05796689,
0.0086373035,
0.0033675863,
0.02532721,
0.01762987,
0.019036114,
-0.0022610938,
-0.047960352,
0.024601884,
0.014499124,
-0.008437469,
-0.049499817,
-0.031055808,
0.012522981,
0.02205584,
0.010080555,
0.067914225,
-0.0058211135,
0.02383215,
0.019376574,
0.02440945,
-0.007971188,
-0.06418397,
0.05065442,
0.004203932,
-0.027606808,
-0.030818965,
-0.0033638857,
0.013189097,
-0.031795938,
0.0024960847,
0.035348553,
0.034016322,
-0.0022037337,
0.04991429,
0.0091553945,
0.0017846357,
0.040736694,
0.093315445,
-0.035348553,
0.010124963,
0.012782025,
0.008111812,
0.030818965,
0.008881547,
-0.030878177,
0.00046327442,
-0.013751594,
-0.019613415,
0.021434132,
-0.023240047,
-0.012160317,
0.03525974,
0.0029938214,
0.05346691,
-0.03360185,
-0.013966232,
0.014099455,
-0.009525458,
0.02808049,
-0.06276293,
0.0155427065,
-0.046657722,
0.026452206,
0.04064788,
-0.04044064,
0.016608492,
0.04032222,
0.018962102,
0.016608492,
0.028287726,
-0.0026126548,
0.0022703453,
0.01970223,
0.029975219,
0.03795381,
-0.008511482,
0.012249133,
0.0025534446,
-0.026925888,
0.089170724,
0.04645049,
-0.027355162,
0.008496679,
-0.03428277,
-0.010850289,
0.0137886,
-0.07999313,
0.0043704608,
0.024631489,
0.002440575,
-0.009555064,
0.004951462,
0.003239914,
0.012648802,
-0.009147993,
-0.013884817,
0.0060431524,
-0.04668733,
-0.048049167,
0.054414276,
-0.008259838,
0.062230036,
-0.025090368,
-0.036118288,
-0.00001350157,
-0.022588734,
0.024261424,
0.004866347,
0.015424286,
-0.0062947962,
0.029249894,
-0.002951264,
0.07821682,
-0.0062244837,
0.0068720966,
-0.02808049,
-0.03588145,
-0.024320634,
0.0007045102,
0.01786671,
0.0038153643,
-0.015002412,
-0.0019076822,
-0.0121085085,
-0.037065655,
-0.0071644476,
0.04263142,
0.018029539,
-0.021167686,
0.018251577,
-0.00057406246,
-0.008126615,
-0.04784193,
0.012715414,
-0.01740783,
-0.002044606,
-0.011138939,
0.04118077,
-0.014898794,
0.025430828,
-0.016860135,
0.014950603,
0.038161043,
0.047901142,
-0.06448003,
0.013818206,
0.027355162,
0.0027495788,
-0.009577268,
0.0067277714,
0.01625323,
-0.017378226,
-0.041713662,
0.03336501,
0.023758138,
0.025460433,
0.000023967454,
0.027473584,
0.01814796,
0.023595309,
0.011997489,
-0.00036983314,
-0.0135517595,
0.038457096,
-0.01159782,
0.0442301,
0.026170956,
0.03543737,
0.0023536098,
0.0683287,
-0.022381498,
0.0049884687,
0.033779483,
0.023536097,
0.010006542,
-0.003635883,
-0.034638032,
0.011116736,
0.046420883,
0.04645049,
-0.0223963,
0.015779547,
-0.027029507,
-0.008074806,
-0.019909468,
0.038161043,
-0.023462085,
0.07051948,
0.0068387906,
-0.018162763,
-0.063769504,
-0.027207138,
0.031766333,
0.04215774,
-0.027754832,
-0.043608394,
0.006494631,
0.025416026,
0.027325558,
-0.012678407,
0.014506526,
0.028184107,
-0.0030826367,
0.030641336,
-0.037302494,
-0.043638,
-0.03372027,
-0.073657624,
-0.09757859,
0.01418827,
-0.032032777,
-0.033098564,
0.011116736,
-0.055006377,
0.030286074,
-0.005214208,
-0.0069979187,
-0.0315887,
-0.022988403,
0.041091956,
0.02131571,
0.0071940525,
-0.028613383,
0.022943996,
0.003360185,
0.035911053,
-0.00031941186,
-0.0091553945,
-0.017259805,
-0.0121751195,
0.021226896,
-0.010421014,
-0.02056078,
-0.03244725,
-0.021404527,
0.026555823,
-0.011775451,
0.03141107,
0.0081932265,
0.018518025,
-0.008711317,
0.009902924,
0.036680788,
-0.048730087,
0.049973503,
0.05243073,
-0.0390492,
0.020190716,
0.027384767,
0.03863473,
-0.03280251,
0.04784193,
0.033986717,
0.009007368,
-0.03709526,
-0.042246558,
-0.060808986,
0.0032158599,
-0.047634695,
-0.04038143,
0.013758996,
0.029782785,
-0.025549248,
-0.041003138,
0.010687461,
-0.04807877,
-0.050506394,
-0.040233407,
-0.03842749,
0.024749909,
0.041210376,
-0.01119815,
-0.04393405,
-0.03292093,
0.0074975053,
0.060512938,
-0.01814796,
-0.007201454,
0.015942376,
0.047871534,
-0.010524632,
0.01677132,
0.035703816,
-0.052045863,
0.018103553,
0.0050180736,
0.012685809,
0.009103585,
0.012323146,
0.01751145,
0.011805056,
0.036147892,
-0.0060727573,
0.024305832,
0.03428277,
0.031855147,
0.033039354,
0.04325313,
0.000104369734,
0.021582158,
-0.023077218,
-0.03061173,
0.006616752,
0.030463705,
0.047427457,
-0.018473616,
0.047930747,
-0.013085478,
-0.02038315,
-0.0089481585,
-0.011723641,
-0.042453792,
0.033276193,
-0.0026422602,
0.026851876,
-0.014972807,
-0.005617578,
-0.005132794,
-0.00030530317,
0.025549248,
0.023980176,
0.040973533,
-0.0045702956,
-0.011634826,
-0.026496613,
-0.009732694,
0.0039892946,
0.0075715184,
0.003313927,
-0.0045924997,
-0.045414306,
-0.024631489,
0.029827194,
0.044407733,
-0.00075909466,
0.002050157,
0.032536063,
-0.045236677,
0.017215397,
0.026126549,
0.019968677,
-0.014417711,
-0.034016322,
0.03588145,
0.018044341,
0.007793557,
-0.033513036,
-0.017156187,
-0.005909929,
0.015076425,
0.012545184,
0.009007368,
-0.018310789,
-0.002538642,
-0.017274607,
0.024720304,
-0.019110128,
-0.014832183,
0.0038782754,
0.0103396,
0.037243284,
-0.040795904,
-0.005806311,
-0.006827689,
0.0022536924,
0.02797687,
-0.0022629441,
-0.044289313,
-0.014920998,
-0.034312375,
-0.035792634,
0.018325591,
0.07046027,
-0.0013905171,
0.017363423,
-0.057434,
-0.0011962333,
-0.014995011,
-0.0022795969,
-0.01585356,
0.009340426,
-0.010073154,
0.011753246,
0.01934697,
-0.018621642,
-0.034549214,
0.049114954,
-0.04612483,
0.012648802,
-0.015720338,
-0.027532794,
-0.049884684,
0.00022342641,
0.0058100116,
0.025919313,
0.010265588,
0.008837138,
-0.03078936,
0.022070643,
-0.018325591,
-0.07715103,
0.030463705,
0.03164791,
0.0077713532,
0.007501206,
-0.022869982,
-0.017052568,
0.027443979,
0.0058729225,
0.014106857,
-0.0071311416,
-0.011057525,
0.009732694,
-0.024690699,
-0.014373302,
0.0172302,
-0.056605056,
0.057108343,
-0.014469519,
-0.03226962,
0.0023295556,
-0.094677284,
-0.008148819,
-0.025060764,
-0.036888022,
0.00396339,
0.018295987,
-0.021522947,
-0.018621642,
-0.0378946,
-0.023669321,
-0.028332133,
-0.034697242,
0.012337948,
0.050920866,
-0.0072569638,
0.046568908,
-0.03635513,
-0.008481877,
0.031203832,
-0.019820651,
0.01653448,
-0.022869982,
-0.032032777,
-0.015927574,
0.01401064,
-0.033098564,
0.00419283,
-0.025534445,
0.0070275236,
0.0019594913,
0.009007368,
-0.008696514,
-0.03525974,
-0.02532721,
0.04532549,
-0.018962102,
-0.037480127,
-0.008504081,
0.07608525,
-0.0032991245,
-0.0033231787,
0.02768082,
-0.057137948,
-0.04405247,
-0.045976806,
0.020827226,
-0.03055252,
0.01958381,
-0.037983414,
-0.040055774,
-0.0001545019,
0.026111746,
-0.0046554105,
-0.08034839,
0.0045739966,
-0.03629592,
0.005987643,
-0.0258453,
-0.027858451,
-0.025001554,
0.026970295,
-0.023743333,
0.003567421,
0.015646324,
0.015120833,
0.008245036,
-0.027784437,
0.04846364,
0.011967883,
-0.05035837,
-0.023047613,
0.014721164,
0.0012498926,
-0.02245551,
0.022707153,
-0.025282802,
0.0033527839,
-0.02193742,
0.0014552784,
-0.031499885,
-0.026067339,
-0.046272855,
-0.037124865,
0.055095192,
-0.010731868,
-0.03842749,
-0.017393028,
0.03238804,
-0.0031788535,
0.020427557,
-0.05106889,
-0.0030178754,
-0.035052504,
-0.06613792,
0.0378946,
-0.013211301,
-0.015069024,
-0.009333025,
0.009510656,
0.052934017,
-0.017777896,
0.04221695,
0.08123654,
0.0059839417,
0.0037432017,
-0.015017215,
0.040736694,
-0.013359326,
-0.022026235,
-0.022307483,
-0.011605221,
-0.047871534,
0.030996596,
-0.009688287,
-0.06006886,
-0.017659474,
0.029797588,
0.051453758,
-0.012086305,
0.024098596,
0.008348654,
-0.044141285,
-0.043045893,
0.026925888,
0.01510603,
0.022263076,
0.045473516,
0.0063318023,
-0.003693243,
0.01924335,
0.0037469023,
-0.02848016,
-0.0149580045,
0.04544391,
0.0012757971,
-0.03440119,
0.030167652,
0.03910841,
-0.048049167,
-0.053792566,
0.020368347,
-0.023595309,
-0.048670873,
-0.024735106,
-0.006083859,
0.023417678,
-0.047930747,
-0.010206377,
0.016282836,
-0.044940624,
-0.0056656864,
0.0054695522,
-0.023580506,
-0.021493342,
0.021922616,
0.057789262,
-0.022011433,
-0.00752341,
-0.07034185,
0.021064067,
-0.03300975,
-0.019110128,
0.03922683,
0.012907848,
0.027029507,
0.011072328,
0.0042927475,
0.0700458,
-0.020072294,
0.0039559887,
0.00476643,
-0.03451961,
-0.052963622,
-0.028391343,
0.018828878,
-0.0052771186,
-0.018695656,
-0.057759658,
0.0038412688,
0.043845233,
0.046480093,
0.006635255,
-0.0769734,
0.035526186,
-0.026259772,
-0.016490072,
0.0108724935,
-0.031292647,
0.0004445399,
0.06335503,
0.010480225,
-0.06098662,
-0.0014950603,
0.027532794,
-0.041624848,
-0.00344715,
-0.03312817,
0.039493278,
-0.05450309,
-0.0051735006,
-0.019835453,
-0.008237635,
0.015897969,
0.03049331,
0.005347431,
-0.0016449364,
0.013603569,
0.02038315,
-0.009606873,
0.024187412,
0.017600264,
-0.005658285,
-0.01079848,
-0.019554205,
0.0058877254,
0.028228516,
0.042601816,
-0.063887924,
0.025934115,
-0.00223889,
0.018710459,
-0.03336501,
0.020694003,
0.043638,
-0.022781167,
0.021493342,
-0.018369999,
0.023299256,
-0.018725261,
-0.014077251,
-0.0028420947,
-0.0016005287,
-0.01746704,
0.024217017,
0.012345349,
0.02309202,
-0.0040596067,
0.014565736,
-0.012308343,
0.036680788,
0.022943996,
0.0020205518,
0.03135186,
-0.049973503,
0.007852768,
-0.013559161,
0.009777103,
0.05237152,
-0.005025475,
0.004866347,
0.010754072,
-0.029886404,
-0.029220289,
0.007593722,
0.02319564,
0.047960352,
0.031736728,
-0.05026955,
-0.005029176,
-0.02446866,
-0.041388005,
-0.002923509,
-0.047901142,
-0.036147892,
0.019791046,
-0.034045927,
0.019628217,
-0.06406555,
-0.018769668,
0.005484355,
0.06673002,
0.03531895,
-0.0021889312,
0.037924204,
0.020797621,
-0.021434132,
-0.03295054,
-0.03635513,
0.018355196,
0.009614274,
-0.0021149183,
-0.019435784,
0.023950571,
0.06157872,
0.031736728,
-0.0013960681,
-0.040855113,
-0.015971981,
0.019435784,
0.0327433,
-0.0029142573,
-0.00028263673,
-0.03067094,
0.039019596,
-0.04920377,
0.014558335,
0.026733454,
0.02831733,
0.028036082,
-0.0068535935,
-0.011856864,
0.016549282,
0.026777862,
-0.014891393,
0.020249926,
0.023654519,
-0.008541088,
-0.027902858,
-0.020664398,
-0.026230168,
0.08277601,
0.06625634,
0.006823988,
-0.016667701,
0.0028976046,
0.019095324,
-0.014735966,
-0.03292093,
0.05089126,
0.03768736,
0.020353545,
0.011990088,
0.001074112,
-0.018769668,
-0.007667735,
-0.021952223,
0.03049331,
-0.005236412,
-0.009229407,
-0.0077713532,
-0.039552487,
0.038101833,
0.0061837765,
-0.038871568,
0.0059247315,
0.0039818934,
0.036680788,
0.029131472,
0.0258453,
-0.017452238,
0.026911085,
0.0011323972,
0.02728115,
0.03049331,
-0.0024368742,
0.033394616,
-0.0134481415,
0.017615067,
-0.011360978,
0.003267669,
-0.018384801,
-0.016578887,
-0.07010501,
0.00453699,
0.008333851,
-0.011856864,
0.03555579,
-0.047871534,
-0.02825812,
-0.047693904,
0.026689047,
-0.043963656,
0.008622501,
0.033039354,
-0.05192744,
-0.0384867,
0.041743267,
-0.03226962,
0.028924236,
-0.012389758,
0.05127613,
0.054355063,
0.05302283,
-0.006920205,
0.004067008,
0.020842029,
0.044614967,
-0.039878145,
-0.044141285,
-0.010983513,
-0.008607699,
-0.0133445235,
-0.022144657,
-0.04337155,
-0.026600232,
0.015039419,
-0.010265588,
-0.016504874,
0.0023462086,
-0.0064502233,
-0.025149578,
0.019450586,
0.0562794,
0.013647976,
-0.01826638,
-0.00579891,
0.02768082,
-0.06584186,
0.026378194,
-0.039670907,
0.014247481,
-0.01740783,
-0.050003108,
-0.010154568,
-0.045147862,
-0.011501603,
-0.0062873946,
-0.014180869,
-0.038664334,
0.0585886,
0.0402038,
0.025060764,
0.021241698,
-0.017703883,
-0.025416026,
0.041891295,
0.047753114,
-0.016874937,
0.05083205,
0.03922683,
0.0068609947,
0.015157839,
0.026718652,
0.004418569,
-0.007482703,
-0.014891393,
-0.0007775979,
0.022248274,
-0.013374128,
-0.073361576,
-0.031292647,
0.017822303,
0.047190618,
0.011353577,
-0.046361674,
0.036118288,
-0.06708528,
-0.040174194,
0.0013738642,
0.02596372,
-0.0178075,
0.0058544194,
-0.031026203,
-0.03934525,
0.26265693,
0.078927346,
0.043638,
0.006849893,
0.027888056,
0.027532794,
0.031973567,
-0.029220289,
0.011323972,
0.0037820586,
-0.030345283,
-0.038871568,
0.009932529,
0.0378946,
-0.051897835,
0.03280251,
-0.08621021,
-0.019539403,
-0.011620023,
-0.06424318,
-0.06246688,
0.0044925823,
0.0043889643,
0.01327051,
0.031766333,
-0.026570626,
0.030996596,
-0.032536063,
-0.0061541717,
0.02544563,
-0.003567421,
-0.019021312,
0.03268409,
-0.02722194,
0.010154568,
0.0063281017,
0.013781199,
-0.04544391,
0.009666083,
0.006772179,
0.012848637,
-0.02596372,
0.030049233,
-0.011109334,
-0.026970295,
0.01768908,
-0.02056078,
0.03549658,
0.06631555,
-0.05468072,
0.039641302,
-0.026733454,
0.03300975,
-0.030848572,
-0.041950505,
-0.0049662646,
-0.016978556,
-0.025712077,
-0.018177565,
0.042335372,
0.01683053,
-0.0026219066,
0.03152949,
-0.009347828,
-0.015868364,
0.015749943,
-0.0021334214,
0.0390492,
-0.019554205,
-0.005525062,
0.0059839417,
0.017955527,
-0.0139292255,
0.02291439,
0.009651281,
0.060335305,
0.0074456963,
0.05657545,
0.011620023,
-0.017378226,
0.0074567986,
-0.024986751,
0.0061652735,
-0.040411036,
0.019672625,
0.05675308,
-0.0025127374,
0.019539403,
-0.028184107,
0.00947365,
0.0028587477,
0.01240456,
-0.0027699324,
-0.020057492,
-0.0015699983
] |
from transformers import AutoTokenizer, AutoModelForSequenceClassification
tokenizer = AutoTokenizer.from_pretrained("microsoft/tapex-large-finetuned-tabfact")
model = AutoModelForSequenceClassification.from_pretrained("microsoft/tapex-large-finetuned-tabfact")
prepare table + sentence
data = {"Actors": ["Brad Pitt", "Leonardo Di Caprio", "George Clooney"], "Number of movies": ["87", "53", "69"]}
table = pd.DataFrame.from_dict(data)
sentence = "George Clooney has 30 movies"
encoding = tokenizer(table, sentence, return_tensors="pt")
forward pass
outputs = model(**encoding)
print prediction
predicted_class_idx = outputs.logits[0].argmax(dim=0).item()
print(model.config.id2label[predicted_class_idx])
Refused |
[
0.032417078,
-0.003758451,
-0.024767317,
0.017131543,
-0.072553836,
-0.013411551,
-0.03353587,
0.043716904,
-0.004587058,
0.047744565,
0.028892873,
-0.0030382269,
-0.020627776,
-0.026263705,
-0.037339773,
0.03429106,
-0.03938157,
-0.036920223,
-0.047688622,
-0.0023896755,
0.015663125,
0.006537956,
-0.069644965,
-0.014572301,
0.0021641685,
0.012495538,
-0.00041299258,
-0.025942052,
0.09666386,
0.033256173,
-0.025061,
-0.017495152,
0.014376512,
-0.012691327,
-0.0073910374,
-0.02956415,
0.039437514,
0.0047129225,
-0.028473325,
-0.053981844,
0.017928684,
-0.0124815535,
0.03429106,
-0.04010879,
-0.057841685,
0.010271934,
-0.0127892215,
-0.06130995,
-0.03375963,
-0.04601043,
-0.0082021635,
-0.0034350492,
0.0013163319,
0.014502376,
0.007023933,
0.02208221,
-0.026711224,
-0.011334789,
-0.008383968,
0.019536952,
0.012929071,
-0.00583871,
-0.011145992,
-0.073952325,
0.011558548,
0.020473942,
0.0007849044,
-0.04402457,
0.018236354,
-0.032920532,
-0.0422345,
-0.02103334,
-0.03384354,
-0.03594128,
-0.034934364,
-0.011125014,
0.02536867,
0.02539664,
-0.02727062,
0.07406421,
0.031214371,
-0.013208769,
-0.017537106,
0.025606412,
-0.037032105,
-0.024333784,
0.048919298,
-0.0060729575,
-0.015886884,
-0.0084469,
-0.00602401,
0.016935755,
0.006212807,
-0.0045311186,
0.013698243,
0.030822793,
-0.009852386,
0.05258335,
0.028445356,
-0.0076287813,
0.04024864,
0.06421881,
0.0067687077,
0.029508209,
-0.03403933,
0.0071952483,
0.0031413657,
-0.007656751,
0.004583562,
-0.0047443886,
-0.007384045,
-0.025005061,
0.00395424,
0.011334789,
-0.0483599,
0.029116632,
-0.0016362373,
0.021858452,
-0.045227274,
-0.01672598,
0.019704772,
0.0012166892,
0.014726135,
-0.036752407,
0.02845934,
-0.060247093,
-0.0069889706,
-0.0053597256,
-0.08558779,
-0.03361978,
-0.004387773,
0.014124783,
-0.0008377849,
0.069589026,
0.01357937,
0.0035014777,
0.010698474,
0.016767936,
-0.0074539697,
-0.027018892,
0.030039636,
-0.019425072,
-0.0011013135,
0.05862484,
0.00040184832,
0.011222909,
-0.0006865728,
-0.025564458,
-0.053338535,
0.02528476,
-0.04405254,
0.012656365,
-0.01043276,
0.02324296,
-0.015719065,
-0.024557544,
0.00952374,
0.0025207843,
-0.00901329,
-0.0036570602,
-0.018264323,
-0.010236971,
-0.03596925,
0.029172571,
-0.032389104,
0.056191463,
-0.02931242,
0.019089434,
0.019341163,
-0.018571991,
0.012124937,
0.01873981,
-0.0016397334,
0.032696776,
0.060247093,
0.040724125,
0.027788064,
-0.02752235,
0.03966127,
-0.0009501014,
-0.008908403,
0.014390497,
0.007265173,
0.030962642,
0.021676647,
0.0024141492,
0.0026169308,
0.013229747,
-0.011593509,
-0.004419239,
-0.0048282985,
0.034962334,
-0.0358294,
0.04005285,
-0.028039793,
0.019704772,
-0.029004753,
0.015593201,
0.015635155,
-0.03381557,
-0.0011712381,
0.06310002,
0.0039926986,
0.010866294,
-0.0006079076,
0.004807321,
0.024627468,
0.043129534,
-0.04813614,
0.008397953,
0.027228665,
0.055883795,
-0.031186402,
-0.016096659,
0.0018250338,
-0.03334008,
0.00047286556,
0.019103419,
-0.0017699682,
0.004912208,
0.0074679544,
0.0337876,
0.03336805,
-0.01210396,
-0.016684026,
0.016138613,
-0.013572378,
0.066232644,
-0.01998447,
0.04654186,
-0.014460421,
0.04419239,
-0.025382655,
0.08983921,
0.014754104,
-0.02536867,
0.036836315,
0.0062512653,
0.0016764438,
0.016460266,
0.00023096992,
0.007985397,
0.007929457,
0.042877804,
-0.010635542,
0.015075758,
-0.015075758,
-0.014376512,
-0.04841584,
-0.0076357736,
-0.050933126,
0.087545685,
-0.010530655,
0.021103265,
-0.021634692,
-0.02205424,
0.008726599,
-0.018124474,
-0.01811049,
-0.026347615,
-0.004587058,
0.0358294,
-0.042290438,
-0.040724125,
0.022613637,
0.043716904,
0.028920842,
0.023746418,
0.00583871,
-0.0273825,
-0.042346377,
-0.060526792,
-0.055492215,
0.0031046553,
-0.016306432,
-0.009607649,
0.013243732,
-0.05745011,
-0.008006374,
-0.012166892,
-0.0000072792673,
0.019103419,
-0.038234808,
0.039269693,
0.0057548,
0.019760711,
-0.03859842,
0.025746262,
0.021690631,
0.060023334,
0.0074190074,
-0.039465483,
-0.007265173,
0.010313888,
0.020823566,
0.026795132,
-0.009279003,
0.00002395466,
-0.009279003,
-0.025774233,
0.0031011591,
-0.029871818,
0.037004136,
0.019467028,
-0.022431834,
0.020781612,
0.049730424,
0.008698628,
0.028557234,
0.022333939,
-0.0044751787,
-0.01573305,
-0.025606412,
0.051324707,
-0.016292447,
0.05633131,
0.020725671,
-0.007684721,
-0.016390342,
-0.014977864,
-0.021998301,
-0.005135967,
-0.034430906,
-0.049450725,
0.00082948135,
0.047744565,
-0.070875645,
-0.10410385,
0.016054703,
-0.047352985,
-0.059911456,
-0.021564767,
-0.006891076,
0.022543713,
0.007265173,
0.006726753,
-0.03171783,
-0.036612555,
0.000023777118,
0.05202395,
-0.0010392554,
-0.036332857,
0.015117713,
-0.002499807,
0.04581464,
-0.0054751015,
0.027648214,
-0.083238326,
-0.010663512,
-0.0038563453,
0.038234808,
0.03798308,
-0.01227178,
0.0055799885,
0.028319491,
0.02492115,
-0.015243578,
0.027256636,
0.024879197,
0.019397102,
0.0378712,
0.04654186,
-0.008342013,
0.01323674,
-0.041395403,
-0.017523121,
0.037088044,
-0.012957041,
0.05845702,
-0.024991076,
0.027648214,
-0.014572301,
0.021816496,
-0.0037199922,
-0.020445973,
-0.06058273,
-0.00012717549,
0.034542784,
0.034514815,
-0.009460808,
-0.034179177,
0.018376203,
0.02945227,
0.030067608,
0.01907545,
0.053981844,
0.008090284,
0.0071812635,
0.020487927,
0.0027340546,
0.015187638,
0.019019509,
-0.006485513,
-0.0048143133,
-0.073057294,
-0.047352985,
0.012041028,
0.046849526,
0.04654186,
-0.00022616259,
0.02752235,
-0.02613784,
0.041255552,
0.06472227,
0.028249566,
-0.019481013,
-0.0070763766,
0.03171783,
0.018054549,
0.013600348,
-0.034207147,
-0.0014220929,
-0.032696776,
0.015663125,
0.007922465,
-0.008943365,
-0.07451173,
0.014278617,
-0.000254788,
0.017509136,
-0.0061673555,
-0.047380954,
-0.00085045875,
0.03129828,
0.030990612,
-0.07406421,
-0.005831717,
-0.026683252,
0.0056079584,
0.017453197,
0.015467336,
-0.05070937,
-0.0047688624,
-0.03124234,
-0.09850987,
0.0632119,
0.07876314,
0.002216612,
-0.019369133,
-0.016879816,
-0.011250879,
0.0148519995,
-0.018767782,
0.009244041,
0.0018827217,
0.016600115,
-0.022893336,
0.012068998,
-0.0014046117,
0.0048597646,
0.004059127,
-0.03409527,
0.02934039,
-0.036276918,
-0.009789454,
-0.015775004,
0.012572455,
-0.0066113775,
0.054960787,
0.030235427,
0.011320803,
0.0021973827,
0.047688622,
-0.015858915,
-0.0128101995,
0.020697702,
0.007754646,
-0.024879197,
0.014949894,
-0.015998764,
0.0035242033,
0.020795597,
0.009181109,
-0.05417763,
0.021564767,
0.0199565,
0.032920532,
0.027592273,
0.0026169308,
0.009985243,
-0.06779896,
0.016711995,
0.04030458,
0.018865675,
-0.056079585,
-0.052135833,
-0.013481476,
0.018488081,
-0.008866448,
0.019019509,
-0.004160518,
-0.020348078,
-0.010852308,
-0.043241415,
-0.08385366,
0.0014290854,
0.006233784,
-0.0033021923,
0.020082364,
0.041451342,
0.00737006,
-0.014977864,
0.0017900715,
0.015886884,
-0.038430598,
0.0033913464,
-0.032892562,
-0.012138923,
0.010076145,
0.004670968,
-0.0524435,
0.004674464,
0.027704153,
0.008265096,
0.013061928,
0.010222986,
0.0093768975,
-0.029899787,
-0.04771659,
0.03557767,
0.0013696494,
-0.060526792,
-0.020431988,
0.019243268,
-0.015900869,
0.0027480393,
0.026739193,
-0.0263616,
-0.049506664,
-0.04461194,
0.017243423,
0.0018180413,
-0.025886113,
-0.010726444,
-0.0396333,
0.00548559,
0.032640833,
0.013299672,
-0.0015802975,
0.011257871,
-0.03795511,
0.022375893,
-0.008376976,
-0.016684026,
-0.0011266612,
-0.0011992081,
-0.00518841,
-0.0029525692,
0.0059086345,
0.009181109,
-0.022921305,
0.009334943,
0.020515898,
0.043716904,
-0.04419239,
-0.025774233,
-0.014376512,
-0.018837705,
-0.0020435485,
-0.011460653,
-0.04368893,
0.01703365,
-0.032640833,
0.020571837,
-0.02948024,
-0.004594051,
-0.06863806,
-0.02956415,
0.019858606,
-0.03356384,
-0.009055245,
-0.0121599,
0.012719297,
0.0048527718,
0.02936836,
-0.034626696,
-0.013082906,
-0.035885338,
-0.03574549,
-0.0028948812,
-0.020222213,
0.018599961,
-0.007957427,
-0.0019229284,
0.065337606,
-0.03384354,
0.020418003,
0.07529488,
-0.0028074754,
0.024361754,
-0.033507902,
0.0044576977,
0.026375584,
-0.016250493,
-0.016222524,
-0.0020750144,
-0.018655902,
-0.012243809,
-0.026613329,
-0.041367434,
-0.04673765,
0.051212825,
0.037171952,
-0.04861163,
-0.0012822436,
-0.012894109,
-0.045171335,
-0.08049728,
0.03375963,
0.0013373093,
0.025326714,
0.024375739,
-0.014865984,
-0.048275992,
-0.004538111,
-0.018334247,
-0.016642071,
-0.039241724,
0.04609434,
-0.00941186,
-0.034151208,
0.07316917,
-0.017313348,
-0.05658304,
-0.03798308,
0.030766854,
0.019550936,
0.012187869,
-0.018725825,
-0.030291365,
-0.021844465,
0.0059401006,
0.0013443017,
0.041087735,
-0.05529643,
-0.016614102,
0.023117095,
0.021564767,
-0.028892873,
0.012782229,
0.02948024,
-0.009915317,
-0.028641144,
-0.005604462,
-0.0079714125,
-0.03345196,
0.0007560605,
0.024557544,
-0.021466874,
0.02202627,
0.023312883,
0.01992853,
0.07663743,
-0.027088815,
0.010999151,
0.008118254,
-0.057953563,
-0.049003206,
-0.007866525,
-0.013390574,
-0.017984625,
0.002157176,
0.00086662883,
0.013642303,
0.039689243,
0.03336805,
-0.012418621,
-0.06841429,
-0.009649605,
-0.029955728,
-0.002456104,
-0.0059890477,
-0.019648831,
0.005024087,
0.040612247,
-0.001483277,
-0.09912521,
-0.004080104,
0.02106131,
-0.011355766,
-0.011628472,
-0.030934673,
0.008593742,
-0.034710605,
0.010160054,
0.010404791,
0.011663434,
-0.013264709,
0.02718671,
0.020320108,
0.017523121,
-0.03773135,
0.055492215,
-0.024669422,
0.02420792,
-0.019858606,
-0.02290732,
0.015285532,
0.014586286,
-0.045926522,
0.03152204,
0.019718757,
-0.00302599,
-0.00895735,
0.030487156,
-0.02290732,
0.0047408924,
0.039157815,
0.026739193,
0.024305815,
-0.0138310995,
-0.013173807,
0.007209233,
-0.058792662,
-0.022557698,
0.0104887,
0.005677883,
-0.0031186403,
0.030151516,
0.025900098,
0.059631757,
0.025900098,
0.07020437,
0.013614332,
0.014404481,
0.024949122,
0.008866448,
0.021480858,
0.0013128356,
-0.026375584,
-0.04150728,
-0.011097045,
0.047884412,
-0.009754491,
0.03168986,
-0.0031291288,
0.0088175,
-0.054233573,
0.033927448,
0.01309689,
0.06119807,
0.060247093,
0.030431215,
-0.00793645,
-0.031046553,
-0.007055399,
-0.009125169,
-0.063603476,
-0.022403864,
0.021382963,
-0.0396333,
0.018893646,
-0.01797064,
-0.053506356,
0.013467491,
0.051968012,
0.038234808,
-0.029759938,
0.059911456,
0.005517056,
0.0043213447,
0.012236817,
-0.024026116,
0.0105726095,
-0.00599604,
-0.018627932,
-0.04002488,
0.013698243,
0.04841584,
0.005349237,
-0.0057478077,
-0.05689071,
0.021327024,
0.01981665,
-0.015928838,
0.006485513,
-0.0055310414,
-0.06695986,
0.022977246,
-0.04796832,
-0.015481321,
-0.044667877,
0.022613637,
0.03381557,
0.010369828,
-0.034207147,
0.014963879,
0.05935206,
-0.008321036,
0.028753024,
0.032528955,
0.020935446,
-0.022739502,
0.009635619,
-0.002772513,
0.03996894,
0.037004136,
0.022753486,
-0.018865675,
0.043269385,
0.034598727,
0.039689243,
-0.016040718,
0.07322511,
0.021131234,
-0.02826355,
-0.014068843,
-0.016166583,
0.036556616,
-0.046625767,
0.0056848754,
0.00031859428,
-0.0020592816,
-0.019229284,
-0.014558316,
-0.039129846,
0.018054549,
-0.0314661,
-0.044863667,
-0.036584586,
0.012278772,
0.0054960786,
0.013110875,
0.0056534093,
-0.019327179,
0.030515125,
0.005572996,
0.024473634,
0.028011821,
0.015928838,
0.03347993,
-0.014754104,
-0.0012936064,
0.01411779,
0.012383658,
-0.022361908,
0.0022550705,
-0.017047634,
-0.006132393,
-0.01978868,
0.00017371909,
-0.0048213056,
-0.03529797,
-0.03806699,
-0.061421826,
0.02755032,
-0.045031484,
0.0041150665,
0.019369133,
-0.0075588566,
-0.032808654,
0.0263616,
-0.00530029,
0.027997836,
0.020026425,
0.029032722,
0.008244119,
0.0643307,
0.033731658,
0.022795442,
0.001019152,
0.037787292,
0.004782847,
-0.014089821,
-0.030850763,
-0.0044122464,
-0.008964342,
-0.029032722,
-0.018697856,
0.0035084703,
0.037283834,
-0.018250339,
-0.03767541,
-0.03191362,
0.019998455,
-0.036500677,
0.005562507,
0.0972792,
-0.0032375122,
-0.02837543,
-0.0025959532,
-0.008244119,
-0.027480394,
0.02216612,
-0.020250184,
0.003220031,
-0.017690942,
-0.068749934,
-0.019411087,
-0.0637713,
0.01091524,
-0.028836932,
-0.045311183,
-0.015858915,
0.033116322,
0.03431903,
0.020795597,
0.003400087,
-0.0378712,
0.029955728,
0.025788218,
0.0199565,
0.010936218,
0.09090207,
0.06147777,
-0.013026966,
-0.0045171333,
0.030962642,
0.0029805389,
0.011132007,
-0.024837242,
0.015061773,
0.042542167,
-0.04209465,
-0.015830945,
0.00000105843,
0.039465483,
0.011761329,
-0.020487927,
-0.03412324,
0.00074688287,
-0.06561731,
-0.0074539697,
-0.018641917,
0.02006838,
-0.007293143,
0.011803284,
0.0030015165,
-0.030543095,
0.23203802,
0.057897624,
0.055520184,
-0.005538034,
0.034263086,
0.012041028,
0.02613784,
-0.014432452,
0.051380645,
-0.022683563,
0.0072022406,
-0.030906703,
-0.008803516,
0.028669113,
0.01162148,
0.027368516,
-0.023173034,
0.014019896,
0.004870253,
-0.04022067,
-0.03624895,
-0.00047592478,
0.003611609,
0.06606483,
0.0010357591,
-0.0005572122,
0.04024864,
-0.03529797,
0.010936218,
-0.01162148,
0.034514815,
-0.019481013,
0.03171783,
-0.0065589338,
-0.0063176937,
0.05037373,
0.014418466,
-0.081616074,
0.02346672,
0.0027358027,
0.032249257,
-0.026767163,
0.0022078713,
0.0035084703,
-0.0016073933,
0.02539664,
-0.00009904174,
0.023970176,
0.008195171,
-0.08200765,
0.038234808,
-0.025102956,
0.036416765,
-0.025424609,
-0.037563533,
-0.064498514,
-0.016012749,
-0.02522882,
-0.019033495,
0.017369287,
0.03155001,
0.04024864,
-0.025928067,
0.053366505,
0.006723257,
-0.0058457023,
0.015439367,
-0.0209774,
-0.04005285,
0.03535391,
0.0026326638,
0.02922851,
0.009418853,
-0.018669887,
-0.017704926,
0.027732123,
-0.042542167,
0.028892873,
0.0017708422,
-0.02829152,
0.0017419982,
-0.03999691,
0.0058771684,
-0.049143057,
0.008831485,
0.045115396,
-0.04987027,
-0.023676492,
-0.041479312,
0.0025050512,
-0.0044157426,
0.04480773,
-0.0021204655,
-0.014250647,
-0.0023547132
] | Note that [TapexTokenizer] also supports batched inference. Hence, one can provide a batch of different tables/questions, or a batch of a single table
and multiple questions, or a batch of a single query and multiple tables. Let's illustrate this:
thon |
[
0.054300208,
0.0144766625,
-0.0009715942,
-0.030916508,
-0.040397957,
-0.01107381,
-0.025841314,
0.030451162,
0.0011979056,
0.039670855,
0.004191761,
-0.02629212,
0.009786835,
-0.012295347,
-0.025085125,
0.0005553265,
-0.039758105,
-0.049646735,
-0.045953043,
-0.0051515396,
0.03175995,
0.022685679,
-0.05985529,
-0.026321204,
-0.028996952,
0.034435697,
-0.00028947872,
0.006656647,
0.05784848,
0.046185717,
0.00062531035,
0.012578918,
0.0011815458,
-0.023776336,
0.007300135,
0.005453288,
0.023979926,
-0.012186281,
-0.046127547,
-0.030334825,
-0.009219692,
-0.012266262,
0.031032845,
-0.01653437,
-0.0636944,
0.023398241,
-0.011437363,
-0.014062213,
-0.04891963,
-0.057528555,
-0.0042353873,
-0.020169895,
0.0517408,
-0.004871604,
0.006529404,
-0.04851245,
-0.03216713,
-0.004053611,
-0.018134002,
-0.0071292655,
0.021711359,
0.0073583033,
-0.020053558,
-0.039932612,
-0.0033883096,
-0.0007539171,
0.012986097,
-0.011473718,
0.00954689,
0.004242658,
-0.058110237,
0.0144766625,
-0.0027757236,
-0.007321948,
-0.04822161,
-0.021464143,
0.01653437,
0.00062531035,
-0.009575974,
0.04263744,
-0.012186281,
0.029636804,
0.010194013,
0.02207491,
-0.0088779535,
-0.055928923,
0.06875506,
0.016112648,
0.014505747,
-0.016752502,
-0.0006343992,
0.007209247,
-0.018875647,
0.0075109955,
0.029927645,
0.046098463,
0.011713663,
0.03556998,
0.023849048,
0.013233312,
0.03612258,
0.10208555,
-0.03772221,
0.007085639,
0.020678869,
0.023369158,
0.023020146,
-0.00018143545,
-0.028866071,
0.02925871,
-0.0007207429,
-0.023078315,
0.03446478,
-0.018119458,
-0.049704906,
0.051711716,
0.022714764,
0.030160319,
-0.023689084,
-0.029636804,
-0.012687984,
0.021405974,
0.037751295,
-0.059186354,
0.015618217,
-0.041270483,
0.035511814,
0.014694794,
-0.04851245,
0.003171996,
0.021740442,
-0.0013896796,
0.020795206,
0.017319644,
0.0003964995,
-0.015618217,
-0.02456161,
0.026626589,
0.062298365,
0.010121303,
0.04220118,
-0.014571186,
-0.013400547,
0.07271051,
0.029375046,
-0.002964771,
0.0049515855,
-0.05845925,
-0.0043335464,
0.03481379,
-0.055609,
-0.008419877,
0.0055732606,
0.01411311,
-0.0018850199,
0.0225548,
-0.0028611585,
-0.008456232,
-0.01694155,
-0.008325353,
-0.000053027547,
-0.041794002,
-0.050432008,
0.038972832,
0.012280805,
0.07113996,
-0.028182594,
-0.0049843052,
-0.007845464,
-0.026902888,
0.03853657,
-0.0152837485,
-0.002497606,
0.023369158,
0.0143166995,
0.008318082,
0.037634958,
-0.043946233,
0.01183,
-0.01481113,
-0.02739732,
-0.00823083,
-0.0015369183,
-0.008325353,
-0.0005548721,
-0.0051915306,
-0.0053587644,
-0.0027720882,
-0.007249238,
0.0007207429,
0.035104632,
0.011480989,
-0.019297369,
0.011815458,
-0.012986097,
0.0043226397,
-0.032050792,
0.0074891825,
-0.008056324,
-0.026742926,
-0.028604314,
0.026204867,
0.01058665,
0.017974038,
-0.012738881,
0.027528198,
-0.0024776105,
0.03632617,
-0.06206569,
0.020184437,
0.03882741,
0.0076636877,
-0.028953325,
-0.011357382,
0.013538697,
0.011582784,
-0.030538414,
0.019340996,
0.004795258,
0.01481113,
0.0069765733,
0.033475917,
-0.00017859519,
0.010746613,
-0.014992907,
-0.0010015873,
0.010463042,
0.043219127,
0.018046748,
0.058982763,
0.020780664,
0.026510252,
0.008565298,
0.05031567,
0.01986451,
0.008848869,
0.032574307,
0.0048388843,
0.020315316,
0.03071292,
-0.04877421,
-0.0013306023,
0.017130597,
0.053776693,
0.00090024696,
0.013364191,
-0.008463503,
-0.006180393,
-0.023819963,
0.038216643,
-0.011575513,
0.053311344,
0.022918353,
-0.013436902,
-0.06253104,
-0.037053276,
0.024358021,
0.02456161,
-0.019151948,
-0.06474144,
-0.020053558,
0.060029797,
0.03126552,
-0.012375329,
0.0077872956,
0.005602345,
-0.013495071,
0.042986453,
-0.028066257,
-0.022889268,
-0.008027241,
-0.065555796,
-0.065439455,
-0.009815918,
-0.0021122403,
-0.020940626,
0.014403951,
-0.01999539,
-0.02380542,
-0.0151237855,
-0.033534087,
-0.03556998,
-0.02415443,
0.051042777,
-0.0015523693,
0.017319644,
-0.042870115,
-0.022467548,
-0.0042390227,
0.05901185,
0.003141094,
-0.003102921,
0.00047307275,
-0.044993263,
0.000008137328,
-0.0065839365,
-0.01640349,
-0.043422718,
-0.011161063,
-0.03556998,
0.012193552,
0.04266653,
0.02995673,
-0.00044217077,
-0.022351211,
0.031934455,
0.028313473,
-0.023572747,
0.04705824,
0.043917146,
-0.030363908,
0.01412038,
0.0368206,
0.02456161,
-0.0029393223,
0.03708236,
0.03804214,
0.013502342,
-0.03783855,
-0.040281624,
-0.059331775,
-0.019500958,
-0.032254383,
-0.03452295,
-0.006925676,
0.03190537,
-0.04249202,
-0.06485777,
0.008012698,
-0.039467264,
-0.07439739,
-0.028793361,
-0.018497553,
0.034726538,
0.018788395,
-0.005515092,
-0.039321844,
-0.030742003,
-0.01016493,
0.06206569,
0.0128261335,
-0.014651167,
0.01446212,
0.03833298,
-0.008005427,
0.019820884,
0.048890546,
-0.054009367,
-0.013778642,
0.030334825,
0.020562531,
0.002206764,
-0.0057550366,
0.019181032,
0.010913847,
0.04435341,
-0.011822728,
0.050402924,
0.048454285,
0.033330496,
0.04095056,
0.0613095,
-0.00028788816,
0.0076564164,
-0.02912783,
-0.022365753,
-0.002490335,
-0.0019722725,
0.056859616,
-0.03466837,
0.051769882,
-0.0012133566,
-0.009365113,
0.0020286231,
-0.014280344,
-0.046331137,
0.024736116,
0.031236434,
0.022816557,
-0.02864794,
-0.020577073,
-0.010346705,
0.034261193,
0.01425126,
0.044411577,
0.047959853,
-0.0011806369,
-0.021813152,
-0.010404874,
0.008521671,
0.012687984,
-0.004697099,
-0.0019304641,
-0.01646166,
-0.067649856,
-0.028662482,
0.026539335,
0.032254383,
0.037518624,
-0.017654112,
0.031498194,
-0.00723106,
0.015530964,
0.06863872,
0.029724056,
-0.03513372,
-0.019690005,
0.049355894,
0.019355537,
0.009924985,
-0.0011733659,
-0.032574307,
-0.012164468,
0.004857062,
0.033592254,
0.009350572,
-0.04159041,
-0.0062749167,
-0.030247571,
0.034493864,
-0.022714764,
-0.045022346,
0.03216713,
-0.010986558,
0.04906505,
-0.032138046,
-0.01986451,
-0.02822622,
0.003539184,
0.035453644,
0.0024794284,
-0.052293397,
-0.024954246,
-0.034144856,
-0.048599705,
0.0116991205,
0.06968575,
-0.012055403,
0.00004345589,
-0.07259417,
-0.0007675503,
0.0044389768,
0.023136484,
0.017872242,
0.008056324,
0.004402621,
-0.014193092,
0.010186742,
-0.014353055,
-0.0456622,
0.0043626307,
-0.021842238,
0.026001278,
-0.008834327,
-0.013473257,
-0.029985813,
-0.015487338,
0.02187132,
0.061833017,
0.02366,
0.008587111,
-0.020169895,
0.028182594,
-0.037664045,
-0.06538129,
0.036442507,
0.01909378,
0.018977443,
0.023878131,
-0.0019740902,
-0.0016159911,
0.034901045,
-0.0011960879,
0.0051660817,
-0.0206207,
0.016272612,
0.038565654,
-0.03362134,
-0.007874548,
0.0040863305,
-0.041881252,
0.061658513,
-0.0041226856,
-0.005202437,
-0.031091014,
-0.115289785,
-0.006529404,
-0.0049515855,
-0.036413424,
0.014869299,
-0.008150848,
-0.051798966,
-0.038420234,
-0.025710436,
-0.043335464,
-0.018919274,
-0.017610485,
0.0033374124,
0.029738598,
-0.004628024,
0.026146699,
-0.0006303092,
-0.031236434,
0.05665603,
-0.030392993,
-0.0012160833,
-0.033330496,
-0.040979642,
0.02270022,
-0.020024475,
-0.025710436,
0.0038609281,
-0.04615663,
-0.010833866,
0.009248776,
-0.0102085555,
-0.002397629,
-0.028400725,
-0.024314394,
0.0456622,
0.0064748707,
-0.047174577,
0.012847947,
0.05755764,
0.017261475,
0.0013905885,
0.009248776,
-0.051449955,
-0.04144499,
-0.077945665,
0.02594311,
-0.038711075,
-0.00297386,
-0.054271124,
-0.045633115,
-0.0112555865,
0.020969711,
-0.0035355485,
-0.04740725,
0.034639288,
-0.053718522,
0.018875647,
-0.039263673,
-0.013131518,
-0.04278286,
0.028386183,
-0.005725953,
0.0020104456,
-0.014716607,
0.028633399,
0.00947418,
-0.03341775,
0.030073067,
0.019675463,
-0.01806129,
-0.011662765,
0.0048134355,
-0.0046607438,
-0.006122225,
-0.019500958,
-0.038914666,
0.009139711,
-0.03341775,
0.00055032765,
-0.025972193,
-0.06695183,
-0.034755625,
-0.03402852,
0.06648649,
-0.036238916,
-0.03231255,
-0.032108963,
0.028109882,
0.007554622,
0.025783146,
-0.017697738,
-0.013167873,
-0.049763072,
-0.055521745,
0.03446478,
-0.014622083,
-0.01723239,
-0.02428531,
0.0050970064,
0.02925871,
-0.02095517,
0.025477761,
0.07230333,
-0.0044789673,
0.043364547,
-0.06730085,
0.017654112,
-0.01902107,
-0.019370079,
-0.0026303027,
-0.02318011,
-0.072419666,
0.021275096,
-0.023558205,
-0.07340853,
-0.0231074,
0.029462298,
0.05252607,
-0.029069662,
0.023151025,
0.01016493,
-0.054678302,
-0.05203164,
0.020984253,
0.045923956,
0.01585089,
0.016781585,
0.008354438,
-0.024997873,
0.0088415975,
0.0039336383,
-0.030392993,
0.004351724,
0.05447471,
0.008150848,
-0.04089239,
0.062298365,
0.05555083,
-0.046680145,
-0.064683266,
0.0020849737,
-0.038216643,
-0.017028801,
-0.027048308,
-0.009430553,
0.003171996,
-0.046389304,
0.004137228,
0.026335746,
-0.036587927,
-0.020082643,
0.008049053,
-0.008332624,
-0.019384623,
0.0054096617,
0.060436975,
-0.050053913,
0.010455771,
-0.072128825,
-0.004733454,
-0.04199759,
0.017683195,
0.02933142,
-0.0006303092,
0.01708697,
0.026350288,
-0.014949281,
0.09301128,
-0.020009931,
0.003882741,
-0.013829539,
-0.03341775,
-0.035918992,
-0.010717529,
0.027979003,
-0.025375968,
-0.029098745,
-0.0338831,
0.0012269898,
0.0384784,
0.030974677,
0.01051394,
-0.05438746,
0.017537775,
-0.02477974,
-0.023849048,
-0.016490743,
-0.05264241,
-0.0152837485,
0.046883736,
0.003324688,
-0.06427609,
-0.0054351105,
0.023485495,
-0.002864794,
0.014992907,
-0.06066965,
0.0093214875,
-0.03292332,
-0.0075982483,
-0.0073655746,
-0.006751171,
-0.016025396,
0.05930269,
0.013000639,
0.013487799,
-0.029462298,
0.022307584,
-0.0050606513,
0.010455771,
0.0140331285,
0.0025830409,
-0.022540258,
0.000041723335,
-0.03652976,
0.024038095,
0.023398241,
-0.045691285,
-0.010114032,
0.01861389,
0.022133078,
-0.02131872,
0.036268003,
0.049646735,
-0.013313294,
0.031091014,
-0.018148543,
-0.011364653,
-0.045836706,
-0.02095517,
0.0013533244,
-0.013058808,
-0.019820884,
0.05328226,
0.039031003,
0.026423,
0.012891573,
0.021129673,
0.016825212,
0.024503442,
0.024619779,
-0.017348727,
0.03175995,
-0.014498476,
-0.00025607733,
-0.029709514,
0.0011306484,
0.0517408,
-0.0106520895,
-0.0012851582,
-0.025608642,
-0.04435341,
-0.042870115,
-0.010266724,
0.00018495736,
0.043800812,
0.029171456,
-0.018861106,
-0.026975598,
-0.0041626766,
-0.03417394,
-0.0152837485,
-0.058284745,
-0.047843516,
0.026277578,
-0.03586082,
0.019399164,
-0.02912783,
-0.015763639,
0.008027241,
0.06311272,
0.026073989,
-0.02483791,
0.028109882,
0.0035664504,
-0.025434136,
-0.01854118,
-0.04476059,
0.0086380085,
0.011299213,
-0.005824112,
-0.021784069,
0.031469107,
0.05107186,
0.044586085,
-0.006802068,
-0.051624462,
0.009641414,
0.0052896896,
0.010383061,
0.008310812,
0.036587927,
-0.0080345115,
0.04961765,
-0.02579769,
0.03286515,
0.013582323,
0.017363269,
0.034988295,
-0.0073401257,
0.008063596,
0.013131518,
0.00442807,
-0.019806342,
0.030887425,
0.024736116,
-0.008129035,
-0.037634958,
-0.007409201,
-0.018424843,
0.050810102,
0.051973473,
-0.0014751145,
-0.0042572003,
0.014869299,
0.019748174,
0.014643896,
-0.023369158,
0.041415907,
0.07608428,
0.027091935,
0.0085580265,
-0.012215366,
-0.0126661705,
-0.026888346,
0.0051624463,
0.024168974,
0.012258992,
-0.0060313367,
-0.056568775,
-0.06730085,
0.025521388,
0.037664045,
-0.041183233,
-0.0069220406,
-0.004159041,
0.025434136,
0.024750657,
0.013785913,
-0.020315316,
0.033185076,
0.0021958575,
0.053980283,
0.043829896,
0.007307406,
0.030800171,
0.004180854,
-0.008688906,
-0.0152837485,
0.019937221,
-0.02054799,
0.0064712353,
-0.03536639,
0.0017050614,
-0.012033589,
0.0034537492,
0.02441619,
-0.05258424,
-0.01563276,
-0.02877882,
0.02616124,
-0.026510252,
0.036704265,
0.020649785,
-0.031120097,
-0.024721572,
0.03708236,
-0.0015387362,
0.030800171,
-0.009045187,
0.06061148,
0.032254383,
0.030480245,
0.038071223,
-0.0033537722,
0.027964462,
0.024299853,
0.0010088583,
-0.014040399,
0.035250057,
-0.0019486416,
0.0077945665,
-0.026757468,
-0.016025396,
-0.02179861,
0.027717246,
0.00061531266,
-0.020053558,
0.018075833,
-0.01550188,
-0.020518906,
0.030683834,
0.057354048,
0.022743847,
-0.017814076,
-0.000087423025,
0.019268285,
-0.026902888,
0.018134002,
-0.039612684,
0.027644536,
0.007743669,
-0.0800979,
-0.019355537,
-0.03411577,
-0.018453928,
-0.029811308,
-0.012840676,
-0.049908493,
0.015792722,
0.017508691,
0.05299142,
-0.0023612739,
-0.011888168,
-0.017101511,
0.04883238,
0.049995746,
-0.0010452135,
0.05915727,
0.042375684,
0.0020613428,
0.0071365363,
0.031207351,
0.0066711893,
0.012477123,
-0.01224445,
-0.008296269,
0.011321026,
-0.008848869,
-0.063461736,
-0.031818118,
0.0384784,
0.014520288,
0.014825673,
-0.03196354,
0.00010020417,
-0.06101866,
-0.020417111,
0.007278322,
0.044237074,
-0.035017382,
0.013393275,
-0.03231255,
-0.05037384,
0.25338158,
0.06997659,
0.03583174,
-0.014694794,
0.031032845,
0.038565654,
0.023994468,
-0.015312833,
0.017814076,
-0.016912464,
-0.0012097211,
-0.025928568,
0.00016689334,
0.0142367175,
-0.030073067,
0.038303897,
-0.062589206,
0.0004278559,
-0.009016103,
-0.027528198,
-0.03231255,
-0.011401008,
0.0036337078,
0.039961696,
0.027993547,
0.01245531,
0.044178907,
-0.02511421,
0.0018404848,
0.0071983403,
0.004526229,
-0.009801377,
0.022380294,
-0.031207351,
0.002535779,
-0.0002513057,
0.018483011,
-0.07358304,
0.014011315,
0.016359864,
0.023645457,
-0.03923459,
0.011997234,
0.00023471861,
-0.025492305,
0.037489537,
-0.010644819,
0.075851604,
0.019908138,
-0.051857136,
0.012084487,
-0.033243246,
0.028313473,
-0.03175995,
-0.06026247,
0.014978365,
-0.011110166,
-0.036646098,
-0.0026975598,
0.066311985,
0.0034646557,
-0.0014178549,
0.018366674,
-0.010099489,
-0.00046534726,
0.002373998,
0.030247571,
0.027979003,
-0.021275096,
0.008325353,
0.0025066948,
0.020431653,
-0.009110627,
-0.014869299,
0.022685679,
0.03583174,
-0.00016961999,
0.026902888,
0.0030356639,
-0.02809534,
-0.002873883,
-0.026975598,
-0.0048934175,
-0.04822161,
0.03135277,
0.04191034,
0.008667093,
0.009808647,
-0.016228985,
0.026510252,
0.011131979,
0.011531887,
-0.013960417,
-0.00885614,
-0.006809339
] |
prepare table + question
data = {"Actors": ["Brad Pitt", "Leonardo Di Caprio", "George Clooney"], "Number of movies": ["87", "53", "69"]}
table = pd.DataFrame.from_dict(data)
questions = [
"how many movies does Leonardo Di Caprio have?",
"which actor has 69 movies?",
"what's the first name of the actor who has 87 movies?",
]
encoding = tokenizer(table, questions, padding=True, return_tensors="pt")
let the model generate an answer autoregressively
outputs = model.generate(**encoding)
decode back to text
tokenizer.batch_decode(outputs, skip_special_tokens=True)
[' 53', ' george clooney', ' brad pitt'] |
[
0.06294973,
-0.015944116,
-0.0012705468,
-0.0053922115,
0.010548214,
-0.0049603917,
-0.01365584,
-0.025230087,
0.039446924,
0.055774882,
-0.003875306,
0.026071584,
-0.008843079,
-0.05630635,
0.00947051,
0.01134542,
-0.028256517,
-0.033630274,
-0.08810601,
0.01629843,
-0.045411207,
-0.0054586455,
-0.048393346,
-0.01913294,
0.006244779,
0.017139925,
-0.04384632,
0.0034084239,
0.06548898,
0.04163186,
-0.01365584,
0.0046909656,
0.02168695,
-0.0053294688,
0.0027865297,
-0.055892985,
0.038590666,
-0.0400965,
0.006289068,
-0.058520813,
-0.0045064273,
-0.035697106,
0.035401843,
-0.01966441,
-0.009795298,
0.016372245,
-0.024285251,
-0.043432955,
-0.008939039,
-0.043137692,
0.013729656,
-0.00552877,
0.0362581,
0.002004087,
0.016608454,
-0.001740197,
-0.017051347,
0.009256446,
-0.03138629,
0.007149017,
-0.007230214,
0.00070908875,
-0.026071584,
-0.08367708,
0.0047315643,
0.0142316,
0.033010226,
0.015648855,
0.00629645,
-0.0550072,
-0.045795046,
0.034161747,
-0.021760765,
-0.011662826,
-0.007757994,
-0.018158577,
0.04115944,
0.013537736,
0.0025595473,
0.03244923,
0.0046208412,
0.0033235364,
-0.028861804,
0.015014043,
-0.024255725,
-0.026647342,
0.027562654,
-0.056896877,
0.02452146,
-0.003393661,
-0.004177949,
0.021952687,
-0.010666318,
0.028359858,
0.031740602,
0.035785682,
-0.04375774,
0.059642807,
0.0045691705,
0.005325778,
0.038679246,
0.042842433,
-0.019251045,
0.051847905,
-0.03534279,
-0.005495553,
0.021509795,
-0.0013194494,
0.0068057757,
-0.03076624,
-0.006909117,
0.012105718,
-0.004004483,
0.035844736,
0.041454703,
0.013390105,
-0.0004184408,
0.0120097585,
-0.054121416,
-0.03590379,
0.016372245,
0.004558098,
-0.017154688,
-0.039151665,
-0.0070936554,
-0.034014113,
-0.0031703694,
-0.003474858,
-0.061945844,
-0.013567262,
0.021450741,
-0.0067910124,
0.015353594,
0.07877575,
0.046769407,
0.05119833,
0.035844736,
0.027725047,
0.054003313,
-0.01962012,
-0.0072006877,
-0.013463921,
0.0029341604,
0.07729944,
0.00035892715,
0.015309304,
0.02447717,
-0.009108814,
-0.018335734,
0.022956574,
-0.029142302,
0.007647271,
-0.0025004952,
-0.02543677,
-0.014430902,
-0.016460825,
-0.0009425298,
-0.009271208,
0.00070724334,
0.03696673,
-0.034929425,
-0.021908397,
-0.04053939,
0.03053003,
-0.030943396,
0.06354026,
-0.00017012132,
0.010179137,
-0.0013083771,
0.0038162537,
0.031504393,
-0.0075107124,
0.024890536,
0.028359858,
0.03543137,
0.026160162,
0.050460175,
0.008459239,
0.020033486,
-0.0046798936,
0.007831809,
-0.017804263,
-0.0025761558,
0.030264296,
0.0050378977,
0.02884704,
0.011367564,
-0.00000576322,
0.0021757076,
-0.043669164,
0.034014113,
0.047625665,
-0.047714245,
0.024861012,
-0.010120085,
-0.0046319133,
-0.007706323,
-0.01798142,
0.001353589,
0.0071305633,
0.0083189905,
0.10227855,
-0.02192316,
0.038531616,
-0.024801958,
-0.008149215,
0.045795046,
0.03755725,
-0.04738946,
-0.022720367,
0.07346104,
0.031947285,
-0.055892985,
0.010444873,
0.04399395,
-0.02370949,
-0.003201741,
0.027754573,
0.027946493,
-0.010932054,
0.014386613,
0.020609247,
0.0633631,
-0.016283667,
-0.030648135,
0.03144534,
-0.02552535,
0.034309376,
0.008252556,
0.033571225,
0.0030854817,
0.005558296,
-0.025038168,
0.052999426,
0.0101643745,
-0.0067319605,
0.018276682,
0.034397956,
-0.05202506,
-0.042192858,
0.011552103,
0.033571225,
0.00908667,
0.026381608,
0.028596068,
0.008097544,
-0.025451533,
-0.011301131,
-0.028876567,
-0.010326768,
-0.06371741,
0.09495607,
-0.016387008,
0.023104206,
-0.01908865,
-0.041986175,
-0.028404148,
0.01360417,
-0.059967592,
-0.007964676,
0.0040266276,
-0.024403356,
-0.026027294,
-0.0029581503,
0.056660667,
0.010496544,
0.0073593906,
0.021554083,
-0.027769336,
-0.024211437,
-0.033541698,
-0.048865765,
-0.07151231,
0.015944116,
-0.041602332,
-0.04576552,
-0.041543283,
-0.0865116,
0.027828388,
-0.016741322,
0.05710356,
-0.040066972,
-0.014069206,
-0.0032700202,
0.017139925,
0.03510658,
-0.015944116,
0.035401843,
0.008739738,
0.019310096,
0.029378511,
0.01028986,
0.016165562,
0.006676599,
0.009920783,
0.003519147,
-0.008643778,
0.014873794,
-0.021244058,
-0.002773612,
-0.027592178,
-0.024078568,
-0.020771641,
0.0020963561,
0.022056028,
0.041129917,
0.025510587,
-0.015678382,
0.0633631,
0.03802967,
-0.041188966,
0.0119876135,
0.025702506,
0.012275494,
-0.016948005,
0.059199914,
0.014408757,
-0.008200886,
-0.031209132,
-0.017759975,
-0.05110975,
-0.008104926,
-0.012984121,
-0.061650585,
0.015752196,
0.059406597,
-0.0155898025,
-0.057192136,
0.0013425167,
-0.035313264,
-0.05999712,
-0.01187689,
-0.029880455,
0.000028372777,
0.017745212,
0.030943396,
-0.007292957,
-0.01086562,
0.0039528124,
0.01336796,
-0.015368356,
-0.0033770525,
0.037291516,
-0.007853954,
0.0400965,
0.012135244,
-0.0151173845,
-0.05485957,
-0.009640285,
-0.042133804,
-0.004081989,
0.020373037,
-0.011640681,
0.022307,
-0.012135244,
0.0018813688,
-0.002884335,
0.027119761,
0.013205566,
-0.0011958088,
0.033777907,
0.026662106,
-0.019841567,
-0.019398674,
0.0056542563,
-0.022617025,
0.01936915,
-0.00083826564,
0.044348266,
-0.03268544,
0.03658289,
0.006067622,
-0.033777907,
-0.001961643,
-0.019103413,
-0.012511702,
0.015944116,
0.021052139,
0.03129771,
0.0029489235,
-0.0002629672,
0.013921576,
0.0072080693,
0.016608454,
0.030677661,
0.0014301725,
-0.018660521,
-0.007134254,
-0.01836526,
-0.0102086635,
-0.009079289,
-0.017523766,
0.015397883,
0.009522181,
-0.027946493,
-0.03380743,
0.04018508,
0.05477099,
0.022336526,
-0.0049677733,
0.010068415,
-0.03794109,
0.04741898,
0.0439349,
0.028153175,
0.0041927123,
-0.022174133,
0.038000144,
0.0069017354,
0.019502016,
-0.07411061,
0.005897847,
-0.01600317,
0.029599957,
0.017804263,
0.014718781,
-0.045440733,
0.0057428344,
-0.0027699212,
0.05072591,
-0.017671395,
-0.01802571,
-0.02880275,
0.04812761,
-0.004292363,
-0.03481132,
-0.00071139546,
-0.0133162895,
-0.025746796,
0.01817334,
-0.004332961,
-0.01480736,
0.017272793,
-0.035136107,
-0.03640573,
0.020122066,
0.051936485,
0.025200563,
-0.014991898,
-0.039210714,
0.009145723,
0.026263503,
-0.04157281,
0.010297242,
-0.0071748523,
-0.0002300963,
0.027651232,
-0.0034970024,
-0.019413438,
0.0019247354,
0.0137665635,
-0.050105862,
-0.013404869,
-0.00033955064,
-0.008097544,
0.034250323,
-0.0034471771,
-0.025052931,
0.042104278,
0.013582025,
-0.019339623,
0.0010638637,
0.066256665,
-0.019383911,
0.009595996,
0.031652022,
0.009706719,
-0.007492258,
0.0059642806,
0.009839587,
0.0076989415,
0.014556387,
-0.028758463,
-0.016800374,
-0.00088993635,
-0.023960464,
-0.03856114,
0.026676869,
-0.030441452,
0.017774737,
-0.028610831,
0.02187887,
0.008304227,
-0.013242475,
-0.0005208596,
0.0036723139,
-0.02720834,
0.0055878223,
-0.02111119,
0.0011330657,
0.012319783,
-0.008208267,
0.006750414,
-0.06395362,
-0.05323563,
-0.0329807,
0.010400583,
-0.0011422926,
0.027887441,
0.05710356,
0.0028824895,
-0.023207547,
-0.03451606,
0.0088799875,
-0.032567333,
0.0146228215,
-0.0036944584,
0.030972922,
0.027725047,
0.00026481258,
-0.0076177446,
-0.006639691,
0.0011690507,
0.019738225,
0.011788312,
0.019206755,
0.01499928,
0.0022845853,
-0.042665273,
0.035401843,
-0.033157855,
-0.06554803,
-0.024240963,
0.0010324923,
-0.007898243,
0.007134254,
0.06153248,
-0.01134542,
-0.057339765,
0.017139925,
0.0016719177,
-0.03900403,
-0.01427589,
-0.02004825,
-0.03321691,
0.006086076,
0.066906236,
0.024875775,
-0.03029382,
0.0062189437,
-0.03466369,
0.012541229,
0.014083969,
-0.033453118,
0.006525277,
-0.024004754,
0.018719574,
0.005986425,
0.014298034,
0.008754501,
-0.02369473,
0.016032696,
0.001254861,
0.03380743,
-0.0736382,
-0.0049493196,
-0.013522973,
-0.004639295,
-0.038944982,
0.030736713,
-0.024447646,
0.06773297,
0.0007459964,
0.0097362455,
-0.034397956,
0.047950454,
-0.09808584,
0.0022495228,
0.0068832817,
-0.0017115935,
-0.048806712,
0.04499784,
0.0064108637,
0.006148819,
0.008776645,
-0.01966441,
-0.002470969,
0.0017964812,
-0.043432955,
0.00043758666,
0.006750414,
-0.027223103,
-0.020269696,
-0.01936915,
0.07535072,
-0.011758786,
0.0016645362,
0.082259834,
-0.02360615,
0.023827596,
-0.013582025,
0.041661385,
0.002351019,
-0.021376926,
-0.038354456,
-0.0077727567,
0.0066470727,
0.01245265,
-0.03649431,
-0.026307791,
0.0023620913,
0.06283163,
0.044495896,
-0.048540976,
0.005702236,
-0.01538312,
-0.027060708,
-0.013198186,
0.030559557,
0.011544721,
-0.00099743,
0.022941813,
0.018114287,
-0.011648063,
-0.0015390501,
0.0015473544,
-0.019767752,
-0.030264296,
0.055981565,
-0.043875847,
-0.050223965,
0.033630274,
-0.030057613,
-0.04216333,
-0.06507561,
0.00015005277,
0.015080477,
-0.020461617,
0.0006629542,
0.02322231,
0.0030172025,
-0.014179929,
-0.008924277,
0.004986227,
-0.050430648,
-0.022218421,
-0.016401771,
-0.013943721,
0.004524881,
0.006163582,
0.029673772,
0.009145723,
-0.02548106,
-0.022011738,
-0.022144606,
-0.048009507,
-0.02601253,
0.037321042,
-0.024624802,
0.020328749,
-0.018512892,
0.006325976,
0.061355323,
0.0076989415,
0.023768544,
0.0024248343,
-0.06401268,
-0.063008785,
-0.010371057,
0.010968962,
-0.058609392,
0.007802283,
-0.020993087,
0.03221302,
0.0303824,
0.03879735,
0.021982212,
-0.103932016,
-0.0407756,
-0.01057774,
0.008090163,
-0.021465505,
-0.042871956,
0.0059642806,
0.039889816,
-0.010717989,
-0.07440588,
0.008754501,
0.02731168,
-0.030013323,
-0.054091893,
0.008311609,
-0.020874983,
-0.035726633,
0.01956107,
0.0062853773,
-0.009071907,
0.009389313,
0.0035874262,
0.021642663,
-0.008156597,
-0.017819026,
0.045558836,
0.0019819422,
0.034161747,
-0.011751404,
-0.032094914,
-0.027710283,
0.009130959,
0.016460825,
0.02369473,
0.03634668,
-0.021524558,
0.037911564,
0.058845602,
-0.027695522,
0.012902924,
0.062123,
0.01538312,
-0.02855178,
-0.013589406,
-0.014718781,
0.053914733,
-0.052320324,
-0.03342359,
0.009477891,
0.024078568,
0.012548611,
0.0059273727,
0.001656232,
0.0073815356,
0.017435187,
0.077712804,
0.0050268257,
0.02013683,
-0.011256842,
0.044850208,
-0.0009083902,
-0.0316225,
-0.009160485,
-0.02880275,
0.0075586922,
0.024300015,
-0.013168659,
0.039269768,
0.034575112,
0.01581125,
-0.024654329,
0.034988478,
0.016313193,
0.0022993484,
0.023428993,
0.004716801,
0.023547098,
-0.014364468,
-0.01043011,
-0.016136037,
-0.033246435,
-0.028625594,
0.019442964,
-0.055597726,
0.022380816,
-0.029526142,
-0.03250828,
0.00042882108,
-0.027695522,
0.013965865,
-0.00778752,
0.049544867,
0.04039176,
0.012098337,
-0.001084163,
-0.025761558,
0.050460175,
-0.002629672,
0.019930145,
-0.033541698,
-0.0027367042,
0.051227856,
-0.030589083,
-0.009071907,
-0.004628223,
-0.016608454,
0.00543281,
0.033187382,
-0.037173413,
-0.010511306,
-0.05158217,
0.031268183,
-0.01908865,
-0.033482645,
0.012378835,
0.023812832,
0.01817334,
-0.0061192927,
-0.012939831,
0.00721176,
0.05869797,
-0.026411133,
-0.018719574,
0.038000144,
0.040362235,
-0.017848553,
0.0070936554,
-0.002913861,
0.049869653,
0.04774377,
0.043639638,
-0.019398674,
0.019738225,
0.014047062,
-0.016209852,
-0.05273369,
0.022366052,
0.0203878,
-0.03581521,
-0.019236282,
0.03980124,
0.010732752,
-0.019841567,
-0.03947645,
-0.0031131625,
-0.02590919,
-0.041366123,
-0.010186519,
0.007488568,
-0.0019413438,
-0.033718854,
-0.043639638,
0.015899828,
-0.011101829,
0.022085553,
0.0019210445,
-0.0010943126,
-0.022794181,
0.016076984,
-0.0009568315,
-0.0027699212,
0.01350821,
0.00016124042,
0.022041265,
-0.018881967,
0.013434394,
-0.0006149742,
-0.028920855,
-0.02548106,
-0.006783631,
-0.020018725,
-0.00057898916,
-0.031474866,
-0.03735057,
0.014895938,
-0.021376926,
-0.059672333,
-0.103282444,
0.0068205385,
-0.06129627,
0.0078096646,
0.040923234,
-0.01028986,
-0.011160881,
0.023679966,
-0.022735128,
0.042665273,
0.028241754,
0.042842433,
0.008090163,
0.08444476,
-0.015456935,
-0.023148496,
-0.032183494,
0.0036206432,
-0.028064597,
-0.043787267,
-0.01817334,
-0.000729388,
-0.035608526,
-0.018867204,
-0.03888593,
0.018291445,
0.044938788,
-0.052940372,
-0.021332636,
-0.024447646,
0.034575112,
-0.03481132,
-0.013404869,
0.098912574,
0.0027957566,
-0.01798142,
0.0039122137,
0.010304623,
-0.02725263,
-0.01653464,
-0.015826011,
-0.0056321113,
-0.0024266797,
-0.04423016,
-0.005547224,
-0.022602262,
0.000048643164,
-0.012460032,
-0.03168155,
-0.001494761,
0.045086417,
0.007414752,
0.021007849,
0.02091927,
-0.031327236,
0.011050158,
0.007137945,
0.026115872,
0.020313986,
0.07056748,
0.04620841,
-0.001572267,
-0.0128881605,
-0.017095637,
-0.012792201,
0.018188104,
0.008975947,
-0.0077949013,
0.023148496,
-0.035844736,
-0.05471194,
-0.019723462,
0.011256842,
0.05202506,
-0.01649035,
-0.031209132,
0.00879879,
-0.022764655,
-0.019575832,
-0.03864972,
-0.0017014439,
0.026957367,
0.002408226,
0.027902205,
-0.05878655,
0.2588852,
0.040834654,
0.031415816,
0.066374764,
0.031474866,
-0.0012982276,
0.011803075,
-0.024432883,
0.05509578,
-0.023620913,
0.029304696,
-0.03634668,
-0.018439075,
0.030264296,
-0.018571943,
0.051700275,
-0.043492008,
-0.006178345,
-0.031829182,
-0.027474076,
-0.06418983,
0.03956503,
0.013102225,
0.08332277,
0.014445664,
-0.04231096,
0.0206683,
-0.024742907,
0.04600173,
-0.05181838,
0.006643382,
-0.020934034,
0.006355502,
-0.03924024,
-0.009551707,
0.047241826,
-0.0006638768,
-0.055538673,
0.018380024,
0.014674492,
-0.035933316,
-0.009404076,
-0.035638053,
0.029688535,
0.0009918938,
0.022705603,
0.0070752017,
-0.0111535,
0.043049116,
-0.08090163,
0.06265447,
-0.018822916,
0.021509795,
-0.00769156,
-0.03640573,
-0.074642085,
0.002917552,
-0.000888091,
0.045795046,
0.00586463,
-0.009544325,
0.0043735597,
-0.00514493,
-0.002063139,
-0.025082458,
-0.0043809414,
0.01153734,
-0.01220906,
-0.03321691,
0.009101433,
0.01783379,
0.022247948,
-0.029599957,
0.0065363497,
0.010791805,
0.029659009,
-0.019915383,
0.037763935,
0.021509795,
-0.0071711615,
-0.0003261716,
-0.04514547,
-0.03342359,
-0.013301527,
0.032153968,
0.08096068,
-0.03330549,
-0.031947285,
-0.026278267,
0.015324067,
0.014438284,
0.010902528,
0.01595888,
0.020254932,
0.016017932
] | TAPEX architecture is the same as BART, except for tokenization. Refer to BART documentation for information on
configuration classes and their parameters. TAPEX-specific tokenizer is documented below.
TapexTokenizer
[[autodoc]] TapexTokenizer
- call
- save_vocabulary |
[
0.062416993,
-0.03582858,
0.035706192,
0.037664372,
0.0012429855,
0.0046277307,
-0.010922974,
-0.049229875,
0.030275302,
0.063090116,
0.026511924,
-0.0037997111,
0.012077995,
-0.04124417,
-0.003417254,
0.011772029,
-0.018740397,
0.005595347,
-0.042345647,
-0.011817924,
0.022549668,
0.0077562295,
-0.0614685,
-0.011833222,
-0.026037678,
0.029066738,
0.017684815,
-0.016430356,
0.08505845,
0.07740931,
-0.007492334,
-0.042192664,
0.049933597,
-0.0024496375,
-0.028286526,
-0.04561948,
0.05121865,
-0.00026652476,
-0.008865355,
-0.05899018,
-0.004474748,
-0.010831185,
0.0365323,
-0.033013694,
-0.05094328,
0.011772029,
-0.034849487,
-0.046904534,
-0.00998213,
-0.016384462,
-0.03705244,
0.0073546497,
0.028531298,
-0.0044594496,
-0.0078097736,
0.020239629,
-0.028990246,
0.000516317,
-0.03466591,
0.001152152,
0.061437905,
-0.027292136,
-0.011213642,
-0.076675,
0.007178719,
-0.0010049059,
-0.0011445028,
-0.014846983,
0.02602238,
-0.032034606,
-0.011420168,
-0.012728171,
-0.015183546,
-0.034971874,
-0.047394082,
-0.042192664,
0.022457879,
0.0069989646,
-0.00047472483,
0.06853631,
0.008788863,
0.014426281,
0.012338066,
0.009286058,
-0.028026454,
-0.0391942,
0.04482397,
0.011534905,
0.016766919,
-0.047394082,
0.017042287,
0.013944385,
-0.014816387,
-0.0024381639,
-0.012414557,
0.010326341,
-0.028210035,
0.061101343,
0.049688824,
0.02173886,
-0.010181007,
0.05553277,
-0.009943884,
0.040418062,
-0.00717107,
0.008513494,
0.025762308,
-0.013385997,
-0.00726286,
-0.043232948,
-0.005606821,
0.00979855,
-0.00454359,
-0.0055112066,
0.012246275,
0.026297748,
-0.005285557,
0.010884728,
-0.0037557285,
-0.008268722,
-0.005534154,
-0.028408911,
0.03279952,
-0.021402298,
0.004382958,
-0.0338704,
0.0035128682,
0.012988242,
-0.07502278,
-0.015657792,
0.008306968,
-0.023834724,
0.03191222,
0.051555213,
0.008429354,
-0.008720022,
0.043232948,
0.042131472,
0.005239662,
-0.0041917297,
0.016139688,
-0.025502238,
-0.03178983,
0.08970913,
0.00988269,
0.0072743334,
0.005824821,
-0.0044326773,
-0.022029527,
0.03234057,
-0.03442114,
0.008360512,
0.032371167,
-0.016675128,
-0.009186619,
-0.032830115,
-0.014020876,
-0.0018644782,
-0.008521143,
0.025364554,
-0.019092258,
0.010135112,
-0.049597032,
0.01976538,
-0.024844412,
0.049413454,
-0.0018769081,
-0.0017918114,
-0.00067025603,
-0.04124417,
0.018312044,
0.017868394,
0.008406406,
0.03885764,
0.059357338,
0.020254927,
0.031116707,
-0.039591957,
0.025288062,
0.0016847234,
-0.009813849,
-0.020086646,
0.017715411,
0.04479337,
0.011772029,
0.010035673,
0.019367626,
-0.017898992,
0.029372703,
-0.027919367,
0.009416093,
0.060183447,
-0.016721023,
0.04372249,
0.021769457,
-0.030780146,
-0.07116761,
-0.004134361,
0.0006520893,
-0.02476792,
-0.015191195,
0.03723602,
0.015741933,
-0.0023406374,
-0.047424678,
-0.0038742903,
0.036042754,
0.037266616,
-0.07900033,
-0.010632306,
0.03696065,
0.026435433,
-0.007645317,
-0.0053429254,
0.031851023,
-0.027368627,
-0.024523148,
0.021784754,
0.01710348,
0.008276371,
-0.018021377,
0.028791368,
0.055196203,
0.0016904603,
0.009201917,
0.020101944,
-0.00926311,
0.06957659,
-0.0063908575,
0.030244706,
-0.008972443,
0.014158561,
-0.030260004,
0.03457412,
0.00891125,
-0.022825038,
0.04482397,
0.026664907,
-0.0132177165,
0.0057253824,
-0.011336028,
0.019199345,
0.0102422,
0.04029568,
0.007805949,
-0.0003210249,
-0.019199345,
-0.012376311,
-0.0016808988,
0.0068192095,
-0.08230476,
0.08279431,
0.010089218,
0.0031858673,
-0.042131472,
-0.051463425,
0.027949963,
0.0418867,
-0.073186986,
-0.033227872,
0.012162135,
0.031514462,
-0.009913287,
-0.03637932,
0.021432895,
0.04892391,
0.018281449,
0.044885162,
-0.022121318,
-0.021203421,
-0.034635313,
-0.06829154,
-0.080163,
0.0101121655,
-0.027139153,
-0.0059892777,
-0.036226332,
-0.08236595,
0.028821966,
-0.012146837,
-0.002044233,
0.023054512,
-0.022549668,
0.035308436,
-0.009752655,
0.0030711303,
-0.046384394,
0.038980026,
0.043416526,
0.029816354,
0.025242167,
-0.0067503676,
-0.039683744,
-0.010257498,
0.026710803,
-0.008222827,
0.0067924378,
0.033839803,
0.006398507,
-0.00092315575,
-0.037297215,
-0.0240642,
0.0057789264,
0.008383459,
-0.031667445,
0.0222743,
0.040601645,
-0.0097373575,
0.025456343,
0.05372757,
-0.014755194,
0.0013022664,
0.010900026,
0.029525686,
-0.019918364,
0.05201416,
0.017501235,
-0.022825038,
-0.03953076,
-0.011121851,
-0.058500633,
-0.02075977,
-0.020836262,
-0.034604717,
-0.0118485205,
0.040571045,
-0.025226869,
-0.08401817,
0.01229217,
-0.058684215,
-0.064191595,
0.0007123263,
-0.02111163,
0.0093625495,
0.028439509,
0.00053448376,
-0.008414055,
-0.02975516,
0.03448233,
0.059938673,
-0.0038876762,
-0.0036773249,
0.007993353,
0.040418062,
0.021815352,
0.008421705,
0.0040961155,
-0.020652682,
0.0009140724,
-0.036287528,
-0.01721057,
0.058072284,
0.0052511357,
0.017501235,
0.031055514,
0.04304937,
-0.030244706,
0.025089184,
0.021218719,
0.04142775,
0.01684341,
0.02066798,
0.002445813,
0.030611863,
-0.042376243,
0.02192244,
-0.009913287,
0.030764846,
0.03091783,
-0.026404837,
0.03965315,
-0.008176932,
0.00024405542,
-0.009148373,
-0.029831652,
-0.056909613,
0.008926548,
-0.004390607,
0.04776124,
0.0072934562,
-0.0129194,
-0.010548166,
0.02378883,
0.024691429,
-0.032921907,
-0.0013892753,
-0.031514462,
-0.01621618,
-0.02895965,
-0.00041926856,
-0.01621618,
0.01970419,
-0.028806666,
-0.0145792635,
-0.05568575,
-0.044915758,
0.027842876,
0.07912272,
0.035492018,
0.0017602587,
0.030581268,
-0.01942882,
0.03047418,
0.037113633,
0.031223796,
-0.016629234,
-0.042896386,
0.027276838,
0.011611396,
0.025976485,
-0.022411985,
-0.0045282915,
-0.029801056,
-0.00075487467,
0.012949997,
0.0005789444,
-0.05746035,
0.0018520483,
0.0033541485,
0.017776605,
-0.029204423,
-0.030871935,
0.010945922,
0.038888235,
0.016338566,
-0.036593493,
-0.0013328629,
-0.0016579514,
0.004134361,
0.03197341,
-0.024293674,
-0.030229406,
-0.020377314,
-0.03509426,
-0.060183447,
0.018572116,
0.07636903,
-0.022870934,
0.0178225,
-0.036562897,
0.02209072,
0.021234017,
-0.022962723,
-0.051861178,
0.0038685533,
0.025364554,
0.038796447,
0.011550204,
-0.027842876,
-0.009041285,
0.020989245,
-0.05862302,
0.028699579,
-0.055838734,
-0.012858206,
0.006448226,
0.0013357314,
-0.017409446,
0.030902531,
-0.0083758095,
0.019918364,
0.0035186051,
0.069821365,
0.018220255,
0.017929588,
0.04176431,
0.019474715,
-0.026083572,
-0.014288596,
-0.0013127839,
-0.01131308,
0.03234057,
-0.027383927,
-0.027429821,
0.008153985,
0.02664961,
0.03218759,
-0.0127205225,
0.0033044291,
-0.027751084,
-0.024446657,
0.051861178,
-0.004979591,
-0.013057085,
-0.013722559,
-0.033533838,
-0.007855669,
-0.012284521,
-0.033748012,
0.023131004,
0.004639204,
-0.009056583,
-0.02502799,
-0.03019881,
-0.08132567,
-0.03760318,
0.0033273764,
-0.011710836,
0.006211103,
0.058531232,
0.008230477,
-0.0027498663,
-0.005721558,
-0.011741432,
-0.031881623,
-0.018602712,
-0.02557873,
0.004608608,
0.020775069,
0.0133401025,
-0.008827109,
0.011772029,
-0.016950497,
0.036685284,
0.04161133,
-0.015894916,
0.0436613,
-0.027322734,
-0.05158581,
0.02877607,
0.0026867609,
-0.04757766,
-0.025456343,
0.010823535,
-0.013102979,
0.00011533471,
0.009637918,
-0.020530296,
-0.05400294,
-0.038000934,
0.01763892,
-0.02068328,
-0.017684815,
-0.013431893,
-0.04641499,
0.0169352,
0.013669016,
0.053941745,
-0.02423248,
0.0041840803,
-0.026970873,
0.039438974,
-0.017975483,
-0.018159062,
-0.0031877798,
-0.0028110596,
0.0058515933,
-0.018403834,
0.007779177,
0.029173825,
-0.026940277,
0.0038742903,
0.030550672,
0.0058821896,
-0.042682208,
-0.026083572,
0.0061766817,
-0.020882156,
-0.025594028,
0.0049069244,
-0.039438974,
0.04090761,
-0.02164707,
0.0029391826,
-0.03448233,
-0.015527757,
-0.056970805,
0.0005459575,
0.040234484,
-0.016904602,
-0.025441045,
0.0035262543,
0.013255962,
-0.01568074,
-0.010326341,
-0.028041752,
-0.011871467,
-0.011435467,
-0.034788296,
0.009645567,
-0.027751084,
0.006031348,
-0.003858992,
-0.021188121,
0.030979022,
-0.004161133,
0.035063665,
0.09380907,
-0.013875542,
-0.029418599,
0.010792939,
-0.0004080339,
0.018923976,
-0.03365622,
-0.027414523,
-0.011657292,
-0.014464526,
0.023452267,
-0.040418062,
-0.035522614,
0.0046047834,
0.033166677,
0.042406842,
-0.02271795,
0.005358224,
-0.009255461,
-0.016981093,
-0.0347577,
0.03500247,
-0.028026454,
0.011251887,
0.03402338,
-0.003283394,
-0.05094328,
-0.004268221,
0.008888302,
-0.03582858,
-0.028041752,
0.057123788,
0.01444158,
-0.055563364,
0.056450665,
0.0029391826,
-0.021800052,
-0.05443129,
0.0091254255,
-0.0016072758,
-0.027506312,
-0.020346716,
-0.009209567,
0.000730493,
-0.03429875,
-0.00614991,
0.011565502,
-0.05308504,
-0.026328346,
-0.00881946,
0.006505595,
-0.021432895,
-0.0021188122,
0.063151315,
-0.011917362,
0.000690335,
-0.043783687,
-0.006406156,
-0.02308511,
0.019642996,
0.0472411,
-0.03634872,
0.01202445,
0.028730175,
0.012705224,
0.030443583,
-0.004578011,
-0.017975483,
0.041458346,
-0.05290146,
-0.044579197,
-0.0561447,
0.009637918,
-0.042712808,
-0.0058630668,
-0.047118712,
0.047638852,
0.040418062,
0.03261594,
0.020591488,
-0.0614685,
-0.017088182,
-0.011634344,
0.006520893,
-0.034604717,
-0.042774,
-0.013324805,
0.029999932,
0.0042490982,
-0.08713902,
-0.024920903,
0.027429821,
-0.009920936,
-0.011205993,
-0.007056333,
0.017118778,
-0.044915758,
-0.0036754124,
0.002485971,
0.007805949,
0.0032719204,
0.021845948,
0.007740931,
0.0014093543,
0.012391609,
0.054951433,
-0.014778141,
0.04035687,
-0.04148894,
-0.038521077,
-0.019107556,
-0.0320652,
-0.036746476,
0.019352328,
0.014028526,
-0.0383069,
0.03279952,
0.033197273,
-0.003438289,
0.01345484,
0.018770993,
0.051891774,
-0.014426281,
-0.006012225,
-0.012039749,
-0.0035472894,
-0.034604717,
-0.030214109,
0.0010947834,
-0.0067771394,
0.007901563,
0.036195736,
0.0007204535,
0.021172823,
0.0017832061,
0.053605184,
0.0069186483,
0.0086205825,
0.008704723,
0.031820428,
0.05014777,
-0.01826615,
-0.035706192,
0.020254927,
-0.00097191904,
0.02700147,
-0.020897454,
0.01033399,
0.026328346,
0.026052976,
-0.009163671,
0.023559356,
0.0016168372,
0.024752622,
0.013080032,
0.029173825,
-0.0012362925,
-0.012131538,
-0.02441606,
0.0067771394,
-0.07875556,
-0.019474715,
0.024523148,
-0.01612439,
0.003491833,
-0.020101944,
-0.029892845,
-0.004337063,
0.05336041,
0.029571582,
-0.022396686,
0.069698974,
0.023268688,
0.008383459,
0.016690427,
-0.02556343,
0.010196306,
-0.013646068,
-0.035247244,
-0.05106567,
0.02057619,
0.046200816,
0.0037174828,
-0.010930623,
-0.028714877,
-0.023589952,
0.0069339466,
0.018740397,
0.009255461,
0.013508384,
-0.042437438,
0.033533838,
-0.033258468,
0.02914323,
-0.0014131789,
0.043355335,
0.02557873,
-0.009844445,
-0.06621097,
0.009270759,
0.05951032,
-0.014296246,
0.0023291635,
0.03169804,
0.017837798,
-0.029112633,
-0.013867893,
0.003585535,
0.0783884,
0.056175295,
0.017791903,
-0.048893314,
0.014732246,
0.02415599,
0.0055800485,
-0.03270773,
0.055838734,
-0.0029104983,
0.0030118495,
-0.012016801,
0.002237374,
-0.010915325,
-0.038245708,
-0.020958647,
0.017868394,
-0.006065769,
-0.017990781,
-0.01256754,
-0.04115238,
0.046996325,
-0.014770492,
-0.029280914,
-0.0104869725,
0.02735333,
0.022213107,
0.04580306,
-0.046996325,
-0.009064233,
0.013791402,
0.028592492,
-0.0047998363,
0.008475249,
0.007970406,
0.0063832086,
-0.045405302,
0.04124417,
0.007970406,
0.017791903,
-0.0029181475,
-0.0073278775,
-0.058592424,
0.002044233,
-0.013225365,
-0.01496937,
0.026083572,
-0.035767384,
-0.027598102,
-0.046292603,
0.033380855,
-0.05675663,
0.016919902,
0.02280974,
-0.007652966,
-0.015543056,
0.03699125,
-0.00855174,
0.021539982,
-0.007056333,
0.026879083,
0.002902849,
0.07606306,
-0.003973729,
-0.01852622,
-0.00023234267,
0.015007616,
-0.032952502,
-0.025639921,
-0.027949963,
-0.008567039,
-0.011863818,
0.021891844,
-0.03365622,
0.010257498,
0.015741933,
-0.017761307,
-0.03616514,
-0.018663906,
0.037725564,
-0.057093192,
0.025379851,
0.057674527,
-0.012552241,
-0.0051019774,
-0.03867406,
-0.0066700513,
-0.049291067,
0.048617944,
-0.010555815,
0.005755979,
-0.013171822,
-0.06394682,
-0.008934197,
-0.029540984,
-0.007431141,
-0.023972409,
-0.035736788,
-0.031759236,
0.043814283,
0.029189125,
0.041917294,
-0.0048533804,
-0.041213576,
0.011259536,
0.015894916,
0.040387467,
-0.014663404,
0.065354265,
0.014395684,
0.011955608,
0.00031935165,
-0.0020805665,
0.0015718986,
0.030887233,
-0.011458414,
-0.017746009,
0.02753691,
-0.046262007,
-0.03849048,
0.00044460635,
0.024079498,
0.017684815,
-0.023972409,
-0.009936235,
-0.009286058,
-0.022702651,
-0.011710836,
-0.019306432,
0.0080163,
0.025257464,
0.014694001,
-0.001742092,
-0.05764393,
0.28026456,
0.022825038,
0.02111163,
0.031759236,
0.026267152,
0.0061766817,
0.041274767,
-0.021907141,
0.044487406,
-0.027399225,
0.013493085,
-0.027169751,
-0.028347718,
0.030336495,
-0.010716448,
-0.01629267,
-0.038368095,
-0.03056597,
0.026267152,
-0.068719886,
-0.05605291,
0.014135613,
0.0013892753,
0.038459882,
0.024110094,
-0.049138084,
0.03998971,
-0.015252388,
0.013202419,
0.0042796945,
0.031422675,
-0.034237556,
0.033258468,
-0.028974948,
-0.0062952433,
0.04803661,
0.026236555,
-0.066945285,
0.0046736253,
0.04136656,
0.010915325,
-0.011374273,
0.0038895884,
-0.0058745407,
-0.0066624023,
0.030260004,
-0.0041573085,
-0.004838082,
0.06085657,
-0.06633335,
0.046476185,
-0.015497161,
0.049964193,
-0.026205959,
-0.023528758,
-0.066516936,
-0.001862566,
-0.020958647,
0.013424243,
0.047271695,
-0.00088825653,
0.0018730835,
-0.01906166,
0.020790366,
-0.039500166,
-0.0076759136,
0.0112289395,
0.001024985,
-0.0010909588,
0.01568074,
0.01202445,
0.026144765,
-0.00049958454,
0.038551673,
-0.028745474,
0.060978957,
-0.026404837,
0.020530296,
0.01113715,
-0.017883692,
-0.01148901,
-0.033258468,
-0.020545594,
-0.0017334867,
0.036807667,
0.07563471,
-0.04311056,
0.0012276872,
-0.03637932,
0.029342107,
0.025012692,
0.013439542,
0.026083572,
0.0026485152,
0.008559389
] | In case one wants to do table verification (i.e. the task of determining whether a given sentence is supported or refuted by the contents
of a table), one can instantiate a [BartForSequenceClassification] model. TAPEX has checkpoints on the hub fine-tuned on TabFact, an important
benchmark for table fact checking (it achieves 84% accuracy). The code example below again leverages the Auto API.
thon |
[
0.01897632,
-0.013844674,
-0.05721604,
-0.016320782,
0.020555286,
-0.0021926118,
0.015215505,
-0.021904586,
0.0030771925,
0.06287161,
0.036459796,
-0.021272998,
0.04231633,
-0.05721604,
0.024072077,
0.0013546824,
0.012832699,
-0.029368795,
-0.037608135,
-0.009222606,
0.020914143,
0.023512261,
-0.07142675,
-0.021057686,
-0.028005142,
0.012394895,
0.02519171,
0.01627772,
0.07257509,
0.033330567,
-0.012861408,
-0.039789982,
0.023354365,
-0.005921128,
-0.016205948,
-0.0003200549,
0.015272922,
-0.020784954,
-0.019478718,
-0.025923776,
0.053483937,
-0.022751486,
0.012315947,
-0.058421798,
-0.04134024,
-0.034163114,
0.043522086,
-0.057962462,
-0.019320821,
-0.016205948,
-0.045330722,
-0.0027596047,
-0.045474265,
0.0037213394,
-0.008770447,
-0.018933255,
0.00813886,
-0.0032745632,
-0.008598196,
0.0074139703,
0.037378468,
0.015689196,
0.022550527,
-0.0773407,
0.018115064,
0.022536173,
-0.0100623295,
-0.006775206,
-0.034019575,
-0.03407699,
-0.057129916,
-0.0050239875,
-0.027057761,
-0.049062826,
-0.022808904,
0.016808826,
0.0034432258,
0.015818384,
0.016966723,
0.021761043,
0.0017252015,
0.010205871,
-0.023397427,
-0.0100623295,
-0.040909614,
-0.023440491,
0.02336872,
-0.05069921,
-0.04960829,
-0.039359353,
-0.022105545,
0.02556492,
0.005314661,
0.020598348,
0.008167569,
0.046852272,
-0.0014784877,
0.02022514,
0.0075933984,
-0.012760929,
0.0041699097,
0.05971368,
-0.056412205,
0.031148722,
-0.0662018,
-0.00971065,
-0.021560084,
-0.028019497,
-0.04771353,
-0.070278406,
0.014698752,
0.004916331,
0.008411591,
0.025335252,
0.019694032,
0.009681942,
-0.024359163,
0.03846939,
-0.014153291,
-0.020684475,
-0.0050168103,
-0.018244252,
0.0031902322,
-0.009681942,
0.0150001915,
-0.028852044,
0.052134637,
0.054804526,
-0.032440607,
-0.019033736,
0.0398474,
-0.008827864,
-0.019593552,
0.04860349,
-0.024402225,
-0.022607945,
-0.011942736,
-0.0004701017,
0.01800023,
0.01787104,
0.0022374687,
-0.031923853,
0.0076149297,
0.091063365,
-0.017138975,
-0.0034342543,
-0.027689349,
-0.035828207,
-0.057933755,
-0.0026070906,
0.00026824506,
0.014871003,
-0.02576588,
0.039732564,
-0.04134024,
0.014713107,
-0.03562725,
0.00913648,
0.030718096,
0.02641182,
0.012660448,
-0.013191556,
-0.04576135,
0.039904814,
-0.019837573,
0.057330877,
-0.03806747,
-0.027818536,
0.0017682642,
-0.0243161,
0.011002533,
-0.014103051,
-0.00075584097,
-0.0043170406,
0.052335598,
0.03508179,
0.083886236,
-0.009344617,
0.0005207901,
0.017268162,
-0.013923623,
-0.017670082,
-0.017914103,
0.041627325,
-0.001970121,
0.003292506,
0.030373594,
-0.004134024,
0.021646209,
0.018488275,
0.0076005757,
0.047196776,
-0.039388064,
0.017469123,
-0.041254114,
0.002608885,
-0.02988555,
-0.0066819033,
0.0073314332,
-0.06694822,
-0.010571905,
0.03235448,
-0.010047975,
-0.011124544,
-0.057531834,
0.012703512,
0.0016938015,
0.04673744,
-0.024847208,
0.0344502,
0.037005257,
0.016363846,
-0.01847392,
0.009847016,
0.04823028,
-0.01867488,
0.019808866,
0.017095912,
0.026914218,
0.0012003742,
0.038584225,
0.009524045,
0.024359163,
-0.03422053,
-0.011138898,
-0.009172366,
0.04673744,
0.020354327,
0.021962002,
0.0062153903,
0.018186836,
0.035311457,
-0.006208213,
0.033072192,
0.03043101,
-0.0033445403,
0.012186758,
0.002486874,
0.0014219679,
0.0104283625,
-0.011598234,
0.012007331,
0.03235448,
0.029397504,
-0.007701055,
0.020182075,
-0.029081712,
0.007636461,
-0.041569907,
0.01982322,
-0.016363846,
0.05265139,
0.00404431,
-0.030172633,
-0.04995279,
-0.016536096,
0.0023146227,
0.0030341297,
0.021258645,
-0.016320782,
0.004177087,
0.011569526,
-0.010148454,
-0.004151967,
0.043349836,
0.061149105,
0.009280023,
0.012179581,
-0.017382996,
-0.024229974,
-0.016851889,
-0.04079478,
-0.10800138,
-0.02259359,
-0.05839309,
-0.064364456,
0.007047937,
-0.014548033,
0.033014774,
0.013428401,
0.009782421,
0.011849433,
-0.049723122,
0.029167837,
0.031837728,
0.020914143,
-0.010227404,
0.06694822,
-0.012904471,
0.022005066,
0.014203531,
-0.04093832,
-0.027100824,
0.025292188,
-0.0013789051,
-0.034909535,
-0.010772864,
-0.0041627325,
-0.03157935,
0.029454922,
-0.002429457,
0.0031220494,
-0.017268162,
0.020713182,
-0.023828056,
0.03597175,
-0.017612666,
-0.03657463,
0.06844106,
0.03238319,
-0.029354442,
0.022507465,
-0.004356515,
0.05549353,
-0.02458883,
0.061321355,
0.04464172,
-0.021703627,
-0.010543196,
-0.020440452,
0.019177279,
0.00564122,
-0.022335213,
-0.06241228,
-0.037062675,
0.03232577,
-0.0036567452,
-0.03654592,
-0.04056511,
-0.040105775,
-0.05586674,
0.025177354,
-0.028866397,
0.041569907,
0.0024438112,
0.024904624,
-0.03235448,
0.03235448,
0.007130474,
-0.027919017,
0.0070622913,
-0.03252673,
0.02641182,
0.049723122,
0.024043368,
0.034421492,
0.047024522,
-0.03556983,
0.025665399,
-0.0052787755,
-0.0007509067,
0.023584032,
-0.007094588,
-0.015272922,
-0.011303972,
0.016004989,
-0.038641643,
-0.020268202,
-0.0024545768,
0.015459527,
0.057790212,
0.03525404,
0.00041784326,
0.015172442,
-0.027230013,
-0.012495375,
-0.0029946554,
0.042000536,
0.051589176,
-0.020784954,
0.03330186,
-0.03924452,
-0.011540817,
0.027531452,
-0.0040227785,
-0.041799575,
0.066144384,
0.027574515,
0.03427795,
-0.033962157,
0.009265669,
0.019780157,
-0.007952254,
0.0014426021,
0.032727692,
0.022091191,
-0.02928267,
-0.0060826135,
-0.0486322,
-0.0163782,
0.010844636,
0.018717943,
-0.030603262,
-0.0062620416,
-0.022895029,
-0.049665704,
-0.0015735846,
0.019406946,
0.023569679,
-0.011347035,
0.06356062,
-0.023713222,
0.026368758,
0.03160806,
0.009064709,
-0.043464668,
-0.031895146,
-0.007801535,
0.0004745874,
-0.0043349834,
-0.009868547,
-0.0000428665,
-0.016765764,
-0.0023253886,
-0.0052428897,
0.013995394,
-0.05135951,
-0.013665246,
0.005307484,
0.05959885,
0.009947496,
-0.024029015,
-0.05704379,
0.019579196,
0.0055335634,
-0.03350282,
-0.017713144,
-0.042488582,
0.009624525,
0.04940733,
-0.013263327,
-0.018933255,
0.008375705,
0.020555286,
-0.01095947,
0.066488884,
0.055005487,
-0.026096027,
-0.020081596,
-0.049895372,
-0.00751445,
0.03465116,
0.0024204855,
-0.0150289,
0.018459566,
-0.0040299557,
0.016894953,
0.013600652,
0.02239263,
0.03887131,
0.019938054,
-0.032899942,
0.0398474,
-0.029655881,
-0.051790133,
-0.008418768,
-0.005601746,
-0.023627095,
0.0042811553,
0.038038764,
-0.020153368,
-0.011074304,
0.037005257,
-0.025033813,
-0.07085258,
0.0021477547,
-0.005038342,
0.041569907,
0.028579311,
-0.030287469,
-0.007126885,
0.01492842,
0.010392477,
-0.056785412,
0.029541047,
0.015416465,
-0.009150835,
-0.011921205,
-0.012868585,
0.015445173,
-0.034622453,
0.022249088,
0.026569717,
0.0058672996,
0.015071963,
-0.015043254,
-0.0058278255,
0.012847054,
-0.01597628,
0.026253924,
0.01972274,
0.0012586883,
0.0067070234,
-0.002666302,
-0.034019575,
-0.023296949,
-0.02448835,
0.02623957,
0.023153406,
-0.0044928803,
0.049120244,
-0.0091867205,
-0.032440607,
0.013765726,
-0.04093832,
-0.02286632,
-0.013442756,
-0.0006540155,
-0.01695237,
-0.021976357,
-0.054488733,
-0.019952407,
-0.035541125,
-0.021430895,
0.015516944,
0.012796814,
-0.009021646,
-0.031320974,
-0.03407699,
0.034565035,
-0.0008352379,
-0.057933755,
-0.049321204,
0.017153328,
0.017526539,
0.01732558,
0.028751563,
-0.01512938,
-0.056555744,
-0.040823486,
0.03654592,
-0.038612932,
0.028981231,
-0.0125815,
-0.013851851,
-0.015215505,
0.027689349,
0.040823486,
-0.019019382,
-0.0005764129,
-0.047369026,
-0.014971483,
-0.04501493,
-0.023957243,
-0.021861523,
0.008892458,
-0.019263403,
0.055349987,
0.022579236,
-0.03671817,
0.018861486,
0.03499566,
0.029742006,
0.028091267,
-0.05021117,
-0.04538814,
-0.0040801954,
-0.024387872,
0.014741815,
-0.017641373,
-0.030545844,
0.03160806,
-0.04581877,
0.046794854,
-0.0084259445,
0.0016166475,
-0.009330262,
-0.06488121,
0.043579504,
-0.0067644403,
0.0100623295,
-0.016263366,
0.052536555,
0.0033642773,
0.0014722078,
-0.041455075,
-0.0032368833,
-0.031521935,
-0.049062826,
0.022909384,
-0.027172595,
0.018229898,
-0.027603224,
0.0062979273,
0.041684743,
-0.0037177508,
0.024086433,
0.025407024,
0.02411514,
0.00694028,
-0.012172404,
0.01952178,
0.023354365,
-0.016464325,
-0.017182037,
-0.0133925155,
-0.0034234887,
0.008124505,
-0.041856993,
-0.053684894,
-0.014052811,
0.009509691,
0.035110496,
-0.016392553,
0.022148607,
-0.017311227,
-0.059656262,
-0.042402454,
0.053828437,
-0.017713144,
-0.0042022066,
0.03485212,
-0.0024976395,
0.005562272,
0.065627635,
-0.014885358,
-0.05087146,
-0.03597175,
0.055091612,
-0.023899827,
-0.057187334,
0.038756475,
0.011806371,
0.0069043944,
-0.025679754,
0.0008419665,
0.032641564,
0.0008522836,
-0.010055153,
-0.0030610438,
-0.033215735,
-0.009143657,
0.0008630493,
0.023081634,
0.005454615,
-0.012595855,
0.057704087,
0.029153483,
-0.035914335,
-0.00030031783,
0.056182534,
-0.019363884,
-0.011203492,
-0.0023002685,
0.011512109,
-0.015473882,
-0.025076875,
0.048201572,
-0.0034934657,
0.021330416,
0.026799385,
0.0013367395,
0.0489767,
-0.007916369,
-0.030890346,
-0.008913989,
0.015287276,
-0.07286217,
-0.016636577,
0.04360821,
0.012574323,
0.031809017,
-0.043091457,
0.032411896,
0.022808904,
-0.009064709,
-0.050354708,
-0.05204851,
0.00798814,
-0.04535943,
0.016808826,
-0.0010568317,
-0.009732181,
-0.018717943,
0.014971483,
-0.01735429,
-0.05649833,
0.0010640088,
0.05265139,
-0.009000115,
-0.01330639,
-0.04225891,
-0.026124734,
-0.0341057,
-0.018904548,
0.008562311,
-0.020698829,
0.011777663,
0.028895106,
-0.031177431,
-0.00039115333,
0.045617808,
-0.005382844,
-0.013299213,
0.02411514,
-0.036459796,
0.025607983,
-0.057187334,
0.012789637,
0.02201942,
0.0033463347,
0.037809096,
-0.048660908,
-0.017411705,
0.034421492,
0.030775512,
0.008598196,
0.012100633,
0.017569602,
-0.03671817,
0.0014865621,
-0.01567484,
0.051388215,
-0.0776852,
-0.025607983,
0.007209422,
-0.028292228,
-0.040163193,
0.02756016,
0.046938397,
0.049292494,
0.014024102,
0.037378468,
-0.0025891478,
0.03134968,
0.0007024611,
-0.0041232584,
0.025622336,
0.0030090096,
-0.025966838,
-0.07165641,
-0.0007540467,
0.022363922,
-0.025966838,
0.041770868,
-0.0011573114,
-0.018804068,
-0.03597175,
-0.029053003,
0.025651045,
0.050096333,
0.01800023,
0.050584376,
-0.007930723,
-0.014670043,
-0.03367507,
-0.021545729,
-0.03944548,
-0.01787104,
0.042029243,
-0.074756935,
0.011081481,
-0.0054905005,
-0.015531299,
0.03390474,
0.032411896,
0.013521704,
0.009387679,
0.038957436,
0.0072740163,
0.006079025,
-0.058335673,
-0.01378008,
0.012868585,
0.02384241,
-0.06241228,
-0.043895297,
0.00851207,
0.01789975,
-0.007191479,
-0.0150576085,
-0.061206523,
-0.015545653,
0.03657463,
0.034335367,
-0.032297064,
0.009882901,
-0.051273383,
0.07544594,
-0.020784954,
-0.0051208786,
0.022880675,
0.0032673862,
0.00173507,
0.014727461,
0.011440338,
0.015516944,
0.061206523,
-0.012789637,
0.04231633,
0.007152005,
0.050986297,
0.014842295,
-0.031550642,
-0.026928574,
0.050986297,
0.0032655918,
-0.011892497,
0.012186758,
0.041512493,
0.032842524,
-0.031120015,
0.044986222,
0.057732794,
-0.015832737,
-0.013220265,
0.0023218,
-0.029799424,
0.058909845,
0.0037644021,
0.018387794,
0.024962042,
0.02286632,
0.0023845998,
0.033043485,
0.00074866385,
-0.007643638,
-0.005210593,
-0.052421723,
-0.021517022,
0.011339857,
0.017569602,
0.02144525,
0.034737285,
-0.041139282,
0.036890425,
0.03539758,
-0.0033911916,
0.03757943,
0.022851966,
0.0065598926,
-0.025751526,
0.034306657,
0.0022015832,
-0.019363884,
0.025119938,
-0.015473882,
-0.026182152,
0.034306657,
0.005382844,
-0.013270505,
0.035943042,
-0.024531413,
-0.05457486,
-0.0749866,
0.012725043,
-0.03347411,
-0.004521589,
0.02668455,
-0.0194213,
-0.028105622,
0.025320897,
-0.029541047,
-0.00048131595,
0.04383788,
0.022837613,
0.0091293035,
0.10191517,
0.03806747,
0.02489027,
0.036029167,
0.013665246,
-0.029799424,
-0.019435655,
-0.011964267,
-0.019306466,
0.008648436,
-0.054861944,
-0.07900579,
0.016335137,
0.016837535,
0.006520418,
-0.044354632,
0.00808862,
0.0012084484,
-0.018660525,
-0.014110228,
0.0597711,
0.013823143,
0.043407254,
0.011691537,
-0.016995432,
-0.04056511,
-0.031177431,
-0.022808904,
0.036029167,
-0.008964229,
-0.01702414,
-0.017196393,
-0.038785186,
-0.028148685,
0.01550259,
0.0007311696,
0.0019503838,
0.030373594,
0.036258835,
0.02671326,
0.016119823,
-0.0062943385,
-0.028852044,
0.033244442,
0.06539796,
0.009007292,
0.09956108,
0.02461754,
0.004291921,
-0.017110266,
0.024804145,
-0.011138898,
-0.028722854,
-0.0129403565,
0.009581462,
0.001977298,
-0.023957243,
-0.030660678,
-0.014311188,
0.020885434,
0.007643638,
-0.008404413,
-0.043005332,
-0.0026232393,
-0.055292573,
0.014138936,
-0.020383036,
0.015918864,
0.00025904935,
-0.036861714,
-0.0041483785,
-0.014942775,
0.24436675,
0.07980963,
0.041225407,
0.026871156,
0.022076838,
0.0043959892,
0.054689694,
-0.041770868,
0.014727461,
0.023426136,
0.007744118,
-0.015617425,
0.003400163,
-0.028392706,
-0.013198733,
0.033416696,
0.005587392,
-0.0082824025,
-0.021416541,
-0.041770868,
-0.015158088,
0.013069545,
-0.010543196,
0.02256488,
0.023899827,
0.027861599,
0.008031203,
-0.014741815,
-0.03697655,
-0.011361389,
0.017067203,
-0.033962157,
0.046077143,
0.0008392751,
-0.0104570715,
0.03927323,
0.020627057,
-0.05130209,
-0.016880598,
0.015818384,
0.0032566206,
-0.064019956,
0.0138733825,
-0.025134291,
-0.03732105,
0.036746882,
-0.009789598,
-0.018215543,
0.03757943,
-0.052507848,
0.038411975,
-0.0499815,
0.018890193,
-0.022249088,
-0.05325427,
-0.018732296,
-0.040909614,
-0.0344502,
0.02593813,
0.007866129,
0.024172558,
-0.009674764,
0.008332642,
0.015143734,
-0.0032171463,
0.0070443484,
-0.046967108,
0.015373402,
-0.014203531,
0.018359086,
0.028450124,
-0.0053756665,
0.010227404,
0.021631856,
0.027646286,
0.047426444,
-0.000915532,
0.077800035,
-0.02586636,
-0.049436036,
-0.007937901,
-0.01884713,
0.018387794,
-0.030172633,
0.041455075,
0.0109379385,
-0.064364456,
-0.013033659,
-0.0016256188,
0.02873721,
0.021947648,
0.027316138,
0.01787104,
-0.0047117826,
-0.006699846
] |
EfficientFormer
Overview
The EfficientFormer model was proposed in EfficientFormer: Vision Transformers at MobileNet Speed
by Yanyu Li, Geng Yuan, Yang Wen, Eric Hu, Georgios Evangelidis, Sergey Tulyakov, Yanzhi Wang, Jian Ren. EfficientFormer proposes a
dimension-consistent pure transformer that can be run on mobile devices for dense prediction tasks like image classification, object
detection and semantic segmentation.
The abstract from the paper is the following:
Vision Transformers (ViT) have shown rapid progress in computer vision tasks, achieving promising results on various benchmarks.
However, due to the massive number of parameters and model design, e.g., attention mechanism, ViT-based models are generally
times slower than lightweight convolutional networks. Therefore, the deployment of ViT for real-time applications is particularly
challenging, especially on resource-constrained hardware such as mobile devices. Recent efforts try to reduce the computation
complexity of ViT through network architecture search or hybrid design with MobileNet block, yet the inference speed is still
unsatisfactory. This leads to an important question: can transformers run as fast as MobileNet while obtaining high performance?
To answer this, we first revisit the network architecture and operators used in ViT-based models and identify inefficient designs.
Then we introduce a dimension-consistent pure transformer (without MobileNet blocks) as a design paradigm.
Finally, we perform latency-driven slimming to get a series of final models dubbed EfficientFormer.
Extensive experiments show the superiority of EfficientFormer in performance and speed on mobile devices.
Our fastest model, EfficientFormer-L1, achieves 79.2% top-1 accuracy on ImageNet-1K with only 1.6 ms inference latency on
iPhone 12 (compiled with CoreML), which { runs as fast as MobileNetV2×1.4 (1.6 ms, 74.7% top-1),} and our largest model,
EfficientFormer-L7, obtains 83.3% accuracy with only 7.0 ms latency. Our work proves that properly designed transformers can
reach extremely low latency on mobile devices while maintaining high performance.
This model was contributed by novice03 and Bearnardd.
The original code can be found here. The TensorFlow version of this model was added by D-Roberts.
Documentation resources |
[
0.044755775,
0.0028388565,
-0.013831838,
0.022849586,
-0.031631485,
0.0039539356,
-0.016384555,
0.018978892,
0.017591545,
0.037763555,
-0.0028475274,
0.027830157,
0.004384013,
-0.062319577,
-0.01705048,
0.034683645,
-0.025957242,
-0.076193035,
-0.035765775,
-0.020713074,
0.025652025,
0.003539466,
-0.070976615,
-0.03887343,
-0.0032741362,
0.019200867,
0.005944777,
-0.014261915,
0.07452822,
0.0069852863,
0.025332935,
0.0027157294,
0.00808129,
-0.02218366,
-0.021379,
-0.0499722,
0.013887332,
0.001978702,
-0.008476683,
-0.02097667,
0.0016214604,
-0.006239588,
0.012770519,
-0.03773581,
-0.053385068,
-0.013651483,
0.0016570112,
-0.02699775,
-0.008233897,
-0.01768866,
-0.023418399,
-0.0015243463,
0.031964447,
-0.012950874,
-0.025194202,
-0.04986121,
-0.02924525,
-0.011223628,
-0.06548272,
0.0025336405,
0.021711962,
0.054911148,
-0.013290773,
-0.072696924,
-0.04078797,
-0.016773012,
0.02623471,
0.014261915,
-0.032408398,
-0.039844573,
-0.039178647,
0.024542147,
-0.015649261,
-0.026026608,
-0.019908413,
0.013817965,
0.0045990516,
0.006697412,
-0.034350682,
0.04128741,
0.00066375826,
0.014913968,
0.022599865,
0.005830321,
-0.026428938,
-0.056575965,
0.05749161,
0.012701151,
-0.02803826,
-0.007068527,
-0.0036729982,
0.023376778,
-0.015912857,
0.009524129,
0.045116488,
0.043063216,
-0.001598049,
0.035710283,
0.00812291,
-0.007248882,
0.043423925,
0.06975575,
-0.033518277,
0.032658122,
-0.012340441,
0.018368458,
0.008358759,
-0.017300203,
-0.052857876,
-0.010252486,
-0.028856793,
-0.016509416,
0.023834601,
-0.0031267307,
-0.028773554,
0.03160374,
-0.005261509,
0.048473865,
-0.047502723,
-0.018285219,
0.0055216365,
-0.014192548,
-0.020282997,
-0.046365097,
0.025527164,
-0.028440591,
-0.0073668063,
0.07458372,
-0.039039914,
0.01261791,
0.023168676,
0.013533559,
0.031797968,
0.04519973,
-0.0024972225,
0.029827936,
-0.013478065,
0.010120688,
0.039039914,
-0.009676738,
0.0060176128,
0.018867904,
-0.011986668,
0.09406205,
0.023820728,
-0.02835735,
0.028967781,
-0.02029687,
-0.03285235,
0.0041828477,
-0.03823525,
-0.0034978457,
-0.006059233,
0.022558244,
-0.017314076,
0.014858474,
-0.0016205934,
-0.0014133586,
-0.029550467,
-0.0036660614,
0.009149546,
-0.016551036,
-0.053496055,
0.06448384,
-0.014192548,
0.038013276,
-0.022169787,
-0.012645657,
0.018756917,
-0.013145102,
-0.014622625,
0.002767755,
-0.0152469305,
0.0391509,
0.022544371,
0.027386207,
0.056936674,
-0.024014957,
0.0028926162,
-0.013928953,
-0.027413955,
0.002311665,
-0.010224739,
0.022155913,
0.047308493,
0.008275518,
-0.0093507115,
-0.024861237,
-0.003794391,
-0.011674515,
0.022128167,
0.02186457,
0.0073390594,
0.0076512126,
-0.033435035,
0.02415369,
-0.0191315,
0.005643029,
-0.031270776,
-0.02599886,
-0.031243028,
0.08440612,
-0.014456144,
0.013027177,
-0.004879989,
0.0020688795,
0.020907301,
0.049195286,
-0.045477197,
0.03454491,
0.052302938,
-0.0061043217,
-0.019825172,
0.0063471072,
0.019450588,
-0.029772442,
-0.023487765,
0.044589296,
0.004134291,
0.054911148,
0.0012330037,
0.010578512,
0.03257488,
-0.0073113125,
-0.008740279,
-0.006884704,
0.00960737,
0.07208649,
-0.033268552,
0.012486112,
0.008920634,
0.01800775,
-0.0030001353,
0.048806828,
0.024403414,
0.03346278,
0.059822354,
0.031631485,
0.020865683,
0.013269963,
-0.006822273,
0.0019388158,
0.020893428,
0.036292966,
0.023820728,
0.031520497,
0.017466685,
-0.004890394,
-0.024902858,
0.0004318114,
-0.029966671,
0.028218614,
0.03293559,
-0.022031052,
-0.04095445,
-0.021559354,
0.02835735,
0.056686953,
0.010467525,
-0.03060485,
0.019589324,
0.012257201,
0.028551579,
0.0074153636,
0.016342934,
0.037375096,
0.013415635,
0.010037447,
-0.018826284,
-0.035932258,
-0.020824062,
-0.06132069,
-0.06670359,
-0.019672565,
-0.042147566,
-0.008712532,
-0.01141092,
-0.040649235,
-0.0028111096,
-0.008275518,
0.024139818,
-0.039678093,
-0.034239694,
0.03995556,
0.05047164,
0.030854572,
-0.011542718,
0.02169809,
-0.036403954,
0.03823525,
-0.0029134264,
-0.031215282,
-0.02061596,
0.0119173005,
-0.031159788,
0.035238586,
-0.032463893,
-0.0032325159,
-0.035599295,
0.030077659,
-0.007505541,
0.016148705,
0.024999972,
0.034794632,
-0.03393448,
0.015829615,
0.036570437,
-0.02659542,
0.0612097,
0.06775797,
-0.014026066,
0.023279663,
0.011993605,
0.03024414,
-0.019672565,
0.03321306,
0.056575965,
0.03060485,
-0.05591004,
-0.03851272,
-0.03498886,
0.03268587,
-0.03382349,
-0.031021053,
0.011646768,
0.047197506,
-0.024084324,
-0.052358434,
-0.024014957,
-0.047058772,
-0.028579324,
-0.02551329,
-0.002263108,
0.03729186,
0.03537732,
-0.0014454409,
-0.04078797,
-0.0018486384,
-0.011979732,
0.005136648,
-0.017799648,
0.0077483268,
0.02740008,
0.041620377,
-0.0059968024,
0.0094825085,
0.046809047,
-0.023557132,
0.01889565,
0.0034648962,
0.014012193,
0.028912287,
0.023571007,
-0.0039990246,
-0.0067702476,
0.03762482,
-0.008955318,
0.021254139,
0.016440049,
0.013505812,
0.013727787,
0.011466414,
-0.013332394,
0.03301883,
-0.012284948,
-0.01365842,
0.010384284,
0.039622597,
0.015663134,
-0.046559326,
-0.020463351,
0.00050464703,
-0.05615976,
0.0112721855,
-0.03346278,
-0.029633708,
0.046226364,
-0.0022422976,
0.041204173,
-0.0064650318,
0.004574773,
0.017841268,
-0.012624848,
0.031964447,
0.04933402,
0.05463368,
0.0033521745,
-0.034406178,
-0.003281073,
-0.0024191844,
-0.016884,
-0.007151768,
0.006666197,
-0.005022192,
-0.025901748,
-0.048973307,
0.017230835,
0.035849016,
0.021933937,
0.03149275,
0.032075435,
-0.032103185,
-0.004345861,
0.03798553,
0.019797426,
-0.012763582,
-0.04220306,
0.059378404,
0.042036578,
0.016023844,
-0.0069610076,
-0.018396206,
-0.03931738,
0.014026066,
-0.022794092,
0.012860696,
-0.05219195,
-0.006267335,
0.02282184,
0.047558215,
-0.030299634,
-0.0003990787,
-0.061875626,
0.005729738,
0.03590451,
-0.046559326,
-0.025249695,
-0.032214172,
0.0125485435,
0.032880098,
0.007117084,
-0.023029942,
-0.029189756,
-0.018229725,
-0.042536024,
0.039372876,
0.023529386,
-0.018659802,
0.033795744,
-0.07158705,
0.024334047,
0.0062742718,
-0.014678119,
-0.018215852,
0.033878986,
-0.016148705,
-0.027164232,
0.018312965,
-0.00004961387,
-0.0060072076,
0.050360654,
-0.020796314,
0.00553551,
-0.034239694,
-0.041814603,
-0.03951161,
-0.0048557105,
0.0137069775,
0.004859179,
-0.0027816284,
0.0015468906,
-0.03718087,
0.037513833,
-0.03437843,
-0.06065476,
0.023931716,
0.011494161,
0.005317003,
0.04284124,
-0.0088512665,
-0.027982766,
0.02447278,
0.023820728,
0.0027139953,
-0.00403024,
0.010037447,
0.0008571196,
-0.031381764,
-0.018104864,
-0.002472944,
-0.056243002,
0.0011861807,
0.009558813,
-0.02687289,
0.010578512,
-0.08562699,
-0.011459476,
-0.004859179,
-0.035210837,
-0.001331852,
0.024042703,
-0.01849332,
0.016981114,
-0.0005388972,
-0.030715838,
-0.03926189,
-0.03501661,
0.007526351,
0.0620976,
0.037042134,
0.055854544,
-0.013616799,
-0.030577103,
0.06220859,
-0.030521609,
0.018188104,
-0.0051886733,
-0.033740252,
-0.007866251,
0.0056569027,
-0.019228613,
0.017480558,
-0.017286329,
0.015746376,
0.023917843,
0.0064719683,
-0.0013994852,
-0.030299634,
-0.038762443,
0.048668094,
-0.027566561,
-0.06864587,
-0.022572117,
0.027982766,
0.01804937,
0.004782875,
0.043146458,
-0.041537136,
-0.02667866,
-0.056659203,
0.029966671,
-0.04039951,
0.019103752,
-0.053246334,
-0.03804102,
-0.01616258,
0.01596835,
-0.008386506,
-0.06065476,
-0.009142609,
-0.04020528,
0.014941715,
-0.021351254,
-0.042758,
-0.053856768,
0.024098197,
0.00077734725,
0.0070511852,
-0.0046857605,
0.010682563,
0.009489446,
0.007276629,
-0.006693944,
0.015996099,
-0.032547135,
0.0028839451,
0.0079425555,
0.0062569296,
-0.011057147,
0.0243063,
-0.038762443,
0.035516053,
-0.023848476,
0.022253027,
-0.04014979,
-0.018590435,
-0.052552663,
-0.04986121,
0.019839047,
-0.04569917,
-0.04447831,
0.0056187506,
0.023931716,
0.013485001,
0.027427828,
-0.0684239,
0.008448936,
-0.0711431,
-0.067092046,
0.023959463,
-0.038401734,
-0.0032290474,
-0.01219477,
0.015815742,
0.046392847,
-0.020213628,
0.00663845,
0.07746939,
0.0032429209,
-0.0076373387,
-0.08379569,
0.041259665,
0.00029199294,
-0.0071864515,
0.0033157566,
-0.0064685,
-0.047058772,
0.03546056,
-0.032880098,
-0.047558215,
-0.019325728,
0.02708099,
0.048751332,
-0.027094865,
0.023002194,
-0.037486084,
-0.0499722,
-0.039483864,
0.048002165,
0.014733613,
-0.006971413,
0.045393955,
0.0132769,
0.009822409,
0.015718628,
-0.0018937271,
-0.04952825,
-0.016467795,
0.028135374,
0.008566861,
-0.020061022,
0.04769695,
0.0012260668,
-0.045504943,
-0.045338463,
0.021309633,
0.01957545,
-0.03562704,
-0.00059482455,
-0.012139277,
0.025943367,
-0.015233058,
0.014844601,
0.007581845,
-0.027191978,
-0.010280233,
0.020463351,
-0.007554098,
-0.034628153,
0.021628723,
0.044589296,
-0.009031622,
0.00424181,
-0.06897884,
0.013804091,
-0.029356238,
0.0068985773,
0.04886232,
-0.009753041,
0.024694756,
0.02916201,
0.016648151,
0.06009982,
-0.0019249424,
-0.011903428,
0.018701423,
-0.022516623,
-0.050971087,
0.009094052,
0.022350142,
-0.0200194,
0.010030511,
-0.014137054,
0.015399539,
0.03590451,
0.044311825,
-0.0040753284,
-0.06886785,
0.0089691905,
-0.035654787,
-0.048473865,
0.0022769815,
0.0010908006,
0.011681452,
0.051137567,
0.014567131,
-0.055382848,
0.020948922,
0.031548243,
-0.026012735,
-0.038096517,
-0.043812383,
0.005566725,
-0.031159788,
0.006523994,
-0.014005257,
-0.012742772,
0.0053863702,
-0.01773028,
-0.0047620647,
0.004578241,
0.0024590706,
0.03718087,
-0.02491673,
0.04952825,
0.031631485,
-0.0048279637,
-0.0026463622,
0.0101276245,
0.004137759,
0.026650913,
0.029217504,
-0.05169251,
0.023362905,
-0.01849332,
0.015552147,
-0.019686438,
0.003327896,
0.047308493,
-0.020061022,
0.03301883,
-0.030382873,
0.013824902,
-0.022086546,
0.0053898385,
-0.01800775,
0.020241376,
0.011556591,
0.041592628,
-0.007956428,
0.052330684,
0.019755805,
-0.013138166,
0.008879013,
0.02214204,
0.014844601,
-0.02354326,
0.034628153,
-0.019700311,
0.020047147,
-0.028496085,
-0.0067875898,
0.04830738,
-0.015413413,
0.013852648,
0.029994417,
-0.014116244,
-0.046226364,
-0.008046606,
0.048834573,
0.023460018,
0.030993307,
-0.055937786,
-0.0030972497,
0.009794662,
-0.013713914,
0.0019076006,
-0.03421195,
-0.047142014,
0.023113182,
-0.069700256,
0.026970003,
-0.030521609,
0.002596071,
0.013526622,
0.008109037,
0.035044357,
0.000114997965,
0.02186457,
0.0152469305,
0.0074431105,
-0.0400388,
-0.038207505,
0.0031440726,
0.022239154,
-0.04328519,
-0.018507194,
0.029689202,
0.07408427,
0.01440065,
-0.03185346,
-0.054217476,
0.009524129,
0.009073242,
0.029189756,
-0.025360683,
0.023737488,
-0.014886221,
0.032991085,
-0.06864587,
-0.012007479,
-0.005802574,
0.0070928056,
0.01700886,
0.028052133,
-0.011563527,
0.03160374,
0.046864543,
-0.03626522,
0.026664788,
0.037125375,
0.017758027,
0.006628045,
0.002975857,
-0.013665357,
0.063984394,
0.06281902,
0.03185346,
-0.02740008,
0.042979974,
0.026373444,
-0.04347942,
-0.0043978863,
0.028287983,
0.024875112,
-0.018743042,
0.011258312,
-0.020213628,
0.010363474,
-0.01512207,
-0.0049042674,
0.014456144,
0.019395094,
-0.014691993,
0.0002835388,
-0.044450562,
-0.0031908955,
-0.004907736,
-0.03562704,
0.019006638,
0.016911745,
0.016786885,
0.04384013,
-0.02093505,
-0.02776079,
0.0441176,
0.007068527,
0.04608763,
0.0055216365,
-0.033629265,
0.05804655,
0.018659802,
0.050998833,
-0.032630373,
-0.015982224,
-0.023598753,
-0.017411191,
-0.0445338,
0.04284124,
-0.023182549,
-0.052968863,
0.033601515,
-0.004165506,
-0.016759139,
-0.06048828,
0.0012191301,
-0.033157565,
0.020962795,
0.029938923,
-0.046059884,
-0.040898956,
0.026123723,
-0.030299634,
0.04780794,
0.026387319,
0.037014388,
-0.0034978457,
0.07397328,
-0.0041724425,
-0.005851131,
0.032796856,
0.019159246,
-0.020463351,
-0.013811028,
0.0059413086,
-0.020282997,
-0.04481127,
-0.04761371,
-0.055049885,
-0.018659802,
0.007117084,
-0.02776079,
-0.024819618,
0.033435035,
0.014511637,
-0.02214204,
0.03249164,
0.07075464,
0.03312982,
-0.039733585,
0.003978214,
0.019811299,
-0.040898956,
-0.015455033,
-0.044589296,
0.0060245492,
-0.047752444,
-0.028260235,
-0.016426176,
-0.03490562,
-0.004415228,
-0.0025162986,
0.0013309849,
-0.019866792,
0.032019943,
0.016994987,
0.033518277,
0.026456686,
-0.01917312,
-0.008351822,
0.034850128,
0.030105405,
-0.003005338,
0.056548215,
0.040565994,
0.006947134,
0.010224739,
0.019145373,
0.018507194,
0.0058545996,
0.009392331,
-0.027691424,
-0.011376236,
-0.038651455,
-0.07785785,
-0.0125624165,
0.0038984418,
0.047724698,
-0.019547703,
-0.056243002,
-0.0115219075,
-0.06559371,
-0.03060485,
-0.019519957,
0.032269664,
-0.014705866,
-0.03337954,
0.012250264,
-0.021073783,
0.22708076,
0.101553716,
0.023557132,
0.0052372306,
-0.0014333017,
0.036681425,
0.019547703,
-0.042147566,
0.010966969,
0.016301313,
0.0017948787,
-0.021614848,
0.02078244,
0.05258041,
-0.0028752743,
0.03410096,
-0.06581569,
-0.024361793,
-0.044422813,
-0.043562658,
-0.07852378,
0.03645945,
0.009642053,
0.020310743,
0.0436459,
-0.00045132096,
0.014317409,
-0.046476085,
0.014733613,
-0.00685002,
0.023848476,
-0.012257201,
0.019908413,
0.0033556428,
-0.0027452107,
0.022405636,
0.005695055,
-0.07991112,
-0.014331283,
0.03726411,
0.00002262566,
-0.0360155,
0.032075435,
-0.00534475,
-0.010162309,
0.0033226933,
-0.005885815,
0.043812383,
0.028579324,
-0.03762482,
0.030577103,
-0.038845684,
0.03068809,
-0.047197506,
-0.046614822,
0.008774962,
-0.049639236,
-0.019728059,
-0.022239154,
0.008990001,
-0.017660912,
0.023196423,
0.010446714,
-0.012340441,
-0.010668689,
0.012583227,
-0.0066453866,
0.032186422,
-0.024167566,
-0.0050464706,
-0.002672375,
0.013471128,
-0.016412301,
-0.030410621,
0.02960596,
0.033074327,
-0.023529386,
0.0355438,
-0.031797968,
-0.01781352,
0.006364449,
0.0085737975,
-0.009697547,
-0.04345167,
0.040982198,
0.07957816,
-0.018229725,
0.025804633,
0.0069401977,
0.04669806,
0.014650372,
0.004155101,
-0.01401913,
-0.04295223,
-0.010425904
] | from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
model = AutoModelForSeq2SeqLM.from_pretrained("google/madlad400-3b-mt")
tokenizer = AutoTokenizer.from_pretrained("google/madlad400-3b-mt")
inputs = tokenizer("<2pt> I love pizza!", return_tensors="pt")
outputs = model.generate(**inputs)
print(tokenizer.batch_decode(outputs, skip_special_tokens=True))
['Eu amo pizza!']
Google has released the following variants:
google/madlad400-3b-mt
google/madlad400-7b-mt
google/madlad400-7b-mt-bt |
[
0.037837636,
-0.034743436,
-0.011374866,
0.027199484,
0.022793934,
0.010652886,
0.0072492664,
-0.017239109,
-0.005462735,
0.06412359,
0.007809169,
0.02880552,
0.00865639,
-0.046648737,
-0.010350833,
0.02439997,
0.005470102,
-0.0398415,
-0.017990557,
-0.03492025,
0.033093195,
0.003258118,
-0.083454974,
0.007543952,
-0.028392961,
0.00046965524,
0.02808354,
-0.0020885845,
0.066481076,
0.023132822,
-0.0024532578,
-0.016973892,
0.017018095,
-0.040725555,
-0.016148772,
-0.021364707,
0.02512195,
-0.01236943,
-0.030175809,
-0.028731849,
-0.004582362,
-0.03916372,
0.059968527,
-0.022204563,
-0.048063226,
-0.01004878,
-0.009466776,
-0.020731134,
0.0063099563,
-0.024827264,
0.012936699,
-0.0052343537,
0.0037296151,
-0.0018390225,
-0.0009158277,
-0.009864601,
-0.017887417,
0.023840068,
-0.03344682,
-0.01558887,
0.024517845,
0.036393676,
0.02615335,
-0.078268506,
-0.010505543,
0.027523639,
0.025799727,
0.008044918,
0.008693227,
-0.09530133,
-0.019876545,
0.040784493,
-0.024517845,
-0.03542121,
-0.040489808,
-0.01527945,
0.041521206,
0.0036946211,
-0.0133713605,
0.04184536,
0.013459766,
0.017828481,
0.017931622,
0.0086416565,
-0.026816392,
-0.06265017,
0.069015376,
0.008221729,
0.0060668406,
0.014446964,
-0.031118803,
0.0062141833,
0.011315929,
0.022410842,
0.026315426,
0.033947784,
-0.019021958,
0.050155494,
-0.0040850798,
0.017592732,
0.040725555,
0.04390816,
-0.04043087,
0.030647306,
-0.01651713,
-0.00038930736,
0.0040261424,
-0.020318575,
0.008295401,
-0.028584506,
0.016281381,
0.0129588,
-0.042758886,
-0.001680629,
-0.00035546455,
0.009113153,
-0.020672197,
0.02725842,
-0.025829196,
-0.021217365,
-0.020834275,
-0.0030481545,
0.010453973,
-0.014601673,
0.0044276514,
-0.06960475,
-0.023604318,
0.068426006,
-0.032945853,
-0.015780415,
0.045794148,
0.0074997493,
-0.010947571,
0.038485944,
0.010159288,
-0.021836206,
0.043731347,
0.045882553,
0.039075315,
-0.010535011,
-0.011920034,
0.0034367712,
0.003396252,
0.070901364,
-0.016428724,
0.02350118,
-0.013231385,
-0.014925827,
-0.06194292,
0.013113511,
-0.04063715,
0.003567538,
0.036570486,
0.036216862,
-0.005444317,
0.017799012,
-0.00973936,
-0.011190687,
0.024679922,
-0.015132107,
-0.0424642,
0.017843215,
-0.07007624,
0.021659395,
-0.011640082,
0.023854801,
-0.018152636,
-0.00456026,
0.014027036,
-0.030264214,
-0.0011520366,
0.0004464027,
-0.019861812,
0.022351906,
0.026492238,
0.028378226,
0.050744865,
-0.0055658747,
0.038898505,
0.0326217,
-0.0096656885,
0.0025563978,
-0.019213503,
0.026698519,
0.003317055,
-0.015235247,
0.008457477,
-0.027508903,
0.0057905726,
-0.01025506,
0.014284886,
0.03978256,
-0.017681139,
0.042552605,
0.009717259,
-0.017843215,
-0.04390816,
0.012303125,
0.035981115,
-0.061707173,
-0.026035476,
0.05413375,
-0.012339961,
0.025063014,
-0.018874615,
0.022661325,
0.019080894,
0.021276303,
-0.060174808,
0.007426078,
0.085223086,
-0.0059010796,
0.008855303,
-0.03689464,
0.04225792,
-0.014778485,
-0.02460625,
0.04387869,
-0.01368078,
0.01527945,
0.0051496313,
0.046855014,
0.017828481,
-0.035155997,
-0.004088763,
-0.0069435304,
0.008951076,
0.06176611,
-0.03385938,
0.011352764,
0.025549244,
0.02890866,
-0.008369072,
0.03306373,
0.036983047,
0.02316229,
0.060823116,
0.042817824,
0.015603605,
0.012199985,
0.00049083575,
0.005061226,
-0.008302768,
0.008177526,
0.056697518,
0.023869537,
0.015006866,
-0.009393104,
0.023692725,
0.0024790429,
-0.074614406,
0.032503825,
0.026227022,
-0.019434517,
-0.06341635,
-0.026344895,
0.022867605,
0.039281595,
-0.02584393,
-0.04323038,
0.013393462,
0.023957942,
0.035391744,
-0.05660911,
0.017003361,
0.057051137,
0.018977756,
0.017268578,
-0.004225055,
-0.012583077,
-0.025313497,
-0.04514584,
-0.09836607,
-0.020392247,
-0.011065446,
-0.019434517,
-0.042316858,
-0.059025533,
0.010188756,
-0.00161985,
0.03483184,
0.0075292177,
-0.0015093429,
0.025195621,
-0.0037664508,
-0.009592017,
-0.010954939,
0.03359416,
-0.00048024548,
0.024311565,
0.030824117,
-0.017740075,
-0.009702524,
0.018329447,
-0.021202631,
0.04638352,
-0.023044417,
0.02728789,
-0.011514841,
0.01751906,
-0.020627994,
-0.01123489,
0.011662184,
-0.0073929257,
-0.03300479,
0.016870752,
0.00006400204,
-0.027891995,
0.026079679,
0.059997994,
-0.0217478,
0.031059865,
0.009231027,
0.041344393,
-0.021556254,
0.05516515,
0.022013016,
-0.023177026,
-0.051982544,
-0.058819253,
-0.045234244,
-0.007934411,
-0.012067377,
-0.045204777,
-0.020672197,
0.009592017,
-0.0068551246,
-0.0549294,
-0.0059489664,
-0.0321502,
-0.059349686,
0.0032286495,
-0.019655531,
0.04290623,
0.010999141,
0.0037867103,
-0.040931836,
-0.011382232,
-0.0101077175,
-0.00039230025,
0.009540447,
-0.040578213,
0.04243473,
0.031708173,
-0.0037517166,
0.0017589049,
-0.008067019,
-0.018123167,
-0.020863743,
0.012435733,
0.03754295,
0.041933764,
0.016222443,
0.033741504,
-0.0124578355,
0.045882553,
-0.016428724,
0.011728488,
0.03194392,
0.021276303,
0.022793934,
-0.010954939,
-0.03589271,
-0.0032268076,
-0.015868822,
-0.010372934,
-0.00046804367,
0.05003762,
0.058583505,
-0.033770975,
0.015706744,
0.00019810702,
-0.0012321543,
-0.0020959515,
-0.030617837,
-0.062826976,
0.037690293,
0.014631142,
0.0668347,
-0.04986081,
0.018020026,
0.012892497,
-0.0033907266,
0.036658894,
0.020348042,
0.033240538,
-0.010520278,
-0.038898505,
-0.016856018,
-0.0022267182,
0.0020535905,
0.023073886,
-0.0150584355,
-0.003215757,
-0.0181379,
-0.057787854,
0.04656033,
0.024989342,
0.018565195,
0.024208425,
0.07579315,
0.008582719,
0.039222658,
0.029129675,
0.0060373717,
-0.034330875,
-0.02195408,
0.06094099,
-0.026551176,
-0.000020619362,
-0.015750946,
-0.008435376,
0.0067372504,
-0.0003172475,
-0.017990557,
0.024886202,
0.008509047,
-0.01827051,
0.012310492,
0.050126027,
0.002324333,
-0.0020830592,
-0.040489808,
0.0013518704,
0.035863243,
-0.03471397,
0.014719548,
-0.024267362,
0.022852872,
0.014491166,
-0.016914954,
-0.01731278,
-0.028540304,
-0.012944066,
-0.034772906,
0.03144296,
0.032945853,
-0.03176711,
0.010837064,
-0.05604921,
0.02089321,
-0.033093195,
0.0038751161,
0.017710606,
0.050420713,
-0.016885487,
-0.0006612009,
0.03321107,
0.02543137,
0.001552625,
0.0027755704,
-0.045499463,
0.025254559,
-0.05495887,
-0.03176711,
-0.019449253,
-0.013894428,
0.0029173878,
0.008730062,
0.027199484,
0.0021898826,
-0.0048144264,
0.039252125,
-0.014999499,
-0.054045346,
0.017504327,
-0.0026576961,
0.00046850412,
0.06011587,
-0.012767255,
0.00013053653,
-0.029173877,
0.0050464915,
-0.009275231,
-0.024856733,
-0.0042508403,
0.019375581,
-0.04102024,
-0.029601172,
-0.008251198,
-0.01548573,
0.057375293,
0.01435119,
-0.00393037,
-0.014358558,
-0.06400572,
-0.011315929,
0.006011587,
-0.02821615,
0.041344393,
0.012067377,
-0.002110686,
0.034478217,
0.013069307,
-0.044821683,
-0.030175809,
-0.020966882,
-0.02976325,
0.04473328,
0.02460625,
0.058288816,
-0.029954795,
-0.010453973,
0.025063014,
-0.0006524524,
-0.0137028815,
-0.027523639,
0.0070172017,
0.014056505,
0.0023887954,
-0.03035262,
-0.017121235,
-0.050980616,
0.0026190185,
0.0047554895,
0.0042508403,
0.02244031,
-0.044320717,
-0.02099635,
0.043672413,
0.025976539,
-0.111037545,
-0.008678492,
0.0062547023,
0.026271224,
-0.022175094,
0.031855516,
0.0017404871,
-0.04243473,
-0.026477505,
-0.012715685,
-0.04882941,
-0.010881267,
-0.018506257,
-0.050597522,
-0.005101745,
0.024046348,
0.029895857,
-0.045234244,
-0.014609041,
-0.049065158,
0.029453829,
-0.014557471,
-0.017327515,
-0.051186893,
0.008737429,
-0.03733667,
0.034183532,
0.019729203,
0.002596917,
-0.0004337404,
-0.020569056,
0.03692411,
0.014410128,
-0.05375066,
-0.022307703,
0.03798498,
-0.004107181,
-0.0036541019,
-0.021998283,
-0.055607177,
0.043024104,
-0.038544882,
0.0006179189,
-0.054487374,
-0.052542448,
-0.069368996,
-0.056903794,
0.054840997,
-0.047915883,
-0.0034680816,
0.021070022,
0.030529432,
-0.033977255,
0.02092268,
-0.04308304,
-0.012973535,
-0.048917815,
-0.024930404,
0.0362758,
-0.04552893,
0.002572974,
-0.012052642,
-0.011205421,
0.03733667,
-0.010085615,
0.02532823,
0.064771906,
-0.016649738,
-0.0035951647,
-0.04573521,
0.021217365,
-0.014189113,
-0.032091264,
-0.035951648,
-0.016811816,
-0.042935695,
-0.02164466,
-0.0124578355,
-0.017961089,
-0.015986696,
-0.0019393999,
0.03241542,
-0.047856946,
0.03385938,
-0.028348759,
-0.061176736,
-0.03506759,
0.06029268,
-0.016959159,
0.034389812,
0.045705743,
0.023280164,
-0.004527108,
0.01844732,
-0.022027751,
-0.016752878,
-0.012310492,
0.029881123,
0.0070540374,
-0.040578213,
0.039075315,
0.013518703,
-0.026786923,
-0.045469992,
-0.016502395,
-0.019375581,
-0.017636934,
0.006052106,
0.0112127885,
0.0020185965,
-0.03548015,
0.017386453,
0.005396431,
0.00994564,
-0.019964952,
0.027612044,
0.029468562,
-0.024694657,
0.04676661,
0.059290748,
-0.044409126,
0.0027847793,
-0.032385953,
-0.0024035296,
0.003147611,
0.009297332,
0.016045632,
-0.014439596,
0.019021958,
0.022602389,
0.0024808848,
0.07101924,
-0.012133681,
-0.016738145,
0.024208425,
-0.011396967,
-0.021408912,
-0.016679207,
0.024886202,
-0.006954581,
0.032533295,
-0.030794648,
0.050568055,
0.019419784,
0.0013684464,
-0.0059047635,
-0.03347629,
0.02017123,
-0.008030184,
-0.024237894,
-0.023972677,
-0.019758672,
-0.019110363,
0.015146841,
-0.046501394,
-0.069368996,
-0.030293683,
0.017872684,
-0.044055503,
-0.015117373,
0.006343108,
0.019434517,
-0.029380158,
0.0023169657,
0.022410842,
-0.026919533,
0.02859924,
-0.023928473,
0.0014117283,
-0.018771475,
0.011249624,
0.022926543,
-0.0071719117,
0.023118088,
-0.04776854,
-0.016811816,
-0.026109148,
-0.0160751,
0.00720138,
0.015014233,
0.042729415,
0.0047518057,
0.035155997,
-0.008486946,
-0.01572148,
-0.043672413,
-0.0071461266,
0.047208637,
-0.00349755,
-0.005462735,
-0.021099491,
0.020745868,
-0.05295501,
-0.018977756,
-0.02618282,
0.012148416,
-0.010851799,
0.016561333,
-0.015559401,
0.06931006,
0.006464666,
0.038279664,
0.023869537,
-0.00060732866,
0.06176611,
0.01154431,
0.04467434,
0.013157713,
-0.0054553677,
-0.006527287,
0.012877762,
0.017489592,
-0.027950933,
0.013791287,
0.03851541,
-0.011500107,
-0.006114727,
-0.018712537,
0.03609899,
0.025033545,
0.04125599,
0.03851541,
-0.020333309,
0.0042066374,
-0.038544882,
-0.023722194,
-0.03382991,
-0.05990959,
0.017077032,
-0.03550962,
0.008870037,
-0.007742865,
-0.028672911,
-0.02051012,
0.018388383,
0.0021733067,
0.03707145,
0.037100922,
-0.014557471,
0.010733924,
-0.0019743938,
-0.031855516,
-0.025475573,
0.019360846,
-0.0512753,
-0.04473328,
-0.0181379,
0.058730848,
0.0035399112,
0.01754853,
-0.025077747,
0.029350689,
-0.013430297,
0.009813031,
-0.040843427,
0.03606952,
-0.009923539,
0.02749417,
-0.008538516,
-0.0077281306,
-0.00046804367,
0.01679708,
0.038043916,
0.014992132,
0.00013260853,
-0.00042499194,
0.001714702,
-0.040666617,
0.024061082,
0.03615793,
-0.018182104,
0.0056800656,
0.012133681,
-0.0018399435,
0.047945354,
0.04473328,
0.015146841,
-0.05192361,
0.04962506,
0.014115442,
-0.03138402,
-0.0038051282,
0.06306273,
0.02398741,
-0.0041624345,
0.009002646,
-0.05086274,
0.016487662,
0.005882662,
0.0004733388,
0.0023206493,
0.034183532,
0.026521707,
0.013474501,
-0.047297046,
0.05106902,
-0.020289106,
-0.055135682,
-0.052012015,
-0.0051791,
0.033358414,
0.028451897,
0.018609397,
-0.032680638,
0.0398415,
0.008140691,
0.036776766,
0.008649023,
-0.024768328,
-0.0031862885,
-0.010520278,
0.065302335,
-0.02942436,
-0.006884593,
-0.017165437,
-0.023339102,
-0.045823615,
0.016045632,
-0.006954581,
-0.028466633,
0.03857435,
-0.0580236,
-0.006527287,
-0.03117774,
0.02963064,
-0.0636521,
0.0037756597,
0.044026032,
-0.027302625,
0.022455046,
0.019906014,
-0.015529932,
-0.017681139,
0.0071461266,
0.043937627,
-0.0011529576,
0.020156497,
-0.0022782884,
-0.021305772,
-0.0008080833,
0.0117947925,
-0.0065788566,
-0.0010949413,
-0.029777983,
0.0047112866,
0.0062289177,
-0.009908805,
-0.06995837,
0.053839065,
-0.010638151,
0.034507688,
-0.016134039,
0.07101924,
0.0070356196,
-0.010579214,
-0.0054258993,
0.055636648,
0.010137185,
0.043760817,
-0.0033741505,
0.012759888,
-0.084221154,
-0.042198982,
-0.041344393,
0.028127743,
-0.004899149,
-0.057728916,
0.010070882,
-0.034124598,
-0.019213503,
-0.033152133,
-0.013194549,
-0.03695358,
0.039281595,
0.02295601,
0.0704888,
0.032769043,
-0.010844431,
-0.0155004645,
0.089053996,
0.03359416,
-0.003009477,
0.048328444,
0.037248265,
0.024679922,
0.011256991,
-0.0039377366,
-0.012590444,
0.022116156,
0.011139117,
-0.029188612,
-0.021998283,
-0.030676775,
-0.07319991,
0.0064941347,
0.0450869,
0.04600043,
-0.024267362,
-0.015338387,
-0.0181379,
-0.038633287,
0.001748775,
-0.006516236,
0.01273042,
-0.0038530147,
0.0011280935,
0.047090765,
-0.020524854,
0.25861612,
0.058288816,
0.010115084,
0.013209283,
0.00059719884,
0.06241442,
0.0137028815,
-0.006258386,
0.018520992,
-0.012251555,
0.0074371286,
-0.011478005,
-0.008774265,
-0.010041413,
-0.025166154,
0.029586438,
-0.030824117,
-0.0126788495,
-0.015102639,
-0.073612474,
-0.058907658,
0.02308862,
0.004490272,
0.025652384,
0.032916386,
-0.028348759,
0.021394176,
-0.01164745,
0.013761819,
-0.040725555,
0.012074743,
-0.06088205,
0.008921607,
-0.022160359,
-0.024355767,
0.018299978,
-0.004493956,
-0.06441828,
-0.012229454,
0.03380044,
-0.008523782,
-0.004630248,
0.02143838,
-0.04679608,
-0.007131392,
0.058966596,
-0.007691295,
-0.0069251126,
0.022322437,
-0.024783062,
0.038456473,
-0.014734281,
0.05460525,
-0.05864244,
-0.042375796,
-0.02584393,
-0.035951648,
-0.045676272,
-0.001569201,
0.019935483,
-0.014594306,
0.04267048,
0.029483298,
0.025195621,
-0.04187483,
0.014653243,
0.0019743938,
-0.006637794,
-0.026433302,
-0.03462556,
0.035598025,
0.010402403,
-0.015633073,
-0.023000214,
0.0069398466,
0.021733066,
-0.007647092,
0.02391374,
-0.0058605606,
-0.011146484,
-0.026079679,
-0.007912309,
-0.0067372504,
-0.02099635,
0.011802159,
0.04638352,
-0.048976753,
0.028054072,
0.013894428,
0.035745367,
-0.018609397,
0.00044410047,
0.0023795865,
-0.030588368,
0.023471711
] |
MADLAD-400
Overview
MADLAD-400 models were released in the paper MADLAD-400: A Multilingual And Document-Level Large Audited Dataset.
The abstract from the paper is the following:
We introduce MADLAD-400, a manually audited, general domain 3T token monolingual dataset based on CommonCrawl, spanning 419 languages. We discuss
the limitations revealed by self-auditing MADLAD-400, and the role data auditing
had in the dataset creation process. We then train and release a 10.7B-parameter
multilingual machine translation model on 250 billion tokens covering over 450
languages using publicly available data, and find that it is competitive with models
that are significantly larger, and report the results on different domains. In addition, we train a 8B-parameter language model, and assess the results on few-shot
translation. We make the baseline models 1
available to the research community.
This model was added by Juarez Bochi. The original checkpoints can be found here.
This is a machine translation model that supports many low-resource languages, and that is competitive with models that are significantly larger.
One can directly use MADLAD-400 weights without finetuning the model:
thon |
[
0.010883255,
-0.021846928,
-0.018429156,
-0.03417771,
0.019568413,
-0.008986727,
-0.0005491051,
0.01573515,
-0.0049591186,
0.056185473,
0.021820122,
-0.019648831,
0.038734738,
-0.031175433,
0.012203453,
0.04114728,
-0.018295126,
-0.033373527,
-0.068837926,
-0.026940078,
0.010601792,
0.019112712,
-0.06331588,
-0.005253985,
0.004456505,
0.013671083,
0.035812877,
0.014743325,
0.04393511,
0.02340168,
-0.050422173,
-0.036804702,
-0.0005474297,
0.0132957995,
-0.04331857,
-0.011955497,
0.02935262,
-0.030290833,
-0.02013134,
-0.07805921,
0.01724969,
-0.02641736,
0.008396994,
-0.028575245,
-0.040772,
-0.03302505,
-0.012196751,
-0.018603396,
-0.0020640655,
-0.02983513,
0.0010504619,
0.012739574,
0.02868247,
-0.01352365,
-0.0009817715,
-0.016458912,
-0.02145824,
-0.026323538,
-0.015507298,
-0.006684758,
0.039780173,
0.042085495,
-0.018831247,
-0.04481971,
-0.008725368,
0.014059772,
0.012799887,
-0.030210415,
-0.013034441,
0.0031714905,
-0.04814366,
0.033668395,
0.020587044,
-0.004134833,
-0.019608622,
0.004982574,
0.030076385,
-0.012712767,
0.0011618746,
0.0452218,
-0.034901474,
0.030585699,
0.011265242,
-0.0018730725,
-0.013067948,
-0.06460257,
0.02584103,
-0.026832853,
-0.027248347,
-0.040906027,
-0.011218331,
0.04171021,
-0.005257336,
0.038681127,
0.0390028,
0.041656595,
0.02353571,
0.022195406,
0.027261749,
0.026685419,
0.02464816,
0.07441358,
-0.007954694,
0.020600447,
-0.06358394,
-0.014850549,
0.02983513,
0.020158147,
-0.034901474,
-0.042165913,
0.013791711,
-0.0075392006,
-0.0009549654,
0.0026537986,
-0.009281593,
0.021136567,
0.024125442,
0.01556091,
0.007230931,
-0.007465484,
-0.015266043,
0.0019367369,
-0.0069092587,
-0.06862348,
0.005749897,
-0.012344184,
0.002784478,
0.042460777,
-0.0412277,
-0.018777635,
0.006423399,
-0.012350886,
0.004020907,
0.02828038,
-0.020868508,
0.024420308,
-0.012826693,
-0.0026152648,
0.016834198,
-0.0020020767,
0.031765167,
-0.0030960983,
-0.01875083,
0.08695882,
-0.013791711,
0.02034579,
-0.010306925,
0.0040946235,
-0.06856987,
-0.019166324,
-0.028736083,
0.0096434755,
-0.02163248,
0.017852828,
-0.03511592,
-0.03396326,
-0.0059743975,
0.00046868698,
0.009636774,
0.013898935,
0.016110433,
-0.0037561974,
-0.043291766,
0.040048234,
0.011298749,
0.04618682,
-0.015225834,
-0.018161098,
0.009120758,
-0.042541195,
0.021243792,
-0.039753366,
0.022892363,
0.00345798,
0.030532086,
0.010548179,
0.07564666,
0.020989135,
0.041174088,
0.026350344,
0.0018311881,
-0.048787005,
0.008262964,
0.0098311175,
-0.018858055,
0.016874406,
-0.019916892,
0.01542688,
-0.011848273,
0.0106420005,
0.030666117,
0.03567885,
-0.021297405,
-0.012746275,
0.0016988332,
0.016539332,
-0.03267657,
0.012572036,
-0.013275695,
-0.058061898,
-0.039967816,
0.025211086,
-0.033534363,
0.015279447,
-0.015091804,
-0.021887137,
0.003608764,
0.028843306,
-0.039351277,
0.029727906,
0.03329311,
-0.02003752,
-0.048760198,
0.0031011244,
0.052861523,
-0.02034579,
0.003652324,
0.00038282384,
0.013067948,
0.03144349,
0.03838626,
0.041790627,
0.052432626,
-0.056024637,
-0.008309875,
-0.03085376,
0.00944243,
0.049993277,
0.012310677,
0.03356117,
-0.02447392,
0.041844238,
-0.009938342,
0.038359452,
0.004868648,
0.02034579,
0.03321269,
0.03964614,
0.028012319,
0.010246611,
0.012893708,
0.015480492,
0.032971438,
0.05079746,
-0.0044933637,
-0.0012247013,
-0.0052238284,
0.019970505,
-0.0023555814,
-0.0057431953,
-0.052298598,
0.06219003,
-0.0075995144,
0.000009594156,
-0.029218592,
-0.03227448,
0.017410528,
0.03736763,
-0.005887278,
-0.003019031,
-0.010239909,
-0.011077599,
0.03715318,
0.011271942,
0.044632066,
0.06353033,
0.019487996,
0.010843046,
-0.004171691,
-0.05412141,
-0.04353302,
-0.025626581,
-0.08293791,
0.0041046757,
-0.019072503,
-0.026712226,
-0.004402893,
-0.05138719,
0.0007413547,
-0.023964606,
-0.0026739032,
-0.010856449,
-0.05677521,
0.038815156,
0.019380772,
0.018080678,
-0.021310806,
0.023160424,
-0.03179197,
-0.020386,
-0.0005444978,
-0.040932834,
-0.039699756,
-0.02841441,
0.009650176,
-0.008283068,
-0.0062089507,
-0.020292178,
-0.026015269,
0.0035920104,
-0.028736083,
-0.022329437,
-0.0043693855,
0.0323549,
-0.01698163,
0.016874406,
0.012893708,
-0.026739031,
0.08293791,
0.056131862,
-0.054630723,
0.06267254,
0.013818517,
0.039780173,
-0.033534363,
0.07087519,
0.036322195,
-0.044015527,
-0.03267657,
-0.02145824,
-0.043372184,
-0.015949598,
-0.019849878,
-0.04042352,
-0.012672558,
0.036911927,
-0.0042219525,
-0.049859248,
0.014006159,
-0.018027067,
-0.05661437,
-0.016110433,
-0.031979613,
0.013114858,
0.012009108,
0.035786074,
-0.07441358,
0.029754711,
-0.0056627775,
0.024768787,
-0.03098779,
-0.0270473,
0.057311326,
0.059563037,
-0.0039002798,
-0.010032163,
0.051145937,
-0.027275153,
-0.009120758,
-0.033641588,
0.029406233,
0.012967425,
0.008517621,
0.02003752,
0.019648831,
0.014609296,
-0.06009916,
0.06610371,
0.028360797,
0.019072503,
0.01232408,
0.033641588,
-0.007961396,
-0.001976946,
0.009060443,
-0.04589195,
0.02664521,
0.03200642,
0.056721594,
-0.038145006,
0.02057364,
-0.057043266,
-0.013738099,
-0.0054985904,
-0.01037394,
-0.022852154,
0.068516254,
0.027476197,
0.0793459,
-0.04508777,
-0.015654732,
0.012230258,
-0.026095686,
0.015132014,
-0.001941763,
0.016391898,
0.022999588,
0.013952548,
-0.049725216,
-0.019702444,
0.0021612374,
-0.010092476,
0.011245136,
-0.03289102,
-0.027905095,
-0.048304494,
0.05891969,
0.03125585,
-0.0007560143,
0.010353835,
-0.008718667,
-0.044256784,
0.043291766,
0.03396326,
0.004322475,
0.015225834,
-0.015668135,
0.0148103405,
0.015748553,
0.0069360645,
-0.021846928,
-0.019300353,
-0.028870111,
0.038681127,
-0.017370319,
0.033695202,
-0.027985513,
-0.014689714,
-0.017598169,
0.06722956,
-0.025706999,
-0.0074587823,
-0.029540263,
0.014301026,
0.025385326,
-0.025680192,
-0.024447115,
-0.024004815,
0.03423132,
0.026001865,
-0.06846264,
-0.037635688,
0.00367913,
0.021377822,
-0.008718667,
0.015346462,
0.0501005,
-0.010910061,
0.014006159,
-0.012464812,
-0.00032816463,
0.03004958,
-0.002070767,
-0.017263094,
-0.014166996,
-0.016418703,
0.0073247524,
0.015306253,
-0.02322744,
-0.011720944,
0.03538398,
-0.033641588,
-0.022182005,
-0.013691189,
-0.0048652976,
-0.011607018,
0.012156542,
-0.01396595,
-0.01715587,
0.03144349,
-0.03388284,
-0.0064099957,
0.026792644,
-0.034821056,
-0.06744401,
0.03350756,
0.0061553386,
0.0112317335,
0.049483962,
-0.02407183,
-0.0094223255,
0.0019434384,
0.050020084,
-0.042487584,
0.018067276,
-0.01826832,
-0.008189247,
-0.018080678,
-0.0073180506,
-0.010869852,
-0.051360384,
0.054469887,
-0.031282656,
-0.043613438,
0.003404368,
-0.025144072,
0.020117939,
0.005049589,
-0.021686092,
-0.0034278233,
0.009181071,
-0.007284543,
-0.013992757,
-0.020386,
-0.03573246,
-0.03771611,
-0.06353033,
0.041468956,
0.03656345,
-0.020493222,
0.03449938,
-0.038279034,
-0.0758075,
0.016740376,
-0.038493484,
-0.0011518223,
-0.027556617,
0.02464816,
-0.010936867,
0.029781519,
-0.059991933,
-0.006121831,
-0.032167256,
-0.01511861,
0.024246069,
-0.018469365,
0.012230258,
-0.03897599,
-0.021243792,
0.05138719,
-0.020091131,
-0.07291245,
-0.015668135,
0.044846516,
0.026685419,
0.020989135,
0.04224633,
-0.027060704,
-0.020117939,
-0.011050792,
0.013449934,
-0.036241774,
0.0044699083,
-0.033346724,
-0.038493484,
0.014301026,
0.032998245,
0.055113234,
-0.037019152,
0.002898404,
-0.03833265,
-0.0035551519,
-0.05012731,
-0.030451668,
-0.035786074,
0.037179988,
-0.02163248,
0.048921034,
0.010139387,
0.0036255177,
0.02309341,
0.02766384,
0.02735557,
-0.005300896,
-0.069481276,
-0.029540263,
-0.02779787,
-0.014287623,
0.010487866,
0.007854172,
-0.058169123,
0.020225162,
-0.06047444,
0.01352365,
-0.007954694,
-0.0114528835,
-0.023602724,
-0.018670412,
0.042407166,
0.0002475371,
0.02163248,
-0.0042655123,
0.061064173,
-0.0015865829,
0.0142206075,
-0.03315908,
-0.04259481,
-0.03897599,
-0.06476341,
0.044310395,
-0.024085233,
-0.0072711403,
0.011553406,
0.017088855,
0.05554213,
-0.03830584,
0.048974648,
0.056721594,
0.031068208,
-0.021257196,
-0.016378494,
0.017960051,
0.039967816,
-0.01715587,
-0.028843306,
0.004510117,
-0.012692663,
0.019072503,
-0.031711552,
-0.03742124,
-0.010125984,
-0.017102258,
0.055971026,
-0.008430501,
0.010300224,
0.00268228,
-0.06744401,
-0.015547507,
0.010099178,
-0.019487996,
0.000662612,
0.026578195,
-0.001101561,
0.020198356,
0.040048234,
-0.036697477,
-0.037796527,
-0.0112317335,
0.057954673,
0.010300224,
-0.060259994,
-0.007545902,
0.019876683,
-0.017718798,
-0.03173836,
0.03023722,
0.006507168,
-0.022249019,
0.0034194463,
0.021552062,
-0.0124849165,
-0.03409729,
-0.017893037,
-0.0057197404,
-0.025385326,
0.005997853,
0.043559827,
0.016820794,
-0.027007092,
-0.002199771,
0.04508777,
-0.025653386,
0.01750435,
-0.015038192,
0.016968228,
-0.011419375,
0.00046533623,
0.04326496,
0.026564792,
0.004238706,
0.009026936,
-0.0036121148,
0.034901474,
-0.018791039,
0.021578867,
-0.0023740104,
-0.001769199,
-0.044873323,
-0.00913416,
0.023736754,
0.003923735,
0.0015857453,
-0.0465621,
0.04436401,
0.046133205,
0.027060704,
-0.024286278,
-0.06808736,
0.006393242,
-0.052459434,
0.00580686,
-0.0052070743,
-0.022021167,
-0.024460517,
0.018107485,
-0.02149845,
-0.02372335,
0.023803769,
0.033748813,
-0.014930968,
-0.0075257975,
-0.029754711,
-0.010193,
-0.04473929,
-0.034365352,
-0.0126323495,
0.0047413195,
0.007385066,
0.01698163,
-0.03999462,
-0.019608622,
0.027033899,
0.0054315752,
0.011432779,
0.020104535,
-0.032810602,
0.048384916,
-0.037608884,
0.008175844,
-0.0104543585,
0.042407166,
0.037340824,
-0.06272615,
0.014327832,
0.0042889677,
0.02326765,
-0.028950531,
0.018281724,
0.02983513,
-0.03476744,
-0.016432106,
0.021029344,
0.012866902,
-0.046079595,
-0.03004958,
-0.0026102387,
-0.045945562,
-0.017303303,
0.022061376,
0.0069360645,
0.045409445,
0.04136173,
0.02854844,
-0.0023723352,
0.007619619,
-0.02332126,
0.01569494,
0.025653386,
-0.0014475265,
-0.027503004,
-0.011741049,
0.046883777,
0.068945155,
-0.03892238,
0.02372335,
-0.0033658342,
-0.02358932,
-0.022677915,
0.009268191,
0.054737948,
0.06937405,
0.0065373247,
0.02043961,
-0.012196751,
-0.0049892752,
-0.016874406,
0.029138172,
-0.05634631,
-0.039726563,
0.007177319,
-0.03417771,
-0.009656878,
-0.02841441,
-0.0032736885,
-0.0066311457,
0.0068020346,
0.010239909,
0.018911665,
0.05079746,
0.016204255,
0.03715318,
-0.056989655,
-0.010836344,
0.0190591,
0.009281593,
-0.029540263,
-0.01742393,
0.05471114,
0.03423132,
0.014930968,
0.009931641,
-0.03071973,
-0.000614026,
0.016686764,
0.035839684,
-0.014595892,
0.022530483,
-0.033748813,
0.06588926,
-0.03586649,
0.013369516,
-0.019581817,
0.047848795,
0.0034060434,
-0.014327832,
0.014609296,
0.004748021,
0.015761955,
-0.024835803,
0.031095015,
0.03010319,
0.038815156,
0.026189508,
-0.014341235,
-0.0035920104,
0.08149038,
0.052298598,
0.012471513,
-0.006557429,
0.026082283,
0.031845585,
-0.01946119,
0.037045956,
0.035142727,
-0.012136438,
0.028843306,
-0.008363486,
0.03112182,
0.009911535,
-0.0017005086,
0.015333058,
0.021806719,
-0.006463608,
-0.01613724,
-0.017893037,
-0.00036879256,
0.014421653,
-0.015761955,
-0.06535314,
0.0006098376,
0.00784747,
0.0121900495,
0.01015279,
0.05390696,
-0.040772,
0.040772,
0.050154112,
-0.009630072,
0.029406233,
0.010702314,
0.01498458,
-0.03138988,
0.01617745,
-0.0027643736,
-0.040959638,
-0.018683815,
-0.022088183,
-0.021806719,
0.025961656,
0.007190722,
-0.024487324,
0.050207727,
-0.04339899,
-0.02460795,
-0.05859802,
-0.02943304,
-0.040718384,
0.020318983,
0.06701512,
-0.06256531,
-0.030532086,
0.042085495,
-0.029245397,
-0.01755796,
0.040959638,
0.0398874,
0.025170878,
0.06481702,
0.037742913,
0.0027978811,
-0.0004887915,
0.017785812,
-0.025706999,
-0.022986185,
0.0042219525,
-0.0052271793,
-0.008122232,
-0.030746536,
-0.04171021,
0.012860201,
0.0279319,
0.0010621896,
-0.005089798,
0.009945043,
0.01188178,
-0.039485306,
-0.010869852,
0.07044629,
-0.013490143,
-0.0015991483,
-0.012384393,
-0.011935392,
-0.03661706,
-0.0047111628,
-0.060849726,
0.03919044,
-0.007907784,
-0.007465484,
-0.02021176,
-0.026484374,
-0.015708344,
0.057311326,
-0.01698163,
-0.0061251814,
0.04347941,
0.029004142,
-0.008417099,
0.022007763,
-0.008135635,
-0.021967554,
0.026859658,
0.08197289,
0.036804702,
0.08695882,
0.045865145,
-0.030398058,
0.017356915,
0.04331857,
-0.018429156,
-0.009676983,
0.0028531686,
0.032998245,
0.005887278,
0.007076796,
-0.025693595,
0.0025348468,
0.064977854,
0.016673362,
0.0068690493,
-0.06042083,
0.019447787,
-0.07478887,
0.01170084,
-0.010541478,
0.051816087,
-0.0049758726,
-0.034016874,
0.0003428242,
-0.04720545,
0.20822938,
0.06015277,
0.04983244,
0.0398874,
0.024219263,
0.011741049,
0.027556617,
-0.038627513,
0.0004020907,
-0.035223145,
0.0074587823,
-0.017075451,
0.000891301,
0.009737296,
-0.013979353,
0.032917824,
-0.03417771,
-0.017209481,
-0.0026621756,
-0.031604327,
-0.061600294,
0.02362953,
-0.00039371382,
-0.0013805114,
-0.023066603,
0.0111580165,
0.031818777,
-0.055971026,
0.045597084,
-0.0044129454,
0.025572969,
-0.047098223,
0.024902817,
-0.010561583,
0.0024091934,
0.024621354,
-0.025787417,
-0.06288698,
0.015333058,
-0.033453945,
-0.035920102,
-0.03683151,
0.026095686,
-0.037072763,
-0.034740638,
0.043640245,
-0.003595361,
-0.004228654,
0.048250884,
-0.039029606,
0.04238036,
-0.043720663,
-0.016874406,
-0.010360537,
-0.07843449,
-0.04109367,
-0.037850138,
-0.040128652,
0.0226109,
0.011767855,
0.020721074,
-0.0006693135,
0.017919842,
-0.0058202627,
-0.038627513,
0.035357177,
0.021967554,
0.017906439,
-0.013195276,
-0.007452081,
0.032783795,
0.008986727,
0.0105682835,
-0.00017863717,
0.017222885,
0.00038805942,
-0.014542281,
0.057204105,
0.011734347,
-0.057525776,
0.009147563,
-0.019528205,
-0.038466677,
-0.013845323,
0.03321269,
0.039914202,
-0.05993832,
0.007974799,
-0.029995967,
0.011332256,
0.022570692,
0.023830576,
-0.0072778417,
-0.010615194,
-0.0023924396
] | Image classification task guide
EfficientFormerConfig
[[autodoc]] EfficientFormerConfig
EfficientFormerImageProcessor
[[autodoc]] EfficientFormerImageProcessor
- preprocess
EfficientFormerModel
[[autodoc]] EfficientFormerModel
- forward
EfficientFormerForImageClassification
[[autodoc]] EfficientFormerForImageClassification
- forward
EfficientFormerForImageClassificationWithTeacher
[[autodoc]] EfficientFormerForImageClassificationWithTeacher
- forward |
[
-0.0042962097,
-0.038570415,
0.010556401,
-0.009533494,
0.019448873,
-0.011470198,
0.019476151,
0.026404642,
-0.01177025,
0.0660116,
0.030196216,
-0.0074467636,
0.0649205,
-0.044516914,
-0.007542235,
0.033824127,
0.004940641,
-0.035351668,
-0.05995599,
-0.01155203,
0.020744555,
0.0092539,
-0.06066521,
-0.025681786,
-0.016311958,
-0.009772172,
0.013931994,
-0.006659125,
0.021958405,
0.041516386,
-0.03608816,
-0.026704693,
-0.01726667,
-0.019257931,
-0.042007383,
0.0008779952,
0.016298318,
-0.006249962,
-0.020567251,
-0.06459317,
0.026895637,
-0.018862406,
0.045826238,
-0.042525657,
-0.02431791,
-0.03734293,
0.009758533,
-0.018453244,
-0.0297325,
-0.011306533,
-0.016530178,
0.007603609,
-0.001992964,
-0.0134000825,
0.00025189086,
-0.056300804,
-0.014143395,
-0.034915227,
-0.017525807,
-0.02883234,
0.02531354,
0.04787205,
-0.018207746,
-0.072449096,
0.005462324,
0.009860824,
0.006925081,
-0.020062616,
-0.02103097,
-0.0005037817,
-0.05163635,
0.022203902,
0.025490845,
-0.0040848088,
-0.04522613,
0.047926605,
0.04236199,
-0.015316328,
0.0081150625,
0.05766468,
-0.019830758,
0.030250771,
0.023526862,
0.007890023,
-0.030850876,
-0.056737244,
0.06442951,
-0.039497852,
-0.030796321,
-0.022954034,
-0.04522613,
0.025599955,
-0.026022755,
0.011517934,
0.031096375,
0.05501876,
0.019421596,
0.008646974,
-0.01903971,
0.00003724021,
0.024972571,
0.0660116,
0.019803481,
0.012022568,
-0.04260749,
0.031450983,
0.030850876,
-0.0066864025,
-0.022872202,
-0.071794435,
-0.020621806,
0.0031096374,
0.03952513,
0.0023850782,
0.0062670107,
-0.0077945516,
0.02685472,
0.0018906732,
-0.0031829458,
-0.00539413,
-0.0064136274,
-0.004565575,
-0.012854532,
-0.035024337,
-0.009206164,
-0.01342736,
0.01673476,
0.040261623,
-0.023745082,
-0.007276279,
-0.011613404,
-0.008865194,
0.014075201,
0.049126815,
0.009888101,
0.01563002,
-0.002818109,
0.025190791,
0.0028880076,
-0.002610118,
0.023554139,
0.0057385084,
-0.015861878,
0.090997815,
-0.007064878,
0.0005562057,
0.0016852394,
-0.007958217,
-0.035678998,
-0.0042552934,
-0.014334338,
-0.002685131,
-0.021412855,
0.012738602,
-0.017512169,
-0.0040916284,
-0.027823072,
-0.0014960016,
0.0031318003,
0.022531232,
-0.00010463487,
-0.033605907,
-0.012779519,
0.030659935,
-0.022040237,
0.04729922,
-0.00572146,
-0.0076990803,
0.021849295,
-0.025449928,
0.04729922,
-0.0051690903,
0.00033819865,
0.031614646,
0.050108805,
-0.009519855,
0.046999168,
0.029186947,
0.035024337,
0.034478787,
0.0017815632,
-0.006689812,
0.005557795,
0.01606646,
0.027222967,
-0.0013715479,
-0.00045689847,
0.013222778,
0.016543817,
0.026868358,
0.022353929,
0.026813803,
-0.026581945,
-0.027986737,
-0.03333313,
0.0068261996,
-0.025477204,
0.02926878,
-0.015793685,
-0.044380527,
-0.041325446,
0.0459899,
-0.04852671,
0.00068705255,
-0.025954561,
0.009438022,
-0.011258797,
0.027113857,
-0.009854005,
0.03832492,
0.05229101,
0.0043644034,
-0.065466054,
0.014007008,
0.03071449,
0.0017696292,
0.035515334,
0.0010646757,
0.005206597,
0.017253032,
0.038843192,
0.025927285,
0.051036242,
-0.023485946,
-0.0066523054,
-0.026786527,
0.0029425626,
0.050599802,
0.0012965347,
0.018862406,
0.005578253,
0.037533868,
-0.0023970122,
0.046289954,
-0.013856981,
0.012847712,
-0.008381018,
0.024140606,
0.020703638,
-0.025108958,
0.0035426682,
0.041189056,
0.034478787,
0.05250923,
-0.04860854,
0.0071944464,
-0.017430335,
0.048799485,
-0.008265089,
0.031178206,
-0.040998116,
0.036824655,
0.008319644,
-0.0044666943,
-0.032105643,
-0.011790709,
0.0077877324,
0.027536659,
-0.017007535,
-0.01056322,
0.019176098,
-0.0111906035,
-0.009390287,
-0.008094604,
0.0473265,
0.027236605,
0.0067170896,
0.007112614,
0.013331888,
-0.050681636,
0.014129756,
-0.024017857,
-0.09045226,
0.02277673,
-0.017553085,
-0.01903971,
-0.0022214132,
-0.04885404,
0.019462511,
-0.039907012,
0.0036620072,
0.0016468804,
-0.056628134,
0.05968322,
0.04877221,
0.06017421,
-0.0370156,
0.016434707,
-0.032705747,
-0.03794303,
0.00010420866,
-0.044735134,
-0.025068043,
0.013372805,
0.026445556,
-0.012015748,
-0.0035733553,
-0.02277673,
-0.013891078,
-0.012609034,
-0.039443295,
-0.02652739,
-0.019639816,
0.012165775,
-0.020894581,
0.000093393544,
0.008660613,
-0.03368774,
0.08717896,
0.03278758,
-0.023526862,
0.031723756,
0.021385577,
0.024727073,
-0.035706274,
0.05995599,
0.053354833,
-0.03344224,
-0.04159822,
-0.018098636,
-0.017143922,
0.006723909,
-0.042552933,
-0.021944767,
-0.04776294,
0.018766934,
0.013918355,
-0.054227713,
0.0070512393,
-0.027359353,
-0.025409011,
-0.041189056,
-0.025504483,
0.027891265,
0.0034829986,
0.012799977,
-0.06950312,
0.0041870996,
-0.02498621,
0.008626516,
-0.0077877324,
-0.031669203,
0.033305854,
0.047244668,
-0.018316856,
-0.0064852308,
0.0486631,
-0.028232235,
-0.03390596,
-0.032078367,
0.0116747795,
-0.004064351,
0.011797528,
0.029977996,
-0.0019673912,
0.0235405,
-0.017348504,
0.04721739,
0.02995072,
0.03952513,
0.01397973,
0.030332604,
-0.01839869,
-0.0048963153,
-0.02266762,
-0.044844244,
0.008217353,
-0.0012948299,
0.06453861,
-0.05447321,
0.0030755405,
-0.044407804,
-0.035024337,
0.007883204,
0.010079044,
-0.053545773,
0.050327025,
0.050490692,
0.07277643,
0.0154118,
-0.038925022,
0.0082787275,
-0.019448873,
0.039443295,
0.014007008,
0.02277673,
-0.015275412,
0.008899291,
-0.057282794,
-0.021085525,
-0.039170522,
0.051881846,
0.013918355,
-0.032842137,
-0.043207593,
-0.052700173,
0.05602803,
0.02992344,
0.0046712756,
0.018862406,
0.0025112368,
-0.050545245,
0.031287316,
0.03464245,
-0.012963642,
0.01155203,
-0.037315648,
0.021617435,
0.039388742,
0.0113542685,
0.009990392,
-0.044216864,
-0.013706954,
0.0060760677,
0.011129228,
0.03442423,
-0.02422244,
-0.0045587556,
-0.019121543,
0.070867,
-0.02101733,
-0.018535076,
-0.017484892,
-0.0010697903,
0.043725867,
-0.016857509,
-0.02620006,
-0.027454825,
0.026977468,
0.02984161,
-0.010345,
-0.030523546,
0.00015727196,
-0.0033977563,
-0.024563408,
0.03390596,
0.05875578,
-0.018289577,
0.013175043,
-0.017594002,
0.00049738854,
0.026922913,
-0.017839499,
-0.019285208,
-0.010160876,
-0.0152344955,
-0.00006164081,
0.0135091925,
-0.017116645,
-0.036060885,
0.013625122,
-0.028559566,
0.003489818,
-0.026295532,
0.004367813,
-0.028914172,
0.028041292,
0.0027021794,
-0.011592947,
0.01397973,
-0.039470572,
-0.020935498,
0.05984688,
-0.027577573,
-0.042334713,
0.006921671,
0.029186947,
0.05512787,
0.06513872,
0.011081493,
0.003948421,
0.03060538,
0.032214753,
-0.049263205,
0.010140419,
-0.011906638,
-0.025559038,
-0.022258457,
-0.030550824,
0.003938192,
-0.04094356,
0.041680053,
0.0025248756,
-0.024508853,
0.016530178,
-0.030332604,
-0.018098636,
0.007494499,
-0.038515862,
-0.0023117699,
-0.034587897,
-0.02409969,
-0.008797001,
-0.043889534,
-0.051909123,
-0.0010834291,
-0.057501014,
0.026159143,
0.021085525,
0.010999661,
0.00990856,
-0.015111747,
-0.06022877,
0.024890738,
-0.034806117,
0.026977468,
-0.016802954,
0.022490317,
-0.007930939,
-0.0009973344,
-0.054173157,
-0.013802426,
0.014347976,
-0.020294476,
0.013720593,
0.008196895,
0.04249838,
-0.052863836,
-0.027454825,
0.029868886,
-0.03038716,
-0.06813925,
-0.049590535,
0.055700697,
0.04159822,
0.0025010076,
0.03445151,
-0.030441714,
-0.026895637,
-0.045717128,
0.013379624,
-0.004831531,
0.017798582,
-0.038788635,
-0.044844244,
0.012049845,
-0.01552091,
0.045935348,
-0.034506064,
-0.008749265,
-0.024972571,
0.013734232,
-0.042525657,
-0.041407276,
-0.020321753,
-0.0016809773,
-0.006471592,
0.0319147,
0.020349031,
-0.012472646,
-0.0008362265,
0.019176098,
0.025709065,
-0.02266762,
-0.06295652,
0.006011284,
-0.01924429,
0.004118906,
0.0016639289,
0.02411333,
-0.036770098,
0.014225228,
-0.055264257,
0.026391001,
-0.012036206,
-0.01905335,
-0.0217811,
-0.009642604,
0.035460778,
-0.010951925,
0.015970988,
-0.013693316,
0.05979233,
-0.016993895,
0.033715017,
-0.025190791,
-0.01706209,
-0.04249838,
-0.048799485,
0.01869874,
-0.028805062,
0.008735626,
0.01804408,
0.0064136274,
0.06099254,
-0.012281704,
0.03668827,
0.08346921,
0.009008401,
-0.0029596111,
-0.01905335,
0.044653304,
0.027850349,
-0.011613404,
-0.06437495,
-0.031069096,
0.021058246,
0.018344134,
-0.0029101705,
-0.049454145,
-0.013706954,
0.0051725,
0.027277522,
0.013372805,
0.031641927,
0.011790709,
-0.06421129,
-0.019680731,
0.023963302,
0.01265677,
0.022299374,
0.026145505,
-0.009267538,
-0.021262828,
0.029405167,
-0.026145505,
-0.04931776,
-0.014266144,
0.029896164,
0.016407428,
-0.05810112,
0.008149159,
0.008824279,
-0.023813276,
-0.018644186,
0.02190385,
0.04348037,
-0.04301665,
0.0021361709,
-0.037806645,
0.00715353,
-0.040370733,
0.02234029,
0.02806857,
-0.022081153,
-0.00605561,
0.0266365,
0.019394318,
-0.044380527,
-0.02422244,
0.03423329,
-0.01519358,
0.015111747,
-0.06715726,
0.00094022206,
-0.03180559,
0.010829176,
0.07659528,
0.020608168,
0.0029596111,
0.039988846,
-0.035706274,
0.04877221,
-0.012015748,
0.012670409,
-0.009976753,
-0.021167357,
-0.065247834,
-0.011483837,
0.007242182,
0.014566196,
-0.01530269,
-0.016407428,
0.035406224,
0.05204551,
0.041680053,
-0.037915755,
-0.049372315,
0.019789841,
-0.058810335,
0.0033841175,
0.0017039927,
0.009915379,
-0.00015226398,
0.036115438,
0.014579835,
-0.03756115,
0.02509532,
0.01970801,
-0.022872202,
0.0067818738,
-0.032105643,
0.0012905677,
-0.015207218,
-0.039552405,
-0.027386632,
0.014293421,
0.027441187,
-0.0045280685,
-0.057501014,
-0.00071987085,
0.038133975,
0.023908747,
0.013038655,
0.0034915227,
-0.035897218,
0.05283656,
-0.017348504,
-0.004228016,
0.008449213,
0.042662043,
0.026868358,
-0.03499706,
0.032160196,
-0.0062567815,
0.00060777727,
-0.007985494,
0.05117263,
0.007726358,
-0.013325069,
-0.004026844,
0.00055748434,
0.016857509,
-0.040807173,
-0.0060590194,
-0.041652776,
-0.038352195,
-0.007869565,
0.053573053,
0.00017325488,
0.051145352,
0.046808228,
-0.003719972,
-0.010870093,
-0.010085864,
-0.0011686713,
0.026295532,
0.022162987,
-0.008094604,
0.00956759,
-0.023963302,
0.025013488,
0.036551878,
-0.047926605,
0.010051766,
-0.0056839534,
-0.033605907,
-0.020771833,
-0.0026220519,
0.057173684,
0.07124889,
0.010883731,
0.009199345,
-0.014388893,
-0.017757667,
-0.0030107563,
0.0032562541,
-0.07424942,
-0.03003255,
0.016339235,
-0.046180844,
0.011824805,
-0.017307587,
-0.0050463416,
0.004002976,
-0.006976226,
0.017689472,
0.012902267,
0.0059737773,
0.010317722,
0.037151985,
-0.065684274,
-0.0051622707,
0.0007113466,
0.016148293,
-0.0067852833,
-0.019012433,
0.04279843,
0.027823072,
0.0319147,
0.011865722,
-0.015002637,
-0.0151799405,
0.021617435,
0.039279632,
-0.019257931,
-0.0343424,
-0.036660988,
0.054527767,
-0.055727977,
0.011456559,
-0.0025555629,
0.0011166736,
0.0010587088,
0.00013755969,
0.00605561,
0.0011490656,
0.041543666,
-0.01981712,
0.050054252,
0.018985154,
0.0117838895,
0.02277673,
-0.027741238,
-0.010508665,
0.08968849,
0.03071449,
0.046126287,
0.012690867,
0.02707294,
0.040043402,
-0.047026448,
0.0022861972,
0.048035715,
-0.0016767151,
0.019953506,
-0.008128702,
0.016489262,
0.010624595,
-0.0013834818,
0.020430863,
0.04206194,
-0.016557455,
0.0103245415,
-0.024604324,
-0.008292367,
0.009137969,
-0.027754879,
-0.07566784,
0.01662565,
0.010917828,
-0.004964509,
-0.0017866776,
0.051663626,
-0.039470572,
0.044844244,
0.025027126,
0.0026237566,
0.0070716976,
-0.0046610464,
0.03003255,
-0.038952302,
0.039934292,
0.01861691,
-0.01353647,
-0.010229071,
-0.04195283,
-0.006989865,
0.016243763,
0.020635445,
-0.028641397,
0.022899479,
-0.028559566,
-0.027345715,
-0.08063235,
-0.018575992,
-0.004964509,
0.044162307,
0.03344224,
-0.01924429,
-0.005455504,
0.035897218,
-0.0013800721,
-0.020403586,
0.017253032,
0.02641828,
0.046153568,
0.040043402,
0.040752616,
-0.0045587556,
-0.01916246,
0.024386104,
-0.036579154,
-0.015452716,
0.020199005,
-0.014484364,
0.029896164,
-0.009287996,
-0.003641549,
0.02399058,
-0.0008669137,
-0.0053191166,
-0.0077331774,
-0.028232235,
-0.021290105,
-0.017484892,
0.0067886934,
0.06682993,
-0.005714641,
0.023554139,
-0.011026938,
-0.018848768,
-0.053409386,
-0.031123651,
-0.04874493,
0.04830849,
0.0049372315,
-0.033933237,
-0.0036790557,
-0.03859769,
-0.003951831,
0.041216336,
-0.015916433,
-0.018712379,
0.054418657,
0.0072353627,
0.005680544,
-0.003996157,
-0.0037029234,
-0.020812748,
0.019121543,
0.07648617,
0.039443295,
0.07615884,
0.039552405,
-0.0427166,
-0.0096289655,
0.017880416,
-0.040670786,
0.0021276467,
0.033824127,
0.036933765,
-0.004555346,
0.008196895,
-0.03797031,
-0.05646447,
0.029623387,
0.02234029,
-0.0104336515,
-0.051663626,
0.0015249839,
-0.0805778,
-0.0060590194,
0.014757139,
0.042880263,
-0.023963302,
-0.0021429902,
0.00638635,
-0.06688448,
0.21723819,
0.07392208,
0.03169648,
0.028341345,
0.0283959,
0.02995072,
0.010904189,
0.0002346293,
-0.0025606772,
-0.022585787,
-0.011667959,
-0.010188154,
0.009438022,
0.047681108,
-0.00033095304,
0.011790709,
-0.058592115,
-0.029323336,
-0.020894581,
-0.007760455,
-0.06715726,
0.06077432,
0.004579214,
0.04282571,
-0.008435573,
-0.011695237,
0.050681636,
-0.047108278,
0.020239921,
-0.010010851,
0.015834602,
-0.045798957,
0.0085992385,
-0.004487152,
-0.044325974,
-0.011940735,
-0.045717128,
-0.042525657,
0.009158428,
-0.0165029,
-0.008646974,
-0.009226622,
0.019530706,
-0.0193534,
-0.032187477,
0.023144977,
-0.024072412,
-0.0061681294,
0.050217915,
-0.03788848,
0.053082056,
-0.040970836,
0.014811694,
-0.042662043,
-0.073540196,
-0.02090822,
-0.03941602,
-0.09438022,
0.0051793195,
0.010276807,
0.0025180562,
-0.010849634,
0.00418369,
0.023308642,
-0.020935498,
0.026991107,
0.0013059113,
-0.0005898764,
-0.008674252,
0.029132392,
0.030578101,
0.014184311,
-0.0043200776,
-0.020103533,
0.02179474,
0.011149687,
-0.004357584,
0.07757727,
-0.0059840064,
-0.04577168,
0.016775675,
-0.016216487,
-0.0041564126,
-0.067430034,
0.03466973,
0.02872323,
-0.04312576,
0.027645769,
-0.031860147,
0.028695952,
0.005424817,
0.03267847,
0.028695952,
-0.030523546,
-0.0053804913
] | TFEfficientFormerModel
[[autodoc]] TFEfficientFormerModel
- call
TFEfficientFormerForImageClassification
[[autodoc]] TFEfficientFormerForImageClassification
- call
TFEfficientFormerForImageClassificationWithTeacher
[[autodoc]] TFEfficientFormerForImageClassificationWithTeacher
- call |
[
0.056655165,
-0.022862362,
0.0030688215,
0.048443027,
-0.020315742,
-0.004621116,
0.0028989275,
0.0065346584,
0.011452641,
0.045581657,
0.0045495816,
0.036568336,
0.020344354,
-0.04652591,
-0.0148791345,
0.037111994,
-0.028599413,
-0.01618106,
-0.02337741,
-0.01726838,
0.03376419,
-0.015565864,
-0.060031585,
0.009421067,
-0.011459795,
0.008562656,
-0.016724719,
-0.01891367,
0.040803164,
0.021088311,
-0.0010944748,
-0.035967447,
0.010644304,
-0.01572324,
-0.033735577,
-0.026167247,
0.006398743,
-0.0025680815,
-0.029214608,
0.00035700086,
-0.0032387155,
-0.021259993,
0.04829996,
-0.026481997,
-0.060432177,
-0.025766656,
-0.040889006,
0.0087128775,
-0.0018527383,
-0.061805636,
-0.04386483,
0.0020172673,
0.034365077,
0.0033889376,
-0.028513571,
-0.0010086336,
-0.052592017,
-0.00019426034,
-0.00838382,
-0.023119885,
-0.0019421562,
0.04432265,
0.012654418,
-0.019013816,
-0.012167985,
0.009492601,
0.00017883575,
-0.008691417,
-0.015451409,
-0.038800206,
-0.03859991,
0.040288117,
-0.002480452,
-0.028899858,
-0.024307355,
0.022719294,
0.009835966,
-0.0028542185,
-0.03216182,
0.03748397,
0.019071044,
0.0404598,
-0.030931432,
-0.0020995317,
-0.008748645,
-0.061462272,
0.05745635,
0.0058586593,
-0.015837694,
0.0047606076,
-0.0069495575,
0.037255064,
0.018384315,
-0.018870749,
0.015737547,
-0.0036625562,
0.0028828322,
0.014650225,
0.033334985,
0.015937842,
0.016610265,
0.03605329,
0.00073814456,
0.01184608,
-0.014106564,
0.021317221,
-0.008505428,
-0.008906021,
-0.038714364,
-0.05013124,
0.020330047,
0.02437889,
-0.018355701,
-0.046812046,
0.0061054523,
0.01503651,
-0.011910461,
0.026954124,
-0.019972377,
0.017382834,
0.022247167,
-0.007217811,
0.0064988914,
-0.011016282,
-0.013720279,
-0.09076272,
-0.020716334,
0.049644805,
-0.026296008,
-0.020945244,
-0.03974446,
0.007732858,
-0.0038092015,
0.043120876,
0.043092262,
0.0065704254,
0.016882095,
0.013462755,
0.032476574,
-0.017654665,
-0.007639863,
0.020172672,
-0.020973857,
0.08360929,
-0.00957129,
-0.000950512,
0.0028792557,
0.010179331,
-0.05794278,
-0.005257771,
-0.051819447,
0.038027633,
0.018799214,
0.0077900854,
0.0009049089,
0.0012491677,
0.019342875,
-0.0043349788,
0.0059802677,
0.031246182,
-0.01653873,
0.011259499,
0.0036732864,
0.042119395,
-0.013548597,
0.04360731,
-0.001505797,
-0.009478295,
0.028399117,
-0.050646286,
-0.0014530405,
0.0026896896,
-0.01699655,
0.031932913,
0.049301438,
0.036482494,
0.03559547,
-0.0029990755,
0.049873713,
0.01922842,
-0.0013350089,
0.02692551,
0.019400103,
0.018212633,
-0.0012384376,
0.010880367,
-0.00065811555,
-0.012954862,
-0.0018938706,
0.015379875,
0.0019421562,
0.04283474,
0.0040202276,
-0.011767392,
-0.0046139625,
-0.018870749,
-0.03015886,
-0.0073751863,
0.030359156,
-0.069245204,
-0.031789843,
0.09310905,
-0.039114956,
0.016009377,
0.001750802,
-0.0021585475,
0.006062532,
0.047327094,
-0.03075975,
-0.014092257,
0.05968822,
-0.025408983,
-0.001715929,
-0.037111994,
0.015794773,
-0.029414903,
0.011602864,
0.06460978,
0.002585965,
0.019071044,
0.009599903,
0.018613225,
0.014750373,
0.030444998,
0.002076283,
-0.011452641,
-0.005812162,
0.061004452,
-0.054966956,
0.015279726,
0.01703947,
0.01854169,
0.010479775,
0.033277757,
0.027397636,
0.023134192,
0.04415097,
0.030788362,
0.014256786,
0.040717322,
0.03322053,
-0.0022890975,
0.0072893454,
0.0032101017,
0.059287626,
0.052592017,
-0.0074681807,
-0.03007302,
-0.008398127,
0.012497042,
-0.042004943,
0.04761323,
-0.019657625,
-0.029586587,
-0.033649735,
-0.01253281,
0.018827828,
0.04146128,
-0.0112523455,
-0.010007649,
0.03144648,
0.0068386793,
0.026768135,
-0.034336463,
0.037655655,
0.04432265,
0.041861873,
0.004045265,
0.03382142,
-0.04938728,
-0.009478295,
-0.07616972,
-0.05367934,
-0.03854268,
-0.024936857,
-0.0054509137,
-0.0034747787,
-0.03885743,
0.016381355,
-0.037197836,
0.035938833,
-0.014721759,
0.010751605,
0.03662556,
0.017096698,
0.0246078,
-0.029243222,
-0.0061555267,
0.001020258,
-0.009435374,
0.0047463006,
-0.047670458,
-0.019671932,
0.019700546,
-0.015251113,
0.025323143,
0.006513198,
0.009084856,
-0.046726204,
-0.013384067,
-0.042663056,
-0.034422304,
0.009778739,
-0.010136411,
-0.010014802,
0.003948693,
0.05139024,
-0.037026152,
0.029257528,
0.11147905,
-0.015236806,
0.015923535,
0.009335226,
0.047040954,
-0.03570992,
0.06661274,
0.031560935,
-0.012690185,
-0.05513864,
-0.06918798,
-0.0565121,
0.026267394,
-0.011230885,
-0.006831526,
0.0063558226,
0.05190529,
-0.003777011,
-0.053507656,
0.008562656,
-0.058343377,
-0.0028577952,
-0.020945244,
-0.029243222,
0.018384315,
0.014964975,
0.014922055,
0.006827949,
-0.03636804,
0.005697707,
0.016567344,
0.018985203,
-0.032848552,
0.016925015,
0.03928664,
-0.01858461,
-0.012947708,
0.027082887,
-0.023448944,
0.0012214482,
-0.012189445,
0.012568576,
0.039944753,
0.02137445,
-0.017468676,
0.024579186,
0.05376518,
-0.017325608,
0.023134192,
-0.0007457451,
-0.00148076,
0.0037162069,
-0.038056247,
-0.053479042,
0.04761323,
-0.011946228,
-0.02118846,
0.018112484,
0.03940109,
0.027597932,
-0.06392305,
0.03954416,
-0.025037006,
-0.015236806,
-0.0017132465,
-0.021302914,
-0.01899951,
0.037512586,
-0.0025019122,
0.062492363,
-0.000053734555,
-0.012525656,
0.030816976,
-0.026253087,
0.0034837204,
-0.02519438,
0.015680319,
-0.0066348063,
-0.023105578,
-0.0162669,
0.0066348063,
-0.016781947,
0.007024668,
0.0037197836,
-0.031332023,
-0.018412929,
-0.060203265,
0.024750868,
0.09122054,
0.01082314,
0.038742978,
0.031045886,
0.012876174,
-0.016710412,
0.031732615,
0.015594478,
-0.037855953,
-0.03427924,
0.036797244,
0.018670453,
-0.007074742,
-0.0375412,
-0.019285647,
0.0032387155,
0.011209425,
-0.021717813,
-0.02010114,
-0.020787867,
-0.03098866,
-0.0071355463,
0.03954416,
-0.009506908,
-0.026653681,
-0.08309425,
0.0073108054,
-0.004141836,
-0.016696105,
-0.009256538,
-0.030874204,
-0.013777507,
0.028828323,
0.04106069,
-0.015336954,
-0.030187475,
-0.03061668,
-0.051333014,
0.054223,
0.009499755,
-0.03676863,
0.040974848,
-0.078001,
0.03814209,
0.020802174,
-0.023320181,
0.009642824,
0.04675482,
0.019857923,
0.004846449,
0.0073072286,
-0.00081012596,
-0.013097931,
0.036482494,
-0.048328575,
0.0064202035,
-0.052506175,
-0.044751856,
-0.018899363,
0.021074004,
0.04091762,
0.0097286645,
-0.007214234,
0.012783179,
0.0007882186,
0.035337944,
-0.023763694,
-0.029257528,
0.02688259,
-0.022175632,
0.00050163426,
0.045438588,
-0.0019439446,
-0.01353429,
0.013012089,
0.014178098,
-0.0281559,
-0.0071319696,
-0.030816976,
0.028399117,
-0.032877166,
-0.012625804,
-0.014178098,
-0.04644007,
0.043950673,
0.002956155,
0.028098673,
-0.022404542,
-0.07233548,
-0.03098866,
0.02578096,
-0.024994085,
-0.011416874,
0.018885056,
0.00074663927,
-0.003995191,
0.024178594,
-0.034908738,
-0.021617666,
-0.07622695,
-0.008026148,
0.08057623,
0.0045638885,
0.024493344,
-0.017053777,
-0.040717322,
0.05808585,
-0.016553037,
-0.0019850768,
-0.026353236,
0.008076223,
-0.03144648,
0.01184608,
-0.016123831,
0.008083376,
-0.02369216,
0.008755798,
0.04237692,
-0.007346573,
0.029786883,
-0.03453676,
-0.036081903,
0.031646773,
0.007875927,
-0.07004639,
-0.024278741,
0.008827332,
0.03430785,
-0.013856194,
0.028456345,
-0.036081903,
-0.04386483,
-0.038514066,
0.019600399,
-0.06209177,
0.014414161,
-0.018040951,
0.009335226,
-0.017711893,
0.0006174304,
0.025323143,
-0.009492601,
-0.0043421322,
-0.038113475,
0.03745536,
-0.026710907,
-0.024278741,
-0.0053936862,
-0.034021713,
-0.017096698,
-0.00618414,
-0.019857923,
-0.008312286,
0.03777011,
0.0483858,
0.009456835,
-0.026253087,
-0.062034544,
-0.023076965,
0.035194878,
0.046010863,
-0.030473612,
0.0093853,
-0.043263946,
0.040345345,
-0.03098866,
0.032476574,
-0.019843616,
0.0045853485,
-0.045352746,
-0.031589545,
0.009750125,
-0.026367543,
-0.031131728,
0.040717322,
-0.028456345,
0.006928097,
0.01972916,
-0.022976818,
0.00053203636,
-0.022218553,
-0.055396162,
0.05828615,
-0.012418355,
0.00018174184,
-0.007253578,
-0.031045886,
0.02992995,
0.015365568,
0.01572324,
0.072163805,
-0.022490384,
-0.018026644,
-0.06014604,
0.010944748,
0.038800206,
-0.017182538,
-0.002040516,
-0.011717319,
-0.036940314,
0.0143140135,
-0.04020228,
-0.0074610277,
0.0071713137,
0.020558957,
0.032476574,
-0.033420824,
0.043035034,
-0.058257535,
-0.07244994,
-0.051132716,
0.04938728,
-0.017826349,
0.013026396,
0.010701532,
-0.02141737,
-0.015365568,
0.017254073,
-0.022433156,
-0.021860883,
-0.021474596,
0.033420824,
-0.0017901459,
-0.080175646,
0.027025659,
0.026281701,
-0.014893441,
-0.026725214,
0.009893194,
0.0022980394,
-0.0241929,
0.00044999545,
-0.0032655408,
0.012239519,
-0.018341394,
0.00026422984,
-0.0018125003,
-0.008748645,
-0.028756788,
0.0055510616,
0.008390973,
-0.021832269,
0.03485151,
0.057055756,
-0.011202271,
0.013527136,
-0.09225063,
0.00665269,
-0.029872723,
-0.007250001,
0.016925015,
-0.03762704,
-0.013899115,
0.02715442,
0.02661076,
0.056025665,
-0.017053777,
0.0031546627,
0.056540713,
-0.017568825,
-0.0063415156,
-0.009793046,
0.008891714,
-0.011202271,
0.029615201,
-0.01950025,
0.029815497,
0.037655655,
0.008097683,
-0.033878643,
-0.05282093,
0.0049895174,
-0.01209645,
0.0075111017,
-0.035423785,
-0.011688705,
0.03075975,
0.015751854,
-0.018799214,
-0.034365077,
0.006988901,
-0.023076965,
-0.017568825,
-0.010150718,
-0.012003455,
0.008627037,
-0.04898669,
0.027240261,
-0.013498522,
-0.035652697,
0.011831773,
-0.0067707216,
-0.019571785,
-0.0039057727,
0.014206712,
0.01808387,
-0.033020232,
0.08475384,
-0.030902818,
0.005762088,
-0.015880615,
-0.021603359,
-0.03144648,
0.013684512,
0.064209186,
-0.0048500258,
0.04789937,
-0.035423785,
-0.009707205,
0.0016488656,
0.03453676,
0.031017272,
0.020630492,
-0.0440079,
-0.004059572,
0.016109524,
-0.037569813,
0.04329256,
-0.037884567,
0.004066725,
0.010515542,
-0.0019296377,
-0.018255554,
0.044866312,
0.060432177,
-0.00025037004,
0.008984708,
-0.006763568,
0.06426641,
0.005822892,
0.016467197,
-0.013219539,
0.01353429,
0.02218994,
0.01453577,
-0.005429453,
-0.026181554,
0.0028595836,
0.050503217,
0.011016282,
-0.008598423,
-0.015852,
0.013663052,
-0.004628269,
-0.0017320242,
0.055167254,
0.0148076005,
-0.015050816,
-0.024536265,
0.024350276,
-0.030960046,
-0.045037996,
0.038056247,
-0.0319043,
0.014778987,
0.015837694,
0.0000064269097,
-0.037283678,
0.02150321,
0.031589545,
0.058658127,
0.034336463,
0.004055995,
0.04446572,
-0.019257033,
0.02515146,
0.0032101017,
0.024908243,
-0.04269167,
-0.016781947,
-0.02792699,
0.045581657,
0.0086842645,
-0.008097683,
-0.043492854,
-0.022719294,
0.02688259,
-0.044866312,
0.0070210914,
0.03960139,
-0.023134192,
0.008534042,
-0.041575734,
-0.016395662,
0.0024035524,
0.009034782,
0.008948941,
0.011731626,
-0.024521958,
-0.04300642,
0.04406513,
-0.025108539,
0.04606809,
0.033106074,
0.022404542,
0.019815002,
0.0081763705,
0.038943272,
0.058944263,
0.039973367,
0.018885056,
-0.03622497,
0.008297979,
0.03244796,
-0.04669759,
0.012375434,
0.04993094,
0.013391221,
-0.01159571,
0.01580908,
0.0026092136,
0.036654174,
-0.01822694,
-0.00988604,
0.010737298,
-0.011130737,
0.015608785,
0.03330637,
-0.032848552,
0.025766656,
-0.05144747,
-0.04375038,
-0.0044100895,
-0.025680814,
0.006058955,
0.036253583,
-0.03467983,
-0.029729655,
0.035166264,
0.0075611756,
0.049244214,
0.030187475,
-0.031246182,
0.034164783,
0.015708933,
0.054623593,
-0.020444503,
-0.0425486,
-0.002206833,
0.004717687,
-0.01795511,
0.01645289,
-0.02041589,
-0.03362112,
0.046869274,
-0.05696992,
-0.05058906,
-0.045352746,
0.01407795,
-0.017411448,
-0.000045379573,
0.037426747,
-0.047098182,
-0.004982364,
0.04967342,
-0.008047609,
0.027769616,
-0.012167985,
0.04383622,
-0.024250127,
0.058486443,
0.0029185994,
-0.002736187,
-0.0067206477,
0.023992604,
-0.07021807,
0.014149484,
-0.009349533,
0.011545636,
-0.02200395,
-0.006666997,
-0.053879634,
0.01762605,
-0.010322399,
0.054051317,
-0.009986188,
0.053736567,
0.015150965,
-0.026052792,
0.01234682,
0.04947312,
0.013462755,
0.021031084,
0.023606319,
-0.026625067,
-0.043721765,
-0.022261474,
-0.015608785,
0.0028041445,
-0.023262955,
-0.04829996,
-0.0031975831,
-0.05822892,
-0.060031585,
0.015236806,
-0.030416384,
0.005475951,
0.014707452,
0.014428468,
0.028599413,
0.041890487,
-0.017282687,
0.00222114,
0.059287626,
0.06552542,
-0.017783428,
0.041003462,
0.019085351,
0.022790829,
0.005593982,
-0.015294033,
-0.0033871492,
0.008011841,
0.04077455,
-0.029586587,
-0.04769907,
-0.033506665,
-0.053793795,
-0.020802174,
0.0148791345,
0.026038485,
-0.050274305,
-0.0042312536,
-0.03859991,
-0.049129758,
-0.01476468,
-0.013927728,
0.025852496,
-0.033020232,
-0.04729848,
0.0615195,
-0.05282093,
0.24241544,
0.08687125,
0.0022944626,
0.018827828,
-0.036482494,
0.047784913,
0.022619145,
-0.0056941304,
-0.01987223,
-0.015093737,
0.016610265,
-0.00961421,
-0.008991862,
0.019156886,
0.014793294,
0.020072525,
-0.023506172,
-0.048586097,
0.036110517,
-0.06752838,
-0.052248653,
0.040545642,
-0.032705482,
0.041175142,
0.01530834,
-0.023162806,
0.03968723,
-0.049444508,
0.03791318,
-0.005247041,
0.008584116,
-0.025494825,
-0.012425508,
0.019629013,
-0.044093743,
0.00161131,
0.0017195058,
-0.039658617,
-0.028771095,
-0.012783179,
0.006588309,
0.020043911,
-0.008119144,
-0.02952936,
0.009485448,
0.03662556,
-0.0067599914,
0.00765417,
0.042348307,
-0.036596946,
0.032104593,
-0.057971396,
0.039944753,
0.004188333,
-0.045352746,
-0.038657136,
-0.008576962,
-0.021989644,
0.008734338,
0.010415394,
0.018441543,
-0.009549829,
-0.0086699575,
-0.014678839,
-0.026911205,
0.01086606,
-0.035166264,
0.01036532,
0.038771592,
-0.024135673,
0.04051703,
0.008069069,
-0.06123336,
-0.023363102,
0.009971881,
0.012439814,
-0.0076756305,
0.012883328,
-0.015065123,
-0.02095955,
-0.02734041,
0.03184707,
-0.030130247,
-0.028442038,
0.04446572,
0.022490384,
-0.029615201,
0.0053078453,
0.018827828,
0.035652697,
0.01691071,
0.051189944,
0.0028846206,
-0.0009290517,
0.006202024
] | Google has released the following variants:
google/madlad400-3b-mt
google/madlad400-7b-mt
google/madlad400-7b-mt-bt
google/madlad400-10b-mt
The original checkpoints can be found here.
Refer to T5's documentation page for all API references, code examples, and notebooks. For more details regarding training and evaluation of the MADLAD-400, refer to the model card. |
[
0.028425923,
0.016798366,
-0.0356813,
0.0031471557,
0.009617437,
-0.03486913,
-0.046401933,
-0.020642634,
-0.037738796,
0.060587823,
0.00013229475,
0.024730552,
0.0042198957,
-0.05011084,
0.004070998,
0.032676276,
-0.013996382,
-0.04434444,
-0.038821686,
-0.03400282,
0.030970719,
0.017867722,
-0.060479533,
-0.051924683,
-0.015390607,
0.046970453,
0.028804934,
0.024297396,
0.077372655,
0.03649347,
0.0021894728,
-0.03180996,
0.031160224,
-0.03153924,
-0.013928702,
-0.037765868,
0.01129592,
-0.0014729027,
-0.03356966,
-0.07591075,
0.018666355,
-0.041366484,
-0.0008523546,
-0.033298936,
-0.04881137,
0.01788126,
-0.012128393,
-0.024378613,
0.032567985,
-0.04339691,
-0.0502462,
0.020845676,
-0.023634125,
-0.0005820546,
-0.014930377,
-0.02505542,
-0.0016717149,
0.0073501314,
-0.035139855,
-0.010605576,
0.062049728,
0.006372144,
0.008974469,
-0.090421505,
-0.011959191,
0.06730176,
0.015986197,
0.00048899354,
-0.01682544,
-0.0048256386,
-0.053657312,
0.0067680767,
-0.020385446,
-0.06020881,
-0.009522684,
0.01843624,
-0.0233634,
0.01847685,
-0.031620454,
-0.0067511564,
0.025434433,
0.0034787913,
-0.032974068,
0.015431215,
-0.036006168,
-0.033001143,
0.046537295,
-0.02558333,
-0.04659144,
-0.024324467,
-0.0024280476,
0.0321619,
0.02705877,
0.024134962,
0.025041884,
0.07044214,
-0.021021646,
0.043180328,
0.022294044,
0.01094398,
0.019857537,
0.050895937,
-0.047511898,
0.02270013,
-0.048161633,
-0.02769497,
0.007674999,
-0.002917041,
-0.03413818,
-0.050841793,
0.015918516,
-0.002213161,
0.021278834,
0.03194532,
-0.012020105,
0.040446024,
-0.021617237,
0.04036481,
-0.039715074,
-0.0010769702,
-0.0152011,
-0.002566793,
0.01907244,
0.0037698187,
0.009197816,
-0.070171416,
0.012365276,
0.015810227,
-0.023796558,
0.009766335,
0.017772969,
0.0015245093,
0.011045502,
0.043559343,
-0.00788481,
-0.020101188,
-0.013190981,
0.033298936,
0.01414528,
-0.01678483,
-0.0067477725,
-0.046293646,
0.030835357,
0.09318288,
-0.005208035,
0.020615561,
-0.00652781,
0.011688468,
-0.025380287,
-0.0016370285,
-0.00063450716,
-0.015390607,
-0.028317632,
0.04813456,
-0.00061631796,
-0.018706964,
-0.0013104689,
0.031701673,
-0.02023655,
0.040418953,
-0.022253437,
-0.007309523,
-0.03522107,
0.014808551,
-0.003094703,
0.054631915,
-0.026801584,
-0.034354758,
-0.0050760573,
-0.04293668,
0.009367018,
0.011634324,
0.015295853,
0.008845876,
0.011627556,
0.030320983,
0.014172353,
0.0026361658,
-0.0014669807,
-0.0006370452,
-0.028804934,
-0.041420627,
0.014524292,
0.009265497,
0.014077599,
-0.022970852,
-0.0063755284,
-0.023417545,
-0.022199292,
0.024947131,
-0.022266973,
0.08327442,
-0.014524292,
0.013569994,
0.003962709,
0.013942238,
-0.019478524,
-0.02505542,
-0.0045346115,
-0.057934735,
-0.014443075,
0.037847083,
0.00008338482,
0.012554782,
-0.06697689,
0.003884876,
0.005637808,
0.032540914,
-0.067410044,
0.0064804335,
0.012182538,
0.0061217253,
-0.000353632,
-0.03145802,
0.046564367,
-0.015986197,
-0.025772836,
0.008114924,
0.027099378,
0.014862697,
0.05750158,
-0.0018595291,
0.030429272,
0.0027850636,
-0.0034990956,
-0.017786505,
0.02329572,
0.031701673,
-0.0046699727,
0.0061927903,
-0.020263622,
0.02188796,
-0.04707874,
0.039633855,
0.045941703,
0.022605376,
0.03768465,
0.024811769,
-0.015065739,
-0.022754274,
0.012148698,
0.029319309,
0.012189306,
0.06313262,
0.011559875,
0.01660886,
0.008399183,
0.008446559,
-0.04881137,
-0.003803659,
-0.04293668,
0.029400526,
-0.011512498,
-0.013062388,
-0.021833815,
-0.0153229255,
-0.021833815,
0.0361686,
-0.020439591,
-0.044100787,
-0.014957449,
-0.0071132486,
0.0011074266,
-0.055362865,
0.03730564,
0.07948429,
-0.020940429,
0.011322992,
-0.01819259,
-0.03367795,
-0.0387134,
-0.053224154,
-0.062158015,
0.0059322193,
-0.031728745,
-0.041041616,
0.019722175,
-0.036006168,
0.0040202374,
-0.024094352,
-0.019221338,
0.024852378,
0.0021387122,
0.05809717,
0.045210753,
-0.029021513,
-0.054631915,
0.038307313,
-0.026964018,
0.009319642,
0.0037325942,
-0.03365088,
-0.015783155,
0.010334853,
0.026436107,
-0.020101188,
-0.0031911482,
0.0074854926,
-0.037630506,
0.00673762,
0.0044297064,
0.017163843,
0.00918428,
0.012223147,
-0.031620454,
0.039417278,
0.024852378,
-0.041501846,
0.027803259,
0.008825572,
-0.040581387,
0.029779537,
-0.02653086,
0.06253703,
-0.02956296,
0.06876366,
0.055037998,
0.008649602,
-0.03741393,
-0.012710448,
-0.034327686,
0.0051978827,
0.0052249553,
-0.056851845,
-0.001493207,
0.050868865,
-0.00019098667,
-0.046158284,
0.0053298604,
-0.010808619,
-0.046862163,
-0.001588806,
-0.025271999,
0.03754929,
0.065948136,
0.028696645,
-0.03191825,
0.034598406,
-0.016216312,
-0.010774778,
-0.000099247496,
-0.073095225,
0.058259603,
0.030266838,
-0.010937212,
0.014591973,
0.04304497,
-0.013245126,
0.015011594,
0.020263622,
0.002040575,
0.0032131444,
-0.011932119,
-0.0065819547,
0.019559741,
-0.0038713398,
-0.065785706,
0.018910006,
0.00053129403,
0.01766468,
0.028101055,
0.021996249,
-0.013786572,
0.009597133,
-0.02424325,
-0.016229847,
-0.015404142,
0.02783033,
0.04553562,
-0.055146288,
0.031268515,
-0.012764593,
-0.016202776,
0.013400792,
-0.01942438,
-0.019695103,
0.032459695,
0.016459962,
0.06583985,
-0.033786237,
-0.016676541,
0.022388797,
0.0041725193,
0.018598674,
0.027654361,
0.00011368254,
0.008724051,
0.015539504,
-0.015038666,
0.0048831673,
0.0066936277,
0.0074854926,
-0.039688002,
-0.021576628,
-0.042665955,
-0.032324333,
0.008737587,
0.039742146,
0.03121437,
-0.00654473,
0.029914899,
-0.044506874,
0.044994175,
0.015146956,
0.015295853,
-0.008981238,
-0.043613486,
0.016663006,
-0.0048256386,
-0.0199929,
-0.015620721,
0.012304364,
-0.0032317566,
0.03684541,
0.014767943,
0.011133486,
-0.030645851,
-0.004849327,
-0.015255244,
0.02378302,
-0.021021646,
-0.010334853,
-0.025854053,
0.033298936,
0.015877908,
-0.04117698,
-0.027139988,
-0.023688268,
0.035031565,
0.030375129,
-0.035194,
-0.012906722,
0.008257054,
0.007323059,
-0.062645316,
0.06161657,
0.044398583,
-0.009651277,
0.00018220932,
-0.011918583,
0.010585272,
0.019058904,
0.019613886,
-0.027559608,
0.025447968,
-0.029238092,
-0.0121013215,
0.020114724,
-0.019329626,
0.0018815253,
0.03522107,
-0.05988394,
0.033298936,
-0.03308236,
-0.028913224,
-0.027031697,
0.03836146,
0.0046361326,
0.017448101,
-0.0121013215,
-0.0056073517,
-0.08229981,
0.008392415,
-0.034787916,
-0.04423615,
0.0026716983,
0.008778196,
0.020087652,
0.051599815,
0.017827114,
-0.01973571,
0.01931609,
-0.0060337405,
-0.03979629,
0.016568251,
-0.00059897476,
0.0050726733,
-0.0007576016,
0.020520808,
-0.031403877,
-0.037738796,
0.05268271,
0.062158015,
0.012974403,
-0.0014745947,
-0.036926627,
-0.005367085,
0.007756216,
-0.04163721,
-0.0065853386,
-0.016229847,
-0.002292686,
0.019505598,
0.02435154,
0.001854453,
-0.010808619,
-0.04261181,
0.020899821,
0.031593382,
0.05070643,
0.043478124,
0.009082759,
-0.035275217,
0.010226564,
-0.023566443,
-0.038578037,
-0.05739329,
0.0038307314,
-0.053765602,
-0.0049305437,
-0.031403877,
-0.015607185,
-0.033705022,
0.0117290765,
0.028073981,
-0.008081083,
-0.013360184,
-0.023200966,
-0.0074651884,
0.057555724,
-0.02125176,
-0.05620211,
-0.029481743,
0.016933728,
-0.04039188,
-0.005559975,
0.033759166,
-0.015458287,
-0.02171199,
-0.027546072,
0.03189118,
-0.051193733,
0.028777862,
-0.02888615,
-0.037224423,
0.017177379,
-0.00580701,
0.043451052,
0.004937312,
-0.011059037,
-0.040067013,
0.0016522567,
-0.06497353,
-0.026449643,
-0.03143095,
0.01889647,
0.006629331,
0.038334385,
-0.00739074,
0.019004758,
0.030564634,
0.020087652,
0.010652953,
0.033163577,
-0.027478391,
-0.046049993,
-0.010964285,
0.019898145,
0.019640958,
0.037765868,
-0.00841272,
0.016405817,
-0.018571602,
0.011113182,
-0.052276623,
0.0069305105,
-0.042990822,
-0.041014545,
0.025028348,
-0.028019838,
0.04764726,
0.008216445,
0.037603434,
0.008439791,
-0.025041884,
-0.021969177,
-0.00900831,
-0.03110608,
-0.07504443,
0.04342398,
-0.04726825,
0.014619046,
-0.0120268725,
-0.02745132,
0.022375261,
-0.007228306,
0.024608728,
0.049488176,
0.018747572,
-0.023958992,
-0.025217853,
0.0021488643,
0.02910273,
-0.0066394834,
0.0041928235,
-0.018815253,
-0.0059592915,
-0.020940429,
-0.052845143,
-0.040418953,
0.014185889,
-0.0014306022,
0.0449671,
-0.003949173,
0.036710046,
-0.03957971,
-0.029021513,
-0.019221338,
0.049244527,
-0.0054516857,
0.012020105,
0.051708106,
0.031512164,
0.009576828,
0.024446294,
-0.0010702021,
-0.060100522,
0.0060574287,
0.053792674,
0.0027156908,
-0.017786505,
0.05999223,
0.044994175,
-0.033298936,
-0.07114602,
-0.0199929,
-0.0028459763,
-0.028480066,
-0.011092878,
-0.015431215,
-0.06562327,
-0.021549556,
0.009055686,
0.030456346,
-0.0021827046,
0.0046124444,
0.04577927,
0.0013629214,
-0.049136236,
0.009698654,
0.04025652,
-0.0030202542,
-0.0075125652,
-0.013529385,
-0.011444817,
-0.0027867556,
-0.035491794,
0.0454544,
-0.056526978,
0.044100787,
0.014064063,
0.028669573,
0.048730154,
-0.015363534,
0.03543765,
0.00229607,
-0.045941703,
-0.030429272,
-0.015607185,
0.042990822,
0.00830443,
0.04764726,
-0.04415493,
0.0012402501,
0.022036858,
0.004135295,
-0.03966093,
-0.070550434,
-0.010544663,
-0.08565678,
-0.009549757,
-0.025407359,
-0.053115867,
0.018693428,
0.03849682,
0.018706964,
-0.018409168,
0.0070387996,
0.01995229,
-0.009942304,
-0.027749114,
-0.0077223754,
-0.0056919525,
-0.03817195,
0.012832274,
-0.009245193,
-0.018355023,
0.0012275599,
0.024554582,
0.0025295687,
0.015918516,
-0.0057664015,
0.021833815,
-0.007133553,
0.012270523,
-0.0041691354,
-0.0091030635,
-0.07406983,
0.028940296,
-0.020074116,
0.04434444,
0.04967768,
-0.042422306,
0.00045515315,
0.0026920026,
-0.0023096062,
-0.026909873,
-0.009461771,
0.037495144,
0.012690144,
-0.010125043,
0.011377137,
0.024297396,
-0.057122566,
-0.028588356,
-0.0019272098,
-0.02459519,
-0.06199558,
-0.016135095,
0.033840384,
0.06307848,
-0.0034161867,
0.05647283,
-0.011106414,
0.0038239632,
0.0074651884,
0.013712123,
0.0058510024,
0.021563092,
-0.019871073,
-0.037630506,
0.019803392,
0.03476084,
-0.022781346,
-0.030943647,
-0.0024517358,
-0.021102862,
-0.037955374,
-0.00020293654,
0.032540914,
0.05013791,
0.017813578,
0.025177246,
-0.0070929443,
-0.013806877,
-0.022808418,
-0.025150172,
-0.061941437,
-0.00043738695,
-0.003263905,
-0.0422328,
0.00760055,
-0.013461704,
0.011370369,
0.0025583329,
0.063565776,
0.026314283,
0.029590031,
0.036682975,
-0.00830443,
0.030131478,
-0.04705167,
-0.0532783,
-0.029156875,
-0.00023688268,
-0.04835114,
-0.05233077,
0.014064063,
0.057447433,
-0.006964351,
-0.027965693,
-0.06995484,
0.01636521,
0.02529907,
0.031376805,
-0.060262956,
0.027640825,
-0.009522684,
0.03240555,
-0.010950748,
0.009279033,
-0.008581921,
0.029996116,
0.045102462,
0.014483684,
-0.013874557,
0.05314294,
0.050435707,
-0.05446948,
0.04328862,
0.019559741,
0.050435707,
-0.007823897,
0.0053501646,
0.017393958,
0.038929977,
0.008236749,
0.021143472,
-0.008060779,
0.022970852,
0.029048584,
-0.04659144,
0.037603434,
0.038686328,
0.023796558,
-0.041880857,
0.004791798,
-0.04680802,
0.04494003,
-0.05141031,
0.018233199,
0.02994197,
-0.010145347,
0.013238358,
-0.0032808252,
-0.046780948,
0.0070117274,
-0.021319441,
-0.052168336,
-0.037224423,
0.05939664,
0.026341354,
-0.014280641,
0.021915032,
-0.019844001,
0.011539571,
0.036303964,
0.021035183,
0.0015617337,
0.0038239632,
0.023431081,
0.014240033,
0.037603434,
0.0444798,
-0.006341688,
0.011045502,
0.015268781,
-0.0045346115,
0.043261547,
-0.030483417,
-0.012581854,
0.011817062,
-0.0140505275,
-0.025921734,
-0.0361686,
0.054496553,
-0.028101055,
0.022605376,
0.0361686,
0.011255312,
-0.014443075,
0.029183947,
-0.03191825,
0.014158816,
0.0239996,
0.014754407,
-0.026855728,
0.09968023,
0.03240555,
0.02153602,
0.06172486,
0.024107888,
-0.03189118,
-0.018869398,
-0.017542854,
-0.035275217,
0.013515849,
-0.020344839,
-0.05224955,
-0.009069223,
0.011065805,
-0.022294044,
-0.005214803,
0.037468072,
0.015796691,
-0.04707874,
0.013366952,
0.060262956,
-0.016527643,
0.01062588,
-0.006023588,
-0.024568118,
-0.013190981,
0.015106347,
-0.0056851846,
0.032188974,
-0.015539504,
-0.033515517,
-0.031051936,
-0.0263955,
-0.03662883,
-0.019559741,
0.009231657,
-0.033515517,
0.024432756,
0.0819208,
0.026733903,
0.03427354,
-0.018530995,
-0.03733271,
0.04813456,
0.061887294,
-0.02030423,
0.04293668,
0.06751833,
0.001492361,
-0.004917008,
0.022740738,
0.0065785707,
0.00088661804,
0.019397307,
0.0123179,
0.022876099,
-0.04694338,
-0.037278567,
0.012460029,
-0.00045642216,
0.0063958326,
-0.023931919,
-0.038902905,
-0.008900021,
-0.023715341,
0.025285535,
-0.030727068,
0.029129801,
0.01425357,
-0.031241441,
-0.02769497,
0.01555304,
0.2130049,
0.06421551,
0.04128527,
-0.002732611,
0.0479992,
0.05176225,
0.05939664,
-0.003790123,
0.04085211,
-0.0361686,
0.0012148698,
0.02969832,
0.02969832,
0.018449778,
-0.013062388,
0.036358107,
-0.026057094,
-0.020317767,
-0.011465122,
-0.07282451,
-0.0577723,
0.031593382,
-0.024771161,
-0.014185889,
0.01059204,
0.011140254,
-0.0036716815,
-0.029535886,
0.013143605,
-0.021847352,
0.012060713,
-0.02428386,
0.03462548,
-0.019451452,
-0.0045379954,
0.052872214,
0.020981038,
-0.02875079,
0.015458287,
-0.017948939,
-0.016283993,
-0.012967635,
-0.022321116,
-0.0147273345,
-0.017515782,
0.047376536,
0.0154718235,
0.007688535,
0.022321116,
-0.07255378,
0.012412652,
-0.010957516,
0.035924952,
0.004527843,
-0.058746904,
-0.01700141,
-0.04645608,
-0.015796691,
-0.002905197,
0.01995229,
0.036439326,
0.007519333,
0.0038205793,
0.023390474,
-0.00037562827,
-0.011965959,
0.008541313,
-0.019857537,
-0.04472345,
0.0024466596,
-0.0025228006,
0.013833948,
-0.008460096,
-0.004446626,
0.028128127,
0.044209078,
-0.02340401,
0.036574688,
0.005634424,
-0.027139988,
-0.025772836,
-0.01914012,
0.029211018,
0.010862763,
0.0147273345,
0.0024297396,
-0.015268781,
0.02213161,
-0.008906789,
0.014009919,
0.03319065,
0.05097715,
0.0076411585,
0.0045109233,
-0.006348456
] |
Mamba is a new state space model architecture that rivals the classic Transformers. It is based on the line of progress on structured state space models, with an efficient hardware-aware design and implementation in the spirit of FlashAttention.
Mamba stacks mixer layers, which are the equivalent of Attention layers. The core logic of mamba is held in the MambaMixer class.
Two implementations cohabit: one is optimized and uses fast cuda kernels, while the other one is naive but can run on any device!
The current implementation leverages the original cuda kernels: the equivalent of flash attention for Mamba are hosted in the mamba-ssm and the causal_conv1d repositories. Make sure to install them if your hardware supports them!
Contributions to make the naive path faster are welcome 🤗 |
[
0.0010061944,
0.024028746,
-0.011040032,
0.040352706,
-0.028585665,
0.02269465,
-0.0118045155,
0.0047817654,
-0.01132484,
0.03357729,
0.02896041,
0.0153795965,
0.008064545,
-0.058430478,
-0.015814302,
0.0452394,
-0.010095671,
-0.057651002,
-0.056571733,
-0.019501809,
-0.021690328,
-0.01609911,
-0.04964642,
-0.041401993,
-0.00007225581,
0.030759193,
-0.0010877018,
0.028660614,
0.074649505,
0.025737591,
0.028390797,
-0.0049279165,
0.025587693,
-0.0056998944,
-0.03014461,
-0.001009005,
0.026562033,
0.0044857156,
-0.057680983,
-0.060439117,
0.013933076,
-0.010762719,
0.01813773,
-0.021525439,
-0.052764308,
0.004358302,
-0.033877086,
0.0048791994,
-0.009038886,
-0.03759457,
-0.008506746,
0.011452254,
0.058460455,
-0.036335424,
-0.049976196,
-0.023788908,
-0.039243456,
-0.023189314,
-0.057471126,
0.02260471,
-0.00069843384,
0.032617938,
-0.02903536,
-0.06565559,
-0.023174325,
0.026592012,
0.013258532,
-0.00033844294,
-0.024088707,
-0.032527998,
-0.039453313,
0.053363904,
0.009893308,
-0.044549864,
-0.03348735,
0.015814302,
0.026936779,
-0.0143902665,
-0.014780003,
0.04502954,
0.023474121,
0.048986863,
0.02477824,
0.0070677195,
-0.030309498,
-0.046708405,
0.0127713615,
0.0047105635,
-0.004545675,
-0.022544751,
-0.010755225,
0.025527732,
-0.056511775,
-0.006648003,
0.016998501,
0.02584252,
0.011707081,
0.0215854,
0.014255357,
-0.014060489,
0.039063577,
0.086701356,
-0.0016273367,
0.004335817,
-0.014974871,
0.020850897,
0.010695266,
-0.012606473,
-0.05576228,
-0.0061346004,
-0.04206155,
0.025437793,
0.03327749,
-0.0076298392,
0.009630986,
0.047757696,
-0.0077497577,
0.030474387,
-0.032048322,
-0.0051864916,
0.00334836,
0.017133411,
0.0028180939,
-0.044519886,
0.029365137,
-0.04182171,
-0.0098708235,
0.05591218,
-0.013475885,
0.009143815,
-0.030249538,
0.0007368453,
0.012658937,
0.021075744,
-0.014570145,
0.0149224065,
-0.023564061,
0.029275198,
0.020251302,
-0.0248382,
0.037144873,
0.01232916,
-0.02056609,
0.06415661,
-0.011774535,
-0.0063669435,
0.011624637,
-0.027731242,
-0.020671017,
0.006625518,
-0.06157835,
-0.008176969,
-0.013513359,
0.0076972935,
0.017987832,
-0.04619875,
-0.0035394807,
0.03120889,
-0.0031984616,
0.03552597,
-0.01605414,
0.001997399,
-0.045419276,
0.020326251,
0.02578256,
0.033637248,
-0.017912883,
-0.053693682,
0.038613882,
-0.06337713,
0.00861917,
0.020176353,
0.012621462,
0.014135439,
0.00915131,
0.031958383,
0.035555948,
0.0063482057,
0.0028424524,
-0.0015720617,
-0.023983777,
0.0077497577,
0.0032115777,
0.0016413897,
-0.004680584,
-0.0034382993,
-0.006333216,
0.008956442,
-0.025003087,
0.009840843,
-0.021975135,
0.017448198,
-0.010665285,
0.016159069,
-0.018422538,
-0.020296272,
-0.040502604,
-0.0121193025,
-0.015304647,
-0.03981307,
-0.016204039,
0.041372016,
-0.011549688,
0.01614408,
0.008881493,
-0.0057935813,
0.0036200513,
0.008424302,
-0.011459748,
0.017373249,
0.05048585,
0.025332864,
-0.025947448,
-0.026172297,
0.009900803,
-0.012883785,
-0.05291421,
0.030654265,
-0.0044332515,
0.02900538,
0.03546601,
0.029739883,
0.038254123,
0.030729214,
0.0080345655,
-0.02251477,
-0.024328543,
0.06379685,
-0.007742263,
0.03942333,
-0.025617672,
0.032947715,
0.010462923,
0.06439644,
0.052014817,
0.018197691,
0.063017376,
0.03005467,
0.03969315,
0.0037549601,
-0.0090988455,
0.038613882,
0.015087294,
0.049016844,
-0.014277842,
0.038014285,
-0.02792611,
-0.00851424,
-0.0408024,
0.029200248,
-0.0816048,
0.05393352,
0.00350388,
0.003713738,
-0.03330747,
-0.011459748,
0.040292744,
0.022319902,
-0.02482321,
-0.018842254,
0.012171767,
0.0031478708,
0.016893573,
0.00016629377,
0.03774447,
0.047637776,
-0.010110661,
0.015799314,
0.014382771,
-0.084662735,
-0.027296536,
-0.030759193,
-0.06529583,
-0.028660614,
-0.0453893,
-0.021975135,
-0.016563796,
-0.037234813,
-0.00619456,
-0.009556036,
0.009016401,
0.032078303,
-0.02683185,
0.037084915,
0.03981307,
-0.0020011463,
-0.026651973,
-0.009346178,
0.009556036,
-0.018602418,
-0.02699674,
-0.03753461,
-0.01132484,
-0.025063047,
0.012486554,
0.019801605,
0.0034101934,
-0.02464333,
-0.018047793,
0.025302885,
-0.031958383,
0.020146372,
0.01720836,
0.0023290496,
-0.03405696,
0.029470066,
0.01924698,
-0.024988098,
0.043710433,
0.026681952,
-0.032977693,
0.011482233,
0.010987568,
0.02243982,
-0.04422009,
0.016623756,
0.070572264,
-0.035735827,
-0.055282604,
-0.070392385,
-0.032827795,
0.03210828,
0.001589862,
-0.007202628,
0.0147050535,
0.04077242,
-0.045719076,
-0.032917734,
-0.00065955386,
-0.016398907,
-0.041222118,
-0.019876555,
0.005223966,
0.0028049776,
0.026127327,
0.013101138,
-0.05935985,
0.0038898687,
-0.03456662,
0.04062252,
-0.0050628255,
-0.0086866245,
0.041192137,
0.030489376,
0.0018887224,
-0.0047667758,
0.05180496,
-0.013993035,
0.0034308042,
0.01840755,
0.023159334,
0.012044353,
0.042331368,
0.0638568,
0.009863328,
0.022454811,
-0.01830262,
-0.004373292,
0.03618552,
0.027671283,
0.012786351,
0.049076803,
0.0047967555,
-0.010440438,
-0.03438674,
-0.009398643,
0.017478177,
0.03840402,
0.034266822,
-0.06883344,
0.047787674,
0.002255974,
-0.021135703,
-0.010702761,
-0.01287629,
-0.0041784234,
0.0816048,
0.030654265,
0.07842695,
-0.04113218,
0.006880346,
0.017658055,
0.00909135,
0.034266822,
0.0161141,
-0.010118156,
0.01339344,
-0.013378451,
-0.035765808,
-0.012898775,
0.00904638,
0.024253594,
0.0049991184,
0.0032359362,
-0.020745967,
-0.035855748,
-0.0054338244,
0.03423684,
0.0069815274,
0.024073716,
0.02905035,
-0.042301387,
0.055522442,
0.021855216,
0.0084692715,
-0.012718896,
-0.025317874,
0.045659114,
0.0076560713,
0.029799843,
-0.0027169122,
-0.03348735,
-0.012306675,
0.01821268,
-0.026517063,
0.011414778,
-0.031778503,
-0.0095335515,
-0.0019543031,
0.036005646,
-0.017807955,
-0.025947448,
-0.037024956,
0.03558593,
0.019022133,
-0.01927696,
0.008079534,
-0.018917205,
0.016518826,
-0.037504632,
-0.013041179,
0.027551364,
-0.018107751,
-0.010372983,
-0.057561066,
0.025617672,
0.032707877,
-0.009338683,
-0.01618905,
-0.05807072,
-0.02035623,
-0.01021559,
0.01702848,
-0.013310996,
0.02687682,
-0.025542723,
-0.0007237292,
-0.011677101,
0.0034308042,
-0.009780884,
0.033967026,
-0.039213475,
0.033757165,
-0.00962349,
-0.045689095,
-0.03882374,
0.006719205,
0.012014373,
0.0060708937,
0.0027749978,
-0.01605414,
0.010845164,
0.023489112,
-0.028300857,
-0.031628605,
-0.003916101,
-0.0034158144,
0.01605414,
0.0774676,
-0.02465832,
-0.0056661675,
0.041701794,
0.0153795965,
-0.026801871,
-0.027131647,
-0.029380126,
0.00308229,
-0.015529496,
0.017792964,
-0.027911121,
-0.05450313,
0.0291253,
-0.002731902,
-0.015784323,
0.010552862,
-0.03870382,
0.009863328,
-0.0074237282,
-0.034626577,
0.04422009,
0.019591747,
-0.024028746,
-0.006970285,
-0.04940658,
-0.011677101,
-0.028420776,
-0.028255887,
-0.028465746,
0.041491933,
0.023204304,
0.051115423,
-0.040742442,
0.005737369,
0.057441145,
-0.03348735,
-0.026502073,
-0.018827265,
-0.009945773,
-0.0029342652,
-0.023084385,
-0.02053611,
-0.024478443,
-0.05363372,
0.018587427,
-0.0012703907,
-0.0025820036,
0.027386475,
-0.027101668,
-0.0041222116,
0.037504632,
-0.02909532,
-0.028076008,
-0.019261971,
0.015499515,
-0.0028199675,
0.021705318,
0.025407813,
0.008656644,
-0.054383215,
-0.056781594,
0.031838465,
-0.0072475974,
-0.02683185,
-0.04973636,
-0.06337713,
0.024298564,
0.012494049,
0.004995371,
-0.047727715,
0.018902214,
-0.04104224,
0.0004138607,
-0.06004938,
-0.034746498,
-0.009263733,
0.016833613,
-0.023174325,
0.051295303,
0.008454281,
0.030594306,
0.020116393,
-0.017418219,
0.04062252,
0.019067103,
-0.04266114,
-0.033607267,
0.009211269,
0.030519357,
0.0027075436,
0.010492902,
-0.018677367,
0.03627546,
-0.032138262,
0.06349705,
-0.032947715,
0.013086149,
-0.071291775,
-0.01185698,
0.019082092,
-0.032408077,
-0.0076485765,
-0.025018077,
0.057561066,
0.030264528,
0.021975135,
-0.022140024,
0.0048979367,
-0.02899039,
-0.07458954,
0.032917734,
-0.04275108,
0.011399789,
-0.035945687,
-0.014712548,
0.038793758,
-0.025452783,
0.015919233,
0.0752491,
-0.021810247,
-0.010965083,
-0.078007236,
0.02900538,
0.02997972,
-0.0037793186,
0.0028911694,
-0.0023927565,
-0.013281017,
0.009166299,
-0.0084692715,
-0.077767394,
-0.014712548,
0.017972844,
0.04604885,
-0.0013425294,
0.051235344,
-0.0047105635,
-0.04487964,
-0.04320078,
0.020131383,
0.044340007,
0.032977693,
0.037024956,
0.03672516,
0.009998237,
0.0319284,
-0.029395116,
-0.0010483534,
0.017852925,
0.042241428,
-0.012943745,
-0.03984305,
0.021405522,
0.044489905,
-0.060918793,
-0.071111895,
0.009421127,
-0.007764748,
-0.016653735,
-0.0055012787,
-0.004740543,
0.006018429,
-0.04625871,
0.028435765,
0.02038621,
-0.032677896,
-0.01612909,
0.008709109,
-0.0042196456,
-0.08250419,
-0.007974606,
0.030624285,
-0.015184728,
-0.01456265,
-0.027641302,
0.013843136,
-0.013146108,
-0.021210652,
0.053603742,
-0.014427741,
0.06379685,
0.01825765,
-0.032977693,
0.040052906,
0.007967111,
0.0024246098,
0.02056609,
-0.027101668,
-0.03894366,
-0.009878318,
0.05372366,
0.0028218413,
0.0032471786,
-0.007105194,
-0.005242704,
0.017268319,
0.048417248,
0.010522882,
-0.06379685,
-0.0009007969,
-0.03867384,
-0.018602418,
0.013071158,
-0.027536374,
0.00095466676,
0.032557976,
-0.020161362,
-0.046018872,
0.0011692091,
-0.005246451,
-0.022904508,
0.001365951,
-0.033877086,
0.020221323,
-0.06355701,
-0.011347325,
0.0017125916,
-0.009481086,
0.0322282,
0.027446434,
0.012449079,
-0.025482763,
0.00003167779,
0.016293978,
0.010755225,
0.024043737,
-0.006524337,
-0.0011673354,
-0.020910855,
0.00056914624,
-0.023144344,
0.043530554,
0.053004146,
-0.0453893,
0.014532669,
-0.012658937,
-0.0291253,
-0.056841552,
0.014307822,
0.044939604,
-0.0046580993,
-0.03525615,
-0.008161979,
0.030504366,
-0.031478707,
-0.030699234,
-0.037204836,
-0.0060371663,
-0.011137466,
0.022814568,
0.022020105,
0.03855392,
0.008004585,
0.0032115777,
-0.021825237,
-0.0028049776,
0.03534609,
0.0148249725,
0.016848603,
-0.02563266,
0.0034158144,
-0.056781594,
0.07836699,
0.03966317,
0.016159069,
0.02266467,
0.017313289,
-0.029110309,
-0.015544485,
-0.015514506,
0.003916101,
0.04194163,
-0.0046618464,
-0.038074248,
0.0016947911,
0.00027450183,
-0.026592012,
-0.00860418,
-0.07105194,
-0.032647915,
0.012254211,
-0.051205363,
-0.036155544,
-0.029440086,
-0.023444142,
0.01717838,
0.011227406,
-0.00805705,
0.003916101,
0.00904638,
-0.021285603,
0.010163126,
-0.025482763,
-0.027686272,
0.0066667404,
-0.0015542612,
-0.028885461,
-0.024373513,
0.014450226,
0.05180496,
0.03525615,
0.035885725,
-0.049946215,
-0.019966494,
0.016548807,
0.021255622,
-0.03219822,
0.019996474,
-0.03126885,
0.014697558,
-0.036665197,
0.0013153603,
0.0079821,
-0.0097509045,
0.01825765,
0.005051583,
0.0151397595,
0.03011463,
0.030879112,
-0.012029363,
-0.022110045,
0.047577817,
0.021210652,
-0.026052378,
0.01287629,
0.015694384,
0.06781413,
0.0126739275,
0.04266114,
-0.037444673,
0.022155015,
-0.004309585,
-0.051475182,
-0.025482763,
0.008169474,
0.019561768,
0.007427476,
0.0025126755,
-0.040082887,
-0.025497753,
0.0050665727,
-0.023099376,
0.004077242,
0.0010848911,
0.026981749,
-0.025557712,
-0.0059584696,
0.03465656,
-0.015267173,
-0.053513803,
0.0062957415,
0.028225908,
0.049766336,
0.013685742,
0.031808484,
0.017643066,
0.027686272,
0.042271405,
0.015604445,
0.02674191,
0.005276431,
0.04634865,
-0.008709109,
0.03438674,
-0.032887753,
0.0049504014,
-0.03354731,
-0.048806988,
-0.014892426,
0.005707389,
0.0031741029,
-0.015739353,
0.0010539746,
0.010650296,
-0.0031965878,
-0.042541225,
0.016039152,
-0.03669518,
0.020191342,
0.0065618115,
-0.023264263,
-0.035765808,
0.04284102,
0.010455428,
0.012074333,
0.013236047,
0.07237104,
0.012486554,
0.04955648,
0.011040032,
-0.008739089,
0.025527732,
-0.00040378937,
-0.015979191,
-0.04733798,
-0.03108897,
-0.0009640354,
0.001127987,
-0.029275198,
-0.04742792,
0.006190812,
0.004946654,
-0.0040322724,
-0.040562563,
0.018152721,
0.039063577,
-0.02465832,
0.006411913,
0.09773389,
0.0032265675,
-0.0066667404,
-0.02579755,
-0.0026457105,
-0.06367693,
-0.015229698,
-0.021180673,
0.060079362,
-0.03216824,
-0.042691123,
-0.022934487,
-0.04386033,
0.00041034742,
0.024943128,
0.0060371663,
-0.05995944,
0.02479323,
0.02258972,
0.019052112,
0.0041784234,
-0.022289922,
-0.031508688,
0.040382683,
0.056391854,
0.004939159,
0.04514946,
0.037264794,
-0.024103696,
0.023489112,
-0.0028424524,
0.015124769,
-0.0042683627,
-0.016533816,
0.0024583372,
0.002261595,
-0.08328366,
-0.06769421,
0.011347325,
0.010927608,
0.013236047,
0.0049841288,
-0.039903007,
-0.019516798,
-0.07099198,
0.009720924,
0.0007968048,
0.008926462,
0.026562033,
-0.02035623,
0.019951504,
-0.015874263,
0.2698175,
0.07566882,
0.037774447,
0.02578256,
-0.0011963783,
0.012314171,
0.035226174,
0.014944891,
0.031058991,
-0.05909003,
-0.021210652,
-0.01126488,
0.02470329,
0.043410636,
-0.032408077,
0.027401466,
-0.019172031,
0.0071951333,
0.010065692,
-0.05501279,
-0.043830354,
0.03876378,
-0.006704215,
0.05054581,
0.026891809,
-0.0147050535,
-0.0027787455,
-0.042331368,
0.01237413,
-0.010395468,
0.008521736,
-0.040352706,
0.025182966,
0.030264528,
0.023968788,
0.03747465,
0.00966846,
-0.033967026,
-0.03978309,
-0.04496958,
0.010065692,
-0.017957853,
-0.014772507,
-0.009481086,
-0.019007143,
0.008109515,
0.0032359362,
0.024193635,
0.026547043,
-0.033787146,
-0.0078172125,
-0.013798167,
0.05944979,
-0.013221057,
-0.06739441,
0.008341857,
-0.044849664,
-0.045539197,
-0.024418483,
0.040142845,
0.012186756,
0.01237413,
0.018602418,
0.031148931,
-0.016848603,
0.05672163,
-0.009593511,
0.052314613,
-0.034536637,
-0.012246716,
0.0044894633,
-0.008866503,
-0.020955825,
0.015649414,
0.015739353,
0.0452394,
0.016968522,
0.04496958,
-0.015222203,
-0.03771449,
0.017747995,
0.0057486114,
0.02363901,
-0.043290716,
0.022349883,
0.010597832,
-0.022634689,
0.027521385,
-0.037444673,
0.034776475,
0.015484526,
0.04002293,
-0.0034776477,
-0.025093026,
-0.00323781
] |
Peft finetuning
The slow version is not very stable for training, and the fast one needs float32!
python
from datasets import load_dataset
from trl import SFTTrainer
from peft import LoraConfig
from transformers import AutoTokenizer, AutoModelForCausalLM, TrainingArguments
model_id = "ArthurZ/mamba-2.8b"
tokenizer = AutoTokenizer.from_pretrained(model_id, pad_token ="<s>")
model = AutoModelForCausalLM.from_pretrained(model_id)
dataset = load_dataset("Abirate/english_quotes", split="train")
training_args = TrainingArguments(
output_dir="./results",
num_train_epochs=3,
per_device_train_batch_size=4,
logging_dir='./logs',
logging_steps=10,
learning_rate=2e-3
)
lora_config = LoraConfig(
r=8,
target_modules="all-linear",
task_type="CAUSAL_LM",
bias="none"
)
trainer = SFTTrainer(
model=model,
tokenizer=tokenizer,
args=training_args,
peft_config=lora_config,
train_dataset=dataset,
dataset_text_field="quote",
)
trainer.train()
MambaConfig
[[autodoc]] MambaConfig
MambaModel
[[autodoc]] MambaModel
- forward
MambaLMHeadModel
[[autodoc]] MambaForCausalLM
- forward |
[
0.028606726,
0.00042005634,
-0.028212452,
0.022531996,
0.025175087,
-0.004640014,
-0.040157475,
-0.024196705,
-0.028548315,
0.058994982,
0.012222475,
0.005329992,
-0.03495891,
-0.043136433,
0.0023656404,
0.012331996,
-0.003367752,
-0.03828833,
-0.064544015,
-0.044450674,
0.031279024,
0.025379525,
-0.06991782,
-0.023320543,
-0.02922004,
0.053854827,
0.025759196,
0.032651678,
0.09702046,
0.030315245,
0.021626627,
-0.037616603,
0.040420324,
-0.048860695,
-0.031337433,
-0.03174631,
0.008294344,
-0.0105504645,
-0.030373655,
-0.0510219,
0.018019754,
-0.038960055,
0.0322428,
-0.038346738,
-0.06010479,
0.020648245,
0.015259841,
-0.024912238,
-0.0041581243,
-0.01574173,
-0.05274502,
0.009090193,
-0.0032144235,
0.016909948,
0.009944451,
-0.04690393,
0.020706655,
0.014383678,
-0.03603951,
-0.012361201,
0.04430465,
-0.00017511853,
-0.008783535,
-0.09696205,
-0.0078051533,
0.025686182,
0.021670435,
-0.023904651,
-0.0084768785,
-0.04999971,
-0.05172283,
-0.0097254105,
-0.01793214,
-0.0639015,
-0.048568644,
-0.014515103,
0.0061367927,
0.011229491,
-0.007213743,
0.010192698,
0.027350891,
0.016851537,
0.010075876,
0.010835217,
-0.023013884,
-0.05543192,
0.04091682,
-0.021319969,
-0.03744137,
-0.022064708,
-0.011302505,
0.04231868,
0.0019312096,
0.038960055,
0.022079311,
0.047955327,
-0.019334,
0.031132996,
0.02857752,
0.008148317,
0.029161628,
0.049240366,
-0.05537351,
0.024415746,
-0.04988289,
-0.0030264135,
0.019684466,
0.0028694342,
-0.008549891,
-0.039106082,
-0.0056695053,
0.024079883,
-0.0028110233,
0.007012956,
-0.040975228,
0.031454258,
-0.0063777375,
0.050496202,
-0.050204147,
0.0050561912,
-0.014493198,
-0.0012430564,
0.006293772,
0.004870007,
0.036127128,
-0.043253254,
0.005297136,
0.01724581,
-0.028270863,
0.017800715,
0.016939154,
0.0118136,
0.0073889755,
0.043516103,
-0.0031176805,
-0.025481744,
-0.018983534,
0.0359811,
0.008666714,
-0.00033974138,
-0.002626664,
-0.03627315,
-0.0033367213,
0.07131968,
0.0048481026,
0.004822548,
-0.010309519,
-0.02765755,
-0.017362632,
0.0051438077,
-0.018487042,
0.00088346447,
-0.038551178,
0.048334997,
-0.038259123,
-0.02374402,
-0.002427702,
0.021305367,
-0.027920399,
0.03551381,
-0.022590406,
-0.0013197208,
-0.0370617,
0.019888902,
-0.020020327,
0.060688898,
-0.006987401,
-0.015128417,
0.024284322,
-0.067756616,
-0.016238224,
0.019187972,
-0.011068861,
0.023671007,
-0.002643092,
0.06314216,
0.053299922,
0.0023674658,
0.0069581955,
-0.015303649,
-0.0008798138,
-0.033323403,
0.016880743,
-0.0028420542,
0.0036506797,
-0.0036707583,
-0.015026198,
0.009593986,
-0.01477065,
0.020443806,
-0.01692455,
0.07085239,
-0.00081820856,
-0.007848961,
-0.026971221,
0.0077905506,
-0.024503361,
-0.0039974945,
-0.01273357,
-0.039193697,
-0.02659155,
0.044275444,
-0.0007127952,
0.009374945,
-0.066237934,
0.018355617,
0.007513099,
0.039485753,
-0.045794126,
0.03130823,
0.028708944,
0.005176664,
0.0047787395,
-0.040478736,
0.040157475,
-0.029833354,
-0.057447094,
-0.005176664,
0.012426914,
0.0151722245,
0.031833928,
0.008644809,
0.008484179,
-0.013127844,
0.011945024,
-0.021772653,
0.039719395,
0.051051106,
-0.0026193627,
0.016939154,
0.0067975656,
0.01584395,
-0.0151722245,
0.04275676,
0.047838505,
0.032651678,
0.053679593,
0.041384105,
0.034929704,
-0.016720112,
0.019056547,
0.012120256,
0.022634214,
0.07026828,
0.003340372,
0.01863307,
-0.02938067,
0.013259268,
-0.032476448,
-0.004526843,
-0.043516103,
0.029044807,
0.01455891,
0.012507228,
-0.033586252,
-0.0153474575,
0.014354472,
0.021363778,
-0.033440225,
-0.07383134,
0.0011919469,
-0.0048261983,
-0.003887974,
-0.046436645,
0.04193901,
0.039106082,
-0.006896134,
0.013945596,
-0.03186313,
-0.027832782,
-0.05055461,
-0.06746456,
-0.061156187,
-0.0046108086,
-0.03963178,
-0.041646954,
-0.012682461,
-0.055461127,
0.0068851816,
-0.011572654,
-0.00043671255,
0.008155619,
-0.012207873,
0.02669377,
0.022970077,
-0.02320372,
-0.05306628,
0.05838167,
-0.01251453,
0.03802548,
-0.013507515,
-0.02330594,
0.0073378664,
-0.017756905,
0.025949031,
-0.016282031,
-0.004366213,
0.007045812,
-0.024722403,
0.017523263,
-0.013938295,
0.006213457,
0.017055975,
0.008761631,
-0.02464939,
0.031658694,
0.008250536,
-0.04871467,
0.027131852,
0.021714242,
-0.038638793,
0.042639937,
-0.0044246237,
0.068457544,
-0.013624337,
0.038551178,
0.054701783,
0.023028487,
-0.025744593,
-0.04851023,
-0.04447988,
-0.0022342158,
0.013076735,
-0.029307656,
0.03046127,
0.044187825,
-0.0065055112,
-0.05677537,
0.0062718675,
-0.018019754,
-0.033965923,
0.014887472,
-0.017581673,
0.016836934,
0.048743874,
0.0236272,
-0.03487129,
0.022035502,
-0.017450249,
0.018326413,
-0.0056256973,
-0.04871467,
0.028008014,
0.048568644,
-0.008601001,
-0.0017468502,
0.03259327,
-0.0016692732,
-0.002664996,
0.0316879,
0.011930421,
0.033586252,
-0.0029132424,
0.0013005546,
0.019085754,
-0.0018527199,
-0.04550207,
-0.005457766,
-0.0075277016,
0.025803003,
0.027584536,
0.033965923,
-0.026299497,
-0.001598085,
-0.026518537,
-0.0033367213,
-0.009601288,
0.038697205,
0.039135285,
-0.05987115,
0.026416318,
-0.008527988,
-0.012660557,
0.025102073,
-0.020502217,
-0.038434356,
0.06144824,
0.022444379,
0.075583674,
-0.039836217,
0.02079427,
0.048627052,
0.0019001787,
0.004227487,
0.040887613,
-0.004023049,
-0.014434787,
-0.011039656,
-0.001399123,
0.009287329,
0.009776521,
0.024459554,
-0.037850246,
-0.014799856,
-0.017362632,
-0.04442147,
0.00322355,
0.02659155,
-0.00049512344,
0.0035575873,
0.0547894,
-0.044012595,
0.03533858,
0.008820042,
0.034725264,
-0.0154350735,
-0.0488899,
0.0036926626,
0.015113814,
0.00698375,
-0.0038587684,
-0.02535032,
0.007206442,
0.040595558,
-0.021714242,
0.012740872,
-0.033177376,
-0.020619038,
-0.0055344305,
0.042201858,
-0.014244952,
0.014602719,
-0.030636504,
0.023247529,
0.020049533,
-0.038171507,
-0.008082605,
-0.029366067,
0.021013312,
0.020984108,
-0.022079311,
0.004099713,
0.024167499,
-0.010623477,
-0.04275676,
0.07067716,
0.026649961,
-0.02540873,
0.0022378666,
-0.02771596,
0.013631638,
0.017698495,
0.01144123,
-0.0045195413,
0.044246238,
-0.041997418,
0.018341014,
0.036857262,
-0.012054544,
-0.0031450605,
0.018384824,
-0.04929878,
0.02035619,
-0.04447988,
-0.031395845,
-0.013544021,
0.010981244,
-0.028139438,
-0.022955474,
0.025525553,
-0.0011271473,
-0.047604863,
0.033381816,
-0.005472369,
-0.044333853,
0.004139871,
-0.0018299032,
-0.0024660341,
0.045034785,
-0.003953686,
-0.009535575,
0.030665709,
0.0161214,
-0.046056975,
-0.0064653535,
0.002181281,
0.014829061,
-0.01272627,
0.0008104509,
-0.031775516,
-0.03717852,
0.03212598,
0.02234216,
0.002723407,
0.0073123113,
-0.031103792,
-0.05029176,
0.008615604,
-0.038113095,
-0.009060987,
0.00440272,
0.012682461,
0.05619126,
0.0026613455,
-0.018238796,
-0.02223994,
-0.019450821,
-0.011134573,
0.01885211,
0.051635213,
0.07885468,
-0.009637794,
0.010148889,
0.031249817,
-0.026985824,
-0.025014456,
-0.01874989,
0.0034790977,
-0.04077079,
-0.0017687543,
-0.018005151,
-0.0114120245,
-0.020502217,
-0.00012195552,
0.023130706,
-0.027190262,
-0.012120256,
-0.013164351,
-0.0059068,
0.049766064,
-0.0005298049,
-0.054818604,
-0.0112806,
0.028241659,
-0.029906368,
-0.0053190403,
0.04307802,
-0.0009701681,
-0.027891193,
-0.06431037,
0.050496202,
-0.043428484,
0.0322136,
-0.04275676,
-0.03206757,
0.021144737,
-0.00918511,
0.029570505,
0.0063996413,
-0.02115934,
-0.05166442,
0.006560271,
-0.085688755,
-0.021641228,
-0.0370617,
0.018895919,
0.0011508767,
0.03513414,
-0.003917179,
-0.010871724,
0.034842085,
-0.027350891,
0.032739297,
0.003453543,
-0.023890048,
-0.022780241,
0.007907372,
0.00633758,
0.03539699,
-0.004760486,
-0.010667286,
0.043691333,
-0.031132996,
-0.011054258,
-0.034812883,
-0.0039025766,
-0.023481172,
-0.03603951,
0.036185537,
-0.020692052,
0.011236792,
0.0021356477,
0.029278452,
0.0022250894,
-0.01257294,
-0.04044953,
0.008425768,
-0.01520143,
-0.043778952,
0.018180385,
-0.048101354,
0.008440372,
-0.004369864,
-0.008403865,
0.032184392,
-0.041880596,
0.015391265,
0.046670288,
-0.006056478,
-0.028927986,
-0.032564063,
0.0045377947,
0.012499928,
0.0090755895,
-0.008557193,
0.0063777375,
-0.01648647,
-0.0068085175,
-0.039865423,
-0.06547859,
0.028241659,
-0.0053153895,
0.07044352,
-0.015624909,
0.041822188,
-0.013770363,
-0.0316879,
-0.027380098,
0.045735713,
0.0017249462,
-0.0071626334,
0.048334997,
0.006165998,
0.008250536,
0.011324408,
-0.0072246953,
-0.08720744,
0.014201144,
0.052014884,
0.0024295272,
-0.01095934,
0.038229916,
0.055461127,
-0.019947315,
-0.06577065,
0.003679885,
0.0060090185,
-0.02019556,
0.014084322,
0.0047787395,
-0.008579098,
-0.0063740867,
0.0039938437,
0.025861414,
0.0038806724,
0.002267072,
0.054059263,
-0.027380098,
-0.045472868,
0.028519109,
0.047546454,
-0.003409735,
-0.01009778,
-0.005344595,
0.004362562,
0.0031925193,
-0.029147027,
0.049240366,
-0.03487129,
0.038054686,
0.035192553,
0.014376377,
0.045180812,
-0.033586252,
-0.016530277,
0.0143982805,
-0.016442662,
-0.02298468,
0.023116104,
0.039193697,
0.014799856,
0.03475447,
-0.027788974,
-0.0027088043,
0.025262704,
0.019961916,
-0.01939241,
-0.04231868,
-0.0150408,
-0.061623473,
-0.003636077,
-0.023393555,
-0.041384105,
0.01552269,
0.041267283,
-0.0025792052,
-0.036302358,
-0.002679599,
0.02115934,
-0.045560483,
-0.009236219,
-0.010638081,
0.012142161,
-0.051635213,
0.009499068,
0.015595703,
-0.043428484,
-0.013390693,
0.032155186,
-0.01133171,
0.034287184,
0.008936863,
0.013814172,
-0.0028840369,
0.02809563,
-0.035630632,
0.028066425,
-0.057330273,
0.023554185,
0.0064690043,
0.039193697,
0.017596276,
-0.014485897,
0.010630779,
0.018034358,
0.012258982,
-0.04231868,
-0.012551037,
0.033527844,
-0.017202003,
0.0030428416,
-0.004870007,
0.04699155,
-0.062908515,
-0.043924976,
-0.00542491,
-0.027832782,
-0.023335144,
-0.024912238,
0.04602777,
0.059491474,
-0.0057753753,
0.036857262,
-0.010565067,
0.016734716,
0.021115532,
0.01794674,
0.021334572,
-0.016471867,
-0.033177376,
-0.07955561,
-0.00037761717,
0.043107226,
-0.019757478,
-0.046290617,
0.015858553,
-0.01385798,
-0.028621329,
0.0008218593,
0.06407673,
0.011463135,
0.036010303,
0.005413958,
-0.008141016,
-0.0072319964,
-0.018560056,
-0.047809303,
-0.047663275,
-0.019187972,
0.01203264,
-0.019932711,
-0.024298923,
-0.024211308,
-0.0061367927,
0.03136664,
0.05306628,
0.03893085,
0.021655831,
0.020020327,
-0.012551037,
-0.0030683964,
-0.03271009,
-0.053299922,
-0.050613023,
-0.0018819254,
-0.06711409,
-0.038609587,
0.038434356,
0.04561889,
-0.026343305,
-0.0045414455,
-0.07704394,
0.015595703,
0.030052396,
0.017815316,
-0.08171681,
0.04071238,
-0.0268544,
0.017172797,
-0.025102073,
-0.01380687,
0.007929277,
0.01590236,
0.053416744,
0.013018324,
-0.0078270575,
0.017289618,
0.05382562,
-0.045151606,
0.024036074,
0.019144164,
0.022678021,
-0.024342733,
0.006220758,
0.033002146,
0.051810447,
0.017421043,
0.009046384,
-0.029103218,
0.02980415,
0.027730564,
-0.0445967,
0.014040514,
0.05987115,
0.019187972,
-0.011375518,
-0.013208159,
-0.043370076,
0.032885324,
-0.031395845,
-0.010915532,
0.029234642,
0.010711094,
0.016690908,
0.024780814,
-0.04558969,
0.031074585,
0.011981531,
-0.06816549,
-0.04179298,
0.03963178,
0.015989978,
-0.01203264,
0.0032783104,
-0.011003149,
0.03308976,
0.019275589,
0.045998562,
0.023086898,
-0.0072575514,
0.01025841,
0.0034663205,
0.03969019,
0.023758624,
0.014215747,
0.005256979,
-0.012478023,
-0.020224765,
0.052715816,
-0.0327685,
-0.030110806,
0.012989119,
0.0059688613,
-0.030899353,
-0.034550034,
0.013536721,
-0.04158854,
0.017216606,
0.019859698,
-0.014763349,
-0.018706083,
0.033673868,
-0.03136664,
0.008075303,
0.03148346,
0.021685038,
-0.024999855,
0.077336,
0.045735713,
0.033761486,
0.047955327,
0.027818179,
-0.006249964,
-0.02288246,
-0.010718396,
-0.0036689332,
-0.0073926263,
-0.011945024,
-0.052394554,
0.0037784535,
-0.0024642088,
-0.007202791,
-0.020005725,
0.021772653,
0.006520114,
-0.034783676,
0.015011595,
0.07044352,
-0.009002576,
0.015420471,
-0.010448245,
-0.016515674,
-0.046757907,
0.010623477,
-0.0060090185,
0.01380687,
-0.024912238,
-0.044158623,
-0.013726556,
-0.03893085,
-0.04372054,
-0.033761486,
0.009119398,
-0.07161173,
0.013178954,
0.04851023,
0.034345593,
0.030169217,
-0.039514955,
-0.023875445,
0.057184245,
0.03539699,
-0.0001768298,
0.049269572,
0.05581159,
0.0027489618,
-0.026606154,
0.020692052,
0.026430922,
0.011550751,
0.008469577,
-0.025058266,
0.019830491,
-0.07756964,
-0.05230694,
0.02948289,
-0.013251967,
0.03411195,
-0.016325839,
-0.024634786,
-0.007206442,
-0.02191868,
0.035543017,
-0.02304309,
0.03577666,
-0.017552467,
-0.02292627,
0.0016647099,
-0.023758624,
0.25397047,
0.09275647,
0.026168073,
0.007834358,
0.022634214,
0.037090905,
0.061915528,
-0.0040522544,
0.032651678,
-0.026036648,
0.016690908,
-0.021524407,
-0.012361201,
0.026036648,
-0.019275589,
0.022575803,
-0.028460698,
-0.015581101,
-0.046641085,
-0.06635475,
-0.05183965,
0.041267283,
-0.025963634,
0.0107622035,
0.019334,
-0.0044173226,
-0.006644237,
-0.004705726,
0.0013343234,
-0.04839341,
0.012908803,
-0.02873815,
0.023072295,
-0.0006717251,
0.0011755188,
0.01670551,
0.01680773,
-0.032885324,
-0.026357908,
0.014040514,
-0.022809446,
-0.026839796,
0.007133428,
-0.03674044,
-0.04056635,
0.0445967,
0.0001459131,
0.012470722,
0.030928558,
-0.062265992,
0.02771596,
0.00537015,
0.028986396,
-0.035455402,
-0.048305795,
0.00023295899,
-0.035572223,
-0.033586252,
0.00354481,
0.018428631,
0.01079871,
0.021363778,
0.007622619,
0.052452967,
0.006027272,
0.037587397,
0.00060464384,
0.004844452,
-0.028489904,
0.0076737287,
0.0032673583,
0.013492912,
-0.025481744,
0.012280886,
0.02583221,
0.019217178,
-0.0059287036,
0.046115387,
-0.0015360235,
-0.02765755,
-0.015916964,
-0.010703793,
0.031103792,
-0.012419612,
0.012989119,
0.017756905,
-0.007958482,
0.028854972,
-0.027584536,
0.022400571,
0.034579236,
0.023890048,
0.0154350735,
-0.043895774,
-0.005037938
] |
Mamba
Overview
The Mamba model was proposed in Mamba: Linear-Time Sequence Modeling with Selective State Spaces by Albert Gu and Tri Dao.
This model is a new paradigm architecture based on state-space-models. You can read more about the intuition behind these here.
The abstract from the paper is the following:
Foundation models, now powering most of the exciting applications in deep learning, are almost universally based on the Transformer architecture and its core attention module. Many subquadratic-time architectures such as linear attention, gated convolution and recurrent models, and structured state space models (SSMs) have been developed to address Transformers' computational inefficiency on long sequences, but they have not performed as well as attention on important modalities such as language. We identify that a key weakness of such models is their inability to perform content-based reasoning, and make several improvements. First, simply letting the SSM parameters be functions of the input addresses their weakness with discrete modalities, allowing the model to selectively propagate or forget information along the sequence length dimension depending on the current token. Second, even though this change prevents the use of efficient convolutions, we design a hardware-aware parallel algorithm in recurrent mode. We integrate these selective SSMs into a simplified end-to-end neural network architecture without attention or even MLP blocks (Mamba). Mamba enjoys fast inference (5× higher throughput than Transformers) and linear scaling in sequence length, and its performance improves on real data up to million-length sequences. As a general sequence model backbone, Mamba achieves state-of-the-art performance across several modalities such as language, audio, and genomics. On language modeling, our Mamba-3B model outperforms Transformers of the same size and matches Transformers twice its size, both in pretraining and downstream evaluation.
Tips: |
[
0.036847472,
-0.0073964424,
-0.0007614506,
-0.016452298,
0.0030582126,
-0.016452298,
-0.03664891,
-0.0072014257,
0.0017028482,
0.035571,
0.036932573,
-0.019657658,
0.06501494,
-0.049356893,
0.0069071283,
0.007914122,
0.014282296,
-0.011247131,
-0.041357674,
0.006499367,
-0.0027444134,
-0.0108216405,
-0.06858906,
-0.022380797,
-0.02436642,
-0.027075376,
0.057327747,
-0.0460097,
0.04515872,
0.042832706,
0.0029926163,
-0.058207095,
0.015161643,
-0.009275692,
-0.042605776,
0.024408968,
0.02893335,
-0.0002282579,
-0.058008533,
-0.03108917,
0.025784722,
0.015104911,
-0.019359816,
-0.048817936,
-0.024621714,
0.0027993727,
0.009296967,
-0.04788186,
-0.017473474,
-0.022224784,
-0.04382552,
0.0062298896,
0.0039393324,
0.0066305595,
-0.030039625,
0.04728617,
-0.008410528,
0.006836213,
0.023813283,
-0.0051023397,
0.046974145,
0.012629975,
0.010623078,
-0.023926746,
-0.0008443326,
0.011601706,
-0.006924857,
0.02501884,
0.01632465,
-0.01811171,
-0.046321727,
0.009722457,
-0.009906836,
-0.017005434,
-0.048903037,
0.004329365,
0.011076935,
0.03650708,
0.0071801515,
0.022196418,
0.00040643202,
0.020295894,
0.005832765,
-0.0022675095,
-0.05094539,
-0.021402169,
0.03809558,
-0.0055526504,
-0.00717306,
-0.0289759,
0.017303279,
0.017430926,
-0.011396052,
-0.009573535,
0.0010557482,
0.035968125,
-0.037840284,
0.021345438,
0.017203998,
0.0033152797,
-0.009601901,
0.076247886,
0.014452493,
0.058008533,
-0.061667748,
0.017941514,
-0.0021575913,
-0.047201075,
-0.04493179,
-0.041669697,
0.018069161,
0.011027294,
0.005733484,
0.00018825737,
-0.0012800171,
0.01665086,
-0.012863995,
-0.0006599534,
-0.04859101,
-0.020097332,
0.01721818,
-0.019175436,
0.004166261,
-0.04087545,
0.05996579,
-0.048534278,
0.013530596,
0.025146486,
-0.046889048,
-0.01063017,
0.013133472,
-0.024791911,
-0.0120130135,
0.06325625,
-0.026706617,
-0.044988524,
0.0056519313,
-0.0017161448,
-0.012147753,
0.026649885,
-0.019856222,
0.024210406,
-0.017516024,
0.079935476,
-0.012445596,
-0.011466968,
0.027812893,
-0.05735611,
-0.046179898,
0.0069319485,
0.0014776929,
0.011041477,
-0.02225315,
0.0067014745,
-0.047541466,
-0.02253681,
-0.020196613,
0.035542637,
-0.011247131,
0.018806677,
0.046066433,
0.0252174,
-0.049782384,
0.035996493,
-0.027585965,
0.053611796,
-0.016296284,
0.0077084685,
-0.015743148,
-0.03230891,
0.026422957,
-0.0186223,
0.0021239065,
-0.022352431,
0.03945715,
0.013317851,
0.064050496,
-0.0049888757,
-0.0023136043,
0.0031238091,
-0.03786865,
-0.024451518,
-0.005467552,
0.022338249,
-0.010523797,
-0.055852715,
0.009176411,
0.018239357,
0.015771512,
0.041981723,
-0.0030174365,
0.060249448,
-0.030096358,
0.0038719631,
-0.05080356,
-0.007559547,
-0.010686902,
-0.011608798,
0.04524382,
-0.019373998,
-0.01241723,
0.053583432,
-0.024167858,
0.0000461225,
-0.038180675,
0.043626953,
0.0011816225,
0.02812492,
-0.021487268,
0.03664891,
0.040109567,
0.00693904,
-0.007992129,
0.00060277816,
0.036705643,
-0.028706422,
0.019402364,
-0.0010610669,
0.019260535,
-0.031769954,
0.05593781,
0.036195055,
0.038492702,
-0.016594127,
0.029529037,
0.014339028,
-0.013714976,
0.027103743,
-0.008289972,
0.0036485805,
0.006119971,
0.054122385,
0.007928305,
0.024437334,
0.017303279,
0.012488144,
0.00017163664,
0.009367881,
0.0018508835,
0.027727794,
0.013651152,
0.034322895,
0.05389546,
0.023742367,
-0.020763934,
-0.008318339,
-0.02704701,
-0.008821836,
0.009786281,
0.028862435,
-0.021189425,
0.047740027,
-0.021529816,
0.0036078044,
-0.03409597,
-0.008758012,
0.0013562508,
-0.0059249545,
-0.029302109,
-0.014211381,
-0.0038116854,
0.017955696,
-0.010381967,
-0.029699234,
0.034209434,
0.054547876,
0.0008252742,
0.041669697,
0.011488242,
-0.07772292,
-0.027600147,
-0.07619116,
-0.106713004,
-0.041045647,
-0.017643671,
-0.021005046,
0.02718884,
-0.029812697,
-0.010523797,
-0.0064319973,
-0.038237408,
0.0066766543,
-0.01900524,
0.03667728,
0.04907323,
0.027727794,
-0.02893335,
0.055569053,
-0.010559254,
0.0015601317,
0.037102766,
-0.04944199,
-0.043400027,
0.010509614,
-0.026167663,
-0.043683685,
0.028337665,
-0.01439576,
-0.049782384,
0.016891971,
-0.009140953,
-0.03321662,
-0.03052185,
0.029103547,
-0.011857,
-0.0032585477,
-0.009211868,
-0.028139101,
0.02779871,
0.06620631,
-0.012665433,
0.02211132,
-0.009573535,
0.06648997,
-0.0016851195,
0.061894678,
0.030663678,
-0.025841454,
-0.03523061,
-0.011346412,
-0.029982895,
0.034549825,
-0.031004071,
-0.022891385,
-0.01397027,
0.073468015,
-0.014679421,
-0.07664502,
-0.042804338,
-0.052278593,
-0.03622342,
-0.01665086,
-0.0415846,
0.026167663,
0.07545364,
-0.005130706,
-0.039769173,
0.001368661,
0.009523895,
0.032337274,
0.0057051177,
-0.038918193,
0.016849423,
0.025515243,
0.010878373,
-0.004978238,
0.037982114,
-0.05659023,
0.030975705,
0.008403436,
0.026380409,
0.043910615,
-0.0047761304,
-0.045328915,
-0.023387792,
0.021104326,
-0.024635898,
0.017388377,
0.013346218,
-0.028592959,
0.053356502,
0.02055119,
-0.0064319973,
0.03401087,
-0.036592178,
0.035684466,
-0.016253736,
0.007474449,
0.03523061,
-0.018934324,
0.021898575,
-0.023458706,
-0.010438699,
-0.0024820277,
-0.0012374681,
-0.057271015,
0.017133081,
0.027344853,
0.034266163,
-0.035968125,
-0.012927818,
-0.035968125,
-0.012133569,
0.013849714,
0.013041282,
0.008289972,
-0.041357674,
-0.009580627,
-0.027713612,
-0.0032461376,
0.025203219,
0.023884198,
-0.025813088,
0.0033489645,
-0.058604218,
-0.035684466,
0.023345243,
0.029245377,
-0.002549397,
0.0038329598,
0.01665086,
0.014679421,
0.005283173,
0.036592178,
-0.01675014,
-0.033046424,
-0.029387208,
0.021870209,
0.023061583,
-0.039116755,
-0.06637651,
0.006712112,
0.022238968,
-0.012169027,
-0.014934715,
0.008878567,
-0.0170338,
0.0061412454,
-0.033471916,
0.012566151,
-0.029273743,
-0.021161059,
-0.06881599,
0.02950067,
0.049980946,
-0.0401663,
0.013431315,
-0.042605776,
0.02601165,
0.06007925,
-0.019416548,
-0.03185505,
0.01796988,
-0.004134349,
-0.053101208,
0.016679225,
0.060419645,
-0.03965571,
0.011708079,
-0.04266251,
0.011396052,
0.021799294,
-0.002547624,
-0.0025139395,
0.023728184,
0.025330866,
0.036705643,
0.013119289,
-0.018494653,
0.0028968807,
0.019671842,
-0.0697237,
0.022848837,
-0.029131914,
-0.04274761,
-0.0000020568143,
0.03772682,
-0.05145598,
0.004595297,
0.0074673574,
-0.010984745,
-0.018820861,
0.0475131,
-0.032762766,
-0.024564981,
-0.017189814,
0.022863021,
0.005832765,
0.05466134,
-0.048676107,
0.026451323,
0.022423347,
0.026550604,
-0.055398855,
0.012481053,
-0.039116755,
-0.0038684173,
-0.0019217986,
-0.013062557,
0.0041556233,
-0.051768005,
0.023217596,
0.007878665,
0.029982895,
0.0057512126,
-0.026238577,
-0.021345438,
0.040818717,
-0.034124333,
0.0051484345,
0.03245074,
-0.0018384734,
-0.0060100527,
0.02337361,
-0.030918973,
0.0062405267,
-0.050349705,
0.026976096,
0.063823566,
-0.009353698,
0.014168832,
-0.03579793,
-0.035542637,
0.016438115,
-0.037471525,
0.015388572,
-0.019076155,
0.00256358,
-0.014374486,
0.0011984648,
-0.027770344,
-0.021189425,
0.0146510545,
0.021387987,
-0.016097723,
-0.035883028,
-0.00046981237,
-0.03128773,
0.01434612,
0.055001732,
-0.03900329,
-0.06938331,
-0.022990668,
0.007438991,
0.013168929,
0.026068382,
0.017147265,
-0.021373805,
-0.010077032,
-0.04745637,
0.036563814,
-0.060362913,
0.021643281,
-0.004637846,
-0.028919168,
0.0057866704,
0.012282491,
0.0156155,
-0.00066216954,
-0.026309492,
-0.043144733,
-0.0084318025,
-0.073638216,
-0.028167468,
0.0068752165,
-0.026181845,
-0.03395414,
0.011360595,
-0.002739095,
-0.012913635,
0.011481151,
0.022664458,
0.034720022,
0.0252174,
-0.060703304,
-0.034720022,
-0.004222993,
-0.018494653,
-0.0010920921,
-0.0012126478,
-0.029954528,
0.026451323,
-0.024664262,
0.04402408,
-0.008566541,
-0.023359425,
-0.0056235655,
-0.0111833075,
0.031826686,
-0.02840858,
0.010935104,
-0.0134596815,
0.017104717,
0.008041769,
-0.0023774279,
-0.022394981,
-0.027160473,
-0.026181845,
-0.05607964,
0.022097137,
-0.007907031,
0.018849228,
-0.017813867,
-0.004261996,
0.044648133,
0.002850786,
0.039286952,
0.055257026,
0.011154941,
-0.018168442,
-0.039315317,
0.031117534,
0.021487268,
0.0023827464,
-0.022210602,
0.011814452,
0.0033276898,
0.017998246,
-0.058263827,
-0.014934715,
0.009786281,
0.011608798,
0.024352238,
0.019104522,
0.020494457,
-0.024522433,
-0.015260925,
-0.04844918,
0.019530011,
0.018423736,
-0.010176313,
-0.016438115,
-0.009013306,
-0.024309687,
0.043768786,
-0.02728812,
-0.034549825,
-0.026890997,
0.08107012,
0.0036946754,
-0.05843402,
0.014906349,
-0.00071757194,
0.00037850923,
-0.03174159,
0.020338444,
0.016012624,
-0.003052894,
0.004389643,
0.017913148,
-0.009211868,
-0.0052051665,
-0.021161059,
0.03593976,
-0.03222381,
0.00052388513,
0.023926746,
0.00916932,
-0.048335716,
0.0023880652,
0.049129963,
-0.041669697,
-0.0057618497,
-0.06422069,
-0.036904205,
-0.024437334,
-0.030266555,
0.020451907,
-0.024664262,
0.011878275,
0.01843792,
-0.0075808214,
0.053356502,
0.0061235167,
0.010750726,
0.012722164,
-0.017601121,
-0.04050669,
-0.018565567,
0.03852107,
0.010991837,
0.041045647,
-0.03480512,
0.02135962,
0.043173097,
0.02582727,
-0.044563033,
-0.05622147,
-0.013530596,
-0.03957061,
-0.011069844,
-0.015190009,
0.027387403,
-0.0019200257,
0.03832251,
-0.020707201,
-0.016806873,
0.040336493,
-0.0015459487,
-0.020877399,
-0.020125698,
-0.03457819,
-0.0027975996,
-0.03786865,
-0.008141051,
-0.006839759,
-0.052902646,
0.038549434,
0.08532502,
0.0013943677,
-0.011793177,
0.07743926,
-0.010374876,
-0.015828244,
0.033131525,
-0.046406824,
0.013275302,
-0.016494846,
-0.0014005727,
-0.007899939,
-0.0070950533,
0.04013793,
-0.06144082,
0.02172838,
0.007963763,
0.0014209609,
0.018991057,
0.026451323,
0.02986943,
0.011084027,
0.015260925,
0.0059675034,
0.011622981,
-0.06722749,
-0.0130909225,
0.038237408,
-0.0041414406,
0.01618282,
0.019600926,
0.004712307,
0.027954722,
0.021203607,
0.04359859,
0.0018562021,
0.043173097,
0.01660831,
0.0069106743,
0.0004356845,
-0.012161936,
0.0012330359,
-0.01279308,
0.014012819,
0.040591788,
-0.05832056,
0.012211576,
0.020395176,
-0.0046272087,
-0.012686707,
-0.012403047,
-0.018565567,
0.057412844,
0.011438602,
0.040336493,
0.037074402,
0.0009387383,
-0.02375655,
-0.026196029,
-0.03188342,
-0.033897407,
0.016423931,
-0.06325625,
0.013792982,
-0.01270089,
-0.041896626,
-0.009013306,
0.04671885,
-0.000045291465,
0.027032826,
0.046633754,
0.017757135,
-0.01843792,
-0.05508683,
-0.024479885,
0.0055313758,
-0.012707981,
-0.053696897,
-0.0057228464,
0.011970465,
0.034266163,
0.014693604,
-0.03886146,
-0.025486877,
0.0063078958,
-0.003122036,
0.008708371,
-0.002189503,
0.037670087,
-0.04322983,
0.039712444,
-0.0059568663,
-0.021317072,
0.05151271,
0.05866095,
0.007587913,
-0.0038506887,
-0.02389838,
-0.010048666,
0.044109177,
-0.038379237,
0.023586353,
0.03900329,
0.064561084,
0.008332522,
0.022891385,
-0.010176313,
0.05843402,
0.036989305,
0.02751505,
0.009304058,
0.029982895,
0.0610437,
0.0055774706,
0.0006564077,
0.034606557,
0.011892458,
-0.019686025,
0.0028685147,
-0.01857975,
0.012204484,
-0.011559158,
0.008162325,
0.008410528,
0.019444915,
-0.00061518827,
0.016948704,
0.005109431,
0.015502036,
-0.0025848546,
-0.029841064,
-0.017771319,
0.024096943,
0.017232364,
0.0063894484,
0.018849228,
-0.023600537,
0.01434612,
0.05366853,
0.01707635,
0.046321727,
0.00757373,
-0.011700988,
-0.006669563,
0.036336884,
-0.014232656,
-0.040109567,
-0.013948996,
0.010587621,
-0.048108786,
0.031684857,
-0.009729548,
-0.020707201,
0.036393616,
-0.027968906,
-0.023799099,
-0.07579403,
0.011190399,
-0.06030618,
0.031826686,
0.03974081,
-0.011771902,
-0.059909057,
0.03392577,
-0.029557403,
0.025529427,
0.05315794,
0.03321662,
-0.01646648,
0.07726907,
0.003758499,
-0.004361277,
0.019033607,
0.03593976,
-0.053129576,
-0.002996162,
-0.0042088097,
0.012502328,
0.00865873,
-0.04195336,
-0.058490753,
0.032734398,
0.01904779,
0.035173878,
-0.053753626,
0.019288901,
-0.018920142,
-0.061270624,
0.008417619,
0.05074683,
0.025174852,
0.007488632,
0.007332619,
-0.02916028,
-0.046208262,
-0.040194664,
-0.027543414,
0.04416591,
0.011530791,
-0.022210602,
-0.032847863,
-0.045385648,
-0.015076545,
-0.0022657367,
-0.018565567,
-0.010991837,
0.042095188,
0.030947339,
0.022919752,
0.038492702,
-0.0017019619,
0.009779189,
0.040279765,
0.042634144,
0.010268503,
0.060986966,
0.0622918,
-0.0012862221,
0.03137283,
0.017884782,
-0.003558164,
-0.00066926103,
-0.033103157,
0.0070595955,
0.029330475,
-0.047853492,
-0.021714196,
-0.0084318025,
0.052420422,
-0.028777337,
-0.04322983,
-0.06376684,
0.011282588,
-0.050349705,
-0.012098112,
-0.032762766,
0.02686263,
0.012403047,
-0.03974081,
-0.0057831244,
0.0068291216,
0.23736694,
0.04779676,
0.031401195,
0.038946558,
0.047569834,
0.01650903,
0.017104717,
-0.0073042526,
0.010587621,
-0.009672816,
-0.013778799,
-0.011778994,
-0.0178706,
-0.038918193,
-0.001259629,
0.013225662,
-0.03301806,
-0.009864287,
0.032138713,
-0.043967348,
-0.055115197,
0.05480317,
-0.010417424,
0.021884393,
0.013700793,
0.017700402,
0.02282047,
-0.03086224,
0.0005518079,
-0.016707592,
0.0061270627,
-0.005687389,
0.034407996,
-0.018891776,
-0.017445108,
0.044761594,
0.012247033,
-0.031117534,
-0.023628904,
-0.0004844386,
0.03537244,
0.008956574,
0.05772487,
-0.004981784,
-0.03772682,
0.05409402,
-0.003614896,
-0.031429563,
0.042407215,
-0.061837945,
0.03401087,
-0.04030813,
0.026848448,
-0.008176508,
-0.015558767,
-0.01914707,
-0.06745442,
-0.053810358,
0.024621714,
-0.011984648,
0.042832706,
-0.006577373,
-0.021714196,
0.0019129341,
-0.03494695,
-0.017345827,
-0.019487463,
0.007087962,
0.0023171501,
-0.00014127613,
0.0505199,
0.015700597,
-0.033670478,
0.008765103,
-0.00642136,
0.055398855,
-0.013310759,
0.04765493,
-0.003285141,
-0.046605386,
-0.0050456077,
-0.0020281712,
0.0061908863,
-0.017331645,
0.06541207,
-0.018650664,
-0.03974081,
0.014268113,
-0.032847863,
0.023033217,
0.0068645794,
0.023543805,
0.024820276,
0.053243037,
-0.025033021
] |
CvT models are regular Vision Transformers, but trained with convolutions. They outperform the original model (ViT) when fine-tuned on ImageNet-1K and CIFAR-100.
You can check out demo notebooks regarding inference as well as fine-tuning on custom data here (you can just replace [ViTFeatureExtractor] by [AutoImageProcessor] and [ViTForImageClassification] by [CvtForImageClassification]).
The available checkpoints are either (1) pre-trained on ImageNet-22k (a collection of 14 million images and 22k classes) only, (2) also fine-tuned on ImageNet-22k or (3) also fine-tuned on ImageNet-1k (also referred to as ILSVRC 2012, a collection of 1.3 million
images and 1,000 classes). |
[
0.021006683,
-0.0020685666,
0.0005649333,
-0.011585416,
0.0070767705,
-0.013684642,
0.00048017077,
-0.017385338,
-0.0030316133,
0.05632561,
-0.004544715,
-0.017039074,
0.066251844,
-0.03159659,
0.013901057,
0.0033850912,
0.027859824,
-0.011823473,
-0.047784433,
0.016461967,
-0.015740585,
0.01010658,
-0.085988894,
-0.037944764,
-0.037685066,
0.014369956,
0.049890872,
-0.029720994,
0.061865833,
0.032289118,
-0.0026817424,
-0.058634035,
0.031019483,
-0.028408075,
-0.012378938,
0.019304218,
0.021439513,
0.011455568,
-0.026157359,
-0.033731885,
0.040397465,
0.0049018,
-0.010070511,
-0.060249936,
-0.03655971,
-0.0039423597,
0.034712967,
-0.05107394,
-0.021396229,
-0.036646273,
-0.057652954,
0.0068062516,
-0.01910223,
0.0059766606,
-0.012905547,
0.006265214,
0.016808232,
0.001318328,
0.0005270607,
0.0055149756,
0.04209993,
0.020544996,
0.018222142,
-0.05162219,
-0.0005306676,
0.019318646,
0.017486332,
0.0059838747,
-0.00880809,
-0.014232893,
-0.07964072,
-0.007920789,
-0.027066302,
-0.039272107,
-0.04890979,
-0.014204037,
-0.013677428,
0.023661373,
-0.0072535095,
0.009082216,
-0.010467272,
-0.013554793,
-0.033472188,
-0.011116517,
-0.043917816,
-0.010012801,
0.034972664,
-0.015942572,
-0.009183209,
-0.014651295,
-0.02410863,
0.012999328,
-0.009363555,
0.028653346,
-0.024642454,
0.04538944,
-0.022002192,
0.026907599,
-0.016649527,
0.018106721,
-0.016981363,
0.09551115,
-0.027931962,
0.071561225,
-0.04847696,
0.006791824,
-0.0039964635,
-0.035520915,
-0.03474182,
-0.043860108,
0.0037836556,
0.011325718,
0.0046889917,
0.0114483535,
0.011224724,
0.015985854,
-0.014369956,
0.013100321,
-0.044812333,
-0.030644363,
0.008988436,
-0.019881325,
-0.018582834,
0.017154496,
0.027744403,
-0.047380455,
0.029807558,
0.013742352,
-0.03560748,
-0.022045474,
0.041955654,
-0.014268962,
-0.015019201,
0.06856027,
-0.034539834,
-0.03474182,
-0.011268008,
0.0019152727,
0.0035798647,
0.04010891,
-0.024830014,
-0.015769439,
-0.0061533996,
0.0833342,
-0.0036700377,
0.01625998,
-0.009219279,
-0.026604617,
-0.06238523,
0.00027818343,
0.018049011,
0.003242618,
-0.008382474,
0.01904452,
-0.04821726,
0.00040420008,
-0.02454146,
0.05768181,
-0.0063409596,
0.026359346,
0.039704937,
0.019246507,
-0.05260327,
0.024079775,
-0.033356763,
0.08720081,
-0.03543435,
-0.006748541,
-0.029519005,
-0.029951835,
0.012905547,
0.0047719507,
-0.0055654724,
-0.02954786,
0.04810184,
0.005796315,
0.0746776,
-0.010337423,
-0.014124686,
-0.00850511,
-0.028278226,
-0.036300007,
-0.0051795323,
0.04530287,
-0.0069865976,
-0.033299055,
0.02102111,
0.0022489126,
0.011960535,
0.020083312,
-0.02497429,
0.044696912,
-0.053757485,
0.020761412,
-0.051968455,
-0.0059910887,
-0.0046421015,
-0.04025319,
0.0313946,
-0.024642454,
-0.019939035,
0.04752473,
-0.014846069,
-0.013763994,
-0.086566,
0.03251996,
0.009421267,
0.047899853,
-0.036646273,
0.034222424,
0.018640544,
0.024022065,
0.0049414756,
0.017630609,
0.062038966,
-0.008000141,
0.012227448,
-0.0013607093,
0.02269472,
-0.024772303,
0.036444284,
0.041320838,
0.031048339,
-0.050467975,
0.013973195,
0.022449449,
0.014485377,
0.026489196,
0.005489727,
0.021223098,
0.021612644,
0.027326,
0.012833409,
0.016158987,
0.024382757,
0.028090667,
0.0066908305,
0.014081403,
0.018395275,
0.01400205,
-0.023517096,
0.033183634,
0.032923933,
0.011801831,
0.00074527913,
0.011304077,
-0.033299055,
0.0041479543,
0.0031199828,
-0.007531242,
-0.021049965,
0.05811464,
-0.009543901,
-0.020386294,
-0.057046995,
-0.022132041,
-0.010864032,
0.0048621236,
0.005670073,
-0.03338562,
0.0010874853,
0.038608436,
-0.0071200533,
-0.013497082,
0.04827497,
0.044004384,
0.006016337,
0.00803621,
0.0053490573,
-0.056845006,
-0.020905688,
-0.06498221,
-0.108265206,
-0.008678242,
-0.03456869,
-0.06550161,
0.022723574,
-0.016158987,
0.00192429,
0.010618762,
-0.022867851,
-0.0017556667,
-0.0316543,
0.018640544,
0.07058015,
0.015408748,
-0.0101426495,
0.07964072,
-0.011801831,
0.019592771,
0.0047935923,
-0.04440836,
-0.023820078,
0.00822377,
-0.021771349,
-0.045649137,
-0.007812581,
-0.00649245,
-0.04983316,
0.013071466,
-0.020328581,
-0.023993209,
-0.019549487,
0.024887724,
-0.025998656,
-0.0007849552,
-0.020227589,
-0.023401676,
0.034857243,
0.042561617,
-0.03393387,
0.013908271,
0.010827963,
0.06619413,
-0.021930054,
0.087893344,
0.044062093,
0.0061245444,
-0.017717175,
-0.009240921,
-0.0041335262,
0.041205414,
-0.010438417,
-0.054623146,
-0.018654972,
0.040830296,
-0.003206549,
-0.058951445,
-0.03814675,
-0.050554544,
-0.059153434,
0.008858588,
-0.022218606,
0.039041266,
0.0487078,
-0.0021425085,
-0.027643409,
0.029389156,
0.015336609,
-0.009940662,
0.0033111495,
-0.047149613,
0.023935499,
0.050727677,
0.0019711799,
0.017933588,
0.04296559,
-0.043802395,
0.037425365,
0.019174369,
0.019563915,
0.024397183,
0.014709006,
-0.035290074,
-0.01817886,
0.024195196,
-0.030211534,
-0.0023408888,
0.0020793874,
-0.027989672,
0.067521475,
0.040455177,
-0.011174228,
0.006149793,
-0.038493015,
0.01774603,
0.0039495737,
0.010625976,
0.038695,
-0.019188797,
0.018957954,
-0.01910223,
-0.024887724,
0.024195196,
0.009226493,
-0.043254144,
0.04452378,
0.017226635,
0.027051875,
-0.03667513,
-0.008440184,
-0.008238197,
-0.01910223,
0.0030514514,
0.02856678,
0.019895753,
-0.04538944,
0.01381449,
-0.028653346,
-0.014196823,
0.027643409,
0.025926517,
-0.040080056,
0.021987764,
-0.036963683,
-0.024267334,
0.008238197,
0.009233707,
0.0014887549,
0.0149759175,
0.05612362,
0.009226493,
0.026806604,
0.02169921,
-0.017933588,
-0.028364792,
-0.022896707,
0.02337282,
0.010452844,
-0.04397553,
-0.037829343,
0.01227073,
0.0049126204,
0.004400438,
0.006524912,
0.037425365,
-0.010034442,
-0.013821704,
-0.013879415,
0.033905014,
-0.017919162,
-0.0179913,
-0.053064957,
0.012869478,
0.03194285,
-0.029836414,
0.0015572862,
-0.040484034,
-0.0015158067,
0.04686106,
-0.03641543,
-0.015379893,
0.028206088,
0.016923653,
-0.044898897,
0.049804304,
0.071561225,
-0.024195196,
0.014434881,
-0.04562028,
0.024036493,
-0.0057386043,
0.015235616,
-0.0008638565,
0.030240389,
-0.00090263085,
0.033241343,
0.0038702216,
0.009731461,
0.02862449,
0.021367375,
-0.059557408,
0.034510978,
-0.018914672,
-0.020198733,
-0.018626118,
0.037569642,
-0.041263126,
0.0073003992,
0.007646663,
-0.021049965,
-0.020602707,
0.021511652,
-0.03306821,
-0.0516799,
0.008937939,
0.002156936,
0.02256487,
0.056239042,
-0.048361536,
-0.0027232221,
0.026532479,
0.00029351283,
-0.058374338,
-0.013338378,
-0.02695088,
-0.017269917,
-0.0013688249,
-0.041378547,
0.014319459,
-0.014312245,
0.03468411,
0.011643127,
0.0079785,
0.009846882,
-0.010193147,
-0.0047863782,
0.041407403,
-0.053440075,
-0.00697217,
0.023603663,
-0.0020252836,
0.010193147,
-0.0129849,
-0.031336892,
-0.0042056646,
-0.039300963,
0.02034301,
0.041032284,
-0.024310619,
0.039589517,
-0.018207716,
-0.03523236,
0.008411329,
-0.021136532,
0.009421267,
-0.041897945,
-0.0064491667,
-0.014124686,
-0.009060575,
-0.03808904,
-0.01755847,
-0.029331446,
-0.015856005,
-0.012653063,
0.008519537,
-0.019823615,
-0.030298099,
0.0032985252,
0.043023303,
-0.0017385338,
-0.07265773,
-0.034886096,
0.0063012834,
0.0040541743,
0.020617135,
0.01842413,
-0.01409583,
-0.022738002,
-0.03234683,
0.02102111,
-0.056556452,
0.039416384,
-0.026474768,
-0.023026556,
-0.0071885847,
0.016736094,
0.015365465,
-0.01394434,
-0.020083312,
-0.052776404,
-0.020948973,
-0.060596198,
-0.016086848,
-0.021280808,
-0.0023228542,
-0.040166624,
0.03863729,
0.011260794,
-0.03987807,
0.03208713,
0.0179913,
0.022449449,
0.03690597,
-0.04365812,
-0.024022065,
0.012883906,
-0.034972664,
0.01761618,
-0.011340146,
-0.025580253,
0.04383125,
-0.044292934,
0.022189751,
-0.01159263,
-0.01904452,
0.011073234,
-0.018539552,
0.033241343,
-0.009002863,
0.0016564764,
-0.032866225,
-0.009680964,
0.012919975,
-0.021800203,
0.0024545067,
-0.030326955,
-0.024786731,
-0.05447887,
0.014167968,
-0.011130945,
0.006993811,
-0.008800876,
-0.009731461,
0.04582227,
0.0072751506,
0.038608436,
0.04853467,
0.0034608366,
0.001068549,
-0.008447398,
0.023646945,
0.0070767705,
0.006752148,
-0.027239434,
0.0035167437,
-0.004721454,
0.017673891,
-0.04674564,
-0.024498178,
-0.002573535,
0.018986808,
0.03999349,
-0.0084618265,
0.0173132,
-0.023762366,
-0.021684783,
-0.029216025,
0.047755577,
0.0045952117,
-0.019549487,
0.014658509,
0.0050280415,
-0.0026546905,
0.08731624,
-0.006611478,
-0.046659075,
-0.017154496,
0.08102577,
0.0095799705,
-0.045908835,
0.044292934,
0.02120867,
0.01885696,
-0.03592489,
-0.00216415,
0.024411611,
0.012775699,
-0.010452844,
0.002806181,
0.0012155309,
-0.015004773,
-0.017529614,
0.013201315,
-0.0027574878,
0.00298292,
0.039098974,
0.018438557,
-0.021655926,
-0.0041190987,
0.06446281,
-0.031567734,
-0.008144418,
-0.038810425,
-0.016591817,
-0.018510696,
-0.041061137,
0.030384665,
-0.028119521,
0.0016348349,
0.012876692,
0.005024435,
0.071157254,
-0.003931539,
0.0027448635,
0.022420594,
0.010178719,
-0.050958518,
0.0034842815,
0.04062831,
0.007834223,
0.036328863,
-0.051881887,
-0.0019801972,
0.020631563,
0.0010640403,
-0.07427362,
-0.04175367,
-0.0025194313,
-0.047986418,
-0.006138972,
-0.012508787,
-0.023978781,
0.0006343665,
0.0066547613,
-0.018265426,
-0.030904062,
0.043109868,
0.026777748,
-0.030759785,
-0.027297145,
-0.03116376,
-0.008000141,
-0.040945716,
-0.010777467,
-0.0106981145,
-0.04951575,
0.02657576,
0.060249936,
-0.010835177,
-0.0045194663,
0.054450013,
-0.008187701,
0.006196683,
0.02423848,
-0.046255097,
0.018135577,
-0.06296234,
0.020876834,
0.012249089,
-0.014088617,
0.028711056,
-0.022348456,
0.028725484,
0.0138505595,
-0.010243643,
0.010928958,
0.030067258,
0.019275362,
-0.016894797,
0.026215069,
-0.006189469,
0.028638918,
-0.07456218,
-0.037309945,
0.038435303,
0.01823657,
-0.021425085,
0.012833409,
0.023502668,
0.054738566,
0.008166059,
0.051535625,
-0.004241734,
0.038319882,
0.010784681,
-0.0017601753,
0.0056845006,
-0.015942572,
0.012544856,
-0.028494641,
0.0027538808,
0.045418292,
-0.03658856,
0.027917534,
0.039964635,
-0.015798295,
-0.017096784,
-0.0006456381,
0.010395134,
0.046399374,
0.02102111,
0.028523497,
0.004288624,
-0.0015699104,
-0.022276318,
-0.047899853,
-0.03771392,
-0.033299055,
0.008923512,
-0.09158683,
0.015466458,
-0.01701022,
-0.033212487,
0.011130945,
0.024931008,
0.028335936,
0.018496267,
0.04680335,
-0.003053255,
-0.013035397,
-0.07692832,
-0.012919975,
0.006102903,
-0.00077548705,
-0.066482686,
-0.020184305,
0.011123731,
0.040051203,
0.001817886,
-0.045043174,
-0.053872906,
0.012876692,
0.022824569,
0.028090667,
-0.040282045,
0.020934545,
-0.04285017,
0.036877114,
-0.017847024,
-0.02591209,
0.05372863,
0.03110605,
0.006907245,
0.012782913,
-0.01855398,
0.019333074,
0.043686975,
-0.023618089,
0.044177514,
0.0042092716,
0.05260327,
0.01780374,
-0.0030280065,
-0.015177905,
0.02806181,
0.032173697,
0.020862406,
-0.0049559036,
0.043427277,
0.030038401,
-0.017861452,
0.03159659,
0.061808124,
-0.017096784,
-0.009774744,
0.037050247,
-0.04233077,
0.026965309,
-0.008894657,
0.029014038,
0.02689317,
0.02256487,
-0.006312104,
0.057220124,
-0.023502668,
0.014398811,
-0.000755649,
-0.058836024,
-0.026720038,
0.041263126,
0.0392144,
-0.008007355,
0.044725765,
-0.014175182,
0.0127468435,
0.044177514,
0.029129459,
0.02516185,
-0.0032209766,
-0.0136702135,
-0.0013904664,
0.027672265,
-0.006849535,
-0.029980691,
-0.007653877,
0.011195869,
-0.03560748,
0.0622121,
-0.00967375,
-0.012999328,
0.055661935,
-0.024599172,
-0.029403584,
-0.06071162,
0.029374728,
-0.038377594,
0.0111598,
0.027167296,
-0.0138505595,
-0.04582227,
0.017948017,
-0.049775448,
0.0015383499,
0.051766466,
0.023286253,
-0.031134903,
0.08200686,
0.007992927,
0.030875206,
0.017053502,
0.015971426,
-0.042128786,
-0.003266063,
0.012047102,
-0.00026082515,
-0.0006122741,
-0.034539834,
-0.06642497,
0.03580947,
0.024700165,
0.019434066,
-0.033674173,
0.0071957987,
-0.011765762,
-0.03468411,
-0.004191237,
0.06579016,
-0.015985854,
0.036617417,
0.025767813,
-0.039358675,
-0.04247505,
-0.03448212,
-0.0066764024,
0.047091905,
0.012039888,
-0.02169921,
-0.040541742,
-0.033847306,
-0.018034583,
-0.018539552,
-0.0035997028,
-0.009637681,
0.0223196,
0.04680335,
0.029374728,
0.027470278,
0.005727784,
-0.011152586,
0.020732557,
0.03728109,
0.012566498,
0.077909395,
0.041061137,
0.015120194,
0.01044563,
0.02442604,
0.005879274,
-0.010669259,
-0.014557515,
0.011938894,
0.016057992,
-0.027354855,
-0.026200643,
-0.048938643,
0.03543435,
-0.022521587,
-0.019159941,
-0.058374338,
0.005017221,
-0.029259307,
0.009738674,
-0.046716783,
0.01563959,
0.0027358462,
-0.03863729,
-0.0040397467,
-0.002863892,
0.24653997,
0.06342402,
0.046572506,
0.019895753,
0.021396229,
0.007401393,
0.036703985,
0.00026172688,
0.0028729092,
0.01706793,
-0.0077476567,
0.0037367656,
-0.023286253,
-0.023271825,
-0.0072895787,
0.032115985,
-0.04042632,
-0.018510696,
-0.005835991,
-0.04963117,
-0.05367092,
0.020487286,
-0.017659463,
0.0025807489,
0.018049011,
0.0030189892,
0.0042345203,
0.008353619,
-0.028408075,
-0.031538878,
-0.004977545,
-0.008418543,
0.038060185,
-0.03967608,
-0.03523236,
0.032491107,
0.022968845,
-0.019419638,
-0.016332118,
0.0010009194,
0.03857958,
-0.026070794,
0.017197778,
0.0101354355,
-0.05038141,
0.034712967,
0.0069757765,
-0.046283953,
0.018986808,
-0.07283086,
0.017414194,
-0.02021316,
0.059211142,
-0.013533151,
-0.025825523,
-0.003026203,
-0.049429186,
-0.027643409,
0.03987807,
0.011412284,
0.026546907,
0.008360833,
0.004981152,
-0.020083312,
-0.016837087,
0.0047034193,
-0.01885696,
0.021627072,
0.0024310618,
-0.0015203153,
0.029129459,
-0.0071561225,
-0.008541179,
-0.0049991864,
0.016779376,
0.036761694,
0.0029883303,
0.057479825,
-0.0024527032,
-0.026258353,
0.00040036775,
-0.0037439794,
0.020819122,
-0.04859238,
0.039300963,
0.00914714,
-0.042677037,
0.0036087201,
-0.017818168,
0.028610062,
0.0039603943,
0.046774495,
0.021901198,
0.023675801,
-0.027340427
] |
Convolutional Vision Transformer (CvT)
Overview
The CvT model was proposed in CvT: Introducing Convolutions to Vision Transformers by Haiping Wu, Bin Xiao, Noel Codella, Mengchen Liu, Xiyang Dai, Lu Yuan and Lei Zhang. The Convolutional vision Transformer (CvT) improves the Vision Transformer (ViT) in performance and efficiency by introducing convolutions into ViT to yield the best of both designs.
The abstract from the paper is the following:
We present in this paper a new architecture, named Convolutional vision Transformer (CvT), that improves Vision Transformer (ViT)
in performance and efficiency by introducing convolutions into ViT to yield the best of both designs. This is accomplished through
two primary modifications: a hierarchy of Transformers containing a new convolutional token embedding, and a convolutional Transformer
block leveraging a convolutional projection. These changes introduce desirable properties of convolutional neural networks (CNNs)
to the ViT architecture (\ie shift, scale, and distortion invariance) while maintaining the merits of Transformers (\ie dynamic attention,
global context, and better generalization). We validate CvT by conducting extensive experiments, showing that this approach achieves
state-of-the-art performance over other Vision Transformers and ResNets on ImageNet-1k, with fewer parameters and lower FLOPs. In addition,
performance gains are maintained when pretrained on larger datasets (\eg ImageNet-22k) and fine-tuned to downstream tasks. Pre-trained on
ImageNet-22k, our CvT-W24 obtains a top-1 accuracy of 87.7\% on the ImageNet-1k val set. Finally, our results show that the positional encoding,
a crucial component in existing Vision Transformers, can be safely removed in our model, simplifying the design for higher resolution vision tasks.
This model was contributed by anugunj. The original code can be found here.
Usage tips |
[
0.03566667,
-0.009920934,
-0.02320464,
0.008277589,
-0.02320464,
0.010788255,
-0.01749858,
0.008467791,
-0.009213382,
0.042666104,
0.0012363127,
0.022702506,
-0.0002819744,
-0.041814,
-0.019065844,
0.03131485,
0.0054093436,
-0.035484076,
-0.04449204,
-0.023995878,
0.009099262,
-0.01717904,
-0.068107516,
-0.05407822,
0.012484856,
0.0447355,
0.03721872,
0.043518208,
0.063968726,
0.012697883,
-0.0338103,
0.017118176,
0.040474977,
-0.018502846,
0.008300413,
-0.025791386,
0.022854667,
-0.040048923,
-0.051826227,
-0.048722133,
0.016494313,
-0.014295579,
0.03143658,
-0.011077362,
-0.077298075,
0.02051138,
-0.010232865,
0.0047968933,
0.006280469,
-0.0036804078,
-0.019902732,
-0.013595636,
0.039683737,
0.00427574,
-0.033962462,
-0.054930326,
-0.018700656,
-0.002830205,
-0.047048356,
-0.01603783,
0.020526595,
0.035970993,
-0.021880833,
-0.05103499,
-0.013177192,
0.024847984,
0.013747797,
0.037583906,
0.0010147274,
-0.03210609,
-0.023022044,
0.03186263,
-0.00700704,
-0.05118715,
-0.02597398,
-0.003792627,
0.018152874,
-0.017620308,
-0.032197386,
0.041935727,
0.005919085,
0.029991044,
0.0263696,
-0.00087255146,
-0.0073037553,
-0.034905862,
0.03907509,
-0.021089593,
-0.037796933,
-0.0134891225,
0.009441625,
0.031284418,
-0.008901452,
0.021333052,
0.049300347,
0.029154155,
-0.039318547,
0.02743473,
-0.013428258,
-0.022839451,
0.052008823,
0.049148187,
-0.054960757,
-0.012279438,
0.008840587,
-0.021683022,
0.013641284,
0.005934301,
-0.0064706705,
0.007105945,
-0.019902732,
0.01476728,
0.02481755,
0.012096845,
-0.010301338,
0.04607452,
-0.024391498,
0.028956346,
-0.07060297,
-0.027054327,
-0.004872974,
0.017118176,
-0.012363127,
-0.05629978,
0.04147924,
-0.056908425,
0.013291312,
0.05012202,
-0.036397047,
-0.0045077866,
-0.0004873925,
-0.0046371236,
0.009236207,
0.03986633,
-0.010696958,
0.017148608,
0.0055120527,
0.0486917,
0.019020196,
-0.02498493,
0.0151629,
0.0034883039,
0.015931316,
0.07675029,
0.00063575,
-0.010849119,
0.010681742,
-0.019978814,
-0.042300913,
-0.008604736,
-0.054443408,
-0.030280152,
-0.031497445,
0.060590737,
0.0032866898,
-0.033475544,
-0.0063032927,
0.00051687384,
0.0067864056,
0.025030578,
0.014082553,
-0.0073532076,
-0.019233221,
0.04287913,
-0.015079211,
0.039044656,
-0.017209472,
-0.021865617,
0.01828982,
-0.04053584,
0.017726822,
-0.0075624296,
0.021074377,
0.026095709,
0.01809201,
0.04132708,
0.061199382,
0.011343645,
-0.0012810102,
0.0027940667,
-0.012659842,
-0.008125427,
-0.031801768,
0.017635526,
-0.009609003,
0.013641284,
-0.023767637,
0.0005601448,
-0.027723838,
0.027054327,
0.018107226,
0.0448268,
-0.013146759,
-0.0042148754,
-0.03694483,
0.00874929,
-0.043122586,
0.013329353,
-0.0328669,
-0.059495173,
0.003222021,
0.033445112,
-0.021546077,
0.013709757,
-0.021013511,
-0.013314137,
-0.009395977,
0.021515645,
-0.025745736,
0.021819968,
0.07273323,
0.04205746,
0.0019295989,
-0.018305037,
0.013953215,
-0.006523927,
-0.044005126,
0.021515645,
-0.017529013,
0.040292382,
-0.0054740123,
0.011229523,
0.03155831,
0.011176267,
0.022550344,
-0.015900884,
-0.0039485926,
0.06135154,
-0.02474147,
-0.008034131,
0.0037298603,
0.010050272,
0.010202433,
0.07559387,
0.010818687,
0.016113909,
0.037188288,
0.038740333,
0.006497299,
-0.0031611566,
-0.0030413293,
0.038496874,
0.008262373,
0.033992894,
-0.012013156,
0.05246531,
-0.020009246,
0.0047930893,
-0.02716084,
0.023843717,
-0.06664676,
0.05605632,
0.005934301,
-0.021530861,
-0.054778162,
0.0013076385,
0.018502846,
0.016722556,
-0.0033874968,
-0.041753132,
0.040444545,
-0.009829637,
0.014873793,
-0.037949093,
0.030904014,
0.04695706,
0.0028606374,
0.00720485,
-0.05115672,
-0.054534703,
-0.037310015,
-0.027419513,
-0.061260246,
-0.0036328575,
-0.026339168,
0.0075167813,
0.0012115864,
-0.034753703,
0.011077362,
-0.05395649,
0.0017859964,
0.0024916455,
-0.028591158,
0.039622873,
0.034145053,
0.026232654,
-0.05048721,
0.009388369,
-0.029047642,
0.016113909,
-0.03825342,
-0.00760047,
-0.0063679614,
-0.032014795,
0.010970849,
0.042574804,
-0.017605092,
-0.010925201,
0.006211996,
0.01555852,
-0.02419369,
0.06250797,
0.00934272,
-0.0049947035,
-0.025365332,
0.038070824,
0.006603812,
-0.05222185,
0.06336007,
0.037066557,
-0.009289464,
0.023128558,
0.001754613,
0.02889548,
-0.04147924,
0.031801768,
0.03472327,
0.046622302,
-0.044948526,
-0.046987493,
-0.05237401,
0.05727361,
0.011343645,
-0.00043651348,
0.022824235,
0.029991044,
-0.008384102,
-0.058003988,
0.03005191,
-0.0128196115,
-0.020054894,
-0.02716084,
0.0041007544,
0.025030578,
0.03542321,
0.016144343,
-0.045465875,
-0.0037679009,
-0.04948294,
-0.006113091,
-0.0081939,
-0.044948526,
0.032471277,
0.04933078,
0.003716546,
0.004880582,
0.035179753,
-0.022732938,
0.006698913,
0.000037416292,
0.0037583907,
0.012781572,
0.025760952,
0.025897898,
-0.0024517032,
0.0318322,
-0.030067125,
0.005534877,
-0.020344,
0.0038858259,
0.05103499,
0.02189605,
-0.017376851,
-0.0224134,
-0.030554043,
-0.006390786,
-0.022672074,
0.043883394,
0.06037771,
-0.049513374,
0.0076651387,
0.0075358017,
-0.052008823,
0.012172925,
-0.014424916,
-0.02901721,
0.03986633,
0.0031763727,
0.04893516,
-0.0015187627,
-0.027099974,
0.036336184,
0.0032847878,
0.0397446,
0.00898514,
-0.00738364,
0.010871944,
-0.017711606,
-0.027267352,
-0.010286122,
0.0015520479,
0.008794938,
0.003925768,
-0.0080417385,
-0.052404445,
-0.03514932,
0.009669867,
0.046744034,
0.037553474,
0.035210185,
0.025243605,
-0.030554043,
0.01338261,
0.027526027,
-0.021120025,
0.008559088,
-0.05882566,
0.03262344,
0.01920279,
-0.061503705,
0.0042491117,
-0.0268413,
-0.014280363,
0.027373865,
0.0038458835,
0.016479097,
-0.017833335,
-0.0004764559,
0.0022824234,
0.031497445,
-0.020693973,
-0.048509106,
-0.04802219,
0.04433988,
0.031010527,
-0.048509106,
-0.003876316,
-0.021789536,
0.005173493,
-0.010826295,
0.01920279,
-0.011427334,
-0.007296147,
0.013040246,
-0.043366045,
0.020130975,
0.021424348,
-0.024604525,
0.0010499147,
-0.04917862,
-0.0013409238,
0.015124859,
-0.012332695,
-0.0013418748,
0.057212748,
-0.021196106,
-0.010666526,
0.015946532,
-0.047809165,
0.014584686,
0.04710922,
-0.04074887,
0.011069754,
-0.021713456,
-0.0018639792,
-0.040870596,
-0.032593008,
0.015733507,
0.016174775,
0.0058392,
-0.03670137,
-0.004675164,
0.0486917,
-0.023813285,
-0.044948526,
0.0070450804,
0.00073560607,
0.016448665,
0.034905862,
-0.0026476113,
0.014227106,
0.06713368,
0.005333263,
-0.027739054,
-0.04330518,
-0.0055044447,
0.021880833,
0.003585307,
0.021287402,
-0.015885668,
-0.03435808,
0.03134528,
-0.008840587,
-0.008201509,
0.033719003,
-0.07066383,
-0.009768773,
0.016935581,
-0.025532711,
0.019659273,
0.013823878,
-0.02038965,
0.026217438,
-0.0152998455,
-0.0012268026,
-0.05042634,
-0.06859443,
-0.005173493,
0.047809165,
0.035575375,
0.038070824,
-0.037553474,
-0.010042664,
0.024787119,
-0.035818834,
0.01160232,
0.0063603534,
-0.007790672,
-0.008300413,
0.015779154,
-0.04157054,
0.022839451,
-0.049300347,
-0.015178116,
0.010856728,
-0.018791953,
0.0018116736,
-0.03591013,
-0.03314079,
0.05115672,
-0.0034312434,
-0.06664676,
-0.006231016,
0.040474977,
0.030021477,
0.008308021,
0.032166954,
-0.0048349337,
-0.035484076,
-0.04695706,
0.032014795,
-0.05146104,
0.000082559534,
-0.016676908,
-0.06372526,
0.036123157,
0.004180639,
-0.015931316,
-0.03843601,
-0.026917381,
-0.024771903,
-0.0024688214,
-0.035727534,
-0.03615359,
-0.02066354,
0.012302263,
-0.0307975,
0.038588174,
0.005740295,
0.016539963,
0.013702149,
-0.02941283,
0.025624007,
0.0112143075,
-0.016844286,
0.010719783,
0.0029918768,
0.0010185315,
-0.0075205853,
0.02763254,
0.023904582,
0.044431176,
-0.014219498,
0.009487273,
-0.05499119,
-0.03384073,
-0.05523465,
-0.010278514,
0.040474977,
-0.05000029,
-0.0024745273,
0.003005191,
0.014029296,
0.010286122,
0.012081629,
-0.054656435,
-0.018578928,
-0.04540501,
-0.06859443,
0.045435444,
-0.0303258,
-0.01183817,
-0.025837034,
0.00040703217,
0.037675202,
-0.03420592,
0.022656856,
0.049056888,
0.0011935172,
0.0056147617,
-0.061229814,
0.03791866,
0.022032995,
0.022702506,
0.007102141,
0.016981231,
-0.028332483,
0.020770054,
-0.014151026,
-0.04001849,
0.0007337041,
0.018502846,
0.04026195,
-0.02343288,
0.040201087,
-0.035697103,
-0.054108653,
-0.046652734,
0.020648325,
0.057821393,
0.007490153,
0.042392213,
0.015566128,
0.020374434,
0.02046573,
-0.016981231,
-0.043913826,
-0.044035558,
0.027921647,
0.0037241543,
0.009046005,
0.014105377,
0.043244317,
-0.04589193,
-0.05855177,
-0.009281855,
-0.0054816203,
-0.04500939,
-0.001755564,
-0.008483008,
-0.0057250788,
-0.029123724,
0.03499716,
0.008513439,
0.028804185,
-0.023250287,
0.013656501,
-0.029093292,
-0.087705925,
0.015733507,
0.044674635,
-0.009479665,
-0.027465163,
-0.05499119,
0.0032619636,
-0.03971417,
-0.016798636,
0.048782997,
-0.006029402,
0.037553474,
0.025030578,
0.013671717,
0.053469572,
-0.029838882,
-0.029762803,
0.014356444,
-0.0048235217,
-0.043457344,
-0.0024783316,
0.027465163,
-0.0019286479,
0.0021930286,
-0.038496874,
0.002923404,
0.037857797,
0.03800996,
0.0084906155,
-0.043396477,
0.007965658,
-0.027099974,
-0.012751139,
-0.0084754,
-0.03341468,
0.010400243,
0.024041528,
0.010864336,
-0.033749435,
0.009715516,
0.026187005,
-0.016326936,
-0.021272186,
-0.024178473,
0.019370167,
-0.062021054,
0.018776737,
0.004755049,
-0.007790672,
0.00096432393,
0.028910697,
0.010301338,
-0.012005547,
-0.010560012,
0.047717866,
-0.008414535,
0.02688695,
0.00078268105,
-0.0025239799,
0.0033342403,
-0.009319896,
-0.029306317,
0.01631172,
0.0526479,
-0.03819255,
0.033079926,
-0.018335469,
-0.016844286,
-0.025928332,
-0.011252347,
0.026460895,
-0.028788969,
0.010217649,
0.012743531,
0.013709757,
-0.038131688,
-0.021759104,
-0.026521761,
-0.0049452507,
-0.004675164,
0.035453644,
0.0061967797,
0.044126853,
0.0021036337,
-0.0034635777,
0.021515645,
0.028256403,
0.034966726,
0.009152519,
0.033536408,
-0.03040188,
-0.011822954,
-0.04248351,
0.009783989,
0.039592437,
-0.027495595,
-0.006527731,
0.030690989,
-0.026613059,
-0.022839451,
-0.024132824,
0.040383678,
0.02414804,
0.0071553974,
-0.021241754,
-0.011472982,
0.003598621,
-0.02802816,
0.003189687,
-0.07200285,
-0.013899959,
0.01338261,
-0.06542947,
0.0009995113,
-0.03852731,
0.01191425,
0.022002563,
0.018122442,
0.015322669,
0.024284985,
0.006805426,
-0.019796219,
0.006634244,
-0.040566273,
-0.006995628,
-0.012089237,
-0.0060750507,
-0.014006472,
-0.056695398,
0.02157651,
0.06275143,
-0.0022538933,
-0.015155292,
-0.040048923,
-0.0041007544,
0.014462957,
0.037310015,
-0.030386664,
0.0042453078,
-0.02557836,
0.030462746,
-0.041418377,
0.024574094,
0.01536071,
-0.009084046,
0.06956827,
0.029078076,
-0.0010508659,
-0.0021568902,
0.065186016,
-0.0055843294,
-0.0022976396,
0.059921224,
0.016250854,
-0.018472414,
0.0045077866,
0.004500178,
0.060499437,
0.029823666,
0.004561043,
-0.02565444,
-0.0048919944,
0.0033361423,
-0.061199382,
-0.05012202,
0.04196616,
0.06615985,
-0.032136522,
0.022428615,
-0.016676908,
0.014128202,
0.018320253,
-0.019963598,
0.033262517,
0.037523042,
0.024056744,
-0.0067217373,
-0.015307453,
-0.008254765,
0.00028411418,
-0.04041411,
-0.020450514,
-0.014280363,
0.051278446,
0.026582625,
-0.007124965,
-0.0026514153,
0.042818263,
0.029093292,
0.049543805,
0.011564279,
-0.017239906,
0.04503982,
0.0034673817,
0.030386664,
0.004595279,
0.022504695,
-0.008871019,
-0.058338743,
-0.013527163,
0.026278302,
-0.013724973,
-0.014911833,
-0.0021911266,
-0.0040322817,
-0.01381627,
-0.041692268,
0.026628274,
-0.037005693,
0.03210609,
0.038618606,
-0.014364052,
-0.018152874,
0.037675202,
-0.018122442,
0.02051138,
0.007973266,
0.0045876713,
-0.0017793393,
0.04251394,
-0.0068472703,
-0.014584686,
0.07303755,
0.012979382,
-0.040383678,
-0.035179753,
0.021698238,
-0.015383534,
-0.005957125,
-0.036062293,
-0.04911775,
0.000490721,
-0.0050403518,
-0.021987347,
-0.03737088,
0.008574304,
0.016083477,
-0.030508393,
0.03971417,
0.044248585,
0.024011094,
-0.0148433605,
-0.014812929,
0.006596204,
-0.049148187,
-0.034662403,
-0.012728315,
0.021469997,
-0.03444938,
-0.04890473,
-0.007687963,
-0.008308021,
-0.0238285,
-0.0075243893,
-0.009068829,
-0.011297996,
0.013839094,
0.040170655,
0.03791866,
0.024300203,
-0.02216994,
-0.047170084,
0.056604102,
0.026552193,
0.011511022,
0.046987493,
0.06932481,
-0.0068282504,
-0.012758748,
-0.020800486,
0.022869883,
0.008064563,
-0.0043099765,
-0.012249006,
-0.031010527,
-0.0526479,
-0.08028044,
-0.033079926,
-0.025243605,
0.038740333,
-0.030767068,
-0.025593575,
-0.003216315,
-0.043366045,
-0.015429183,
-0.0057288827,
0.034266785,
0.0075434097,
-0.024726255,
0.04330518,
-0.030219287,
0.27754268,
0.060286414,
0.018639792,
0.0013561399,
0.01975057,
0.060316846,
0.036214452,
-0.013276096,
0.026141357,
-0.06829011,
-0.015992181,
-0.009745948,
0.0052990266,
0.054686867,
-0.03670137,
0.0447355,
-0.03131485,
0.0046142996,
-0.004983291,
-0.036518775,
-0.045952793,
0.03134528,
-0.021622159,
0.058977824,
0.056482375,
0.0014674081,
-0.00069851667,
-0.051369745,
-0.0072543025,
-0.04552674,
0.0030926839,
-0.0050974125,
0.0012724511,
-0.011488198,
0.029762803,
0.04552674,
0.024284985,
-0.028454212,
-0.03207566,
-0.003214413,
-0.018137658,
-0.038222983,
0.022626424,
-0.040809732,
-0.014752064,
0.042818263,
-0.011305604,
0.031375714,
0.031086607,
-0.028469428,
0.007638511,
-0.00566041,
0.031953927,
-0.038892496,
-0.022139508,
0.0013200016,
-0.04996986,
-0.06010382,
-0.03237998,
0.031527877,
0.011792521,
-0.016144343,
0.012492465,
0.056938857,
-0.028636806,
0.038588174,
-0.025243605,
0.062325377,
-0.03207566,
-0.013375002,
0.012979382,
0.0033323383,
-0.036488343,
-0.036762234,
0.03420592,
0.02229167,
0.013846703,
0.07005519,
-0.031497445,
-0.034753703,
-0.000981442,
0.005846808,
0.024056744,
-0.031801768,
-0.0009357936,
0.017802903,
-0.020435298,
0.0427574,
0.03907509,
0.03314079,
0.026902165,
0.032410413,
-0.012180533,
-0.030660555,
0.006995628
] |
This model was contributed by ArthurZ.
The original code can be found here.
Usage
A simple generation example:
thon
from transformers import MambaConfig, MambaForCausalLM, AutoTokenizer
import torch
tokenizer = AutoTokenizer.from_pretrained("ArthurZ/mamba-130m")
tokenizer.pad_token = tokenizer.eos_token
model = MambaForCausalLM.from_pretrained("ArthurZ/mamba-130m", vocab_size=50280, num_hidden_layers=24, torch_dtype=torch.float32)
model.config.use_cache = True
input_ids = tokenizer("Hey how are you doing?", return_tensors= "pt")["input_ids"]
out = model.generate(input_ids, max_new_tokens=10)
print(tokenizer.batch_decode(out)) |
[
0.022758989,
0.01090229,
0.020864854,
0.013743493,
-0.0062256847,
-0.044578254,
0.020380309,
-0.017267466,
0.009661558,
0.02176053,
0.0021584332,
-0.018677054,
0.032126885,
-0.05253656,
-0.028837843,
0.005711772,
0.024550343,
-0.017326199,
-0.053417552,
0.00207584,
-0.023772132,
0.01372881,
-0.07341609,
-0.041436043,
-0.012414661,
0.003430367,
0.04839589,
-0.02234786,
0.051743664,
0.02412453,
-0.014675877,
-0.038293835,
0.018721104,
-0.024153896,
-0.020673972,
0.026899656,
0.03708981,
0.013112115,
-0.0468101,
-0.071125515,
0.0052345674,
-0.0341238,
0.020174744,
-0.037119176,
-0.027296104,
0.0050473567,
0.014462971,
-0.00022208369,
0.0052308966,
-0.056089897,
-0.022318494,
0.034417465,
0.013009332,
0.0075141373,
-0.03826447,
-0.00074150256,
-0.013831592,
-0.009566117,
0.024594393,
-0.0019363496,
0.047544263,
0.019323116,
-0.010094713,
-0.022773672,
-0.0017060065,
0.011240005,
-0.019029452,
-0.0033551157,
-0.0081418445,
-0.015681678,
-0.049188785,
0.018677054,
0.0152411815,
-0.054592207,
-0.025871832,
-0.018177826,
-0.0036065658,
0.007576541,
-0.002029955,
0.012833133,
-0.0044306614,
0.0556494,
0.047837928,
-0.00684238,
-0.03644375,
-0.041259844,
0.038352568,
-0.018926669,
0.016973801,
-0.038969263,
0.012047581,
0.018603638,
-0.023669349,
0.023096703,
0.023684032,
0.02440351,
-0.0053336793,
0.050422173,
-0.015857877,
0.018544905,
0.03494606,
0.073298626,
0.008494242,
0.049100686,
-0.04487192,
0.025475385,
0.020615239,
-0.019469948,
0.015608261,
-0.045811642,
0.000632755,
-0.004867487,
0.019778296,
-0.009154987,
-0.007290218,
0.037970804,
0.019440582,
0.01619559,
-0.022494692,
-0.033242807,
0.008920056,
-0.032772943,
-0.01806036,
-0.06707294,
-0.0016234134,
-0.008714491,
0.0027402558,
0.034916695,
-0.03708981,
0.008413484,
-0.0011076654,
-0.035504024,
0.02394833,
0.052654024,
-0.027619135,
-0.025725,
0.0033661278,
-0.0029531624,
0.016327739,
-0.002659498,
-0.010961023,
0.015608261,
-0.0063982126,
0.09121215,
0.0031789169,
0.022289127,
0.0042728167,
-0.013170848,
-0.06883493,
-0.00088558166,
-0.0064532747,
-0.00010668276,
-0.023669349,
0.012304538,
-0.03247928,
-0.006970858,
-0.005128114,
0.041935273,
0.0057448093,
0.019367166,
0.015975343,
0.025431335,
-0.00652302,
0.04830779,
-0.056941524,
0.01920565,
-0.004981282,
-0.026077397,
-0.009991931,
-0.056589127,
-0.0022153307,
-0.017355565,
0.002736585,
-0.01615154,
0.0344762,
0.00065799174,
0.03397697,
-0.016768236,
0.006761622,
0.016489254,
0.001806036,
0.0038102954,
0.028588228,
0.043491695,
-0.021422816,
-0.028162414,
0.01829529,
-0.008949422,
-0.017707963,
-0.004173705,
-0.006673523,
0.04889512,
-0.04302183,
0.017003167,
0.019425899,
-0.023287585,
-0.01715,
-0.018853253,
0.024961472,
-0.041406676,
-0.042082105,
0.044754453,
-0.025431335,
-0.0029898705,
-0.028529495,
-0.0010526032,
0.015020933,
-0.0020538152,
-0.013523244,
0.03949786,
0.050892036,
-0.002002424,
-0.03923356,
-0.006148598,
0.049981676,
-0.039262928,
0.0017702456,
0.0042397794,
-0.008853981,
-0.017986944,
0.022098245,
0.047133133,
0.052066695,
0.025431335,
-0.0024337436,
-0.009177011,
-0.021584332,
0.037060443,
-0.027017122,
0.0013196543,
0.021217251,
0.050480906,
0.008978789,
0.038939897,
0.03165702,
0.041436043,
0.0063872,
0.013604002,
0.0095808,
0.013310338,
-0.017575813,
0.035680223,
0.052888956,
0.027442936,
-0.0149622,
-0.024520976,
0.010806849,
0.022010146,
0.036649313,
0.009588142,
-0.06536969,
0.06959846,
-0.0022446972,
0.0060237907,
-0.030687928,
-0.015050299,
0.010351669,
0.051743664,
-0.03967406,
0.01231188,
-0.027354836,
-0.0060604988,
-0.0011498795,
0.031715754,
0.037530307,
0.05738202,
-0.021129152,
0.0074737584,
0.038147002,
-0.0859262,
-0.017326199,
-0.034769863,
-0.10472072,
0.003074299,
0.012994649,
-0.0022740636,
0.032126885,
-0.058820974,
-0.033653937,
-0.030041866,
-0.01596066,
0.02139345,
-0.044313956,
0.011144564,
0.045782275,
-0.008156528,
-0.014976883,
0.0029164543,
-0.03033553,
-0.0014251899,
0.017384931,
-0.038939897,
-0.018721104,
-0.008185894,
-0.00023814346,
-0.03758904,
0.0040305434,
-0.00775274,
-0.045811642,
-0.016856335,
-0.05447474,
-0.03462303,
-0.0014105067,
0.02408048,
-0.038704965,
-0.0007662805,
-0.022465326,
-0.022935187,
0.021789897,
0.06225685,
-0.023874914,
0.03353647,
0.0056163315,
0.011731892,
-0.017223416,
0.065898284,
0.042904366,
0.0041773757,
-0.018911986,
0.012840475,
-0.040760618,
0.005106089,
-0.01049116,
-0.04067252,
-0.03174512,
0.058909073,
0.006038474,
-0.09602825,
-0.033947602,
-0.048014127,
-0.051068235,
-0.020027911,
-0.025387285,
0.010682042,
0.053329453,
-0.00565671,
-0.0768226,
-0.018133776,
0.010344327,
0.010028639,
-0.012304538,
-0.019455265,
0.05688279,
0.009977248,
-0.017208733,
-0.03092286,
0.032508645,
-0.028338613,
0.021833947,
-0.010256228,
0.009184353,
0.002321784,
0.052624658,
-0.032126885,
0.00070617103,
0.050011043,
-0.050980136,
0.0015307256,
0.0051574805,
-0.020585872,
0.01040306,
0.041670974,
-0.01587256,
-0.025798416,
0.014529045,
-0.009889148,
0.017590497,
0.013589319,
0.058086812,
-0.049893577,
0.052125428,
-0.048219692,
-0.029630736,
-0.0061229025,
0.00574848,
-0.047837928,
0.04170034,
0.016768236,
0.041347943,
-0.027721917,
-0.050099142,
-0.0004652745,
-0.011122539,
0.032332446,
0.012289855,
0.013530586,
-0.028793793,
-0.025901198,
-0.041935273,
-0.049511813,
0.033565838,
-0.016900385,
-0.01008003,
-0.01833934,
-0.039380394,
-0.0017711633,
0.042845633,
0.03817637,
0.00091035955,
0.025446018,
0.021672431,
0.021290667,
0.019881079,
-0.0017766695,
0.0050877356,
-0.020394992,
-0.02663536,
0.06442997,
0.026650043,
-0.024227312,
-0.06889366,
-0.011188613,
-0.008780565,
0.009000814,
-0.012128339,
0.060553595,
-0.054210443,
0.0025236784,
-0.022098245,
0.0010168129,
-0.06707294,
-0.035562757,
-0.049570546,
0.025401969,
0.046868835,
-0.027119905,
-0.001587623,
-0.015329281,
-0.011981507,
-0.0122751715,
-0.07100805,
-0.049805477,
0.028030265,
0.017047217,
-0.037853338,
0.020071961,
0.044343323,
-0.014235381,
0.017384931,
-0.022920504,
0.039057363,
-0.0065523866,
-0.02248001,
-0.030276798,
-0.0030394264,
-0.00010674012,
0.00652302,
0.021716481,
0.0071140197,
-0.017384931,
0.031891953,
-0.0034909353,
-0.018368706,
-0.017208733,
0.02449161,
-0.0055575985,
0.02905809,
-0.004078264,
0.0078041307,
-0.008890689,
0.0018959707,
0.033360273,
0.025490068,
-0.020027911,
-0.015608261,
0.03215625,
0.011210638,
-0.009734974,
0.047368065,
-0.012678959,
-0.0041480092,
0.0212613,
0.024799956,
-0.019631464,
-0.04032012,
-0.02198078,
-0.011959482,
-0.028529495,
-0.026444478,
-0.014448288,
-0.040202655,
0.06102346,
-0.0040158606,
-0.011607084,
0.00010955058,
-0.0114529105,
-0.0039204196,
0.01441158,
-0.024653126,
0.0137875425,
-0.0017078419,
-0.015094349,
-0.036796145,
-0.03033553,
-0.086689726,
-0.020306893,
-0.05447474,
0.0344762,
0.04352106,
-0.04525368,
0.032420546,
-0.024829322,
-0.021320034,
0.024873372,
-0.027501669,
0.031069692,
-0.03538656,
0.039879624,
-0.00063688465,
0.018236559,
-0.0030999945,
-0.0016335081,
-0.0382351,
0.007950963,
-0.013038699,
0.0024025417,
-0.015784461,
0.017898845,
0.0020556506,
0.035592124,
-0.027296104,
-0.04246387,
0.008310702,
-0.004537115,
-0.019323116,
0.04880702,
0.00051024184,
-0.013170848,
-0.016856335,
-0.020086644,
0.016915068,
-0.051802397,
-0.028705694,
-0.030188698,
-0.018735787,
0.014279431,
0.029293021,
-0.00492622,
-0.0039828233,
-0.0015922115,
-0.02618018,
0.026400428,
-0.05194923,
-0.054034244,
-0.011974165,
0.0063431505,
-0.052330993,
0.027765967,
0.017032534,
0.009066888,
0.022553425,
0.052330993,
0.0006891936,
0.0064055542,
-0.029792251,
-0.024506293,
0.016445205,
0.00015440323,
-0.005487853,
0.029674785,
-0.04211147,
0.027707234,
-0.058057446,
0.015931293,
0.0028246841,
-0.037031077,
-0.031304624,
0.013662735,
0.050245974,
-0.012348588,
-0.00560899,
-0.012686301,
0.009345869,
-0.012209097,
0.009235744,
0.0024429206,
-0.048014127,
-0.04049632,
-0.040437587,
0.030570462,
0.024241995,
-0.007877547,
0.007943622,
-0.0033551157,
0.034593664,
-0.031128425,
0.01591661,
0.07476695,
0.003986494,
-0.0040452266,
-0.029909717,
0.043638527,
0.009507384,
0.02011601,
-0.021966096,
0.018354023,
-0.034769863,
0.036531847,
-0.014580436,
-0.019866396,
-0.030981593,
0.01195214,
0.07876079,
-0.015446747,
0.015388014,
0.012847817,
-0.053476285,
-0.010344327,
0.020703338,
-0.019352483,
-0.023214169,
-0.008707149,
-0.0073012304,
0.013435145,
0.027633818,
-0.038939897,
0.0062844176,
-0.0011728221,
0.076117806,
0.023757448,
-0.06202192,
0.011401519,
0.020174744,
-0.01756113,
-0.04228767,
0.003872699,
-0.009823074,
0.008861323,
0.0056787347,
0.0046545803,
0.0056126607,
-0.021628382,
0.0026631688,
-0.0026154483,
-0.013677418,
-0.002453933,
-0.013420463,
0.022245077,
-0.039204195,
-0.0032945473,
0.057264555,
0.005752151,
0.0015371495,
-0.015901927,
0.0036983357,
-0.008927397,
-0.0031770815,
0.05203733,
-0.033742037,
-0.0028577214,
0.038293835,
-0.0048748287,
0.03253801,
-0.00028311083,
0.027956849,
0.03388887,
-0.0055429153,
-0.015769778,
-0.009177011,
0.033947602,
0.008516267,
0.021202568,
-0.049570546,
0.000105019426,
0.018618321,
0.009595484,
-0.022744305,
-0.05456284,
0.036942977,
-0.061904453,
-0.005902654,
0.023272902,
0.017854795,
-0.0035239726,
-0.017722646,
-0.035915155,
-0.04816096,
-0.015079666,
0.012987307,
0.0031403734,
0.01222378,
-0.039556593,
-0.0007075476,
-0.08281335,
-0.023713399,
-0.02526982,
-0.021628382,
0.06566335,
0.03280231,
0.00022070714,
-0.053329453,
0.03940976,
0.0148006845,
0.005902654,
0.03183322,
-0.06272671,
0.013258947,
-0.0047904,
-0.0030908175,
0.031539556,
-0.024344778,
0.012957941,
-0.051802397,
0.04748553,
0.026282962,
-0.029204922,
-0.011790625,
0.037031077,
0.041994005,
0.0013719633,
-0.00221166,
-0.0004471499,
0.009118279,
-0.059378937,
-0.035592124,
0.03629692,
-0.011430886,
-0.0088686645,
0.022245077,
-0.0106747,
0.02312607,
0.020732705,
0.018647688,
0.006970858,
0.035092894,
0.0028210133,
0.0055612694,
-0.021334717,
-0.002745762,
0.04205274,
0.0010452616,
0.039262928,
0.0279128,
-0.051479366,
0.036531847,
0.020644605,
0.01769328,
-0.011886066,
0.025122987,
0.010138763,
0.062550515,
0.014279431,
-0.0056163315,
0.014903467,
0.004493065,
-0.047191866,
-0.01591661,
-0.05523827,
-0.045723543,
0.017326199,
-0.05917337,
-0.029248971,
-0.06454743,
-0.001397659,
0.0096542165,
0.0031495504,
0.005733797,
0.019499315,
0.037706506,
-0.0022557096,
0.034593664,
-0.055179536,
0.014697902,
-0.009500043,
-0.015020933,
0.0018959707,
-0.01596066,
0.03891053,
0.05532637,
0.015931293,
-0.0050877356,
-0.023155436,
-0.0013306667,
-0.016342422,
-0.020013228,
0.0106673585,
0.033830136,
-0.047279965,
0.004493065,
0.0131928725,
0.027677868,
0.012128339,
0.06519349,
-0.012554152,
-0.012172389,
-0.012656935,
0.0063651754,
0.013604002,
-0.034153167,
0.055678766,
0.03620882,
0.059408303,
0.014991567,
-0.0062330263,
-0.0041076303,
0.036355652,
0.026973072,
0.02180458,
0.020776754,
0.05309452,
0.028382663,
0.01240732,
-0.025783733,
0.026811559,
-0.017854795,
0.012289855,
0.008552975,
0.012605543,
0.004893183,
-0.0051391264,
0.012767059,
0.053211987,
-0.017810745,
-0.027428253,
0.0008378612,
0.01587256,
0.049012586,
-0.012333904,
-0.042816266,
0.005495195,
0.0031532212,
0.030981593,
-0.023889598,
0.019543365,
0.062550515,
0.0299244,
0.035239726,
0.027017122,
0.029704152,
0.0046545803,
0.027134588,
-0.043168664,
0.0045958473,
-0.033419006,
-0.036561213,
-0.002116219,
0.034740496,
-0.018647688,
0.031862587,
-0.0007947292,
-0.009345869,
0.05406361,
-0.05218416,
-0.0116437925,
-0.044049658,
-0.021334717,
-0.020409673,
-0.016973801,
0.07652894,
0.0071213613,
-0.061610788,
0.030805394,
-0.0342119,
0.013222239,
0.06231558,
0.002202483,
0.0011324433,
0.047514897,
-0.0010847228,
0.025284503,
-0.0033073951,
0.007958305,
-0.055179536,
-0.01090229,
0.022641523,
0.027575085,
0.001222378,
-0.039967723,
-0.029630736,
0.015784461,
0.021466866,
0.005568611,
-0.047191866,
-0.03891053,
-0.012532127,
-0.056001797,
0.013604002,
0.06284418,
-0.03732474,
-0.025240453,
-0.017355565,
0.0011737398,
-0.020997003,
-0.009448651,
-0.015182449,
0.02568095,
0.04087808,
0.0017729987,
-0.03101096,
-0.054797772,
0.02745762,
0.018207192,
-0.022230394,
-0.033419006,
0.038117636,
0.026605994,
0.021246618,
0.047691096,
-0.03488733,
-0.010190154,
0.031891953,
0.07500188,
0.0022703928,
0.08475154,
0.043844093,
0.007958305,
0.0384994,
0.03051173,
0.01970488,
-0.010153446,
0.000761692,
0.027310787,
0.009000814,
-0.018486172,
-0.018324656,
-0.03371267,
0.08298955,
0.012054923,
-0.043432962,
-0.028074315,
0.008839298,
-0.05177303,
0.0051171016,
-0.055297002,
-0.0015931292,
0.022553425,
-0.023963014,
-0.007921597,
-0.03183322,
0.25701508,
0.05488587,
0.0468982,
0.027428253,
-0.0066441568,
0.0035276434,
0.014602461,
-0.014433605,
0.0143601885,
-0.01883857,
0.005084065,
-0.033095974,
-0.012737692,
0.017502397,
0.0138829835,
0.03758904,
-0.08745325,
-0.05300642,
0.014822709,
-0.013743493,
-0.049130052,
0.0076866653,
-0.0011507972,
0.003347774,
-0.025446018,
0.0040672515,
0.022289127,
-0.002367669,
0.022318494,
-0.016973801,
0.018530222,
-0.014037157,
0.044842552,
-0.023272902,
-0.004456357,
0.034358732,
-0.016577354,
-0.018721104,
0.00036409794,
-0.026385745,
0.055297002,
0.006130244,
0.050892036,
-0.0060641696,
-0.013016674,
0.023610616,
0.00574848,
-0.022083562,
0.028529495,
-0.034916695,
0.026752826,
-0.035415925,
0.019513998,
-0.001363704,
-0.039556593,
-0.033360273,
-0.023845548,
-0.058497943,
0.019411216,
-0.019558048,
0.041024912,
0.0342119,
0.005898983,
-0.05491524,
-0.070949316,
0.032126885,
0.005006978,
0.021143835,
-0.015990026,
-0.024755906,
0.009823074,
-0.023302268,
-0.021877997,
-0.012539469,
0.026752826,
0.011379494,
0.012047581,
0.028632278,
0.03873433,
-0.047837928,
0.023272902,
0.009742316,
-0.0052492507,
-0.052830223,
0.022641523,
0.041024912,
-0.04205274,
0.020820804,
-0.002299759,
0.042405136,
-0.0045481273,
0.023434417,
-0.016503938,
0.040466953,
-0.053711213
] | Resources
A list of official Hugging Face and community (indicated by 🌎) resources to help you get started with CvT.
[CvtForImageClassification] is supported by this example script and notebook.
See also: Image classification task guide
If you're interested in submitting a resource to be included here, please feel free to open a Pull Request and we'll review it! The resource should ideally demonstrate something new instead of duplicating an existing resource.
CvtConfig
[[autodoc]] CvtConfig |
[
-0.006883191,
-0.01790043,
-0.0072070244,
0.0086608315,
0.015557802,
-0.00938429,
-0.0020205162,
0.010803646,
-0.00766177,
0.033513352,
0.0055017294,
-0.0028421583,
0.03569062,
-0.024983434,
-0.04288386,
0.013731931,
0.015268419,
-0.038033247,
-0.042332657,
-0.0136148,
0.010982789,
0.04448236,
-0.06950714,
-0.010018177,
-0.010645175,
-0.0043683113,
-0.005401823,
-0.018424077,
0.034450404,
0.03836397,
-0.012884451,
-0.046576947,
0.005791113,
-0.0009938942,
-0.05534113,
-0.009901046,
0.030812442,
-0.007503298,
-0.0069624265,
-0.057545956,
0.024142843,
0.015227078,
0.021111207,
-0.052557535,
0.0015097889,
-0.001407299,
0.031997535,
-0.019815873,
-0.009253379,
-0.0033055162,
-0.032107778,
0.015723165,
-0.01198874,
-0.032962147,
-0.0067626145,
-0.007834022,
-0.0017793634,
-0.020642683,
0.02904858,
-0.01798311,
-0.0028817763,
0.059640538,
-0.006989987,
-0.04326971,
0.030481718,
0.019691851,
-0.010996569,
-0.014923915,
0.020601342,
0.0017380229,
-0.029269064,
0.014317588,
0.0073861666,
-0.01777641,
-0.059144452,
0.019250887,
0.055892337,
0.00049866963,
0.04332483,
0.04944322,
-0.033678714,
0.020601342,
0.020725364,
0.010803646,
-0.04169877,
-0.047238395,
0.046301343,
-0.014786113,
-0.031859733,
-0.028800538,
-0.012946462,
0.014076435,
-0.011816489,
-0.0028369909,
0.03555282,
0.039108098,
0.023233352,
0.027959948,
0.0008380061,
0.009039786,
0.01619169,
0.0307022,
0.029544666,
0.017307883,
-0.042332657,
0.056939628,
0.032658983,
-0.03734424,
-0.009804585,
-0.07678306,
0.0024253083,
-0.007055443,
-0.004671475,
-0.011782038,
-0.00682807,
-0.028580055,
0.01785909,
0.004998754,
0.005780778,
-0.054321397,
0.005698097,
-0.00939807,
0.019857213,
-0.07325534,
-0.003493271,
-0.0338992,
0.036241826,
0.02984783,
-0.048699092,
-0.02469405,
0.007165684,
-0.020628901,
0.017252762,
0.03152901,
-0.04010027,
0.00848169,
-0.0031763273,
-0.018355176,
0.010011287,
0.0025803354,
0.036434747,
0.0139593035,
0.020918285,
0.07760987,
-0.01107925,
-0.0007936512,
0.004154719,
-0.016894478,
-0.060687833,
0.012160992,
0.0392459,
-0.027188258,
-0.02904858,
-0.0067729494,
-0.02124901,
-0.010376462,
-0.000020804815,
0.027822146,
0.018093353,
0.034533083,
-0.002483874,
-0.013394318,
-0.003748204,
0.020160377,
-0.02470783,
0.022916408,
-0.007331046,
-0.01615035,
-0.0047334856,
-0.025975605,
0.017707508,
-0.016453514,
0.018534318,
-0.0033020712,
0.07055443,
-0.02571378,
0.04081684,
0.016729116,
0.04023807,
0.03395432,
-0.018079571,
0.01364236,
0.013476999,
0.029103702,
0.018630778,
0.00008009719,
-0.0100801885,
0.007510188,
-0.0064697857,
0.009949277,
0.013125604,
0.05958542,
-0.018327614,
0.035855982,
-0.026113406,
-0.008709062,
-0.05195121,
-0.0037103086,
0.028690297,
-0.024046382,
-0.07904301,
0.06030199,
-0.030261235,
-0.02724338,
-0.010906998,
0.016922038,
-0.021758875,
0.019030403,
-0.025024774,
0.00933606,
0.049195178,
-0.014882575,
-0.038308848,
-0.011203271,
0.046246223,
-0.029241502,
-0.007179464,
0.0064491155,
-0.0048747323,
0.0130084725,
0.043876033,
0.046411585,
0.05291582,
0.013042923,
-0.008268097,
-0.019760752,
-0.03580086,
0.029710028,
0.0060012606,
0.012677749,
0.0058737937,
0.036930833,
-0.031198286,
0.05123464,
0.016784238,
0.019967454,
0.040375873,
0.012126543,
-0.012691529,
-0.0072139148,
-0.0057635526,
0.054348957,
0.031253405,
0.035387456,
-0.028332012,
-0.0025217696,
-0.01785909,
0.011706247,
0.009246488,
0.022392763,
-0.04933298,
0.037702523,
-0.017142521,
-0.0044165417,
-0.024749171,
-0.005949585,
-0.002466649,
0.016880699,
-0.03662767,
0.025162576,
0.014290027,
-0.030426597,
0.0027577549,
0.008633271,
0.014110886,
0.05106928,
-0.0088193035,
-0.0076273195,
0.009956167,
-0.06553845,
-0.015433781,
-0.047293514,
-0.08951593,
-0.005777333,
-0.016081449,
-0.0030867562,
0.03756472,
-0.01446917,
-0.012553727,
0.0011997353,
0.005711877,
-0.018052012,
-0.005291582,
0.02733984,
0.020146597,
0.009267159,
-0.06366435,
0.0121403225,
-0.06796376,
0.0013797387,
-0.014166006,
-0.011609786,
-0.04525405,
-0.0032228353,
0.009969947,
-0.035470136,
-0.015433781,
-0.0338992,
-0.028524935,
-0.004995309,
-0.050931476,
-0.052502416,
-0.028524935,
0.032190457,
-0.014124665,
-0.033871636,
0.021855336,
-0.037289117,
0.055837214,
0.06642038,
-0.020146597,
0.06134928,
0.018644558,
0.032741666,
-0.03569062,
0.09811475,
0.05870349,
-0.016549975,
-0.012154102,
-0.012670859,
-0.046604507,
0.017363004,
-0.02987539,
-0.045226492,
-0.03660011,
0.02213094,
0.0035070512,
-0.06956226,
-0.017638607,
-0.022089599,
-0.052750457,
-0.04324215,
-0.021882897,
0.022640806,
0.018865041,
0.0065800273,
-0.10103615,
-0.013463218,
0.0053191422,
0.026154747,
-0.032052655,
-0.0341748,
0.013284076,
0.010803646,
-0.015158178,
-0.015502682,
0.024087723,
-0.07419239,
-0.0035156638,
-0.030950243,
0.012098982,
0.012629518,
-0.0024425336,
-0.017363004,
-0.006511126,
0.029710028,
-0.04351775,
0.020752924,
0.03420236,
0.013979974,
-0.0042098393,
0.02050488,
-0.018107133,
-0.020601342,
0.014951475,
-0.04167121,
0.0005102966,
-0.006049491,
0.03761984,
-0.02297153,
0.0062561934,
-0.036379628,
-0.028690297,
-0.0030213005,
-0.008192306,
-0.009680564,
0.03844665,
0.008626381,
0.05892397,
0.009287829,
-0.056939628,
-0.0036517428,
-0.02641657,
0.037950564,
0.027408741,
0.008054504,
-0.03665523,
0.0058358987,
-0.064821884,
-0.031253405,
-0.0037206437,
0.03571818,
-0.008812414,
0.0017164914,
-0.053163864,
-0.03682059,
0.018658338,
0.027643004,
-0.0031935524,
0.02225496,
-0.020808045,
-0.02812531,
0.041175123,
-0.0019757308,
-0.024404665,
0.01616413,
-0.005729102,
0.044675283,
0.0373718,
-0.0039824666,
-0.046824988,
-0.009756355,
0.00076824403,
0.06382971,
0.0007936512,
0.034009438,
-0.04103732,
0.016053889,
-0.0072828154,
0.03739936,
-0.027408741,
-0.016632656,
-0.01777641,
0.002251334,
0.054128475,
-0.028469814,
0.0062493035,
0.0021393702,
0.018162252,
0.018368956,
-0.062286332,
-0.029434426,
-0.0028955564,
-0.03166681,
-0.023949921,
0.07540505,
0.054955285,
0.009156917,
0.034312602,
0.009570322,
0.017335443,
-0.022447884,
0.00015631871,
-0.028772978,
-0.022282522,
-0.016577534,
0.027780807,
0.02904858,
0.003109149,
-0.048313245,
0.017335443,
-0.050793678,
0.004268405,
-0.015075497,
-0.017211422,
-0.0023650203,
0.03500161,
-0.0149101345,
-0.0033830297,
-0.0128500005,
-0.01699094,
-0.022310082,
0.029599788,
-0.022103379,
-0.04434456,
0.03599378,
-0.0015235691,
0.04608086,
0.044592604,
0.00095772126,
-0.011658017,
0.046218663,
0.041588526,
-0.07760987,
0.0028766089,
-0.021400591,
-0.020739144,
-0.03513941,
-0.039383702,
0.022544345,
-0.05975078,
0.048285685,
-0.014965256,
0.010727856,
-0.041478287,
-0.01718386,
-0.014786113,
-0.00297996,
-0.010142199,
0.017721288,
-0.027491422,
-0.007489518,
-0.023646757,
-0.009990618,
-0.074467994,
0.0141935665,
-0.0752948,
0.036076464,
0.038005687,
-0.037978124,
0.01703228,
-0.049277857,
-0.047100592,
0.04343507,
-0.017611047,
0.0032572858,
-0.0027112467,
0.01106547,
-0.010431582,
0.006297534,
-0.050049547,
-0.00019475244,
-0.016467294,
-0.016825577,
-0.016398393,
0.02805641,
0.007889142,
-0.034863807,
-0.0034984385,
0.034395285,
-0.021014746,
-0.07077491,
0.0113479635,
0.052364614,
0.022833727,
-0.00037271032,
0.04100976,
-0.00554307,
-0.018437857,
-0.018065792,
0.0038102148,
-0.060412228,
0.0010584886,
-0.020987187,
-0.047651798,
0.028497374,
0.0035621717,
0.047321074,
-0.05368751,
-0.019250887,
-0.03753716,
-0.01617791,
-0.060081504,
-0.037978124,
-0.0037654291,
0.0000045451657,
-0.06399507,
0.07523968,
0.0019378352,
0.0031642697,
-0.0041340487,
0.037978124,
-0.0038274399,
0.01199563,
-0.04878177,
-0.025879143,
-0.023453835,
0.004106488,
-0.02479051,
0.0034019775,
-0.05523089,
-0.0070106573,
-0.061735123,
0.019223325,
-0.008192306,
-0.024253085,
-0.021524612,
-0.0042098393,
0.04010027,
-0.028745417,
0.02731228,
-0.018603219,
0.037895445,
-0.0037723193,
0.030895123,
-0.011196381,
-0.019788312,
-0.06212097,
-0.055065528,
0.043572873,
-0.026292548,
0.022516783,
0.034505524,
0.03326531,
0.055065528,
-0.0021118098,
0.0598059,
0.061735123,
0.012960242,
-0.0055017294,
-0.03753716,
0.055782095,
0.05787668,
-0.001450362,
-0.013532119,
-0.000870734,
0.030481718,
-0.0041202684,
0.0030213005,
-0.03208022,
-0.011596006,
0.010734746,
0.04092708,
0.012264344,
0.01718386,
0.0111137,
-0.059364937,
-0.009763245,
-0.0026509587,
0.0046645845,
0.003575952,
0.0154613415,
0.0077375607,
-0.007834022,
0.044730406,
-0.053963114,
-0.01959539,
-0.015516462,
0.041312926,
0.00467492,
-0.053522147,
0.02129035,
0.0142762475,
-0.0023701878,
-0.0512622,
-0.0058531235,
0.00026849782,
-0.01787287,
-0.0069555365,
0.0077375607,
-0.013973084,
-0.023109332,
-0.028883219,
0.0017776409,
-0.0041995044,
0.03329287,
0.00043967328,
0.034257483,
-0.05142756,
-0.01448295,
0.036241826,
-0.033458233,
-0.01019732,
-0.05892397,
-0.002688854,
-0.0065180166,
0.016425952,
0.055616733,
0.009976837,
0.030454157,
0.02907614,
-0.0038515553,
0.03420236,
0.0048230565,
0.042167295,
-0.0023133447,
0.0061218366,
-0.018176034,
-0.007882252,
0.03574574,
0.030481718,
0.00769622,
-0.036682792,
0.016453514,
0.06686135,
0.02383968,
-0.027725685,
-0.05886885,
-0.029379304,
-0.04688011,
-0.00082724035,
-0.004788606,
-0.015171958,
-0.005029759,
-0.0030040753,
-0.033651154,
-0.023963701,
0.0029713474,
0.009852815,
-0.023729438,
-0.03742692,
-0.02893834,
0.004836837,
-0.03409212,
-0.07226317,
-0.050490513,
-0.011871609,
0.03902542,
0.0066282577,
-0.030095873,
-0.03899786,
0.0359111,
-0.019471368,
0.010782977,
-0.006080496,
-0.034670886,
0.011010349,
-0.0051641157,
0.022764826,
0.0056085256,
0.057215232,
0.038143486,
-0.054321397,
0.04453748,
0.0048299464,
0.012987803,
-0.0042787404,
0.03761984,
0.005649866,
-0.01952649,
-0.012939571,
0.0065800273,
-0.00078417733,
-0.024253085,
-0.0038550003,
-0.0013427045,
-0.004609464,
-0.0031367093,
0.01278799,
-0.020284398,
0.044702843,
0.040954642,
0.015957428,
-0.021083647,
0.031391207,
-0.009701233,
-0.0015916086,
0.0085437,
0.01189917,
0.03519453,
-0.013277186,
0.05539625,
0.03555282,
-0.028800538,
0.015034157,
0.008254317,
-0.001493425,
-0.049773943,
0.021745095,
0.03172193,
0.036076464,
0.031418767,
0.02377078,
-0.00018527858,
0.03822617,
-0.01879614,
-0.015943646,
-0.030178554,
-0.02302665,
0.008826193,
-0.014979036,
0.0025372722,
-0.032796785,
-0.020243058,
0.008150966,
0.019237105,
0.02144193,
0.03660011,
0.015227078,
0.048120324,
0.023343595,
-0.0747436,
0.025314158,
0.017445685,
0.005639531,
-0.004433767,
-0.0026130632,
0.044757966,
0.05732547,
0.00089484925,
0.010755416,
-0.039108098,
0.018313834,
0.032824345,
0.011223942,
0.007896032,
0.030150995,
-0.008743512,
0.06669598,
-0.02907614,
0.010913888,
0.00018570921,
0.039328583,
-0.01025933,
-0.0045715687,
-0.009721904,
0.009901046,
-0.01960917,
-0.006728164,
0.044013835,
0.034450404,
0.008274987,
-0.00858504,
-0.005481059,
-0.0062665287,
0.06382971,
0.05115196,
0.043876033,
-0.01777641,
0.058427885,
0.030040752,
-0.008461019,
0.008357668,
0.04754156,
-0.026678393,
-0.00023404743,
0.030757321,
-0.044151638,
0.01707362,
-0.009715014,
0.03863957,
0.008123405,
-0.008619491,
0.00018387903,
-0.03841909,
0.00026440684,
0.027918607,
-0.035883542,
-0.02731228,
-0.013966193,
0.0026767964,
0.029269064,
-0.0050125336,
0.03414724,
-0.013683701,
-0.0037103086,
0.041946813,
-0.00078116293,
0.03979711,
0.0018224263,
0.026637053,
-0.050903916,
0.00256311,
-0.012229893,
-0.034312602,
-0.032218017,
0.0068590753,
-0.04180901,
0.027601663,
0.020863164,
-0.046301343,
0.024873191,
-0.032907028,
0.031969976,
-0.064821884,
-0.010769197,
-0.021042306,
0.035415016,
0.052144133,
-0.027725685,
-0.05106928,
0.0563333,
-0.047265954,
-0.0024149732,
0.042746063,
0.041505847,
-0.012457266,
0.07805084,
0.001874102,
0.013828392,
-0.015654264,
0.05371507,
-0.042746063,
-0.0067867297,
0.0034915484,
-0.012987803,
0.006735054,
-0.0049815285,
-0.020132815,
0.012002521,
0.010789867,
0.023495175,
-0.0030988138,
-0.032135338,
0.015171958,
-0.03246606,
0.016301932,
0.072759256,
-0.040679038,
0.030950243,
0.0060977214,
-0.03982467,
-0.044565044,
-0.008378338,
-0.013869733,
0.048313245,
0.010321341,
0.019209545,
-0.017611047,
-0.033596035,
0.009818365,
0.057215232,
-0.0116649065,
-0.030013192,
0.07463335,
0.008626381,
0.017927991,
0.03761984,
0.01799689,
-0.0004715399,
0.043021664,
0.03919078,
0.03841909,
0.057545956,
0.054597,
-0.016577534,
0.02561732,
0.048037644,
-0.0153511,
-0.024625149,
0.0036104023,
0.00849547,
0.028097749,
-0.013311637,
-0.023660537,
-0.01949893,
0.065814056,
0.0077375607,
-0.023247132,
-0.03552526,
-0.0035191088,
-0.05881373,
0.008564371,
-0.026209867,
0.03252118,
-0.020876944,
-0.028635176,
0.011320403,
-0.054321397,
0.22224645,
0.045777697,
0.052502416,
0.038584452,
0.019981235,
0.016825577,
0.0001525507,
-0.05264022,
-0.038722254,
-0.04329727,
0.017156301,
-0.048037644,
0.00079322053,
0.026223648,
0.012719089,
0.02990295,
-0.06917641,
-0.04018295,
0.043104347,
-0.025424398,
-0.06928665,
0.041368045,
0.018906381,
0.009790805,
-0.028083969,
0.039686866,
0.032135338,
-0.015929867,
0.025066115,
-0.0030833113,
0.015723165,
-0.008901984,
0.05225437,
-0.015654264,
-0.037123755,
0.01963673,
-0.011223942,
-0.02214472,
0.020670243,
-0.008667721,
0.02904858,
0.015571583,
0.028304452,
-0.0002648375,
-0.040954642,
-0.0030488607,
-0.014813674,
-0.032190457,
0.044702843,
-0.023825899,
0.03155657,
-0.021111207,
0.031170726,
-0.025245257,
-0.09194124,
-0.011513325,
-0.026278768,
-0.06129416,
-0.00017795787,
0.014882575,
0.029544666,
0.020959625,
0.007999384,
-0.010424692,
-0.047348637,
0.026471691,
0.00057661365,
0.039080538,
-0.01784531,
-0.0009654726,
0.023701878,
-0.007882252,
-0.00032211127,
-0.0051572253,
-0.017142521,
0.0132427355,
-0.007585979,
0.055616733,
-0.0022048259,
-0.024735391,
0.02204826,
0.010934559,
-0.01871346,
-0.035359897,
0.012312574,
0.015171958,
-0.029186383,
0.043076787,
-0.017831529,
-0.004671475,
0.006745389,
0.036462307,
0.003837775,
0.007510188,
-0.0029179493
] | CvtModel
[[autodoc]] CvtModel
- forward
CvtForImageClassification
[[autodoc]] CvtForImageClassification
- forward
TFCvtModel
[[autodoc]] TFCvtModel
- call
TFCvtForImageClassification
[[autodoc]] TFCvtForImageClassification
- call |
[
0.026138563,
-0.0037891462,
0.013047463,
-0.025353098,
-0.0023945805,
-0.014414756,
-0.020218477,
0.0075346553,
0.0019327555,
0.065048225,
0.0110837985,
-0.03886602,
0.047244325,
-0.029818617,
0.00002788393,
0.022007594,
0.0031291365,
-0.029760435,
-0.07354289,
0.0062510003,
-0.00047182507,
0.042676985,
-0.06208091,
-0.036364168,
-0.032029558,
0.0067237346,
0.015229314,
-0.013934749,
0.08099028,
0.039855126,
-0.004327336,
-0.02715676,
0.02161486,
-0.018080264,
-0.026138563,
0.012145632,
0.038924206,
-0.004960072,
-0.04340427,
-0.035258695,
0.067317344,
0.005400079,
0.022182142,
-0.060044512,
-0.025934923,
-0.029964074,
0.04427701,
-0.044393376,
-0.033222303,
-0.032873206,
-0.032524113,
0.01658206,
-0.015505681,
-0.02792768,
-0.021527587,
-0.0148147615,
0.0015600228,
0.008014662,
-0.01776026,
0.0037855098,
0.005214622,
0.052073486,
0.025804013,
-0.04645886,
-0.03074954,
0.021411221,
0.0034164134,
-0.012203814,
-0.0059891785,
0.026240382,
-0.048931625,
0.023185793,
-0.043520637,
-0.0335714,
-0.05844449,
0.0042546075,
0.014880218,
0.02024757,
0.031098636,
0.05341169,
0.0059964512,
0.016407512,
-0.017978445,
0.008574671,
-0.055738997,
-0.039302394,
0.046109766,
-0.015418407,
-0.025658557,
-0.00965105,
-0.028974969,
0.008691036,
-0.04122242,
0.020625755,
0.036829628,
0.039855126,
-0.012000175,
0.0459934,
0.01776026,
0.022080323,
0.022283962,
0.07895388,
-0.023011245,
0.039535124,
-0.020800304,
-0.023680346,
0.026298566,
-0.039971493,
-0.053382598,
-0.058997225,
0.041396968,
0.0074473815,
0.017207524,
0.0075782924,
0.023156703,
0.018749366,
-0.022036685,
-0.0056073545,
-0.058153577,
-0.037324183,
-0.026022198,
0.011651079,
-0.016029324,
-0.018676637,
0.03380413,
-0.015723865,
0.030865906,
0.02161486,
-0.04125151,
-0.0080292085,
0.008312848,
-0.009621959,
-0.008211029,
0.067317344,
-0.03136046,
-0.022836696,
0.0010654702,
0.021076672,
-0.004912799,
-0.008174665,
0.014000204,
0.007349198,
-0.021774864,
0.07191378,
-0.0010318332,
0.01722207,
-0.02792768,
-0.014662032,
-0.0658046,
0.020000292,
-0.011454713,
0.00071591954,
-0.0065746414,
0.01809481,
-0.058793586,
0.0044727926,
0.0014936582,
0.05344078,
0.014589304,
0.010785612,
0.024451267,
-0.0024763998,
-0.04814616,
0.019709378,
-0.016000234,
0.0637682,
-0.028844059,
-0.0043855184,
0.00056137185,
-0.043927915,
0.006832827,
0.0008036481,
0.022094868,
-0.01658206,
0.07255378,
0.033425942,
0.069702834,
-0.023156703,
0.019142097,
0.0060546338,
0.004196425,
-0.005392806,
-0.003141864,
0.034153227,
-0.028087683,
-0.01129471,
-0.0018945731,
-0.0010627428,
-0.005025528,
0.0040546046,
0.0067637353,
0.035258695,
-0.0050618923,
0.03616053,
-0.02269124,
0.0072364695,
-0.014640214,
0.018662091,
-0.008698309,
-0.018996641,
-0.048495255,
0.053586237,
0.010996524,
-0.0046727955,
-0.03115682,
0.021643953,
0.030574992,
0.049426176,
-0.02333125,
0.044364285,
0.0066728247,
-0.0013100192,
0.0071673775,
0.025498554,
0.053498965,
-0.04622613,
-0.0362478,
0.022225779,
-0.025673103,
0.007774659,
0.010632883,
0.019476648,
0.010749248,
-0.018080264,
-0.009512866,
0.01096016,
0.0029527703,
0.033047754,
0.0056909923,
0.029731343,
0.018836638,
0.031273182,
-0.021760318,
0.019142097,
0.03159319,
0.0018927549,
0.019985747,
0.04098969,
0.0112001635,
0.015534773,
0.009316499,
0.02155668,
0.026793119,
0.007694658,
0.0064619128,
0.010152875,
-0.03665508,
-0.010080148,
0.016000234,
0.012538365,
-0.015345679,
0.06865555,
0.00630191,
-0.03383322,
-0.035375062,
0.008640126,
0.0033036845,
-0.0007604656,
0.00015477499,
-0.011134708,
-0.044858836,
-0.016160237,
0.024567632,
-0.02538219,
0.019607559,
0.06324456,
0.009927418,
0.006090998,
-0.016334783,
-0.058357216,
-0.05088074,
-0.03397868,
-0.10292514,
-0.021091217,
-0.035084147,
-0.026778573,
0.00610918,
-0.028727692,
-0.0053018956,
0.001020924,
0.023083974,
-0.028174957,
-0.022371236,
0.0392733,
0.054604433,
-0.009156497,
-0.025222186,
0.036713265,
-0.024116715,
0.029993165,
-0.010349242,
-0.028611327,
-0.0067600985,
0.024567632,
0.00026591297,
-0.0062691825,
0.013178375,
-0.0068182815,
-0.04290972,
0.040669683,
-0.053324416,
-0.03313503,
-0.045877032,
0.03531688,
-0.048320707,
0.033920497,
-0.0014991128,
-0.018138446,
0.026327657,
0.02487309,
-0.054429885,
0.04273517,
-0.017672986,
0.052393492,
-0.01634933,
0.03008044,
0.027854953,
-0.015651138,
-0.044538833,
-0.008247393,
-0.016596606,
0.006072816,
-0.027331308,
-0.050211642,
-0.052917138,
0.06231364,
-0.008480124,
-0.06673552,
-0.018953005,
-0.046633407,
-0.06877191,
-0.0035218697,
-0.029527703,
0.038226012,
0.009687414,
0.019898472,
-0.03380413,
0.019185735,
0.009105587,
0.019709378,
0.011927447,
-0.04529521,
0.055709906,
0.04343336,
-0.011789263,
-0.006032815,
0.01668388,
-0.014734761,
0.03168046,
0.024611268,
-0.0085892165,
0.0510262,
0.018254813,
0.0038909658,
-0.030662267,
0.032262288,
-0.068364635,
-0.0016482059,
0.017105704,
0.0029382247,
0.014611122,
0.024814907,
-0.031767737,
-0.010443789,
-0.023840347,
-0.008203756,
0.014720215,
0.055709906,
0.03313503,
-0.028451325,
0.0051018926,
-0.01206563,
-0.044451557,
0.009025587,
0.011556532,
-0.031331368,
0.045644302,
0.014029296,
0.04776797,
-0.022327598,
0.01008742,
0.027098577,
-0.002781859,
0.02638584,
0.037062358,
0.049338903,
-0.06388457,
-0.0075710197,
-0.045498848,
-0.007320107,
-0.012349271,
0.007774659,
-0.05250986,
-0.0335714,
-0.030604083,
-0.030924087,
0.011774718,
0.030342262,
0.030778632,
-0.00068091904,
0.03552052,
-0.018036626,
-0.014829308,
0.014676578,
-0.0017963899,
0.01675661,
-0.027302217,
0.0017409346,
0.016698426,
-0.057717208,
-0.012334726,
-0.0034873236,
-0.034095045,
0.015825685,
-0.014909308,
0.031913195,
-0.011636534,
-0.012989281,
-0.032291383,
0.0073601077,
0.013869293,
0.025978561,
-0.03790601,
0.01247291,
0.02302579,
-0.046924323,
-0.006945556,
-0.048757076,
0.022822151,
0.027200397,
-0.008138301,
0.0058655404,
0.020189386,
0.0038691475,
-0.04098969,
0.032029558,
0.021847593,
-0.055709906,
0.0076582935,
-0.046778865,
0.015200222,
-0.029934982,
-0.01557841,
-0.025993107,
0.016116599,
0.0109674325,
-0.0021945776,
0.019287555,
-0.002190941,
0.0033345942,
0.0379351,
-0.032582294,
0.00834194,
-0.037644185,
-0.039680578,
-0.022938516,
0.0012209269,
-0.037265997,
0.016102053,
-0.007069194,
0.0013718383,
-0.0060073603,
0.028960424,
-0.0015454771,
-0.04386973,
0.004065514,
0.026953122,
0.001012742,
0.04407337,
-0.014647487,
-0.009178316,
0.020945761,
0.021803955,
-0.068830095,
-0.02813132,
-0.036509626,
-0.012247452,
-0.0023673072,
-0.020393025,
0.06283728,
-0.045498848,
0.052684408,
0.010691065,
-0.017207524,
-0.020727575,
-0.0041600605,
-0.02880042,
0.007425563,
-0.037789643,
0.009585595,
-0.00045023384,
-0.020756667,
0.042036977,
-0.018632999,
-0.036596898,
-0.0020073021,
-0.01799299,
0.019723924,
0.041309696,
-0.013382014,
0.039796945,
-0.009920144,
-0.037207816,
0.02789859,
0.0110837985,
-0.014967491,
-0.026764028,
-0.004520066,
-0.025571283,
-0.002992771,
-0.041513335,
0.00785466,
-0.0028509507,
-0.009003768,
-0.009832871,
-0.0059637236,
-0.004981891,
-0.032291383,
0.015432953,
0.043782458,
-0.04357882,
-0.07784841,
-0.012385636,
0.040873323,
-0.019476648,
0.016058417,
0.046604317,
0.0014927491,
-0.026807664,
-0.02407308,
0.00069819205,
-0.04075696,
0.026327657,
-0.009454683,
-0.012000175,
0.014691124,
0.012436545,
0.022414872,
-0.04494611,
-0.024887636,
-0.037556913,
-0.020858487,
-0.07331016,
-0.04814616,
0.025134912,
-0.0026473114,
-0.006101907,
0.065455504,
-0.031244094,
-0.029993165,
0.009694687,
0.045906126,
0.011061979,
0.037615094,
-0.03316412,
-0.022836696,
0.017920261,
0.018851185,
-0.013331104,
0.005363715,
-0.05146257,
0.031273182,
-0.03377504,
0.0046982504,
-0.0021545768,
0.0035182333,
0.0037636913,
-0.005661901,
0.019258464,
-0.016378421,
0.004494611,
-0.007294652,
0.014996583,
-0.0041491515,
-0.0068619186,
-0.009120133,
-0.022618512,
-0.045469753,
-0.0715065,
0.042095162,
-0.022051232,
-0.020465754,
0.014298391,
0.0010481972,
0.016203873,
-0.037847824,
0.04517884,
0.064931855,
0.04346245,
0.019622104,
-0.008123755,
-0.0035800524,
0.028945878,
0.027331308,
-0.047389783,
0.013527471,
-0.019680288,
-0.0071928324,
-0.04340427,
-0.05844449,
-0.02517855,
0.008036481,
0.04360791,
-0.017731167,
0.04337518,
0.0073601077,
-0.041571517,
0.006072816,
0.045062475,
0.011425622,
-0.032262288,
0.03991331,
0.0052218945,
0.0211494,
0.027942227,
0.0010472881,
-0.053702604,
-0.018254813,
0.093732275,
-0.02061121,
-0.0132511025,
0.018603908,
0.01668388,
-0.018385723,
-0.030836813,
0.005709174,
0.006785554,
0.0004818252,
0.018647546,
-0.0071419226,
0.019942109,
-0.044597015,
0.01072743,
0.02040757,
0.012247452,
0.01432021,
0.01247291,
-0.003001862,
-0.040233314,
0.01886573,
0.042240616,
-0.018894821,
-0.015389316,
-0.008923767,
0.013120191,
-0.018836638,
0.00042341527,
0.030342262,
-0.013018372,
0.0156075,
0.017643895,
0.020625755,
0.054109883,
0.0046873414,
0.010145603,
0.011454713,
-0.0059200865,
-0.05797903,
-0.0034345957,
0.039156936,
0.031244094,
0.03010953,
-0.040029675,
0.019869382,
0.028014954,
0.0181239,
-0.04360791,
-0.041891523,
0.006341911,
-0.043084264,
-0.02507673,
-0.0059637236,
0.017978445,
-0.00596736,
0.0022891243,
-0.01712025,
-0.031564098,
0.026065836,
0.036305986,
-0.023563981,
-0.037207816,
-0.047244325,
-0.0167857,
-0.048320707,
-0.020218477,
-0.01252382,
-0.036771446,
0.017818442,
0.0530335,
-0.014378392,
0.009818325,
0.026924029,
0.002460036,
-0.0014118388,
0.050473463,
-0.033222303,
0.0021509405,
-0.05431352,
0.019025732,
0.0064946404,
0.021207582,
0.02517855,
-0.04049514,
0.005018255,
0.012545638,
-0.009578322,
-0.010611064,
-0.008756491,
0.0204803,
-0.039826035,
-0.00091137696,
0.017600257,
0.01675661,
-0.058299035,
-0.043753367,
0.040204223,
0.013592926,
0.01698934,
0.022545785,
0.0046982504,
0.081223,
0.031331368,
0.04581885,
-0.014385665,
0.01933119,
0.03008044,
-0.0014445665,
0.024276718,
0.014458393,
0.020683939,
-0.056437187,
0.036073253,
0.034822326,
-0.05105529,
0.005934632,
-0.0020709394,
0.0014827489,
-0.03467687,
-0.01537477,
0.04529521,
0.027476765,
0.00417097,
0.023549436,
-0.034647778,
-0.008196483,
-0.014742034,
-0.018152993,
-0.058560856,
-0.022182142,
0.032145925,
-0.07127377,
0.051695302,
-0.028014954,
-0.017542074,
-0.0024018532,
0.05777539,
0.039535124,
0.02651675,
0.039593305,
0.012596548,
0.010334697,
-0.034298684,
-0.041833337,
-0.0075782924,
-0.013687473,
-0.041833337,
-0.038080554,
0.0114328945,
0.07377563,
-0.022749424,
-0.044480648,
-0.06853918,
0.013774747,
-0.0041782428,
0.003089136,
-0.02487309,
0.04794252,
-0.042473346,
0.036538716,
-0.023156703,
-0.009425593,
0.035142332,
0.069295555,
0.025484009,
0.0050073457,
-0.014560212,
0.022734877,
0.018400269,
0.0028654963,
0.036916904,
0.008865584,
0.031215,
-0.0031709555,
0.008298303,
0.028727692,
0.039156936,
0.03031317,
0.008989222,
-0.0071928324,
0.05038619,
0.047651604,
-0.03790601,
0.007927389,
0.042589713,
0.008021935,
-0.029149517,
0.021876683,
-0.039826035,
0.0015154767,
0.002914588,
0.054022606,
0.021469405,
0.039506033,
-0.011803809,
0.005810994,
-0.02648766,
0.034851417,
-0.012334726,
-0.04802979,
0.0030200442,
0.033891406,
0.0355787,
0.010581973,
0.040262405,
-0.016771154,
0.043986097,
0.070342846,
-0.029673161,
0.020436661,
-0.011716534,
0.0027418581,
-0.005454625,
0.045237023,
-0.0013900202,
0.012101995,
-0.010821977,
-0.049338903,
-0.020887578,
0.06528095,
0.015345679,
-0.024844,
0.05952087,
-0.028334958,
-0.025644012,
-0.06778281,
-0.009243771,
-0.044247918,
0.0080292085,
0.046284314,
-0.043287907,
-0.048320707,
0.021033034,
-0.04250244,
0.013491106,
0.028989514,
0.06330274,
-0.024174899,
0.05431352,
0.029280428,
0.0027527674,
0.030836813,
0.0028236776,
-0.025134912,
0.0047600693,
0.023243977,
-0.013222012,
0.032320473,
-0.030633174,
-0.07447381,
0.046895232,
0.008909221,
-0.008036481,
-0.01193472,
-0.009883781,
-0.03362958,
-0.028887695,
-0.013011099,
0.028960424,
-0.04608067,
0.02125122,
-0.009658323,
-0.008378305,
-0.05736811,
-0.008363758,
-0.03205865,
0.029934982,
0.0024091261,
-0.026604025,
-0.010007419,
-0.029571341,
-0.0019436647,
-0.0066000964,
0.016378421,
-0.043026082,
0.020785758,
0.017323889,
0.06365184,
0.01570932,
-0.024800362,
-0.031098636,
0.03616053,
0.049542543,
0.029934982,
0.058182668,
0.046924323,
0.017702077,
0.0055273534,
-0.005349169,
0.009447411,
0.030138621,
-0.023723982,
-0.006381911,
0.005105529,
-0.007992844,
-0.06173181,
0.017483892,
0.024727633,
-0.010654701,
-0.018312994,
-0.05928814,
0.019956656,
-0.049397085,
0.011803809,
-0.044771563,
-0.00041409695,
0.004545521,
-0.049251627,
-0.011120162,
-0.03400777,
0.2511164,
0.060917255,
0.040873323,
0.027229488,
0.0077528404,
0.020873033,
0.0379351,
-0.011621988,
-0.005018255,
-0.016087508,
0.010181967,
-0.010458334,
-0.010516517,
-0.014509303,
0.0039127846,
0.019491194,
-0.03205865,
0.02430581,
0.020189386,
-0.030924087,
-0.025964016,
0.013040191,
-0.012509273,
-0.03810965,
0.02155668,
-0.0063382746,
0.005523717,
-0.0068473727,
0.013491106,
-0.007094649,
0.006985557,
-0.02641493,
0.04992073,
-0.03648053,
-0.03269866,
0.06877191,
0.042182434,
-0.060800888,
-0.036364168,
0.028494962,
-0.027054941,
-0.0459934,
0.019287555,
-0.013149283,
-0.022123959,
-0.0033745947,
0.014982037,
-0.06289546,
0.017469347,
-0.05728084,
0.039156936,
-0.06330274,
0.004381882,
-0.034822326,
-0.029600432,
0.0077819317,
-0.05012437,
-0.028538598,
0.0020963943,
0.029687706,
0.022574876,
0.0011072889,
-0.011541987,
0.0072728335,
0.0040036947,
-0.0071273767,
0.00031205002,
0.027098577,
-0.017483892,
-0.018560272,
0.022298507,
0.0006368275,
0.024218535,
-0.010756521,
0.04119333,
0.017076613,
0.006501913,
0.029294973,
0.012043812,
-0.026778573,
-0.002294579,
-0.015563863,
-0.00060864526,
-0.039418757,
0.032291383,
0.028829511,
-0.027753133,
0.019985747,
-0.051113475,
0.013774747,
0.006727371,
0.030836813,
0.02202214,
0.013331104,
0.011571079
] |
DINOv2
Overview
The DINOv2 model was proposed in DINOv2: Learning Robust Visual Features without Supervision by
Maxime Oquab, Timothée Darcet, Théo Moutakanni, Huy Vo, Marc Szafraniec, Vasil Khalidov, Pierre Fernandez, Daniel Haziza, Francisco Massa, Alaaeldin El-Nouby, Mahmoud Assran, Nicolas Ballas, Wojciech Galuba, Russell Howes, Po-Yao Huang, Shang-Wen Li, Ishan Misra, Michael Rabbat, Vasu Sharma, Gabriel Synnaeve, Hu Xu, Hervé Jegou, Julien Mairal, Patrick Labatut, Armand Joulin, Piotr Bojanowski.
DINOv2 is an upgrade of DINO, a self-supervised method applied on Vision Transformers. This method enables all-purpose visual features, i.e., features that work across image distributions and tasks without finetuning.
The abstract from the paper is the following:
The recent breakthroughs in natural language processing for model pretraining on large quantities of data have opened the way for similar foundation models in computer vision. These models could greatly simplify the use of images in any system by producing all-purpose visual features, i.e., features that work across image distributions and tasks without finetuning. This work shows that existing pretraining methods, especially self-supervised methods, can produce such features if trained on enough curated data from diverse sources. We revisit existing approaches and combine different techniques to scale our pretraining in terms of data and model size. Most of the technical contributions aim at accelerating and stabilizing the training at scale. In terms of data, we propose an automatic pipeline to build a dedicated, diverse, and curated image dataset instead of uncurated data, as typically done in the self-supervised literature. In terms of models, we train a ViT model (Dosovitskiy et al., 2020) with 1B parameters and distill it into a series of smaller models that surpass the best available all-purpose features, OpenCLIP (Ilharco et al., 2021) on most of the benchmarks at image and pixel levels.
This model was contributed by nielsr.
The original code can be found here.
Usage tips
The model can be traced using torch.jit.trace which leverages JIT compilation to optimize the model making it faster to run. Note this still produces some mis-matched elements and the difference between the original model and the traced model is of the order of 1e-4.
thon
import torch
from transformers import AutoImageProcessor, AutoModel
from PIL import Image
import requests
url = 'http://images.cocodataset.org/val2017/000000039769.jpg'
image = Image.open(requests.get(url, stream=True).raw)
processor = AutoImageProcessor.from_pretrained('facebook/dinov2-base')
model = AutoModel.from_pretrained('facebook/dinov2-base')
inputs = processor(images=image, return_tensors="pt")
outputs = model(**inputs)
last_hidden_states = outputs[0]
We have to force return_dict=False for tracing
model.config.return_dict = False
with torch.no_grad():
traced_model = torch.jit.trace(model, [inputs.pixel_values])
traced_outputs = traced_model(inputs.pixel_values)
print((last_hidden_states - traced_outputs[0]).abs().max()) |
[
0.039228298,
-0.0076245335,
0.01509112,
-0.0037440625,
-0.021811048,
-0.031560685,
0.02980891,
0.028329954,
0.019427484,
0.048647683,
-0.0036722682,
-0.013403959,
0.055539917,
-0.005574812,
-0.018221343,
0.027927905,
0.019240819,
-0.036500122,
-0.05292661,
0.000120479475,
-0.027396629,
0.026693048,
-0.07466587,
-0.050801508,
-0.008493242,
-0.0026868943,
0.033570923,
-0.019858249,
0.0776525,
-0.017948525,
-0.032422215,
-0.034805782,
0.019930042,
-0.011939359,
-0.005528146,
-0.009096312,
0.029306352,
-0.0001917127,
-0.03224991,
-0.053127635,
0.019197743,
-0.022916676,
0.059732694,
-0.0277556,
-0.04881999,
-0.008076836,
0.019499278,
-0.016871614,
-0.013540368,
-0.04373697,
-0.00864401,
0.025601776,
-0.0023638208,
-0.0039953417,
-0.034346297,
-0.017704425,
-0.023261288,
-0.012973194,
-0.008988622,
-0.0014340872,
0.021552589,
0.028818153,
0.013497291,
-0.018451083,
-0.016469566,
0.010496298,
-0.036098074,
-0.033398617,
-0.009326054,
0.0063609574,
-0.03202017,
0.017230585,
-0.002387154,
-0.043191332,
-0.022686936,
0.0008018504,
-0.028229441,
-0.0107403975,
0.013971132,
0.05295533,
0.033915535,
0.046580013,
0.017618272,
0.013289088,
-0.030584287,
-0.034518603,
0.028803794,
-0.0065260837,
0.005574812,
-0.05002613,
0.0052302005,
0.023677696,
-0.034001686,
0.02933507,
0.029837629,
0.02168182,
-0.0023925384,
0.06449982,
0.0001937319,
0.028889947,
0.038050875,
0.07196641,
-0.03325503,
0.029162765,
-0.056085553,
-0.0032181707,
0.016742384,
-0.009031698,
-0.007265563,
-0.06656749,
0.021983353,
0.0013192167,
0.018408008,
0.0010293479,
-0.0020299782,
0.04040572,
0.0021412591,
-0.009433745,
-0.029665323,
-0.03552372,
0.0005940962,
-0.013648059,
-0.0358109,
-0.050715353,
0.025501264,
-0.014818302,
0.019183384,
0.027425347,
-0.03259452,
0.010438862,
0.012118844,
-0.015938291,
0.012190638,
0.05149073,
-0.00070178736,
-0.047671285,
-0.02227053,
-0.008486063,
0.0148326615,
-0.00075697905,
0.029076612,
0.013152679,
-0.012456276,
0.07437869,
0.012463456,
0.0218972,
-0.010252198,
-0.016024444,
-0.082247324,
0.01862339,
-0.035207827,
0.021825407,
-0.029191483,
0.03747652,
-0.029004818,
-0.004795846,
0.013202935,
0.038309332,
0.009074775,
-0.0011415263,
0.011286032,
0.015363938,
-0.017374173,
0.039831366,
-0.035006803,
0.033886816,
-0.0006842875,
-0.027482782,
0.03213504,
-0.050227154,
0.008249142,
-0.00049986644,
-0.009405027,
0.01836493,
0.01727366,
0.019614149,
0.058756292,
-0.043564662,
0.01898236,
0.0057040416,
0.018034678,
-0.012937297,
0.026391512,
0.018436726,
-0.019944401,
0.00018812298,
0.0075886366,
-0.012621403,
-0.015809061,
-0.0034532964,
0.005086612,
0.027655087,
-0.061513186,
0.0140860025,
0.010137327,
0.0061671133,
-0.011034753,
0.0020281833,
-0.022126943,
-0.06220241,
-0.051548164,
0.044885673,
-0.00082204246,
-0.0024086921,
0.021107467,
-0.020174142,
0.0333699,
0.01777622,
-0.020949518,
0.010905524,
0.024768965,
-0.023893077,
0.004174827,
0.0068850545,
0.03382938,
-0.04904973,
-0.0084645245,
0.015765985,
-0.03506424,
0.016211107,
0.018235702,
0.049365625,
0.032364782,
0.04540259,
-0.009448104,
-0.0039127786,
-0.00086691376,
0.023864359,
-0.033283744,
0.024639735,
0.010331172,
0.057894763,
0.0013622931,
0.05622914,
0.05039946,
0.029866347,
-0.0035484235,
0.047183085,
0.017862372,
0.02105003,
-0.010675783,
0.010323992,
0.026075618,
-0.0020227989,
0.016498284,
-0.024697172,
-0.013834723,
0.0037440625,
0.016598796,
0.047183085,
-0.076618664,
0.08575088,
0.0064507,
-0.012793709,
-0.0284879,
0.030785311,
0.014624459,
0.055597354,
-0.042214934,
0.01922646,
-0.023419237,
0.006730697,
-0.006949669,
0.03250837,
0.056286577,
0.05149073,
0.0016378029,
0.0033922712,
0.021394642,
-0.069956176,
-0.027181247,
-0.021279773,
-0.089599036,
-0.011156803,
-0.010359889,
-0.009340413,
0.030986335,
-0.06852029,
-0.043564662,
-0.02471153,
-0.009282977,
0.0015013942,
-0.022213096,
0.016512644,
0.0608814,
0.0056860927,
-0.01509112,
0.019499278,
-0.025774082,
0.009268618,
-0.020274654,
-0.0096706655,
-0.009419386,
0.019886967,
0.0053127636,
-0.011817309,
-0.00053307123,
-0.03334118,
-0.025242805,
-0.006195831,
-0.037562676,
-0.009060415,
-0.0045948224,
0.016656231,
-0.0608814,
0.028028417,
-0.0035717566,
-0.018422367,
0.0060450635,
0.05318507,
-0.024323842,
0.042042628,
0.014114721,
0.015622397,
-0.011881924,
0.072827935,
0.021251054,
-0.0067019793,
-0.045632333,
0.007610175,
-0.0057040416,
-0.012808068,
-0.023706412,
-0.04299031,
-0.05281174,
0.07931812,
0.005951731,
-0.08908212,
0.0034425273,
-0.036413968,
-0.0353227,
-0.005406096,
-0.01937005,
0.008335295,
0.0039163684,
0.030096088,
-0.06404034,
-0.03945804,
0.002166387,
0.009893227,
-0.003873292,
-0.046551295,
0.03833805,
0.036701147,
-0.013856262,
-0.031704277,
0.020719778,
-0.020317731,
0.05126099,
0.0050219973,
-0.0089240065,
0.026520742,
0.055913247,
-0.0013928056,
-0.0046199504,
0.06386803,
-0.05806707,
-0.033628356,
-0.0022417707,
-0.011939359,
-0.0076029953,
0.053500965,
-0.02396487,
-0.014129079,
-0.0014708816,
-0.034375016,
0.031158641,
0.026922788,
0.044598497,
-0.059215777,
0.04870512,
-0.01852288,
-0.03176171,
-0.0042430316,
0.022600783,
-0.047642566,
0.04382312,
0.03067044,
0.08012222,
-0.006766594,
-0.036327817,
0.018020319,
-0.023534106,
0.04548874,
-0.015909573,
0.04600566,
-0.03586833,
-0.014021388,
-0.036011923,
-0.031934015,
0.006339419,
-0.015708549,
-0.012578326,
-0.025400754,
-0.0040348284,
-0.03543757,
0.046838474,
0.011207059,
0.03672986,
0.03322631,
0.05100253,
0.023936154,
0.013956773,
0.03859651,
0.016010085,
-0.022715654,
-0.039400604,
0.0025899722,
0.036873452,
-0.0070322324,
-0.051203553,
-0.016096238,
-0.04879127,
-0.016972126,
-0.046580013,
0.029047893,
-0.04043444,
0.004663027,
-0.029464299,
-0.01655572,
-0.022773089,
-0.0020120298,
-0.04580464,
0.025888953,
0.063580856,
-0.04649386,
-0.0014439588,
-0.024668453,
-0.002873559,
-0.0066660824,
-0.029277636,
-0.014387538,
0.0028125339,
-0.0029058664,
-0.045833353,
0.027827393,
0.019800814,
-0.003395861,
0.0050686635,
-0.05668862,
0.03167556,
-0.014351641,
-0.0043363636,
-0.028789435,
-0.02215566,
0.02896174,
0.0042322623,
0.013604983,
0.00025486905,
0.008988622,
0.031187357,
0.016325979,
-0.027913546,
-0.033312462,
-0.011235777,
-0.028042777,
0.009390669,
0.0032899647,
0.03167556,
-0.0077322247,
0.018781338,
0.069611564,
0.03750524,
-0.0058117327,
-0.016182391,
0.042071342,
0.015407015,
-0.021968996,
0.025946388,
0.0011729362,
-0.008184528,
0.026161771,
0.017216226,
-0.0243382,
-0.04080777,
-0.0005940962,
-0.034432452,
-0.009218363,
0.0089240065,
0.014760868,
-0.041066226,
0.049853824,
0.0011352443,
-0.031905297,
0.0010356299,
-0.010166045,
-0.01374857,
-0.005564043,
-0.031790428,
-0.00888093,
0.007997863,
-0.013368062,
-0.018178267,
-0.03311144,
-0.0579522,
-0.005086612,
-0.02606126,
0.004042008,
0.05961782,
0.006791722,
0.03138838,
-0.008385551,
-0.005165586,
0.009584513,
-0.050112285,
0.01655572,
-0.050715353,
0.036959603,
-0.015105479,
0.022371043,
-0.009405027,
0.01448087,
-0.031072488,
0.0033132979,
-0.0033079132,
0.010029636,
0.0073947925,
-0.0052086622,
-0.033628356,
0.056889646,
-0.039486755,
-0.05585581,
-0.015493168,
-0.006766594,
-0.019341331,
0.021552589,
0.031560685,
-0.0014457537,
-0.038682662,
-0.037821133,
0.0063358294,
-0.052294824,
-0.015378296,
-0.03739037,
-0.002507409,
0.013949594,
0.0054886593,
0.01107065,
-0.01852288,
0.012255253,
-0.04210006,
0.028674565,
-0.040003672,
-0.03138838,
0.0062640356,
0.005319943,
-0.022485912,
0.017675707,
-0.00079646584,
-0.009081954,
0.019255178,
0.038424205,
-0.017216226,
0.018537236,
-0.03104377,
-0.021380283,
0.0411811,
0.0077250456,
0.00010213833,
0.005700452,
-0.05037074,
0.024611019,
-0.058871165,
0.044828236,
0.031129923,
-0.04175545,
-0.026291,
-0.018652108,
0.030986335,
-0.0016458798,
-0.02313206,
-0.012262433,
0.0032199654,
-0.01655572,
0.022213096,
-0.0060701915,
-0.047297955,
-0.025501264,
-0.033771947,
0.030699158,
0.012262433,
-0.029148405,
0.021093108,
-0.009196824,
0.0289761,
-0.06047935,
0.045230284,
0.07173666,
0.017618272,
-0.0039127786,
-0.023433594,
0.03566731,
-0.01083373,
0.027080735,
-0.056028116,
-0.004149699,
-0.04904973,
0.021581307,
-0.042444672,
-0.029665323,
-0.065878265,
-0.008536318,
0.07219615,
-0.023017189,
0.025285883,
0.019872608,
-0.063982904,
-0.017733144,
0.033771947,
-0.031101204,
-0.028315594,
-0.004903537,
0.0036830374,
0.012887041,
0.009340413,
-0.02557306,
-0.014430614,
0.00080095296,
0.09120723,
-0.017962884,
-0.045661047,
-0.01715879,
0.009677845,
-0.019269537,
-0.020159785,
0.01668495,
-0.007129154,
-0.0013174218,
0.016756743,
0.025242805,
0.037447803,
-0.051548164,
0.03006737,
0.011501415,
0.00014538306,
0.010819371,
-0.004978921,
0.020461319,
-0.023821283,
0.01997312,
0.024280766,
0.012966014,
0.0072547942,
0.0027730472,
0.022126943,
-0.03466219,
0.01253525,
0.045976944,
-0.03104377,
-0.0017867758,
0.05878501,
0.029234558,
0.03911343,
0.026937148,
-0.039601628,
0.0077896602,
-0.013676777,
-0.030641723,
-0.0052517387,
0.02980891,
0.021279773,
0.015507526,
-0.054793257,
-0.00766761,
0.016110597,
0.010553733,
-0.016455209,
-0.069956176,
0.023275647,
-0.06254702,
-0.006181472,
0.018465443,
0.008572216,
-0.009268618,
-0.012815247,
-0.051864058,
-0.052610718,
-0.022256171,
0.021107467,
-0.00584404,
0.010115789,
-0.054764543,
0.0006542238,
-0.056286577,
-0.01058963,
-0.019642867,
-0.020174142,
0.0649593,
0.015363938,
-0.01205423,
-0.015564961,
0.046436425,
0.016785461,
-0.007495304,
0.05585581,
-0.052323543,
0.0031104796,
-0.00693531,
-0.005915834,
0.010438862,
-0.00024252945,
0.013784467,
-0.03957291,
0.019772096,
-0.0008359526,
-0.036557555,
-0.011099368,
0.021107467,
0.029636605,
-0.035696026,
-0.014667535,
0.003639961,
-0.022787448,
-0.04212878,
-0.034748346,
0.032766826,
0.0014215232,
0.008442987,
0.04635027,
0.003605859,
0.05378814,
0.021409001,
0.023103341,
0.009685025,
0.016627515,
0.0015319067,
0.012492173,
0.021566948,
0.0006869798,
0.04052059,
0.011616286,
0.039831366,
0.04043444,
-0.024926912,
0.024165895,
0.029694041,
-0.00499328,
-0.0038661123,
0.021495154,
0.022184378,
0.053759422,
-0.015478808,
-0.020533113,
-0.012800888,
-0.0008951827,
-0.028846871,
0.0265351,
-0.07937556,
-0.028760718,
0.01886749,
-0.067945935,
0.011522953,
-0.055195305,
-0.006766594,
-0.0050578946,
0.019054154,
-0.0043758503,
-0.008715804,
0.020619266,
0.0047671283,
0.050255872,
-0.015363938,
-0.0049286652,
-0.031158641,
0.0019976709,
-0.029148405,
-0.034863215,
0.008421448,
0.04548874,
-0.004724052,
-0.0029884295,
-0.03494937,
-0.020102348,
-0.01497625,
-0.0011388339,
-0.02337616,
0.04577592,
-0.039257016,
0.019714661,
-0.008823495,
0.04333492,
0.009046057,
0.06656749,
0.005732759,
-0.0024284355,
-0.013569085,
0.007969146,
-0.006063012,
0.003833805,
0.042904157,
0.0039379066,
0.060077306,
0.0116809,
0.009584513,
0.043650813,
0.039055992,
0.03675858,
0.020920802,
0.013001912,
0.043421075,
0.05039946,
-0.024783324,
-0.003869702,
0.028172005,
-0.01751776,
0.0013353704,
-0.0049861004,
0.017316738,
0.00088261877,
0.03446117,
0.013174218,
0.056860927,
-0.021006955,
-0.017388532,
-0.00997938,
0.01899672,
0.038137026,
0.003869702,
-0.060192175,
0.013583444,
0.0044117477,
0.023031548,
-0.0061671133,
0.012915759,
0.04431132,
0.05318507,
0.030613005,
-0.01059681,
0.014904455,
-0.01302345,
0.02059055,
-0.044253886,
-0.00035897052,
-0.019283896,
-0.033886816,
-0.021566948,
0.009433745,
-0.038998555,
0.04324877,
0.013590624,
-0.028229441,
0.077882245,
-0.065820836,
-0.042559545,
-0.025630495,
-0.030613005,
-0.010668604,
-0.021739254,
0.04514413,
-0.024453072,
-0.030584287,
0.014760868,
-0.0275115,
-0.005190714,
0.03724678,
0.020518754,
-0.0039702137,
0.03799344,
0.021150542,
0.013619341,
0.028990459,
-0.009821434,
-0.068692595,
0.005783015,
0.026291,
0.021538232,
-0.017618272,
-0.03667243,
-0.042186216,
0.031015052,
0.06363829,
-0.011601927,
-0.05100253,
-0.017489044,
-0.014947532,
-0.030297112,
0.011357827,
0.041008793,
-0.028875588,
-0.013942415,
-0.013741391,
0.033628356,
-0.025300242,
-0.014732149,
-0.028157648,
0.033283744,
0.050543047,
-0.02788483,
-0.0277556,
-0.083740644,
0.01668495,
0.012334227,
-0.02204079,
-0.02020286,
0.048877425,
0.01522035,
0.015320862,
0.013195756,
-0.042329803,
-0.023103341,
0.022672577,
0.06857773,
-0.0040491875,
0.108035766,
0.031187357,
0.008249142,
0.014531126,
-0.007039412,
0.039831366,
0.003359964,
-0.00072556915,
0.01497625,
0.010891166,
-0.012140383,
-0.022428477,
-0.0039630346,
0.06668236,
0.005564043,
-0.028014058,
-0.03787857,
0.006063012,
-0.07144949,
0.0022920268,
-0.0462354,
-0.0045122593,
-0.010316812,
-0.03713191,
-0.001351524,
-0.049021013,
0.24559326,
0.033886816,
0.04126725,
0.013547547,
-0.01959979,
-0.004458414,
0.012377303,
-0.014351641,
-0.00273715,
-0.03130223,
0.012226536,
0.00047967435,
-0.005190714,
0.026118694,
0.018896207,
0.030498134,
-0.07041565,
-0.0019204923,
0.02666433,
-0.0022094634,
-0.025601776,
-0.0066624926,
0.0003188107,
-0.018350573,
0.007933248,
-0.021164902,
0.034978088,
-0.04359338,
0.025099218,
0.010582451,
0.059100904,
-0.019714661,
0.036471404,
-0.033168875,
0.00802658,
0.03704576,
-0.009921945,
-0.05134714,
-0.011659362,
0.017848013,
0.017474685,
0.003237914,
0.0486764,
-0.028057136,
-0.015981367,
-0.00006579256,
-0.009275798,
-0.0218972,
-0.0011657567,
-0.055712223,
0.039228298,
-0.07121975,
-0.0015543423,
-0.026319718,
-0.035954487,
-0.027626371,
-0.0061060884,
-0.04589079,
0.0061922413,
0.0019474151,
0.011781412,
0.017302379,
-0.009649128,
-0.042904157,
-0.03210632,
0.046781037,
0.016369056,
0.019614149,
-0.0024625377,
-0.040980075,
0.0012554993,
-0.008794777,
-0.0030638133,
0.004943024,
0.028200723,
0.027152529,
0.031072488,
0.0117598735,
0.0005846732,
-0.05292661,
0.01668495,
-0.0052625076,
-0.006195831,
-0.028459182,
0.020231578,
0.044971824,
-0.026118694,
0.012578326,
-0.028645847,
0.052696873,
0.023462312,
0.03250837,
-0.03773498,
0.005420455,
-0.013332165
] | Resources
A list of official Hugging Face and community (indicated by 🌎) resources to help you get started with DPT.
Demo notebooks for DINOv2 can be found here. 🌎
[Dinov2ForImageClassification] is supported by this example script and notebook.
See also: Image classification task guide |
Subsets and Splits