modelId
stringlengths 4
112
| sha
stringlengths 40
40
| lastModified
stringlengths 24
24
| tags
sequence | pipeline_tag
stringclasses 29
values | private
bool 1
class | author
stringlengths 2
38
⌀ | config
null | id
stringlengths 4
112
| downloads
float64 0
36.8M
⌀ | likes
float64 0
712
⌀ | library_name
stringclasses 17
values | readme
stringlengths 0
186k
| embedding
sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
quantresearch/tst_t1_base_20_1 | 3679868bb3aacb56997b36a02636aa3dad332051 | 2021-09-16T04:53:03.000Z | [
"pytorch",
"transformers"
] | null | false | quantresearch | null | quantresearch/tst_t1_base_20_1 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
quantresearch/tst_t1_base_20_2 | 9956f16c64a4e4582dd030229d76ffcd0665c860 | 2021-09-16T04:54:28.000Z | [
"pytorch",
"transformers"
] | null | false | quantresearch | null | quantresearch/tst_t1_base_20_2 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
quantresearch/tst_t2_reweight_10_2 | 76c59ea8cc9bb0c5390fcefebd5e164581006ee1 | 2021-09-16T09:36:55.000Z | [
"pytorch",
"transformers"
] | null | false | quantresearch | null | quantresearch/tst_t2_reweight_10_2 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rafagudinov/ru_rent_estate_ads | 86a3803bd2c2094fbe14505edb1af26b412a8556 | 2022-01-14T00:00:40.000Z | [
"pytorch",
"roberta",
"transformers"
] | null | false | rafagudinov | null | rafagudinov/ru_rent_estate_ads | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rafanegrette/t5_spa_gua | 097d3937eece017c1c63d0a2b3cfce5dff250f25 | 2021-11-21T17:53:33.000Z | [
"pytorch",
"mt5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | rafanegrette | null | rafanegrette/t5_spa_gua | 0 | null | transformers | ## Translator of Spanish/Wayuunaiki with T5 model ##
This is a finetuned model based on T5 using a corpus of spanish-wayuunaiki.
Wayuunaiki is the native language of the Wayuus, the major indigenous people in the north of Colombia.
| [
0.007360737770795822,
-0.0475742407143116,
-0.0003133598656859249,
-0.024769634008407593,
-0.04282795265316963,
-0.047008100897073746,
-0.032656580209732056,
-0.052135366946458817,
-0.0011152580846101046,
0.0502944141626358,
0.04837653785943985,
-0.057686202228069305,
-0.07808516919612885,
0.029417740181088448,
-0.045906566083431244,
-0.005306471139192581,
-0.011705816723406315,
-0.009046799503266811,
0.024336643517017365,
-0.026134280487895012,
0.058361444622278214,
0.026750242337584496,
-0.0076427944004535675,
0.05756186321377754,
0.03559309244155884,
-0.0007447800016961992,
0.027058979496359825,
-0.011739015579223633,
0.07102931290864944,
-0.04363645985722542,
-0.11396729201078415,
0.07576146721839905,
-0.05001705512404442,
-0.019120480865240097,
-0.09111429005861282,
0.03423880785703659,
-0.04231814667582512,
-0.015236048959195614,
-0.04491409286856651,
0.018826410174369812,
-0.08695796877145767,
0.012797323986887932,
0.01801133342087269,
0.017010267823934555,
0.08502054959535599,
-0.058815523982048035,
-0.07942287623882294,
0.05325176194310188,
-0.0374729223549366,
0.04738616570830345,
-0.06344076991081238,
-0.032467566430568695,
-0.06588869541883469,
0.03028080239892006,
-0.05578579381108284,
-0.04923355206847191,
0.030897289514541626,
-0.026076357811689377,
0.07278399169445038,
0.07687485218048096,
-0.008643927052617073,
0.03211698308587074,
-0.007328825071454048,
0.04238595813512802,
0.03425723686814308,
0.01231902465224266,
-0.03223102167248726,
0.04530223831534386,
-0.05951739102602005,
-0.01875070296227932,
0.0394703634083271,
-0.019615372642874718,
0.10651014000177383,
0.07696766406297684,
-0.030618034303188324,
-0.023959841579198837,
-0.013372913934290409,
-0.026239031925797462,
-0.007018925156444311,
-0.013559380546212196,
0.04880458116531372,
0.05879438295960426,
-0.011067247949540615,
-0.02135438472032547,
-0.019412968307733536,
0.017718730494379997,
-0.051507316529750824,
0.02395850047469139,
0.07266554981470108,
-0.049354054033756256,
0.017362816259264946,
0.0580819770693779,
-0.0057440041564404964,
-0.0407872349023819,
-0.04654631391167641,
-0.008678276091814041,
-0.014121071435511112,
0.03201943263411522,
-0.018950385972857475,
0.001947331242263317,
0.010204469785094261,
-0.028993140906095505,
0.03622948378324509,
-0.0754963606595993,
-0.06505367904901505,
-0.029301714152097702,
0.0020340997725725174,
-0.010197187773883343,
0.0857415422797203,
-0.030762450769543648,
-0.03190131112933159,
0.01968940906226635,
-0.10567982494831085,
0.03216489776968956,
0.025243069976568222,
-0.09935887157917023,
-0.023871449753642082,
-0.030999034643173218,
-0.025566689670085907,
-0.0066123646683990955,
-0.03654725104570389,
0.005963546689599752,
-0.028351925313472748,
-0.008616946637630463,
0.017579426988959312,
-0.05020618066191673,
0.021935569122433662,
6.1376495207442e-34,
0.08828938752412796,
0.030393680557608604,
0.0071848537772893906,
0.053683649748563766,
0.027419552206993103,
-0.05237855017185211,
0.007242798805236816,
-0.026668788865208626,
-0.12776023149490356,
0.0375332310795784,
-0.05590611696243286,
0.016365451738238335,
-0.1195666566491127,
0.07345005869865417,
0.05481314659118652,
0.0049739377573132515,
-0.08687382191419601,
0.0006260420777834952,
0.01509466115385294,
0.024862702935934067,
0.08872123807668686,
0.16546966135501862,
0.007247759960591793,
-0.01279594749212265,
0.035108938813209534,
0.09356503188610077,
-0.001515633543021977,
-0.09334586560726166,
-0.044188492000103,
0.01783004403114319,
-0.04471013322472572,
0.03330797702074051,
-0.06050759553909302,
-0.06343560665845871,
0.058527447283267975,
-0.09436169266700745,
0.10695741325616837,
-0.03441409766674042,
-0.05982954800128937,
-0.04186389222741127,
0.06610151380300522,
-0.00251846038736403,
-0.011413006111979485,
0.04202817752957344,
-0.02368408441543579,
0.046173304319381714,
0.02641916088759899,
-0.045547112822532654,
0.017124077305197716,
-0.044014595448970795,
-0.09146009385585785,
-0.05634450912475586,
-0.004508677404373884,
-0.02402629517018795,
-0.000029607115720864385,
-0.012276515364646912,
-0.0025649501476436853,
0.08861853927373886,
0.05121491849422455,
0.04609047248959541,
0.049942661076784134,
-0.030557146295905113,
0.09876743704080582,
0.0037225820124149323,
0.023881224915385246,
-0.012688376940786839,
-0.008540074340999126,
-0.01680959202349186,
0.1679908186197281,
-0.07907991856336594,
-0.044863391667604446,
-0.0059317294508218765,
-0.01113307848572731,
0.12092719972133636,
-0.005424684379249811,
0.045207422226667404,
0.002804758260026574,
-0.06365765631198883,
0.004485852550715208,
0.0011472260812297463,
-0.07012154906988144,
-0.04549885168671608,
-0.022244444116950035,
0.0519874282181263,
0.05343599617481232,
0.10819356143474579,
0.02649618126451969,
-0.0049928841181099415,
0.0035674916580319405,
0.03439396619796753,
0.007342228665947914,
0.042270831763744354,
0.031113214790821075,
-0.04679450765252113,
-0.006954176351428032,
-3.178448562547154e-33,
-0.03149368613958359,
-0.10538654029369354,
-0.02620110660791397,
-0.016786962747573853,
-0.05013679340481758,
-0.07566457986831665,
-0.048445649445056915,
0.07900086045265198,
0.014451183378696442,
-0.007824018597602844,
0.043547265231609344,
-0.08566255122423172,
0.08935634046792984,
0.007502871099859476,
0.04864451289176941,
-0.05409708619117737,
0.09691647440195084,
0.03303460776805878,
-0.019056834280490875,
0.05179104954004288,
-0.07105109095573425,
-0.08957468718290329,
-0.1479479968547821,
-0.05153993144631386,
0.007902707904577255,
0.08287302404642105,
0.008562346920371056,
0.004057863261550665,
-0.03856845945119858,
-0.036093782633543015,
-0.04605617746710777,
-0.017168477177619934,
0.046743880957365036,
0.01629876345396042,
-0.037569887936115265,
0.015782469883561134,
-0.043100014328956604,
0.009256390854716301,
0.026918446645140648,
0.06063925474882126,
0.034188009798526764,
0.11046992242336273,
-0.01554784458130598,
-0.0034569634590297937,
-0.07464561611413956,
0.03497591242194176,
-0.08243798464536667,
-0.05425868183374405,
-0.04587625339627266,
-0.05307561904191971,
0.14724712073802948,
-0.039397768676280975,
-0.0012972316471859813,
-0.0764322429895401,
0.041721127927303314,
-0.04400748759508133,
0.042416248470544815,
-0.10299556702375412,
0.008828834630548954,
0.0021372607443481684,
-0.009983282536268234,
-0.004605608526617289,
0.0418066680431366,
-0.025087691843509674,
0.0459214523434639,
0.06135977432131767,
-0.031281884759664536,
0.017581528052687645,
0.024568097665905952,
-0.04176783934235573,
0.057154688984155655,
-0.06503443419933319,
-0.06994370371103287,
0.04377898573875427,
-0.0059944759123027325,
-0.028113409876823425,
0.012245727702975273,
0.0212598517537117,
0.09814251214265823,
-0.06371090561151505,
0.01492284145206213,
-0.04054252430796623,
0.010494356043636799,
0.0032835877500474453,
0.05339789390563965,
-0.008477535098791122,
0.025349454954266548,
0.05286417901515961,
0.11452953517436981,
0.13862276077270508,
0.02626589685678482,
0.06010500714182854,
-0.050097737461328506,
0.023614829406142235,
-0.028795458376407623,
-3.5031277434427466e-8,
-0.05698268115520477,
-0.04327001795172691,
-0.017277533188462257,
0.012234657071530819,
-0.005416919477283955,
0.02123422548174858,
0.003064769087359309,
-0.03795582801103592,
0.026380840688943863,
0.02259531058371067,
0.03161304071545601,
-0.0004756376729346812,
-0.037026405334472656,
0.001176960184238851,
0.012301015667617321,
0.008194505237042904,
0.031196987256407738,
0.09529665857553482,
0.006448123138397932,
-0.03252321481704712,
-0.010528105311095715,
0.016373686492443085,
0.027481436729431152,
-0.04338861256837845,
0.01587364450097084,
-0.0008067648741416633,
-0.10723616182804108,
0.038058921694755554,
0.0681227371096611,
-0.10927098244428635,
-0.06393247842788696,
0.051749907433986664,
-0.1002819687128067,
-0.03444521129131317,
0.03221443295478821,
0.10290370881557465,
-0.059402842074632645,
-0.0727410688996315,
0.03731860592961311,
-0.03171106427907944,
0.07751726359128952,
0.005824768915772438,
-0.09469667822122574,
0.017623305320739746,
0.04467001184821129,
-0.05201340094208717,
0.029416615143418312,
-0.0924186185002327,
-0.0005452519399113953,
-0.018744705244898796,
-0.05441399663686752,
-0.006250313017517328,
-0.03336169570684433,
0.029349293559789658,
0.0036340467631816864,
-0.013010227121412754,
0.015808764845132828,
-0.02256711944937706,
-0.02012091688811779,
-0.027417482808232307,
0.004188369028270245,
0.05554433912038803,
0.05223125219345093,
-0.01502535492181778
] |
rafiulrumy/wav2vec2-large-xlsr-53-demo-colab | 9437b304e45ae0f9779188a7fb147c1d607f0579 | 2021-12-16T05:09:16.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"dataset:common_voice",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | rafiulrumy | null | rafiulrumy/wav2vec2-large-xlsr-53-demo-colab | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- common_voice
model-index:
- name: wav2vec2-large-xlsr-53-demo-colab
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-large-xlsr-53-demo-colab
This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the common_voice dataset.
It achieves the following results on the evaluation set:
- Loss: 6.7860
- Wer: 1.1067
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 1000
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:------:|:----:|:---------------:|:------:|
| 8.2273 | 44.42 | 400 | 3.3544 | 1.0 |
| 0.9228 | 88.84 | 800 | 4.7054 | 1.1601 |
| 0.1423 | 133.32 | 1200 | 5.9489 | 1.1578 |
| 0.0751 | 177.74 | 1600 | 5.5939 | 1.1717 |
| 0.0554 | 222.21 | 2000 | 6.1230 | 1.1717 |
| 0.0356 | 266.63 | 2400 | 6.2845 | 1.1613 |
| 0.0288 | 311.11 | 2800 | 6.6109 | 1.2100 |
| 0.0223 | 355.53 | 3200 | 6.5605 | 1.1299 |
| 0.0197 | 399.95 | 3600 | 7.1242 | 1.1682 |
| 0.0171 | 444.42 | 4000 | 7.2452 | 1.1578 |
| 0.0149 | 488.84 | 4400 | 7.4048 | 1.0684 |
| 0.0118 | 533.32 | 4800 | 6.6227 | 1.1172 |
| 0.011 | 577.74 | 5200 | 6.7909 | 1.1566 |
| 0.0095 | 622.21 | 5600 | 6.8088 | 1.1102 |
| 0.0077 | 666.63 | 6000 | 7.4451 | 1.1311 |
| 0.0062 | 711.11 | 6400 | 6.8486 | 1.0777 |
| 0.0051 | 755.53 | 6800 | 6.8812 | 1.1241 |
| 0.0051 | 799.95 | 7200 | 6.9987 | 1.1450 |
| 0.0041 | 844.42 | 7600 | 7.3048 | 1.1323 |
| 0.0044 | 888.84 | 8000 | 6.6644 | 1.1125 |
| 0.0031 | 933.32 | 8400 | 6.6298 | 1.1148 |
| 0.0027 | 977.74 | 8800 | 6.7860 | 1.1067 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.14.0
- Tokenizers 0.10.3
| [
-0.08686066418886185,
-0.05045764148235321,
-0.01303697656840086,
-0.02187666855752468,
0.012749860063195229,
0.055527377873659134,
-0.08465337753295898,
-0.05066686496138573,
-0.0365963838994503,
-0.11142204701900482,
-0.0001333007967332378,
-0.10712170600891113,
0.0024016564711928368,
-0.06908544898033142,
-0.07435757666826248,
-0.010053453035652637,
0.02854304201900959,
-0.04294411465525627,
-0.08215291798114777,
0.002020516898483038,
0.00758770015090704,
0.09114044159650803,
0.056710440665483475,
0.034141626209020615,
0.03685837984085083,
0.023204689845442772,
-0.06776716560125351,
0.056660089641809464,
0.06545459479093552,
-0.0447278656065464,
0.10852011293172836,
0.054450735449790955,
0.10087405145168304,
0.03176262974739075,
-0.02791638672351837,
-0.006130964029580355,
-0.02761484868824482,
-0.02746468596160412,
0.023987069725990295,
-0.06780711561441422,
0.0472773052752018,
0.008858827874064445,
0.0028163958340883255,
0.0611175037920475,
-0.040642544627189636,
-0.008530544117093086,
-0.0965341106057167,
-0.03167232498526573,
-0.03039153851568699,
0.013453268446028233,
-0.0762004628777504,
-0.09693899750709534,
0.07663489133119583,
0.05117730423808098,
-0.08049940317869186,
0.019764956086874008,
-0.020037906244397163,
0.014472635462880135,
0.039265021681785583,
0.003737262450158596,
-0.01450219564139843,
-0.014934125356376171,
-0.0375237762928009,
-0.018196484073996544,
-0.060292039066553116,
-0.038607873022556305,
-0.06562821567058563,
-0.01784002222120762,
0.057223252952098846,
-0.019647805020213127,
-0.032354049384593964,
0.07630741596221924,
0.016919942572712898,
-0.0013849964598193765,
0.04592278599739075,
0.03014698252081871,
0.001016139634884894,
0.009050070308148861,
0.05836720019578934,
-0.03133384883403778,
-0.013762890361249447,
-0.06700988858938217,
0.07605864852666855,
-0.06213299185037613,
0.058481521904468536,
-0.01195706520229578,
0.015458740293979645,
-0.04684150964021683,
-0.025884876027703285,
-0.035994239151477814,
-0.06321903318166733,
0.032153479754924774,
0.02749873325228691,
0.06735774874687195,
-0.02399243600666523,
0.09093567728996277,
0.0029994104988873005,
0.03541611507534981,
-0.027119822800159454,
0.10765381157398224,
-0.012972516007721424,
0.006482786498963833,
0.0338042788207531,
-0.011072361841797829,
0.006130707450211048,
-0.08215278387069702,
-0.02018759772181511,
0.0909426212310791,
0.09408552199602127,
-0.024460067972540855,
0.04985247552394867,
0.07247021794319153,
-0.048587195575237274,
0.02533603459596634,
0.0720728263258934,
0.08298526704311371,
-0.04214734584093094,
-0.023797830566763878,
-0.0027491063810884953,
0.031792040914297104,
-0.05706024169921875,
-0.02013491652905941,
-0.03932976722717285,
-0.05460570752620697,
-0.02699723094701767,
-0.07112404704093933,
-0.09437000006437302,
3.633666464084762e-33,
0.06550212949514389,
0.019606981426477432,
0.01391511969268322,
0.017519108951091766,
0.03087252378463745,
-0.0761868953704834,
-0.01947679929435253,
-0.02766244299709797,
0.019399140030145645,
-0.015927165746688843,
-0.07034062594175339,
0.012356881983578205,
-0.044380396604537964,
0.08605388551950455,
0.0012093718396499753,
-0.005454746074974537,
-0.04885471239686012,
0.018469136208295822,
0.004770264029502869,
0.006089561153203249,
0.1658533662557602,
0.008493862114846706,
0.009823397733271122,
0.009134624153375626,
0.06743191182613373,
0.06131434068083763,
0.04005923867225647,
-0.008821875788271427,
0.06038660928606987,
0.04897948354482651,
-0.06666983664035797,
-0.030441544950008392,
0.00735430559143424,
-0.0248724278062582,
0.02189546264708042,
0.032210446894168854,
0.01515069417655468,
0.05152811110019684,
-0.05653040111064911,
-0.05162786319851875,
0.053171563893556595,
0.00815708190202713,
-0.012086132541298866,
-0.0691056177020073,
-0.054743897169828415,
-0.059680890291929245,
-0.011467193253338337,
0.03862563520669937,
0.007754678837954998,
0.044248905032873154,
-0.07027151435613632,
-0.040841978043317795,
0.024671602994203568,
0.06325025111436844,
-0.019931569695472717,
-0.0642671287059784,
0.07410450279712677,
0.07278601825237274,
-0.03226478397846222,
-0.007829397916793823,
0.024596460163593292,
0.015462677925825119,
0.03827163577079773,
0.00703829899430275,
-0.037227559834718704,
-0.0328742153942585,
-0.06414352357387543,
-0.05013642832636833,
0.02265334688127041,
-0.0016490035923197865,
-0.019070573151111603,
0.006640905048698187,
0.03786933794617653,
0.0013327740598469973,
0.03192025423049927,
-0.07587635517120361,
-0.019168974831700325,
-0.0633186548948288,
-0.04720243066549301,
0.01594587229192257,
0.02238609455525875,
0.07906729727983475,
-0.04043202847242355,
-0.049074437469244,
-0.03692403808236122,
-0.07429712265729904,
0.011866149492561817,
-0.12797972559928894,
-0.02029033564031124,
0.031981561332941055,
-0.07248707860708237,
0.09966881573200226,
-0.06807590276002884,
-0.028273966163396835,
-0.05531790852546692,
-4.996703959083037e-33,
0.00224820664152503,
0.11140616238117218,
0.012292871251702309,
0.07253898680210114,
0.026707744225859642,
-0.009631277993321419,
0.1317794770002365,
0.14111585915088654,
-0.029870254918932915,
-0.060615699738264084,
0.0921262800693512,
-0.04581084102392197,
0.010637102648615837,
-0.022985579445958138,
0.05064455047249794,
0.011293115094304085,
-0.02281227521598339,
-0.009320772252976894,
0.016288142651319504,
0.03268909826874733,
0.015564915724098682,
0.08187364786863327,
-0.028989098966121674,
0.04424738138914108,
-0.01617046445608139,
-0.037426386028528214,
-0.005087862256914377,
0.09033296257257462,
0.05877942219376564,
-0.021595805883407593,
-0.06603285670280457,
-0.0015353281050920486,
-0.04117240011692047,
0.045347660779953,
-0.03830561414361,
0.018999921157956123,
0.03792067989706993,
-0.030845947563648224,
-0.004046439193189144,
0.03988727927207947,
0.041345734149217606,
0.05566379055380821,
-0.10411974042654037,
0.012271490879356861,
0.0047014555893838406,
-0.06276341527700424,
-0.0033429553732275963,
-0.025831658393144608,
-0.01226525567471981,
-0.05992705002427101,
0.049306534230709076,
-0.07920405268669128,
0.003912756685167551,
0.06339354068040848,
-0.05318019166588783,
-0.042605210095644,
0.02845909260213375,
-0.012441907078027725,
-0.0579032264649868,
-0.0026515356730669737,
-0.018881771713495255,
0.01156427338719368,
-0.12620820105075836,
-0.06334234774112701,
0.01653195731341839,
-0.011241727508604527,
-0.05548926070332527,
0.014317736029624939,
0.05262839049100876,
0.027936173602938652,
-0.027385925874114037,
0.041783127933740616,
0.026428908109664917,
0.017797036096453667,
-0.05371721088886261,
0.008127430453896523,
-0.09559129178524017,
-0.010472437366843224,
-0.03286219760775566,
-0.09230721741914749,
-0.038671236485242844,
0.06402574479579926,
0.06768728047609329,
0.00978196319192648,
0.12702396512031555,
0.10055292397737503,
0.06383410841226578,
0.024225736036896706,
-0.06005020812153816,
0.04878192022442818,
-0.010950352065265179,
0.04972721263766289,
-0.005345527548342943,
0.131066232919693,
0.03105315938591957,
-5.898477795085455e-8,
-0.05926720052957535,
0.0235025342553854,
-0.04076600819826126,
0.03153201937675476,
0.002358030527830124,
-0.0474681556224823,
0.0012551372637972236,
-0.029329566285014153,
0.01460849680006504,
0.028900742530822754,
0.025388890877366066,
0.010831748135387897,
-0.051248885691165924,
0.061172571033239365,
-0.008549596183001995,
-0.0044139958918094635,
-0.03141438588500023,
0.11407496780157089,
-0.05014420300722122,
-0.08944440633058548,
0.003791151801124215,
0.004225180018693209,
0.03544086590409279,
-0.011248446069657803,
0.08512917160987854,
-0.09053903818130493,
-0.07387074083089828,
0.07645862549543381,
-0.07179776579141617,
-0.0022243845742195845,
-0.03024921752512455,
0.05057018622756004,
0.001108514261431992,
-0.0811987966299057,
-0.002140074037015438,
0.06841597706079483,
-0.06847340613603592,
-0.025927770882844925,
0.0027412869967520237,
0.05234557017683983,
0.007928547449409962,
0.06847520917654037,
-0.07917876541614532,
-0.014915651641786098,
0.08306986093521118,
-0.05739288404583931,
0.007134412880986929,
-0.07550039142370224,
0.06670886278152466,
0.0371992290019989,
0.013758054003119469,
0.04275929182767868,
-0.040677472949028015,
-0.016854824498295784,
0.06546513736248016,
0.031545694917440414,
-0.07593687623739243,
0.03013915941119194,
0.030656445771455765,
-0.0025578036438673735,
0.035484448075294495,
-0.02104463241994381,
-0.023191863670945168,
-0.03688887134194374
] |
rafiulrumy/wav2vec2-large-xlsr-hindi-demo-colab | 9632da4365a55d7a913f77da1d5613b15a63fc96 | 2021-12-08T07:47:56.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"dataset:common_voice",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | rafiulrumy | null | rafiulrumy/wav2vec2-large-xlsr-hindi-demo-colab | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- common_voice
model-index:
- name: wav2vec2-large-xlsr-hindi-demo-colab
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-large-xlsr-hindi-demo-colab
This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the common_voice dataset.
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 30
- mixed_precision_training: Native AMP
### Training results
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.13.3
- Tokenizers 0.10.3
| [
-0.07893563061952591,
-0.0648098886013031,
-0.04376274347305298,
-0.02373029850423336,
-0.020795777440071106,
0.04250582680106163,
-0.07423526793718338,
-0.0909520760178566,
-0.0512516163289547,
-0.08889998495578766,
0.063706174492836,
-0.12283828109502792,
-0.018513908609747887,
-0.04664376378059387,
-0.03565550222992897,
0.0005341444630175829,
0.040105126798152924,
-0.06927435100078583,
-0.08442848175764084,
-0.03474408760666847,
0.001502434373833239,
0.060216374695301056,
0.07942672073841095,
0.0357133224606514,
0.03604436293244362,
0.02323717251420021,
-0.04301777854561806,
0.033858317881822586,
0.03544538840651512,
-0.050212960690259933,
0.1010994017124176,
0.06006067618727684,
0.07380430400371552,
0.029715415090322495,
0.007485869340598583,
0.0015397911192849278,
-0.030005628243088722,
-0.002612487180158496,
0.03554617613554001,
-0.06505809724330902,
0.042114440351724625,
-0.016634128987789154,
0.002660823054611683,
0.030982019379734993,
-0.0015721166273579001,
-0.011399591341614723,
-0.10569881647825241,
-0.03655624017119408,
-0.025646066293120384,
0.01349420566111803,
-0.09427101910114288,
-0.08813060820102692,
0.06750837713479996,
0.03591690957546234,
-0.06970161199569702,
-0.039272844791412354,
0.022329052910208702,
0.05450528860092163,
0.041591983288526535,
0.030920814722776413,
-0.05320684611797333,
0.004831039346754551,
-0.05652303621172905,
-0.004449194297194481,
-0.049256689846515656,
-0.056287236511707306,
-0.0653592199087143,
-0.011958956718444824,
0.05471029877662659,
-0.011287417262792587,
-0.026840241625905037,
0.07196560502052307,
0.0362282432615757,
-0.00247015617787838,
0.009485387243330479,
0.002525844145566225,
0.004995071794837713,
0.014770971611142159,
0.052331432700157166,
-0.05663803964853287,
-0.0018099058652296662,
-0.05436413362622261,
0.09968090802431107,
-0.05502151697874069,
0.039282627403736115,
0.010728534311056137,
-0.004349611699581146,
-0.04571020230650902,
-0.018133318051695824,
-0.07389795035123825,
-0.03468191996216774,
0.043978072702884674,
0.011613764800131321,
0.08802775293588638,
-0.02437828667461872,
0.0581323616206646,
0.01421169750392437,
0.014801619574427605,
-0.050631359219551086,
0.10161393135786057,
-0.02008458785712719,
-0.006468426901847124,
0.03522810712456703,
0.02069016359746456,
-0.034103550016880035,
-0.09257318824529648,
-0.014990639872848988,
0.07703603804111481,
0.09307849407196045,
-0.019327180460095406,
0.041582267731428146,
0.07937435060739517,
-0.04487293213605881,
0.013579226098954678,
0.04651419818401337,
0.07071846723556519,
-0.040931809693574905,
-0.014153877273201942,
-0.03317426145076752,
0.02313670516014099,
-0.08572949469089508,
-0.021609310060739517,
-0.05042766034603119,
-0.0675005316734314,
-0.043249379843473434,
-0.09268556535243988,
-0.0715433657169342,
2.6956818488720714e-33,
0.06651479750871658,
0.024379462003707886,
0.026686498895287514,
-0.0064479331485927105,
0.038418833166360855,
-0.0744231641292572,
0.013835201039910316,
-0.05794484168291092,
0.019099602475762367,
-0.036627259105443954,
-0.052716124802827835,
-0.021366950124502182,
-0.06485852599143982,
0.08741305768489838,
0.00009676447371020913,
-0.011439686641097069,
-0.03875557333230972,
-0.0075209434144198895,
0.011753285303711891,
-0.009081155061721802,
0.1609962284564972,
0.013845277950167656,
0.015697874128818512,
-0.008504546247422695,
0.031686652451753616,
0.06987670809030533,
0.07324791699647903,
0.01966143026947975,
0.04240531846880913,
0.06057870388031006,
-0.04418907314538956,
-0.011925488710403442,
-0.011488275602459908,
-0.0011155257234349847,
0.001951614860445261,
0.02132217027246952,
0.015770521014928818,
0.02127348631620407,
-0.06708285212516785,
-0.05173375457525253,
0.05470046028494835,
0.012346097268164158,
0.00819779559969902,
-0.06805408000946045,
-0.06029105186462402,
-0.04320933297276497,
-0.0027716257609426975,
0.04192802309989929,
-0.0020966059528291225,
0.07932534068822861,
-0.09115082025527954,
-0.004328113980591297,
0.02931576780974865,
0.03190230205655098,
-0.024942103773355484,
-0.03909289836883545,
0.08399015665054321,
0.0398847870528698,
-0.033010225743055344,
-0.008043975569307804,
0.023223603144288063,
-0.0188936498016119,
0.00765074510127306,
-0.00827157124876976,
-0.03439369052648544,
-0.04171448200941086,
-0.050273869186639786,
-0.06152375787496567,
0.051528725773096085,
-0.01402356568723917,
-0.02570303902029991,
0.004798542242497206,
0.040408264845609665,
0.01765919290482998,
-0.00545103382319212,
-0.0724874958395958,
0.01689223013818264,
-0.022507639601826668,
-0.04924693703651428,
0.019768094643950462,
0.032595109194517136,
0.07191521674394608,
-0.020363876596093178,
-0.03285876289010048,
-0.011480804532766342,
-0.0734805017709732,
0.0017522184643894434,
-0.1162760928273201,
-0.0039705755189061165,
0.056825194507837296,
-0.06523220986127853,
0.09619864821434021,
-0.058098241686820984,
-0.030293790623545647,
-0.028899040073156357,
-4.1680326043151424e-33,
0.05004125088453293,
0.12010861933231354,
-0.018902389332652092,
0.06742093712091446,
0.0318872444331646,
-0.003778584999963641,
0.10843471437692642,
0.14744779467582703,
-0.030588923022150993,
-0.05093492940068245,
0.07911375910043716,
-0.0032474128529429436,
0.04190642014145851,
-0.028496742248535156,
0.037368252873420715,
0.024869050830602646,
-0.0015045994659885764,
0.031362682580947876,
0.026521889492869377,
0.04222450032830238,
0.0010429017711430788,
0.08416669070720673,
-0.03151460736989975,
0.028885122388601303,
-0.0037283634301275015,
-0.04323253035545349,
-0.008516755886375904,
0.08519983291625977,
0.03739744797348976,
-0.018644610419869423,
-0.03418762981891632,
-0.03889060392975807,
-0.06461899727582932,
0.04179253801703453,
-0.04682451859116554,
-0.013252818956971169,
0.040548600256443024,
-0.03162582963705063,
0.008662817999720573,
0.07518961280584335,
0.017436634749174118,
0.07825852930545807,
-0.08199645578861237,
-0.005163419060409069,
0.009716765955090523,
-0.0589803121984005,
0.009875912219285965,
-0.04004916548728943,
-0.038368817418813705,
-0.08244021236896515,
0.04426313936710358,
-0.06084407866001129,
0.017379198223352432,
0.004789177794009447,
-0.03145737573504448,
-0.04887984320521355,
0.045164018869400024,
-0.00887073203921318,
-0.04790019616484642,
-0.039899930357933044,
-0.028554465621709824,
0.009210922755300999,
-0.09437570720911026,
-0.074576236307621,
0.0044156694784760475,
-0.006624528672546148,
-0.013073958456516266,
0.003550311317667365,
0.08903437852859497,
-0.013917126692831516,
-0.02475730888545513,
0.04683033376932144,
0.014187208376824856,
0.04326915740966797,
-0.07189548015594482,
-0.00427994504570961,
-0.12259796261787415,
0.021647417917847633,
0.003087754361331463,
-0.09092182666063309,
0.0069148303009569645,
0.04460608959197998,
0.07241085171699524,
0.0027320748195052147,
0.13562807440757751,
0.1002626046538353,
0.064333975315094,
0.034947771579027176,
-0.0416971780359745,
0.04408106580376625,
0.022200031206011772,
0.06995034217834473,
0.02690616063773632,
0.16695228219032288,
0.052864495664834976,
-5.4272693006396366e-8,
-0.05576694384217262,
-0.006234869826585054,
-0.031196022406220436,
0.03136586770415306,
0.012437994591891766,
-0.04195312783122063,
-0.00992670375853777,
-0.017198460176587105,
0.04164920374751091,
0.004429482389241457,
0.02431855909526348,
0.023252444341778755,
-0.06781606376171112,
0.07634764909744263,
-0.03859418258070946,
-0.005766792688518763,
-0.023390987887978554,
0.11859118193387985,
-0.04385588318109512,
-0.0901312604546547,
0.011266508139669895,
-0.003193057142198086,
0.0427338108420372,
-0.013503791764378548,
0.09113163501024246,
-0.06411123275756836,
-0.09261905401945114,
0.054463401436805725,
-0.06728871166706085,
-0.01376407127827406,
-0.0336630754172802,
0.035083621740341187,
0.013038333505392075,
-0.12423958629369736,
-0.002584243193268776,
0.0867537260055542,
-0.038654178380966187,
-0.04650351405143738,
0.027761194854974747,
0.04331964999437332,
0.03955776244401932,
0.057903993874788284,
-0.044661976397037506,
-0.010742445476353168,
0.08047191053628922,
-0.03862926736474037,
-0.010680869221687317,
-0.0966571569442749,
0.028756173327565193,
0.01790257915854454,
0.01001065969467163,
0.027210408821702003,
-0.018554214388132095,
-0.014247115701436996,
0.05462147295475006,
0.04371948167681694,
-0.08230242878198624,
0.024789759889245033,
0.03699545934796333,
0.030280908569693565,
0.0756576880812645,
0.014736026525497437,
-0.0403994619846344,
-0.024533119052648544
] |
rahulchakwate/albert-base-finetuned-squad | 374ffc1c2128dc039d4e0aaf566e543b16d48bbc | 2021-12-14T19:03:34.000Z | [
"pytorch",
"albert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | rahulchakwate | null | rahulchakwate/albert-base-finetuned-squad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rahulchakwate/albert-xxlarge-finetuned-squad | 1186f0c98573d7da2f9793a583e92d9bf9a64758 | 2021-12-13T04:04:51.000Z | [
"pytorch",
"albert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | rahulchakwate | null | rahulchakwate/albert-xxlarge-finetuned-squad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rahulchakwate/bert-finetuned-squad-cased | 2a1d1c467dcc0a6343079eec8a60e718a362e4d4 | 2021-12-10T01:31:27.000Z | [
"pytorch",
"bert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | rahulchakwate | null | rahulchakwate/bert-finetuned-squad-cased | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rahulchakwate/distilbert-base-finetuned-squad | f135643a04f048abda0c2242e29d4212d534f453 | 2021-12-14T19:07:25.000Z | [
"pytorch",
"distilbert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | rahulchakwate | null | rahulchakwate/distilbert-base-finetuned-squad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rahulchakwate/roberta-base-finetuned-squad | cf9c92a4f36b2b441d31e9c49d90d794d594c2ad | 2021-12-13T02:56:58.000Z | [
"pytorch",
"roberta",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | rahulchakwate | null | rahulchakwate/roberta-base-finetuned-squad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rahulchakwate/roberta-large-finetuned-squad | 1bf9a766200962d996bb73f236ec7ce8552043d5 | 2021-12-14T21:10:05.000Z | [
"pytorch",
"roberta",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | rahulchakwate | null | rahulchakwate/roberta-large-finetuned-squad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rajivratn/gupshup_e2e_mbart | 5f66adb8b3d10d5fd5d8f7f02e4c851d1ba9449d | 2021-11-06T17:42:01.000Z | [
"pytorch"
] | null | false | rajivratn | null | rajivratn/gupshup_e2e_mbart | 0 | null | null | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rajratnpranesh/DCS_sanskrit_albert | 2d6007c9028513123ee421480661a930b84aec7e | 2020-07-25T15:53:47.000Z | [
"pytorch",
"albert",
"feature-extraction",
"transformers"
] | feature-extraction | false | rajratnpranesh | null | rajratnpranesh/DCS_sanskrit_albert | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
ravinyu/codeparrot-small | d894cfc9317f54779b74a0fcd66cdc63f28ebba6 | 2022-01-23T06:53:10.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | false | ravinyu | null | ravinyu/codeparrot-small | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
ravinyu/codeparrot | 555ce5341da3dad37ee7c58cfa1627a28669274d | 2022-01-20T05:21:49.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | false | ravinyu | null | ravinyu/codeparrot | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
ravirajoshi/wav2vec2-large-xls-r-300m-hindi-lm-boosted | a257e1bb57514e7456e057cfffe7361a50267c22 | 2022-03-24T11:54:10.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"hi",
"transformers",
"generated_from_trainer",
"robust-speech-event",
"hf-asr-leaderboard",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | ravirajoshi | null | ravirajoshi/wav2vec2-large-xls-r-300m-hindi-lm-boosted | 0 | null | transformers | ---
language:
- hi
license: apache-2.0
tags:
- generated_from_trainer
- robust-speech-event
- hf-asr-leaderboard
model-index:
- name: wav2vec2-large-xls-r-300m-hindi
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-large-xls-r-300m-hindi
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7049
- Wer: 0.3200
| [
-0.03629060834646225,
-0.020409492775797844,
-0.056739989668130875,
-0.014750484377145767,
0.016363130882382393,
0.04985940828919411,
-0.0693279430270195,
-0.0831998661160469,
0.00282359984703362,
-0.06967361271381378,
0.07013695687055588,
-0.11374004930257797,
-0.0021296879276633263,
-0.034565333276987076,
-0.05516628921031952,
-0.02430536225438118,
0.015017426572740078,
-0.06728886812925339,
-0.08664162456989288,
-0.07225620746612549,
-0.058128900825977325,
0.0491555780172348,
0.06828673183917999,
0.026070846244692802,
0.039719779044389725,
0.006967105437070131,
-0.06655371189117432,
0.018604842945933342,
0.05936573073267937,
-0.06504087895154953,
0.08816540986299515,
0.05605615675449371,
0.09495748579502106,
0.009870634414255619,
-0.028130024671554565,
-0.033125221729278564,
-0.042634546756744385,
-0.0497712679207325,
0.006140066776424646,
-0.05278619006276131,
0.027488354593515396,
-0.0010926733957603574,
0.009700561873614788,
0.024856584146618843,
-0.004730408079922199,
-0.010597552172839642,
-0.088587686419487,
-0.04201254993677139,
-0.026568960398435593,
0.009424107149243355,
-0.07650838047266006,
-0.02590124122798443,
0.06072757765650749,
0.015029462985694408,
-0.08431553840637207,
-0.007235512137413025,
0.007787884678691626,
0.012166954576969147,
0.04018766060471535,
0.00782092660665512,
-0.043878622353076935,
0.024448810145258904,
-0.011873704381287098,
-0.0016281044809147716,
-0.04361022636294365,
-0.03648936375975609,
-0.06122106686234474,
0.006750817410647869,
0.034456297755241394,
0.007010319270193577,
-0.012143728323280811,
0.0388055294752121,
0.031346987932920456,
-0.00012337262160144746,
0.05728045478463173,
0.016935018822550774,
-0.023214897140860558,
0.009307397529482841,
0.0911625400185585,
-0.02311287261545658,
-0.0009119681199081242,
-0.10631123185157776,
0.07598449289798737,
-0.029571540653705597,
0.09738738089799881,
0.022555608302354813,
0.005783408880233765,
-0.06516185402870178,
-0.03800481930375099,
-0.036365192383527756,
-0.06753091514110565,
0.05090327188372612,
0.03515090048313141,
0.1205705925822258,
-0.06809506565332413,
0.06070214882493019,
0.012601261027157307,
0.037586137652397156,
-0.06533020734786987,
0.0944775864481926,
-0.03600560128688812,
-0.004475044086575508,
0.020730964839458466,
0.026007255539298058,
-0.04303744435310364,
-0.08474154025316238,
-0.019738368690013885,
0.052888136357069016,
0.06569036841392517,
-0.03997304290533066,
0.0360335111618042,
0.047535490244627,
-0.01721089705824852,
-0.009263557381927967,
0.029407214373350143,
0.0693790465593338,
-0.03711080923676491,
0.022093025967478752,
-0.022236211225390434,
0.001200117520056665,
-0.04212481901049614,
-0.0414714440703392,
-0.013060318306088448,
-0.06356494128704071,
-0.03520617634057999,
-0.01839221827685833,
-0.04874410852789879,
9.247902421376872e-34,
0.06400570273399353,
0.043470095843076706,
0.019482653588056564,
-0.010738800279796124,
0.0284874327480793,
-0.10712313652038574,
-0.020673012360930443,
-0.059441808611154556,
0.03438601270318031,
-0.045690495520830154,
-0.026945041492581367,
-0.034888219088315964,
-0.03361768648028374,
0.057427458465099335,
0.036661531776189804,
-0.03765939921140671,
0.016075409948825836,
-0.006648453418165445,
-0.032999392598867416,
0.009531990624964237,
0.14278210699558258,
0.0026167896576225758,
0.003590997774153948,
-0.05569397658109665,
0.08251286298036575,
0.07824843376874924,
0.054285142570734024,
-0.017786849290132523,
0.031677596271038055,
0.047952570021152496,
-0.029408620670437813,
-0.07441370189189911,
-0.040311548858881,
-0.051093049347400665,
-0.003195921890437603,
0.0068312399089336395,
0.008352255448698997,
0.0224920641630888,
-0.06842513382434845,
-0.054528169333934784,
0.018548788502812386,
0.005176987964659929,
-0.04974662512540817,
-0.10767578333616257,
-0.040350545197725296,
0.018106816336512566,
0.02070235088467598,
0.05511515587568283,
-0.016005637124180794,
0.07278648018836975,
-0.08379869908094406,
0.02641298621892929,
0.028148241341114044,
0.06034475937485695,
0.015590530820190907,
-0.05189330130815506,
0.10592687129974365,
0.04229072481393814,
-0.01354814413934946,
0.0048455605283379555,
-0.0020087221637368202,
-0.00030836163205094635,
-0.00739556597545743,
0.010531855747103691,
-0.01669570431113243,
-0.020144294947385788,
0.03108278475701809,
-0.11779528856277466,
0.04007162153720856,
-0.04326343163847923,
0.014282846823334694,
0.014909269288182259,
0.06075945869088173,
0.029987657442688942,
-0.02338508330285549,
-0.024589089676737785,
-0.021079499274492264,
-0.042290572077035904,
-0.03233465552330017,
-0.009646163322031498,
-0.01480087824165821,
0.050168707966804504,
0.033652350306510925,
-0.06499568372964859,
-0.0033698822371661663,
-0.057823508977890015,
0.02607392892241478,
-0.07585487514734268,
-0.034628987312316895,
0.05578712746500969,
-0.03283815458416939,
0.07904426008462906,
0.003025664249435067,
-0.017224540933966637,
-0.021049881353974342,
-1.577930902969044e-33,
0.009612062014639378,
0.07747667282819748,
0.01189397182315588,
0.03414086252450943,
0.02126975543797016,
-0.024969445541501045,
0.10684401541948318,
0.15949362516403198,
0.022117741405963898,
-0.08335591107606888,
0.12655013799667358,
-0.0016412108670920134,
0.01695067062973976,
-0.014546039514243603,
0.10027192533016205,
0.008469685912132263,
0.008748983964323997,
0.051014095544815063,
0.02595243602991104,
0.05922135338187218,
0.07005440443754196,
0.11056128889322281,
-0.054690565913915634,
0.058109357953071594,
-0.03807051107287407,
-0.022676311433315277,
0.02199254184961319,
0.05279406160116196,
-0.021333957090973854,
-0.04131856933236122,
-0.0021556310821324587,
-0.047249287366867065,
-0.061857178807258606,
0.020826635882258415,
-0.0432167612016201,
0.009283103048801422,
0.022021068260073662,
-0.002373836236074567,
-0.03832089155912399,
0.06800450384616852,
0.01125336904078722,
0.10556246340274811,
-0.06231829896569252,
-0.02732989937067032,
-0.01345375832170248,
-0.0348457507789135,
-0.01660751923918724,
-0.009399903938174248,
-0.013702375814318657,
-0.06901048123836517,
0.039022576063871384,
-0.038656920194625854,
0.05398371443152428,
0.017377331852912903,
-0.016301434487104416,
0.019859222695231438,
0.07386338710784912,
-0.05620167776942253,
-0.076234832406044,
-0.010486743412911892,
-0.021728452295064926,
-0.022291311994194984,
-0.08383696526288986,
-0.041415952146053314,
0.00880679301917553,
0.017943378537893295,
0.01911507546901703,
-0.0188858974725008,
0.07814008742570877,
-0.03070191666483879,
-0.0472877100110054,
0.04436628147959709,
-0.012205327861011028,
0.07258868962526321,
-0.053988486528396606,
0.0040992386639118195,
-0.12953880429267883,
0.034370917826890945,
0.03663797676563263,
-0.10002214461565018,
-0.06056924909353256,
0.04768267273902893,
0.0852198451757431,
-0.02299162559211254,
0.12391544878482819,
0.0354294516146183,
0.025699617341160774,
-0.02749025821685791,
-0.00005104231968289241,
0.041264403611421585,
0.017239652574062347,
0.04443594440817833,
0.02175285294651985,
0.12109614163637161,
0.03815029188990593,
-5.429339111628906e-8,
-0.09019693732261658,
-0.04052654653787613,
-0.047246381640434265,
-0.0010419904720038176,
0.0023430469445884228,
-0.016787266358733177,
-0.013360937125980854,
-0.05858111381530762,
0.055140357464551926,
0.008693477138876915,
0.032823123037815094,
-0.01167631521821022,
-0.08325161784887314,
0.0608634352684021,
0.00014415473560802639,
-0.0417279414832592,
0.020888730883598328,
0.14123979210853577,
-0.04158426821231842,
-0.13443230092525482,
0.040253158658742905,
0.033909015357494354,
0.05814734846353531,
-0.036977753043174744,
0.08978233486413956,
-0.042131174355745316,
-0.0807965025305748,
0.05225374549627304,
-0.03330261632800102,
-0.01029291283339262,
-0.04174729436635971,
0.027980385348200798,
0.036352816969156265,
-0.0522918775677681,
0.03258639946579933,
0.09411768615245819,
-0.04066726937890053,
-0.023259306326508522,
0.009915975853800774,
0.06475561857223511,
0.05929562821984291,
0.05222153291106224,
-0.07249950617551804,
0.002279134700074792,
0.093299001455307,
-0.027325313538312912,
-0.03639690950512886,
-0.11261305958032608,
0.0648437961935997,
-0.01949688047170639,
0.021079817786812782,
0.006795053835958242,
-0.00576655613258481,
-0.023118270561099052,
0.06543264538049698,
0.07416625320911407,
-0.0709988921880722,
0.05585094168782234,
0.020910780876874924,
-0.0058100251480937,
0.10074202716350555,
-0.019628608599305153,
-0.07036025822162628,
0.0008714799769222736
] |
ravirajoshi/wav2vec2-large-xls-r-300m-marathi-lm-boosted | 54b3f920a7567bd0948b77aec3c141c2cb45fa60 | 2022-03-24T11:58:30.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"mr",
"transformers",
"generated_from_trainer",
"robust-speech-event",
"hf-asr-leaderboard",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | ravirajoshi | null | ravirajoshi/wav2vec2-large-xls-r-300m-marathi-lm-boosted | 0 | null | transformers | ---
language:
- mr
license: apache-2.0
tags:
- generated_from_trainer
- robust-speech-event
- hf-asr-leaderboard
model-index:
- name: wav2vec2-large-xls-r-300m-marathi
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-large-xls-r-300m-marathi
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5656
- Wer: 0.2156
| [
-0.016967473551630974,
-0.04159335792064667,
-0.07161799818277359,
-0.019308751448988914,
0.019276516512036324,
0.0667349249124527,
-0.08852474391460419,
-0.07055104523897171,
0.009376849047839642,
-0.05844799801707268,
0.04540931060910225,
-0.10387900471687317,
-0.033913176506757736,
-0.021482344716787338,
-0.06554276496171951,
-0.01950373314321041,
0.016417749226093292,
-0.07407981902360916,
-0.05777045711874962,
-0.023544104769825935,
-0.05663374811410904,
0.05864544212818146,
0.04644070938229561,
0.018261097371578217,
0.04647814854979515,
0.031045403331518173,
-0.06776025891304016,
0.01791662909090519,
0.06667284667491913,
-0.0626804456114769,
0.101631760597229,
0.051181331276893616,
0.10466696321964264,
0.0014033346669748425,
-0.03922480717301369,
-0.0437568761408329,
-0.04426083341240883,
-0.06819875538349152,
0.010506737045943737,
-0.03690792992711067,
0.03104521334171295,
0.01776760071516037,
-0.0036694901064038277,
0.04111666977405548,
-0.02821807563304901,
-0.0020990679040551186,
-0.07267756015062332,
-0.04216223955154419,
-0.01752627082169056,
-0.0063180201686918736,
-0.09719278663396835,
-0.03225789964199066,
0.058482274413108826,
0.008681264705955982,
-0.08369304239749908,
-0.007952990010380745,
0.00568848242983222,
-0.006353185977786779,
0.04504600912332535,
-0.012477115727961063,
-0.022146105766296387,
0.010386236011981964,
0.00323568657040596,
-0.004224737640470266,
-0.049694161862134933,
-0.0431993268430233,
-0.08755964785814285,
-0.00024243902589660138,
0.03435996547341347,
0.02036677487194538,
-0.03064236231148243,
0.041930098086595535,
0.05287541076540947,
-0.007864469662308693,
0.041535697877407074,
0.03376581519842148,
-0.02918565832078457,
0.0031795792747288942,
0.09600101411342621,
-0.011313076131045818,
-0.007917845621705055,
-0.12495541572570801,
0.03746725991368294,
-0.00018812299822457135,
0.09001114219427109,
0.0027493739034980536,
0.04452540725469589,
-0.054011423140764236,
-0.0439472496509552,
-0.03310299292206764,
-0.06397975236177444,
0.06111995130777359,
0.036437854170799255,
0.11892504245042801,
-0.08677621185779572,
0.05531008169054985,
0.013822893612086773,
0.04991301894187927,
-0.06545480340719223,
0.09168262034654617,
-0.04214134067296982,
-0.0031333279330283403,
0.03156857565045357,
0.03185727447271347,
-0.06106606870889664,
-0.06837521493434906,
-0.04061053320765495,
0.040831856429576874,
0.07668457180261612,
-0.041157741099596024,
0.04344925284385681,
0.04615306481719017,
-0.019205283373594284,
0.016674404963850975,
0.016796110197901726,
0.08689016103744507,
-0.01988755166530609,
0.025875505059957504,
-0.025764232501387596,
0.023013656958937645,
-0.03006712906062603,
-0.050262078642845154,
0.00971759483218193,
-0.06489905714988708,
-0.023298906162381172,
0.0004888680996373296,
-0.06992233544588089,
7.694230415730938e-34,
0.05268498882651329,
0.057838570326566696,
0.00983602087944746,
-0.003956454806029797,
0.03606763109564781,
-0.10485141724348068,
-0.049932803958654404,
-0.053804513067007065,
0.06049749255180359,
-0.0374559611082077,
-0.0031534454319626093,
-0.019500410184264183,
-0.03742971643805504,
0.06488761305809021,
0.02167969010770321,
-0.03667512163519859,
0.02081644907593727,
-0.014576445333659649,
-0.045472364872694016,
0.023812131956219673,
0.15002773702144623,
0.004285582806915045,
-0.00571724958717823,
-0.03421078994870186,
0.0630905032157898,
0.07702062278985977,
0.07383249700069427,
-0.026391882449388504,
0.03399556130170822,
0.043381478637456894,
-0.017967941239476204,
-0.07824110984802246,
-0.048940036445856094,
-0.05795798450708389,
0.00977708026766777,
0.015899475663900375,
0.033788781613111496,
0.014467433094978333,
-0.0674796849489212,
-0.06174815818667412,
0.02299722656607628,
-0.024356434121727943,
-0.03356016054749489,
-0.0812593474984169,
-0.0351245254278183,
-0.006039677653461695,
0.016012631356716156,
0.06354182213544846,
-0.007413780316710472,
0.06323955208063126,
-0.08715937286615372,
-0.0018477357225492597,
0.025750782340765,
0.04850815236568451,
0.021951716393232346,
-0.06348936259746552,
0.06513696163892746,
0.059366822242736816,
-0.01329538132995367,
-0.006484362296760082,
0.009237771853804588,
-0.02697101980447769,
-0.006768160965293646,
0.002258847001940012,
-0.017725124955177307,
-0.02265547774732113,
0.053435083478689194,
-0.1365976780653,
0.050012148916721344,
-0.037821367383003235,
0.005681156180799007,
0.017348138615489006,
0.07126938551664352,
0.0366620272397995,
-0.03967907279729843,
-0.03059038147330284,
-0.015675123780965805,
-0.017151277512311935,
-0.01945769041776657,
-0.019246963784098625,
-0.02629959024488926,
0.06038650497794151,
0.021711263805627823,
-0.07206539809703827,
-0.007213168311864138,
-0.06612365692853928,
0.01814470812678337,
-0.0673188790678978,
-0.04978220909833908,
0.06445319950580597,
-0.028448956087231636,
0.07865321636199951,
0.009482735767960548,
-0.012189187109470367,
-0.029310259968042374,
-1.468243504712901e-33,
0.004274585749953985,
0.042637743055820465,
0.0019903890788555145,
0.04309676215052605,
0.025860778987407684,
0.007119360845535994,
0.11131086945533752,
0.1704227775335312,
0.02056916058063507,
-0.1008579432964325,
0.1226702407002449,
0.008274461142718792,
0.01812981441617012,
-0.022628890350461006,
0.10563240200281143,
-0.011893234215676785,
0.017180515453219414,
0.02855520509183407,
0.005362342577427626,
0.017239967361092567,
0.07697930932044983,
0.12482953816652298,
-0.024627570062875748,
0.07043607532978058,
-0.01653169095516205,
-0.0026468674186617136,
0.01960599422454834,
0.04819921776652336,
-0.04608486592769623,
-0.028177637606859207,
0.0020039754454046488,
-0.024504682049155235,
-0.06756119430065155,
0.019687937572598457,
-0.05882813408970833,
0.033628541976213455,
0.02021561935544014,
0.00040341075509786606,
-0.04964487627148628,
0.0698808878660202,
0.009330516681075096,
0.0876745730638504,
-0.05858457833528519,
-0.03337632864713669,
-0.026918819174170494,
-0.046416424214839935,
-0.023252291604876518,
-0.004063242580741644,
0.009305671788752079,
-0.049804333597421646,
0.03227368742227554,
-0.030782872810959816,
0.01868237741291523,
0.020445486530661583,
-0.014948388561606407,
0.026627976447343826,
0.0544758178293705,
-0.05744365230202675,
-0.08328398317098618,
0.008916893973946571,
-0.01123881060630083,
-0.009182106703519821,
-0.09587126225233078,
-0.04708227142691612,
0.014524274505674839,
0.020373787730932236,
0.0009021347505040467,
-0.03011211007833481,
0.09121555835008621,
-0.003934474661946297,
-0.04818909987807274,
0.05729958042502403,
-0.01906326599419117,
0.08110634982585907,
-0.024714501574635506,
0.02628008835017681,
-0.1356894075870514,
0.011145556345582008,
0.02741134539246559,
-0.11087687313556671,
-0.06599073112010956,
0.05328920856118202,
0.07928737998008728,
-0.01395266130566597,
0.12477847188711166,
0.03388345614075661,
0.018928563222289085,
-0.04337126389145851,
-0.0037642312236130238,
0.02125265635550022,
0.022485744208097458,
0.041091207414865494,
0.0034831806551665068,
0.10950808972120285,
0.034313175827264786,
-5.3541864275530315e-8,
-0.07772493362426758,
-0.019518138840794563,
-0.03491736203432083,
-0.011281999759376049,
0.010501580312848091,
-0.034273430705070496,
-0.01986207440495491,
-0.05358124524354935,
0.03830505162477493,
0.021833399310708046,
0.026507146656513214,
-0.027566323056817055,
-0.05669451877474785,
0.05886235460639,
0.029046230018138885,
-0.046541977673769,
0.025688715279102325,
0.15066088736057281,
-0.05544300377368927,
-0.12814901769161224,
0.034731924533843994,
0.026222728192806244,
0.040953490883111954,
-0.017265059053897858,
0.08132442086935043,
-0.05640099197626114,
-0.07416433095932007,
0.053126733750104904,
-0.020247533917427063,
0.0013951162109151483,
-0.01873886026442051,
0.03321416676044464,
0.05447262153029442,
-0.039904460310935974,
0.0037115474697202444,
0.088907390832901,
-0.03274291753768921,
-0.017717795446515083,
-0.001215431373566389,
0.0718330517411232,
0.05211455747485161,
0.042605843394994736,
-0.09339410811662674,
-0.00213467120192945,
0.0549003928899765,
-0.016032403334975243,
-0.040172215551137924,
-0.1000896617770195,
0.057272769510746,
-0.006427840329706669,
0.02506706863641739,
0.030140221118927002,
-0.022326897829771042,
-0.02057323232293129,
0.03286069259047508,
0.061650726944208145,
-0.07483965158462524,
0.05287565290927887,
0.010952893644571304,
-0.022432684898376465,
0.10037323087453842,
-0.03570346161723137,
-0.07260638475418091,
0.005365297663956881
] |
ravishs/wav2vec2-large-xls-r-300m-tamil-colab | 8ffae7b779f75b280d6467abbd6e73ab0bfa15df | 2022-02-03T12:06:20.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"dataset:common_voice",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | ravishs | null | ravishs/wav2vec2-large-xls-r-300m-tamil-colab | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- common_voice
model-index:
- name: wav2vec2-large-xls-r-300m-tamil-colab
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-large-xls-r-300m-tamil-colab
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the common_voice dataset.
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 30
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.13.3
- Tokenizers 0.10.3
| [
-0.0823843702673912,
-0.04481873661279678,
-0.051401205360889435,
-0.040790438652038574,
-0.02536104992032051,
0.04232111945748329,
-0.06110679730772972,
-0.05476369336247444,
-0.05107248201966286,
-0.08676004409790039,
0.042511455714702606,
-0.11067847907543182,
0.00943666324019432,
-0.038367465138435364,
-0.05875859782099724,
-0.001585392514243722,
0.028296366333961487,
-0.06581343710422516,
-0.08004499226808548,
0.007416608743369579,
0.02577686496078968,
0.06896404922008514,
0.061025746166706085,
0.011557325720787048,
0.04392212629318237,
0.016862358897924423,
-0.055988650768995285,
0.054705530405044556,
0.05112680792808533,
-0.03704490885138512,
0.11825916916131973,
0.0672169029712677,
0.05869419127702713,
0.03415238857269287,
-0.0017809240380302072,
-0.011934733018279076,
-0.043541282415390015,
-0.020500322803854942,
0.03809608146548271,
-0.055607765913009644,
0.023069843649864197,
0.004155666101723909,
-0.025846051052212715,
0.050357818603515625,
-0.002064442029222846,
-0.0018728208960965276,
-0.10224378854036331,
-0.024402042850852013,
-0.04414183646440506,
0.005046907812356949,
-0.10208965837955475,
-0.09094321727752686,
0.060546062886714935,
0.024896251037716866,
-0.07091037184000015,
-0.021261563524603844,
-0.011595508083701134,
0.059459298849105835,
0.04122123867273331,
-0.0142261553555727,
-0.030781114473938942,
-0.012959331274032593,
-0.04865238443017006,
-0.003737771650776267,
-0.07063024491071701,
-0.05249444767832756,
-0.03916694223880768,
0.003610443091019988,
0.08169595897197723,
-0.0038760548923164606,
-0.02847960591316223,
0.08464615792036057,
0.017656944692134857,
0.012375164777040482,
0.02138032391667366,
0.01829862780869007,
0.025144211947917938,
0.031343791633844376,
0.05937759205698967,
-0.08051061630249023,
0.003126777010038495,
-0.07260231673717499,
0.07679791003465652,
-0.05859041213989258,
0.04396266117691994,
0.007272904738783836,
0.01346115954220295,
-0.04252541810274124,
-0.008089842274785042,
-0.06639490276575089,
-0.029795464128255844,
0.03603395074605942,
0.028872374445199966,
0.05976925045251846,
-0.010882517322897911,
0.05913107842206955,
0.002885824302211404,
0.03066297620534897,
-0.02777210809290409,
0.09260343760251999,
-0.029654916375875473,
-0.012725476175546646,
0.03352336958050728,
0.01706192083656788,
-0.03217875212430954,
-0.09285365045070648,
0.000271267956122756,
0.09733748435974121,
0.09390115737915039,
-0.03862611949443817,
0.033693090081214905,
0.06359801441431046,
-0.051367633044719696,
0.0021006371825933456,
0.03517455607652664,
0.09284527599811554,
-0.028008723631501198,
-0.026887696236371994,
-0.02583468332886696,
0.06550070643424988,
-0.08097493648529053,
-0.04234552010893822,
-0.06509208679199219,
-0.07358172535896301,
-0.029290728271007538,
-0.06427673995494843,
-0.07351988554000854,
2.61641789745414e-33,
0.05870586633682251,
0.04115530475974083,
-0.00430387444794178,
0.001279649673961103,
0.03914504498243332,
-0.05745192989706993,
0.012741811573505402,
-0.05382220074534416,
0.04586505517363548,
-0.049111466854810715,
-0.08920281380414963,
-0.010878155007958412,
-0.04238168150186539,
0.07167091965675354,
-0.010644095949828625,
-0.009983984753489494,
-0.04111945256590843,
0.012592245824635029,
-0.0030821741092950106,
-0.0018099774606525898,
0.16936080157756805,
0.0073797618970274925,
0.03206948563456535,
-0.013133734464645386,
0.04117864370346069,
0.07041304558515549,
0.07486709207296371,
0.009991001337766647,
0.06893721967935562,
0.05861978977918625,
-0.041358429938554764,
-0.04252685233950615,
-0.010212989524006844,
-0.014457130804657936,
0.01840469427406788,
0.0464751273393631,
0.012874041683971882,
0.019088778644800186,
-0.028777239844202995,
-0.04145705699920654,
0.07109703123569489,
0.005340901669114828,
0.014643904753029346,
-0.041263457387685776,
-0.07410157471895218,
-0.07546085864305496,
-0.030263973399996758,
0.058377139270305634,
-0.01351443212479353,
0.07503925263881683,
-0.09789816290140152,
-0.007850679568946362,
0.02211601659655571,
0.02540680393576622,
-0.01671399176120758,
-0.04336929693818092,
0.08317863941192627,
0.06202273443341255,
-0.031205521896481514,
0.012653620913624763,
0.01754697784781456,
-0.019470278173685074,
0.025335311889648438,
0.003188050352036953,
-0.011205527000129223,
-0.06621313840150833,
-0.05104692280292511,
-0.04824336618185043,
0.04582228884100914,
-0.005097452085465193,
-0.014156337827444077,
-0.03730526566505432,
0.05837840214371681,
0.01320473849773407,
0.00885511189699173,
-0.04661931097507477,
0.0034933260176330805,
-0.05727478861808777,
-0.05671151727437973,
0.007728911004960537,
0.0042352876625955105,
0.0717603787779808,
-0.029555287212133408,
-0.059361714869737625,
-0.006965916603803635,
-0.09376509487628937,
-0.012965797446668148,
-0.1214117556810379,
0.010875190608203411,
0.056070476770401,
-0.04895716533064842,
0.08265937864780426,
-0.06123819947242737,
-0.022330714389681816,
-0.04296695813536644,
-3.7415841923299405e-33,
0.015815317630767822,
0.13912305235862732,
-0.004040784668177366,
0.08589372783899307,
0.03653158247470856,
0.01912941411137581,
0.09790248423814774,
0.1317654401063919,
-0.04400165379047394,
-0.03932885080575943,
0.0963403731584549,
-0.01744387298822403,
0.031691428273916245,
-0.0009325246792286634,
0.011967843398451805,
0.025149619206786156,
0.02120823599398136,
0.023013057187199593,
0.027907615527510643,
0.041083402931690216,
-0.004720993805676699,
0.06965768337249756,
-0.03212045133113861,
0.06507700681686401,
-0.010264811106026173,
-0.020593944936990738,
-0.033663854002952576,
0.06645779311656952,
0.03445052728056908,
-0.011124021373689175,
-0.04947160929441452,
-0.0502743199467659,
-0.043839357793331146,
0.04109342768788338,
-0.02737612836062908,
0.004468137864023447,
0.07975701242685318,
-0.02267979271709919,
0.0033354326151311398,
0.07224944978952408,
0.04653496295213699,
0.05081911012530327,
-0.07413732260465622,
0.015872357413172722,
-0.00008315278682857752,
-0.07083874940872192,
0.03169717267155647,
-0.05587846040725708,
-0.04017675295472145,
-0.09201347827911377,
0.047542937099933624,
-0.08052562177181244,
0.033322013914585114,
0.014355982653796673,
-0.04230160638689995,
-0.04426364600658417,
0.032823193818330765,
0.0038801426999270916,
-0.04172149673104286,
-0.005849400535225868,
0.012008270248770714,
0.003966783173382282,
-0.10524342954158783,
-0.06988222897052765,
0.0055757565423846245,
-0.007156748324632645,
-0.01251611951738596,
0.016506267711520195,
0.06863409280776978,
-0.027112411335110664,
-0.043242812156677246,
0.026864605024456978,
0.01479671522974968,
0.024123601615428925,
-0.08030853420495987,
0.002990354085341096,
-0.11000583320856094,
-0.004561600275337696,
-0.0007732262019999325,
-0.13028301298618317,
0.0005793018499389291,
0.037447430193424225,
0.05892074108123779,
-0.0016038938192650676,
0.1222306415438652,
0.08954542875289917,
0.06803222000598907,
0.037103500217199326,
-0.04812267795205116,
0.010734141804277897,
0.005693173035979271,
0.07508952170610428,
0.008707704953849316,
0.1686995029449463,
0.07183489203453064,
-5.5385928732221146e-8,
-0.02884175069630146,
-0.0010729414643719792,
-0.022637750953435898,
0.04866352677345276,
0.026003116741776466,
-0.041903622448444366,
-0.017197420820593834,
-0.006307566538453102,
0.02106182649731636,
0.014239683747291565,
0.029628366231918335,
0.0026157500687986612,
-0.06136053428053856,
0.04969362914562225,
0.0039048909675329924,
0.001199798658490181,
-0.03555133566260338,
0.12473787367343903,
-0.05308343097567558,
-0.07842252403497696,
0.015404547564685345,
0.018081059679389,
0.04089872166514397,
-0.014458568766713142,
0.10026952624320984,
-0.07550939172506332,
-0.07180093228816986,
0.06608839333057404,
-0.042175959795713425,
-0.033659305423498154,
-0.03233826905488968,
0.055564407259225845,
-0.012154735624790192,
-0.09715242683887482,
-0.03362177684903145,
0.07788901031017303,
-0.034850865602493286,
-0.015462897717952728,
0.013372449204325676,
0.049911901354789734,
0.011050477623939514,
0.07708818465471268,
-0.07159269601106644,
-0.01276568602770567,
0.06757279485464096,
-0.04781964048743248,
-0.025240348652005196,
-0.09399869292974472,
0.02569599263370037,
-0.004779093898832798,
0.011551792733371258,
0.027271844446659088,
-0.018415099009871483,
-0.020965566858649254,
0.0210803784430027,
0.019767342135310173,
-0.10582004487514496,
0.03374596685171127,
0.02136724628508091,
0.016613328829407692,
0.03346848860383034,
0.007368505001068115,
-0.044570378959178925,
-0.027012085542082787
] |
raybin/model_out | 7318e66c5933db166bd6cd112ab262c7d74de134 | 2021-05-20T04:03:40.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | raybin | null | raybin/model_out | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rays2pix/dummy-model | 5aaf07d6a5666f2857ecd82b900d78bf87d9fbeb | 2021-07-03T01:15:26.000Z | [
"pytorch",
"camembert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | false | rays2pix | null | rays2pix/dummy-model | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
reach-vb/wav2vec2-large-xls-r-1B-common_voice7-lt-ft | 8893bef750751a30902bd8450351423172682134 | 2022-02-14T13:39:07.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"dataset:common_voice",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | reach-vb | null | reach-vb/wav2vec2-large-xls-r-1B-common_voice7-lt-ft | 0 | 1 | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- common_voice
model-index:
- name: wav2vec2-large-xls-r-1B-common_voice7-lt-ft
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-large-xls-r-1B-common_voice7-lt-ft
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the common_voice dataset.
It achieves the following results on the evaluation set:
- Loss: 2.5101
- Wer: 1.0
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3e-05
- train_batch_size: 36
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 72
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 900
- num_epochs: 100
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:---:|
| 2.3491 | 31.24 | 500 | 3.9827 | 1.0 |
| 0.0421 | 62.48 | 1000 | 2.9544 | 1.0 |
| 0.0163 | 93.73 | 1500 | 2.5101 | 1.0 |
### Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.1+cu102
- Datasets 1.17.1.dev0
- Tokenizers 0.10.3
| [
-0.0725095272064209,
-0.03060806542634964,
-0.028224658221006393,
-0.038469936698675156,
0.018157891929149628,
0.027088792994618416,
-0.10059461742639542,
-0.04924240708351135,
-0.04929100722074509,
-0.08955635875463486,
0.01000034436583519,
-0.09568152576684952,
0.0020276217255741358,
-0.04189855605363846,
-0.06324415653944016,
-0.006382788997143507,
0.031545527279376984,
-0.060148436576128006,
-0.06564030796289444,
0.042584747076034546,
0.0017531049670651555,
0.09739766269922256,
0.038678236305713654,
0.004351177718490362,
0.038184937089681625,
0.022038975730538368,
-0.07145223021507263,
0.07045962661504745,
0.05686347559094429,
-0.05421128123998642,
0.11433085799217224,
0.07241778820753098,
0.07825630158185959,
0.029064122587442398,
-0.016931818798184395,
-0.018224088475108147,
-0.011644520796835423,
-0.046045396476984024,
0.026303162798285484,
-0.03360139578580856,
0.025775810703635216,
0.013052140362560749,
0.002396678552031517,
0.055080004036426544,
-0.0837332084774971,
-0.02407500147819519,
-0.09320444613695145,
-0.03875501826405525,
-0.01459102425724268,
-0.004298006184399128,
-0.08135172724723816,
-0.08272486180067062,
0.056435633450746536,
0.06457323580980301,
-0.07674127072095871,
-0.00042001577094197273,
-0.049793682992458344,
0.043843407183885574,
0.005721359513700008,
0.004502464551478624,
-0.016112489625811577,
-0.021869953721761703,
-0.028155425563454628,
-0.004382730927318335,
-0.08835092186927795,
-0.054516348987817764,
-0.06703446060419083,
-0.016763925552368164,
0.06345956027507782,
-0.02244689129292965,
-0.04722243919968605,
0.08679430931806564,
0.0072194780223071575,
0.0144076868891716,
0.07120387256145477,
0.048425205051898956,
0.01573941484093666,
0.0213632732629776,
0.06568404287099838,
-0.07835753262042999,
-0.012821712531149387,
-0.08618150651454926,
0.04556945711374283,
-0.05924651771783829,
0.06810200214385986,
0.010529198683798313,
0.021996939554810524,
-0.03354200720787048,
-0.019055848941206932,
-0.03257835656404495,
-0.05034753307700157,
0.042771417647600174,
0.049806758761405945,
0.07600777596235275,
-0.027734335511922836,
0.08831202983856201,
0.022199977189302444,
0.03273819759488106,
-0.05163794010877609,
0.12310249358415604,
-0.02094465307891369,
-0.0010826316429302096,
0.042546916753053665,
-0.018459919840097427,
0.013746323063969612,
-0.09248435497283936,
-0.012966690585017204,
0.1229725256562233,
0.08045818656682968,
-0.07238330692052841,
0.059720225632190704,
0.04624442383646965,
-0.04193475469946861,
0.02607896737754345,
0.03520948812365532,
0.07743395119905472,
-0.030401717871427536,
-0.02787754498422146,
0.004696284420788288,
0.0373029001057148,
-0.04869331419467926,
-0.031176332384347916,
-0.03931530565023422,
-0.03318328037858009,
-0.04077944904565811,
-0.0752473920583725,
-0.06950110197067261,
2.17313695737814e-33,
0.037843018770217896,
0.029323991388082504,
0.0013551011215895414,
0.031079724431037903,
0.028567615896463394,
-0.07216470688581467,
-0.03249819949269295,
-0.022221457213163376,
0.026728523895144463,
-0.030375681817531586,
-0.07268108427524567,
-0.0006405210588127375,
-0.04287388175725937,
0.08312618732452393,
0.011517570354044437,
-0.00038769826642237604,
-0.045054201036691666,
0.025603022426366806,
0.016546880826354027,
0.014760436490178108,
0.15872032940387726,
-0.0006866952171549201,
-0.0009817943209782243,
-0.005487705580890179,
0.054992012679576874,
0.08369680494070053,
0.0473046749830246,
-0.02230978198349476,
0.060093194246292114,
0.04401598498225212,
-0.04722364619374275,
-0.03874837979674339,
0.006416588090360165,
-0.030582332983613014,
0.029924729838967323,
0.04511183500289917,
0.01769689843058586,
0.035527944564819336,
-0.06532871723175049,
-0.054944850504398346,
0.039422281086444855,
0.010384922847151756,
-0.02235386148095131,
-0.07097849249839783,
-0.04090293496847153,
-0.07357978820800781,
-0.012303268536925316,
0.06451716274023056,
0.003971180412918329,
0.06468026340007782,
-0.053364772349596024,
-0.030747946351766586,
0.01922980323433876,
0.06466904282569885,
-0.033380746841430664,
-0.06738018989562988,
0.06297225505113602,
0.09017488360404968,
-0.022819088771939278,
-0.00871378555893898,
0.02817448228597641,
0.006943768821656704,
0.01966223306953907,
-0.014305273070931435,
-0.018478145822882652,
-0.05122097581624985,
-0.04266805574297905,
-0.077750563621521,
0.01868075132369995,
0.017082588747143745,
-0.014318580739200115,
-0.018225060775876045,
0.07590959966182709,
0.009147888980805874,
0.028754565864801407,
-0.048928119242191315,
-0.03294019401073456,
-0.07960168272256851,
-0.04499300941824913,
0.011537267826497555,
-0.013390541076660156,
0.09199674427509308,
-0.035937316715717316,
-0.04856296628713608,
-0.03251735121011734,
-0.07254302501678467,
0.005472429096698761,
-0.11778974533081055,
-0.027208950370550156,
0.048271872103214264,
-0.05248599499464035,
0.09311018884181976,
-0.07760737091302872,
-0.019702062010765076,
-0.029106739908456802,
-3.348482351025659e-33,
-0.021030165255069733,
0.11241193115711212,
0.020295456051826477,
0.06060968339443207,
0.028072286397218704,
-0.004075351171195507,
0.10715913772583008,
0.13691620528697968,
-0.039507605135440826,
-0.05571095645427704,
0.12432058155536652,
-0.04468565434217453,
0.01905936375260353,
-0.0219628494232893,
0.047389157116413116,
-0.012447284534573555,
-0.011948036029934883,
-0.009536277502775192,
0.04017538204789162,
0.02931560017168522,
0.022376058623194695,
0.08106635510921478,
-0.022241851314902306,
0.09523455798625946,
-0.0042967889457941055,
-0.020461998879909515,
-0.0026656363625079393,
0.08325006812810898,
0.03941730782389641,
-0.01564209535717964,
-0.06483476608991623,
-0.023193057626485825,
-0.06212735176086426,
0.04388069361448288,
-0.023003505542874336,
0.026104740798473358,
0.03407922759652138,
0.019625632092356682,
-0.004296400584280491,
0.030165646225214005,
0.040241021662950516,
0.03722900524735451,
-0.07860005646944046,
-0.006884781178086996,
-0.007762365974485874,
-0.07346383482217789,
0.03750566393136978,
-0.017554331570863724,
-0.004572877194732428,
-0.05329454690217972,
0.04724637046456337,
-0.06999090313911438,
0.016012849286198616,
0.03675496578216553,
-0.03445360064506531,
-0.027058681473135948,
0.03023991547524929,
-0.008716445416212082,
-0.02806546725332737,
0.01454364787787199,
-0.009414853528141975,
0.006714626681059599,
-0.12829288840293884,
-0.03930407017469406,
0.0143981808796525,
-0.006543677765876055,
-0.07343568652868271,
0.0045165130868554115,
0.03405838459730148,
0.039564814418554306,
-0.03517669066786766,
0.048283901065588,
0.013975999318063259,
0.013776002451777458,
-0.029746834188699722,
-0.033065516501665115,
-0.08289427310228348,
-0.023153958842158318,
-0.03374335542321205,
-0.10142916440963745,
-0.023883163928985596,
0.052588075399398804,
0.07342664897441864,
0.00685675535351038,
0.1304076761007309,
0.07457268983125687,
0.05630013719201088,
0.016452966257929802,
-0.05324211344122887,
0.03558621555566788,
-0.01989426277577877,
0.0799376368522644,
-0.028553692623972893,
0.1139473021030426,
0.031693361699581146,
-5.728625396272946e-8,
-0.0604642778635025,
0.009658416733145714,
-0.03857127204537392,
0.032243236899375916,
0.021243201568722725,
-0.03527031093835831,
-0.0038754683919250965,
-0.03424594923853874,
0.021030426025390625,
0.023803265765309334,
0.03365759924054146,
-0.009646916761994362,
-0.034754857420921326,
0.06547137349843979,
-0.01065557450056076,
-0.007307043299078941,
-0.03178520128130913,
0.11099091917276382,
-0.052627526223659515,
-0.07566002011299133,
0.010953336022794247,
-0.021648088470101357,
0.024125557392835617,
-0.00857759453356266,
0.1116887703537941,
-0.09800057113170624,
-0.06172480061650276,
0.08934952318668365,
-0.033446624875068665,
-0.0146131981164217,
-0.03116469830274582,
0.050403669476509094,
0.007553702685981989,
-0.08019085228443146,
-0.028799889609217644,
0.05742286145687103,
-0.08224710822105408,
-0.0024052527733147144,
0.005992705002427101,
0.04231685400009155,
0.007577117532491684,
0.10431766510009766,
-0.08062845468521118,
-0.018296686932444572,
0.09867323935031891,
-0.06742289662361145,
0.012682445347309113,
-0.07756111025810242,
0.06147671118378639,
0.02278740331530571,
0.02749498561024666,
0.029137132689356804,
-0.010392340831458569,
-0.03498527780175209,
0.039458248764276505,
0.00999630056321621,
-0.08474822342395782,
0.053278401494026184,
0.023797977715730667,
-0.003228307468816638,
0.029993634670972824,
-0.004134914372116327,
-0.014964821748435497,
-0.011854138225317001
] |
rebeccakoganlee/distilbert-base-uncased-finetuned-ner | 1947f907b8cd0b3fba6257a4114df43abd148001 | 2021-11-24T16:17:06.000Z | [
"pytorch",
"distilbert",
"token-classification",
"transformers",
"autotrain_compatible"
] | token-classification | false | rebeccakoganlee | null | rebeccakoganlee/distilbert-base-uncased-finetuned-ner | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
recobo/agri-sentence-transformer | c7c8254c17487fe0f30ff0dc9b651fc1064fea23 | 2022-01-24T17:36:17.000Z | [
"pytorch",
"bert",
"feature-extraction",
"english",
"sentence-transformers",
"sentence-similarity",
"transformers"
] | sentence-similarity | false | recobo | null | recobo/agri-sentence-transformer | 0 | 2 | sentence-transformers | ---
pipeline_tag: sentence-similarity
language: english
tags:
- sentence-transformers
- sentence-similarity
- transformers
---
# recobo/agri-sentence-transformer
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 512 dimensional dense vector space and can be used for tasks like clustering or semantic search.
This model was built using [recobo/agriculture-bert-uncased](https://huggingface.co/recobo/agriculture-bert-uncased), which is a BERT model trained on 6.5 million passages from the agricultural domain. Hence, this model is expected to perform well on sentence similarity tasks specifically for agricultural text data.
## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
```
pip install -U sentence-transformers
```
Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["A man is eating food.", "A man is eating a piece of bread"]
model = SentenceTransformer('recobo/agri-sentence-transformer')
embeddings = model.encode(sentences)
print(embeddings)
| [
-0.09691273421049118,
-0.05748502537608147,
0.013495340943336487,
0.020431028679013252,
-0.009615262970328331,
0.01936580054461956,
-0.012010776437819004,
0.030452923849225044,
0.020066741853952408,
-0.049093686044216156,
0.049861084669828415,
-0.03206716850399971,
0.02512451261281967,
0.07441269606351852,
0.04392438381910324,
0.05734308436512947,
0.06928029656410217,
0.022192999720573425,
-0.09193821251392365,
-0.12193253636360168,
0.0966792032122612,
0.12545937299728394,
0.022189911454916,
-0.008722257800400257,
-0.007001021411269903,
0.053373608738183975,
-0.02651592157781124,
-0.06333880126476288,
-0.01956353895366192,
0.006766530219465494,
0.04408043250441551,
0.026097603142261505,
-0.00759934401139617,
0.10380280017852783,
0.0012870923383161426,
0.0946822464466095,
0.009098510257899761,
-0.03665003180503845,
0.0019156133057549596,
-0.061447955667972565,
-0.0020146097522228956,
-0.00042692438000813127,
-0.017024600878357887,
-0.0055746594443917274,
0.07820374518632889,
-0.015212866477668285,
-0.12009286135435104,
-0.0004587513394653797,
0.01835346221923828,
-0.04821346327662468,
-0.11037300527095795,
0.006103528197854757,
0.007856974378228188,
0.08893368393182755,
-0.019426383078098297,
0.08334092050790787,
0.04739362373948097,
-0.020571738481521606,
-0.005491445306688547,
-0.14818868041038513,
-0.08704695105552673,
-0.04666346684098244,
-0.0010396724101155996,
-0.002603406086564064,
-0.03584097698330879,
-0.0053427875973284245,
-0.05097733810544014,
-0.023281842470169067,
-0.0053255497477948666,
0.008817476220428944,
-0.030050024390220642,
0.06249551847577095,
-0.007030794396996498,
0.01567276194691658,
-0.0676971897482872,
-0.02921832911670208,
0.0671272799372673,
-0.027836069464683533,
0.049538444727659225,
-0.014013231731951237,
-0.0012760373065248132,
-0.02853229269385338,
0.05509257689118385,
0.0441080741584301,
0.030912920832633972,
-0.055504389107227325,
0.017461003735661507,
-0.04820573702454567,
0.009554284624755383,
-0.012457029893994331,
-0.027933815494179726,
-0.14322707056999207,
0.09107816219329834,
-0.035993948578834534,
-0.003189554437994957,
0.025739828124642372,
-0.031198477372527122,
-0.06036245822906494,
0.018331214785575867,
0.03948519378900528,
0.024600692093372345,
0.03354805335402489,
0.04973243921995163,
-0.10650928318500519,
-0.029535522684454918,
0.06131305545568466,
-0.05458255484700203,
-0.0065965973772108555,
0.07645586133003235,
-0.06448782980442047,
-0.010524417273700237,
0.023859592154622078,
-0.031912583857774734,
-0.02373328246176243,
0.027799421921372414,
-0.07676173001527786,
0.01292792335152626,
-0.057709600776433945,
-0.011481202207505703,
0.11293323338031769,
-0.0009550931863486767,
0.05864300951361656,
-0.05605427175760269,
0.02996590919792652,
0.002173203742131591,
-0.003947787918150425,
0.0332443043589592,
1.443383176725452e-33,
-0.049772217869758606,
-0.008188353851437569,
0.015263671986758709,
-0.029917065054178238,
0.03425461798906326,
0.003378301626071334,
0.019969509914517403,
0.062075965106487274,
-0.057672616094350815,
-0.027820849791169167,
-0.0895407497882843,
0.04742199927568436,
-0.07767780870199203,
0.0744054913520813,
0.015375290997326374,
-0.003377394052222371,
-0.01627872698009014,
0.030116870999336243,
0.03527263179421425,
0.023069648072123528,
0.014785032719373703,
0.021716974675655365,
0.017587419599294662,
-0.06294215470552444,
-0.03893956169486046,
-0.024450931698083878,
0.07177093625068665,
-0.09549357742071152,
0.005151610355824232,
0.010368897579610348,
-0.07581815868616104,
0.05628068372607231,
-0.021755851805210114,
0.004641976207494736,
-0.009329225867986679,
-0.020959198474884033,
0.02529943734407425,
-0.04038616642355919,
-0.03741326555609703,
-0.05605336278676987,
-0.052254531532526016,
0.05335991829633713,
0.01674286462366581,
-0.07979781925678253,
-0.002854500897228718,
-0.011477449908852577,
0.034414805471897125,
0.0028936814051121473,
0.09405571967363358,
0.03671911358833313,
0.10692904889583588,
-0.0002925903245341033,
-0.01631353422999382,
0.009695588611066341,
0.05688396468758583,
-0.018765518441796303,
0.06737492978572845,
0.02502223290503025,
0.10987816751003265,
0.02088985964655876,
0.05257365480065346,
-0.009420645423233509,
0.05083230882883072,
-0.005932843312621117,
0.07819821685552597,
-0.03360115736722946,
0.04041145369410515,
0.07233075797557831,
0.0070428322069346905,
0.08377102762460709,
-0.0033938477281481028,
0.0015374551294371486,
-0.05330866575241089,
0.014539836905896664,
0.03750981017947197,
-0.047856975346803665,
0.02089521661400795,
-0.09745930880308151,
-0.058630362153053284,
0.07548028230667114,
-0.020026469603180885,
-0.04634717106819153,
0.03146159276366234,
-0.03856546804308891,
-0.08271583914756775,
0.0038210453931242228,
0.026598304510116577,
-0.058065060526132584,
0.06148982420563698,
-0.03180580213665962,
0.05588659271597862,
0.01565834879875183,
-0.022300830110907555,
0.021498892456293106,
0.04212816804647446,
-2.2325255033755743e-33,
-0.02935640513896942,
0.006479592993855476,
-0.06889978796243668,
0.07314711809158325,
-0.023739580065011978,
-0.14094151556491852,
0.01484711840748787,
0.13126921653747559,
0.03648606687784195,
-0.04874792322516441,
-0.07572372257709503,
-0.0013096254551783204,
0.043100908398628235,
-0.053181104362010956,
0.09644344449043274,
0.08935321867465973,
-0.026009878143668175,
0.06375592947006226,
0.018435539677739143,
0.03843800723552704,
-0.004840708337724209,
0.06049075722694397,
-0.11102025955915451,
0.05449339374899864,
-0.06579063832759857,
0.025160642340779305,
-0.062349505722522736,
0.023781143128871918,
-0.003613134380429983,
-0.07165753841400146,
-0.009940640069544315,
-0.006442349404096603,
-0.04431826248764992,
-0.037275396287441254,
-0.10722631216049194,
0.027103740721940994,
-0.04164683073759079,
-0.03340598940849304,
0.033146731555461884,
0.02352278120815754,
0.04634102061390877,
0.08072973042726517,
-0.04840369522571564,
0.007460345514118671,
-0.05997748300433159,
-0.015193048864603043,
-0.07083070278167725,
-0.06810178607702255,
0.048775359988212585,
-0.006644969340413809,
-0.00108996476046741,
0.01745646819472313,
-0.10010514408349991,
-0.010852049104869366,
-0.06992044299840927,
-0.08264804631471634,
-0.03757943585515022,
-0.04082406312227249,
-0.12727873027324677,
-0.06078571081161499,
-0.04998175427317619,
0.018816279247403145,
0.06287498772144318,
-0.020530009642243385,
0.06276855617761612,
-0.040444791316986084,
0.027641354128718376,
0.041998978704214096,
-0.013039041310548782,
-0.027670999988913536,
0.010113128460943699,
-0.02396894246339798,
0.06139747425913811,
0.0423358678817749,
-0.014193705283105373,
-0.002456897869706154,
0.01769152283668518,
-0.04048766940832138,
-0.026225373148918152,
-0.03412701562047005,
0.010704555548727512,
-0.04130446910858154,
0.027415920048952103,
0.02684110216796398,
-0.0027794146444648504,
0.03010714426636696,
0.018866131082177162,
0.021695099771022797,
0.007386760786175728,
0.09119157493114471,
-0.00943901389837265,
-0.045999448746442795,
0.024245144799351692,
0.08518306910991669,
0.02991863340139389,
-4.983127510627128e-8,
-0.07025877386331558,
-0.038018930703401566,
-0.10431385785341263,
0.05720684677362442,
-0.06221715733408928,
-0.051549650728702545,
0.023477675393223763,
0.05660218372941017,
-0.05740417540073395,
-0.03315126150846481,
-0.002146416576579213,
0.05523459613323212,
-0.11151882261037827,
0.039246220141649246,
-0.004298009909689426,
0.11705519258975983,
0.005144254770129919,
0.014037922956049442,
0.010493706911802292,
-0.0018880267161875963,
0.01956859789788723,
0.03902631625533104,
-0.05866901949048042,
0.032180655747652054,
0.027903003618121147,
0.04393353685736656,
-0.047577232122421265,
0.08103536814451218,
0.0031088863033801317,
0.039102233946323395,
0.025796905159950256,
0.01941208355128765,
-0.09536487609148026,
-0.0004402596387080848,
0.06477576494216919,
0.03335883840918541,
0.016425982117652893,
-0.05054100975394249,
-0.007354380562901497,
0.02147633396089077,
0.07748804241418839,
0.05376061052083969,
-0.0807599127292633,
0.013501971960067749,
0.10518313199281693,
0.014232870191335678,
-0.02082213945686817,
-0.06890475004911423,
0.046775031834840775,
0.022447938099503517,
0.04780993610620499,
-0.05304266884922981,
-0.05717109516263008,
-0.02593299187719822,
0.025367669761180878,
-0.012790349312126637,
-0.01378586608916521,
-0.06538517773151398,
0.099230095744133,
-0.038229212164878845,
0.038059528917074203,
0.06444188207387924,
0.06133798882365227,
-0.020008591935038567
] |
redadmiral/headlines_test_small_example | 6d341a03b1b9064f4fc2ef5af48b10edb063a65a | 2021-12-30T10:07:34.000Z | [
"pytorch",
"mt5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | redadmiral | null | redadmiral/headlines_test_small_example | 0 | null | transformers | This Model is a fine-tuned version of T-systems [summarization model v1](https://huggingface.co/deutsche-telekom/mt5-small-sum-de-en-v1).
We used 1000 examples of headline-content pairs from BR24 articles for the fine-tuning process.
Despite the small amount of training data, the tonality of the summarizations has changed significantly. Many of the resulting summaries do sound like a headline.
## Training
We used the following parameters for training this model:
+ base model: deutsche-telekom/mt5-small-sum-de-en-v1
+ source_prefix: "summarize: "
+ batch size: 4
+ max_source_length: 400
+ max_target_length: 35
+ weight_decay: 0.01
+ number of train epochs: 1
+ learning rate: 5e-5
## License
Since the base model is trained on the MLSUM dataset, this model may not be used for commercial use.
## Stats
| Model | Rouge1 | Rouge2 | RougeL | RougeLSum |
|-----------------------------------------|-----------|----------|-----------|-----------|
| headlines_test_small_example | 13.573500 | 3.694700 | 12.560600 | 12.60000 |
| deutsche-telekom/mt5-small-sum-de-en-v1 | 10.6488 | 2.9313 | 10.0527 | 10.0523 |
| [
-0.006968153640627861,
-0.0329279862344265,
-0.004355740733444691,
-0.018465334549546242,
0.07199160754680634,
0.08465304970741272,
-0.07435514777898788,
0.06321500986814499,
0.044462330639362335,
0.0004835326108150184,
-0.041048865765333176,
0.015314978547394276,
0.05135690048336983,
-0.011543050408363342,
-0.05184587836265564,
-0.05273422971367836,
0.10432504117488861,
0.03952312842011452,
-0.058722127228975296,
-0.06521708518266678,
0.024170294404029846,
0.08532951772212982,
0.01808333955705166,
0.022948499768972397,
0.024237655103206635,
-0.009881393983960152,
-0.07609502971172333,
-0.009118792600929737,
0.054889533668756485,
-0.07970578223466873,
0.01953684538602829,
0.09258455038070679,
0.10777644068002701,
0.05232934653759003,
-0.025290805846452713,
0.004571166355162859,
-0.016979055479168892,
0.0064532761462032795,
0.04066990315914154,
0.018487000837922096,
0.03075902722775936,
-0.0005378757487051189,
-0.02483152411878109,
0.04722538962960243,
0.1079995259642601,
-0.054524000734090805,
-0.06736727803945541,
-0.008601073175668716,
-0.01988757960498333,
0.02294074185192585,
-0.07025058567523956,
0.021538706496357918,
-0.020181924104690552,
0.06364812701940536,
0.009926403872668743,
0.026772063225507736,
-0.06894251704216003,
0.05559844523668289,
0.005153535399585962,
-0.04836072027683258,
-0.03179369121789932,
-0.08274488896131516,
-0.08171585947275162,
-0.07913461327552795,
0.06900447607040405,
-0.048408638685941696,
0.009144495241343975,
0.09327340871095657,
-0.03763381764292717,
0.03552640974521637,
-0.039624009281396866,
0.03612292930483818,
0.002402104903012514,
0.10634138435125351,
-0.04968768730759621,
0.06738793849945068,
0.020595679059624672,
-0.0775180533528328,
-0.005260362755507231,
-0.05532117187976837,
-0.027543144300580025,
-0.023436788469552994,
0.01929480768740177,
-0.06193361431360245,
0.024330701678991318,
-0.03399955481290817,
0.047971758991479874,
-0.0203977320343256,
-0.0008382457308471203,
-0.032564569264650345,
-0.011266246438026428,
-0.06514318287372589,
0.023487959057092667,
-0.019869156181812286,
-0.0570976585149765,
0.06368432193994522,
-0.037594497203826904,
0.009858640842139721,
0.0603557713329792,
0.09088889509439468,
0.043269965797662735,
0.050688207149505615,
0.020743027329444885,
-0.06915964931249619,
-0.03343556821346283,
-0.06719300895929337,
0.08391889184713364,
0.10705190896987915,
-0.012152939103543758,
-0.055679649114608765,
0.05805797502398491,
0.09186705946922302,
-0.09514281898736954,
-0.0637199878692627,
0.03534792363643646,
-0.005105169955641031,
0.018544349819421768,
-0.06397891044616699,
0.07154841721057892,
-0.00838287454098463,
0.019257882609963417,
0.017382241785526276,
-0.017451852560043335,
0.022734660655260086,
-0.049553561955690384,
-0.02585913985967636,
-0.017370227724313736,
4.2405646465227085e-33,
0.00452435715124011,
0.06675515323877335,
-0.013945485465228558,
0.06981273740530014,
-0.010695177130401134,
0.03979871794581413,
-0.010507727973163128,
0.021692438051104546,
-0.004232712090015411,
0.04030860587954521,
-0.05865245312452316,
0.0364837646484375,
-0.010656774044036865,
-0.03341111168265343,
0.02544628083705902,
-0.03991542384028435,
-0.021381208673119545,
0.05584203451871872,
-0.06681381165981293,
0.014625641517341137,
0.059825263917446136,
0.02633613534271717,
0.04017965495586395,
-0.05527268722653389,
0.000759313756134361,
0.022333325818181038,
0.07489218562841415,
-0.05159233883023262,
-0.02964390628039837,
0.03540860116481781,
-0.08082981407642365,
0.04124048724770546,
-0.009020587429404259,
0.00715281069278717,
0.03394877165555954,
-0.009839838370680809,
-0.05499858781695366,
-0.03640741854906082,
0.03883850947022438,
-0.07426564395427704,
-0.0373355858027935,
0.06627454608678818,
-0.03714348003268242,
-0.10452566295862198,
-0.05279002711176872,
0.06038614735007286,
0.0146944560110569,
-0.018198514357209206,
-0.0018386865267530084,
-0.03825071454048157,
0.024572080001235008,
-0.010040262714028358,
-0.011985624209046364,
-0.026899270713329315,
0.040777068585157394,
0.08744477480649948,
0.07609811425209045,
0.021637750789523125,
0.06694149225950241,
0.04611524939537048,
0.017849644646048546,
0.026182567700743675,
0.0441514328122139,
0.04676530137658119,
0.11237552016973495,
0.10260439664125443,
-0.03473672643303871,
0.04823250323534012,
0.040902029722929,
-0.036595914512872696,
0.011880109086632729,
0.006373353768140078,
-0.024085015058517456,
0.029210636392235756,
0.05485035106539726,
-0.0358893908560276,
0.07219712436199188,
-0.03429989144206047,
-0.03202672302722931,
-0.00363913387991488,
0.04305289685726166,
0.03298283740878105,
0.09595447033643723,
-0.09518709778785706,
-0.028298726305365562,
0.026954777538776398,
-0.023839442059397697,
0.018965013325214386,
-0.04529919847846031,
-0.011407416313886642,
0.011466455645859241,
0.040083032101392746,
-0.06548180431127548,
0.0402330718934536,
-0.04439658299088478,
-4.2772892940943045e-33,
-0.0412927009165287,
0.061062756925821304,
-0.09273438900709152,
0.019519411027431488,
-0.021365491673350334,
0.04393585026264191,
-0.06348364055156708,
0.0518987700343132,
-0.025480683892965317,
-0.02320556528866291,
0.06271433085203171,
-0.11125276237726212,
-0.018172703683376312,
-0.03946007788181305,
-0.011266573332250118,
-0.04734678938984871,
0.006712911184877157,
-0.08540721237659454,
-0.04515606537461281,
0.0697796642780304,
-0.03561653941869736,
0.017387064173817635,
-0.10594704002141953,
0.04393194243311882,
0.02324061468243599,
0.01525113545358181,
-0.04202656447887421,
0.07309206575155258,
-0.01322332676500082,
-0.02485140599310398,
-0.0073967198841273785,
-0.05792021006345749,
-0.009364255703985691,
-0.0034687656443566084,
-0.0975174605846405,
0.04206939786672592,
0.05771029740571976,
-0.021275579929351807,
0.0007114324835129082,
0.09118428826332092,
0.027753904461860657,
0.014789437875151634,
0.03950023278594017,
-0.047114983201026917,
-0.05334029719233513,
-0.04503666236996651,
-0.051326580345630646,
-0.09377828985452652,
0.012459936551749706,
0.026615850627422333,
-0.006860076449811459,
-0.039681799709796906,
-0.07864097505807877,
-0.01543703768402338,
-0.09845342487096786,
-0.06358576565980911,
-0.025795359164476395,
-0.0420592725276947,
-0.03534426912665367,
-0.05910947918891907,
-0.031256213784217834,
0.042925793677568436,
-0.09094128757715225,
-0.05183563008904457,
0.06991956382989883,
-0.08321163803339005,
-0.01347336545586586,
-0.1072392538189888,
-0.044129639863967896,
0.03690045699477196,
0.037654370069503784,
-0.03255831450223923,
0.039933644235134125,
0.02268144302070141,
0.014659957960247993,
0.02753477543592453,
0.030313724651932716,
0.0015279026702046394,
-0.03535651043057442,
-0.05487166717648506,
-0.09825056046247482,
-0.00783949252218008,
0.06090278550982475,
0.005971190053969622,
0.07151656597852707,
0.10244955122470856,
-0.014854244887828827,
0.06661225855350494,
-0.03073410876095295,
0.06555156409740448,
-0.025178957730531693,
-0.05308173596858978,
0.035771943628787994,
0.04304554685950279,
-0.06418557465076447,
-6.302635568999904e-8,
-0.13746434450149536,
-0.023759454488754272,
-0.10929154604673386,
0.07862062752246857,
-0.037460196763277054,
-0.04437122121453285,
0.009977418929338455,
0.02644161321222782,
0.02664291486144066,
-0.014386201277375221,
-0.058319926261901855,
-0.03339288383722305,
-0.11247191578149796,
0.029508424922823906,
-0.0339093953371048,
0.054919593036174774,
-0.04331675544381142,
0.004373962990939617,
-0.025624459609389305,
-0.06289312243461609,
0.05853894352912903,
0.02382885105907917,
0.03557741641998291,
-0.01974242366850376,
0.06452977657318115,
0.04882349446415901,
-0.02915521338582039,
0.0859590619802475,
0.07315874844789505,
-0.04973481222987175,
0.015286188572645187,
0.048331934958696365,
-0.09715918451547623,
0.02634381502866745,
0.01002670731395483,
0.10072899609804153,
0.033030588179826736,
0.03676563501358032,
-0.02518368512392044,
0.07065273821353912,
0.0439981147646904,
0.018740423023700714,
-0.07632903009653091,
0.047582387924194336,
0.08429582417011261,
0.04110545665025711,
-0.054271720349788666,
-0.018962938338518143,
0.020585283637046814,
-0.07161296904087067,
0.06801683455705643,
-0.06490162014961243,
0.0046109543181955814,
-0.024129996076226234,
0.053554508835077286,
0.040074266493320465,
0.09528958052396774,
-0.049701593816280365,
0.08744893968105316,
-0.004009873606264591,
-0.005909869913011789,
-0.061131566762924194,
-0.03918036073446274,
-0.00667277816683054
] |
renBaikau/alphaDelay | b99a0c3da21a024afc07f61696ee2996ada07780 | 2021-11-22T12:21:47.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | renBaikau | null | renBaikau/alphaDelay | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: alphaDelay
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# alphaDelay
This model is a fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 3.6648
- Wer: 1.0
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 20
- num_epochs: 15
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:---:|
| 82.3335 | 5.0 | 25 | 14.0648 | 1.0 |
| 6.1049 | 10.0 | 50 | 3.7145 | 1.0 |
| 3.9873 | 15.0 | 75 | 3.6648 | 1.0 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.15.1
- Tokenizers 0.10.3
| [
-0.017661428079009056,
-0.04812905192375183,
-0.059448614716529846,
0.02089405059814453,
0.05160995572805405,
0.005338271148502827,
-0.039751552045345306,
-0.06739797443151474,
-0.06915352493524551,
-0.09879374504089355,
0.03684534505009651,
-0.07764183729887009,
-0.039598699659109116,
-0.05570575222373009,
-0.07056967914104462,
0.00878787599503994,
0.030763084068894386,
-0.060710787773132324,
-0.07858644425868988,
0.0014410418225452304,
-0.02654951810836792,
0.02832219749689102,
0.06910963356494904,
0.021887606009840965,
0.011031675152480602,
0.02403411827981472,
-0.05211459472775459,
0.028062378987669945,
0.04438347369432449,
-0.06036313623189926,
0.13798101246356964,
0.007314990274608135,
0.014429544098675251,
0.021498363465070724,
-0.017178406938910484,
-0.00496422965079546,
-0.03313314542174339,
-0.07669933885335922,
-0.003798807505518198,
-0.005288147367537022,
0.021793415769934654,
-0.025187073275446892,
-0.03840497508645058,
0.08556200563907623,
-0.017046822234988213,
0.009100735187530518,
-0.07245993614196777,
-0.0775744840502739,
-0.02982145920395851,
0.010340837761759758,
-0.07878151535987854,
-0.11979493498802185,
0.03727208077907562,
-0.009484886191785336,
-0.09176769107580185,
0.043725449591875076,
-0.002746907528489828,
0.03738688305020332,
-0.004989619832485914,
0.033937081694602966,
-0.0006896986742503941,
-0.036432262510061264,
-0.06160007417201996,
-0.011018508113920689,
-0.06664220988750458,
-0.057241059839725494,
-0.034064967185258865,
-0.028674332424998283,
0.06994977593421936,
-0.03638825938105583,
-0.02209934964776039,
0.07685289531946182,
0.0004310533113311976,
0.022357139736413956,
0.017021823674440384,
0.009333159774541855,
0.06440871208906174,
0.04097822681069374,
0.09226776659488678,
-0.09279154241085052,
0.010196964256465435,
-0.09119808673858643,
0.03961491584777832,
-0.04470363259315491,
0.058381639420986176,
0.03344907611608505,
0.017064327374100685,
-0.04102284088730812,
0.022553225979208946,
0.045978374779224396,
-0.07519209384918213,
0.05730979144573212,
-0.004323870874941349,
0.05737893283367157,
0.025753097608685493,
0.07695272564888,
0.008346750400960445,
0.007605923339724541,
-0.07218044996261597,
0.12512297928333282,
-0.0238870270550251,
0.050782956182956696,
0.012974283657968044,
0.020550547167658806,
0.0023068583104759455,
-0.04636964201927185,
-0.00038077644421719015,
0.09485907852649689,
0.07881935685873032,
-0.02064066007733345,
0.06929720938205719,
0.059937674552202225,
-0.007874240167438984,
0.007924893870949745,
0.07251039147377014,
0.08656851202249527,
0.014595993794500828,
0.023035835474729538,
-0.015499766916036606,
0.060621943324804306,
-0.013998609967529774,
0.01122327335178852,
-0.005171366035938263,
-0.009916827082633972,
-0.07640436291694641,
-0.07208796590566635,
-0.0882452130317688,
3.4396088771533106e-33,
0.04715568572282791,
0.050725411623716354,
-0.02055337466299534,
-0.04779990389943123,
0.02720908261835575,
-0.042937520891427994,
-0.01901029422879219,
-0.04457162320613861,
0.009662095457315445,
-0.06666611135005951,
-0.08571156114339828,
-0.04816808924078941,
-0.05034155026078224,
0.05974067375063896,
0.058933325111866,
-0.06401318311691284,
-0.021912163123488426,
0.04827728867530823,
0.0412190817296505,
0.05296414718031883,
0.13104136288166046,
-0.03371617943048477,
-0.036582574248313904,
-0.05432097613811493,
-0.0013967739650979638,
0.07733649760484695,
0.013399786315858364,
0.031034370884299278,
0.013406943529844284,
0.0436311811208725,
-0.029968224465847015,
0.00032150413608178496,
-0.04829474538564682,
-0.017623495310544968,
0.0449330173432827,
0.012234694324433804,
0.036551158875226974,
0.06248091533780098,
-0.002932223491370678,
-0.0719946101307869,
0.010175039060413837,
0.01648508943617344,
0.05050499737262726,
-0.06964439898729324,
-0.0487167090177536,
-0.08735886961221695,
0.0381094366312027,
0.04595055803656578,
0.04503294825553894,
0.02136225253343582,
-0.077212855219841,
-0.03290339559316635,
0.030659755691885948,
0.03888867422938347,
-0.028081437572836876,
-0.023975899443030357,
0.04374115169048309,
0.09112047404050827,
-0.03227022662758827,
-0.007536136079579592,
0.03726007416844368,
0.05275951698422432,
0.029986940324306488,
-0.029079867526888847,
-0.04666769504547119,
-0.02424314245581627,
-0.02816641889512539,
-0.04220655933022499,
0.030084004625678062,
0.013577255420386791,
-0.03456733003258705,
0.01051006093621254,
0.03564951568841934,
-0.03622512146830559,
0.04630446434020996,
-0.09105139225721359,
0.008497221395373344,
-0.05997759476304054,
-0.06306439638137817,
-0.016910718753933907,
0.004214189480990171,
0.08815397322177887,
0.008605435490608215,
-0.08211377263069153,
-0.04035872220993042,
-0.05247263237833977,
0.019022205844521523,
-0.05899687111377716,
-0.028504813089966774,
0.005286109633743763,
-0.05192605406045914,
0.06999724358320236,
-0.02286643348634243,
-0.02018599957227707,
-0.02632836252450943,
-3.725485797195429e-33,
-0.004367259331047535,
0.07884727418422699,
-0.013183490373194218,
0.0637640431523323,
0.023409737274050713,
0.017336318269371986,
0.06808745861053467,
0.11129532754421234,
-0.06424260884523392,
-0.030927998945116997,
0.06550078094005585,
-0.01971810683608055,
-0.057969558984041214,
-0.057421404868364334,
0.04757589474320412,
-0.023903310298919678,
-0.023740554228425026,
0.012794406153261662,
0.03513865917921066,
0.000003700272827700246,
0.015701541677117348,
0.13166628777980804,
-0.06864815205335617,
0.057758964598178864,
0.01205691322684288,
-0.035957127809524536,
0.04537362605333328,
0.12086354941129684,
0.0727468803524971,
-0.042742133140563965,
-0.019823094829916954,
-0.022037122398614883,
-0.03182777762413025,
0.024192525073885918,
-0.001207339926622808,
0.05981441214680672,
0.07159242033958435,
0.005163577385246754,
-0.04108121246099472,
0.05844028666615486,
0.04465826600790024,
0.08050186932086945,
-0.10396886616945267,
0.050932031124830246,
-0.012009858153760433,
0.046976134181022644,
0.02009020745754242,
-0.027243826538324356,
-0.03654969111084938,
-0.004348387010395527,
0.05531090125441551,
-0.10201025009155273,
-0.026741402223706245,
0.042376913130283356,
-0.037528570741415024,
-0.039373964071273804,
0.008909211494028568,
0.002468459540978074,
-0.05354272574186325,
-0.0015475789550691843,
-0.017111193388700485,
0.020349880680441856,
-0.11279644817113876,
-0.02462691068649292,
-0.0035479473881423473,
-0.0443643294274807,
-0.06797625869512558,
0.08537489920854568,
0.007581269834190607,
0.060597192496061325,
-0.04494767263531685,
0.07039894908666611,
0.03197811543941498,
0.05664469674229622,
-0.03189872205257416,
-0.0004744767502415925,
-0.014932948164641857,
-0.0027716958429664373,
-0.0033609960228204727,
-0.09605216979980469,
-0.05403768643736839,
0.0745546892285347,
0.05610452964901924,
0.02411882020533085,
0.1278679072856903,
0.06300929933786392,
0.053959887474775314,
0.08558079600334167,
-0.05522698163986206,
0.011574639938771725,
0.043414000421762466,
0.031348615884780884,
-0.00923964660614729,
0.11023788154125214,
0.047048117965459824,
-5.624253773817145e-8,
-0.038863323628902435,
0.01583138294517994,
-0.023155556991696358,
0.059092774987220764,
0.027597710490226746,
0.0021259752102196217,
0.032956406474113464,
-0.022604739293456078,
0.0064910100772976875,
-0.00006765667058061808,
-0.013194323517382145,
0.017474226653575897,
-0.035546887665987015,
0.04481549561023712,
-0.02747725136578083,
0.0017207995988428593,
-0.005211932584643364,
0.11326152831315994,
-0.03654233738780022,
-0.05405905842781067,
0.018263787031173706,
-0.01999508962035179,
-0.017362860962748528,
-0.04976112022995949,
0.05968693643808365,
-0.12401711195707321,
-0.07903676480054855,
0.08194109797477722,
-0.09225662052631378,
-0.023691006004810333,
-0.032489653676748276,
0.03264632076025009,
0.05044519156217575,
-0.11920417100191116,
-0.010110213421285152,
0.11590830236673355,
-0.05122504010796547,
-0.04442504420876503,
0.011788765899837017,
0.0420246347784996,
-0.040392834693193436,
0.07753735780715942,
-0.0025851784739643335,
-0.03052937425673008,
0.05760515481233597,
-0.04347231239080429,
0.01182275079190731,
-0.11290432512760162,
0.08312641829252243,
-0.0025561696384102106,
0.04682961478829384,
0.04229792580008507,
-0.028563233092427254,
-0.030405817553400993,
0.0595286525785923,
0.0139551917091012,
-0.09277928620576859,
0.0027308487333357334,
0.005353669170290232,
0.003640096867457032,
0.04901735112071037,
-0.030375134199857712,
-0.039948973804712296,
-0.03147336095571518
] |
reshinthadith/FlashFill-T5 | ca57600cac916819746481d7952449095312fe56 | 2021-11-07T05:01:45.000Z | [
"pytorch",
"t5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | reshinthadith | null | reshinthadith/FlashFill-T5 | 0 | null | transformers | [
-0.11883839219808578,
0.04829875007271767,
-0.0025480713229626417,
-0.011011119931936264,
0.05195086821913719,
0.010291781276464462,
0.11543325334787369,
0.0007007101085036993,
-0.08592551946640015,
-0.07065412402153015,
0.0013317831326276064,
-0.03547239303588867,
0.018434111028909683,
-0.006737204734236002,
0.024402931332588196,
-0.029503202065825462,
-0.05813843384385109,
-0.05043959617614746,
-0.02076544053852558,
0.029036011546850204,
-0.06367596238851547,
0.02402990683913231,
0.026243364438414574,
-0.006037313491106033,
-0.01107666827738285,
-0.0014006617711856961,
-0.018619725480675697,
0.0327700637280941,
0.0028860527090728283,
-0.05694405734539032,
-0.04394163936376572,
0.02541404217481613,
0.08790954202413559,
-0.024991171434521675,
-0.03668319061398506,
0.006241408176720142,
-0.06646784394979477,
-0.06714455783367157,
0.020564133301377296,
0.04238889738917351,
0.021880151703953743,
-0.042882394045591354,
-0.03437699005007744,
0.06146680936217308,
0.06563723087310791,
-0.07852024585008621,
0.02948704920709133,
0.010798314586281776,
0.06332413852214813,
-0.045084670186042786,
-0.0182341281324625,
-0.02772107720375061,
-0.003673810977488756,
-0.0365944467484951,
0.054250143468379974,
-0.02085656300187111,
0.015034995973110199,
-0.060095034539699554,
0.016393844038248062,
-0.03323855251073837,
0.017503421753644943,
-0.0005952452775090933,
-0.16348381340503693,
0.08492086082696915,
-0.07583841681480408,
0.016109801828861237,
0.04838301241397858,
-0.007598101627081633,
-0.024985389783978462,
0.05949748307466507,
0.06588993966579437,
-0.03513747453689575,
0.0008842900861054659,
-0.11567986756563187,
0.04939035326242447,
0.033604685217142105,
0.055154114961624146,
0.026383711025118828,
0.0536944679915905,
0.0389324389398098,
0.00043941321200691164,
0.01806047186255455,
-0.09288255125284195,
-0.004074037540704012,
-0.0008234544075094163,
-0.04883115366101265,
-0.006677574943751097,
-0.023541659116744995,
-0.03813302516937256,
0.05245167389512062,
-0.04249391704797745,
-0.05589974299073219,
0.08681581914424896,
-0.0489618144929409,
-0.08339681476354599,
-0.04576364532113075,
0.029042283073067665,
0.0346577949821949,
-0.08649176359176636,
0.406218558549881,
0.03594954311847687,
0.01869703084230423,
0.09797823429107666,
-0.007865197956562042,
0.02371404878795147,
-0.05756504088640213,
-0.0610998161137104,
-0.006620450410991907,
0.00705999881029129,
0.021669885143637657,
-0.024405229836702347,
-0.03351457789540291,
0.00025024989736266434,
0.03170766681432724,
0.044071584939956665,
0.09463253617286682,
-0.03558005020022392,
-0.004534323699772358,
0.043714918196201324,
0.00020506932924035937,
-0.0028586226981133223,
-0.024884041398763657,
0.003760663093999028,
0.014041194692254066,
0.07781577855348587,
-0.1323145031929016,
0.006876362953335047,
-7.2201250750405e-33,
0.00733445817604661,
0.0027261064387857914,
0.012147546745836735,
-0.00244031916372478,
0.027932537719607353,
0.03927059844136238,
0.003743878798559308,
-0.04643525555729866,
-0.014492480084300041,
0.053601909428834915,
0.00659053074195981,
0.036648061126470566,
-0.023135565221309662,
0.032753653824329376,
0.07811082899570465,
0.009627356193959713,
0.007964003831148148,
0.002874253550544381,
-0.00188067730050534,
0.00469160033389926,
-0.012402275577187538,
-0.0008040867396630347,
-0.02303866483271122,
0.042972929775714874,
-0.02825997956097126,
-0.06694643199443817,
0.038539037108421326,
-0.07085707038640976,
0.020109331235289574,
0.0014602490700781345,
0.0014639230212196708,
0.04991231486201286,
-0.025945492088794708,
0.0008223699987865984,
-0.03757282346487045,
-0.028740553185343742,
0.0333750881254673,
-0.07462829351425171,
-0.03598390519618988,
0.025680696591734886,
-0.050138991326093674,
0.010837283916771412,
-0.04243788868188858,
-0.0026686324272304773,
-0.004916196223348379,
0.16647912561893463,
-0.0011540642008185387,
-0.004960609599947929,
-0.06482203304767609,
0.0697622001171112,
-0.00281812553294003,
-0.021325107663869858,
-0.11613688617944717,
0.043338701128959656,
-0.003350817132741213,
-0.0201066005975008,
0.016553912311792374,
-0.04397115111351013,
0.020619448274374008,
-0.009090038016438484,
0.009713646955788136,
0.03939148411154747,
-0.012487691827118397,
0.009350290521979332,
-0.0864778459072113,
-0.048517774790525436,
0.024477841332554817,
-0.008494860492646694,
0.02306363917887211,
-0.012638268992304802,
-0.05101000517606735,
0.036759957671165466,
0.03771747648715973,
0.030916081741452217,
-0.028798477724194527,
-0.019268766045570374,
-0.019831806421279907,
0.03583521395921707,
0.0806305781006813,
0.006497312802821398,
0.035455361008644104,
-0.04195885360240936,
0.006693810690194368,
-0.0240788571536541,
0.09502360969781876,
0.054634980857372284,
0.004220918286591768,
-0.05180731415748596,
0.010215258225798607,
-0.04109863564372063,
-0.035745516419410706,
0.061318062245845795,
-0.003094350453466177,
0.08796165883541107,
0.006000809837132692,
4.4925641867161134e-33,
-0.07716752588748932,
0.01899300329387188,
-0.03573806956410408,
0.08879788964986801,
-0.017555175349116325,
-0.00276267621666193,
0.0372738353908062,
0.09013675898313522,
-0.09250447899103165,
0.06802994757890701,
0.022390227764844894,
-0.045089732855558395,
0.03087886981666088,
0.04449526220560074,
-0.005799512844532728,
0.03523362800478935,
0.06968851387500763,
-0.004063507542014122,
-0.028155043721199036,
-0.03572949767112732,
-0.03050713613629341,
-0.032378342002630234,
-0.0024997740983963013,
0.034929368644952774,
-0.04148072376847267,
0.030205296352505684,
0.048589129000902176,
0.06329893320798874,
-0.021693114191293716,
0.03680049255490303,
0.038965724408626556,
-0.023581376299262047,
-0.05063265934586525,
-0.05820290371775627,
0.04826248064637184,
0.08404401689767838,
0.03678114339709282,
-0.0007769181975163519,
0.02484808675944805,
-0.050517261028289795,
0.039668969810009,
-0.010082753375172615,
0.0022443763446062803,
0.116977259516716,
-0.02196113020181656,
-0.005805940367281437,
-0.04809294641017914,
0.0037888200022280216,
0.035172585397958755,
0.07729718089103699,
-0.0931970626115799,
-0.011993001215159893,
-0.021968137472867966,
0.041294217109680176,
-0.022958258166909218,
0.0041603706777095795,
-0.04321872815489769,
0.070213183760643,
-0.019059717655181885,
0.00047526726848445833,
0.005480630788952112,
0.02676147036254406,
-0.033612724393606186,
0.013468571938574314,
-0.022746630012989044,
0.03873888775706291,
-0.024523256346583366,
-0.036328304558992386,
-0.001792443566955626,
-0.052569858729839325,
0.006689345929771662,
-0.025846661999821663,
-0.13483531773090363,
0.0011393572203814983,
-0.047169219702482224,
-0.05347477272152901,
-0.018427180126309395,
-0.007304218132048845,
-0.009657084941864014,
-0.03772621229290962,
-0.03399984911084175,
0.018417347222566605,
-0.00800306536257267,
-0.005512326955795288,
-0.03353208675980568,
-0.02018074132502079,
0.021665947511792183,
0.010758327320218086,
-0.05747471749782562,
0.019696740433573723,
-0.0072408695705235004,
0.023037055507302284,
0.12023404240608215,
0.0032420249190181494,
0.010149974375963211,
-1.3403667509237494e-8,
-0.04672452434897423,
0.04062062129378319,
-0.05561640113592148,
-0.0018853526562452316,
0.05632395297288895,
0.04963894188404083,
-0.041541654616594315,
0.032503996044397354,
0.025749236345291138,
-0.01878082938492298,
0.06920807808637619,
0.025988038629293442,
-0.027823345735669136,
0.057575177401304245,
0.09128101915121078,
-0.01532570831477642,
-0.10472094267606735,
-0.0275859534740448,
-0.0162227600812912,
-0.035399459302425385,
-0.01046109851449728,
-0.01399931125342846,
-0.0002941960992757231,
-0.08362970501184464,
0.007932242937386036,
0.006960063707083464,
-0.04422980919480324,
0.07475827634334564,
0.07440962642431259,
-0.040580879896879196,
-0.0018267043633386493,
0.019850045442581177,
0.014382138848304749,
0.02058541215956211,
0.022133776918053627,
-0.06437038630247116,
-0.06369856745004654,
0.016139136627316475,
0.009907354600727558,
-0.005559460259974003,
-0.05467308685183525,
-0.02331152930855751,
0.0704692006111145,
0.006468030158430338,
-0.047699909657239914,
-0.00364708062261343,
0.007837568409740925,
-0.0049745687283575535,
-0.01241871528327465,
-0.0778120756149292,
-0.0009408937767148018,
-0.008002525195479393,
0.006034219171851873,
0.08434928953647614,
0.10730375349521637,
0.011427704244852066,
0.013366695493459702,
-0.012747326865792274,
0.06145435571670532,
0.03564130514860153,
0.15874579548835754,
0.12640945613384247,
0.04654903709888458,
-0.015717312693595886
] |
|
rewardsignal/behavior_cloning | 6e2b26939d3095c6ba996833fceab8362a48c469 | 2021-06-03T15:41:19.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | false | rewardsignal | null | rewardsignal/behavior_cloning | 0 | null | transformers | This model was trained using prompt_responses_full.csv which you can read more about [here](https://huggingface.co/datasets/rewardsignal/reddit_writing_prompts).
All other training parameters and settings are accessible via the config.json and trainer_state.json files of the individual checkpoints | [
-0.00931995827704668,
-0.03849470987915993,
-0.09167487174272537,
0.06245185434818268,
0.05248741805553436,
0.049655284732580185,
0.007767454255372286,
-0.01706395111978054,
-0.0378512367606163,
-0.04354273900389671,
0.008122671395540237,
-0.038487937301397324,
0.08097972720861435,
-0.060070861130952835,
0.024457206949591637,
-0.024700719863176346,
0.033270012587308884,
-0.07244644314050674,
-0.0324803963303566,
-0.045592665672302246,
0.018629569560289383,
0.00482947425916791,
0.009656558744609356,
0.07066138088703156,
-0.06937838345766068,
0.005685687530785799,
-0.013544976711273193,
0.020431436598300934,
-0.011117587797343731,
-0.05136031657457352,
-0.019934475421905518,
-0.03593601658940315,
0.04212668538093567,
0.06484440714120865,
0.002409866079688072,
0.028887812048196793,
-0.010462143458425999,
-0.027351636439561844,
0.002949097892269492,
-0.01471435185521841,
-0.016091831028461456,
-0.004023216664791107,
-0.028031524270772934,
0.036870524287223816,
0.11308805644512177,
-0.016324158757925034,
-0.05574633181095123,
-0.03460858762264252,
-0.012241151183843613,
-0.016462279483675957,
-0.014463096857070923,
-0.031535711139440536,
0.05172733962535858,
0.05043864995241165,
-0.04265522584319115,
-0.005539988167583942,
0.018350988626480103,
0.008927546441555023,
0.005661075934767723,
-0.017091836780309677,
-0.08864229172468185,
-0.06925918161869049,
-0.0813123807311058,
0.020945750176906586,
-0.047855958342552185,
0.011186218820512295,
-0.05553854629397392,
0.034679096192121506,
0.09619168937206268,
-0.11522644013166428,
-0.027905995026230812,
0.0032742361072450876,
-0.02361510880291462,
-0.06537134200334549,
0.04160616174340248,
0.023489510640501976,
-0.016078855842351913,
0.022405413910746574,
-0.003545136423781514,
-0.10080751776695251,
-0.05943049490451813,
-0.04813211411237717,
0.06034346669912338,
0.03905249759554863,
-0.0012487531639635563,
0.012979975901544094,
0.012854867614805698,
0.05580795556306839,
0.10981274396181107,
0.02640245482325554,
0.015728451311588287,
-0.006130001973360777,
-0.03923431411385536,
-0.022133847698569298,
-0.14750824868679047,
0.10090150684118271,
0.009423750452697277,
-0.04605149105191231,
-0.04507550597190857,
0.04977137967944145,
0.0006874585524201393,
0.0031596554908901453,
0.05497509986162186,
0.043025903403759,
0.008488762192428112,
-0.030286137014627457,
0.0351421944797039,
0.016446733847260475,
0.022557517513632774,
-0.019632168114185333,
0.011562859639525414,
0.06705202907323837,
0.03584305942058563,
-0.012910990044474602,
0.11682119220495224,
0.0674699917435646,
-0.09199897944927216,
-0.004000549670308828,
-0.011003059335052967,
0.03289978206157684,
0.06019497662782669,
-0.05711286514997482,
0.016676677390933037,
-0.04357438161969185,
0.027583088725805283,
-0.07117832452058792,
-0.05661873146891594,
-7.716682357831644e-34,
0.10419054329395294,
0.04665553569793701,
0.03779516741633415,
0.0076978267170488834,
0.03425196558237076,
0.052611302584409714,
0.015861138701438904,
0.03980148211121559,
0.04274393990635872,
-0.07227619737386703,
-0.06716553866863251,
0.03807361051440239,
-0.0014977544778957963,
0.07692287862300873,
-0.05985390022397041,
-0.030957192182540894,
-0.07931303977966309,
0.054205115884542465,
-0.005188001319766045,
0.048207879066467285,
0.10936962068080902,
0.011312965303659439,
0.002004038542509079,
0.017265865579247475,
0.09421797096729279,
0.08654115349054337,
0.03324633091688156,
0.06606948375701904,
-0.03964295610785484,
0.032604850828647614,
-0.035359807312488556,
0.01595143973827362,
-0.019721174612641335,
-0.001809876412153244,
0.03934874013066292,
0.07031113654375076,
0.03896886110305786,
0.00716042798012495,
-0.0020617577247321606,
-0.02887061797082424,
0.04226241633296013,
-0.0487702414393425,
0.013629966415464878,
-0.00012101715401513502,
-0.15539589524269104,
-0.04465799033641815,
0.03344906494021416,
-0.01826171949505806,
0.001794166280888021,
0.005841742269694805,
-0.05548118054866791,
0.020052827894687653,
0.030454399064183235,
-0.1367414891719818,
-0.06136428564786911,
0.01356988213956356,
0.03133412078022957,
0.014787646010518074,
-0.03632594272494316,
-0.01727396808564663,
0.10534601658582687,
-0.0161026231944561,
0.00870500784367323,
-0.019712859764695168,
-0.0015600509941577911,
0.04062442108988762,
-0.09120290726423264,
-0.0891604945063591,
0.1304868459701538,
0.04777613282203674,
-0.08552009612321854,
0.03977864608168602,
-0.021772075444459915,
-0.03248809650540352,
0.020198719576001167,
-0.05842745676636696,
-0.03341027349233627,
0.013797308318316936,
0.016826678067445755,
0.012417244724929333,
-0.03862995654344559,
-0.04360635578632355,
-0.09954299032688141,
0.045315224677324295,
0.04128863662481308,
-0.043588683009147644,
0.041778434067964554,
-0.029062310233712196,
-0.08622244000434875,
-0.02986096777021885,
-0.017325181514024734,
0.03267134353518486,
0.025149494409561157,
0.04307413101196289,
-0.04621032252907753,
6.3376791699908055e-34,
0.02331671491265297,
0.006740661337971687,
-0.03969939798116684,
0.05221647769212723,
0.03808993101119995,
0.0036647215019911528,
0.039666548371315,
0.113957978785038,
0.001357184606604278,
0.010351374745368958,
0.03791092336177826,
-0.004280486609786749,
0.000574624864384532,
0.019602304324507713,
0.001749748014844954,
0.01959332637488842,
-0.044595811516046524,
0.039625149220228195,
-0.006353727076202631,
-0.04797060042619705,
-0.03258778154850006,
0.016289927065372467,
-0.06765279918909073,
0.013962243683636189,
0.017947863787412643,
-0.03321131691336632,
0.03728393092751503,
0.05654511973261833,
0.02438960410654545,
-0.01277845911681652,
-0.03394651785492897,
0.017363037914037704,
-0.03378134220838547,
0.06370052695274353,
-0.06582823395729065,
0.018351372331380844,
0.03362065553665161,
-0.04390108212828636,
-0.01273628044873476,
0.12001870572566986,
0.12617532908916473,
0.01646820828318596,
-0.13391831517219543,
0.10234317183494568,
-0.012761687859892845,
0.04739880934357643,
-0.031645700335502625,
0.015237031504511833,
-0.018329137936234474,
-0.010859791189432144,
0.039635155349969864,
-0.06620762497186661,
-0.03427363559603691,
0.0071690878830850124,
0.029116807505488396,
-0.045540377497673035,
0.0025743315927684307,
-0.07408177852630615,
0.014054247178137302,
-0.05278749391436577,
-0.08347659558057785,
0.036124564707279205,
-0.043765321373939514,
-0.0018315459601581097,
0.05921795591711998,
-0.0635383203625679,
0.014468967914581299,
-0.00701537448912859,
-0.03807027265429497,
0.009931216016411781,
0.04561725631356239,
0.018097136169672012,
0.058233778923749924,
0.006161236669868231,
0.012503507547080517,
-0.056168798357248306,
-0.09027168154716492,
-0.06569451838731766,
-0.056706931442022324,
-0.06020118668675423,
-0.026720810681581497,
-0.056348398327827454,
0.05434250831604004,
0.09301721304655075,
0.0326785072684288,
0.07917336374521255,
0.036437030881643295,
0.11293487250804901,
0.002048206515610218,
0.06182622164487839,
-0.014923686161637306,
0.007330944295972586,
0.07152669876813889,
0.08289967477321625,
-0.07520683109760284,
-4.105603679249725e-8,
-0.08176665008068085,
0.01223385613411665,
0.004935726057738066,
0.032033901661634445,
0.029579030349850655,
0.07810477912425995,
0.04521927237510681,
0.008097374811768532,
-0.038453467190265656,
-0.017817175015807152,
0.03515037149190903,
0.022650301456451416,
-0.0009769473690539598,
-0.0364142544567585,
-0.0075989980250597,
0.010129922069609165,
0.06193317472934723,
0.13639318943023682,
-0.052726149559020996,
-0.011208642274141312,
0.11459673941135406,
0.015580732375383377,
-0.04056968167424202,
-0.029804140329360962,
0.09807565808296204,
-0.0067367409355938435,
-0.08641874045133591,
0.14849252998828888,
-0.09126047044992447,
-0.09543552249670029,
0.020360376685857773,
-0.08513902872800827,
0.05573546141386032,
-0.031111178919672966,
-0.007995778694748878,
0.10483359545469284,
0.02541920728981495,
-0.02971418760716915,
0.04215087369084358,
0.0020386786200106144,
-0.01000471506267786,
-0.020987188443541527,
-0.05562390014529228,
-0.03271634504199028,
-0.007271708454936743,
0.036546945571899414,
-0.06372998654842377,
-0.08098980039358139,
0.041575439274311066,
-0.06470059603452682,
-0.05327780917286873,
-0.03947792947292328,
0.009323765523731709,
0.050845589488744736,
-0.036993540823459625,
0.028015438467264175,
0.010966559872031212,
-0.043002814054489136,
0.055648673325777054,
0.003164412220939994,
0.09109161794185638,
0.05781072750687599,
-0.02758045680820942,
-0.007551612798124552
] |
rewardsignal/reddit_reward_model | 4b9112d42e66b4e4999a36abd284b93e83e266ac | 2021-06-04T01:35:01.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | false | rewardsignal | null | rewardsignal/reddit_reward_model | 0 | null | transformers | This model was trained using comparisons_train.csv which you can read more about [here](https://huggingface.co/datasets/projectaligned/reddit_writingprompts_full).
All other training parameters and settings are accessible via the config.json and trainer_state.json files of the individual checkpoints | [
-0.004213878884911537,
-0.05549331381917,
-0.06095019355416298,
0.06599288433790207,
0.0403054803609848,
0.010621449910104275,
-0.05596652999520302,
0.005107328295707703,
-0.06357882171869278,
-0.04789852723479271,
0.028368595987558365,
-0.014417250640690327,
0.06346362829208374,
-0.0792655497789383,
-0.04220254719257355,
-0.02684352546930313,
0.010622888803482056,
-0.03577151894569397,
-0.05049533024430275,
-0.03332322835922241,
-0.0018903445452451706,
0.001097101834602654,
-0.0174204483628273,
0.06413047760725021,
-0.0316169448196888,
0.041933752596378326,
0.0009036289993673563,
0.040776051580905914,
-0.018813615664839745,
-0.03903708606958389,
-0.0738227441906929,
0.006057221442461014,
-0.03562633693218231,
0.06163344532251358,
0.06709271669387817,
-0.007519511505961418,
-0.019425109028816223,
-0.03504346311092377,
0.019463513046503067,
-0.02120123989880085,
-0.025185922160744667,
-0.007475215010344982,
0.02093290537595749,
0.004811959341168404,
0.11090805381536484,
0.04484691843390465,
-0.07685311138629913,
-0.0062361168675124645,
0.00248168152756989,
-0.03859780356287956,
-0.04868923872709274,
-0.05381731316447258,
0.024378258734941483,
-0.0012599293841049075,
-0.010752011090517044,
-0.0033684957306832075,
0.025299564003944397,
0.006377862766385078,
0.011206282302737236,
-0.030575081706047058,
-0.038492802530527115,
-0.0707922875881195,
-0.08237598091363907,
-0.01023507583886385,
0.011587999761104584,
0.015238352119922638,
-0.00857397448271513,
-0.00022754484962206334,
0.0890776515007019,
-0.08672310411930084,
-0.028268469497561455,
0.0394803062081337,
-0.00442895432934165,
-0.0789942592382431,
0.03295612335205078,
0.014627562835812569,
0.044893670827150345,
0.033130478113889694,
-0.005728580988943577,
-0.1186312884092331,
-0.033606790006160736,
-0.04834069684147835,
0.057044509798288345,
0.0876721739768982,
-0.013191054575145245,
-0.009343888610601425,
0.036086276173591614,
0.048602696508169174,
0.12260544300079346,
0.024321770295500755,
0.016623836010694504,
-0.01681509241461754,
-0.07031844556331635,
-0.02243734523653984,
-0.10212936252355576,
0.09268350154161453,
0.045263685286045074,
0.051552195101976395,
-0.010443690232932568,
0.04904700815677643,
-0.020486434921622276,
-0.020005155354738235,
0.07338833808898926,
0.02896195650100708,
0.03148309886455536,
-0.0061119734309613705,
0.045897357165813446,
-0.031385719776153564,
0.016314765438437462,
-0.040938712656497955,
0.039295975118875504,
0.06201561167836189,
0.0098871486261487,
-0.021027596667408943,
0.12345904856920242,
0.021738585084676743,
-0.08838334679603577,
-0.026518451049923897,
-0.0626223012804985,
0.036575861275196075,
0.000753310916479677,
-0.051269229501485825,
0.03901984915137291,
-0.020803401246666908,
-0.007608231622725725,
-0.06889526546001434,
-0.08386122435331345,
5.488486438922438e-34,
0.11337073147296906,
0.007893763482570648,
0.05342633277177811,
-0.0030285653192549944,
0.03571978211402893,
0.004202289041131735,
-0.01879129186272621,
0.04382970929145813,
-0.012214100919663906,
-0.07687555253505707,
-0.06695365905761719,
0.0207072701305151,
-0.028334831818938255,
0.041648153215646744,
-0.04847229644656181,
-0.05708643049001694,
-0.1192861795425415,
0.0215744748711586,
-0.06756018847227097,
0.10302654653787613,
0.10124555975198746,
-0.04595310613512993,
-0.0362013503909111,
-0.0339788943529129,
0.04761514067649841,
0.06069532036781311,
0.0027931968215852976,
0.06926107406616211,
-0.10017121583223343,
0.03166210651397705,
-0.06464575976133347,
0.03352418541908264,
-0.04674113169312477,
0.01921381801366806,
0.05996251851320267,
0.028281038627028465,
0.016700614243745804,
0.010155748575925827,
0.005187404341995716,
-0.007184930611401796,
0.037345122545957565,
0.011498737148940563,
0.001906641642563045,
-0.048048581928014755,
-0.08830311894416809,
-0.020753197371959686,
0.014410695061087608,
0.006144771818071604,
0.044094350188970566,
-0.004076390061527491,
-0.008405628614127636,
0.040264200419187546,
0.028247736394405365,
-0.14050810039043427,
-0.07152079045772552,
0.0034034268464893103,
0.059219054877758026,
0.0006144703947938979,
-0.011927984654903412,
0.048457492142915726,
0.10895685106515884,
-0.027417222037911415,
-0.035244617611169815,
-0.009593390859663486,
0.03598789498209953,
0.05935686454176903,
-0.06628540903329849,
-0.07788031548261642,
0.15347938239574432,
0.058019038289785385,
-0.06762930750846863,
-0.011333592236042023,
-0.014295880682766438,
0.011765532195568085,
0.03611064329743385,
-0.04591474309563637,
-0.029206030070781708,
0.06308490037918091,
-0.008278632536530495,
0.01781664602458477,
-0.06341513246297836,
0.008219463750720024,
-0.0753282904624939,
-0.03795536980032921,
-0.04556149244308472,
-0.08709218353033066,
0.029886068776249886,
-0.0189799927175045,
-0.10089081525802612,
-0.04879705235362053,
-0.013824251480400562,
0.01057248655706644,
0.07609669119119644,
0.022356372326612473,
-0.02151050604879856,
-3.922697198735938e-34,
0.015363314189016819,
-0.006432050373405218,
0.01780180260539055,
0.049627915024757385,
0.023317361250519753,
-0.01931080035865307,
0.06389293819665909,
0.0931021198630333,
0.01381133683025837,
0.039460550993680954,
0.08227497339248657,
-0.03530579060316086,
0.0006399527774192393,
-0.011883573606610298,
-0.01229867897927761,
0.04357939958572388,
-0.0329163633286953,
-0.010925174690783024,
-0.0345928892493248,
-0.023281825706362724,
-0.007904605008661747,
0.015069560147821903,
0.013110155239701271,
0.018029287457466125,
-0.007477944251149893,
-0.0038076434284448624,
0.06437195837497711,
0.02710895985364914,
0.0014855553163215518,
-0.06872022151947021,
-0.02157672308385372,
0.016695674508810043,
-0.046560902148485184,
0.03981943801045418,
-0.04194703325629234,
0.016521964222192764,
-0.012357586994767189,
-0.059216782450675964,
0.01798378676176071,
0.08046917617321014,
0.10961531102657318,
0.1011398434638977,
-0.14952696859836578,
0.0994626060128212,
0.011149376630783081,
0.10156502574682236,
-0.04284443333745003,
0.053219426423311234,
0.0007895423332229257,
-0.05360100045800209,
0.07822752743959427,
-0.015289850533008575,
-0.016009576618671417,
0.01833299733698368,
0.055258188396692276,
-0.04906017705798149,
0.006232877727597952,
-0.09354928880929947,
-0.015165848657488823,
0.026311557739973068,
-0.06029689311981201,
-0.025432124733924866,
-0.03144899010658264,
0.004444112069904804,
0.02019142545759678,
-0.005235475488007069,
0.010281513445079327,
0.015950608998537064,
-0.041637323796749115,
0.051442477852106094,
0.008672628551721573,
-0.007776476908475161,
0.026294197887182236,
0.01639367640018463,
-0.05468866974115372,
-0.11113505065441132,
-0.03512483090162277,
-0.021031532436609268,
-0.003769120667129755,
-0.04354376345872879,
-0.03962080553174019,
-0.07546108961105347,
0.0320914126932621,
0.10825251787900925,
0.052127886563539505,
0.11583961546421051,
0.0247198436409235,
0.05774085223674774,
0.0207708440721035,
0.06463325768709183,
-0.05541417375206947,
-0.04038308188319206,
0.0375128872692585,
0.043135762214660645,
-0.07640336453914642,
-4.553125521056245e-8,
-0.07592083513736725,
-0.023006152361631393,
-0.005548928398638964,
0.08456244319677353,
-0.01434347778558731,
0.035796456038951874,
0.04863464832305908,
0.053555916994810104,
-0.019732458516955376,
0.05059909448027611,
0.028379550203680992,
0.039960868656635284,
-0.037827134132385254,
0.02866475284099579,
-0.02078019082546234,
-0.015387319028377533,
0.07027140259742737,
0.15586090087890625,
-0.05208152160048485,
0.022003943100571632,
0.12391592562198639,
0.018357377499341965,
-0.017718316987156868,
0.025311505421996117,
0.12002859264612198,
-0.007778783328831196,
-0.08953813463449478,
0.14097025990486145,
-0.02938118204474449,
-0.07564473897218704,
0.01661074161529541,
-0.04501228779554367,
0.04306354746222496,
-0.07661478221416473,
-0.043514642864465714,
0.11033204942941666,
0.043953169137239456,
0.01809268817305565,
0.0394727922976017,
0.02985311672091484,
-0.026878247037529945,
-0.003423091256991029,
-0.0333443246781826,
-0.016672348603606224,
0.04987923428416252,
0.0047732191160321236,
-0.046603672206401825,
-0.07529640197753906,
0.025599857792258263,
-0.05771194398403168,
-0.03969104215502739,
0.011968026868999004,
0.01285986416041851,
0.05429371818900108,
-0.037899669259786606,
0.02785826101899147,
-0.0021866580937057734,
-0.020537151023745537,
0.045861631631851196,
-0.014598047360777855,
0.10247852653265,
0.00841850321739912,
-0.014556724578142166,
0.019942302256822586
] |
ricardo-filho/bert_base_faquad | 309ea34ead2d24ab4303a6267a15a22d4edccf25 | 2021-08-31T18:38:51.000Z | [
"pytorch",
"bert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | ricardo-filho | null | ricardo-filho/bert_base_faquad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
ricardo-filho/bert_large_faquad | 256a34a3a6908cbbab59d5eb21cd5b964a22f095 | 2021-08-31T18:28:34.000Z | [
"pytorch",
"bert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | ricardo-filho | null | ricardo-filho/bert_large_faquad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
ricardo-filho/sbertimbau-base-allnli-mnrl | 7bded7e55732aa4db0c3fd322afbe699d63147ec | 2021-08-10T21:09:32.000Z | [
"pytorch",
"bert",
"feature-extraction",
"sentence-transformers",
"sentence-similarity",
"transformers"
] | sentence-similarity | false | ricardo-filho | null | ricardo-filho/sbertimbau-base-allnli-mnrl | 0 | null | sentence-transformers | ---
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---
# {MODEL_NAME}
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
<!--- Describe your model here -->
## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
```
pip install -U sentence-transformers
```
Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["This is an example sentence", "Each sentence is converted"]
model = SentenceTransformer('{MODEL_NAME}')
embeddings = model.encode(sentences)
print(embeddings)
```
## Usage (HuggingFace Transformers)
Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.
```python
from transformers import AutoTokenizer, AutoModel
import torch
#Mean Pooling - Take attention mask into account for correct averaging
def mean_pooling(model_output, attention_mask):
token_embeddings = model_output[0] #First element of model_output contains all token embeddings
input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)
# Sentences we want sentence embeddings for
sentences = ['This is an example sentence', 'Each sentence is converted']
# Load model from HuggingFace Hub
tokenizer = AutoTokenizer.from_pretrained('{MODEL_NAME}')
model = AutoModel.from_pretrained('{MODEL_NAME}')
# Tokenize sentences
encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')
# Compute token embeddings
with torch.no_grad():
model_output = model(**encoded_input)
# Perform pooling. In this case, max pooling.
sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])
print("Sentence embeddings:")
print(sentence_embeddings)
```
## Evaluation Results
<!--- Describe how your model was evaluated -->
For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name={MODEL_NAME})
## Training
The model was trained with the parameters:
**DataLoader**:
`sentence_transformers.datasets.NoDuplicatesDataLoader.NoDuplicatesDataLoader` of length 8066 with parameters:
```
{'batch_size': 64}
```
**Loss**:
`sentence_transformers.losses.MultipleNegativesRankingLoss.MultipleNegativesRankingLoss` with parameters:
```
{'scale': 20.0, 'similarity_fct': 'cos_sim'}
```
Parameters of the fit()-Method:
```
{
"callback": null,
"epochs": 1,
"evaluation_steps": 806,
"evaluator": "sentence_transformers.evaluation.EmbeddingSimilarityEvaluator.EmbeddingSimilarityEvaluator",
"max_grad_norm": 1,
"optimizer_class": "<class 'transformers.optimization.AdamW'>",
"optimizer_params": {
"lr": 2e-05
},
"scheduler": "WarmupLinear",
"steps_per_epoch": null,
"warmup_steps": 807,
"weight_decay": 0.01
}
```
## Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 75, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
)
```
## Citing & Authors
<!--- Describe where people can find more information --> | [
-0.05899689346551895,
-0.04668601602315903,
-0.007824195548892021,
0.055522240698337555,
0.021890703588724136,
0.06966360658407211,
-0.03817794471979141,
0.017645347863435745,
0.029430586844682693,
-0.08511728048324585,
0.031796302646398544,
-0.012681740336120129,
0.04747813940048218,
0.06033670902252197,
0.0819912701845169,
0.045911967754364014,
0.038431763648986816,
0.09947868436574936,
-0.06467429548501968,
-0.13509169220924377,
0.12846817076206207,
0.11715948581695557,
0.01307988353073597,
0.042548298835754395,
-0.03297397866845131,
0.07779918611049652,
-0.021882101893424988,
-0.013671726919710636,
0.015071472153067589,
-0.012188989669084549,
0.02044503204524517,
-0.02204948663711548,
-0.061086345463991165,
0.08037810027599335,
0.06228067725896835,
0.0673259049654007,
-0.0034750080667436123,
0.016238994896411896,
-0.012467936612665653,
-0.08876288682222366,
0.020399944856762886,
-0.0402442142367363,
-0.042120639234781265,
-0.014068440534174442,
0.06589685380458832,
-0.07545623183250427,
-0.12311729043722153,
-0.019454380497336388,
-0.0002163791941711679,
-0.0246371328830719,
-0.09392756223678589,
0.021804383024573326,
0.016719531267881393,
0.0799158364534378,
0.008152763359248638,
0.042431943118572235,
0.05785616114735603,
-0.03478434309363365,
0.024579234421253204,
-0.14129142463207245,
-0.08067426085472107,
-0.008348645642399788,
0.009519807994365692,
-0.0026146925520151854,
-0.05773773044347763,
-0.00029354257276281714,
0.03440677374601364,
0.033949051052331924,
0.02449306845664978,
0.029916822910308838,
-0.0857098251581192,
0.046532776206731796,
-0.0657503753900528,
-0.05493289977312088,
-0.06276953220367432,
-0.014260698109865189,
0.09360306710004807,
-0.0069522252306342125,
0.03943338990211487,
0.044647157192230225,
0.0013889966066926718,
-0.07729770243167877,
0.04700164869427681,
0.08989329636096954,
0.014829769730567932,
-0.05903919041156769,
-0.009634721092879772,
-0.04552042484283447,
-0.0032072041649371386,
-0.013355869799852371,
-0.08744271844625473,
-0.11473288387060165,
0.026685364544391632,
-0.05805797129869461,
0.0442497618496418,
0.03291125223040581,
-0.04156266152858734,
-0.010513797402381897,
0.04135977104306221,
0.047585587948560715,
0.021941961720585823,
0.05020605027675629,
0.05211068317294121,
-0.09673954546451569,
-0.03659609332680702,
0.04162740707397461,
-0.030298450961709023,
-0.013241088949143887,
0.05557212978601456,
-0.09198334068059921,
0.008507783524692059,
0.01025700755417347,
-0.02348184771835804,
-0.013067422434687614,
0.09215816110372543,
-0.06893111765384674,
0.023416507989168167,
-0.020912975072860718,
-0.002434987109154463,
0.11194971948862076,
0.0010437212185934186,
0.07994405180215836,
-0.025030706077814102,
0.03573489189147949,
-0.01963460072875023,
-0.0182125773280859,
0.01206450629979372,
-1.5284586620112534e-33,
-0.0041088261641561985,
-0.017522374168038368,
0.004469774663448334,
-0.0031865129712969065,
0.040281109511852264,
0.04162514954805374,
0.04371785745024681,
0.07312080264091492,
-0.08955587446689606,
-0.03032732754945755,
-0.0804135724902153,
0.03884260728955269,
-0.01717781275510788,
0.07061313092708588,
0.0034055558498948812,
-0.00922554824501276,
-0.03782123327255249,
-0.04050017520785332,
0.06407919526100159,
0.040007516741752625,
0.030269969254732132,
0.030677463859319687,
0.007606218568980694,
-0.02200065553188324,
-0.10117405652999878,
-0.04837379977107048,
0.049564678221940994,
-0.06158322095870972,
-0.0818837359547615,
-0.008640971034765244,
-0.07083936780691147,
0.01771978847682476,
0.00685017928481102,
0.0005603256286121905,
-0.004714740440249443,
-0.02273373305797577,
0.04082982987165451,
-0.014861442148685455,
-0.03922467306256294,
-0.08165799826383591,
-0.026087572798132896,
0.012426423840224743,
-0.039042312651872635,
-0.05273520573973656,
-0.011931978166103363,
-0.0007870990666560829,
0.027606789022684097,
0.002913935575634241,
0.08801429718732834,
0.007753521203994751,
0.10121100395917892,
0.004466791171580553,
-0.0245842095464468,
-0.03988702967762947,
0.0205941554158926,
-0.01102534681558609,
0.04979725927114487,
0.03594943508505821,
0.11403602361679077,
-0.02044803462922573,
0.03961308300495148,
-0.012601844035089016,
0.05608285591006279,
0.031334564089775085,
0.11107980459928513,
-0.00915022287517786,
0.05711717903614044,
0.05560034140944481,
0.0017862983513623476,
0.044519487768411636,
-0.044447265565395355,
0.005733001045882702,
-0.07509464025497437,
0.012425539083778858,
0.04646415635943413,
-0.0347219817340374,
-0.032328326255083084,
-0.07127362489700317,
-0.02998305670917034,
0.07888627797365189,
-0.029785891994833946,
-0.05280951410531998,
0.06486643105745316,
-0.035651374608278275,
0.00042490576743148267,
-0.043264277279376984,
0.008503737859427929,
-0.051313892006874084,
0.0741879865527153,
-0.06827504187822342,
0.01632172428071499,
-0.01594684086740017,
0.00409590033814311,
0.03326423466205597,
0.057967036962509155,
-9.77454317599945e-34,
0.04074752703309059,
0.02953859604895115,
-0.06619789451360703,
0.02950369007885456,
-0.030216187238693237,
-0.06957043707370758,
0.03538499400019646,
0.05882546678185463,
0.008357947692275047,
-0.022893665358424187,
-0.07190074026584625,
-0.02087828703224659,
0.09822731465101242,
-0.09394916892051697,
0.09025910496711731,
0.05927509441971779,
-0.044045668095350266,
0.04743490368127823,
0.027721866965293884,
0.056093014776706696,
-0.006452028639614582,
0.040491241961717606,
-0.10565245151519775,
0.03297785297036171,
-0.031654711812734604,
-0.006300489883869886,
-0.015665076673030853,
-0.0187710989266634,
-0.0038584950380027294,
-0.05440571531653404,
-0.018570363521575928,
0.004731918219476938,
-0.0288601852953434,
-0.028918711468577385,
-0.13298676908016205,
0.02952069602906704,
-0.01574189029633999,
-0.004091998096555471,
0.04696394130587578,
0.03717664256691933,
0.019841518253087997,
0.08855777978897095,
-0.04710320383310318,
0.0048919073306024075,
-0.023297877982258797,
0.010158892720937729,
-0.08266857266426086,
-0.07274731248617172,
0.02508440986275673,
-0.002039131475612521,
-0.019291311502456665,
0.0346982441842556,
-0.15408244729042053,
0.02604481764137745,
-0.05832957476377487,
-0.0705304816365242,
-0.05918901413679123,
-0.043173082172870636,
-0.08250963687896729,
-0.06424978375434875,
-0.054408371448516846,
-0.02744350954890251,
0.030071288347244263,
-0.06684284657239914,
0.08057036250829697,
-0.058978792279958725,
-0.014611203223466873,
0.028678515926003456,
-0.027865782380104065,
-0.03713887184858322,
-0.003033621469512582,
-0.021163294091820717,
0.019069449976086617,
0.0670238584280014,
0.046458758413791656,
-0.04631777107715607,
0.0023461312521249056,
0.0013586139539256692,
-0.030686460435390472,
-0.048283498734235764,
0.01999608986079693,
-0.030179426074028015,
-0.004996939562261105,
-0.03780397027730942,
0.010587520897388458,
-0.040947772562503815,
0.04319258779287338,
0.06477345526218414,
-0.0007413156563416123,
0.020410358905792236,
-0.006871015299111605,
-0.011371253058314323,
-0.02310657873749733,
0.06313680857419968,
0.03386455401778221,
-4.510696882675802e-8,
-0.0808458998799324,
-0.02604365348815918,
-0.04357863590121269,
0.08233717828989029,
-0.09399251639842987,
-0.036675792187452316,
0.07058794051408768,
0.050702277570962906,
-0.057810261845588684,
-0.01644989848136902,
0.014572500251233578,
0.0016225415747612715,
-0.07215386629104614,
0.0060019600205123425,
-0.02432207018136978,
0.11741930991411209,
-0.009686999022960663,
0.03710157796740532,
0.03809492290019989,
-0.003920606803148985,
0.029303593561053276,
-0.0012748287990689278,
-0.023782335221767426,
0.0393398255109787,
0.010491585358977318,
0.017070749774575233,
-0.04434182867407799,
0.025278139859437943,
0.0042913490906357765,
0.013094589114189148,
0.006339841987937689,
0.0046344841830432415,
-0.03332609683275223,
-0.044026270508766174,
0.0035038995556533337,
0.02964634820818901,
0.06136994808912277,
-0.07167654484510422,
0.05085427314043045,
0.06488560140132904,
0.03154894709587097,
0.04500770568847656,
-0.11636943370103836,
-0.006067231297492981,
0.11852631717920303,
0.009432950988411903,
0.006815963890403509,
-0.06471624970436096,
0.03985593095421791,
0.03657221421599388,
0.07485934346914291,
-0.07462353259325027,
-0.02805105410516262,
-0.010238242335617542,
0.010507075116038322,
0.03574463352560997,
0.026154054328799248,
-0.02087671309709549,
0.08122830837965012,
-0.05210067704319954,
0.045164018869400024,
0.07742397487163544,
0.10709486156702042,
-0.06755035370588303
] |
ricardo-filho/sbertimbau-base-nli-sts | 09f415953f9ad6b5bf81bbf71af052198c8770d2 | 2021-08-11T03:04:08.000Z | [
"pytorch",
"bert",
"feature-extraction",
"sentence-transformers",
"sentence-similarity",
"transformers"
] | sentence-similarity | false | ricardo-filho | null | ricardo-filho/sbertimbau-base-nli-sts | 0 | null | sentence-transformers | ---
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---
# {MODEL_NAME}
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
<!--- Describe your model here -->
## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
```
pip install -U sentence-transformers
```
Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["This is an example sentence", "Each sentence is converted"]
model = SentenceTransformer('{MODEL_NAME}')
embeddings = model.encode(sentences)
print(embeddings)
```
## Usage (HuggingFace Transformers)
Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.
```python
from transformers import AutoTokenizer, AutoModel
import torch
#Mean Pooling - Take attention mask into account for correct averaging
def mean_pooling(model_output, attention_mask):
token_embeddings = model_output[0] #First element of model_output contains all token embeddings
input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)
# Sentences we want sentence embeddings for
sentences = ['This is an example sentence', 'Each sentence is converted']
# Load model from HuggingFace Hub
tokenizer = AutoTokenizer.from_pretrained('{MODEL_NAME}')
model = AutoModel.from_pretrained('{MODEL_NAME}')
# Tokenize sentences
encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')
# Compute token embeddings
with torch.no_grad():
model_output = model(**encoded_input)
# Perform pooling. In this case, max pooling.
sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])
print("Sentence embeddings:")
print(sentence_embeddings)
```
## Evaluation Results
<!--- Describe how your model was evaluated -->
For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name={MODEL_NAME})
## Training
The model was trained with the parameters:
**DataLoader**:
`torch.utils.data.dataloader.DataLoader` of length 356 with parameters:
```
{'batch_size': 16, 'sampler': 'torch.utils.data.sampler.RandomSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'}
```
**Loss**:
`sentence_transformers.losses.CosineSimilarityLoss.CosineSimilarityLoss`
Parameters of the fit()-Method:
```
{
"callback": null,
"epochs": 4,
"evaluation_steps": 1000,
"evaluator": "sentence_transformers.evaluation.EmbeddingSimilarityEvaluator.EmbeddingSimilarityEvaluator",
"max_grad_norm": 1,
"optimizer_class": "<class 'transformers.optimization.AdamW'>",
"optimizer_params": {
"lr": 2e-05
},
"scheduler": "WarmupLinear",
"steps_per_epoch": null,
"warmup_steps": 143,
"weight_decay": 0.01
}
```
## Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 75, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
)
```
## Citing & Authors
<!--- Describe where people can find more information --> | [
-0.05899689346551895,
-0.04668601602315903,
-0.007824195548892021,
0.055522240698337555,
0.021890703588724136,
0.06966360658407211,
-0.03817794471979141,
0.017645347863435745,
0.029430586844682693,
-0.08511728048324585,
0.031796302646398544,
-0.012681740336120129,
0.04747813940048218,
0.06033670902252197,
0.0819912701845169,
0.045911967754364014,
0.038431763648986816,
0.09947868436574936,
-0.06467429548501968,
-0.13509169220924377,
0.12846817076206207,
0.11715948581695557,
0.01307988353073597,
0.042548298835754395,
-0.03297397866845131,
0.07779918611049652,
-0.021882101893424988,
-0.013671726919710636,
0.015071472153067589,
-0.012188989669084549,
0.02044503204524517,
-0.02204948663711548,
-0.061086345463991165,
0.08037810027599335,
0.06228067725896835,
0.0673259049654007,
-0.0034750080667436123,
0.016238994896411896,
-0.012467936612665653,
-0.08876288682222366,
0.020399944856762886,
-0.0402442142367363,
-0.042120639234781265,
-0.014068440534174442,
0.06589685380458832,
-0.07545623183250427,
-0.12311729043722153,
-0.019454380497336388,
-0.0002163791941711679,
-0.0246371328830719,
-0.09392756223678589,
0.021804383024573326,
0.016719531267881393,
0.0799158364534378,
0.008152763359248638,
0.042431943118572235,
0.05785616114735603,
-0.03478434309363365,
0.024579234421253204,
-0.14129142463207245,
-0.08067426085472107,
-0.008348645642399788,
0.009519807994365692,
-0.0026146925520151854,
-0.05773773044347763,
-0.00029354257276281714,
0.03440677374601364,
0.033949051052331924,
0.02449306845664978,
0.029916822910308838,
-0.0857098251581192,
0.046532776206731796,
-0.0657503753900528,
-0.05493289977312088,
-0.06276953220367432,
-0.014260698109865189,
0.09360306710004807,
-0.0069522252306342125,
0.03943338990211487,
0.044647157192230225,
0.0013889966066926718,
-0.07729770243167877,
0.04700164869427681,
0.08989329636096954,
0.014829769730567932,
-0.05903919041156769,
-0.009634721092879772,
-0.04552042484283447,
-0.0032072041649371386,
-0.013355869799852371,
-0.08744271844625473,
-0.11473288387060165,
0.026685364544391632,
-0.05805797129869461,
0.0442497618496418,
0.03291125223040581,
-0.04156266152858734,
-0.010513797402381897,
0.04135977104306221,
0.047585587948560715,
0.021941961720585823,
0.05020605027675629,
0.05211068317294121,
-0.09673954546451569,
-0.03659609332680702,
0.04162740707397461,
-0.030298450961709023,
-0.013241088949143887,
0.05557212978601456,
-0.09198334068059921,
0.008507783524692059,
0.01025700755417347,
-0.02348184771835804,
-0.013067422434687614,
0.09215816110372543,
-0.06893111765384674,
0.023416507989168167,
-0.020912975072860718,
-0.002434987109154463,
0.11194971948862076,
0.0010437212185934186,
0.07994405180215836,
-0.025030706077814102,
0.03573489189147949,
-0.01963460072875023,
-0.0182125773280859,
0.01206450629979372,
-1.5284586620112534e-33,
-0.0041088261641561985,
-0.017522374168038368,
0.004469774663448334,
-0.0031865129712969065,
0.040281109511852264,
0.04162514954805374,
0.04371785745024681,
0.07312080264091492,
-0.08955587446689606,
-0.03032732754945755,
-0.0804135724902153,
0.03884260728955269,
-0.01717781275510788,
0.07061313092708588,
0.0034055558498948812,
-0.00922554824501276,
-0.03782123327255249,
-0.04050017520785332,
0.06407919526100159,
0.040007516741752625,
0.030269969254732132,
0.030677463859319687,
0.007606218568980694,
-0.02200065553188324,
-0.10117405652999878,
-0.04837379977107048,
0.049564678221940994,
-0.06158322095870972,
-0.0818837359547615,
-0.008640971034765244,
-0.07083936780691147,
0.01771978847682476,
0.00685017928481102,
0.0005603256286121905,
-0.004714740440249443,
-0.02273373305797577,
0.04082982987165451,
-0.014861442148685455,
-0.03922467306256294,
-0.08165799826383591,
-0.026087572798132896,
0.012426423840224743,
-0.039042312651872635,
-0.05273520573973656,
-0.011931978166103363,
-0.0007870990666560829,
0.027606789022684097,
0.002913935575634241,
0.08801429718732834,
0.007753521203994751,
0.10121100395917892,
0.004466791171580553,
-0.0245842095464468,
-0.03988702967762947,
0.0205941554158926,
-0.01102534681558609,
0.04979725927114487,
0.03594943508505821,
0.11403602361679077,
-0.02044803462922573,
0.03961308300495148,
-0.012601844035089016,
0.05608285591006279,
0.031334564089775085,
0.11107980459928513,
-0.00915022287517786,
0.05711717903614044,
0.05560034140944481,
0.0017862983513623476,
0.044519487768411636,
-0.044447265565395355,
0.005733001045882702,
-0.07509464025497437,
0.012425539083778858,
0.04646415635943413,
-0.0347219817340374,
-0.032328326255083084,
-0.07127362489700317,
-0.02998305670917034,
0.07888627797365189,
-0.029785891994833946,
-0.05280951410531998,
0.06486643105745316,
-0.035651374608278275,
0.00042490576743148267,
-0.043264277279376984,
0.008503737859427929,
-0.051313892006874084,
0.0741879865527153,
-0.06827504187822342,
0.01632172428071499,
-0.01594684086740017,
0.00409590033814311,
0.03326423466205597,
0.057967036962509155,
-9.77454317599945e-34,
0.04074752703309059,
0.02953859604895115,
-0.06619789451360703,
0.02950369007885456,
-0.030216187238693237,
-0.06957043707370758,
0.03538499400019646,
0.05882546678185463,
0.008357947692275047,
-0.022893665358424187,
-0.07190074026584625,
-0.02087828703224659,
0.09822731465101242,
-0.09394916892051697,
0.09025910496711731,
0.05927509441971779,
-0.044045668095350266,
0.04743490368127823,
0.027721866965293884,
0.056093014776706696,
-0.006452028639614582,
0.040491241961717606,
-0.10565245151519775,
0.03297785297036171,
-0.031654711812734604,
-0.006300489883869886,
-0.015665076673030853,
-0.0187710989266634,
-0.0038584950380027294,
-0.05440571531653404,
-0.018570363521575928,
0.004731918219476938,
-0.0288601852953434,
-0.028918711468577385,
-0.13298676908016205,
0.02952069602906704,
-0.01574189029633999,
-0.004091998096555471,
0.04696394130587578,
0.03717664256691933,
0.019841518253087997,
0.08855777978897095,
-0.04710320383310318,
0.0048919073306024075,
-0.023297877982258797,
0.010158892720937729,
-0.08266857266426086,
-0.07274731248617172,
0.02508440986275673,
-0.002039131475612521,
-0.019291311502456665,
0.0346982441842556,
-0.15408244729042053,
0.02604481764137745,
-0.05832957476377487,
-0.0705304816365242,
-0.05918901413679123,
-0.043173082172870636,
-0.08250963687896729,
-0.06424978375434875,
-0.054408371448516846,
-0.02744350954890251,
0.030071288347244263,
-0.06684284657239914,
0.08057036250829697,
-0.058978792279958725,
-0.014611203223466873,
0.028678515926003456,
-0.027865782380104065,
-0.03713887184858322,
-0.003033621469512582,
-0.021163294091820717,
0.019069449976086617,
0.0670238584280014,
0.046458758413791656,
-0.04631777107715607,
0.0023461312521249056,
0.0013586139539256692,
-0.030686460435390472,
-0.048283498734235764,
0.01999608986079693,
-0.030179426074028015,
-0.004996939562261105,
-0.03780397027730942,
0.010587520897388458,
-0.040947772562503815,
0.04319258779287338,
0.06477345526218414,
-0.0007413156563416123,
0.020410358905792236,
-0.006871015299111605,
-0.011371253058314323,
-0.02310657873749733,
0.06313680857419968,
0.03386455401778221,
-4.510696882675802e-8,
-0.0808458998799324,
-0.02604365348815918,
-0.04357863590121269,
0.08233717828989029,
-0.09399251639842987,
-0.036675792187452316,
0.07058794051408768,
0.050702277570962906,
-0.057810261845588684,
-0.01644989848136902,
0.014572500251233578,
0.0016225415747612715,
-0.07215386629104614,
0.0060019600205123425,
-0.02432207018136978,
0.11741930991411209,
-0.009686999022960663,
0.03710157796740532,
0.03809492290019989,
-0.003920606803148985,
0.029303593561053276,
-0.0012748287990689278,
-0.023782335221767426,
0.0393398255109787,
0.010491585358977318,
0.017070749774575233,
-0.04434182867407799,
0.025278139859437943,
0.0042913490906357765,
0.013094589114189148,
0.006339841987937689,
0.0046344841830432415,
-0.03332609683275223,
-0.044026270508766174,
0.0035038995556533337,
0.02964634820818901,
0.06136994808912277,
-0.07167654484510422,
0.05085427314043045,
0.06488560140132904,
0.03154894709587097,
0.04500770568847656,
-0.11636943370103836,
-0.006067231297492981,
0.11852631717920303,
0.009432950988411903,
0.006815963890403509,
-0.06471624970436096,
0.03985593095421791,
0.03657221421599388,
0.07485934346914291,
-0.07462353259325027,
-0.02805105410516262,
-0.010238242335617542,
0.010507075116038322,
0.03574463352560997,
0.026154054328799248,
-0.02087671309709549,
0.08122830837965012,
-0.05210067704319954,
0.045164018869400024,
0.07742397487163544,
0.10709486156702042,
-0.06755035370588303
] |
richiellei/Childe | b169ac84420b3818a086659f1ea57c2a1d4287f2 | 2022-01-18T20:32:46.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | richiellei | null | richiellei/Childe | 0 | null | transformers | ---
tags:
- conversational
---
# Childe DialoGPT Model | [
-0.05372408777475357,
-0.02998819202184677,
0.05027191713452339,
0.0053072962909936905,
0.019929442554712296,
-0.035270851105451584,
0.11739891767501831,
0.022853940725326538,
0.10511921346187592,
0.00513653876259923,
-0.019689319655299187,
-0.040381014347076416,
-0.01654883287847042,
0.05079878494143486,
0.016877643764019012,
0.04615050554275513,
0.029714087024331093,
-0.05087479576468468,
-0.033714715391397476,
0.0026320763863623142,
0.00413892325013876,
0.10598552972078323,
0.053341519087553024,
0.011301785707473755,
-0.020739486441016197,
0.07164082676172256,
-0.04046941548585892,
-0.0008332942379638553,
0.04757363721728325,
0.018685758113861084,
0.043549176305532455,
0.06654605269432068,
0.07592252641916275,
0.034345924854278564,
-0.07476615160703659,
0.028722532093524933,
0.07715769112110138,
0.0022929960396140814,
-0.005688873119652271,
0.026949699968099594,
-0.06050046905875206,
0.05044308677315712,
-0.08863221108913422,
-0.04963928088545799,
0.03401527181267738,
-0.04841592162847519,
-0.09135214984416962,
-0.07355350255966187,
-0.030979307368397713,
0.04453161358833313,
-0.0769060030579567,
-0.04088358208537102,
-0.008249173872172832,
0.11812078207731247,
-0.028091128915548325,
0.05579284206032753,
-0.0324617363512516,
-0.08797245472669601,
0.06348127126693726,
0.04003823921084404,
-0.061251409351825714,
-0.008940200321376324,
-0.1474146544933319,
0.03123718686401844,
-0.029473433271050453,
0.07073798030614853,
-0.056410051882267,
0.013733630999922752,
-0.009575176052749157,
0.057041484862565994,
-0.01311530638486147,
0.03580564260482788,
0.015211285091936588,
0.010954538360238075,
-0.02296319045126438,
0.05645936354994774,
-0.004028023686259985,
-0.06065189465880394,
0.047895144671201706,
-0.07437165081501007,
-0.02988366037607193,
-0.04742840304970741,
0.01448909007012844,
-0.055904749780893326,
0.029085207730531693,
-0.02606186829507351,
0.027377642691135406,
-0.030746323987841606,
-0.009179226122796535,
0.025240888819098473,
-0.03865895792841911,
-0.07607977837324142,
0.0977587103843689,
0.06381974369287491,
-0.0018066810443997383,
0.017295394092798233,
-0.038013238459825516,
-0.12408977746963501,
-0.0891522765159607,
0.04662059620022774,
-0.02264266274869442,
0.06461201608181,
0.05806660279631615,
-0.037302132695913315,
-0.026695959270000458,
-0.008892880752682686,
-0.013907687738537788,
-0.02096259780228138,
-0.020452536642551422,
-0.02157648466527462,
-0.06285417079925537,
-0.004001349676400423,
0.039355818182229996,
-0.016260789707303047,
0.05816343426704407,
-0.11642851680517197,
0.07924551516771317,
-0.04622311517596245,
0.02597074769437313,
-0.03784974291920662,
0.0070154401473701,
0.026893775910139084,
-0.08090022206306458,
0.0024424332659691572,
0.0018444366287440062,
-0.060596272349357605,
-0.061553340405225754,
-1.708172370962292e-33,
0.07023236155509949,
0.02332260087132454,
0.06112278625369072,
0.1379149854183197,
0.033253636211156845,
0.1234666183590889,
-0.033884014934301376,
-0.04182082787156105,
-0.011310608126223087,
-0.010524039156734943,
-0.02623569592833519,
-0.11267729848623276,
-0.06744494289159775,
-0.02188892476260662,
0.04036526381969452,
0.01413241121917963,
-0.10569412261247635,
0.053787026554346085,
-0.017626669257879257,
-0.03863801434636116,
-0.030293961986899376,
0.09978503733873367,
0.0010865533258765936,
0.07145063579082489,
0.1477813869714737,
0.08448650687932968,
0.07541321218013763,
-0.06370827555656433,
-0.03224707394838333,
0.03813038393855095,
-0.06675112247467041,
0.022395823150873184,
-0.04323643445968628,
0.001388727338053286,
-0.038697417825460434,
0.021931612864136696,
0.034879419952631,
-0.05744035542011261,
0.012588391080498695,
-0.054589416831731796,
-0.04933091625571251,
-0.07801294326782227,
-0.013730823993682861,
-0.029257114976644516,
-0.000793184619396925,
0.028114907443523407,
-0.04427512735128403,
0.03226464241743088,
0.022962553426623344,
-0.002002442954108119,
-0.014106236398220062,
0.04469545558094978,
-0.032472047954797745,
-0.06223243102431297,
-0.047108668833971024,
-0.004222816321998835,
-0.04602179303765297,
0.05509205907583237,
0.015839649364352226,
-0.043162912130355835,
0.06298398971557617,
-0.046748172491788864,
0.044558603316545486,
-0.09000439196825027,
0.07364948838949203,
0.03762012720108032,
-0.05296723172068596,
-0.013537301681935787,
0.06458136439323425,
-0.056365128606557846,
-0.03473135083913803,
0.014159317128360271,
-0.026613397523760796,
0.036900222301483154,
-0.003942724317312241,
0.016865506768226624,
-0.00734888156875968,
-0.08295756578445435,
0.07836275547742844,
0.05877590924501419,
-0.08854153007268906,
-0.08787155151367188,
-0.013823461718857288,
-0.012973103672266006,
0.016880441457033157,
-0.10579616576433182,
0.036620233207941055,
-0.059947095811367035,
-0.01100851222872734,
0.038721147924661636,
-0.004624916706234217,
-0.005913952831178904,
-0.06364727765321732,
0.024166008457541466,
-0.04751526936888695,
-4.939326702286959e-34,
0.008757577277719975,
-0.03214241936802864,
-0.09461454302072525,
0.0693439319729805,
0.00730044674128294,
-0.048531871289014816,
0.02320259064435959,
0.11877556890249252,
0.011716630309820175,
-0.01906377263367176,
-0.011448884382843971,
0.031000087037682533,
-0.010647607035934925,
-0.04543815925717354,
0.10420552641153336,
0.021959610283374786,
0.04180047661066055,
-0.030595671385526657,
0.05112317577004433,
0.0016082696383818984,
0.09018514305353165,
0.007347147911787033,
-0.14239250123500824,
0.04327047988772392,
0.05231868103146553,
-0.0634760931134224,
-0.06927137821912766,
0.0648188441991806,
0.12224172800779343,
-0.024403097108006477,
-0.03818671777844429,
0.023793218657374382,
0.04034809023141861,
0.011936412192881107,
0.01797247678041458,
0.009237892925739288,
0.01861046999692917,
-0.02284236066043377,
0.013260284438729286,
0.04461335018277168,
0.02129850722849369,
-0.07898613065481186,
0.02222730778157711,
0.02725096233189106,
-0.051895495504140854,
-0.0384070985019207,
-0.022734135389328003,
-0.019573576748371124,
-0.05779962241649628,
0.008153976872563362,
0.026983872056007385,
0.0035408837720751762,
-0.08032361418008804,
-0.02490931935608387,
-0.054472096264362335,
0.015940962359309196,
0.040879491716623306,
-0.07992250472307205,
0.026185041293501854,
0.018613014370203018,
0.0073179523460567,
-0.05791681632399559,
0.03812069073319435,
-0.04932490736246109,
0.00671170512214303,
-0.041964091360569,
-0.07857716828584671,
0.019634615629911423,
0.023615051060914993,
-0.04525458440184593,
0.10354921221733093,
0.006948042660951614,
0.034200865775346756,
-0.005685684271156788,
0.04582059383392334,
-0.06547129154205322,
0.005915312562137842,
0.010270883329212666,
0.05599683150649071,
-0.09336314350366592,
-0.002112247049808502,
-0.004545089788734913,
0.05032171681523323,
0.03472202643752098,
0.02665672078728676,
-0.028002027422189713,
0.02754928171634674,
0.054246097803115845,
-0.01697028987109661,
0.01252818014472723,
0.022996559739112854,
-0.017109956592321396,
0.025385836139321327,
0.047223273664712906,
-0.023804863914847374,
-2.4045585078624754e-8,
-0.057381756603717804,
-0.051998671144247055,
0.03362124785780907,
0.03624281287193298,
0.049773938953876495,
-0.03894335404038429,
0.04026113077998161,
0.04169495031237602,
-0.04772963374853134,
-0.004857988562434912,
0.019094953313469887,
0.06261420994997025,
-0.009288856759667397,
0.018398720771074295,
-0.004857781808823347,
0.016445297747850418,
-0.06201488897204399,
0.032624345272779465,
-0.0028634164482355118,
0.028526099398732185,
0.11646872013807297,
0.05877212435007095,
-0.040097929537296295,
0.09839411079883575,
0.0007808148511685431,
-0.047976963222026825,
-0.07710064947605133,
0.07819131761789322,
-0.06542761623859406,
0.050288308411836624,
0.05678267776966095,
0.05508841946721077,
-0.09502100944519043,
0.011447158642113209,
-0.053373657166957855,
0.04514490067958832,
-0.05118662118911743,
-0.005559608805924654,
-0.019381074234843254,
-0.040184907615184784,
0.04168721288442612,
-0.008620650507509708,
-0.0630527138710022,
-0.008732520043849945,
0.08980122208595276,
0.008219693787395954,
-0.045993197709321976,
-0.07458943873643875,
0.007521282881498337,
0.004403401631861925,
-0.05419478937983513,
-0.005923967808485031,
0.033527154475450516,
-0.03379848971962929,
0.019319457933306694,
-0.017524734139442444,
0.004670248366892338,
0.01732531376183033,
0.04283079132437706,
0.06376966089010239,
0.07515908777713776,
0.0823761522769928,
0.028937041759490967,
0.00210659671574831
] |
richiellei/Childe3 | 3b41aa0dc998e6e77272d93d6fc5fcb2fb70a4fb | 2022-01-18T21:38:14.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | richiellei | null | richiellei/Childe3 | 0 | null | transformers | ---
tags:
- conversational
---
# Childe3 DialoGPT Model | [
-0.06243695691227913,
-0.04550294950604439,
0.037832196801900864,
-0.0017078642267733812,
0.036440230906009674,
-0.04159114137291908,
0.11304227262735367,
-0.0015043048188090324,
0.1095576211810112,
0.004262823145836592,
-0.029971463605761528,
-0.053797680884599686,
-0.031371574848890305,
0.04549770802259445,
0.0321475975215435,
0.039519570767879486,
0.012164287269115448,
-0.04797578975558281,
-0.04357244074344635,
0.0067818486131727695,
0.00967090018093586,
0.09833862632513046,
0.07359708845615387,
0.01827326789498329,
-0.009697376750409603,
0.06459782272577286,
-0.03442469984292984,
-0.00845492072403431,
0.04732169583439827,
0.01988847926259041,
0.04922077804803848,
0.055309973657131195,
0.08237738162279129,
0.023995092138648033,
-0.07406207919120789,
0.022671343758702278,
0.06607414782047272,
-0.011979302391409874,
-0.026542827486991882,
0.033319052308797836,
-0.05140582472085953,
0.06461645662784576,
-0.07639151811599731,
-0.06747705489397049,
0.030417121946811676,
-0.04580557346343994,
-0.10041235387325287,
-0.09052832424640656,
-0.004663181956857443,
0.034676846116781235,
-0.06831097602844238,
-0.04910421743988991,
-0.0022265827283263206,
0.11496922373771667,
-0.03159353509545326,
0.05893845856189728,
-0.02873878739774227,
-0.07362750172615051,
0.058200955390930176,
0.05887163430452347,
-0.05136166885495186,
0.006767009850591421,
-0.12404738366603851,
0.026312774047255516,
-0.009277724660933018,
0.08108725398778915,
-0.05345607176423073,
-0.005555231124162674,
-0.021557845175266266,
0.05823885649442673,
-0.03451685234904289,
0.028363969177007675,
0.016329219564795494,
-0.00011440590606071055,
-0.022181538864970207,
0.06390324980020523,
0.0013576420024037361,
-0.05250757560133934,
0.033407848328351974,
-0.07493241131305695,
-0.021237432956695557,
-0.059306785464286804,
0.005166859365999699,
-0.027013778686523438,
0.024120541289448738,
-0.02769654057919979,
0.0013163150288164616,
-0.03914700075984001,
-0.01704735867679119,
0.03738526254892349,
-0.04725818336009979,
-0.07365645468235016,
0.0808323472738266,
0.07455259561538696,
-0.0028483530040830374,
0.034786030650138855,
-0.04491728916764259,
-0.1305057853460312,
-0.08149267733097076,
0.051074687391519547,
-0.02133704349398613,
0.07174338400363922,
0.057639505714178085,
-0.03122383914887905,
-0.026565754786133766,
0.008363858796656132,
-0.011334864422678947,
-0.026574112474918365,
-0.046359676867723465,
-0.008493837900459766,
-0.06057282164692879,
-0.012425127439200878,
0.041524194180965424,
-0.019386710599064827,
0.05264156684279442,
-0.09154090285301208,
0.07890399545431137,
-0.0540485754609108,
0.04281007498502731,
-0.03385837748646736,
0.019406432285904884,
0.01935410499572754,
-0.07997457683086395,
-0.007771019823849201,
0.0008095407392829657,
-0.06419643759727478,
-0.044889092445373535,
-1.0415936974846246e-33,
0.06657569110393524,
0.03306889906525612,
0.052418988198041916,
0.15541280806064606,
0.03404229134321213,
0.13295340538024902,
-0.0438203401863575,
-0.03956982493400574,
-0.029682781547307968,
-0.0193173810839653,
-0.026453662663698196,
-0.11430752277374268,
-0.0522766150534153,
-0.02651180513203144,
0.036543313413858414,
0.008357228711247444,
-0.11514956504106522,
0.052459556609392166,
-0.021979015320539474,
-0.03154946491122246,
-0.016876593232154846,
0.07936441898345947,
-0.008390898816287518,
0.07220973819494247,
0.14097468554973602,
0.10053186118602753,
0.06513700634241104,
-0.05747457966208458,
-0.01649211347103119,
0.032308463007211685,
-0.06187518686056137,
0.02775251306593418,
-0.04723678529262543,
-0.006381296087056398,
-0.033140070736408234,
0.02721174620091915,
0.019995497539639473,
-0.06622903048992157,
0.0029936525970697403,
-0.02905891276896,
-0.043525271117687225,
-0.0790131539106369,
-0.011938819661736488,
-0.03215762600302696,
-0.016503438353538513,
0.03351445868611336,
-0.038518503308296204,
0.03466557711362839,
0.02435067668557167,
0.0009577239397913218,
-0.007728215306997299,
0.04568243771791458,
-0.026417918503284454,
-0.06035694107413292,
-0.04823428392410278,
-0.021123355254530907,
-0.05350419506430626,
0.06281504780054092,
0.02929707057774067,
-0.053014472126960754,
0.05128777027130127,
-0.04043786600232124,
0.04077855125069618,
-0.080771803855896,
0.0714002475142479,
0.04959873855113983,
-0.05416418984532356,
-0.0028367084451019764,
0.05988359451293945,
-0.0544997937977314,
-0.029870236292481422,
0.0048994948156178,
-0.011903385631740093,
0.05368008092045784,
-0.00953816156834364,
0.010532342828810215,
-0.031627122312784195,
-0.08620230108499527,
0.08487119525671005,
0.04880433902144432,
-0.08609091490507126,
-0.09040713310241699,
-0.012422400526702404,
-0.007978282868862152,
0.01105777733027935,
-0.10959620028734207,
0.03655673563480377,
-0.07525432109832764,
0.0014018063666298985,
0.0384172685444355,
0.015059098601341248,
-0.006612589582800865,
-0.055897727608680725,
0.02642379328608513,
-0.060213539749383926,
-1.0192195400491647e-33,
0.029901131987571716,
-0.024648096412420273,
-0.08866062015295029,
0.056081485003232956,
-0.00007189524330897257,
-0.04401133954524994,
0.017877422273159027,
0.13681989908218384,
0.022786883637309074,
-0.021712226793169975,
0.0029728272929787636,
0.028502726927399635,
0.0020682704634964466,
-0.06006358936429024,
0.11806419491767883,
0.028380228206515312,
0.03304644301533699,
-0.048768822103738785,
0.04722056910395622,
0.0012792552588507533,
0.11366113275289536,
0.0004005880909971893,
-0.15133756399154663,
0.0571230985224247,
0.026412907987833023,
-0.058537907898426056,
-0.04429185017943382,
0.05717506259679794,
0.12739329040050507,
-0.037075214087963104,
-0.048390936106443405,
0.026450401172041893,
0.03977615758776665,
0.019695723429322243,
0.021083230152726173,
0.016612306237220764,
0.03144559636712074,
-0.031243935227394104,
0.006235928740352392,
0.03887028992176056,
0.025035731494426727,
-0.06710637360811234,
0.021770276129245758,
0.029129929840564728,
-0.057966187596321106,
-0.013433864340186119,
-0.019862528890371323,
-0.015099410898983479,
-0.042864397168159485,
0.02005673386156559,
0.02401011250913143,
-0.015982026234269142,
-0.06260072439908981,
-0.026641350239515305,
-0.04682878032326698,
0.013033186085522175,
0.0391591340303421,
-0.08865487575531006,
0.035564202815294266,
0.024712715297937393,
-0.0013571135932579637,
-0.06865378469228745,
0.054833728820085526,
-0.0531289242208004,
0.0066847712732851505,
-0.027149992063641548,
-0.07726522535085678,
0.03060324303805828,
0.03328673169016838,
-0.04314136132597923,
0.08294019103050232,
0.0034278188832104206,
0.0320713073015213,
-0.017954371869564056,
0.053967610001564026,
-0.06985966116189957,
-0.0050251479260623455,
0.020929507911205292,
0.05572613701224327,
-0.0973731204867363,
0.00999521091580391,
-0.0006544928182847798,
0.053664907813072205,
0.042396046221256256,
0.02675612084567547,
-0.0356593132019043,
0.023120425641536713,
0.07212530821561813,
-0.026863371953368187,
-0.006066184025257826,
0.017160093411803246,
-0.0008523063734173775,
0.031602345407009125,
0.06925241649150848,
-0.006237636785954237,
-2.4705570922378683e-8,
-0.054520756006240845,
-0.041922129690647125,
0.033089734613895416,
0.032720379531383514,
0.027319910004734993,
-0.028534594923257828,
0.03996041789650917,
0.06270284950733185,
-0.04765190929174423,
0.0008428127621300519,
0.019868720322847366,
0.05638270080089569,
-0.006217397283762693,
0.008346766233444214,
0.009617511183023453,
0.025421489030122757,
-0.07181727141141891,
0.030300911515951157,
-0.007475234102457762,
0.006568610202521086,
0.10569524019956589,
0.05212397873401642,
-0.03080519288778305,
0.08175825327634811,
0.006580345332622528,
-0.03934474661946297,
-0.08115532994270325,
0.08642862737178802,
-0.06779738515615463,
0.049813516438007355,
0.04593253508210182,
0.04418930411338806,
-0.08394310623407364,
0.015660254284739494,
-0.06527747213840485,
0.03683127835392952,
-0.0529182031750679,
-0.00807178858667612,
-0.012110790237784386,
-0.04947485402226448,
0.04568394646048546,
-0.004244298208504915,
-0.0718817412853241,
-0.015521010383963585,
0.07571251690387726,
0.016675325110554695,
-0.05283784866333008,
-0.07025926560163498,
-0.0029056756757199764,
-0.014542109332978725,
-0.06686212867498398,
-0.01885610818862915,
0.03715375438332558,
-0.00817867275327444,
0.017014844343066216,
-0.030239935964345932,
-0.00542713375762105,
0.012728315778076649,
0.05602075159549713,
0.0589965283870697,
0.06531589478254318,
0.061960384249687195,
0.027120405808091164,
0.005946849938482046
] |
rifkat/robert_BPE_zinc100k | c84f6ab4938e7b4941c369ff198f985bfffc0ba0 | 2021-07-23T17:04:02.000Z | [
"pytorch",
"roberta",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | false | rifkat | null | rifkat/robert_BPE_zinc100k | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rjrohit/wav2vec2-base-rj-try-5 | bcd5e9d8478fdcb6a063aba7a3cfc250fca82a8b | 2022-02-07T09:59:45.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"transformers"
] | automatic-speech-recognition | false | rjrohit | null | rjrohit/wav2vec2-base-rj-try-5 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rlagusrlagus123/XTC20000 | e727e36646205a8d5c74a11d34dc671ddf50e343 | 2021-12-19T11:00:28.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | rlagusrlagus123 | null | rlagusrlagus123/XTC20000 | 0 | null | transformers | ---
tags:
- conversational
---
---
#12 epochs, each batch size 2, gradient accumulation steps 2, tail 20000 | [
-0.06122106313705444,
-0.05668887495994568,
0.0034620463848114014,
0.005558430217206478,
-0.0050435359589755535,
-0.07235624641180038,
0.0004168594314251095,
0.019600389525294304,
-0.013123118318617344,
-0.11157792061567307,
0.04068305715918541,
-0.024372464045882225,
-0.030414950102567673,
-0.05924292281270027,
-0.0576821006834507,
0.0638103187084198,
-0.019495517015457153,
-0.016485292464494705,
-0.05839036777615547,
-0.07582744210958481,
-0.010584630072116852,
0.02731500193476677,
0.022756414487957954,
0.06682933866977692,
0.03077196329832077,
0.06096441298723221,
-0.0773896649479866,
-0.03752341493964195,
0.06795760244131088,
-0.05492686480283737,
0.06262603402137756,
0.0698453038930893,
0.03685978427529335,
0.0861806720495224,
-0.028144078329205513,
0.06387658417224884,
-0.01309086475521326,
-0.008352220058441162,
0.03321630507707596,
-0.004799957852810621,
0.03676634654402733,
-0.01315520890057087,
-0.011935984715819359,
0.01020998414605856,
0.11800364404916763,
-0.016169758513569832,
-0.02862219698727131,
-0.00008875513594830409,
-0.05422316491603851,
0.01971372775733471,
-0.048577357083559036,
-0.03080661967396736,
-0.01715146377682686,
0.08534691482782364,
-0.021729763597249985,
0.08775970339775085,
0.01316213421523571,
-0.0277568306773901,
0.00386442756280303,
0.051174651831388474,
-0.04936955124139786,
-0.11350647360086441,
-0.05521680787205696,
0.020013978704810143,
0.048832982778549194,
-0.03369168937206268,
0.008432657457888126,
-0.018689818680286407,
0.06646040081977844,
0.10834752023220062,
-0.02553175389766693,
0.06687112897634506,
-0.06075378134846687,
0.05596163496375084,
-0.04659184068441391,
0.04511304944753647,
0.03949609026312828,
-0.040570203214883804,
-0.002532349433749914,
-0.14574962854385376,
0.012600966729223728,
-0.05518072843551636,
0.07054737955331802,
-0.08822797238826752,
-0.021088246256113052,
-0.056557703763246536,
0.01987815462052822,
0.0068764230236411095,
-0.009598460979759693,
0.016272233799099922,
-0.04458359628915787,
-0.002607709262520075,
-0.04909045621752739,
0.0469188429415226,
-0.03773358836770058,
0.08487240970134735,
-0.00864304881542921,
-0.03858479857444763,
0.02782013826072216,
0.08539251983165741,
0.002571843331679702,
-0.016917888075113297,
-0.010307335294783115,
0.04098314419388771,
-0.026769982650876045,
0.022744879126548767,
0.0317135825753212,
0.0947289988398552,
-0.02220533788204193,
-0.0021611014381051064,
0.06520562618970871,
0.04226965084671974,
0.063261479139328,
-0.032579705119132996,
0.07342121750116348,
-0.004726178478449583,
0.026181884109973907,
-0.010635687038302422,
-0.004998441785573959,
0.07941288501024246,
-0.03930291533470154,
0.021644992753863335,
-0.06429687142372131,
-0.05920523405075073,
-0.09118261933326721,
0.029025916010141373,
0.030834859237074852,
-1.1085134888509835e-33,
0.040300942957401276,
-0.04419577494263649,
-0.019122842699289322,
-0.002724030753597617,
0.05602332204580307,
0.02916911244392395,
-0.041151102632284164,
-0.05311739072203636,
-0.06470698863267899,
-0.044741593301296234,
-0.032074809074401855,
-0.033118970692157745,
-0.05342477187514305,
0.052876975387334824,
0.00025645660934969783,
-0.10072395950555801,
0.061402201652526855,
0.051918141543865204,
0.07999493181705475,
-0.07883062213659286,
0.048937179148197174,
-0.06900490820407867,
-0.055720552802085876,
-0.0023181685246527195,
0.009346136823296547,
0.06575842946767807,
0.05630709230899811,
-0.051027894020080566,
-0.03282710909843445,
0.047337982803583145,
0.006541905924677849,
0.0047773742116987705,
-0.09040765464305878,
-0.015987424179911613,
0.059850063174963,
0.011516609229147434,
0.0452643446624279,
0.0038194747176021338,
0.08607588708400726,
-0.08357930928468704,
-0.061334386467933655,
0.036823008209466934,
-0.043719079345464706,
-0.07678727060556412,
-0.10935214906930923,
-0.030214400961995125,
-0.012960533611476421,
0.049192678183317184,
0.034219782799482346,
0.0107022849842906,
-0.02746879868209362,
0.010906605049967766,
0.016769761219620705,
-0.018923548981547356,
0.05254726856946945,
-0.01682828739285469,
0.0681479349732399,
0.017812734469771385,
0.05400368198752403,
0.10848978906869888,
0.06350155919790268,
0.053451597690582275,
-0.013117028400301933,
-0.022244999185204506,
0.03425057232379913,
0.014827749691903591,
-0.059455350041389465,
0.05400756374001503,
-0.021903088316321373,
0.07895279675722122,
-0.01651626080274582,
0.04956236481666565,
0.04098379239439964,
-0.03156435862183571,
0.08462575823068619,
-0.005992868449538946,
0.04267527535557747,
-0.04240300878882408,
-0.015390443615615368,
0.04623997211456299,
-0.07807061076164246,
-0.0242004357278347,
-0.0676131546497345,
-0.02761308290064335,
-0.05677144601941109,
-0.07412783801555634,
-0.004270012490451336,
-0.07308321446180344,
0.010890258476138115,
0.029694562777876854,
-0.06859233230352402,
0.019706275314092636,
0.03622143343091011,
0.025838105008006096,
-0.11404860764741898,
3.0056997953779816e-34,
0.016306180506944656,
0.11570409685373306,
-0.060141049325466156,
0.12350355088710785,
0.012244468554854393,
0.00021377060329541564,
0.014893589541316032,
0.14822548627853394,
-0.05592716485261917,
0.011080452241003513,
0.0018056286498904228,
0.050733532756567,
-0.07498453557491302,
-0.025534702464938164,
0.06388244032859802,
-0.04182479530572891,
0.026875413954257965,
0.025623751804232597,
0.016849497333168983,
-0.026732975617051125,
-0.0104146059602499,
0.08737622946500778,
-0.10561040788888931,
0.04854585975408554,
0.029084211215376854,
-0.025426268577575684,
-0.020427878946065903,
0.07228491455316544,
0.01635781303048134,
-0.02371518313884735,
-0.004444933962076902,
-0.018985729664564133,
-0.028026387095451355,
0.0021773804910480976,
-0.007819198071956635,
0.03209388256072998,
0.06432125717401505,
-0.0006003523012623191,
0.025136401876807213,
0.04335402697324753,
0.06740422546863556,
0.056346163153648376,
-0.05531225726008415,
0.0013853213749825954,
0.009606585837900639,
0.004993858747184277,
-0.05598008632659912,
0.014278779737651348,
-0.04716093838214874,
0.013078206218779087,
0.04227891564369202,
-0.02032310515642166,
-0.03333577513694763,
0.05786007642745972,
-0.06461645662784576,
-0.03118378296494484,
0.016191821545362473,
-0.01997964084148407,
-0.009080645628273487,
-0.038848742842674255,
-0.05171230062842369,
-0.05714906007051468,
-0.01997004635632038,
-0.08324175328016281,
0.048751335591077805,
-0.041014790534973145,
-0.029435163363814354,
0.03625303506851196,
0.0043347240425646305,
0.03232416883111,
0.10955005884170532,
0.042615700513124466,
-0.027225762605667114,
0.02687814086675644,
-0.008291788399219513,
-0.04788520559668541,
-0.014201415702700615,
-0.09656308591365814,
0.000029599719709949568,
-0.08191041648387909,
-0.02380245551466942,
0.042119432240724564,
0.08484645187854767,
0.08153650164604187,
0.01748167723417282,
0.02949007786810398,
-0.03367801755666733,
0.06799407303333282,
0.028166059404611588,
0.016948599368333817,
0.015673544257879257,
-0.05151290073990822,
-0.04809578135609627,
0.05245574563741684,
-0.004436422139406204,
-3.215168575820826e-8,
-0.06892594695091248,
-0.06954336166381836,
0.04665999114513397,
0.07494882494211197,
0.11761684715747833,
0.03921883553266525,
0.026033107191324234,
0.10437645763158798,
0.02826438844203949,
-0.04855194687843323,
0.08309734612703323,
0.04232686758041382,
-0.08322806656360626,
0.004453375469893217,
0.021026356145739555,
0.028656287118792534,
-0.07364488393068314,
0.06852515041828156,
-0.03608893230557442,
-0.08722620457410812,
-0.027618229389190674,
0.042476046830415726,
0.03731650114059448,
-0.00687148654833436,
-0.004174775909632444,
-0.0905543640255928,
0.05526181310415268,
0.09384161233901978,
-0.0150887006893754,
-0.11386099457740784,
0.005182560067623854,
0.029220903292298317,
-0.045870132744312286,
-0.022633681073784828,
-0.008431966416537762,
0.07357117533683777,
-0.07097454369068146,
0.00527045875787735,
0.0032445283140987158,
0.016529325395822525,
-0.08205968141555786,
-0.03651747852563858,
0.05291861295700073,
-0.014231839217245579,
0.00958644412457943,
-0.00617148308083415,
-0.13707400858402252,
-0.02948668785393238,
0.00210226746276021,
-0.03169408068060875,
-0.015127774327993393,
-0.012652951292693615,
0.002515076193958521,
0.08820629864931107,
0.0070723979733884335,
-0.019003968685865402,
-0.029896128922700882,
-0.06521372497081757,
0.04025015980005264,
0.017396172508597374,
0.059323497116565704,
0.034978993237018585,
-0.014213033951818943,
-0.09393168240785599
] |
rlagusrlagus123/XTC4096 | 82793f6e119deca4b07206b99f3e1e4f46d25ff9 | 2021-12-19T11:19:34.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | rlagusrlagus123 | null | rlagusrlagus123/XTC4096 | 0 | null | transformers | ---
tags:
- conversational
---
---
#12 epochs, each batch size 4, gradient accumulation steps 1, tail 4096.
#THIS SEEMS TO BE THE OPTIMAL SETUP. | [
-0.057133231312036514,
-0.057779066264629364,
-0.016522560268640518,
-0.019983429461717606,
-0.0623188354074955,
-0.05422733724117279,
-0.030524330213665962,
0.0024626492522656918,
-0.062179915606975555,
-0.11329648643732071,
0.01987229660153389,
-0.03245788812637329,
-0.03433245047926903,
-0.05103779956698418,
-0.035180073231458664,
0.06727378815412521,
0.03677317127585411,
0.0025509833358228207,
-0.016730066388845444,
-0.08554862439632416,
-0.015810685232281685,
-0.004125319886952639,
0.04905350133776665,
0.03296097368001938,
0.036213237792253494,
0.05378559231758118,
-0.058974143117666245,
-0.05213469639420509,
0.07531177252531052,
-0.060596104711294174,
0.0763460025191307,
0.044295940548181534,
0.04173632338643074,
0.07792945951223373,
-0.03706071525812149,
0.05534893274307251,
-0.03556431457400322,
0.0012137596495449543,
0.04508911445736885,
0.020655358210206032,
0.04555685073137283,
0.02414678782224655,
-0.009792288765311241,
0.010228293016552925,
0.09797202795743942,
-0.03356147184967995,
-0.006792787928134203,
0.01749376952648163,
0.009479356929659843,
0.0018332467880100012,
-0.0006985406507737935,
-0.06093015521764755,
-0.005830083042383194,
0.10809297859668732,
-0.044527336955070496,
0.07869572937488556,
0.02467811107635498,
-0.04403210058808327,
-0.014609545469284058,
0.04154796153306961,
-0.05935278907418251,
-0.10053905844688416,
-0.033153824508190155,
-0.018626170232892036,
0.011238918639719486,
-0.009840710088610649,
0.01528090052306652,
-0.004484403412789106,
0.09556225687265396,
0.09798712283372879,
-0.03493713587522507,
0.07549482583999634,
-0.049560725688934326,
0.028712095692753792,
-0.0821002945303917,
0.0785142034292221,
0.05688066780567169,
-0.060369569808244705,
-0.03052951954305172,
-0.12454624474048615,
0.020292576402425766,
-0.006568121258169413,
0.08729282766580582,
-0.08610615134239197,
-0.0017751685809344053,
-0.061825983226299286,
0.010678276419639587,
0.004036008380353451,
0.007684370968490839,
0.037710078060626984,
-0.01858995296061039,
0.018255645409226418,
-0.058787062764167786,
0.010827738791704178,
-0.012389061972498894,
0.11209094524383545,
-0.008586571551859379,
-0.049244944006204605,
0.03419293090701103,
0.04457416385412216,
0.009505732916295528,
-0.03267908841371536,
-0.019773924723267555,
0.05163485184311867,
-0.018725154921412468,
0.02766706980764866,
0.03982137143611908,
0.08754968643188477,
-0.030542070046067238,
-0.014822880737483501,
0.07259627431631088,
0.06708091497421265,
0.047202982008457184,
-0.04061315208673477,
0.0705903097987175,
0.01638527400791645,
0.02727208286523819,
-0.027848394587635994,
-0.0234467051923275,
0.0862034410238266,
-0.06975777447223663,
0.005601199343800545,
-0.02271009050309658,
-0.03498152643442154,
-0.07254509627819061,
0.03470463305711746,
0.014370779506862164,
-6.626809454319817e-34,
0.027076365426182747,
0.00028143939562141895,
-0.034638404846191406,
-0.025905918329954147,
0.05714944005012512,
0.05178745463490486,
-0.014142191968858242,
-0.03170261159539223,
-0.07172450423240662,
-0.06462515890598297,
-0.048347510397434235,
-0.06954649090766907,
-0.07614902406930923,
0.01767326146364212,
-0.007586875464767218,
-0.1194550022482872,
0.04675937443971634,
0.0659753754734993,
0.05270128697156906,
-0.07156473398208618,
0.03428510203957558,
-0.0844716876745224,
-0.08740965276956558,
0.006938925012946129,
0.012768013402819633,
0.03400636464357376,
0.07576892524957657,
-0.04164110869169235,
-0.04870219528675079,
0.03035404346883297,
-0.0021124212071299553,
-0.010463109239935875,
-0.09850561618804932,
0.009134935215115547,
0.05023670569062233,
0.016293492168188095,
0.0192329790443182,
0.02998124249279499,
0.08800125867128372,
-0.07554291188716888,
-0.03815233334898949,
0.054180264472961426,
-0.004979697521775961,
-0.08390208333730698,
-0.0963451936841011,
0.002427559345960617,
-0.04075128585100174,
0.05651145428419113,
0.037745151668787,
-0.013431097380816936,
0.012149152345955372,
0.012388571165502071,
0.016168609261512756,
-0.014353402890264988,
0.059144165366888046,
-0.05402291938662529,
0.07786911725997925,
-0.009089787490665913,
0.0849495455622673,
0.12011799216270447,
0.06431690603494644,
0.014179213903844357,
-0.025143422186374664,
0.01413777470588684,
0.06429526954889297,
0.02189677208662033,
-0.08194027096033096,
0.01588468998670578,
-0.0518169105052948,
0.04107378423213959,
-0.004931062925606966,
0.06037432327866554,
0.04582905396819115,
-0.03710870444774628,
0.06388042867183685,
0.006085289642214775,
0.05510453134775162,
-0.005182391498237848,
-0.014685770496726036,
0.020682452246546745,
-0.047737427055835724,
0.019931141287088394,
-0.07207076996564865,
0.004731312394142151,
-0.0369122214615345,
-0.05468617379665375,
-0.005977077875286341,
-0.049721721559762955,
0.006860819179564714,
0.023696502670645714,
-0.07115485519170761,
0.010870709083974361,
0.04838762804865837,
0.013105533085763454,
-0.11523201316595078,
6.252024661901728e-34,
0.04709261283278465,
0.11045950651168823,
-0.007593120448291302,
0.12715637683868408,
0.02630157209932804,
0.02020898461341858,
0.028825752437114716,
0.1178605854511261,
-0.048132672905921936,
0.014136168174445629,
-0.008375406265258789,
0.035950127989053726,
-0.07618284970521927,
-0.04977396875619888,
0.029154764488339424,
-0.02991383709013462,
0.0012670541182160378,
0.01587204448878765,
0.05809115618467331,
-0.004263333976268768,
-0.031565017998218536,
0.07669851928949356,
-0.10673549026250839,
0.06959453225135803,
0.04654022678732872,
-0.02908695675432682,
-0.03548892214894295,
0.05141552910208702,
0.0002741284260991961,
-0.009973479434847832,
-0.041672203689813614,
0.0051626721397042274,
-0.013208177872002125,
-0.02990691177546978,
-0.03783995285630226,
0.0414634570479393,
0.05852440744638443,
0.03870901092886925,
0.05334877595305443,
0.06553047150373459,
0.07055078446865082,
0.04018252342939377,
-0.11010605096817017,
-0.0012737929355353117,
-0.0075991167686879635,
0.009951251558959484,
-0.0649162232875824,
0.01650279015302658,
-0.06514040380716324,
0.05661462992429733,
-0.005930978339165449,
-0.013600393198430538,
-0.04280152916908264,
0.0506717674434185,
-0.037011537700891495,
-0.051538389176130295,
0.01258124876767397,
-0.016076073050498962,
-0.01977747678756714,
-0.03465738892555237,
-0.06545551866292953,
-0.05579104274511337,
-0.001189396483823657,
-0.09145292639732361,
0.02391148917376995,
-0.025969283655285835,
-0.007409231271594763,
0.05215511471033096,
-0.013567619025707245,
0.03761884942650795,
0.0816953256726265,
0.036720454692840576,
0.01249259989708662,
0.04721380025148392,
0.02678179182112217,
-0.06808147579431534,
0.01126529648900032,
-0.09706728160381317,
0.013687508180737495,
-0.03446224331855774,
-0.08165864646434784,
0.04452234134078026,
0.05689096450805664,
0.07588423788547516,
0.02689429000020027,
0.036564458161592484,
-0.008368367329239845,
0.042374808341264725,
0.06797435879707336,
0.036822013556957245,
0.00856463797390461,
-0.045170363038778305,
0.008227823302149773,
0.018935738131403923,
0.003888493636623025,
-3.511807733502792e-8,
-0.06551576405763626,
-0.05465460568666458,
0.04646705090999603,
0.10436396300792694,
0.07162962108850479,
0.03074219636619091,
0.013235194608569145,
0.08214805275201797,
0.04432721063494682,
-0.06860097497701645,
0.10074234753847122,
0.016819486394524574,
-0.06693729013204575,
0.007362077012658119,
-0.032539285719394684,
0.021605461835861206,
-0.040264151990413666,
0.033590517938137054,
-0.038698889315128326,
-0.05554378405213356,
-0.022431878373026848,
0.07556015998125076,
0.04859849810600281,
0.016066785901784897,
0.015706626698374748,
-0.09217220544815063,
0.07831671833992004,
0.06032713130116463,
-0.0012648900737985969,
-0.11900056898593903,
-0.019998541101813316,
0.018459046259522438,
-0.058472536504268646,
0.010530920699238777,
-0.023900344967842102,
0.06511096656322479,
-0.08750947564840317,
0.018792420625686646,
0.011837253347039223,
0.02732432633638382,
-0.08078956604003906,
-0.056615304201841354,
0.03199682757258415,
-0.03806380182504654,
0.006656324490904808,
-0.011742113158106804,
-0.14090099930763245,
-0.0546114481985569,
0.011398046277463436,
-0.025502730160951614,
-0.01507939025759697,
-0.006894878577440977,
0.01607816107571125,
0.09148824214935303,
0.04204283654689789,
-0.028074923902750015,
-0.02832650952041149,
-0.062061771750450134,
0.07093942165374756,
-0.0048267119564116,
0.028799740597605705,
-0.005179194267839193,
-0.051751118153333664,
-0.10058516263961792
] |
rmicheal48/DialoGPT-small-steven_universe | f4eb531024e38c05edb8018847db6806ce827be7 | 2022-01-02T12:39:37.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | rmicheal48 | null | rmicheal48/DialoGPT-small-steven_universe | 0 | null | transformers | ---
tags:
- conversational
---
# Steven Universe DialoGPT Model | [
-0.035847775638103485,
-0.05125334486365318,
0.046523790806531906,
0.006126486696302891,
0.021881019696593285,
-0.04602929204702377,
0.1191852018237114,
0.00853684637695551,
0.08996640145778656,
-0.03255634754896164,
-0.027950424700975418,
-0.041390545666217804,
0.012413423508405685,
0.05392216518521309,
0.028269490227103233,
0.015072403475642204,
-0.028307083994150162,
-0.08334421366453171,
-0.07830116897821426,
0.027483049780130386,
0.025356100872159004,
0.1263749897480011,
0.04637104272842407,
0.03375234827399254,
-0.009216015227138996,
0.040453407913446426,
-0.020412439480423927,
0.026342660188674927,
0.06487707793712616,
0.009149439632892609,
0.036833859980106354,
0.07503443211317062,
0.06792578101158142,
0.03307904675602913,
-0.02059611864387989,
0.015476098284125328,
0.054465245455503464,
-0.01211362611502409,
-0.032435353845357895,
-0.004045302979648113,
-0.06318789720535278,
0.01251145638525486,
-0.04559982940554619,
0.031795136630535126,
0.012412089854478836,
-0.019735410809516907,
-0.10873889178037643,
-0.1050940528512001,
-0.01793638803064823,
0.07227975130081177,
-0.15454168617725372,
-0.024018676951527596,
0.03199375420808792,
0.09016627073287964,
0.02034294791519642,
0.042484380304813385,
-0.035127192735672,
-0.08036617189645767,
0.02284095622599125,
-0.039596181362867355,
-0.0019884505309164524,
-0.056464388966560364,
-0.07205743342638016,
0.022692618891596794,
0.0012639935594052076,
0.10976352542638779,
-0.12693136930465698,
0.030213896185159683,
0.02870112471282482,
0.04113296791911125,
-0.019110670313239098,
0.025547560304403305,
0.0036571493837982416,
-0.04563353583216667,
0.01868245005607605,
0.008021680638194084,
0.03946802020072937,
-0.07309065014123917,
-0.015427885577082634,
-0.009973426349461079,
-0.004209854174405336,
-0.09669764339923859,
-0.03824528679251671,
-0.03017810918390751,
0.0035233814269304276,
-0.03986121341586113,
-0.014251118525862694,
-0.03062288463115692,
-0.03034255839884281,
0.06437275558710098,
-0.04461640864610672,
-0.0686025395989418,
0.11275146901607513,
-0.004698161501437426,
-0.03239888697862625,
0.04277607053518295,
-0.03595045208930969,
-0.10175110399723053,
-0.04631192982196808,
0.11664421856403351,
-0.0101869385689497,
0.01261604018509388,
0.027414528653025627,
-0.046053122729063034,
0.031099146232008934,
0.0017622766317799687,
0.0004944445099681616,
-0.016595574095845222,
0.024365734308958054,
-0.02725706808269024,
0.02558867260813713,
-0.054954007267951965,
0.019455095753073692,
-0.013450974598526955,
0.08993168920278549,
-0.09516634047031403,
0.05756864324212074,
0.020083298906683922,
0.04468802735209465,
-0.0160625372081995,
0.005582937505096197,
0.07611764222383499,
-0.08146225661039352,
-0.03232124075293541,
0.006160291377454996,
0.006630257237702608,
-0.09492116421461105,
-2.092418515372058e-33,
0.08713278919458389,
0.03540678694844246,
0.07010670751333237,
0.09807011485099792,
0.03976668789982796,
0.055029768496751785,
-0.11702577769756317,
-0.004541574511677027,
0.03990975394845009,
0.0000189922284334898,
-0.019179247319698334,
-0.04795601963996887,
-0.04661741852760315,
0.000029586015443783253,
-0.035737644881010056,
-0.006871444173157215,
-0.10270138084888458,
0.025567060336470604,
-0.007540575694292784,
-0.00030543087632395327,
0.000967440428212285,
0.06921013444662094,
-0.038755521178245544,
0.007434668950736523,
0.0650237500667572,
0.04160803556442261,
0.08268728852272034,
-0.06705591827630997,
-0.015424912795424461,
0.038796018809080124,
-0.08062249422073364,
0.04920491576194763,
-0.03942718356847763,
0.01766393519937992,
-0.004225562326610088,
0.022636527195572853,
0.0188355203717947,
-0.055625639855861664,
0.037924107164144516,
-0.0784592479467392,
-0.06378789991140366,
-0.006779031828045845,
-0.04011445865035057,
0.011418202891945839,
-0.014913157559931278,
0.017925571650266647,
0.010958962142467499,
0.042570166289806366,
0.05521407350897789,
0.01804775558412075,
-0.0516049824655056,
0.011737366206943989,
0.012548784725368023,
-0.047944288700819016,
-0.025245046243071556,
-0.07665647566318512,
-0.027527563273906708,
0.015234668739140034,
0.04970591887831688,
0.0024005237501114607,
0.04315051808953285,
-0.04561368003487587,
0.06367085129022598,
-0.01200914103537798,
0.11302296072244644,
0.03564631566405296,
-0.04092826694250107,
-0.040924444794654846,
0.018038880079984665,
0.030649568885564804,
-0.059820838272571564,
0.03847017139196396,
0.00987527146935463,
0.057696711272001266,
-0.02356843464076519,
0.0030680540949106216,
-0.054440874606370926,
-0.08260486274957657,
0.04335438087582588,
0.12386960536241531,
-0.10482402890920639,
-0.09982405602931976,
-0.04449566826224327,
-0.03626206889748573,
-0.0013900414342060685,
-0.03554265946149826,
0.06240415945649147,
-0.07384061068296432,
0.06848111003637314,
-0.0069781080819666386,
0.013481629081070423,
-0.00637781759724021,
-0.010848005302250385,
0.0039044839795678854,
-0.09410104155540466,
3.80073621600702e-34,
-0.020425399765372276,
-0.04049240052700043,
-0.12269477546215057,
0.06138148903846741,
0.025843538343906403,
-0.01761157624423504,
0.00030974767287261784,
0.10654124617576599,
-0.02609478123486042,
-0.013314330019056797,
0.02483024075627327,
0.02520786225795746,
0.008058861829340458,
-0.06857304275035858,
0.13003814220428467,
0.01385671366006136,
0.0790211632847786,
-0.07659320533275604,
0.014594039879739285,
0.039061568677425385,
0.05672769248485565,
-0.020301492884755135,
-0.16194431483745575,
0.026893891394138336,
-0.0031730688642710447,
-0.027295656502246857,
-0.019527746364474297,
0.04008135572075844,
0.0943063423037529,
-0.03177187219262123,
-0.07631351798772812,
0.0021625515073537827,
-0.04426576942205429,
-0.03109256736934185,
-0.01467253640294075,
0.0440206415951252,
0.013142507523298264,
-0.04036089405417442,
0.0031237995717674494,
0.0350487194955349,
0.0025587573181837797,
-0.054581694304943085,
-0.008167557418346405,
0.06451615691184998,
-0.02215571515262127,
-0.0264488086104393,
-0.0680835172533989,
0.005344416946172714,
-0.03934156522154808,
-0.001146214548498392,
0.005108247511088848,
-0.022583873942494392,
-0.05958167836070061,
-0.08396308869123459,
-0.052803900092840195,
0.005151441786438227,
0.009364434517920017,
-0.044087111949920654,
0.02644393965601921,
0.04934578761458397,
-0.031523410230875015,
-0.05578739941120148,
0.08737965673208237,
-0.037993330508470535,
-0.02256043441593647,
-0.02211221680045128,
0.01726693846285343,
0.052632421255111694,
0.009656287729740143,
-0.0431804433465004,
0.08790041506290436,
-0.0009835344972088933,
0.014897368848323822,
-0.0012728387955576181,
0.05415014922618866,
0.04422907903790474,
0.04309888556599617,
-0.015774665400385857,
0.013827747665345669,
-0.07614230364561081,
0.012473472394049168,
0.026908300817012787,
0.049104731529951096,
0.08107142895460129,
0.056974660605192184,
0.030641352757811546,
0.027637140825390816,
0.08287198841571808,
-0.031966906040906906,
0.024601049721240997,
-0.0232577882707119,
-0.020667679607868195,
0.008423182182013988,
0.0689084455370903,
-0.07999169081449509,
-2.3568214047031688e-8,
-0.08202828466892242,
-0.04628484696149826,
0.016087358817458153,
0.025737203657627106,
-0.014108572155237198,
0.02042294666171074,
0.06747248023748398,
0.017581094056367874,
-0.05161122605204582,
0.014279058203101158,
0.05717688053846359,
0.0523560605943203,
-0.040616441518068314,
0.09956729412078857,
-0.0016496696043759584,
0.04838729277253151,
-0.04822489619255066,
0.07465030252933502,
-0.008734374307096004,
-0.0023105391301214695,
0.06741566210985184,
0.0019736788235604763,
-0.02940274029970169,
0.019919130951166153,
0.013668918050825596,
0.04666691645979881,
-0.08490671962499619,
0.07370276004076004,
-0.05346749722957611,
0.013917429372668266,
0.03858795762062073,
0.03935382887721062,
-0.1587083339691162,
0.022327912971377373,
-0.0681445375084877,
-0.00008747299580136314,
-0.01909569837152958,
-0.028553325682878494,
-0.00808785017579794,
-0.06856205314397812,
0.05059241130948067,
0.0153584573417902,
-0.10636928677558899,
0.016122283414006233,
0.05890675261616707,
0.020564619451761246,
-0.016813354566693306,
-0.09277362376451492,
0.0056062801741063595,
-0.0013805081835016608,
-0.04012136533856392,
0.009160220623016357,
0.04669411480426788,
0.01003240142017603,
0.022238506004214287,
0.005720086861401796,
0.03451044112443924,
-0.0027038592379540205,
0.007490923628211021,
0.027237821370363235,
0.10081170499324799,
0.0657786950469017,
-0.023449784144759178,
-0.038530051708221436
] |
rndlr96/Focalbest | 6339d85a8871403ec715b1b625ba6453b37e81dd | 2021-05-20T04:29:24.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | rndlr96 | null | rndlr96/Focalbest | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rndlr96/Nfocal_label_v2 | 52a5f18644d162520c0c59e58030e1b4ae5479c2 | 2021-05-20T04:29:46.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | rndlr96 | null | rndlr96/Nfocal_label_v2 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rndlr96/Nfocal_label_v2_512 | 9815cbe94af104ebbf411de5df763afe28541765 | 2021-05-20T04:30:09.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | rndlr96 | null | rndlr96/Nfocal_label_v2_512 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rndlr96/bce_cls_5e_512 | 2e820e34d4e080b732844202283e9f38b5437ccd | 2021-05-20T04:30:32.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | rndlr96 | null | rndlr96/bce_cls_5e_512 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rndlr96/cls_256 | 1096926de1cfd3b0ff530186126314eb407abd88 | 2021-05-20T04:30:54.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | rndlr96 | null | rndlr96/cls_256 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rndlr96/kobert_cls_ipc | 8d2b761709cc8212db14ae3c408417f435fcf52d | 2021-05-20T04:31:13.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | rndlr96 | null | rndlr96/kobert_cls_ipc | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rndlr96/kobert_label_ipc | ca58c53a954dc8a85a6776aeb8ba51e95e39a742 | 2021-05-20T04:31:33.000Z | [
"pytorch",
"bert",
"transformers"
] | null | false | rndlr96 | null | rndlr96/kobert_label_ipc | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
robot-bengali-2/sahajbert2 | dccdc6429c694eb6d4ba27c641136cbb663ec09d | 2021-09-03T05:49:14.000Z | [
"pytorch",
"albert",
"transformers"
] | null | false | robot-bengali-2 | null | robot-bengali-2/sahajbert2 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rodrigodz/DialoGPT-medium-dxd | 94cb0ba287584b70c02f30422fbeb7d0309e1e2e | 2021-09-07T04:50:17.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | rodrigodz | null | rodrigodz/DialoGPT-medium-dxd | 0 | null | transformers | ---
tags:
- conversational
---
# Issei DialoGPT Model | [
-0.03376089781522751,
-0.03061135672032833,
0.006980583071708679,
-0.002702257828786969,
-0.009700844995677471,
-0.044745948165655136,
0.15431912243366241,
0.018054427579045296,
0.10790501534938812,
-0.0337754525244236,
-0.012355831451714039,
-0.053954530507326126,
0.0006615226157009602,
0.02775087021291256,
-0.0071039036847651005,
-0.00890708900988102,
-0.009241953492164612,
-0.04755216836929321,
-0.03005477599799633,
0.0653851330280304,
0.01627429760992527,
0.08234047889709473,
0.024820461869239807,
0.01036898698657751,
-0.04067603871226311,
0.0484381727874279,
-0.024728162214159966,
0.001586685422807932,
0.06291947513818741,
0.010226966813206673,
0.015407607890665531,
0.09215076267719269,
0.11994262784719467,
0.013934561982750893,
-0.06685466319322586,
0.06775512546300888,
0.07172098010778427,
-0.031729504466056824,
0.0062844641506671906,
0.010114911012351513,
-0.07691197097301483,
0.003715087892487645,
-0.046200476586818695,
-0.01034251507371664,
0.04899812862277031,
-0.049058109521865845,
-0.0814477950334549,
-0.030932793393731117,
-0.030824776738882065,
0.07784592360258102,
-0.13241958618164062,
-0.021146360784769058,
0.012636193074285984,
0.11871057003736496,
0.014588000252842903,
0.02942771092057228,
-0.038876764476299286,
-0.06011253595352173,
0.013325548730790615,
0.018175942823290825,
-0.05325205624103546,
-0.006879214197397232,
-0.0754140242934227,
0.03825435787439346,
-0.040500905364751816,
0.08235960453748703,
-0.1001603826880455,
0.014101236127316952,
-0.026347698643803596,
0.050205837935209274,
-0.009241247549653053,
0.032962724566459656,
0.008427642285823822,
-0.042644284665584564,
-0.01641683652997017,
0.04312581568956375,
-0.0050570168532431126,
-0.06151464581489563,
0.054923128336668015,
-0.04270471632480621,
0.00200635869987309,
-0.060165371745824814,
-0.0009048094507306814,
-0.053112152963876724,
0.029268093407154083,
-0.05648412927985191,
0.006102546583861113,
-0.027873961254954338,
0.0024654031731188297,
0.033194925636053085,
0.00612554419785738,
-0.024733446538448334,
0.049243416637182236,
0.030813252553343773,
0.016421450302004814,
0.027806304395198822,
-0.00841148104518652,
-0.07380659133195877,
-0.04345287010073662,
0.09248451143503189,
-0.04417954385280609,
0.03597036004066467,
0.017145272344350815,
-0.08115774393081665,
-0.03786623477935791,
-0.0003082158218603581,
0.028966806828975677,
-0.020655261352658272,
-0.004839754197746515,
-0.022516731172800064,
-0.07454747706651688,
-0.03074350208044052,
-0.0032344127539545298,
-0.061633359640836716,
0.0886993259191513,
-0.04312178120017052,
0.045262232422828674,
-0.033980872482061386,
0.05402699485421181,
-0.050958648324012756,
-0.07035094499588013,
0.0008285773219540715,
-0.08683260530233383,
0.0018955724081024528,
0.01462905015796423,
-0.022198211401700974,
-0.042694203555583954,
-2.155988515180558e-33,
0.06691057235002518,
0.030283860862255096,
0.022764701396226883,
0.11866523325443268,
0.0013104294193908572,
0.08073072880506516,
-0.08225085586309433,
-0.04407261684536934,
0.00495307520031929,
0.0047597745433449745,
-0.009609515778720379,
-0.0805877223610878,
-0.07148273289203644,
0.03648035600781441,
0.05014953389763832,
-0.013836503028869629,
-0.0883113294839859,
0.03618580847978592,
0.0026777004823088646,
-0.08615493029356003,
0.025772416964173317,
0.03430076688528061,
0.0020035074558109045,
0.06440706551074982,
0.13888630270957947,
0.07901402562856674,
0.08064966648817062,
-0.10090260207653046,
-0.03782849386334419,
0.04297969490289688,
-0.019047070294618607,
0.018255049362778664,
-0.0320252850651741,
0.0032031391747295856,
-0.026238180696964264,
0.04571285471320152,
-0.01931954175233841,
0.0024836368393152952,
-0.020690500736236572,
-0.06954587250947952,
-0.0633895993232727,
-0.023470355197787285,
0.00817015115171671,
-0.02714766561985016,
0.0009634030284360051,
0.03770660609006882,
-0.03992725908756256,
0.02744128555059433,
0.05852648988366127,
0.02489595115184784,
-0.04744071140885353,
0.04896220192313194,
-0.017975321039557457,
-0.034152477979660034,
-0.005630796309560537,
-0.07262958586215973,
-0.06303320080041885,
0.03198936954140663,
-0.008374717086553574,
0.015819288790225983,
0.013227496296167374,
-0.021523592993617058,
0.046111926436424255,
-0.06721097975969315,
0.1216132640838623,
0.07070563733577728,
-0.0785660669207573,
-0.02570166252553463,
0.04642545431852341,
-0.003821713849902153,
-0.05604284629225731,
0.026231203228235245,
-0.02436601184308529,
0.07288318872451782,
-0.037697553634643555,
0.027112415060400963,
-0.07090158760547638,
-0.1016070544719696,
0.07603120058774948,
0.08562114089727402,
-0.06615372747182846,
-0.07175290584564209,
-0.024178652092814445,
-0.011153468862175941,
0.0034882216714322567,
-0.013704395852982998,
0.04495972394943237,
-0.05682232603430748,
-0.006212311796844006,
0.05392713099718094,
0.05401428043842316,
0.048001863062381744,
-0.09919476509094238,
0.01771717332303524,
-0.06045861169695854,
-7.147468963077625e-34,
-0.013761401176452637,
-0.050031501799821854,
-0.1261468380689621,
0.043431784957647324,
-0.022773200646042824,
-0.02343125082552433,
0.025207938626408577,
0.1259794384241104,
0.010570845566689968,
-0.019594179466366768,
0.02089683711528778,
0.029584059491753578,
-0.009517565369606018,
0.011074471287429333,
0.09695728123188019,
0.025163879618048668,
0.033824700862169266,
-0.06348627805709839,
0.018525827676057816,
0.04470681771636009,
0.08537863194942474,
-0.004247899167239666,
-0.15436698496341705,
0.005835668183863163,
-0.0207683052867651,
-0.019679896533489227,
-0.02331961877644062,
0.08930940926074982,
0.11396517604589462,
-0.037473298609256744,
-0.06892694532871246,
0.0053446413949131966,
-0.0434986874461174,
-0.010744387283921242,
0.035215824842453,
0.03194787725806236,
0.027374837547540665,
-0.008245528675615788,
-0.0025814175605773926,
0.06657097488641739,
0.017640987411141396,
-0.05432921275496483,
-0.02805466018617153,
0.01710236631333828,
-0.01926496811211109,
-0.06163783371448517,
-0.0457625687122345,
-0.004854155238717794,
-0.04863562434911728,
-0.008317898958921432,
-0.006284881383180618,
-0.04574742913246155,
-0.05038324370980263,
-0.05018220469355583,
-0.03208739310503006,
-0.044108547270298004,
-0.014086848124861717,
-0.08458860963582993,
-0.001945887808687985,
0.027992893010377884,
-0.019335970282554626,
-0.04156402498483658,
0.09345693141222,
-0.042074501514434814,
0.0063673462718725204,
-0.05198672041296959,
-0.015287731774151325,
-0.006888401694595814,
0.01545762363821268,
-0.020114710554480553,
0.1329268217086792,
-0.023830953985452652,
-0.0394294410943985,
-0.01884959265589714,
0.029005203396081924,
-0.013885905966162682,
0.022966887801885605,
0.011508628726005554,
0.0252133309841156,
-0.11029890924692154,
0.04534285515546799,
0.015214510262012482,
0.06654876470565796,
0.05535060167312622,
0.02071436680853367,
0.04680754244327545,
0.04351550713181496,
0.051393188536167145,
-0.029795976355671883,
0.03209790587425232,
-0.004637887701392174,
0.024101773276925087,
0.03762833774089813,
0.05730566754937172,
-0.05888863280415535,
-2.6294291188833085e-8,
-0.11486312747001648,
-0.045947108417749405,
0.041257526725530624,
0.022137390449643135,
0.02122950181365013,
0.006069254130125046,
0.04152761399745941,
0.006411099806427956,
-0.062320590019226074,
-0.03461660072207451,
0.06721997261047363,
0.07939350605010986,
0.0017645851476117969,
0.036487847566604614,
-0.014244637452065945,
0.005027847830206156,
-0.06617356091737747,
0.03689303994178772,
-0.0004660995618905872,
-0.026983486488461494,
0.06304896622896194,
-0.021914098411798477,
-0.06271407008171082,
0.07109297811985016,
0.05492106452584267,
-0.0135088125243783,
-0.060219503939151764,
0.050211288034915924,
-0.035086266696453094,
0.05412119999527931,
0.06483445316553116,
0.061151083558797836,
-0.09904114156961441,
0.011668494902551174,
-0.039674896746873856,
0.06513016670942307,
-0.036604929715394974,
-0.06946790963411331,
-0.03575563803315163,
-0.09249421954154968,
0.040355414152145386,
-0.013413478620350361,
-0.09336879849433899,
-0.024453822523355484,
0.1266399472951889,
0.02963833697140217,
-0.009581292979419231,
-0.1299855262041092,
0.01546007301658392,
-0.010261748917400837,
-0.051695480942726135,
-0.00007709259080002084,
0.046187061816453934,
0.030858254060149193,
0.018539605662226677,
-0.02060285583138466,
0.013226199895143509,
0.04565059021115303,
0.06990273296833038,
0.06692955642938614,
0.05461510643362999,
0.03902359679341316,
-0.012927863746881485,
-0.02989131584763527
] |
rohitsroch/hybrid_hbh_bart-base_icsi_sum | 978220e767d7287a5f0671af37d3215eeaf92c58 | 2022-06-12T23:10:15.000Z | [
"pytorch",
"bart",
"text2text-generation",
"en",
"dataset:icsi",
"transformers",
"dialogue-summarization",
"license:apache-2.0",
"autotrain_compatible"
] | text2text-generation | false | rohitsroch | null | rohitsroch/hybrid_hbh_bart-base_icsi_sum | 0 | null | transformers | ---
language:
- en
license: apache-2.0
tags:
- dialogue-summarization
model_index:
- name: hybrid_hbh_bart-base_icsi_sum
results:
- task:
name: Summarization
type: summarization
datasets:
- icsi
---
## Paper
## [Domain Adapted Abstractive Summarization of Dialogue using Transfer Learning](https://dl.acm.org/doi/10.1145/3508546.3508640)
Authors: *Rohit Sroch*
## Abstract
Recently, the abstractive dialogue summarization task has been gaining a lot of attention from researchers. Also, unlike news articles and documents with well-structured text, dialogue differs in the sense that it often comes from two or more interlocutors, exchanging information with each other and having an inherent hierarchical structure based on the sequence of utterances by different speakers. This paper proposes a simple but effective hybrid approach that consists of two modules and uses transfer learning by leveraging pretrained language models (PLMs) to generate an abstractive summary. The first module highlights important utterances, capturing the utterance level relationship by adapting an auto-encoding model like BERT based on the unsupervised or supervised method. And then, the second module generates a concise abstractive summary by adapting encoder-decoder models like T5, BART, and PEGASUS. Experiment results on benchmark datasets show that our approach achieves a state-of-the-art performance by adapting to dialogue scenarios and can also be helpful in low-resource settings for domain adaptation.
*Rohit Sroch. 2021. Domain Adapted Abstractive Summarization of Dialogue using Transfer Learning. In 2021 4th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI'21). Association for Computing Machinery, New York, NY, USA, Article 94, 1–6. https://doi.org/10.1145/3508546.3508640*
# hybrid_hbh_bart-base_icsi_sum
This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co/facebook/bart-base) on ICSI dataset for dialogue summarization task.
## Model description
More information needed
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3e-4
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 100.0
- label_smoothing_factor: 0.1
### Results on Test Set
- predict_gen_len = 480.0
- predict_rouge1 = **46.8707**
- predict_rouge2 = **10.1337**
- predict_rougeL = **19.3386**
- predict_rougeLsum = **43.6989**
- predict_samples = 6
- predict_samples_per_second = 0.54
- predict_steps_per_second = 0.27
### Framework versions
- Transformers>=4.8.0
- Pytorch>=1.6.0
- Datasets>=1.10.2
- Tokenizers>=0.10.3
If you use this model, please cite the following paper:
```
@inproceedings{10.1145/3508546.3508640,
author = {Sroch, Rohit},
title = {Domain Adapted Abstractive Summarization of Dialogue Using Transfer Learning},
year = {2021},
isbn = {9781450385053},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3508546.3508640},
doi = {10.1145/3508546.3508640},
articleno = {94},
numpages = {6},
keywords = {encoder-decoder, T5, abstractive summary, PEGASUS, BART, dialogue summarization, PLMs, BERT},
location = {Sanya, China},
series = {ACAI'21}
}
```
| [
-0.05867406725883484,
-0.021640503779053688,
0.024536769837141037,
-0.012709664180874825,
0.051920998841524124,
0.040762946009635925,
0.021606169641017914,
0.01431434229016304,
0.08110160380601883,
-0.04671468213200569,
-0.025383953005075455,
-0.06274816393852234,
0.006075555924326181,
0.04123727232217789,
-0.005759150721132755,
0.009126810356974602,
0.07461732625961304,
0.06205402687191963,
-0.059312764555215836,
-0.02393854223191738,
0.02047782763838768,
0.08690498769283295,
0.05346154794096947,
0.0423322431743145,
-0.0066919573582708836,
0.05092494934797287,
-0.013099642470479012,
0.02586670033633709,
0.021168146282434464,
-0.006023690104484558,
0.02873191609978676,
0.06345470249652863,
0.0731254443526268,
0.08319544792175293,
-0.10806458443403244,
0.06749799847602844,
-0.061611711978912354,
0.02235233038663864,
0.016423750668764114,
-0.07004374265670776,
-0.0023315674625337124,
0.01191125251352787,
0.011623760685324669,
-0.047411683946847916,
0.04055891931056976,
-0.03791208937764168,
-0.07971352338790894,
-0.04792577773332596,
0.01596665382385254,
0.06603138148784637,
-0.1033022403717041,
0.027323884889483452,
0.017263948917388916,
0.10972113162279129,
0.013362528756260872,
0.032290372997522354,
-0.02034900151193142,
0.00711388885974884,
-0.017109671607613564,
-0.07584908604621887,
-0.0859980583190918,
-0.11109291762113571,
-0.0355784073472023,
-0.03267897292971611,
-0.014154961332678795,
-0.035266414284706116,
0.022796424105763435,
0.054865140467882156,
-0.024674834683537483,
0.0640263557434082,
-0.08578339964151382,
0.0685548335313797,
0.01293877325952053,
0.056807469576597214,
-0.03201879560947418,
0.04963108152151108,
0.01581164263188839,
-0.0030090203508734703,
0.028426678851246834,
-0.054550498723983765,
-0.009420081041753292,
0.02486829087138176,
0.05762893706560135,
0.02243484929203987,
0.030242541804909706,
0.021090585738420486,
0.02336852066218853,
0.030302757397294044,
-0.07106835395097733,
-0.03464871644973755,
-0.05870410054922104,
-0.035031769424676895,
0.08175623416900635,
-0.018434545025229454,
0.006429681088775396,
0.01324758492410183,
-0.0053653717041015625,
-0.0273716039955616,
0.01980702392756939,
0.0774303451180458,
0.07293154299259186,
0.09237086772918701,
-0.008226175792515278,
-0.15356990694999695,
-0.02934228628873825,
-0.01971673220396042,
-0.004029767122119665,
0.019632816314697266,
-0.05323342978954315,
-0.037820156663656235,
0.02644413337111473,
0.03701488673686981,
-0.025790179148316383,
-0.04438230022788048,
0.05164278298616409,
-0.02497997134923935,
0.02920013666152954,
-0.08087974786758423,
0.05377673730254173,
0.027782034128904343,
0.035486456006765366,
-0.02083919197320938,
-0.016448229551315308,
0.07741996645927429,
0.006068195216357708,
-0.05303044617176056,
0.006939040031284094,
8.066596720357707e-34,
0.04693818837404251,
0.008175727911293507,
-0.007789399940520525,
0.12276232242584229,
0.0023214954417198896,
-0.009045500308275223,
0.011335139162838459,
0.04120665416121483,
-0.008780393749475479,
-0.056664250791072845,
0.008936082944273949,
-0.003481166437268257,
-0.04183453321456909,
-0.002277752384543419,
0.006635851226747036,
-0.01823142170906067,
-0.0837784856557846,
0.05331670492887497,
0.022515153512358665,
-0.01559489406645298,
0.008367839269340038,
0.07034692913293839,
0.09738203138113022,
-0.011002062819898129,
0.08797446638345718,
0.03743118792772293,
0.10399407148361206,
-0.0965321734547615,
-0.050763245671987534,
0.015492157079279423,
-0.08514077216386795,
-0.058936409652233124,
-0.02982831746339798,
-0.0040512983687222,
0.016478367149829865,
0.008805348537862301,
-0.02317747101187706,
-0.04924091696739197,
-0.005647679325193167,
-0.040735382586717606,
-0.05617885664105415,
-0.02859048917889595,
-0.024677028879523277,
-0.05081948637962341,
-0.02463456615805626,
-0.013981340453028679,
-0.04240155592560768,
0.05258035287261009,
0.03326287120580673,
0.01021119486540556,
-0.02288508415222168,
-0.01794447936117649,
0.0034029113594442606,
-0.08550452440977097,
0.04800637438893318,
-0.00511570181697607,
0.01524600014090538,
0.030617494136095047,
0.031182020902633667,
-0.038680605590343475,
-0.01850401796400547,
0.044958893209695816,
-0.0494399294257164,
0.13611140847206116,
0.07638172060251236,
0.07261200249195099,
-0.05984993651509285,
0.1090589314699173,
0.07396768033504486,
-0.014027136377990246,
-0.000925275671761483,
0.0020815380848944187,
0.004860403016209602,
0.08108315616846085,
0.03270883858203888,
0.02800699882209301,
-0.0021346404682844877,
-0.0727134644985199,
0.016913387924432755,
0.07911232858896255,
0.03289617970585823,
0.028494108468294144,
0.05571894347667694,
-0.1101914569735527,
-0.03832532837986946,
0.029331360012292862,
0.07425062358379364,
0.002444388810545206,
-0.0294953566044569,
-0.032032560557127,
0.036091964691877365,
0.0010665254667401314,
-0.04000956937670708,
0.06016473099589348,
0.02928120829164982,
-2.0100068104878153e-33,
0.03522280976176262,
0.08205902576446533,
-0.09468962997198105,
0.0309943538159132,
-0.016980476677417755,
0.033139362931251526,
-0.02389727532863617,
0.07984322309494019,
-0.0037369492929428816,
-0.013193530030548573,
-0.048533715307712555,
-0.05639685317873955,
0.05947617068886757,
-0.032255496829748154,
0.05255768075585365,
0.004742571618407965,
-0.011082805693149567,
-0.02998269908130169,
0.006033387966454029,
0.07319671660661697,
-0.01541049126535654,
0.08641794323921204,
-0.07244685292243958,
0.02637847699224949,
-0.024441508576273918,
-0.02573700249195099,
-0.02702440321445465,
0.101567342877388,
-0.011650855652987957,
-0.030627502128481865,
0.011084586381912231,
-0.024778315797448158,
-0.05321722850203514,
-0.024057487025856972,
-0.11506342142820358,
0.027678370475769043,
0.04279394820332527,
-0.0324520617723465,
-0.04073726385831833,
0.09556205570697784,
0.047173574566841125,
-0.05279878154397011,
-0.020508743822574615,
-0.02350056730210781,
-0.04845624044537544,
-0.053937479853630066,
-0.10936003178358078,
-0.05579324811697006,
-0.0281875841319561,
-0.023456063121557236,
-0.051179349422454834,
-0.026865217834711075,
-0.07274752110242844,
-0.06549052894115448,
-0.04195896536111832,
-0.08520926535129547,
0.026905253529548645,
-0.03142092376947403,
-0.025012899190187454,
-0.07908812165260315,
-0.07008969783782959,
-0.022725077345967293,
-0.0073225488886237144,
-0.04425589740276337,
0.025097116827964783,
-0.08223935961723328,
-0.021579591557383537,
-0.12365864962339401,
-0.056976567953825,
0.020311754196882248,
0.03385072574019432,
-0.030823133885860443,
0.04578392952680588,
-0.021562954410910606,
0.07864758372306824,
-0.011674381792545319,
0.0112763037905097,
-0.02494313009083271,
-0.06431255489587784,
-0.08587682992219925,
-0.00896325521171093,
-0.04105256125330925,
0.08886987715959549,
0.08016332983970642,
0.035001490265131,
0.05821531265974045,
0.005585583858191967,
0.09730455279350281,
-0.007062861230224371,
0.024371886625885963,
-0.03165300935506821,
0.0056912400759756565,
0.03361734002828598,
0.010572695173323154,
-0.013819539919495583,
-4.48083028459223e-8,
-0.07827293127775192,
-0.019512731581926346,
-0.05094015225768089,
0.05102918669581413,
0.0024706642143428326,
-0.06461935490369797,
-0.05507204309105873,
0.011834248900413513,
-0.02711314894258976,
-0.017636148259043694,
-0.030868008732795715,
0.04251144826412201,
-0.03751744329929352,
0.01439307164400816,
-0.11868726462125778,
0.07140442728996277,
0.017681879922747612,
-0.008020739071071148,
0.01063853781670332,
-0.08679572492837906,
0.07079507410526276,
0.012289458885788918,
0.023512190207839012,
0.042478110641241074,
0.015533015131950378,
-0.02148742787539959,
-0.05485733598470688,
0.06452511250972748,
0.0037187044508755207,
-0.06027040258049965,
-0.02753712423145771,
0.032933901995420456,
-0.056631673127412796,
0.01818685233592987,
0.019425231963396072,
0.076449453830719,
0.10050647705793381,
0.03259551525115967,
0.0006487490609288216,
-0.007701908238232136,
0.030115554109215736,
0.022629283368587494,
-0.11911148577928543,
0.027485618367791176,
0.07473825663328171,
0.006814706139266491,
-0.1043514832854271,
-0.11101382970809937,
0.06140824407339096,
-0.05175965651869774,
0.0656457245349884,
-0.0863024890422821,
0.08035515248775482,
-0.03104507178068161,
0.06661687046289444,
0.026157790794968605,
0.011179344728589058,
-0.02213803492486477,
0.14240607619285583,
0.035669341683387756,
0.05903199687600136,
0.067527174949646,
-0.02715814672410488,
-0.013977720402181149
] |
rohitsroch/hybrid_hbh_t5-small_ami_sum | 7e5d23b69adbee43090733a412ed96d8a5129604 | 2022-06-12T23:23:05.000Z | [
"pytorch",
"t5",
"text2text-generation",
"en",
"dataset:ami",
"transformers",
"dialogue-summarization",
"license:apache-2.0",
"autotrain_compatible"
] | text2text-generation | false | rohitsroch | null | rohitsroch/hybrid_hbh_t5-small_ami_sum | 0 | null | transformers | ---
language:
- en
license: apache-2.0
tags:
- dialogue-summarization
model_index:
- name: hybrid_hbh_t5-small_ami_sum
results:
- task:
name: Summarization
type: summarization
datasets:
- ami
---
## Paper
## [Domain Adapted Abstractive Summarization of Dialogue using Transfer Learning](https://dl.acm.org/doi/10.1145/3508546.3508640)
Authors: *Rohit Sroch*
## Abstract
Recently, the abstractive dialogue summarization task has been gaining a lot of attention from researchers. Also, unlike news articles and documents with well-structured text, dialogue differs in the sense that it often comes from two or more interlocutors, exchanging information with each other and having an inherent hierarchical structure based on the sequence of utterances by different speakers. This paper proposes a simple but effective hybrid approach that consists of two modules and uses transfer learning by leveraging pretrained language models (PLMs) to generate an abstractive summary. The first module highlights important utterances, capturing the utterance level relationship by adapting an auto-encoding model like BERT based on the unsupervised or supervised method. And then, the second module generates a concise abstractive summary by adapting encoder-decoder models like T5, BART, and PEGASUS. Experiment results on benchmark datasets show that our approach achieves a state-of-the-art performance by adapting to dialogue scenarios and can also be helpful in low-resource settings for domain adaptation.
*Rohit Sroch. 2021. Domain Adapted Abstractive Summarization of Dialogue using Transfer Learning. In 2021 4th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI'21). Association for Computing Machinery, New York, NY, USA, Article 94, 1–6. https://doi.org/10.1145/3508546.3508640*
# hybrid_hbh_t5-small_ami_sum
This model is a fine-tuned version of [t5-small](https://huggingface.co/best-models/H) on an AMI dataset for dialogue summarization task.
## Model description
More information needed
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3e-4
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 50.0
- label_smoothing_factor: 0.1
### Results on Test Set
- predict_gen_len = 329.2
- predict_rouge1 = **48.7673**
- predict_rouge2 = **18.1832**
- predict_rougeL = **26.1713**
- predict_rougeLsum = **46.8434**
- predict_samples = 20
- predict_samples_per_second = 1.098
- predict_steps_per_second = 0.274
### Framework versions
- Transformers>=4.8.0
- Pytorch>=1.6.0
- Datasets>=1.10.2
- Tokenizers>=0.10.3
If you use this model, please cite the following paper:
```
@inproceedings{10.1145/3508546.3508640,
author = {Sroch, Rohit},
title = {Domain Adapted Abstractive Summarization of Dialogue Using Transfer Learning},
year = {2021},
isbn = {9781450385053},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3508546.3508640},
doi = {10.1145/3508546.3508640},
articleno = {94},
numpages = {6},
keywords = {encoder-decoder, T5, abstractive summary, PEGASUS, BART, dialogue summarization, PLMs, BERT},
location = {Sanya, China},
series = {ACAI'21}
}
``` | [
-0.05897088348865509,
-0.012123811058700085,
0.0302457083016634,
-0.0039121778681874275,
0.06725607812404633,
0.04580937698483467,
0.015544673427939415,
0.0013867664383724332,
0.0792565643787384,
-0.04178134724497795,
-0.025700047612190247,
-0.05990701913833618,
0.009291866794228554,
0.0435057170689106,
0.001064063049852848,
0.01965182088315487,
0.08687873184680939,
0.05943363532423973,
-0.06758078187704086,
-0.04041874781250954,
0.006016058381646872,
0.10130655765533447,
0.06332775205373764,
0.05778338760137558,
0.0007103823008947074,
0.038114313036203384,
-0.020669804885983467,
0.04465954750776291,
0.01633993349969387,
-0.029678035527467728,
0.038975171744823456,
0.05446212738752365,
0.06561332195997238,
0.0876842588186264,
-0.10794609040021896,
0.06918498128652573,
-0.08131060004234314,
0.019380832090973854,
0.013800145126879215,
-0.07392926514148712,
-0.017603537067770958,
0.00484636751934886,
0.0038071474991738796,
-0.0497530996799469,
0.03951516002416611,
-0.04010247439146042,
-0.08585962653160095,
-0.04411010071635246,
0.024644868448376656,
0.04828251898288727,
-0.10520478338003159,
0.031870536506175995,
0.023976294323801994,
0.10671757906675339,
0.00315295928157866,
0.03234073519706726,
-0.013377904891967773,
0.008287901058793068,
-0.03139026090502739,
-0.07069073617458344,
-0.08258984237909317,
-0.11800705641508102,
-0.03152342140674591,
-0.03740755841135979,
-0.01674591191112995,
-0.03728807345032692,
0.020677806809544563,
0.0463460236787796,
-0.022703487426042557,
0.0630556270480156,
-0.07774726301431656,
0.05536265671253204,
0.02207394503057003,
0.05706563591957092,
-0.03864634782075882,
0.04858255758881569,
-0.003942075185477734,
0.004508017096668482,
0.01743154786527157,
-0.033611178398132324,
-0.02386324107646942,
0.01965506747364998,
0.034239817410707474,
0.01770644448697567,
0.035748161375522614,
0.015293432399630547,
0.01870407722890377,
0.035802993923425674,
-0.08096395432949066,
-0.02653392031788826,
-0.06081246957182884,
-0.038409214466810226,
0.08738124370574951,
-0.0009347375016659498,
0.004171835258603096,
0.021379688754677773,
-0.01709863543510437,
-0.029150355607271194,
0.016239024698734283,
0.06693770736455917,
0.06956236809492111,
0.08951134234666824,
-0.0011846702545881271,
-0.14483749866485596,
-0.020935004577040672,
-0.017935896292328835,
0.008639723062515259,
0.027091465890407562,
-0.06101607531309128,
-0.05515185743570328,
0.0294826477766037,
0.03373091667890549,
-0.028979863971471786,
-0.043670590966939926,
0.04688200727105141,
-0.02425806038081646,
0.03178377449512482,
-0.08235833048820496,
0.04440099373459816,
0.037828292697668076,
0.0467216856777668,
-0.011098656803369522,
-0.01616399548947811,
0.07053050398826599,
0.007609341759234667,
-0.03525349125266075,
-0.0009052017121575773,
1.7797869765632396e-33,
0.057888925075531006,
-0.004765823017805815,
-0.007909024134278297,
0.14150632917881012,
-0.005509096663445234,
0.004595673643052578,
0.0055693453177809715,
0.04907110705971718,
-0.004202164709568024,
-0.06670345366001129,
0.005595380440354347,
-0.008410871028900146,
-0.026804735884070396,
-0.015533608384430408,
-0.004267795942723751,
-0.039903104305267334,
-0.09560700505971909,
0.056410498917102814,
0.021738871932029724,
-0.014361943118274212,
-0.0033664247021079063,
0.06649352610111237,
0.08998845517635345,
0.008828758262097836,
0.08204379677772522,
0.03614647686481476,
0.09911222010850906,
-0.0938190147280693,
-0.04627596214413643,
0.01984480395913124,
-0.08719373494386673,
-0.06050702929496765,
-0.03279949724674225,
-0.016704052686691284,
0.017868241295218468,
-0.0033301282674074173,
-0.0146497692912817,
-0.04542640596628189,
0.004103256389498711,
-0.040001966059207916,
-0.05098380520939827,
-0.025630686432123184,
-0.016125760972499847,
-0.039285317063331604,
-0.024610647931694984,
-0.01115934643894434,
-0.02988414652645588,
0.07209301739931107,
0.0315437875688076,
0.013412284664809704,
-0.013530716300010681,
-0.03855014219880104,
0.001609722850844264,
-0.09232694655656815,
0.05755738168954849,
0.006297645624727011,
0.02307960018515587,
0.030515899881720543,
0.029121771454811096,
-0.04277994856238365,
-0.0288796816021204,
0.04803672060370445,
-0.05589280277490616,
0.12283400446176529,
0.08002844452857971,
0.07253585755825043,
-0.044052187353372574,
0.1098608449101448,
0.07482124119997025,
-0.013411974534392357,
0.007228723727166653,
0.016698386520147324,
0.01644478179514408,
0.08603478223085403,
0.039696045219898224,
0.017965763807296753,
0.006432424299418926,
-0.07839958369731903,
0.03080899454653263,
0.08972203731536865,
0.025046296417713165,
0.028663335368037224,
0.04608864709734917,
-0.10953757911920547,
-0.04643877223134041,
0.02200198546051979,
0.07005229592323303,
0.009560693986713886,
-0.012273303233087063,
-0.017727142199873924,
0.028060201555490494,
0.007091830484569073,
-0.03826238214969635,
0.054654862731695175,
0.028133943676948547,
-2.327217634477056e-33,
0.030148176476359367,
0.08199459314346313,
-0.09811388701200485,
0.04875816032290459,
0.00031334019149653614,
0.03542961925268173,
-0.016175583004951477,
0.0869864746928215,
-0.004902181215584278,
-0.012908329255878925,
-0.05423685535788536,
-0.04834259673953056,
0.06271857023239136,
-0.04190405085682869,
0.04581214487552643,
0.006818806286901236,
-0.009312036447227001,
-0.037086136639118195,
0.01369188167154789,
0.08752154558897018,
-0.023520013317465782,
0.07961361855268478,
-0.06218129023909569,
0.018365735188126564,
-0.011866546235978603,
-0.023995041847229004,
-0.03508545085787773,
0.08835330605506897,
-0.013794710859656334,
-0.035669680684804916,
0.013380603864789009,
-0.03187905624508858,
-0.06553949415683746,
-0.02089981734752655,
-0.10694875568151474,
0.017513204365968704,
0.03684230148792267,
-0.03963923454284668,
-0.033581361174583435,
0.08191491663455963,
0.05060114711523056,
-0.04144391790032387,
-0.022611819207668304,
-0.03944164514541626,
-0.05013744533061981,
-0.049728263169527054,
-0.1127600148320198,
-0.04633791372179985,
-0.03658030182123184,
-0.01981460675597191,
-0.059936728328466415,
-0.01909295655786991,
-0.078135646879673,
-0.06764088571071625,
-0.05294033885002136,
-0.09458903223276138,
0.026255112141370773,
-0.03168969973921776,
-0.014184166677296162,
-0.06363735347986221,
-0.06000811979174614,
-0.02585573121905327,
-0.003883267752826214,
-0.04819400981068611,
0.023069150745868683,
-0.07139194756746292,
-0.008646552450954914,
-0.11547926813364029,
-0.057003945112228394,
0.027890140190720558,
0.03328771889209747,
-0.045207299292087555,
0.05272500589489937,
-0.02405954711139202,
0.08394881337881088,
-0.013500446453690529,
-0.0027154777199029922,
-0.02471570484340191,
-0.05547293275594711,
-0.08480153977870941,
-0.005083027295768261,
-0.03007972426712513,
0.07217632234096527,
0.06417682021856308,
0.04349919408559799,
0.0564291886985302,
-0.009633319452404976,
0.09481429308652878,
0.0015499868895858526,
0.03064955584704876,
-0.038274865597486496,
0.011267467401921749,
0.04014355316758156,
0.009528341703116894,
-0.010695000179111958,
-4.518111396123459e-8,
-0.0699206069111824,
-0.013862404972314835,
-0.028535146266222,
0.05536961928009987,
0.02510230429470539,
-0.06910166144371033,
-0.0514225959777832,
0.02864258922636509,
-0.01366764958947897,
-0.012519780546426773,
-0.026547931134700775,
0.03231729939579964,
-0.03728024289011955,
0.021409476175904274,
-0.11465579271316528,
0.068412646651268,
0.021423809230327606,
-0.008502591401338577,
0.012697340920567513,
-0.09049008786678314,
0.08064159750938416,
0.014495345763862133,
0.010197569616138935,
0.04579056799411774,
0.023714637383818626,
-0.019700929522514343,
-0.06690894812345505,
0.059400178492069244,
0.007076777517795563,
-0.06713974475860596,
-0.011258699931204319,
0.030495451763272285,
-0.06074829027056694,
0.021817492321133614,
0.01040754746645689,
0.0716506615281105,
0.09873277693986893,
0.029645994305610657,
-0.007165795657783747,
-0.0013936739414930344,
0.022490564733743668,
0.023953305557370186,
-0.11736800521612167,
0.019424857571721077,
0.06848198175430298,
-0.002324448199942708,
-0.10036840289831161,
-0.12315565347671509,
0.04608963802456856,
-0.04131104797124863,
0.08251290023326874,
-0.09982454776763916,
0.07676813751459122,
-0.011262763291597366,
0.05795484036207199,
0.015505569986999035,
0.03609006479382515,
-0.03747640922665596,
0.13890938460826874,
0.021794574335217476,
0.03884662315249443,
0.08060398697853088,
-0.023365916684269905,
-0.0020732865668833256
] |
romuNoob/Mine | cf21154f5f446d69a44342d21fc24edf6f9efcf4 | 2021-12-16T11:39:38.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | romuNoob | null | romuNoob/Mine | 0 | null | transformers | ---
tags:
- conversational
---
# mine
| [
-0.03430754691362381,
-0.002168722916394472,
0.023340094834566116,
-0.029774341732263565,
0.07294480502605438,
-0.06528928875923157,
0.21237406134605408,
0.022955594584345818,
0.06906775385141373,
-0.017440300434827805,
-0.023990511894226074,
0.009755950421094894,
0.03788503631949425,
-0.017352493479847908,
-0.018124019727110863,
0.05663134530186653,
-0.00423373794183135,
-0.049262113869190216,
-0.020996330305933952,
-0.008063744753599167,
-0.08553274720907211,
0.06936968863010406,
0.010401577688753605,
0.013048327527940273,
0.01708965189754963,
0.06444843113422394,
-0.06468097865581512,
0.04642530158162117,
0.006530720740556717,
-0.053431663662195206,
-0.017288632690906525,
0.0823107659816742,
0.05724802985787392,
0.05579768493771553,
0.010266780853271484,
0.003916020970791578,
0.004056817851960659,
0.022642439231276512,
-0.0027476930990815163,
0.0015390755143016577,
-0.038111429661512375,
-0.06671102344989777,
-0.01637224107980728,
0.05028606578707695,
-0.012029479257762432,
0.027100486680865288,
-0.07230344414710999,
-0.008598590269684792,
-0.07480146735906601,
0.06815120577812195,
-0.06941297650337219,
-0.0014893370680510998,
-0.032500144094228745,
0.11459090560674667,
0.006131594069302082,
0.043859973549842834,
-0.06328288465738297,
-0.08583101630210876,
0.05875740945339203,
0.05713185667991638,
0.014665474183857441,
-0.03749093785881996,
-0.033221036195755005,
0.02986137568950653,
-0.032749779522418976,
0.0012723581166937947,
-0.022971823811531067,
0.02204243838787079,
-0.058782048523426056,
0.1466696858406067,
0.000133735200506635,
0.03864322602748871,
0.0393216498196125,
0.03376168757677078,
-0.02267610840499401,
0.0206731166690588,
-0.033483151346445084,
-0.0468883141875267,
-0.02767990715801716,
0.0010500617790967226,
-0.0868360698223114,
-0.09123065322637558,
-0.012033451348543167,
-0.04829724505543709,
-0.004449669271707535,
-0.06540350615978241,
-0.02525489032268524,
-0.027374880388379097,
-0.012566945515573025,
0.024043560028076172,
-0.0689307376742363,
-0.05437862128019333,
0.04518435522913933,
0.021063048392534256,
-0.0439784936606884,
0.03723238781094551,
0.04296627640724182,
-0.033994659781455994,
-0.08859580755233765,
0.11133422702550888,
0.004485245328396559,
0.03281767666339874,
-0.03138717636466026,
-0.031510625034570694,
-0.009158389642834663,
0.06434871256351471,
-0.06363312900066376,
0.04012265428900719,
0.019488856196403503,
-0.018630927428603172,
-0.03049055114388466,
-0.037505269050598145,
-0.010060311295092106,
-0.07341260462999344,
0.08758407831192017,
0.019092297181487083,
0.08025045692920685,
0.006916134152561426,
0.061666812747716904,
-0.014690752141177654,
-0.006700317375361919,
0.012844816781580448,
-0.07456229627132416,
-0.08934932947158813,
-0.06739837676286697,
0.02497619204223156,
-0.05202481895685196,
-4.496164872849476e-33,
0.11624204367399216,
0.0072632646188139915,
-0.0007927737897261977,
0.11884772777557373,
0.011097791604697704,
0.033011581748723984,
-0.11420983076095581,
-0.019405685365200043,
-0.016553493216633797,
-0.0061037419363856316,
0.09256116300821304,
0.03592194616794586,
-0.02928643487393856,
0.01996302790939808,
0.000793592887930572,
-0.02278037928044796,
-0.011369242332875729,
-0.05408545583486557,
-0.047786056995391846,
-0.008553987368941307,
-0.0482458733022213,
0.027775472030043602,
-0.024134742096066475,
0.08032149821519852,
0.024720488116145134,
0.031047193333506584,
0.01471771951764822,
-0.13689003884792328,
-0.008996021933853626,
0.030925244092941284,
-0.0013088269624859095,
-0.008785804733633995,
0.010591180063784122,
0.02590843476355076,
-0.01218936312943697,
0.025876488536596298,
-0.037257738411426544,
-0.026779474690556526,
-0.0055604130029678345,
-0.07653862982988358,
0.0008833493920974433,
-0.03928475081920624,
-0.01853063888847828,
-0.06315954029560089,
0.034020036458969116,
0.05374261364340782,
0.02299382910132408,
0.040387220680713654,
-0.001843067118898034,
-0.03460252285003662,
-0.01350836455821991,
0.01427157036960125,
-0.038316890597343445,
-0.007910815067589283,
-0.020248984917998314,
-0.05420101806521416,
-0.043054498732089996,
0.005610240623354912,
0.031963977962732315,
-0.008973815478384495,
0.023348340764641762,
0.007743979804217815,
0.010778602212667465,
-0.0927429050207138,
0.07230685651302338,
-0.01615871489048004,
0.0029422312509268522,
0.010014297440648079,
0.0057858615182340145,
-0.018407732248306274,
-0.0751354917883873,
0.07117225974798203,
-0.010840225033462048,
0.04003382846713066,
0.012430249713361263,
0.04979906976222992,
-0.03372935205698013,
-0.00740060955286026,
0.0032626718748360872,
0.04265488684177399,
-0.10269951820373535,
-0.04811691865324974,
-0.040029678493738174,
-0.009517502970993519,
-0.011291413567960262,
-0.00694963987916708,
-0.006828739307820797,
-0.17184369266033173,
0.07043422758579254,
0.020060399547219276,
-0.005370287224650383,
0.02226005680859089,
-0.0297823715955019,
-0.012878050096333027,
-0.12931641936302185,
1.7705808354153856e-33,
0.03684200346469879,
-0.033747877925634384,
-0.06937693059444427,
0.10079272091388702,
-0.002494429238140583,
-0.04815571755170822,
0.04815599322319031,
0.12012634426355362,
-0.015298236161470413,
-0.013380886986851692,
-0.03086736798286438,
0.023332370445132256,
-0.09540165215730667,
0.020826807245612144,
0.107356958091259,
0.00847482681274414,
0.03390449285507202,
-0.017980361357331276,
-0.011136170476675034,
-0.004534383770078421,
-0.00950872153043747,
0.038278043270111084,
-0.13144952058792114,
0.09314555674791336,
0.05177691951394081,
0.001490485155954957,
0.035090722143650055,
0.04120517149567604,
0.10857058316469193,
-0.029170285910367966,
0.001393092330545187,
0.06156739965081215,
-0.00040337941027246416,
-0.07204360514879227,
0.024744201451539993,
0.016664467751979828,
-0.03057704120874405,
-0.017328165471553802,
0.03961106389760971,
0.05803129822015762,
-0.03234125301241875,
0.010962714441120625,
0.04525868967175484,
0.029365750029683113,
-0.035926077514886856,
-0.05210591107606888,
-0.07335811108350754,
-0.04202613607048988,
-0.08370556682348251,
0.05009317025542259,
0.007940073497593403,
-0.013212607242166996,
-0.040692660957574844,
-0.11913442611694336,
0.006681911647319794,
-0.028434045612812042,
0.09207814931869507,
0.03346775844693184,
-0.0704185888171196,
0.021935636177659035,
-0.011757469736039639,
0.0027340080123394728,
0.047725699841976166,
0.009623602032661438,
-0.02532961033284664,
-0.03626175597310066,
-0.05250445753335953,
-0.014563318341970444,
-0.04798869788646698,
0.024712154641747475,
0.08372984826564789,
0.049388282001018524,
-0.10628686100244522,
-0.011499631218612194,
0.02968856319785118,
-0.014609834179282188,
0.07261012494564056,
0.01440338883548975,
0.022431302815675735,
-0.03219546750187874,
0.0023329530376940966,
0.013461091555655003,
-0.005554805975407362,
0.04426109045743942,
0.044665805995464325,
-0.033359088003635406,
0.03947759047150612,
0.08920423686504364,
-0.07143621891736984,
-0.05544695630669594,
0.048373546451330185,
-0.028890548273921013,
-0.05316488444805145,
0.013320417143404484,
-0.0388779453933239,
-2.5836866868189645e-8,
-0.09018715471029282,
-0.05955537408590317,
-0.010305759496986866,
0.0701359212398529,
0.022151397541165352,
0.055202141404151917,
0.05851685628294945,
0.01104910857975483,
0.0032184654846787453,
-0.001646572956815362,
0.06210719794034958,
0.04806309565901756,
-0.07203637063503265,
0.025147434324026108,
0.0004097229684703052,
-0.021131115034222603,
-0.07169020175933838,
0.019654640927910805,
0.010137984529137611,
-0.07075013220310211,
0.041058775037527084,
0.018732929602265358,
-0.08882993459701538,
-0.0005229062517173588,
0.06913867592811584,
0.014957306906580925,
-0.003746310481801629,
0.055575866252183914,
-0.0017987245228141546,
0.04267474263906479,
0.07789556682109833,
0.0649610236287117,
-0.08740302175283432,
0.029285874217748642,
-0.10538258403539658,
-0.05275090038776398,
-0.03130736202001572,
-0.00873325765132904,
0.04694407060742378,
-0.07763583213090897,
0.039210833609104156,
0.08413202315568924,
-0.028654659166932106,
-0.02698982134461403,
0.028071679174900055,
0.013246959075331688,
-0.015415838919579983,
-0.06877811253070831,
-0.03269672021269798,
-0.03354579582810402,
-0.060071010142564774,
-0.04411377012729645,
0.09228955209255219,
0.04647626727819443,
0.051442135125398636,
0.0720217153429985,
0.03988000378012657,
0.052339863032102585,
0.06854426860809326,
0.005254424177110195,
0.13037030398845673,
0.08532475680112839,
-0.04020902141928673,
-0.03229387477040291
] |
romuNoob/test | 2877c246abbc65f388e1fab203d39991abe105f8 | 2021-12-16T16:15:03.000Z | [
"pytorch",
"jax",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | romuNoob | null | romuNoob/test | 0 | null | transformers | ---
tags:
- conversational
---
# mine
| [
-0.03430754691362381,
-0.002168722916394472,
0.023340094834566116,
-0.029774341732263565,
0.07294480502605438,
-0.06528928875923157,
0.21237406134605408,
0.022955594584345818,
0.06906775385141373,
-0.017440300434827805,
-0.023990511894226074,
0.009755950421094894,
0.03788503631949425,
-0.017352493479847908,
-0.018124019727110863,
0.05663134530186653,
-0.00423373794183135,
-0.049262113869190216,
-0.020996330305933952,
-0.008063744753599167,
-0.08553274720907211,
0.06936968863010406,
0.010401577688753605,
0.013048327527940273,
0.01708965189754963,
0.06444843113422394,
-0.06468097865581512,
0.04642530158162117,
0.006530720740556717,
-0.053431663662195206,
-0.017288632690906525,
0.0823107659816742,
0.05724802985787392,
0.05579768493771553,
0.010266780853271484,
0.003916020970791578,
0.004056817851960659,
0.022642439231276512,
-0.0027476930990815163,
0.0015390755143016577,
-0.038111429661512375,
-0.06671102344989777,
-0.01637224107980728,
0.05028606578707695,
-0.012029479257762432,
0.027100486680865288,
-0.07230344414710999,
-0.008598590269684792,
-0.07480146735906601,
0.06815120577812195,
-0.06941297650337219,
-0.0014893370680510998,
-0.032500144094228745,
0.11459090560674667,
0.006131594069302082,
0.043859973549842834,
-0.06328288465738297,
-0.08583101630210876,
0.05875740945339203,
0.05713185667991638,
0.014665474183857441,
-0.03749093785881996,
-0.033221036195755005,
0.02986137568950653,
-0.032749779522418976,
0.0012723581166937947,
-0.022971823811531067,
0.02204243838787079,
-0.058782048523426056,
0.1466696858406067,
0.000133735200506635,
0.03864322602748871,
0.0393216498196125,
0.03376168757677078,
-0.02267610840499401,
0.0206731166690588,
-0.033483151346445084,
-0.0468883141875267,
-0.02767990715801716,
0.0010500617790967226,
-0.0868360698223114,
-0.09123065322637558,
-0.012033451348543167,
-0.04829724505543709,
-0.004449669271707535,
-0.06540350615978241,
-0.02525489032268524,
-0.027374880388379097,
-0.012566945515573025,
0.024043560028076172,
-0.0689307376742363,
-0.05437862128019333,
0.04518435522913933,
0.021063048392534256,
-0.0439784936606884,
0.03723238781094551,
0.04296627640724182,
-0.033994659781455994,
-0.08859580755233765,
0.11133422702550888,
0.004485245328396559,
0.03281767666339874,
-0.03138717636466026,
-0.031510625034570694,
-0.009158389642834663,
0.06434871256351471,
-0.06363312900066376,
0.04012265428900719,
0.019488856196403503,
-0.018630927428603172,
-0.03049055114388466,
-0.037505269050598145,
-0.010060311295092106,
-0.07341260462999344,
0.08758407831192017,
0.019092297181487083,
0.08025045692920685,
0.006916134152561426,
0.061666812747716904,
-0.014690752141177654,
-0.006700317375361919,
0.012844816781580448,
-0.07456229627132416,
-0.08934932947158813,
-0.06739837676286697,
0.02497619204223156,
-0.05202481895685196,
-4.496164872849476e-33,
0.11624204367399216,
0.0072632646188139915,
-0.0007927737897261977,
0.11884772777557373,
0.011097791604697704,
0.033011581748723984,
-0.11420983076095581,
-0.019405685365200043,
-0.016553493216633797,
-0.0061037419363856316,
0.09256116300821304,
0.03592194616794586,
-0.02928643487393856,
0.01996302790939808,
0.000793592887930572,
-0.02278037928044796,
-0.011369242332875729,
-0.05408545583486557,
-0.047786056995391846,
-0.008553987368941307,
-0.0482458733022213,
0.027775472030043602,
-0.024134742096066475,
0.08032149821519852,
0.024720488116145134,
0.031047193333506584,
0.01471771951764822,
-0.13689003884792328,
-0.008996021933853626,
0.030925244092941284,
-0.0013088269624859095,
-0.008785804733633995,
0.010591180063784122,
0.02590843476355076,
-0.01218936312943697,
0.025876488536596298,
-0.037257738411426544,
-0.026779474690556526,
-0.0055604130029678345,
-0.07653862982988358,
0.0008833493920974433,
-0.03928475081920624,
-0.01853063888847828,
-0.06315954029560089,
0.034020036458969116,
0.05374261364340782,
0.02299382910132408,
0.040387220680713654,
-0.001843067118898034,
-0.03460252285003662,
-0.01350836455821991,
0.01427157036960125,
-0.038316890597343445,
-0.007910815067589283,
-0.020248984917998314,
-0.05420101806521416,
-0.043054498732089996,
0.005610240623354912,
0.031963977962732315,
-0.008973815478384495,
0.023348340764641762,
0.007743979804217815,
0.010778602212667465,
-0.0927429050207138,
0.07230685651302338,
-0.01615871489048004,
0.0029422312509268522,
0.010014297440648079,
0.0057858615182340145,
-0.018407732248306274,
-0.0751354917883873,
0.07117225974798203,
-0.010840225033462048,
0.04003382846713066,
0.012430249713361263,
0.04979906976222992,
-0.03372935205698013,
-0.00740060955286026,
0.0032626718748360872,
0.04265488684177399,
-0.10269951820373535,
-0.04811691865324974,
-0.040029678493738174,
-0.009517502970993519,
-0.011291413567960262,
-0.00694963987916708,
-0.006828739307820797,
-0.17184369266033173,
0.07043422758579254,
0.020060399547219276,
-0.005370287224650383,
0.02226005680859089,
-0.0297823715955019,
-0.012878050096333027,
-0.12931641936302185,
1.7705808354153856e-33,
0.03684200346469879,
-0.033747877925634384,
-0.06937693059444427,
0.10079272091388702,
-0.002494429238140583,
-0.04815571755170822,
0.04815599322319031,
0.12012634426355362,
-0.015298236161470413,
-0.013380886986851692,
-0.03086736798286438,
0.023332370445132256,
-0.09540165215730667,
0.020826807245612144,
0.107356958091259,
0.00847482681274414,
0.03390449285507202,
-0.017980361357331276,
-0.011136170476675034,
-0.004534383770078421,
-0.00950872153043747,
0.038278043270111084,
-0.13144952058792114,
0.09314555674791336,
0.05177691951394081,
0.001490485155954957,
0.035090722143650055,
0.04120517149567604,
0.10857058316469193,
-0.029170285910367966,
0.001393092330545187,
0.06156739965081215,
-0.00040337941027246416,
-0.07204360514879227,
0.024744201451539993,
0.016664467751979828,
-0.03057704120874405,
-0.017328165471553802,
0.03961106389760971,
0.05803129822015762,
-0.03234125301241875,
0.010962714441120625,
0.04525868967175484,
0.029365750029683113,
-0.035926077514886856,
-0.05210591107606888,
-0.07335811108350754,
-0.04202613607048988,
-0.08370556682348251,
0.05009317025542259,
0.007940073497593403,
-0.013212607242166996,
-0.040692660957574844,
-0.11913442611694336,
0.006681911647319794,
-0.028434045612812042,
0.09207814931869507,
0.03346775844693184,
-0.0704185888171196,
0.021935636177659035,
-0.011757469736039639,
0.0027340080123394728,
0.047725699841976166,
0.009623602032661438,
-0.02532961033284664,
-0.03626175597310066,
-0.05250445753335953,
-0.014563318341970444,
-0.04798869788646698,
0.024712154641747475,
0.08372984826564789,
0.049388282001018524,
-0.10628686100244522,
-0.011499631218612194,
0.02968856319785118,
-0.014609834179282188,
0.07261012494564056,
0.01440338883548975,
0.022431302815675735,
-0.03219546750187874,
0.0023329530376940966,
0.013461091555655003,
-0.005554805975407362,
0.04426109045743942,
0.044665805995464325,
-0.033359088003635406,
0.03947759047150612,
0.08920423686504364,
-0.07143621891736984,
-0.05544695630669594,
0.048373546451330185,
-0.028890548273921013,
-0.05316488444805145,
0.013320417143404484,
-0.0388779453933239,
-2.5836866868189645e-8,
-0.09018715471029282,
-0.05955537408590317,
-0.010305759496986866,
0.0701359212398529,
0.022151397541165352,
0.055202141404151917,
0.05851685628294945,
0.01104910857975483,
0.0032184654846787453,
-0.001646572956815362,
0.06210719794034958,
0.04806309565901756,
-0.07203637063503265,
0.025147434324026108,
0.0004097229684703052,
-0.021131115034222603,
-0.07169020175933838,
0.019654640927910805,
0.010137984529137611,
-0.07075013220310211,
0.041058775037527084,
0.018732929602265358,
-0.08882993459701538,
-0.0005229062517173588,
0.06913867592811584,
0.014957306906580925,
-0.003746310481801629,
0.055575866252183914,
-0.0017987245228141546,
0.04267474263906479,
0.07789556682109833,
0.0649610236287117,
-0.08740302175283432,
0.029285874217748642,
-0.10538258403539658,
-0.05275090038776398,
-0.03130736202001572,
-0.00873325765132904,
0.04694407060742378,
-0.07763583213090897,
0.039210833609104156,
0.08413202315568924,
-0.028654659166932106,
-0.02698982134461403,
0.028071679174900055,
0.013246959075331688,
-0.015415838919579983,
-0.06877811253070831,
-0.03269672021269798,
-0.03354579582810402,
-0.060071010142564774,
-0.04411377012729645,
0.09228955209255219,
0.04647626727819443,
0.051442135125398636,
0.0720217153429985,
0.03988000378012657,
0.052339863032102585,
0.06854426860809326,
0.005254424177110195,
0.13037030398845673,
0.08532475680112839,
-0.04020902141928673,
-0.03229387477040291
] |
ronanki/ml_mpnet_768_MNR_10 | 4b1c04c9d4408450df0095ad02e84a0d0f8e0a67 | 2022-02-22T18:14:36.000Z | [
"pytorch",
"xlm-roberta",
"feature-extraction",
"sentence-transformers",
"sentence-similarity",
"transformers"
] | sentence-similarity | false | ronanki | null | ronanki/ml_mpnet_768_MNR_10 | 0 | null | sentence-transformers | ---
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---
# ronanki/ml_mpnet_768_MNR_10
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
<!--- Describe your model here -->
## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
```
pip install -U sentence-transformers
```
Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["This is an example sentence", "Each sentence is converted"]
model = SentenceTransformer('ronanki/ml_mpnet_768_MNR_10')
embeddings = model.encode(sentences)
print(embeddings)
```
## Usage (HuggingFace Transformers)
Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.
```python
from transformers import AutoTokenizer, AutoModel
import torch
#Mean Pooling - Take attention mask into account for correct averaging
def mean_pooling(model_output, attention_mask):
token_embeddings = model_output[0] #First element of model_output contains all token embeddings
input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)
# Sentences we want sentence embeddings for
sentences = ['This is an example sentence', 'Each sentence is converted']
# Load model from HuggingFace Hub
tokenizer = AutoTokenizer.from_pretrained('ronanki/ml_mpnet_768_MNR_10')
model = AutoModel.from_pretrained('ronanki/ml_mpnet_768_MNR_10')
# Tokenize sentences
encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')
# Compute token embeddings
with torch.no_grad():
model_output = model(**encoded_input)
# Perform pooling. In this case, mean pooling.
sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])
print("Sentence embeddings:")
print(sentence_embeddings)
```
## Evaluation Results
<!--- Describe how your model was evaluated -->
For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name=ronanki/ml_mpnet_768_MNR_10)
## Training
The model was trained with the parameters:
**DataLoader**:
`sentence_transformers.datasets.NoDuplicatesDataLoader.NoDuplicatesDataLoader` of length 29 with parameters:
```
{'batch_size': 32}
```
**Loss**:
`sentence_transformers.losses.MultipleNegativesRankingLoss.MultipleNegativesRankingLoss` with parameters:
```
{'scale': 20.0, 'similarity_fct': 'cos_sim'}
```
Parameters of the fit()-Method:
```
{
"epochs": 5,
"evaluation_steps": 0,
"evaluator": "NoneType",
"max_grad_norm": 1,
"optimizer_class": "<class 'transformers.optimization.AdamW'>",
"optimizer_params": {
"lr": 2e-05
},
"scheduler": "WarmupLinear",
"steps_per_epoch": null,
"warmup_steps": 2,
"weight_decay": 0.01
}
```
## Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
)
```
## Citing & Authors
<!--- Describe where people can find more information --> | [
-0.05387251451611519,
-0.05442521721124649,
-0.006622208282351494,
0.04385429620742798,
0.0377812460064888,
0.053141046315431595,
-0.04688205197453499,
0.014590193517506123,
0.0028862988110631704,
-0.08487267047166824,
0.04806172102689743,
-0.010114557109773159,
0.05296958610415459,
0.06491655111312866,
0.058762844651937485,
0.04019632562994957,
0.026997754350304604,
0.06684324145317078,
-0.08029422163963318,
-0.12773965299129486,
0.12840841710567474,
0.11997555941343307,
0.01727558672428131,
0.043562520295381546,
-0.026998359709978104,
0.06988075375556946,
-0.021656638011336327,
0.00707809254527092,
0.018939359113574028,
-0.007213405799120665,
0.04281793162226677,
0.0028860464226454496,
-0.046518053859472275,
0.08368778228759766,
0.07240428030490875,
0.08963241428136826,
-0.0023719645105302334,
0.01833910308778286,
-0.01659296080470085,
-0.10501940548419952,
0.01184863317757845,
-0.05397052690386772,
-0.020633263513445854,
-0.01431804895401001,
0.06144764646887779,
-0.07220768928527832,
-0.11904377490282059,
-0.044306233525276184,
-0.01061326079070568,
-0.026058129966259003,
-0.11915025860071182,
0.02393057383596897,
0.007085070013999939,
0.07474891096353531,
0.013046466745436192,
0.031489189714193344,
0.036866504698991776,
-0.008045542985200882,
0.009203765541315079,
-0.1616198569536209,
-0.08601654320955276,
-0.009122342802584171,
-0.0007265520398505032,
0.0021258408669382334,
-0.05351042374968529,
-0.02108875662088394,
0.02924070693552494,
0.015882987529039383,
0.026909546926617622,
0.013084624893963337,
-0.05677814036607742,
0.04962596297264099,
-0.06027580052614212,
-0.0352904386818409,
-0.07474314421415329,
0.006486800499260426,
0.09686639159917831,
-0.011156144551932812,
0.0486857146024704,
0.02694019116461277,
-0.0016985853435471654,
-0.06763222813606262,
0.06900596618652344,
0.08782605826854706,
0.017641019076108932,
-0.06499947607517242,
-0.009113083593547344,
-0.052095457911491394,
-0.005193357355892658,
-0.020157670602202415,
-0.05284831300377846,
-0.1161830723285675,
0.015683403238654137,
-0.04805920273065567,
0.04202057048678398,
0.026142148301005363,
-0.03546946868300438,
-0.020637711510062218,
0.03997429087758064,
0.05756354331970215,
0.027233781293034554,
0.05490996688604355,
0.04352979362010956,
-0.10058873891830444,
-0.035604506731033325,
0.0359114445745945,
0.0052773910574615,
-0.005465593189001083,
0.05419360473752022,
-0.0885072723031044,
0.000057095701777143404,
0.005996610037982464,
-0.02021169289946556,
-0.02728758007287979,
0.07640913873910904,
-0.06087469309568405,
0.010604244656860828,
-0.0168526079505682,
-0.012554632499814034,
0.12134457379579544,
-0.037945978343486786,
0.07661253213882446,
-0.025153784081339836,
0.03189420700073242,
-0.013966593891382217,
-0.01818157732486725,
-0.006241492927074432,
1.1589954151712832e-34,
-0.0252864770591259,
-0.02339206077158451,
-0.002069370122626424,
-0.001808792818337679,
0.03797696903347969,
0.026410581544041634,
0.0436597503721714,
0.05410828813910484,
-0.09642311185598373,
-0.03889213502407074,
-0.08212910592556,
0.02864539436995983,
-0.038381073623895645,
0.0885198637843132,
0.0054941605776548386,
-0.0020778635516762733,
-0.03617996349930763,
-0.03172581270337105,
0.043066997081041336,
0.03930951654911041,
0.0417957603931427,
0.029478570446372032,
0.0025542452931404114,
-0.02964450605213642,
-0.09678082913160324,
-0.023255012929439545,
0.043336495757102966,
-0.07619383186101913,
-0.06409719586372375,
0.002867776667699218,
-0.07589443773031235,
0.0230073444545269,
0.002415196970105171,
0.00009687857527751476,
-0.00654996745288372,
-0.0009087931830435991,
0.019557811319828033,
-0.021073879674077034,
-0.02203441970050335,
-0.09454309940338135,
-0.02425168827176094,
0.021948479115962982,
-0.0325750932097435,
-0.06572416424751282,
-0.009281777776777744,
0.004638205748051405,
0.010955057106912136,
-0.007273341063410044,
0.08784450590610504,
0.012711242772638798,
0.10540314018726349,
0.008693253621459007,
-0.027882155030965805,
-0.05256064608693123,
0.025166088715195656,
-0.015029973350465298,
0.06242814660072327,
0.03181740269064903,
0.11888563632965088,
-0.0027494081296026707,
0.029903387650847435,
-0.027438636869192123,
0.05023883655667305,
0.02263457141816616,
0.11993841826915741,
-0.02187466248869896,
0.053227055817842484,
0.05389929562807083,
0.00382107007317245,
0.06581944972276688,
-0.050481826066970825,
0.0034569650888442993,
-0.05998710170388222,
0.02480643056333065,
0.03535568341612816,
-0.037706948816776276,
-0.032689131796360016,
-0.10256985574960709,
-0.035253532230854034,
0.08446101099252701,
-0.031285371631383896,
-0.04121527820825577,
0.046875085681676865,
-0.04578390717506409,
-0.008794217370450497,
-0.057829469442367554,
0.013763688504695892,
-0.06530491262674332,
0.07457805424928665,
-0.045625146478414536,
0.04346767067909241,
-0.02961752749979496,
0.0039908261969685555,
0.03155100718140602,
0.0397278368473053,
-2.4600551082756978e-33,
0.022674618288874626,
0.04205753281712532,
-0.0708819255232811,
0.027204597368836403,
-0.0509069487452507,
-0.07313158363103867,
0.02397933602333069,
0.050906095653772354,
0.016388779506087303,
-0.019194109365344048,
-0.050448983907699585,
-0.021629881113767624,
0.09597597271203995,
-0.07296229153871536,
0.0739588662981987,
0.06973817944526672,
-0.02291354537010193,
0.059451665729284286,
0.04342092573642731,
0.08027759194374084,
-0.005906828213483095,
0.07426188886165619,
-0.11932365596294403,
0.05167649686336517,
-0.027035798877477646,
0.0019504657248035073,
-0.008678046986460686,
-0.015775805339217186,
0.006944411434233189,
-0.04440624639391899,
-0.02223612554371357,
-0.008789164945483208,
-0.0442049503326416,
-0.029819820076227188,
-0.11240444332361221,
0.029788831248879433,
-0.011492017656564713,
-0.02594546042382717,
0.038096681237220764,
0.02114216797053814,
0.044646866619586945,
0.08065088093280792,
-0.051636554300785065,
-0.004412309266626835,
-0.027344299480319023,
0.0014129249611869454,
-0.07187329977750778,
-0.06847523152828217,
0.025571225211024284,
-0.020744360983371735,
-0.02626495435833931,
0.03429628536105156,
-0.13122472167015076,
0.028274068608880043,
-0.05775190517306328,
-0.0646437257528305,
-0.04831653833389282,
-0.02112613432109356,
-0.07745318114757538,
-0.06755784153938293,
-0.055310629308223724,
-0.02918645367026329,
0.016308508813381195,
-0.06899005174636841,
0.07046830654144287,
-0.04694053903222084,
-0.010959393344819546,
0.014407412149012089,
-0.0305668655782938,
-0.038601770997047424,
-0.02042892761528492,
-0.018991554155945778,
0.026516413316130638,
0.07111267745494843,
0.025389449670910835,
-0.04450950026512146,
-0.009176346473395824,
-0.002466359408572316,
-0.030361760407686234,
-0.05827879160642624,
0.028086500242352486,
-0.021928437054157257,
0.0007349557708948851,
-0.0304131880402565,
0.022019527852535248,
-0.04005507007241249,
0.047254353761672974,
0.07716156542301178,
-0.017454704269766808,
0.017509199678897858,
0.012548320926725864,
-0.01988336816430092,
-0.012771657668054104,
0.08532951772212982,
0.029887549579143524,
-4.922800656004256e-8,
-0.07995317131280899,
-0.053281985223293304,
-0.06080780550837517,
0.07438742369413376,
-0.09076984226703644,
-0.032682616263628006,
0.06547916680574417,
0.04543739929795265,
-0.05553414672613144,
-0.004976426716893911,
0.034925058484077454,
0.006858577020466328,
-0.0856260135769844,
0.005108547396957874,
-0.009484417736530304,
0.11462278664112091,
-0.009935940615832806,
0.038298506289720535,
0.0410783626139164,
-0.01316115539520979,
0.01657474972307682,
0.004470181651413441,
-0.031070109456777573,
0.047649040818214417,
0.006722206715494394,
0.02453930489718914,
-0.03660307824611664,
0.04996704310178757,
0.006596604362130165,
-0.0003913882246706635,
0.011459223926067352,
0.010675547644495964,
-0.037429340183734894,
-0.04096774756908417,
0.004360428545624018,
0.04774251952767372,
0.06253145635128021,
-0.06567835807800293,
0.04880229011178017,
0.047215476632118225,
0.04929857328534126,
0.05275832116603851,
-0.12784644961357117,
-0.01589372381567955,
0.12016309052705765,
0.018328798934817314,
0.00663003558292985,
-0.05653008818626404,
0.027191273868083954,
0.036832500249147415,
0.06966440379619598,
-0.05870068818330765,
-0.014955045655369759,
-0.011892342939972878,
0.03257124871015549,
0.033270735293626785,
0.01606190949678421,
-0.018681759014725685,
0.06883247941732407,
-0.056668996810913086,
0.05044843629002571,
0.08582773059606552,
0.10738031566143036,
-0.0889529213309288
] |
ronanki/ml_use_512_MNR_10 | d2aab0286074eb9c70ed02b94459607d7d2a22ec | 2022-02-22T18:12:25.000Z | [
"pytorch",
"distilbert",
"feature-extraction",
"sentence-transformers",
"sentence-similarity"
] | sentence-similarity | false | ronanki | null | ronanki/ml_use_512_MNR_10 | 0 | null | sentence-transformers | ---
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
---
# ronanki/ml_use_512_MNR_10
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 512 dimensional dense vector space and can be used for tasks like clustering or semantic search.
<!--- Describe your model here -->
## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
```
pip install -U sentence-transformers
```
Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["This is an example sentence", "Each sentence is converted"]
model = SentenceTransformer('ronanki/ml_use_512_MNR_10')
embeddings = model.encode(sentences)
print(embeddings)
```
## Evaluation Results
<!--- Describe how your model was evaluated -->
For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name=ronanki/ml_use_512_MNR_10)
## Training
The model was trained with the parameters:
**DataLoader**:
`sentence_transformers.datasets.NoDuplicatesDataLoader.NoDuplicatesDataLoader` of length 29 with parameters:
```
{'batch_size': 32}
```
**Loss**:
`sentence_transformers.losses.MultipleNegativesRankingLoss.MultipleNegativesRankingLoss` with parameters:
```
{'scale': 20.0, 'similarity_fct': 'cos_sim'}
```
Parameters of the fit()-Method:
```
{
"epochs": 10,
"evaluation_steps": 0,
"evaluator": "NoneType",
"max_grad_norm": 1,
"optimizer_class": "<class 'transformers.optimization.AdamW'>",
"optimizer_params": {
"lr": 2e-05
},
"scheduler": "WarmupLinear",
"steps_per_epoch": null,
"warmup_steps": 2,
"weight_decay": 0.01
}
```
## Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: DistilBertModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
(2): Dense({'in_features': 768, 'out_features': 512, 'bias': True, 'activation_function': 'torch.nn.modules.activation.Tanh'})
)
```
## Citing & Authors
<!--- Describe where people can find more information --> | [
-0.049160730093717575,
-0.05895282328128815,
-0.01980983093380928,
0.040094681084156036,
0.034109942615032196,
0.04737690091133118,
-0.04047398641705513,
0.025968201458454132,
0.005776046309620142,
-0.08837763220071793,
0.04283805564045906,
-0.006745930761098862,
0.05384015664458275,
0.06076955422759056,
0.051577091217041016,
0.05326754227280617,
0.03167039901018143,
0.07798544317483902,
-0.07897783815860748,
-0.1250450313091278,
0.13824042677879333,
0.12091530114412308,
0.009528161957859993,
0.04732330143451691,
-0.025530844926834106,
0.06669283658266068,
-0.011474397964775562,
0.0039953975938260555,
0.005349439103156328,
-0.005710852798074484,
0.039842549711465836,
-0.01642356626689434,
-0.0450095571577549,
0.08932514488697052,
0.06560488790273666,
0.08360161632299423,
-0.012619705870747566,
0.012179342098534107,
-0.008406073786318302,
-0.09876564890146255,
0.01044852752238512,
-0.054527390748262405,
-0.02058175764977932,
-0.01231744047254324,
0.06860128045082092,
-0.06451619416475296,
-0.12756827473640442,
-0.029820503666996956,
-0.013374507427215576,
-0.0180820282548666,
-0.10644904524087906,
0.03395259380340576,
0.014320406131446362,
0.07814720273017883,
0.01681680977344513,
0.02926071360707283,
0.041505396366119385,
-0.009968571364879608,
0.00791369378566742,
-0.1552344262599945,
-0.0859585627913475,
-0.023030178621411324,
0.002433506306260824,
-0.003307919716462493,
-0.04874926060438156,
-0.023437848314642906,
0.03382006660103798,
0.009391124360263348,
0.008546192198991776,
0.005582512356340885,
-0.056195106357336044,
0.04289712384343147,
-0.056951623409986496,
-0.03269870951771736,
-0.08504150062799454,
-0.0042036776430904865,
0.09945565462112427,
-0.008757634088397026,
0.04458162188529968,
0.0416923426091671,
-0.0025647059082984924,
-0.0696655884385109,
0.07210934907197952,
0.08644147217273712,
0.023281922563910484,
-0.05968998000025749,
0.0009448706987313926,
-0.027580127120018005,
-0.007512927521020174,
-0.006388789042830467,
-0.0599181167781353,
-0.11425217241048813,
0.011711185798048973,
-0.05453943833708763,
0.03544788435101509,
0.031997065991163254,
-0.03971760720014572,
-0.016546523198485374,
0.04255889356136322,
0.04612584784626961,
0.030817639082670212,
0.04756949469447136,
0.039624325931072235,
-0.11115220934152603,
-0.0407714769244194,
0.04053722321987152,
0.024633776396512985,
0.0023283609189093113,
0.05097264051437378,
-0.08972162008285522,
0.006272261496633291,
0.008927528746426105,
-0.017630886286497116,
-0.008672975935041904,
0.08768357336521149,
-0.055178526788949966,
0.007710902951657772,
-0.017498135566711426,
-0.009629339911043644,
0.11966226994991302,
-0.035223159939050674,
0.07307743281126022,
-0.024988917633891106,
0.026484666392207146,
-0.027690676972270012,
-0.017189396545290947,
0.001753311138600111,
-1.2756547347070006e-33,
-0.031205888837575912,
-0.02034734934568405,
-0.016554364934563637,
-0.01336066797375679,
0.021128540858626366,
0.026778938248753548,
0.03982795774936676,
0.057428281754255295,
-0.09812653064727783,
-0.04206753149628639,
-0.0803520604968071,
0.015485158190131187,
-0.03211747109889984,
0.08752884715795517,
0.011926890350878239,
-0.002118072472512722,
-0.03945818543434143,
-0.04053405672311783,
0.05152004584670067,
0.035765767097473145,
0.047977086156606674,
0.035592831671237946,
-0.004979048389941454,
-0.027457978576421738,
-0.09760121256113052,
-0.03367270901799202,
0.04674186185002327,
-0.07201758772134781,
-0.0644918829202652,
0.004312730394303799,
-0.08230628073215485,
0.01694372668862343,
-0.0012309914454817772,
-0.003829257795587182,
0.004542116541415453,
0.003682621754705906,
0.03693538159132004,
-0.00603956775739789,
-0.022006036713719368,
-0.10224734991788864,
-0.02182159386575222,
0.02344207651913166,
-0.02995690517127514,
-0.04400525242090225,
-0.010126939043402672,
0.0027720043435692787,
0.001479336409829557,
-0.013297883793711662,
0.09712563455104828,
0.002778912428766489,
0.09243018925189972,
-0.011194496415555477,
-0.022558245807886124,
-0.05397961288690567,
0.029077190905809402,
-0.007227675523608923,
0.06437573581933975,
0.03216615691781044,
0.11999310553073883,
0.008880553767085075,
0.01836453005671501,
-0.022318588569760323,
0.059803202748298645,
0.02165154181420803,
0.11581212282180786,
-0.03383377194404602,
0.05720130354166031,
0.05106391757726669,
-0.0055436305701732635,
0.05712953582406044,
-0.03668053448200226,
-0.004839151166379452,
-0.052714262157678604,
0.015252574346959591,
0.023468973115086555,
-0.036592189222574234,
-0.030953777953982353,
-0.09878459572792053,
-0.046663329005241394,
0.07903783768415451,
-0.019117292016744614,
-0.04413187503814697,
0.04588868096470833,
-0.053825631737709045,
-0.01208522915840149,
-0.04149235039949417,
0.011687674559652805,
-0.05684040114283562,
0.06986615061759949,
-0.049683406949043274,
0.043076228350400925,
-0.02124876156449318,
0.007937335409224033,
0.027739237993955612,
0.036993857473134995,
-1.2844442182087858e-33,
0.027685433626174927,
0.048954252153635025,
-0.06421995908021927,
0.03190803527832031,
-0.04805590584874153,
-0.07253097742795944,
0.01771959848701954,
0.06552428007125854,
0.00743432343006134,
-0.01852237619459629,
-0.06059277057647705,
-0.023209132254123688,
0.09941031783819199,
-0.06895491480827332,
0.061982691287994385,
0.05658300220966339,
-0.027705097571015358,
0.06904027611017227,
0.036849163472652435,
0.07449125498533249,
-0.010745934210717678,
0.07866990566253662,
-0.10187343508005142,
0.045153792947530746,
-0.032246995717287064,
0.008397212252020836,
-0.006828198675066233,
-0.0034320009872317314,
-0.0037394389510154724,
-0.05003882572054863,
-0.023264674469828606,
-0.009524156339466572,
-0.028171058744192123,
-0.02111480012536049,
-0.10758983343839645,
0.02729891613125801,
0.009287300519645214,
-0.04423769935965538,
0.03603141009807587,
0.007732631638646126,
0.031638771295547485,
0.0902828499674797,
-0.05656594783067703,
0.003065513912588358,
-0.027683397755026817,
0.013305239379405975,
-0.0842580646276474,
-0.07132856547832489,
0.02856871299445629,
-0.03051619790494442,
-0.025260180234909058,
0.044134534895420074,
-0.12689141929149628,
0.045845672488212585,
-0.06073557585477829,
-0.08502058684825897,
-0.055881522595882416,
-0.0394461415708065,
-0.07905402034521103,
-0.05877299979329109,
-0.07131370902061462,
-0.023647112771868706,
0.040397949516773224,
-0.06534669548273087,
0.07178489118814468,
-0.051853060722351074,
-0.014048224315047264,
0.016042014583945274,
-0.03940725699067116,
-0.014405633322894573,
-0.02693869359791279,
-0.02780548296868801,
0.028745027258992195,
0.07747887074947357,
0.02457054890692234,
-0.05595502629876137,
-0.01029212772846222,
-0.0018144642235711217,
-0.04175666347146034,
-0.06015530601143837,
0.0391598604619503,
-0.01933460682630539,
-0.007347646169364452,
-0.040074072778224945,
0.014205802232027054,
-0.03829237073659897,
0.055695753544569016,
0.07418237626552582,
-0.029300255700945854,
0.019724175333976746,
0.0033116957638412714,
-0.018919525668025017,
-0.016377042979002,
0.06915748864412308,
0.02419583685696125,
-4.749770710077428e-8,
-0.07813512533903122,
-0.04439235478639603,
-0.04611573368310928,
0.0754709467291832,
-0.09679701179265976,
-0.0419374443590641,
0.058228999376297,
0.05014237388968468,
-0.04769602045416832,
-0.0007380612660199404,
0.02624233439564705,
0.018161136656999588,
-0.09362424165010452,
0.006676287855952978,
-0.010950060561299324,
0.10878383368253708,
-0.005015133414417505,
0.03723426163196564,
0.059131134301424026,
-0.00669091334566474,
0.03876250982284546,
0.008601764217019081,
-0.025600500404834747,
0.03696031495928764,
0.009978806599974632,
0.028500180691480637,
-0.04404914006590843,
0.05001332610845566,
-0.002446632832288742,
-0.002311444142833352,
0.007166588678956032,
0.010200824588537216,
-0.026844874024391174,
-0.03858309984207153,
0.01699928194284439,
0.05041391775012016,
0.04812006279826164,
-0.05903727561235428,
0.05442789942026138,
0.06052858754992485,
0.04226190969347954,
0.04949017986655235,
-0.1320827305316925,
-0.007957099936902523,
0.10644446313381195,
0.01297940406948328,
0.00014478006050921977,
-0.058684028685092926,
0.03913307562470436,
0.036020003259181976,
0.07156909257173538,
-0.06843682378530502,
-0.023065676912665367,
-0.019082270562648773,
0.022227682173252106,
0.03315942734479904,
0.01560578029602766,
-0.01898268237709999,
0.07550332695245743,
-0.05846539884805679,
0.0598788745701313,
0.10493998974561691,
0.09155545383691788,
-0.08325974643230438
] |
ronanki/xlmr_02-02-2022 | 57a80b46629a8fd98462dda8780ecd261d43d5a6 | 2022-01-03T13:48:37.000Z | [
"pytorch",
"xlm-roberta",
"feature-extraction",
"sentence-transformers",
"sentence-similarity",
"transformers"
] | sentence-similarity | false | ronanki | null | ronanki/xlmr_02-02-2022 | 0 | null | sentence-transformers | ---
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---
# ronanki/xlmr_02-02-2022
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
<!--- Describe your model here -->
## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
```
pip install -U sentence-transformers
```
Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["This is an example sentence", "Each sentence is converted"]
model = SentenceTransformer('ronanki/xlmr_02-02-2022')
embeddings = model.encode(sentences)
print(embeddings)
```
## Usage (HuggingFace Transformers)
Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.
```python
from transformers import AutoTokenizer, AutoModel
import torch
#Mean Pooling - Take attention mask into account for correct averaging
def mean_pooling(model_output, attention_mask):
token_embeddings = model_output[0] #First element of model_output contains all token embeddings
input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)
# Sentences we want sentence embeddings for
sentences = ['This is an example sentence', 'Each sentence is converted']
# Load model from HuggingFace Hub
tokenizer = AutoTokenizer.from_pretrained('ronanki/xlmr_02-02-2022')
model = AutoModel.from_pretrained('ronanki/xlmr_02-02-2022')
# Tokenize sentences
encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')
# Compute token embeddings
with torch.no_grad():
model_output = model(**encoded_input)
# Perform pooling. In this case, mean pooling.
sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])
print("Sentence embeddings:")
print(sentence_embeddings)
```
## Evaluation Results
<!--- Describe how your model was evaluated -->
For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name=ronanki/xlmr_02-02-2022)
## Training
The model was trained with the parameters:
**DataLoader**:
`torch.utils.data.dataloader.DataLoader` of length 160 with parameters:
```
{'batch_size': 16, 'sampler': 'torch.utils.data.sampler.RandomSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'}
```
**Loss**:
`sentence_transformers.losses.TripletLoss.TripletLoss` with parameters:
```
{'distance_metric': 'TripletDistanceMetric.EUCLIDEAN', 'triplet_margin': 5}
```
Parameters of the fit()-Method:
```
{
"epochs": 5,
"evaluation_steps": 0,
"evaluator": "NoneType",
"max_grad_norm": 1,
"optimizer_class": "<class 'transformers.optimization.AdamW'>",
"optimizer_params": {
"lr": 2e-05
},
"scheduler": "WarmupLinear",
"steps_per_epoch": null,
"warmup_steps": 16,
"weight_decay": 0.01
}
```
## Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
)
```
## Citing & Authors
<!--- Describe where people can find more information --> | [
-0.05272126570343971,
-0.05169402435421944,
-0.007899894379079342,
0.037355877459049225,
0.027994148433208466,
0.051717184484004974,
-0.05994467809796333,
0.015057599171996117,
0.018442731350660324,
-0.08771111816167831,
0.05052575469017029,
-0.019157538190484047,
0.057933881878852844,
0.059555161744356155,
0.069185771048069,
0.04090551286935806,
0.035839833319187164,
0.08294504135847092,
-0.0676325336098671,
-0.12787428498268127,
0.1319005936384201,
0.11850691586732864,
0.013861083425581455,
0.04164297133684158,
-0.029116442427039146,
0.07612045854330063,
-0.01924978569149971,
0.0030706438701599836,
0.013117251917719841,
-0.005703746806830168,
0.03194162994623184,
-0.006472144275903702,
-0.0629555881023407,
0.08448627591133118,
0.05637669563293457,
0.08097666501998901,
-0.00045577416312880814,
0.013781731948256493,
-0.01633424311876297,
-0.09636352956295013,
0.012560661882162094,
-0.04151054099202156,
-0.035877060145139694,
-0.0072763292118906975,
0.06428764015436172,
-0.06821835786104202,
-0.12065821141004562,
-0.028770582750439644,
-0.019999247044324875,
-0.02825993113219738,
-0.10778755694627762,
0.03153824061155319,
0.012262220494449139,
0.08065933734178543,
0.019676825031638145,
0.039325859397649765,
0.045076481997966766,
-0.009580967016518116,
0.018652331084012985,
-0.15876232087612152,
-0.07836741209030151,
-0.021143758669495583,
0.011118394322693348,
-0.005091189872473478,
-0.05980916693806648,
-0.02020515874028206,
0.037193603813648224,
0.02594514563679695,
0.017309634014964104,
0.01744755730032921,
-0.0724884644150734,
0.048643145710229874,
-0.06368550658226013,
-0.03572787344455719,
-0.07116060703992844,
0.002734310459345579,
0.0815795511007309,
-0.01353830099105835,
0.034153882414102554,
0.03563313186168671,
-0.005537052638828754,
-0.0710136741399765,
0.060954682528972626,
0.09690965712070465,
0.021596847102046013,
-0.0648917704820633,
0.0026492001488804817,
-0.052786823362112045,
-0.01600681245326996,
-0.006529233418405056,
-0.054301679134368896,
-0.11529649049043655,
0.02711626887321472,
-0.05295977368950844,
0.03293350711464882,
0.026200633496046066,
-0.03204955533146858,
-0.008303670212626457,
0.05379868298768997,
0.04316209256649017,
0.026780925691127777,
0.051239531487226486,
0.05356508493423462,
-0.10814572125673294,
-0.03899265080690384,
0.040530942380428314,
-0.0031624913681298494,
-0.010864263400435448,
0.058368291705846786,
-0.10412031412124634,
0.00041728492942638695,
-0.005265203770250082,
-0.019987380132079124,
-0.021270567551255226,
0.07724694162607193,
-0.06133589893579483,
0.01312038954347372,
-0.02415950410068035,
-0.0011372014414519072,
0.11633124947547913,
-0.02300555258989334,
0.07504761964082718,
-0.014459836296737194,
0.03457499295473099,
-0.015190797857940197,
-0.027912650257349014,
0.003394977655261755,
-1.5619753120310585e-34,
-0.02110280841588974,
-0.016128141433000565,
-0.007566521409898996,
-0.004079592879861593,
0.03889516368508339,
0.03501889109611511,
0.03851299360394478,
0.0723482221364975,
-0.09551802277565002,
-0.0273927953094244,
-0.08359554409980774,
0.04614543542265892,
-0.03601633384823799,
0.08041154593229294,
0.009734916500747204,
-0.000783595081884414,
-0.03662265092134476,
-0.03846333548426628,
0.04465948045253754,
0.03596991300582886,
0.049857694655656815,
0.027128256857395172,
0.006788714788854122,
-0.033446360379457474,
-0.09364686161279678,
-0.03491592779755592,
0.04929151013493538,
-0.08059930801391602,
-0.0643194317817688,
-0.002537335269153118,
-0.07097312808036804,
0.02457248605787754,
0.005466615781188011,
0.006273205392062664,
-0.005506413988769054,
-0.0032577328383922577,
0.0258238036185503,
-0.014749186113476753,
-0.03203101083636284,
-0.08997718244791031,
-0.019787335768342018,
0.02347809262573719,
-0.029041262343525887,
-0.06580305844545364,
0.0011099667754024267,
0.007822162471711636,
0.022945702075958252,
-0.008511059917509556,
0.10290461778640747,
0.004613347817212343,
0.11039278656244278,
-0.0069194575771689415,
-0.018852828070521355,
-0.04603809490799904,
0.029767172411084175,
-0.012320157140493393,
0.0522269643843174,
0.028076142072677612,
0.10887635499238968,
-0.008048408664762974,
0.019083106890320778,
-0.021307317540049553,
0.047675970941782,
0.02349928393959999,
0.10958122462034225,
-0.013413510285317898,
0.054812148213386536,
0.060513634234666824,
-0.008539382368326187,
0.05997864902019501,
-0.04489715397357941,
0.005118862260133028,
-0.05779198557138443,
0.017368249595165253,
0.04522285237908363,
-0.04111132398247719,
-0.03088257648050785,
-0.08347256481647491,
-0.04024496674537659,
0.08213657140731812,
-0.03218688443303108,
-0.05586252361536026,
0.0554673932492733,
-0.048413459211587906,
-0.007930044084787369,
-0.052776169031858444,
0.020793789997696877,
-0.050013549625873566,
0.07691991329193115,
-0.051779452711343765,
0.03757650777697563,
-0.023676324635744095,
0.0028131857980042696,
0.030032426118850708,
0.04908871278166771,
-2.1884477712976e-33,
0.03398667648434639,
0.040219612419605255,
-0.07029137760400772,
0.032547324895858765,
-0.029109003022313118,
-0.07001441717147827,
0.021453669294714928,
0.06326865404844284,
0.011618375778198242,
-0.030876707285642624,
-0.060654472559690475,
-0.02191874571144581,
0.10340369492769241,
-0.06954766064882278,
0.06861869990825653,
0.06195966154336929,
-0.021733339875936508,
0.06141821667551994,
0.0212459247559309,
0.06504213809967041,
-0.006961742416024208,
0.05990239232778549,
-0.10959633439779282,
0.03932805731892586,
-0.014289717189967632,
0.003136417828500271,
-0.0059725274331867695,
-0.016255978494882584,
-0.0010494837770238519,
-0.048376306891441345,
-0.026411741971969604,
0.0011030426248908043,
-0.04099813103675842,
-0.02374837175011635,
-0.12767793238162994,
0.027016090229153633,
-0.012941199354827404,
-0.016683630645275116,
0.0320042185485363,
0.021435288712382317,
0.031990233808755875,
0.08857917040586472,
-0.05268507078289986,
0.0022331057116389275,
-0.013388358056545258,
0.011710853315889835,
-0.07599794119596481,
-0.06691082566976547,
0.024317659437656403,
-0.014762227423489094,
-0.023943418636918068,
0.04001876339316368,
-0.14151309430599213,
0.034169360995292664,
-0.05124334245920181,
-0.0678892508149147,
-0.05847399681806564,
-0.030187461525201797,
-0.08717579394578934,
-0.06928572058677673,
-0.06306619942188263,
-0.02547813579440117,
0.02971222624182701,
-0.06721020489931107,
0.0699438825249672,
-0.05801484361290932,
-0.01384715922176838,
0.02491874061524868,
-0.029793068766593933,
-0.0333588533103466,
-0.009602620266377926,
-0.020829277113080025,
0.005420668050646782,
0.06250107288360596,
0.030898600816726685,
-0.04517076164484024,
-0.012823718599975109,
-0.007373903412371874,
-0.03892013430595398,
-0.05627623200416565,
0.03197808563709259,
-0.027293138206005096,
0.006842994596809149,
-0.023217124864459038,
0.008857810869812965,
-0.03422363102436066,
0.040148358792066574,
0.06644301116466522,
-0.017405575141310692,
0.023304887115955353,
0.002376483054831624,
-0.01365092396736145,
-0.020311037078499794,
0.08837815374135971,
0.04028433933854103,
-4.966853595078646e-8,
-0.0833166316151619,
-0.03830296918749809,
-0.054832421243190765,
0.0759829506278038,
-0.09095888584852219,
-0.03954973816871643,
0.05628348886966705,
0.05692318454384804,
-0.05699320137500763,
-0.011685768142342567,
0.01604069024324417,
0.01927320472896099,
-0.08763345330953598,
0.0024209453258663416,
-0.017376460134983063,
0.11824747174978256,
-0.00926958117634058,
0.026916256174445152,
0.04560521990060806,
-0.001760608283802867,
0.01928684301674366,
0.00019028551469091326,
-0.022348856553435326,
0.04791824147105217,
0.0035815578885376453,
0.01371355727314949,
-0.04122927412390709,
0.03457072004675865,
0.01166606042534113,
0.008278577588498592,
0.0111662857234478,
0.0037766864988952875,
-0.02987303026020527,
-0.04961155354976654,
0.01059420220553875,
0.030815688893198967,
0.054711487144231796,
-0.06356251984834671,
0.0463295616209507,
0.048610083758831024,
0.05456811934709549,
0.041818998754024506,
-0.12812966108322144,
-0.004516472574323416,
0.12590362131595612,
0.008831251412630081,
0.01246089767664671,
-0.06513100117444992,
0.042164117097854614,
0.028539303690195084,
0.07765237987041473,
-0.0669778510928154,
-0.01919790729880333,
-0.021829744800925255,
0.025497255846858025,
0.03913925960659981,
0.01488399039953947,
-0.01735425740480423,
0.07720013707876205,
-0.06698676198720932,
0.04785250499844551,
0.08099016547203064,
0.10801288485527039,
-0.07823839038610458
] |
ronanki/xlmr_17-01-2022_v3 | f01d3a3afd44c78049b418bdef158a4ec1ded508 | 2022-01-17T20:34:20.000Z | [
"pytorch",
"xlm-roberta",
"feature-extraction",
"sentence-transformers",
"sentence-similarity",
"transformers"
] | sentence-similarity | false | ronanki | null | ronanki/xlmr_17-01-2022_v3 | 0 | null | sentence-transformers | ---
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---
# ronanki/xlmr_17-01-2022_v3
This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
<!--- Describe your model here -->
## Usage (Sentence-Transformers)
Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
```
pip install -U sentence-transformers
```
Then you can use the model like this:
```python
from sentence_transformers import SentenceTransformer
sentences = ["This is an example sentence", "Each sentence is converted"]
model = SentenceTransformer('ronanki/xlmr_17-01-2022_v3')
embeddings = model.encode(sentences)
print(embeddings)
```
## Usage (HuggingFace Transformers)
Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.
```python
from transformers import AutoTokenizer, AutoModel
import torch
#Mean Pooling - Take attention mask into account for correct averaging
def mean_pooling(model_output, attention_mask):
token_embeddings = model_output[0] #First element of model_output contains all token embeddings
input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)
# Sentences we want sentence embeddings for
sentences = ['This is an example sentence', 'Each sentence is converted']
# Load model from HuggingFace Hub
tokenizer = AutoTokenizer.from_pretrained('ronanki/xlmr_17-01-2022_v3')
model = AutoModel.from_pretrained('ronanki/xlmr_17-01-2022_v3')
# Tokenize sentences
encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')
# Compute token embeddings
with torch.no_grad():
model_output = model(**encoded_input)
# Perform pooling. In this case, mean pooling.
sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])
print("Sentence embeddings:")
print(sentence_embeddings)
```
## Evaluation Results
<!--- Describe how your model was evaluated -->
For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name=ronanki/xlmr_17-01-2022_v3)
## Training
The model was trained with the parameters:
**DataLoader**:
`torch.utils.data.dataloader.DataLoader` of length 40 with parameters:
```
{'batch_size': 64, 'sampler': 'torch.utils.data.sampler.RandomSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'}
```
**Loss**:
`sentence_transformers.losses.MultipleNegativesRankingLoss.MultipleNegativesRankingLoss` with parameters:
```
{'scale': 20.0, 'similarity_fct': 'cos_sim'}
```
Parameters of the fit()-Method:
```
{
"epochs": 10,
"evaluation_steps": 0,
"evaluator": "NoneType",
"max_grad_norm": 1,
"optimizer_class": "<class 'transformers.optimization.AdamW'>",
"optimizer_params": {
"lr": 2e-05
},
"scheduler": "WarmupLinear",
"steps_per_epoch": null,
"warmup_steps": 4,
"weight_decay": 0.01
}
```
## Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
)
```
## Citing & Authors
<!--- Describe where people can find more information --> | [
-0.05556800588965416,
-0.037267524749040604,
-0.007888047955930233,
0.033501673489809036,
0.033353861421346664,
0.05552450194954872,
-0.06477160006761551,
0.015687288716435432,
0.012611114419996738,
-0.08452878147363663,
0.04726444184780121,
-0.029117664322257042,
0.050382282584905624,
0.05842898041009903,
0.06872650235891342,
0.04341685399413109,
0.02635938860476017,
0.07810748368501663,
-0.07307115197181702,
-0.12796831130981445,
0.13309021294116974,
0.12973372638225555,
0.010835869237780571,
0.048332422971725464,
-0.0242815800011158,
0.07947831600904465,
-0.025659533217549324,
0.0036217342130839825,
0.02012842707335949,
-0.003876941977068782,
0.026929032057523727,
-0.005319199059158564,
-0.05703051760792732,
0.09350938349962234,
0.0548623725771904,
0.08279713988304138,
-0.014836338348686695,
0.008703283034265041,
-0.01147796493023634,
-0.09632141143083572,
0.010637215338647366,
-0.04335077852010727,
-0.032635293900966644,
-0.017847664654254913,
0.06483443081378937,
-0.06584740430116653,
-0.11743289232254028,
-0.03159564733505249,
-0.01266498863697052,
-0.02330511249601841,
-0.1137143224477768,
0.027348753064870834,
0.013766665011644363,
0.09007321298122406,
0.009802961722016335,
0.0383530855178833,
0.04079273343086243,
-0.01516199391335249,
0.017174560576677322,
-0.16279864311218262,
-0.0746833086013794,
-0.012732365168631077,
0.009976818226277828,
-0.0027620685286819935,
-0.060482822358608246,
-0.023059802129864693,
0.03859579563140869,
0.022149784490466118,
0.012832405045628548,
0.013254597783088684,
-0.07391545176506042,
0.05082307383418083,
-0.05260041728615761,
-0.03555026277899742,
-0.06493934988975525,
0.0017003065440803766,
0.07473442703485489,
-0.02010279893875122,
0.04662848263978958,
0.037035465240478516,
-0.005094391293823719,
-0.07469996064901352,
0.05838608369231224,
0.10774354636669159,
0.017165865749120712,
-0.07013119012117386,
-0.0070230113342404366,
-0.05860889330506325,
-0.01463994849473238,
-0.005421550013124943,
-0.058109018951654434,
-0.12346729636192322,
0.02963029034435749,
-0.04243868216872215,
0.028284642845392227,
0.031242333352565765,
-0.03220782056450844,
-0.018005719408392906,
0.06040096655488014,
0.0413786843419075,
0.02485785074532032,
0.05297546088695526,
0.053813520818948746,
-0.1089455857872963,
-0.04411470517516136,
0.040509745478630066,
-0.0006528339581564069,
-0.011757397092878819,
0.05808856710791588,
-0.09814183413982391,
0.002829543314874172,
-0.011577517725527287,
-0.022201266139745712,
-0.03181760385632515,
0.07230103015899658,
-0.0508459247648716,
0.010972712188959122,
-0.027511080726981163,
-0.0046044946648180485,
0.10756916552782059,
-0.01957821100950241,
0.07110052555799484,
-0.02178657427430153,
0.034879524260759354,
-0.019143590703606606,
-0.02863425761461258,
0.00006205691897775978,
4.14395278620954e-34,
-0.024549009278416634,
-0.013252226635813713,
-0.005762409418821335,
0.005913109052926302,
0.03519224375486374,
0.029501525685191154,
0.04117071256041527,
0.070952408015728,
-0.1002221405506134,
-0.03259560465812683,
-0.07962708175182343,
0.03460259735584259,
-0.03748709708452225,
0.07827696949243546,
0.006840129848569632,
-0.005626507103443146,
-0.0392046682536602,
-0.03610444441437721,
0.03448280319571495,
0.0401785708963871,
0.0530538484454155,
0.022495798766613007,
0.005130359437316656,
-0.040219444781541824,
-0.08931288868188858,
-0.028315646573901176,
0.048976436257362366,
-0.08726582676172256,
-0.06305241584777832,
-0.003642684081569314,
-0.07644091546535492,
0.02618817612528801,
0.0014166318578645587,
0.004594240803271532,
-0.005454329773783684,
0.003259839955717325,
0.012806529179215431,
-0.017928848043084145,
-0.025600265711545944,
-0.0785241648554802,
-0.017685603350400925,
0.02134428173303604,
-0.027060335502028465,
-0.07110454887151718,
0.003133842023089528,
0.02379387803375721,
0.0185368862003088,
-0.003056691959500313,
0.0970568060874939,
0.014031102880835533,
0.10662929713726044,
-0.001732144970446825,
-0.02963012456893921,
-0.04254981502890587,
0.04033556208014488,
-0.002773365005850792,
0.053825102746486664,
0.040202368050813675,
0.10742443799972534,
-0.00973080936819315,
0.01993650197982788,
-0.022906873375177383,
0.05244861915707588,
0.03620311990380287,
0.11053396016359329,
-0.01976795308291912,
0.05293039605021477,
0.05397464334964752,
-0.008263001218438148,
0.053536541759967804,
-0.048180416226387024,
0.005062947515398264,
-0.047286491841077805,
0.01966438628733158,
0.05052649974822998,
-0.045498620718717575,
-0.03220335394144058,
-0.08419816941022873,
-0.04149208217859268,
0.07007300853729248,
-0.029498180374503136,
-0.06214381754398346,
0.056148629635572433,
-0.04471003636717796,
-0.008913607336580753,
-0.04667777568101883,
0.0285788606852293,
-0.051439058035612106,
0.07296553999185562,
-0.0506158284842968,
0.03620028495788574,
-0.023021085187792778,
0.004081339575350285,
0.032856285572052,
0.0399002805352211,
-2.4858388421770154e-33,
0.0352487750351429,
0.03871237114071846,
-0.06793850660324097,
0.040767040103673935,
-0.027023490518331528,
-0.07558558136224747,
0.022391021251678467,
0.06843502819538116,
0.016432320699095726,
-0.026663539931178093,
-0.05101819336414337,
-0.021051393821835518,
0.10262417793273926,
-0.06102367863059044,
0.06811262667179108,
0.07172464579343796,
-0.019053667783737183,
0.06227796524763107,
0.014684050343930721,
0.0676318109035492,
-0.004762379452586174,
0.06565261632204056,
-0.12401767075061798,
0.04449962452054024,
-0.02756856009364128,
-0.0011187600903213024,
-0.005133460741490126,
-0.015666482970118523,
-0.001773305470123887,
-0.03839762508869171,
-0.0379488579928875,
0.0011176399420946836,
-0.044923923909664154,
-0.025360608473420143,
-0.12043944746255875,
0.024947546422481537,
-0.010477108880877495,
-0.02328312210738659,
0.03157909959554672,
0.0190986730158329,
0.030860552564263344,
0.08641225099563599,
-0.05551518127322197,
0.0015767539152875543,
-0.011217871680855751,
0.00917401909828186,
-0.07245039194822311,
-0.06075366586446762,
0.028251279145479202,
-0.005428570322692394,
-0.031547632068395615,
0.03832798823714256,
-0.13053469359874725,
0.036583978682756424,
-0.05714234337210655,
-0.05945158377289772,
-0.057202596217393875,
-0.03292880207300186,
-0.08267989009618759,
-0.07678158581256866,
-0.061606500297784805,
-0.025631459429860115,
0.031301308423280716,
-0.06771852821111679,
0.07746671140193939,
-0.060055091977119446,
-0.015348780900239944,
0.015168321318924427,
-0.02583073079586029,
-0.03425052389502525,
-0.008337794803082943,
-0.017453040927648544,
0.01503327302634716,
0.05936552211642265,
0.03371036425232887,
-0.04545982927083969,
-0.013641181401908398,
-0.020233748480677605,
-0.04280237853527069,
-0.05984033644199371,
0.029743418097496033,
-0.021933868527412415,
0.011411125771701336,
-0.018867088481783867,
0.009703884832561016,
-0.030517958104610443,
0.039082176983356476,
0.0709574967622757,
-0.02312266267836094,
0.020670074969530106,
-0.0024998413864523172,
-0.023452939465641975,
-0.01947389543056488,
0.08334662765264511,
0.035241369158029556,
-5.0299220788474486e-8,
-0.08434303104877472,
-0.029502496123313904,
-0.06408203393220901,
0.0711292028427124,
-0.0891285166144371,
-0.03300950303673744,
0.05663319304585457,
0.06132325157523155,
-0.048624396324157715,
-0.008578087203204632,
0.024555813521146774,
0.020719902589917183,
-0.08905745297670364,
0.007162016816437244,
-0.010068703442811966,
0.11311816424131393,
-0.01482719648629427,
0.03828652948141098,
0.039400629699230194,
-0.009271313436329365,
0.02229355089366436,
-0.00007205732254078612,
-0.018075844272971153,
0.05008993670344353,
0.011218154802918434,
0.019289767369627953,
-0.037403155118227005,
0.043356992304325104,
0.010522165335714817,
0.003304064506664872,
0.009392357431352139,
0.013322301208972931,
-0.027044344693422318,
-0.04007820039987564,
0.008574910461902618,
0.03803026303648949,
0.05842345580458641,
-0.057282742112874985,
0.05281485244631767,
0.0472470186650753,
0.05757344514131546,
0.0464458204805851,
-0.14043927192687988,
-0.007274686824530363,
0.1214379295706749,
0.00895227026194334,
0.009910519234836102,
-0.06934257596731186,
0.03482266142964363,
0.029162470251321793,
0.07712463289499283,
-0.06024007871747017,
-0.01383085548877716,
-0.015201695263385773,
0.032872654497623444,
0.03780237212777138,
0.014491681940853596,
-0.005633328575640917,
0.0681658461689949,
-0.06606251001358032,
0.05188525468111038,
0.08451789617538452,
0.10361580550670624,
-0.07937593758106232
] |
rossanez/t5-small-finetuned-de-en-nofp16 | 47dbe88ac8e7db6b177cd910ec5669e84a1dd2b4 | 2021-12-04T13:59:26.000Z | [
"pytorch",
"tensorboard",
"t5",
"text2text-generation",
"dataset:wmt14",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index",
"autotrain_compatible"
] | text2text-generation | false | rossanez | null | rossanez/t5-small-finetuned-de-en-nofp16 | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- wmt14
metrics:
- bleu
model-index:
- name: t5-small-finetuned-de-en-nofp16
results:
- task:
name: Sequence-to-sequence Language Modeling
type: text2text-generation
dataset:
name: wmt14
type: wmt14
args: de-en
metrics:
- name: Bleu
type: bleu
value: 9.5801
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# t5-small-finetuned-de-en-nofp16
This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the wmt14 dataset.
It achieves the following results on the evaluation set:
- Loss: 2.1460
- Bleu: 9.5801
- Gen Len: 17.333
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
### Training results
| Training Loss | Epoch | Step | Validation Loss | Bleu | Gen Len |
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
| No log | 1.0 | 188 | 2.1899 | 9.4821 | 17.312 |
| No log | 2.0 | 376 | 2.1986 | 9.5705 | 17.3853 |
| 1.2118 | 3.0 | 564 | 2.1933 | 9.448 | 17.3293 |
| 1.2118 | 4.0 | 752 | 2.1607 | 9.563 | 17.336 |
| 1.2118 | 5.0 | 940 | 2.1460 | 9.5801 | 17.333 |
### Framework versions
- Transformers 4.12.5
- Pytorch 1.10.0+cu111
- Datasets 1.16.1
- Tokenizers 0.10.3
| [
-0.06888359785079956,
0.019914690405130386,
0.003358005080372095,
0.030989069491624832,
0.007141237147152424,
0.006651331204921007,
-0.021059881895780563,
0.017441505566239357,
-0.0391981303691864,
-0.10147088021039963,
0.07169460505247116,
-0.12455864995718002,
-0.015963220968842506,
-0.041140444576740265,
-0.0739048644900322,
0.04724098742008209,
0.08610910922288895,
-0.0885268822312355,
-0.1009853258728981,
-0.03159115090966225,
0.0012803199933841825,
0.08061089366674423,
0.031227368861436844,
0.08809125423431396,
-0.02862059324979782,
0.0015069234650582075,
-0.04152784124016762,
0.07519810646772385,
0.03396894410252571,
-0.023289920762181282,
0.01053685788065195,
0.11835761368274689,
0.025361711159348488,
-0.014962236396968365,
0.014600147493183613,
0.06616605073213577,
-0.043643102049827576,
-0.0629715770483017,
-0.028323963284492493,
-0.04852321371436119,
0.027183227241039276,
-0.017189107835292816,
-0.014330715872347355,
0.09743553400039673,
0.024695103988051414,
-0.03448989987373352,
-0.008679918013513088,
-0.07759808003902435,
-0.045216068625450134,
-0.011710631661117077,
-0.08214814215898514,
-0.0005129469791427255,
0.023582035675644875,
-0.012219048105180264,
-0.023877808824181557,
-0.025560490787029266,
-0.04742898792028427,
-0.0033053031656891108,
-0.0018095772247761488,
0.008278658613562584,
0.00797637552022934,
-0.02898782677948475,
-0.05773397907614708,
-0.01789562776684761,
-0.04463230073451996,
-0.026494765654206276,
0.04337695240974426,
-0.02034301683306694,
0.033789727836847305,
-0.041035450994968414,
0.027835072949528694,
0.008914753794670105,
-0.024144280701875687,
0.050034474581480026,
0.024958493188023567,
0.07758191227912903,
0.024371743202209473,
0.026739181950688362,
0.07956784218549728,
-0.07982464134693146,
-0.06512756645679474,
-0.0725480243563652,
0.049674142152071,
-0.05198206007480621,
0.0369480736553669,
-0.005180728156119585,
0.04072803631424904,
0.028348568826913834,
0.038470689207315445,
-0.010727394372224808,
0.014871694147586823,
-0.001813731505535543,
-0.03653675690293312,
0.08073820918798447,
-0.015665018931031227,
0.0376574732363224,
0.015945689752697945,
-0.008768006227910519,
-0.07201572507619858,
0.10625717043876648,
-0.00010249447223031893,
0.08756016194820404,
0.05190293490886688,
0.10606703162193298,
-0.027371887117624283,
-0.056546203792095184,
0.08040580153465271,
0.05949733778834343,
0.05111564323306084,
-0.09412848949432373,
0.08057557046413422,
0.03636696934700012,
-0.00786462053656578,
0.0431864857673645,
0.037349823862314224,
0.06293779611587524,
-0.06886664032936096,
0.007568338420242071,
-0.05929587781429291,
0.07943190634250641,
-0.050276365131139755,
-0.036776624619960785,
-0.03808886930346489,
-0.0537436343729496,
-0.06100030243396759,
-0.043189845979213715,
-0.057112593203783035,
4.308718339615446e-33,
0.10210097581148148,
0.045605115592479706,
0.014775467105209827,
0.05014701560139656,
0.012236010283231735,
-0.06449459493160248,
-0.026989800855517387,
-0.00422088336199522,
-0.058149535208940506,
-0.008458137512207031,
-0.0676889419555664,
-0.01725449599325657,
-0.027617977932095528,
0.0476057343184948,
0.06445002555847168,
-0.07527711987495422,
-0.049408141523599625,
0.06223398819565773,
0.06195676326751709,
0.06831776350736618,
0.11760080605745316,
0.056519825011491776,
-0.01668515056371689,
-0.13388454914093018,
0.003455990692600608,
0.15302325785160065,
0.03825853392481804,
-0.02104288339614868,
-0.03238292410969734,
0.053293172270059586,
-0.06058444827795029,
-0.07206397503614426,
-0.014202937483787537,
-0.03246511146426201,
0.018272919580340385,
-0.020426278933882713,
0.029675906524062157,
-0.017625341191887856,
-0.016522515565156937,
-0.06270400434732437,
0.06198839098215103,
0.06548124551773071,
-0.023112565279006958,
-0.05088203772902489,
-0.0008278021705336869,
-0.008835897780954838,
0.11018513143062592,
-0.011113214306533337,
-0.016066785901784897,
-0.003424486145377159,
-0.03352151811122894,
0.003309757448732853,
0.04844563081860542,
-0.09733796119689941,
-0.036839306354522705,
-0.0007027090759947896,
0.0854402408003807,
0.07523716986179352,
0.03618766367435455,
0.04071259871125221,
0.016212567687034607,
0.02742020972073078,
-0.006051158532500267,
0.02546403929591179,
0.04590245336294174,
-0.008653401397168636,
-0.029095890000462532,
-0.060495372861623764,
-0.004189071245491505,
-0.004337639547884464,
-0.015336073935031891,
-0.006028902716934681,
0.03612901642918587,
-0.017647402361035347,
0.10465461760759354,
-0.04538225755095482,
0.04911767318844795,
-0.08881612867116928,
-0.12189605087041855,
0.002847539260983467,
-0.031568702310323715,
0.04128033667802811,
0.025253990665078163,
-0.08951721340417862,
-0.07630033791065216,
-0.043272826820611954,
0.0371551550924778,
-0.046672217547893524,
0.023061519488692284,
0.02873324789106846,
-0.017599940299987793,
0.04699134826660156,
-0.05004704371094704,
-0.0015620103804394603,
-0.02223055437207222,
-3.8486592380623734e-33,
-0.03586547076702118,
-0.0017553167417645454,
0.0010811274405568838,
0.020289866253733635,
-0.00005204422268434428,
-0.026044394820928574,
0.07117137312889099,
0.10771187394857407,
0.026497183367609978,
-0.03201250731945038,
0.14193135499954224,
-0.017642764374613762,
-0.042669132351875305,
-0.06067957729101181,
0.042655687779188156,
0.023078553378582,
-0.02949264645576477,
-0.03340015187859535,
0.04471961036324501,
0.017615171149373055,
0.06704916059970856,
0.11522399634122849,
-0.08724693953990936,
0.004113079980015755,
0.000928676628973335,
0.04492992162704468,
0.03409663587808609,
0.06686022877693176,
-0.00475291395559907,
-0.06252710521221161,
0.0397840179502964,
-0.06548721343278885,
-0.014619867317378521,
0.08333063870668411,
-0.01459180936217308,
0.00830103363841772,
0.005378874484449625,
-0.0040705143474042416,
-0.036880433559417725,
0.09743550419807434,
0.0646234080195427,
0.06860287487506866,
-0.0483534038066864,
0.029278909787535667,
-0.05788738280534744,
-0.05791008472442627,
-0.018125055357813835,
-0.07311931252479553,
0.059953153133392334,
-0.03160960227251053,
0.06993856281042099,
-0.02364569529891014,
-0.07552112638950348,
-0.035711050033569336,
-0.040787871927022934,
-0.05300823599100113,
0.06795370578765869,
-0.026592444628477097,
-0.07290717959403992,
-0.011222775094211102,
-0.04030924290418625,
-0.030294528231024742,
-0.016181815415620804,
-0.027645200490951538,
0.04368702694773674,
0.03501119464635849,
-0.03481539711356163,
0.004726021084934473,
0.006673383992165327,
0.0181319210678339,
-0.027824396267533302,
0.050245851278305054,
0.03796892985701561,
0.010050039738416672,
-0.023442771285772324,
-0.00719304708763957,
-0.046827320009469986,
0.024943357333540916,
0.023072659969329834,
-0.0675308108329773,
-0.05608027055859566,
0.007935626432299614,
0.05315352603793144,
0.013936989940702915,
0.07532089203596115,
-0.036163195967674255,
0.0327344685792923,
0.06146061047911644,
0.002215938176959753,
0.007928728125989437,
0.007497219368815422,
0.01752026006579399,
0.02707546204328537,
0.1129109337925911,
-0.016790349036455154,
-5.7195435942958284e-8,
-0.05072862282395363,
-0.009203186258673668,
-0.09829693287611008,
0.14170899987220764,
-0.014026204124093056,
-0.02410830557346344,
-0.05746570602059364,
-0.03423446789383888,
0.017269909381866455,
0.02899150736629963,
0.04691052809357643,
-0.0028669103048741817,
-0.09364911168813705,
0.012631112709641457,
0.014134672470390797,
-0.04120519384741783,
-0.06212736666202545,
0.01595798321068287,
-0.018623655661940575,
-0.07593567669391632,
0.03715675696730614,
-0.010892290621995926,
0.06036129966378212,
-0.07133165001869202,
0.06379491090774536,
-0.07349611818790436,
-0.06148753687739372,
0.07013744115829468,
0.02549738623201847,
-0.05216662585735321,
0.01404736191034317,
0.002496772212907672,
-0.02859019860625267,
0.020708119496703148,
0.017155133187770844,
0.0699329599738121,
-0.06692607700824738,
0.039513424038887024,
0.03900860622525215,
0.11283861100673676,
0.004275046288967133,
0.02169402502477169,
-0.10476870834827423,
-0.017519088461995125,
0.048502348363399506,
-0.019362831488251686,
-0.04228079691529274,
-0.08327596634626389,
0.08333834260702133,
0.04229502007365227,
0.02040458656847477,
-0.015663331374526024,
-0.0007855838630348444,
0.014255060814321041,
0.020351555198431015,
0.0585264153778553,
-0.019485067576169968,
-0.033503033220767975,
-0.027860131114721298,
-0.035283658653497696,
0.02897823601961136,
-0.060964275151491165,
-0.03157372772693634,
-0.025287561118602753
] |
royeis/T5-FlowNLG-Planner | fc45f8c2f98bdb5690f5f5f40280f0306a04db8f | 2021-12-26T17:35:56.000Z | [
"pytorch",
"t5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | royeis | null | royeis/T5-FlowNLG-Planner | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
royeis/T5-FlowNLG-Realizer | 00618656582f50e53442b6400a128bf536e91116 | 2021-12-26T17:28:10.000Z | [
"pytorch",
"jax",
"t5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | royeis | null | royeis/T5-FlowNLG-Realizer | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rpeng35/DialoGPT-small-erenyeager | 4ef76067eb8f7311da5fa9d5e8743262b48bcec0 | 2021-08-27T22:40:01.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | rpeng35 | null | rpeng35/DialoGPT-small-erenyeager | 0 | null | transformers | ---
tags:
- conversational
---
#Eren Yeager DialoGPT Model | [
-0.015482530929148197,
-0.02023034356534481,
0.035100776702165604,
-0.048570454120635986,
0.04489670321345329,
-0.053666725754737854,
0.15486907958984375,
0.000041636216337792575,
0.08114998787641525,
-0.044858478009700775,
0.00812950823456049,
-0.0278629120439291,
-0.02897375077009201,
-0.010410535149276257,
0.046170320361852646,
0.017140261828899384,
0.0061382208950817585,
-0.0326693132519722,
-0.03637416660785675,
0.001427208655513823,
-0.02119937725365162,
0.12867161631584167,
0.08042972534894943,
0.06820288300514221,
-0.007713597733527422,
-0.039657898247241974,
-0.021717626601457596,
-0.020195376127958298,
0.06534421443939209,
-0.07049636542797089,
0.03767476603388786,
0.02478364296257496,
0.07469984143972397,
0.05432003363966942,
-0.06262943148612976,
0.04223528131842613,
0.06645223498344421,
0.008483975194394588,
-0.04528043046593666,
0.010996575467288494,
-0.06487555801868439,
0.0009385934681631625,
-0.08947805315256119,
0.008395618759095669,
0.02218516916036606,
-0.05020252987742424,
-0.12708963453769684,
-0.035507023334503174,
-0.040492478758096695,
0.027973094955086708,
-0.07893584668636322,
-0.021216729655861855,
-0.019620753824710846,
0.05692887678742409,
0.010761784389615059,
0.039433207362890244,
-0.03555033355951309,
-0.06849317252635956,
0.028370877727866173,
0.030435461550951004,
-0.04324456676840782,
-0.026231026276946068,
-0.10459544509649277,
-0.011313402093946934,
-0.01881800964474678,
0.06473561376333237,
-0.044079508632421494,
0.04963503032922745,
-0.011025640182197094,
0.11167940497398376,
0.01816113293170929,
-0.03700336068868637,
-0.02252747304737568,
0.017612066119909286,
-0.01053495891392231,
0.022961925715208054,
-0.017567893490195274,
0.035826947540044785,
0.046244580298662186,
-0.024921894073486328,
0.011411192826926708,
-0.05577996373176575,
0.052092086523771286,
-0.015827085822820663,
-0.005024043843150139,
-0.08361170440912247,
-0.04869759455323219,
-0.027723165228962898,
0.014813932590186596,
-0.012870489619672298,
-0.05333031341433525,
-0.062431178987026215,
0.06088372319936752,
0.046855323016643524,
0.009680482558906078,
0.0317329540848732,
-0.01954677328467369,
-0.11272134631872177,
-0.02559332549571991,
0.10388173907995224,
0.0006906437338329852,
0.05592312663793564,
0.04776943847537041,
-0.05415638908743858,
-0.03518788516521454,
-0.00297927251085639,
-0.007594268769025803,
-0.008298776112496853,
0.0018072123639285564,
-0.05509980395436287,
-0.03049962967634201,
-0.012783232145011425,
0.03055938519537449,
-0.02955647185444832,
0.0896751806139946,
-0.11428047716617584,
0.041572220623493195,
-0.018065406009554863,
0.0027050138451159,
-0.029248710721731186,
-0.008553016930818558,
0.06724655628204346,
-0.055738627910614014,
-0.030973557382822037,
-0.02541225403547287,
-0.056802306324243546,
-0.031416259706020355,
-1.8970451553694033e-34,
0.12573744356632233,
0.018573090434074402,
0.0022706135641783476,
0.09202681481838226,
0.05750957503914833,
0.08470769971609116,
-0.055614713579416275,
-0.004105137195438147,
0.0012977845035493374,
-0.02195698767900467,
0.0262831449508667,
-0.12100578844547272,
-0.07475855201482773,
0.050847820937633514,
0.024787552654743195,
-0.00031620918889530003,
-0.09981485456228256,
0.07141698896884918,
0.0021349654998630285,
-0.09063560515642166,
-0.013412701897323132,
0.04887312278151512,
0.02062283083796501,
0.028038030490279198,
0.11619895696640015,
0.017516743391752243,
0.05955515801906586,
-0.09990710765123367,
-0.006049001589417458,
0.05068715661764145,
-0.024258531630039215,
-0.011995388194918633,
0.0016693442594259977,
0.03125857934355736,
-0.014327940531075,
0.016603082418441772,
-0.0176200270652771,
-0.009708111174404621,
0.010441311635077,
-0.11711098253726959,
-0.05822670832276344,
0.01742512173950672,
-0.03163870424032211,
-0.04250464215874672,
-0.02989848144352436,
0.021540334448218346,
0.03309043496847153,
0.04809367656707764,
0.0358075276017189,
0.03244515135884285,
-0.03754369914531708,
0.001928086974658072,
-0.027334416285157204,
-0.013060779310762882,
-0.007498565595597029,
-0.0421014279127121,
0.007396003231406212,
0.04744381830096245,
0.010672250762581825,
-0.026035822927951813,
0.06128151714801788,
0.0187802966684103,
0.05433158576488495,
-0.0708850622177124,
0.14439387619495392,
0.07647932320833206,
-0.08361971378326416,
-0.018585534766316414,
-0.00327545334585011,
-0.009332622401416302,
-0.057801682502031326,
-0.01733969710767269,
-0.0024257174227386713,
0.040923479944467545,
-0.04544003680348396,
-0.0005949969636276364,
-0.059050220996141434,
-0.05886179581284523,
0.0434650182723999,
0.08023403584957123,
-0.047092925757169724,
-0.055668871849775314,
-0.07554938644170761,
-0.0051508680917322636,
-0.023869287222623825,
-0.024211090058088303,
0.08046458661556244,
-0.06008230894804001,
0.0035664383322000504,
0.096013143658638,
0.03048153780400753,
0.0028152628801763058,
-0.0474986769258976,
-0.02814609184861183,
-0.0977289155125618,
-8.914504672834824e-34,
-0.014568495564162731,
-0.024645298719406128,
-0.12360329926013947,
0.10510776937007904,
0.036866459995508194,
-0.06932385265827179,
0.04997813329100609,
0.13947899639606476,
0.02280459739267826,
-0.030769122764468193,
0.014404049143195152,
0.020340081304311752,
0.0007753290701657534,
0.008263790048658848,
0.0776798203587532,
-0.010889905504882336,
0.06384050101041794,
-0.05417226254940033,
0.0002944644948001951,
0.016427841037511826,
0.06666557490825653,
-0.04309406504034996,
-0.09960652142763138,
0.023356130346655846,
0.005779629573225975,
-0.00500312028452754,
0.00215058377943933,
0.0628337562084198,
0.05976191908121109,
-0.07663237303495407,
-0.06647245585918427,
0.010523970238864422,
-0.03532193601131439,
-0.053589798510074615,
0.012950480915606022,
0.025201471522450447,
0.05794939771294594,
0.008036157116293907,
-0.02284453809261322,
-0.0011276889126747847,
0.05952436104416847,
-0.033667370676994324,
-0.0317290723323822,
-0.03654688596725464,
0.007230836432427168,
-0.017911169677972794,
-0.06696641445159912,
-0.04621882736682892,
-0.09693608433008194,
-0.008255046792328358,
0.016786105930805206,
0.00038601073902100325,
-0.02366066724061966,
-0.00655034463852644,
-0.10210311412811279,
-0.06088961288332939,
0.029690630733966827,
-0.07210422307252884,
-0.0058043641038239,
0.016586177051067352,
-0.05405673757195473,
-0.020539868623018265,
0.04693754389882088,
-0.02986709028482437,
0.02917487919330597,
-0.07906510680913925,
-0.0068358187563717365,
0.033739134669303894,
0.03705398738384247,
-0.046379439532756805,
0.09923587739467621,
-0.016602376475930214,
0.023756304755806923,
0.009237457998096943,
0.00398434279486537,
-0.008035619743168354,
0.008931653574109077,
-0.03951309993863106,
0.028333447873592377,
-0.09077374637126923,
0.012829015962779522,
0.00786178931593895,
0.02047206461429596,
0.05339643731713295,
0.06361862272024155,
0.025706982240080833,
-0.01050370279699564,
0.08197987824678421,
0.016644714400172234,
0.040095895528793335,
0.054347407072782516,
-0.037779394537210464,
-0.0033838218078017235,
0.11808157712221146,
-0.02023826539516449,
-2.7316840345292803e-8,
-0.10404966026544571,
-0.049464546144008636,
0.0005393123137764633,
0.02066675014793873,
0.04170910269021988,
0.006493241060525179,
0.06703003495931625,
0.029066696763038635,
-0.07922568172216415,
0.007745460141450167,
0.0705290213227272,
0.10670825093984604,
-0.05608435347676277,
0.023508654907345772,
0.007139723282307386,
0.005113569088280201,
-0.046478237956762314,
0.08186540752649307,
-0.010551991872489452,
-0.061061207205057144,
0.12817531824111938,
0.008787056431174278,
-0.04957444593310356,
0.06147964298725128,
0.052281834185123444,
0.03701592981815338,
-0.09393852204084396,
0.044323500245809555,
-0.035888832062482834,
0.03308359161019325,
0.08356159925460815,
0.09506942331790924,
-0.09600505977869034,
0.02313385158777237,
-0.0031936110462993383,
0.04069548100233078,
-0.022443639114499092,
-0.024080954492092133,
-0.012078402563929558,
-0.06756126135587692,
0.010596939362585545,
0.012679104693233967,
-0.0916595309972763,
-0.018016796559095383,
0.0753803476691246,
0.014169161207973957,
-0.03368357568979263,
-0.07689177244901657,
0.01210577692836523,
-0.005341651383787394,
-0.01106982585042715,
-0.025549285113811493,
0.0683043822646141,
0.03513464704155922,
-0.0069698067381978035,
-0.015504651702940464,
0.03283870220184326,
-0.035896189510822296,
0.04174938425421715,
0.03301890194416046,
0.08340182900428772,
0.046579789370298386,
0.024840421974658966,
-0.0015632440336048603
] |
rpv/distilbert-base-uncased-finetuned-squad | c0ffad5c963ca4bfb1f05a2b9e81e4c1da2f0b3d | 2022-01-29T15:44:17.000Z | [
"pytorch",
"distilbert",
"question-answering",
"dataset:squad",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index",
"autotrain_compatible"
] | question-answering | false | rpv | null | rpv/distilbert-base-uncased-finetuned-squad | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- squad
model-index:
- name: distilbert-base-uncased-finetuned-squad
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# distilbert-base-uncased-finetuned-squad
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the squad dataset.
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6
### Framework versions
- Transformers 4.16.1
- Pytorch 1.10.0+cu111
- Datasets 1.18.2
- Tokenizers 0.11.0
| [
-0.0699382796883583,
-0.046042609959840775,
-0.02390577830374241,
0.039351560175418854,
0.03942247852683067,
0.006466332357376814,
-0.024306148290634155,
0.010742603801190853,
-0.11551156640052795,
-0.10443965345621109,
0.08442723751068115,
-0.03468851000070572,
-0.009167770855128765,
-0.0547628179192543,
-0.05623216554522514,
0.03862691670656204,
0.08680055290460587,
-0.0335816964507103,
-0.11671888083219528,
0.019215913489460945,
-0.0026206003967672586,
-0.0022918132599443197,
-0.0032882869709283113,
0.028748759999871254,
-0.05071473866701126,
0.0024082197342067957,
-0.042219072580337524,
0.04651281610131264,
0.005186730995774269,
-0.08239848166704178,
0.05308208242058754,
-0.023400530219078064,
0.037715062499046326,
0.056694548577070236,
0.02778095193207264,
0.05355578660964966,
0.016774583607912064,
-0.05470886081457138,
0.020723359659314156,
0.01292446255683899,
0.0268753319978714,
-0.04387880861759186,
-0.056937724351882935,
0.08920903503894806,
0.041856084018945694,
0.05200015380978584,
-0.046144016087055206,
-0.04563470557332039,
-0.015649812296032906,
-0.020854588598012924,
-0.11427520960569382,
-0.09626578539609909,
0.07736308127641678,
-0.013758402317762375,
-0.017160562798380852,
0.015041026286780834,
-0.022593919187784195,
-0.024101275950670242,
-0.04195050895214081,
-0.040368590503931046,
-0.02709239535033703,
-0.0071226623840630054,
-0.06958291679620743,
-0.052072279155254364,
-0.0875801146030426,
-0.03169360011816025,
0.03611323609948158,
0.00848084781318903,
0.13564112782478333,
-0.022005395963788033,
0.07600346952676773,
0.045793432742357254,
-0.03544941544532776,
0.02416147291660309,
-0.022116661071777344,
0.08954724669456482,
0.022883186116814613,
0.04988865554332733,
0.09397833049297333,
-0.12866158783435822,
-0.03380965813994408,
-0.07088898122310638,
0.049786802381277084,
-0.026274079456925392,
0.06397569179534912,
0.013931977562606335,
0.03103312849998474,
0.016430892050266266,
0.04465429484844208,
0.013675514608621597,
-0.015476805157959461,
0.01677406206727028,
-0.016195572912693024,
0.02711714245378971,
-0.009262578561902046,
0.050775110721588135,
0.030545774847269058,
0.025092775002121925,
-0.08778239786624908,
0.12758202850818634,
-0.03741605952382088,
0.017959363758563995,
0.03663709759712219,
0.029527613893151283,
-0.05029813572764397,
-0.016009999439120293,
0.018291912972927094,
0.08516034483909607,
0.035659871995449066,
-0.052294593304395676,
0.028862694278359413,
0.021599749103188515,
-0.031350161880254745,
0.02329590544104576,
0.00012043081369483843,
0.04054316505789757,
-0.0036047229077667,
0.03520182520151138,
-0.06854838132858276,
0.09955956786870956,
0.01657550409436226,
-0.04056299105286598,
-0.004358005244284868,
0.017777716740965843,
-0.05042631924152374,
-0.04503384977579117,
-0.0997750461101532,
3.136821001506675e-33,
0.06612585484981537,
0.035203833132982254,
-0.04637456312775612,
-0.021089913323521614,
0.018780097365379333,
0.009516569785773754,
0.010775046423077583,
0.02551116980612278,
-0.05329713970422745,
0.018502920866012573,
-0.0795510932803154,
-0.03235344961285591,
-0.034973982721567154,
0.06498771905899048,
-0.004072002600878477,
-0.06350923329591751,
-0.019079655408859253,
0.05924932658672333,
0.0644921213388443,
0.004261896479874849,
0.07710476964712143,
0.05732867866754532,
-0.06845290213823318,
-0.07818479835987091,
-0.0331529937684536,
0.0620194636285305,
-0.019821830093860626,
-0.0004591637698467821,
0.02725781500339508,
0.07355237007141113,
0.0019384503830224276,
-0.016600418835878372,
-0.02343595400452614,
0.04016449674963951,
-0.016277218237519264,
0.008261962793767452,
-0.02676446922123432,
-0.019863517954945564,
0.024976050481200218,
-0.029163097962737083,
0.043975554406642914,
-0.00579098891466856,
0.05567774176597595,
-0.06356733292341232,
-0.06604664027690887,
-0.041496627032756805,
0.04352584108710289,
0.02239725925028324,
0.04717063531279564,
-0.04293505847454071,
-0.07265044003725052,
-0.011210276745259762,
0.06439261138439178,
-0.11268429458141327,
-0.0881873145699501,
0.027682172134518623,
0.04442216455936432,
0.143219456076622,
-0.03011474758386612,
-0.002816125052049756,
0.03226173669099808,
0.07783931493759155,
-0.010218837298452854,
0.011005472391843796,
-0.037825774401426315,
-0.05458785593509674,
-0.07514254003763199,
-0.042008429765701294,
0.05529526621103287,
0.014454799704253674,
-0.08050122857093811,
0.0020297050941735506,
-0.004182692151516676,
-0.003299719886854291,
0.04924469813704491,
-0.12300854921340942,
0.05882072076201439,
0.011979983188211918,
-0.031431179493665695,
-0.03450392559170723,
-0.022415682673454285,
0.08564431220293045,
-0.03911805897951126,
-0.03603878617286682,
-0.02602304518222809,
-0.035522568970918655,
-0.0004996862844564021,
0.0074307178147137165,
0.0020511106122285128,
-0.0007055741152726114,
0.0005091088823974133,
0.006438728421926498,
-0.0801175907254219,
-0.005244685336947441,
0.006606310606002808,
-3.6089425118091075e-33,
0.03318387269973755,
0.04025035351514816,
-0.0047676279209554195,
0.084296815097332,
0.06881066411733627,
0.022099146619439125,
0.033807024359703064,
0.11450397968292236,
-0.031196128576993942,
-0.02250010333955288,
0.09064836800098419,
-0.0064112404361367226,
-0.07415633648633957,
-0.0778038501739502,
0.013734960928559303,
0.029650216922163963,
-0.09055409580469131,
-0.020472003147006035,
0.009247816167771816,
-0.019222237169742584,
-0.011774185113608837,
0.05621593818068504,
-0.04252126067876816,
0.04944475740194321,
-0.007949772290885448,
-0.010040727443993092,
-0.003100770292803645,
0.08705401420593262,
0.0970742404460907,
0.043540094047784805,
0.015509447082877159,
-0.02769169956445694,
-0.031844716519117355,
0.025877676904201508,
-0.05498875677585602,
0.020796122029423714,
-0.011997002176940441,
0.0000770099795772694,
-0.01345165353268385,
0.13402687013149261,
0.012757950462400913,
0.050793007016181946,
-0.059956785291433334,
0.061301250010728836,
0.014607547782361507,
0.01213742233812809,
0.05690838769078255,
-0.062124624848365784,
-0.011366190388798714,
-0.016098840162158012,
0.013503937050700188,
-0.03760254755616188,
-0.10386919230222702,
0.0040582697838544846,
-0.028233319520950317,
-0.04183834791183472,
0.0023658769205212593,
0.02371932938694954,
-0.05825969576835632,
0.019979972392320633,
-0.011481531895697117,
0.003953810315579176,
-0.0812980905175209,
0.005097873974591494,
-0.03828243538737297,
-0.045207031071186066,
-0.1038297563791275,
0.06385771185159683,
-0.016833463683724403,
0.011824045330286026,
-0.036811646074056625,
0.008752696216106415,
0.06713799387216568,
0.027019672095775604,
-0.04442257806658745,
-0.02254270575940609,
-0.056524768471717834,
0.007032858673483133,
0.011524198576807976,
-0.056088488548994064,
-0.06436001509428024,
0.004447137471288443,
0.017585577443242073,
0.08202581107616425,
0.09836342930793762,
0.08199206739664078,
0.09669046103954315,
0.15226590633392334,
-0.026280509307980537,
-0.07129880785942078,
0.06235163286328316,
-0.024030227214097977,
0.044644810259342194,
0.14976613223552704,
0.018381202593445778,
-6.03358216721972e-8,
0.027779471129179,
0.04128304123878479,
-0.001702228793874383,
0.07573364675045013,
0.03458274528384209,
-0.016704775393009186,
0.010450795292854309,
0.022882629185914993,
-0.04139696806669235,
0.03728654235601425,
0.03906315937638283,
0.021627362817525864,
-0.13642527163028717,
-0.022435788065195084,
-0.009708770550787449,
0.04072258621454239,
-0.055207304656505585,
0.12027741968631744,
-0.04055420309305191,
-0.007101437076926231,
0.007092407904565334,
-0.025158360600471497,
0.002174700377508998,
-0.03723561018705368,
0.07011210918426514,
-0.06413902342319489,
-0.07521684467792511,
0.025697944685816765,
-0.0735599473118782,
0.03731837868690491,
0.01772357150912285,
0.020824264734983444,
0.0048348004929721355,
-0.07517120242118835,
0.01218694169074297,
0.11372770369052887,
-0.05620604380965233,
-0.04028803110122681,
0.03550196811556816,
0.03556348383426666,
-0.006240953225642443,
0.033647213131189346,
-0.04945102334022522,
0.003207129193469882,
0.09306883811950684,
-0.023309029638767242,
0.023832524195313454,
-0.07797624915838242,
0.003985237795859575,
0.0022515172604471445,
0.07662711292505264,
-0.00747322291135788,
-0.049238819628953934,
0.01941557228565216,
0.011501476168632507,
0.038154106587171555,
-0.05578194931149483,
-0.05963445454835892,
0.002961687743663788,
0.0056330012157559395,
0.023573650047183037,
-0.03842538222670555,
0.006641780957579613,
-0.02831137366592884
] |
rtoguchi/t5-small-finetuned-en-to-ro-fp16_off | ef08c61810ae7e4128c89cfbc3dcebb992cd06f1 | 2021-12-03T13:18:24.000Z | [
"pytorch",
"tensorboard",
"t5",
"text2text-generation",
"dataset:wmt16",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index",
"autotrain_compatible"
] | text2text-generation | false | rtoguchi | null | rtoguchi/t5-small-finetuned-en-to-ro-fp16_off | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- wmt16
metrics:
- bleu
model-index:
- name: t5-small-finetuned-en-to-ro-fp16_off
results:
- task:
name: Sequence-to-sequence Language Modeling
type: text2text-generation
dataset:
name: wmt16
type: wmt16
args: ro-en
metrics:
- name: Bleu
type: bleu
value: 7.3056
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# t5-small-finetuned-en-to-ro-fp16_off
This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the wmt16 dataset.
It achieves the following results on the evaluation set:
- Loss: 1.4078
- Bleu: 7.3056
- Gen Len: 18.2556
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
### Training results
| Training Loss | Epoch | Step | Validation Loss | Bleu | Gen Len |
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
| 0.6037 | 1.0 | 7629 | 1.4078 | 7.3056 | 18.2556 |
### Framework versions
- Transformers 4.12.5
- Pytorch 1.10.0+cu111
- Datasets 1.16.1
- Tokenizers 0.10.3
| [
-0.06271142512559891,
0.028835421428084373,
-0.021956628188490868,
0.03407767042517662,
0.024304987862706184,
-0.006015302147716284,
-0.029653973877429962,
0.012890604324638844,
-0.04134180024266243,
-0.11190426349639893,
0.06977289915084839,
-0.09453475475311279,
-0.019928256049752235,
-0.04352112114429474,
-0.07166389375925064,
0.061778225004673004,
0.07594723254442215,
-0.08724291622638702,
-0.09115906804800034,
-0.010423371568322182,
0.0051170215010643005,
0.06692060828208923,
0.03140411525964737,
0.08553177863359451,
-0.03173446282744408,
-0.0022645904682576656,
-0.03954269737005234,
0.07282257825136185,
0.03320199251174927,
-0.013385671190917492,
0.02145574241876602,
0.13777388632297516,
0.04442847520112991,
-0.03536523878574371,
-0.0013691303320229053,
0.06505890190601349,
-0.038029998540878296,
-0.055758364498615265,
-0.021659908816218376,
-0.054041538387537,
0.030734077095985413,
-0.021633995696902275,
-0.03160515055060387,
0.0902741551399231,
0.010720090009272099,
-0.04527617245912552,
0.021448107436299324,
-0.06808070093393326,
-0.038196440786123276,
0.0021377659868448973,
-0.09571972489356995,
0.004552851431071758,
0.01658540964126587,
-0.004227999597787857,
-0.0415528304874897,
-0.02977311611175537,
-0.043814823031425476,
0.01190876867622137,
-0.0016391854733228683,
0.013066157698631287,
-0.00823387410491705,
-0.02307412400841713,
-0.08198455721139908,
-0.011953472159802914,
-0.06026744097471237,
-0.022900491952896118,
0.05363078787922859,
-0.020099423825740814,
0.03450451046228409,
-0.030219970270991325,
0.014617213048040867,
0.024618040770292282,
-0.030101846903562546,
0.05684434995055199,
0.03157348558306694,
0.08064943552017212,
0.03306848555803299,
0.033607468008995056,
0.08420323580503464,
-0.08630404621362686,
-0.060066986829042435,
-0.07626709342002869,
0.04938635975122452,
-0.06181171163916588,
0.03879828751087189,
0.0031041079200804234,
0.02591126598417759,
0.025459734722971916,
0.03358929231762886,
0.009614204987883568,
0.005585943814367056,
-0.016887854784727097,
-0.01624494045972824,
0.07506883889436722,
-0.004004688002169132,
0.03229435533285141,
0.017885394394397736,
-0.010091431438922882,
-0.05831317603588104,
0.11689107865095139,
-0.0161399245262146,
0.08072406053543091,
0.036814816296100616,
0.09014025330543518,
-0.03335355222225189,
-0.05202752351760864,
0.06197579950094223,
0.06410682201385498,
0.02335827238857746,
-0.08619473874568939,
0.09537328034639359,
0.03175625205039978,
0.0025726479943841696,
0.022691072896122932,
0.04005565866827965,
0.07644272595643997,
-0.07562725991010666,
-0.002175547182559967,
-0.062243882566690445,
0.0756368637084961,
-0.04903129115700722,
-0.049106474965810776,
-0.03608183562755585,
-0.045920465141534805,
-0.0230984129011631,
-0.0698399618268013,
-0.05149339884519577,
4.046180859908904e-33,
0.1109953448176384,
0.0547255277633667,
-0.011384222656488419,
0.05396028608083725,
0.017477506771683693,
-0.04817667603492737,
-0.014692047610878944,
-0.016089219599962234,
-0.05129431188106537,
-0.004011164885014296,
-0.05903639644384384,
-0.027822531759738922,
-0.027717893943190575,
0.03523881360888481,
0.07615452259778976,
-0.06310462206602097,
-0.04440018907189369,
0.0551985539495945,
0.05234647914767265,
0.0722116008400917,
0.12078539282083511,
0.06235847249627113,
-0.014337554574012756,
-0.11470293253660202,
-0.007465324830263853,
0.15525658428668976,
0.02013087272644043,
-0.04313620924949646,
-0.01903431862592697,
0.0539410300552845,
-0.040410298854112625,
-0.06262843310832977,
-0.009873957373201847,
-0.025935271754860878,
0.020135167986154556,
-0.007807029876857996,
-0.0028456104919314384,
-0.033623963594436646,
-0.029311683028936386,
-0.055426616221666336,
0.08533072471618652,
0.07585150003433228,
-0.032061126083135605,
-0.0397266186773777,
0.011525512672960758,
-0.02018897607922554,
0.08771111816167831,
-0.005156444385647774,
-0.008558847941458225,
0.01646595634520054,
-0.05570698156952858,
0.015944933518767357,
0.05771302431821823,
-0.09087661653757095,
-0.03420243039727211,
-0.03339724987745285,
0.05934908613562584,
0.09245407581329346,
0.036156993359327316,
0.044010262936353683,
0.016068026423454285,
0.03126399591565132,
0.005632909946143627,
0.04007114842534065,
0.03066813200712204,
-0.01191664207726717,
-0.01865389198064804,
-0.06515303254127502,
-0.00739296292886138,
0.003899820614606142,
-0.004144568461924791,
-0.0004338742874097079,
0.03450827673077583,
0.014265906997025013,
0.08033227920532227,
-0.039971429854631424,
0.06984533369541168,
-0.1074356809258461,
-0.12062718719244003,
0.02053098939359188,
-0.02627110667526722,
0.042389754205942154,
0.04196621850132942,
-0.1032574325799942,
-0.08002876490354538,
-0.05826447159051895,
0.03984175622463226,
-0.05904421582818031,
0.028151128441095352,
0.04930983483791351,
-0.0017882990650832653,
0.05179286003112793,
-0.05212065577507019,
0.009752227924764156,
-0.024148765951395035,
-3.435625788013946e-33,
-0.0385335311293602,
-0.00877296831458807,
0.012572651728987694,
0.02017398737370968,
-0.021158935502171516,
-0.028646418824791908,
0.06944236159324646,
0.09595974534749985,
0.018018139526247978,
-0.040327731519937515,
0.14154720306396484,
-0.02587585523724556,
-0.04159393534064293,
-0.06012316793203354,
0.05729800462722778,
-0.013947841711342335,
-0.015433249995112419,
-0.018165359273552895,
0.04853364825248718,
0.031411074101924896,
0.0407470166683197,
0.12447750568389893,
-0.07192085683345795,
0.016978487372398376,
0.015127318911254406,
0.034594494849443436,
0.029749108478426933,
0.06966851651668549,
-0.023047465831041336,
-0.05333587899804115,
0.046433862298727036,
-0.05736583471298218,
-0.03191426396369934,
0.06866441667079926,
-0.029865333810448647,
0.024791007861495018,
-0.006666372995823622,
0.02164112776517868,
-0.02906278520822525,
0.10494414716959,
0.0953105017542839,
0.07203616946935654,
-0.059904392808675766,
0.01482755970209837,
-0.06272859871387482,
-0.05334700271487236,
-0.038064081221818924,
-0.08096849173307419,
0.058699097484350204,
-0.05772208049893379,
0.06798871606588364,
-0.02531374618411064,
-0.06599749624729156,
-0.04803856462240219,
-0.014411035925149918,
-0.05014948546886444,
0.062343016266822815,
-0.015373066067695618,
-0.07872612774372101,
-0.0040161265060305595,
-0.03169025480747223,
-0.034438494592905045,
-0.026441683992743492,
-0.029322389513254166,
0.04200642183423042,
0.024461744353175163,
-0.00512301130220294,
0.010143646970391273,
0.009313879534602165,
0.033588021993637085,
-0.023959403857588768,
0.060208626091480255,
0.03489721193909645,
0.03404706344008446,
-0.0077448319643735886,
0.013472052291035652,
-0.050845917314291,
0.032357681542634964,
0.0011524386936798692,
-0.0706435889005661,
-0.0636567547917366,
0.007066210266202688,
0.04568903520703316,
0.02789812535047531,
0.05732521414756775,
-0.038344141095876694,
0.009183380752801895,
0.07061196118593216,
0.009310842491686344,
-0.00047378806630149484,
0.01564394123852253,
0.016451792791485786,
0.027556752786040306,
0.10861054807901382,
0.0032359876204282045,
-5.643525469167798e-8,
-0.03246632590889931,
-0.026369331404566765,
-0.0967985987663269,
0.14715483784675598,
-0.018042469397187233,
-0.013841665349900723,
-0.05910459905862808,
-0.03967444598674774,
-0.012037742882966995,
0.02798439934849739,
0.033812519162893295,
-0.000020804913219762966,
-0.0901251956820488,
-0.014582582749426365,
0.022346561774611473,
-0.04355334863066673,
-0.07700745016336441,
0.041354186832904816,
-0.026007039472460747,
-0.08672017604112625,
0.037988871335983276,
-0.016398554667830467,
0.05589807406067848,
-0.04751505330204964,
0.07028665393590927,
-0.06158975511789322,
-0.05609143525362015,
0.07816986739635468,
0.03090011142194271,
-0.05915139615535736,
0.02679007314145565,
-0.004986213985830545,
-0.01878141425549984,
0.02443912997841835,
0.011503632180392742,
0.05669010803103447,
-0.07698681205511093,
0.04437057301402092,
0.017697352916002274,
0.10755051672458649,
0.01926950179040432,
0.023904554545879364,
-0.10260201245546341,
-0.02723168022930622,
0.04321644455194473,
-0.004632518161088228,
-0.0504821352660656,
-0.07023647427558899,
0.07379404455423355,
0.007216756697744131,
0.02178427204489708,
-0.004406571388244629,
0.014854852110147476,
0.004752311855554581,
0.03817533329129219,
0.05424615740776062,
-0.00736713083460927,
-0.03841133415699005,
-0.018918748944997787,
-0.04954021796584129,
0.01277307141572237,
-0.04580715671181679,
-0.03955318033695221,
-0.04326235130429268
] |
ruselkomp/distilbert-base-multilingual-cased-finetuned-squad | d321023866d51fdb272ec8dff35caa25c747d7f2 | 2021-12-20T16:14:10.000Z | [
"pytorch",
"tensorboard",
"distilbert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | ruselkomp | null | ruselkomp/distilbert-base-multilingual-cased-finetuned-squad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
ruselkomp/sbert_large_nlu_ru-finetuned-squad-full | 2701b2bd2f1212b469213484984b644275fc0226 | 2021-12-22T18:06:38.000Z | [
"pytorch",
"tensorboard",
"bert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | ruselkomp | null | ruselkomp/sbert_large_nlu_ru-finetuned-squad-full | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
ruselkomp/sbert_large_nlu_ru-finetuned-squad | ff0438f601cdc24a2cb47496eb2bb57a10fb84da | 2021-12-22T12:15:18.000Z | [
"pytorch",
"tensorboard",
"bert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | ruselkomp | null | ruselkomp/sbert_large_nlu_ru-finetuned-squad | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
rwang97/wav2vec2-base-timit-demo-colab | 3009c10c9287cc4f94becfacb4332ac7b059c86d | 2021-12-08T22:12:30.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | rwang97 | null | rwang97/wav2vec2-base-timit-demo-colab | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: wav2vec2-base-timit-demo-colab
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-base-timit-demo-colab
This model is a fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4473
- Wer: 0.3380
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0001
- train_batch_size: 32
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- num_epochs: 30
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 0.1048 | 4.0 | 500 | 0.4370 | 0.3475 |
| 0.0871 | 8.0 | 1000 | 0.4489 | 0.3405 |
| 0.0651 | 12.0 | 1500 | 0.4473 | 0.3380 |
| 0.0703 | 16.0 | 2000 | 0.4473 | 0.3380 |
| 0.0676 | 20.0 | 2500 | 0.4473 | 0.3380 |
| 0.0714 | 24.0 | 3000 | 0.4473 | 0.3380 |
| 0.0742 | 28.0 | 3500 | 0.4473 | 0.3380 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.13.3
- Tokenizers 0.10.3
| [
-0.06013023853302002,
-0.06005045026540756,
-0.03484273701906204,
0.023747242987155914,
0.021716205403208733,
0.0017584663582965732,
-0.08006709069013596,
-0.044355280697345734,
-0.040956683456897736,
-0.08874202519655228,
0.0224895179271698,
-0.1270684450864792,
0.01336156576871872,
-0.05859464406967163,
-0.07781929522752762,
0.0056510670110583305,
0.045497506856918335,
-0.05023396387696266,
-0.045013438910245895,
-0.002643674612045288,
0.009016534313559532,
0.027543848380446434,
0.09605216234922409,
-0.0019532376900315285,
0.022697146981954575,
0.03936619311571121,
-0.062011606991291046,
0.04463880881667137,
0.03427847474813461,
-0.0508822426199913,
0.10967549681663513,
0.028748679906129837,
0.02401072531938553,
-0.0020702488254755735,
0.000257092498941347,
-0.010903161950409412,
-0.016444802284240723,
-0.04256851598620415,
-0.004658887628465891,
-0.05977524816989899,
0.026671255007386208,
-0.013114778324961662,
-0.037207890301942825,
0.08662432432174683,
-0.03294916823506355,
-0.0013209006283432245,
-0.04842967540025711,
-0.05817458778619766,
-0.055032700300216675,
0.015988335013389587,
-0.0501813143491745,
-0.10702241957187653,
0.048727113753557205,
0.034476764500141144,
-0.0755857452750206,
0.023245563730597496,
-0.00378321367315948,
0.058166928589344025,
0.035851191729307175,
0.019985154271125793,
0.003369884565472603,
-0.0378938652575016,
-0.05847490206360817,
-0.04355037584900856,
-0.028294088318943977,
-0.06943704932928085,
-0.06855536997318268,
0.003915175795555115,
0.08704911917448044,
-0.062419068068265915,
-0.031249694526195526,
0.0725010558962822,
0.02351522259414196,
0.016553033143281937,
0.033068329095840454,
0.018893936648964882,
0.0464005246758461,
0.0571288987994194,
0.061576150357723236,
-0.06832179427146912,
0.0012966584181413054,
-0.07104568183422089,
0.07135672867298126,
-0.057787880301475525,
0.05684049054980278,
0.016875997185707092,
0.04177591949701309,
-0.033134154975414276,
-0.006326892413198948,
-0.014728609472513199,
-0.06801844388246536,
0.05555650591850281,
-0.001535595627501607,
0.05446229502558708,
0.0023844761308282614,
0.05613437667489052,
0.009258286096155643,
0.04957893490791321,
-0.043874938040971756,
0.10458776354789734,
-0.004514327272772789,
0.022285398095846176,
0.0037652032915502787,
0.003230797126889229,
0.0339713878929615,
-0.08709220588207245,
-0.06026329845190048,
0.10804051160812378,
0.12236614525318146,
-0.047740064561367035,
0.07568863779306412,
0.0965513363480568,
-0.04811299219727516,
0.011940875090658665,
0.07297183573246002,
0.09625345468521118,
-0.0028809746727347374,
-0.006433469243347645,
-0.008608609437942505,
0.0408603809773922,
-0.0549989715218544,
-0.0028674874920397997,
-0.04086064174771309,
-0.034415144473314285,
-0.055920928716659546,
-0.07610353082418442,
-0.07211709767580032,
2.7881309898153903e-33,
0.06204374507069588,
0.029586652293801308,
-0.011223901063203812,
-0.03292034566402435,
0.05509386211633682,
-0.08350721746683121,
0.0009312215843237936,
-0.04331296682357788,
0.04674242436885834,
-0.0601707398891449,
-0.06127813458442688,
-0.021398834884166718,
-0.029699452221393585,
0.0866059884428978,
0.02011272683739662,
-0.07191049307584763,
-0.05335728079080582,
-0.012056536041200161,
0.045452918857336044,
0.02074921689927578,
0.10828200727701187,
-0.004859304521232843,
-0.03299570083618164,
0.001721818232908845,
0.02926212176680565,
0.06897366046905518,
0.02730913832783699,
0.04902718961238861,
0.04056398198008537,
0.04471170902252197,
-0.04430689290165901,
-0.018702898174524307,
-0.035973116755485535,
-0.059233106672763824,
0.04103338345885277,
0.027698252350091934,
0.03284475952386856,
0.06429748982191086,
-0.03576106205582619,
-0.07220059633255005,
0.0047268434427678585,
-0.006380046717822552,
0.028745179995894432,
-0.05726121738553047,
-0.05041973292827606,
-0.09906516969203949,
0.008656265214085579,
0.03418309986591339,
0.02322571724653244,
0.033352963626384735,
-0.049991220235824585,
-0.023546326905488968,
0.03450527414679527,
0.07531002908945084,
-0.03500688821077347,
-0.03630409389734268,
0.07375717163085938,
0.050522055476903915,
-0.028974831104278564,
-0.014151884242892265,
0.04826724901795387,
0.012425954453647137,
0.03601571545004845,
-0.002426417777314782,
-0.04998970031738281,
-0.02044837176799774,
-0.04624069109559059,
-0.025644615292549133,
0.050974536687135696,
0.02410549484193325,
-0.04418302699923515,
0.03071722202003002,
0.02064093016088009,
-0.01940472051501274,
0.029785342514514923,
-0.06912796199321747,
0.021632030606269836,
-0.07054134458303452,
-0.06644931435585022,
-0.012315493077039719,
0.028576726093888283,
0.10082279145717621,
0.008366428315639496,
-0.08179416507482529,
-0.039454150944948196,
-0.04513341933488846,
-0.0025673219934105873,
-0.11863628029823303,
-0.029627354815602303,
0.020149216055870056,
-0.08189868927001953,
0.10278444737195969,
-0.051268886774778366,
-0.03198569267988205,
-0.029548879712820053,
-3.725276412264189e-33,
0.022663988173007965,
0.11060860753059387,
-0.011900979094207287,
0.06640052795410156,
0.010856911540031433,
0.023474333807826042,
0.08813535422086716,
0.11393976956605911,
-0.06214042007923126,
-0.055313751101493835,
0.08126755058765411,
-0.03297211229801178,
-0.036764565855264664,
-0.0017371040303260088,
0.017165854573249817,
0.007911515422165394,
-0.0477854460477829,
-0.005913400556892157,
0.026470143347978592,
-0.003931022714823484,
0.011762588284909725,
0.11185453832149506,
-0.046496108174324036,
0.033460721373558044,
-0.0036629599053412676,
-0.02345244400203228,
-0.0023217452690005302,
0.09308076649904251,
0.06074066460132599,
-0.06026102602481842,
-0.03058197908103466,
-0.02855302393436432,
-0.029020657762885094,
0.017323317006230354,
0.00012925257033202797,
0.04498668015003204,
0.05023965239524841,
-0.01064441166818142,
-0.014290587976574898,
0.07579369843006134,
0.03995048999786377,
0.07427782565355301,
-0.0918964222073555,
0.043661512434482574,
-0.033640824258327484,
0.00013207174197304994,
0.028596987947821617,
-0.04815572872757912,
-0.028368135914206505,
-0.01595590077340603,
0.0807240828871727,
-0.09446518868207932,
-0.019357286393642426,
0.043813638389110565,
-0.030014753341674805,
-0.021579349413514137,
0.03208807483315468,
-0.01576795056462288,
-0.08622489124536514,
-0.001353427767753601,
-0.002882467582821846,
0.03389233350753784,
-0.10706760734319687,
-0.05690617859363556,
0.0032062865793704987,
-0.009213280864059925,
-0.07988330721855164,
0.06571941822767258,
0.034667786210775375,
0.037587203085422516,
-0.03409930691123009,
0.06430967152118683,
0.034518782049417496,
0.02729659713804722,
-0.02553296834230423,
-0.006816960405558348,
-0.050841353833675385,
0.0339852012693882,
-0.03954308107495308,
-0.10199014097452164,
-0.03346416726708412,
0.08540768921375275,
0.07541141659021378,
-0.005114766303449869,
0.11739406734704971,
0.08507441729307175,
0.04352210462093353,
0.042235907167196274,
-0.0472908541560173,
0.04868002235889435,
0.03914082422852516,
0.029482288286089897,
0.007535512559115887,
0.14948803186416626,
0.05230926349759102,
-5.3897377227940524e-8,
-0.05327429622411728,
0.02485152892768383,
-0.046436458826065063,
0.05864892154932022,
0.00136014714371413,
-0.002059599617496133,
0.022714687511324883,
-0.03664001449942589,
-0.004854875151067972,
0.010721828788518906,
-0.011566614732146263,
0.003543353406712413,
-0.0675891861319542,
0.058467667549848557,
-0.026063771918416023,
0.027620412409305573,
0.010817308910191059,
0.0900348350405693,
-0.03548489511013031,
-0.07037392258644104,
0.007445824798196554,
-0.004006473813205957,
-0.0052959308959543705,
0.008524463512003422,
0.07371685653924942,
-0.07758405059576035,
-0.0817720890045166,
0.0723986104130745,
-0.07389398664236069,
-0.018648114055395126,
-0.031561002135276794,
0.03982384875416756,
0.011731656268239021,
-0.10883651673793793,
-0.007882993668317795,
0.1058875024318695,
-0.0699528232216835,
-0.04233219102025032,
-0.013753524981439114,
0.043375637382268906,
-0.02710677497088909,
0.08522740006446838,
-0.050707682967185974,
-0.008465845137834549,
0.05680340528488159,
-0.05731579288840294,
-0.01595330983400345,
-0.07388514280319214,
0.05138798803091049,
0.03945180028676987,
0.00908947829157114,
0.05546342208981514,
-0.030726196244359016,
-0.033816058188676834,
0.050811149179935455,
0.04942585155367851,
-0.09682914614677429,
0.0157439187169075,
-0.018259655684232712,
-0.02302536368370056,
0.022203510627150536,
-0.023074639961123466,
-0.032178714871406555,
-0.03374805301427841
] |
s3h/mt5-small-finetuned-gec | 14d6cfd85ef3bf088ec1decaf6f747b74b6153aa | 2021-12-17T21:47:04.000Z | [
"pytorch",
"mt5",
"feature-extraction",
"transformers"
] | feature-extraction | false | s3h | null | s3h/mt5-small-finetuned-gec | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
s3h/mt5-small-finetuned-src-to-trg | 087e1b5f31b9907f71a98adcaabb11ac58b367c1 | 2021-12-18T20:34:32.000Z | [
"pytorch",
"tensorboard",
"mt5",
"text2text-generation",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index",
"autotrain_compatible"
] | text2text-generation | false | s3h | null | s3h/mt5-small-finetuned-src-to-trg | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: mt5-small-finetuned-src-to-trg
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# mt5-small-finetuned-src-to-trg
This model is a fine-tuned version of [google/mt5-small](https://huggingface.co/google/mt5-small) on an unknown dataset.
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Bleu | Gen Len |
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
| No log | 1.0 | 40 | nan | 0.1737 | 3.1818 |
### Framework versions
- Transformers 4.14.1
- Pytorch 1.6.0
- Datasets 1.16.1
- Tokenizers 0.10.3
| [
-0.09123589843511581,
-0.03913285583257675,
0.04372366517782211,
0.07437692582607269,
0.04347172752022743,
-0.03699301555752754,
-0.03509710729122162,
-0.03851672261953354,
-0.11730580776929855,
-0.0917835459113121,
0.06804949045181274,
-0.05290842428803444,
0.0016789415385574102,
-0.08117815852165222,
-0.11302674561738968,
0.025683946907520294,
0.10497839003801346,
-0.043626569211483,
-0.11651311814785004,
0.011634637601673603,
0.014095045626163483,
0.04496322572231293,
-0.007788259070366621,
0.04527227580547333,
-0.004150026012212038,
0.0055735185742378235,
-0.058375731110572815,
0.029464393854141235,
0.011829615570604801,
-0.054562319070100784,
0.030251922085881233,
0.04169561341404915,
-0.03801599144935608,
0.006910552270710468,
0.010665464214980602,
0.10399147123098373,
-0.03507084771990776,
-0.018331659957766533,
0.019776158034801483,
0.00709904870018363,
0.07288667559623718,
-0.08418485522270203,
-0.01686524972319603,
0.02991524152457714,
0.029019033536314964,
-0.03420303389430046,
-0.027818679809570312,
-0.08687306195497513,
-0.025609077885746956,
-0.020902587100863457,
-0.11414241790771484,
-0.09081748872995377,
0.03236425668001175,
-0.06512326002120972,
-0.07553983479738235,
-0.04962189868092537,
-0.053450047969818115,
-0.03974238038063049,
-0.0007013009744696319,
0.004235904198139906,
-0.037837013602256775,
0.0023846442345529795,
-0.07319588214159012,
-0.002596307313069701,
-0.040190037339925766,
-0.027460601180791855,
0.04294461011886597,
-0.036629751324653625,
0.13591155409812927,
-0.05599679797887802,
0.04372088238596916,
0.06759018450975418,
-0.045299459248781204,
0.06674832105636597,
-0.020046036690473557,
0.03464008867740631,
0.034265533089637756,
0.03733661770820618,
0.06876493245363235,
-0.07618167251348495,
-0.059320222586393356,
-0.03376764804124832,
0.03242836147546768,
-0.04130741208791733,
0.031657617539167404,
0.020063797011971474,
0.05578632280230522,
0.06475327163934708,
0.06024659797549248,
-0.03447135165333748,
0.007209251634776592,
0.043029602617025375,
-0.062184419482946396,
0.03911625221371651,
-0.002149363048374653,
0.0467858649790287,
-0.016454191878437996,
-0.03136812895536423,
-0.09596636146306992,
0.12151587009429932,
0.013480124995112419,
0.07983942329883575,
0.06777915358543396,
0.06029599532485008,
0.008919394575059414,
0.0021086870692670345,
0.00569582637399435,
0.11823543161153793,
0.03333267569541931,
-0.06874603033065796,
0.04804639518260956,
0.058989979326725006,
-0.017087744548916817,
-0.007911374792456627,
0.06549067795276642,
0.08212776482105255,
-0.049843963235616684,
-0.022606059908866882,
-0.04888308793306351,
0.08838780224323273,
-0.05560387298464775,
0.0013606667052954435,
-0.03943711891770363,
-0.031750306487083435,
-0.02766907587647438,
-0.05876483768224716,
-0.12761995196342468,
2.8033376622822075e-33,
0.051868390291929245,
0.02463242970407009,
0.04542534053325653,
-0.03421775624155998,
0.054868943989276886,
-0.016905276104807854,
0.01307889074087143,
-0.0052633266896009445,
-0.023540101945400238,
-0.012177961878478527,
-0.06038828566670418,
-0.02305597811937332,
-0.02174062468111515,
0.053842876106500626,
0.03258265182375908,
-0.039784833788871765,
-0.017542151734232903,
0.05077361315488815,
0.09866250306367874,
-0.01707257144153118,
0.07114022225141525,
0.03846787288784981,
-0.036428846418857574,
-0.07809627056121826,
-0.06716340780258179,
0.13070620596408844,
0.02537139691412449,
0.001803110120818019,
0.005654649809002876,
0.06314089149236679,
-0.025324730202555656,
-0.027932072058320045,
-0.017742741852998734,
-0.006194039713591337,
0.05383940786123276,
-0.008686916902661324,
-0.0024902389850467443,
-0.010026389732956886,
-0.00936010293662548,
-0.026715299114584923,
0.036025162786245346,
0.007257544435560703,
0.009780214168131351,
-0.0360201820731163,
-0.08478371798992157,
-0.05438515171408653,
0.06499355286359787,
0.005084266420453787,
0.012851876206696033,
0.019112247973680496,
-0.04488479346036911,
-0.006952451542019844,
0.06718793511390686,
-0.08354521542787552,
-0.07588598132133484,
0.041411422193050385,
0.037831488996744156,
0.09860017150640488,
-0.00826740451157093,
0.04017435759305954,
0.055355168879032135,
0.048683878034353256,
-0.01270825695246458,
0.01647699438035488,
0.0013347588246688247,
-0.05426614359021187,
-0.05577077716588974,
-0.10435953736305237,
0.06717775762081146,
0.027199991047382355,
-0.02629806660115719,
0.0022500082850456238,
0.07298873364925385,
0.02043781988322735,
0.13188353180885315,
-0.10698346793651581,
0.06277558207511902,
-0.052114732563495636,
-0.06778784096240997,
-0.010678524151444435,
-0.011116500943899155,
0.03575851768255234,
0.02755657024681568,
-0.0742616131901741,
-0.0658835917711258,
-0.03293371945619583,
0.03407343104481697,
-0.02534337341785431,
-0.0017768690595403314,
0.033864863216876984,
-0.02660934440791607,
0.048745159059762955,
-0.0954522043466568,
0.005956810433417559,
-0.029177432879805565,
-2.931289304014252e-33,
0.018512463197112083,
0.022625263780355453,
0.04219518601894379,
0.07839396595954895,
0.010133573785424232,
-0.015141087584197521,
0.052494149655103683,
0.07333482056856155,
-0.06481772661209106,
-0.009910115972161293,
0.10284275561571121,
0.022786466404795647,
-0.0037493305280804634,
-0.04562024399638176,
0.05511869490146637,
0.004048523493111134,
-0.01948835514485836,
-0.024286329746246338,
0.02921278588473797,
0.011499600484967232,
0.013689449056982994,
0.11634855717420578,
-0.07305209338665009,
0.06587110459804535,
0.039026882499456406,
-0.010760684497654438,
0.036629628390073776,
0.08521833270788193,
0.03686203062534332,
-0.03540777042508125,
-0.008642230182886124,
0.00025463468045927584,
-0.014274295419454575,
0.00889742560684681,
-0.008864698000252247,
0.030703388154506683,
0.02604367956519127,
0.031623244285583496,
0.018289664760231972,
0.11494443565607071,
0.021030494943261147,
0.06254173815250397,
-0.02880806103348732,
0.022308925166726112,
-0.03511902317404747,
-0.027939552441239357,
0.0342421755194664,
-0.017022430896759033,
0.0008488570456393063,
-0.03567403927445412,
0.005120695102959871,
-0.04625928774476051,
-0.07477068156003952,
-0.05980777367949486,
0.008512360043823719,
-0.025443866848945618,
0.0012987563386559486,
-0.0002739998744800687,
-0.017034074291586876,
-0.005990719422698021,
-0.040179964154958725,
-0.023401420563459396,
-0.08170358091592789,
-0.025612618774175644,
0.010745866224169731,
0.006617210805416107,
-0.05360987409949303,
0.026211848482489586,
-0.033592719584703445,
0.03742370009422302,
-0.018252136185765266,
0.02473539672791958,
0.0829516127705574,
0.003992930985987186,
-0.00509529048576951,
-0.029522184282541275,
-0.03344907611608505,
0.06483005732297897,
0.007489001378417015,
-0.08569645136594772,
-0.00367273623123765,
-0.010065182112157345,
0.032984111458063126,
0.008388055488467216,
0.06140848621726036,
0.04173293337225914,
0.08151192218065262,
0.12566982209682465,
-0.00971517525613308,
-0.012654637917876244,
0.008901418186724186,
0.014232786372303963,
0.006799139082431793,
0.11800666153430939,
0.004240984097123146,
-5.8412833681131815e-8,
0.021184014156460762,
0.03441508859395981,
-0.02698756568133831,
0.08235855400562286,
0.060011573135852814,
0.049123991280794144,
-0.015005169436335564,
-0.021010350435972214,
0.003071378916501999,
0.07635228335857391,
0.06926622986793518,
-0.006613219156861305,
-0.0759696438908577,
0.03184185549616814,
-0.013718043453991413,
-0.014409894123673439,
-0.07144138216972351,
0.07188177853822708,
-0.03781167045235634,
-0.05149666219949722,
0.0031717531383037567,
-0.015938321128487587,
0.008198432624340057,
-0.055672138929367065,
0.1167672872543335,
-0.11640987545251846,
-0.024003824219107628,
0.11326517164707184,
-0.042856764048337936,
-0.03491552546620369,
-0.023136846721172333,
0.030495507642626762,
-0.01873362436890602,
-0.07426199316978455,
0.013672208413481712,
0.1262153834104538,
-0.06807302683591843,
0.010755821131169796,
0.017973538488149643,
0.0394318625330925,
-0.044214922934770584,
0.045590706169605255,
0.003808030392974615,
-0.03464071452617645,
0.04036902263760567,
-0.026623236015439034,
-0.008304660208523273,
-0.10538666695356369,
0.04916515573859215,
-0.012902678921818733,
0.03129134699702263,
-0.016565632075071335,
-0.043809741735458374,
0.017827149480581284,
0.03782278671860695,
-0.0042531536892056465,
-0.019310930743813515,
-0.0875534787774086,
-0.042948123067617416,
-0.01646094024181366,
0.03661581873893738,
-0.012645025737583637,
-0.06315900385379791,
-0.014998367987573147
] |
saattrupdan/xlmr-base-texas-squad-is | 097e69dc7b77b84d5f37b4ac4d41e3d5d26d42a2 | 2022-01-31T21:28:56.000Z | [
"pytorch",
"tensorboard",
"xlm-roberta",
"question-answering",
"transformers",
"generated_from_trainer",
"license:mit",
"model-index",
"autotrain_compatible"
] | question-answering | false | saattrupdan | null | saattrupdan/xlmr-base-texas-squad-is | 0 | null | transformers | ---
license: mit
tags:
- generated_from_trainer
model-index:
- name: xlmr-base-texas-squad-is
results: []
widget:
- text: "Hvenær var Halldór Laxness í menntaskóla ?"
context: "Halldór Laxness ( Halldór Kiljan ) fæddist í Reykjavík 23. apríl árið 1902 og átti í fyrstu heima við Laugaveg en árið 1905 settist fjölskyldan að í Laxnesi í Mosfellssveit . Þar ólst Halldór upp en sótti skóla í Reykjavík á unglingsárum . Ungur hélt hann síðan utan og var langdvölum erlendis um árabil – í ýmsum Evrópulöndum og síðar í Ameríku . Þegar hann var heima bjó hann í Reykjavík þar til hann og kona hans , Auður Sveinsdóttir , byggðu sér húsið Gljúfrastein í Mosfellssveit og fluttu þangað árið 1945 . Þar var heimili þeirra alla tíð síðan og þar er nú safn til minningar um þau . Halldór lést 8. febrúar 1998 . Skólaganga Halldórs varð ekki löng . Árið 1918 hóf hann nám við Menntaskólann í Reykjavík en hafði lítinn tíma til að læra , enda var hann að skrifa skáldsögu , Barn náttúrunnar , sem kom út haustið 1919 – þá þegar var höfundurinn ungi farinn af landi brott . Sagan vakti þó nokkra athygli og í Alþýðublaðinu sagði m.a. : „ Og hver veit nema að Halldór frá Laxnesi eigi eftir að verða óskabarn íslensku þjóðarinnar . “ Upp frá þessu sendi Halldór frá sér bók nánast á hverju ári , stundum fleiri en eina , í yfir sex áratugi . Afköst hans voru með eindæmum ; hann skrifaði fjölda skáldsagna , sumar í nokkrum hlutum , leikrit , kvæði , smásagnasöfn og endurminningabækur og gaf auk þess út mörg greinasöfn og ritgerðir . Bækurnar eru fjölbreyttar en eiga það sameiginlegt að vera skrifaðar af einstakri stílgáfu , djúpum mannskilningi og víðtækri þekkingu á sögu og samfélagi . Þar birtast oft afgerandi skoðanir á þjóðfélagsmálum og sögupersónur eru margar einkar eftirminnilegar ; tilsvör þeirra og lunderni hafa orðið samofin þjóðarsálinni . Þekktustu verk Halldórs eru eflaust skáldsögurnar stóru og rismiklu , s.s. Salka Valka , Sjálfstætt fólk , Heimsljós , Íslandsklukkan og Gerpla , og raunar mætti telja upp mun fleiri ; Kvæðabók hans er í uppáhaldi hjá mörgum sem og minningabækurnar sem hann skrifaði á efri árum um æskuár sín ; af þekktum greinasöfnum og ritgerðum má nefna Alþýðubókina og Skáldatíma . Mikið hefur verið skrifað um verk og ævi skáldsins , en hér skal aðeins bent á ítarlega frásögn og greiningu Halldórs Guðmundssonar í bókinni Halldór Laxness – ævisaga ."
---
# TExAS-SQuAD-is
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the TExAS-SQuAD-is dataset.
It achieves the following results on the evaluation set:
- Exact match: 56.91%
- F1-score: 59.93%
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:-----:|:---------------:|
| 2.1458 | 1.0 | 4219 | 1.8892 |
| 1.9202 | 2.0 | 8438 | 1.8566 |
| 1.7377 | 3.0 | 12657 | 1.8688 |
### Framework versions
- Transformers 4.12.2
- Pytorch 1.8.1+cu101
- Datasets 1.12.1
- Tokenizers 0.10.3
| [
0.02407493256032467,
-0.004873326513916254,
0.0004200274997856468,
0.01568618416786194,
0.029328258708119392,
-0.02467547357082367,
-0.021834105253219604,
-0.030089935287833214,
-0.011586550623178482,
-0.05557030066847801,
0.07129637151956558,
-0.07557559758424759,
0.05561666563153267,
-0.021908709779381752,
-0.0023124003782868385,
-0.02513776533305645,
-0.04587835818529129,
-0.02642856352031231,
-0.06188859045505524,
-0.016512637957930565,
0.028744222596287727,
0.023664208129048347,
-0.01111514586955309,
0.015899313613772392,
0.04490654543042183,
-0.03608388453722,
0.007217511534690857,
-0.0007835785509087145,
-0.027732696384191513,
-0.07882706075906754,
-0.02066296525299549,
0.042760711163282394,
0.02900194749236107,
-0.006913460791110992,
-0.003584684571251273,
0.09105332940816879,
-0.040962185710668564,
-0.07434534281492233,
0.01731017418205738,
0.06040071323513985,
-0.08715599775314331,
-0.10763997584581375,
0.022065961733460426,
0.004281144123524427,
-0.03546513617038727,
0.0546891912817955,
-0.0787852331995964,
-0.01872638240456581,
-0.03984473645687103,
0.08536975085735321,
-0.033021170645952225,
-0.053484074771404266,
0.094410240650177,
-0.02619379386305809,
-0.012625474482774734,
-0.03349906578660011,
-0.036339547485113144,
0.015704430639743805,
0.040929585695266724,
-0.0487307645380497,
-0.021472442895174026,
0.03413403406739235,
0.0019585753325372934,
0.005920523777604103,
-0.10279306024312973,
-0.08684109151363373,
-0.015162119641900063,
0.0387604683637619,
-0.04361192509531975,
0.010654852725565434,
0.10134796798229218,
0.006058642640709877,
-0.09677577763795853,
0.056633733212947845,
0.030513670295476913,
-0.0289913360029459,
-0.07013550400733948,
-0.053092826157808304,
0.11577392369508743,
-0.03130973502993584,
-0.0031129985582083464,
0.010254153050482273,
-0.0013561015948653221,
-0.004147869069129229,
-0.007645295932888985,
-0.008996442891657352,
0.022120943292975426,
-0.006462524179369211,
0.04195719212293625,
0.040406420826911926,
-0.014179225079715252,
-0.020714057609438896,
-0.07112951576709747,
0.002235854510217905,
0.0048065511509776115,
0.03882848471403122,
0.026040922850370407,
0.15262283384799957,
-0.08945301920175552,
0.06130954995751381,
0.028218340128660202,
-0.018378617241978645,
0.03065378963947296,
0.0717059001326561,
-0.04838420823216438,
-0.049203962087631226,
0.030304592102766037,
-0.013071238994598389,
0.049866341054439545,
-0.016647683456540108,
-0.055093228816986084,
-0.019403371959924698,
-0.06715063005685806,
-0.08687388151884079,
-0.02615002728998661,
0.05872068181633949,
0.007929973304271698,
-0.009710523299872875,
-0.08961037546396255,
0.03036271408200264,
-0.012679211795330048,
-0.014485709369182587,
-0.01056408416479826,
0.06778701394796371,
0.007728305645287037,
0.014981843531131744,
0.027493488043546677,
2.2814383743262666e-32,
-0.0076833670027554035,
-0.0004038109618704766,
-0.03428875654935837,
0.05622445046901703,
0.06801257282495499,
-0.08309683948755264,
-0.06528051942586899,
-0.09570962190628052,
-0.03465735539793968,
-0.050605837255716324,
-0.06832161545753479,
0.0110452426597476,
-0.09261434525251389,
-0.030052846297621727,
0.009890382178127766,
-0.04711243882775307,
-0.004513250198215246,
-0.049615100026130676,
-0.07859271764755249,
0.025890711694955826,
0.09457007795572281,
0.02177358977496624,
0.01603548601269722,
-0.04075774922966957,
-0.03606659173965454,
0.057113710790872574,
0.007152083795517683,
-0.10278737545013428,
-0.002029684605076909,
0.0502241775393486,
0.038926150649785995,
-0.03324766829609871,
-0.03251916915178299,
-0.03004176914691925,
-0.01788351498544216,
-0.03504374623298645,
-0.023077132180333138,
-0.08504306524991989,
-0.10224801301956177,
-0.049035727977752686,
0.009162662550807,
-0.024010922759771347,
-0.028348010033369064,
-0.04006392881274223,
0.016029005870223045,
0.02944175712764263,
0.06147187575697899,
0.027856500819325447,
0.0078026168048381805,
-0.009442473761737347,
-0.04898008704185486,
0.030500903725624084,
0.006813230458647013,
-0.10575713962316513,
0.04310724884271622,
-0.000248824420850724,
0.051304999738931656,
0.07473515719175339,
-0.005159246269613504,
0.008925522677600384,
0.01821225695312023,
0.04172173887491226,
0.1453544795513153,
0.025223487988114357,
0.04066276550292969,
-0.06017095968127251,
-0.006929771974682808,
0.0006155722076073289,
0.06928777694702148,
-0.042600251734256744,
-0.017607152462005615,
-0.05692262202501297,
-0.019445469602942467,
0.07994057983160019,
0.08729426562786102,
-0.0012857596157118678,
0.03887447342276573,
-0.022349033504724503,
-0.022387366741895676,
-0.06394173949956894,
-0.09243081510066986,
-0.00506327860057354,
-0.06197560578584671,
0.019373003393411636,
0.029428871348500252,
-0.06160628795623779,
0.02709708735346794,
-0.062459543347358704,
0.006116233766078949,
0.04751060530543327,
0.01865242049098015,
0.03728460520505905,
-0.01759786531329155,
-0.041438013315200806,
-0.12184803932905197,
-2.3571149373906792e-32,
-0.005287081003189087,
-0.011784251779317856,
0.008244248107075691,
0.020523373037576675,
0.060410190373659134,
0.018546245992183685,
0.041470933705568314,
0.13660229742527008,
0.08398166298866272,
0.02024228125810623,
0.016630221158266068,
-0.040209993720054626,
-0.06580746918916702,
-0.015449997037649155,
0.06766460090875626,
0.05928138643503189,
0.08370956778526306,
0.07334521412849426,
-0.05749416723847389,
0.03634775057435036,
-0.022831948474049568,
-0.01471194252371788,
-0.1128285750746727,
0.035248689353466034,
-0.033073533326387405,
0.06067341938614845,
0.061617374420166016,
0.023755375295877457,
-0.05013756826519966,
0.03664913773536682,
-0.010579351335763931,
-0.056736357510089874,
-0.03629283979535103,
0.1135743036866188,
-0.020249690860509872,
0.01579250395298004,
-0.004088848363608122,
0.05891331285238266,
-0.07745268940925598,
0.020028946921229362,
0.018346400931477547,
0.004466951359063387,
-0.041029687970876694,
0.04128638282418251,
-0.00991557165980339,
-0.07702209800481796,
-0.02439798042178154,
-0.05291756987571716,
-0.03832702711224556,
-0.08762913942337036,
0.06437958776950836,
-0.0015795566141605377,
-0.09211792796850204,
-0.02240794338285923,
-0.027720371261239052,
-0.011941090226173401,
0.004856087267398834,
-0.0705571100115776,
-0.0726284310221672,
-0.04415476322174072,
-0.09084413945674896,
0.01118393149226904,
-0.052035730332136154,
0.03073820285499096,
-0.003123926231637597,
-0.07653298228979111,
-0.06986872851848602,
-0.04817616939544678,
-0.00503422599285841,
-0.04728008434176445,
0.03498217090964317,
-0.025619350373744965,
-0.06410267949104309,
-0.014231330715119839,
0.015605418011546135,
-0.020015357062220573,
0.0017552315257489681,
0.03689348325133324,
-0.023379553109407425,
-0.0736188068985939,
-0.11240537464618683,
-0.052956175059080124,
0.005563913378864527,
0.007321011740714312,
0.0774141252040863,
0.02119784988462925,
0.017127439379692078,
0.11369717121124268,
0.07146073877811432,
0.011456428095698357,
0.05606880411505699,
0.06402212381362915,
-0.02779504284262657,
0.0908605232834816,
-0.010493641719222069,
-8.567940312786959e-8,
-0.061015188694000244,
0.04972712695598602,
-0.01752849854528904,
0.039551787078380585,
0.07516265660524368,
-0.03887765854597092,
0.0005239714519120753,
-0.03822186961770058,
-0.07038675993680954,
0.06794461607933044,
0.007413149811327457,
0.062583789229393,
-0.0238999892026186,
-0.07783936709165573,
0.08046438544988632,
0.011264603585004807,
-0.03029930405318737,
0.21964173018932343,
-0.04457763582468033,
-0.01768730767071247,
-0.005689680576324463,
-0.03226548433303833,
-0.06151100620627403,
-0.02301597036421299,
0.004725595470517874,
-0.012308350764214993,
-0.04303815960884094,
0.028805693611502647,
0.047648701816797256,
-0.07881863415241241,
0.07913085073232651,
0.07721741497516632,
-0.14225295186042786,
-0.03943180292844772,
-0.05824879929423332,
0.05415719747543335,
-0.0801204964518547,
-0.027566617354750633,
0.019076405093073845,
0.055830713361501694,
-0.02563815377652645,
0.015338259749114513,
-0.006259542424231768,
0.016146454960107803,
0.022733457386493683,
0.04053698107600212,
-0.029476646333932877,
-0.05801166594028473,
0.028222467750310898,
0.012584581971168518,
-0.018449921160936356,
-0.034394558519124985,
0.03952423110604286,
0.035076774656772614,
0.0718270018696785,
0.05091886967420578,
-0.02435641922056675,
-0.010641029104590416,
0.013315989635884762,
-0.03523695096373558,
0.052067555487155914,
-0.014966540969908237,
-0.03736460953950882,
-0.01599474437534809
] |
saburbutt/albert_xxlarge_tweetqa | 7150327493a59e9385599ba52d5c5e718f3bc925 | 2021-04-13T22:33:28.000Z | [
"pytorch",
"albert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | saburbutt | null | saburbutt/albert_xxlarge_tweetqa | 0 | null | transformers | [
-0.11883839219808578,
0.04829875007271767,
-0.0025480713229626417,
-0.011011119931936264,
0.05195086821913719,
0.010291781276464462,
0.11543325334787369,
0.0007007101085036993,
-0.08592551946640015,
-0.07065412402153015,
0.0013317831326276064,
-0.03547239303588867,
0.018434111028909683,
-0.006737204734236002,
0.024402931332588196,
-0.029503202065825462,
-0.05813843384385109,
-0.05043959617614746,
-0.02076544053852558,
0.029036011546850204,
-0.06367596238851547,
0.02402990683913231,
0.026243364438414574,
-0.006037313491106033,
-0.01107666827738285,
-0.0014006617711856961,
-0.018619725480675697,
0.0327700637280941,
0.0028860527090728283,
-0.05694405734539032,
-0.04394163936376572,
0.02541404217481613,
0.08790954202413559,
-0.024991171434521675,
-0.03668319061398506,
0.006241408176720142,
-0.06646784394979477,
-0.06714455783367157,
0.020564133301377296,
0.04238889738917351,
0.021880151703953743,
-0.042882394045591354,
-0.03437699005007744,
0.06146680936217308,
0.06563723087310791,
-0.07852024585008621,
0.02948704920709133,
0.010798314586281776,
0.06332413852214813,
-0.045084670186042786,
-0.0182341281324625,
-0.02772107720375061,
-0.003673810977488756,
-0.0365944467484951,
0.054250143468379974,
-0.02085656300187111,
0.015034995973110199,
-0.060095034539699554,
0.016393844038248062,
-0.03323855251073837,
0.017503421753644943,
-0.0005952452775090933,
-0.16348381340503693,
0.08492086082696915,
-0.07583841681480408,
0.016109801828861237,
0.04838301241397858,
-0.007598101627081633,
-0.024985389783978462,
0.05949748307466507,
0.06588993966579437,
-0.03513747453689575,
0.0008842900861054659,
-0.11567986756563187,
0.04939035326242447,
0.033604685217142105,
0.055154114961624146,
0.026383711025118828,
0.0536944679915905,
0.0389324389398098,
0.00043941321200691164,
0.01806047186255455,
-0.09288255125284195,
-0.004074037540704012,
-0.0008234544075094163,
-0.04883115366101265,
-0.006677574943751097,
-0.023541659116744995,
-0.03813302516937256,
0.05245167389512062,
-0.04249391704797745,
-0.05589974299073219,
0.08681581914424896,
-0.0489618144929409,
-0.08339681476354599,
-0.04576364532113075,
0.029042283073067665,
0.0346577949821949,
-0.08649176359176636,
0.406218558549881,
0.03594954311847687,
0.01869703084230423,
0.09797823429107666,
-0.007865197956562042,
0.02371404878795147,
-0.05756504088640213,
-0.0610998161137104,
-0.006620450410991907,
0.00705999881029129,
0.021669885143637657,
-0.024405229836702347,
-0.03351457789540291,
0.00025024989736266434,
0.03170766681432724,
0.044071584939956665,
0.09463253617286682,
-0.03558005020022392,
-0.004534323699772358,
0.043714918196201324,
0.00020506932924035937,
-0.0028586226981133223,
-0.024884041398763657,
0.003760663093999028,
0.014041194692254066,
0.07781577855348587,
-0.1323145031929016,
0.006876362953335047,
-7.2201250750405e-33,
0.00733445817604661,
0.0027261064387857914,
0.012147546745836735,
-0.00244031916372478,
0.027932537719607353,
0.03927059844136238,
0.003743878798559308,
-0.04643525555729866,
-0.014492480084300041,
0.053601909428834915,
0.00659053074195981,
0.036648061126470566,
-0.023135565221309662,
0.032753653824329376,
0.07811082899570465,
0.009627356193959713,
0.007964003831148148,
0.002874253550544381,
-0.00188067730050534,
0.00469160033389926,
-0.012402275577187538,
-0.0008040867396630347,
-0.02303866483271122,
0.042972929775714874,
-0.02825997956097126,
-0.06694643199443817,
0.038539037108421326,
-0.07085707038640976,
0.020109331235289574,
0.0014602490700781345,
0.0014639230212196708,
0.04991231486201286,
-0.025945492088794708,
0.0008223699987865984,
-0.03757282346487045,
-0.028740553185343742,
0.0333750881254673,
-0.07462829351425171,
-0.03598390519618988,
0.025680696591734886,
-0.050138991326093674,
0.010837283916771412,
-0.04243788868188858,
-0.0026686324272304773,
-0.004916196223348379,
0.16647912561893463,
-0.0011540642008185387,
-0.004960609599947929,
-0.06482203304767609,
0.0697622001171112,
-0.00281812553294003,
-0.021325107663869858,
-0.11613688617944717,
0.043338701128959656,
-0.003350817132741213,
-0.0201066005975008,
0.016553912311792374,
-0.04397115111351013,
0.020619448274374008,
-0.009090038016438484,
0.009713646955788136,
0.03939148411154747,
-0.012487691827118397,
0.009350290521979332,
-0.0864778459072113,
-0.048517774790525436,
0.024477841332554817,
-0.008494860492646694,
0.02306363917887211,
-0.012638268992304802,
-0.05101000517606735,
0.036759957671165466,
0.03771747648715973,
0.030916081741452217,
-0.028798477724194527,
-0.019268766045570374,
-0.019831806421279907,
0.03583521395921707,
0.0806305781006813,
0.006497312802821398,
0.035455361008644104,
-0.04195885360240936,
0.006693810690194368,
-0.0240788571536541,
0.09502360969781876,
0.054634980857372284,
0.004220918286591768,
-0.05180731415748596,
0.010215258225798607,
-0.04109863564372063,
-0.035745516419410706,
0.061318062245845795,
-0.003094350453466177,
0.08796165883541107,
0.006000809837132692,
4.4925641867161134e-33,
-0.07716752588748932,
0.01899300329387188,
-0.03573806956410408,
0.08879788964986801,
-0.017555175349116325,
-0.00276267621666193,
0.0372738353908062,
0.09013675898313522,
-0.09250447899103165,
0.06802994757890701,
0.022390227764844894,
-0.045089732855558395,
0.03087886981666088,
0.04449526220560074,
-0.005799512844532728,
0.03523362800478935,
0.06968851387500763,
-0.004063507542014122,
-0.028155043721199036,
-0.03572949767112732,
-0.03050713613629341,
-0.032378342002630234,
-0.0024997740983963013,
0.034929368644952774,
-0.04148072376847267,
0.030205296352505684,
0.048589129000902176,
0.06329893320798874,
-0.021693114191293716,
0.03680049255490303,
0.038965724408626556,
-0.023581376299262047,
-0.05063265934586525,
-0.05820290371775627,
0.04826248064637184,
0.08404401689767838,
0.03678114339709282,
-0.0007769181975163519,
0.02484808675944805,
-0.050517261028289795,
0.039668969810009,
-0.010082753375172615,
0.0022443763446062803,
0.116977259516716,
-0.02196113020181656,
-0.005805940367281437,
-0.04809294641017914,
0.0037888200022280216,
0.035172585397958755,
0.07729718089103699,
-0.0931970626115799,
-0.011993001215159893,
-0.021968137472867966,
0.041294217109680176,
-0.022958258166909218,
0.0041603706777095795,
-0.04321872815489769,
0.070213183760643,
-0.019059717655181885,
0.00047526726848445833,
0.005480630788952112,
0.02676147036254406,
-0.033612724393606186,
0.013468571938574314,
-0.022746630012989044,
0.03873888775706291,
-0.024523256346583366,
-0.036328304558992386,
-0.001792443566955626,
-0.052569858729839325,
0.006689345929771662,
-0.025846661999821663,
-0.13483531773090363,
0.0011393572203814983,
-0.047169219702482224,
-0.05347477272152901,
-0.018427180126309395,
-0.007304218132048845,
-0.009657084941864014,
-0.03772621229290962,
-0.03399984911084175,
0.018417347222566605,
-0.00800306536257267,
-0.005512326955795288,
-0.03353208675980568,
-0.02018074132502079,
0.021665947511792183,
0.010758327320218086,
-0.05747471749782562,
0.019696740433573723,
-0.0072408695705235004,
0.023037055507302284,
0.12023404240608215,
0.0032420249190181494,
0.010149974375963211,
-1.3403667509237494e-8,
-0.04672452434897423,
0.04062062129378319,
-0.05561640113592148,
-0.0018853526562452316,
0.05632395297288895,
0.04963894188404083,
-0.041541654616594315,
0.032503996044397354,
0.025749236345291138,
-0.01878082938492298,
0.06920807808637619,
0.025988038629293442,
-0.027823345735669136,
0.057575177401304245,
0.09128101915121078,
-0.01532570831477642,
-0.10472094267606735,
-0.0275859534740448,
-0.0162227600812912,
-0.035399459302425385,
-0.01046109851449728,
-0.01399931125342846,
-0.0002941960992757231,
-0.08362970501184464,
0.007932242937386036,
0.006960063707083464,
-0.04422980919480324,
0.07475827634334564,
0.07440962642431259,
-0.040580879896879196,
-0.0018267043633386493,
0.019850045442581177,
0.014382138848304749,
0.02058541215956211,
0.022133776918053627,
-0.06437038630247116,
-0.06369856745004654,
0.016139136627316475,
0.009907354600727558,
-0.005559460259974003,
-0.05467308685183525,
-0.02331152930855751,
0.0704692006111145,
0.006468030158430338,
-0.047699909657239914,
-0.00364708062261343,
0.007837568409740925,
-0.0049745687283575535,
-0.01241871528327465,
-0.0778120756149292,
-0.0009408937767148018,
-0.008002525195479393,
0.006034219171851873,
0.08434928953647614,
0.10730375349521637,
0.011427704244852066,
0.013366695493459702,
-0.012747326865792274,
0.06145435571670532,
0.03564130514860153,
0.15874579548835754,
0.12640945613384247,
0.04654903709888458,
-0.015717312693595886
] |
|
saburbutt/roberta_large_tweetqa | 5271225a49afb4db53c4eb3f62660bf93a80fc4a | 2021-05-20T20:01:21.000Z | [
"pytorch",
"jax",
"roberta",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | saburbutt | null | saburbutt/roberta_large_tweetqa | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
saburbutt/xlmroberta_large_tweetqa | 6bf8fdbed87bc11df8f0540a6152c4648bc72ed6 | 2020-11-16T01:21:38.000Z | [
"pytorch",
"xlm-roberta",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | saburbutt | null | saburbutt/xlmroberta_large_tweetqa | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
safik/dummy-model | b0fa95425973cbb4c56b4a80b054b948c736f75a | 2022-02-12T15:48:48.000Z | [
"pytorch",
"camembert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | false | safik | null | safik/dummy-model | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
saibo/blank_bert_uncased_L-2_H-128_A-2 | 70fcee235e0ca2aa79649a534e9c04b7f3b8e948 | 2021-12-13T09:26:11.000Z | [
"pytorch",
"bert",
"feature-extraction",
"transformers"
] | feature-extraction | false | saibo | null | saibo/blank_bert_uncased_L-2_H-128_A-2 | 0 | null | transformers | The weight of this model is randomly initiated and this can be particularly useful when we aim to train a language model from scratch or benchmark the effect of pretraining.
It's important to note that tokenizer of this random model is the same as the original pretrained model because it's not a trivial task to get a random tokenizer and it's less meaningful compared to the random weight.
A debatable advantage of pulling this model from Huggingface is to avoid using random seed in order to obtain the same randomness at each time.
The code to obtain such a random model:
```python
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
# @Filename : random_model
# @Date : 2021-12-13-10-08
import os
from transformers import AutoModel, AutoTokenizer
def auto_name_blank_model(model_url:str):
original_model_name:str = os.path.basename(model_url)
return "blank_"+original_model_name
pretrained_model_url="google/bert_uncased_L-2_H-128_A-2"
tokenizer = AutoTokenizer.from_pretrained(pretrained_model_url)
model = AutoModel.from_pretrained(pretrained_model_url)
model.init_weights()
new_repo_name:str = auto_name_blank_model(pretrained_model_url)
model.push_to_hub(new_repo_name)
tokenizer.push_to_hub(new_repo_name)
# uploading files to an existing repo will overwrite the files without prompt.
``` | [
-0.15433014929294586,
-0.025359710678458214,
0.04747800901532173,
0.10105141252279282,
0.004944148473441601,
0.006671824026852846,
-0.01608320325613022,
-0.015888558700680733,
0.01409817673265934,
-0.05509324371814728,
0.059351030737161636,
-0.05524643883109093,
0.05018141493201256,
0.009450376033782959,
0.00951480958610773,
-0.004031288903206587,
0.042071983218193054,
-0.010556714609265327,
-0.13900446891784668,
-0.058920715004205704,
0.09011848270893097,
0.06488445401191711,
0.013113431632518768,
-0.019493158906698227,
0.03521987795829773,
-0.07804139703512192,
0.0071859234012663364,
-0.005319527350366116,
0.08752033114433289,
-0.0202723890542984,
-0.017617180943489075,
0.003469152608886361,
0.022938000038266182,
0.01695079728960991,
0.011255182325839996,
0.0461454838514328,
-0.09116367250680923,
-0.006648155394941568,
0.026308303698897362,
-0.004354679025709629,
0.017229635268449783,
-0.07779119163751602,
-0.033340271562337875,
0.005352551583200693,
0.05228867754340172,
0.023751545697450638,
-0.00730369845405221,
-0.012884480878710747,
0.009160379879176617,
-0.04761463776230812,
-0.04087226837873459,
-0.06866723299026489,
0.021532002836465836,
0.007505204528570175,
-0.03996134176850319,
0.006535046733915806,
0.05321480706334114,
-0.05438663437962532,
-0.025589516386389732,
-0.062455885112285614,
-0.10579722374677658,
0.000014954413927625865,
-0.05381648987531662,
-0.02786865085363388,
-0.027047904208302498,
-0.03846663609147072,
-0.008905916474759579,
0.033726807683706284,
0.09375797212123871,
-0.033171214163303375,
0.024901069700717926,
0.010756082832813263,
0.04605093225836754,
0.09253649413585663,
0.0834432914853096,
-0.013777225278317928,
0.03406546637415886,
0.008384566754102707,
0.03536001965403557,
-0.00812776293605566,
-0.019645586609840393,
-0.08454973250627518,
0.04230141639709473,
0.02058376930654049,
0.022401532158255577,
-0.026316611096262932,
0.04115529730916023,
0.016401680186390877,
0.031099660322070122,
0.00008248419180745259,
-0.05893651396036148,
-0.007857222110033035,
-0.046562161296606064,
0.03448829427361488,
-0.0639437884092331,
0.06898971647024155,
0.02798481099307537,
-0.011559835635125637,
-0.03311529755592346,
0.1084025576710701,
0.0030009110923856497,
0.00037964090006425977,
0.0749945119023323,
0.0920703113079071,
0.013380894437432289,
-0.0795213058590889,
-0.002811383455991745,
-0.01518121175467968,
0.01843194290995598,
-0.032747358083724976,
0.05666032060980797,
0.006844181567430496,
-0.01883353665471077,
0.00619702460244298,
-0.006958705838769674,
-0.00013858290913049132,
-0.03435676172375679,
-0.03160088136792183,
-0.03379298374056816,
0.10423734039068222,
0.08044066280126572,
-0.03366343677043915,
-0.0012587998062372208,
-0.004131203982979059,
-0.0636526495218277,
-0.027465039864182472,
-0.04089536517858505,
3.583162451327636e-33,
0.005006611812859774,
0.042702607810497284,
0.021931732073426247,
0.008410112001001835,
0.01448735874146223,
-0.039980847388505936,
0.0047972663305699825,
0.033416423946619034,
0.020693916827440262,
-0.019874975085258484,
-0.09641417860984802,
0.04306391626596451,
-0.042033810168504715,
0.06347274035215378,
-0.09260798990726471,
-0.012355521321296692,
-0.05620715767145157,
0.03962889313697815,
0.01995036005973816,
0.026662714779376984,
0.08129226416349411,
0.05298849940299988,
0.0019106526160612702,
-0.1065647229552269,
-0.061773378401994705,
0.020165584981441498,
0.031866975128650665,
-0.10897038131952286,
-0.06930125504732132,
0.051075756549835205,
-0.05348557233810425,
-0.0405188724398613,
0.05103917419910431,
-0.0098298080265522,
-0.03975832834839821,
-0.022631017491221428,
0.030692512169480324,
-0.08439727872610092,
-0.0821923092007637,
-0.13419826328754425,
0.017909478396177292,
0.029990505427122116,
0.0070648822002112865,
-0.07725858688354492,
-0.04009648412466049,
-0.019940346479415894,
0.04439647123217583,
-0.026147320866584778,
-0.04585372284054756,
0.054667189717292786,
0.1186475083231926,
-0.003304077545180917,
-0.016784457489848137,
0.06225018948316574,
-0.07800862938165665,
0.06826826184988022,
0.05125507339835167,
0.00468444125726819,
0.029295962303876877,
-0.040298450738191605,
-0.008795181289315224,
0.025951717048883438,
0.058926865458488464,
0.05201715975999832,
0.09701581299304962,
0.011479489505290985,
0.036165691912174225,
-0.018157292157411575,
0.017411284148693085,
0.00523259537294507,
-0.026529807597398758,
-0.05833150073885918,
-0.09672258794307709,
-0.007480115629732609,
0.007052225060760975,
-0.04901743307709694,
0.0955042615532875,
-0.022955484688282013,
0.000680621073115617,
-0.0071295383386313915,
0.05324813723564148,
0.04663367196917534,
-0.009272179566323757,
-0.0679933950304985,
-0.09692669659852982,
0.00020459041115827858,
0.05923241376876831,
-0.10448918491601944,
-0.051293421536684036,
-0.06212173029780388,
0.027091553434729576,
-0.037603553384542465,
-0.007780405692756176,
0.021127410233020782,
-0.0409184955060482,
-5.522866250770632e-33,
0.03469480946660042,
-0.023437146097421646,
0.004311467055231333,
0.020994145423173904,
0.01138583105057478,
-0.05706915631890297,
0.02454378642141819,
0.12921172380447388,
-0.026560960337519646,
-0.005782764870673418,
0.04097123444080353,
-0.02947273850440979,
0.0712469294667244,
0.011801793240010738,
0.11194115877151489,
0.05623886361718178,
-0.0023230076767504215,
-0.003060157410800457,
0.0018911149818450212,
0.10694964230060577,
0.0009398757247254252,
0.047793976962566376,
-0.1606392115354538,
0.012461509555578232,
-0.02594914473593235,
0.016996903344988823,
-0.0346875824034214,
0.06499737501144409,
0.05025345832109451,
0.019897378981113434,
-0.012426842004060745,
0.031113823875784874,
0.0008088243193924427,
0.038853030651807785,
-0.10242395102977753,
0.011795883066952229,
0.039640188217163086,
0.03690797835588455,
0.02810627408325672,
0.06558293849229813,
0.033913228660821915,
-0.004070222843438387,
-0.07249453663825989,
0.0223259087651968,
-0.014781517907977104,
-0.015476765111088753,
-0.04054545983672142,
-0.015440312214195728,
0.053479377180337906,
-0.04676835983991623,
0.05097881332039833,
0.015056448057293892,
-0.09327240288257599,
-0.015506879426538944,
-0.0406494215130806,
-0.049266885966062546,
-0.016272027045488358,
-0.0363384485244751,
-0.047092508524656296,
0.01644987426698208,
-0.04950819909572601,
-0.06154170632362366,
-0.025018448010087013,
-0.1029672920703888,
-0.04233089089393616,
-0.05718943476676941,
-0.055052172392606735,
-0.017670048400759697,
-0.020269086584448814,
-0.020683063194155693,
0.029512833803892136,
0.07122986763715744,
0.011156244203448296,
-0.005128908436745405,
-0.0339403972029686,
0.014607716351747513,
0.029677286744117737,
-0.05981457605957985,
-0.007513539865612984,
-0.04167715460062027,
-0.17522595822811127,
-0.04979696124792099,
0.04970289766788483,
0.05285375565290451,
-0.04518269747495651,
0.018347349017858505,
0.017075054347515106,
0.09547990560531616,
0.07211436331272125,
-0.003934381529688835,
-0.03950241580605507,
0.08716346323490143,
0.05028288811445236,
0.10492987185716629,
-0.03379937261343002,
-6.129466356696867e-8,
0.011425972916185856,
0.06266243010759354,
0.043611641973257065,
0.08806972950696945,
-0.0398029200732708,
0.015379412099719048,
-0.03128528222441673,
-0.03550499677658081,
-0.026409413665533066,
-0.016008205711841583,
0.020057374611496925,
0.011163285933434963,
-0.08911570906639099,
-0.03039415553212166,
-0.057972732931375504,
0.1010831743478775,
-0.05203505977988243,
0.09128210693597794,
-0.01940024271607399,
-0.04175158590078354,
-0.021405858919024467,
0.021632229909300804,
0.02071763575077057,
-0.08562816679477692,
0.02683897688984871,
-0.03071126528084278,
-0.030803166329860687,
0.05532429367303848,
0.005617399234324694,
-0.027934126555919647,
-0.04187526926398277,
0.044412318617105484,
-0.01882784813642502,
-0.010234873741865158,
-0.017564401030540466,
0.12094588577747345,
0.012486282736063004,
-0.09429321438074112,
0.012354446575045586,
0.025251418352127075,
0.11248993128538132,
0.05639598146080971,
-0.05998242273926735,
-0.013029130175709724,
0.03069346584379673,
0.03407123684883118,
0.006358419079333544,
-0.11052851378917694,
0.07988135516643524,
0.021530011668801308,
0.009042236022651196,
-0.04066800698637962,
-0.11403922736644745,
0.049495916813611984,
-0.005770031362771988,
0.0414460115134716,
-0.04226377233862877,
0.011219923384487629,
0.0474240668118,
0.06303418427705765,
0.03252142667770386,
-0.0031121072825044394,
0.001539778197184205,
0.03637265786528587
] |
sail/poolformer_s24 | ff108f65a6511d2bacead81d14792d4a954b1999 | 2022-04-08T07:48:50.000Z | [
"pytorch",
"poolformer",
"image-classification",
"dataset:imagenet",
"arxiv:2111.11418",
"transformers",
"vision",
"license:apache-2.0"
] | image-classification | false | sail | null | sail/poolformer_s24 | 0 | null | transformers | ---
license: apache-2.0
tags:
- image-classification
- vision
datasets:
- imagenet
---
# PoolFormer (S24 model)
PoolFormer model trained on ImageNet-1k (1 million images, 1,000 classes) at resolution 224x224. It was first introduced in the paper [MetaFormer is Actually What You Need for Vision](https://arxiv.org/abs/2111.11418) by Yu et al. and first released in [this repository](https://github.com/sail-sg/poolformer).
## Model description
PoolFormer is a model that replaces attention token mixer in transfomrers with extremely simple operator, pooling.
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.
## Intended uses & limitations
You can use the raw model for image classification. See the [model hub](https://huggingface.co/models?search=sail/poolformer) to look for fine-tuned versions on a task that interests you.
### How to use
Here is how to use this model to classify an image of the COCO 2017 dataset into one of the 1,000 ImageNet classes:
```python
from transformers import PoolFormerFeatureExtractor, PoolFormerForImageClassification
from PIL import Image
import requests
url = 'http://images.cocodataset.org/val2017/000000039769.jpg'
image = Image.open(requests.get(url, stream=True).raw)
feature_extractor = PoolFormerFeatureExtractor.from_pretrained('sail/poolformer_s24')
model = PoolFormerForImageClassification.from_pretrained('sail/poolformer_s24')
inputs = feature_extractor(images=image, return_tensors="pt")
outputs = model(**inputs)
logits = outputs.logits
# model predicts one of the 1000 ImageNet classes
predicted_class_idx = logits.argmax(-1).item()
print("Predicted class:", model.config.id2label[predicted_class_idx])
```
Currently, both the feature extractor and model support PyTorch.
## Training data
The poolformer model was trained on [ImageNet-1k](http://www.image-net.org/challenges/LSVRC/2012/), a dataset consisting of 1 million images and 1k classes.
## Training procedure
### Preprocessing
The exact details of preprocessing of images during training/validation can be found [here](https://github.com/sail-sg/poolformer/blob/main/train.py#L529-L572).
### Pretraining
The model was trained on TPU-v3s. Training resolution is 224. For all hyperparameters (such as batch size and learning rate), please refer to the original paper.
## Evaluation results
| Model | ImageNet top-1 accuracy | # params | URL |
|---------------------------------------|-------------------------|----------|------------------------------------------------------------------|
| PoolFormer-S12 | 77.2 | 12M | https://huggingface.co/sail/poolformer_s12 |
| **PoolFormer-S24** | **80.3** | **21M** | **https://huggingface.co/sail/poolformer_s24** |
| PoolFormer-S36 | 81.4 | 31M | https://huggingface.co/sail/poolformer_s36 |
| PoolFormer-M36 | 82.1 | 56M | https://huggingface.co/sail/poolformer_m36 |
| PoolFormer-M48 | 82.5 | 73M | https://huggingface.co/sail/poolformer_m48 |
### BibTeX entry and citation info
```bibtex
@article{yu2021metaformer,
title={MetaFormer is Actually What You Need for Vision},
author={Yu, Weihao and Luo, Mi and Zhou, Pan and Si, Chenyang and Zhou, Yichen and Wang, Xinchao and Feng, Jiashi and Yan, Shuicheng},
journal={arXiv preprint arXiv:2111.11418},
year={2021}
}
``` | [
-0.050778765231370926,
-0.06269004940986633,
0.011322017759084702,
-0.03746165335178375,
0.04001205414533615,
-0.00919396709650755,
0.0065868874080479145,
0.03052196092903614,
-0.0006674560718238354,
-0.05265076830983162,
-0.02865055575966835,
-0.012187927961349487,
0.030175549909472466,
0.047066837549209595,
0.003957014996558428,
-0.004349300172179937,
0.07163242995738983,
0.06518843024969101,
-0.10739066451787949,
-0.009431014768779278,
0.04457443207502365,
-0.05018848180770874,
0.013439582660794258,
-0.027109293267130852,
-0.043974146246910095,
0.06405982375144958,
-0.005353319924324751,
-0.07676558196544647,
0.002580230822786689,
-0.09903787821531296,
-0.0027132160030305386,
0.0486404113471508,
0.005397361237555742,
0.04925069212913513,
-0.04053136706352234,
0.06169780716300011,
-0.016855930909514427,
0.0010576631175354123,
-0.002718276809900999,
-0.06929933279752731,
0.025255369022488594,
-0.015654927119612694,
0.013136698864400387,
-0.03136412054300308,
0.04682840406894684,
0.04437895864248276,
0.07053159177303314,
-0.07829312235116959,
0.0061013950034976006,
-0.052615098655223846,
-0.06958910822868347,
-0.0716707780957222,
-0.016607338562607765,
0.059879615902900696,
-0.033460795879364014,
0.00035111355828121305,
-0.012120000086724758,
-0.022900640964508057,
0.006761615630239248,
0.02503000758588314,
-0.061880797147750854,
-0.018732896074652672,
0.011795484460890293,
-0.0016923273215070367,
-0.06407351046800613,
-0.060931820422410965,
0.06693100184202194,
-0.022411061450839043,
0.0646640881896019,
-0.10000255703926086,
-0.05836791545152664,
0.10641752928495407,
0.006173976697027683,
-0.002000492764636874,
0.04333832859992981,
0.030280979350209236,
0.14673997461795807,
0.0091312937438488,
0.09886393696069717,
-0.05813061073422432,
0.04020025208592415,
-0.0061825173906981945,
0.03473932668566704,
-0.027694933116436005,
0.10797927528619766,
-0.03546750545501709,
-0.06898384541273117,
0.036214061081409454,
0.011018025688827038,
-0.007781894411891699,
-0.0880119800567627,
-0.08386809378862381,
-0.015653889626264572,
-0.03388329595327377,
0.021872127428650856,
0.03730666637420654,
-0.03511205315589905,
-0.0467178113758564,
-0.03853501379489899,
0.06964197009801865,
0.00878821313381195,
-0.04620790109038353,
0.09875883907079697,
-0.031240670010447502,
0.05869913473725319,
-0.03813401609659195,
0.02812584489583969,
0.13783922791481018,
0.048360034823417664,
-0.09941419214010239,
0.042507387697696686,
-0.01760258711874485,
-0.03548949211835861,
-0.10862735658884048,
0.032992683351039886,
0.03797211870551109,
-0.03863075003027916,
-0.0052122934721410275,
-0.020920783281326294,
0.03369733691215515,
-0.01316602062433958,
0.013118889182806015,
-0.07485725730657578,
0.0031146842520684004,
0.10898666828870773,
-0.0062057278119027615,
-0.0949447825551033,
3.623533702780674e-33,
-0.025471366941928864,
0.043781593441963196,
0.016977736726403236,
0.07073546200990677,
0.06544683128595352,
-0.0015674360329285264,
0.058163437992334366,
-0.0009521504398435354,
0.04670759662985802,
-0.026949919760227203,
-0.02280871570110321,
0.0003642300725914538,
-0.04447179287672043,
0.11360082030296326,
-0.026046155020594597,
-0.07164724916219711,
-0.012848949991166592,
0.04906800016760826,
-0.036880139261484146,
0.012830010615289211,
0.025902824476361275,
-0.004459699150174856,
0.02550155483186245,
-0.07291904091835022,
-0.013168126344680786,
-0.00715898722410202,
0.03424070402979851,
-0.024758480489253998,
-0.008114340715110302,
0.03612063080072403,
-0.043799128383398056,
0.006877099629491568,
-0.0119836600497365,
0.0444171205163002,
0.02200653962790966,
-0.03499989956617355,
-0.04511852562427521,
-0.043032802641391754,
0.01620503142476082,
-0.05027299001812935,
-0.02977151796221733,
0.12161528319120407,
-0.07209184020757675,
0.002048277296125889,
-0.07381889969110489,
-0.06354207545518875,
0.02188882790505886,
0.07852718979120255,
0.00481627369299531,
0.056478019803762436,
0.07234413176774979,
-0.013438843190670013,
-0.0786033570766449,
-0.06313368678092957,
0.041898030787706375,
0.044657960534095764,
0.042221084237098694,
0.08485978841781616,
-0.009395360015332699,
0.0008919317042455077,
0.023747935891151428,
0.014932505786418915,
-0.08023474365472794,
0.09094120562076569,
0.041880350559949875,
-0.0065888636745512486,
0.06659653782844543,
-0.004745209123939276,
-0.05365394055843353,
-0.002970966277644038,
-0.022614993155002594,
0.0537540502846241,
-0.0646604374051094,
-0.012021333910524845,
0.053005460649728775,
-0.02629604935646057,
0.045482221990823746,
-0.05273956060409546,
-0.016602875664830208,
0.09871238470077515,
-0.022522618994116783,
0.07387037575244904,
-0.01008028443902731,
-0.0014146114699542522,
-0.0650503858923912,
0.024955950677394867,
0.07063984125852585,
-0.023014819249510765,
-0.03910386934876442,
-0.08036866784095764,
0.05660909041762352,
0.015106492675840855,
-0.0010539202485233545,
0.0025216396898031235,
-0.056736961007118225,
-2.488422909367909e-33,
-0.015970077365636826,
0.07316045463085175,
-0.04782906919717789,
0.009055622853338718,
-0.04354061558842659,
-0.012204758822917938,
0.09972114115953445,
0.03512853384017944,
-0.07906711846590042,
-0.030994536355137825,
-0.006277626845985651,
0.015408294275403023,
-0.040330152958631516,
-0.02840135246515274,
-0.0469534657895565,
-0.054277826100587845,
0.0012557976879179478,
-0.055160436779260635,
-0.009512331336736679,
0.010466843843460083,
0.007367136422544718,
0.18049098551273346,
-0.020299464464187622,
0.018777374178171158,
-0.1467190980911255,
0.030097678303718567,
-0.07411134243011475,
0.08425815403461456,
0.07146212458610535,
-0.02445821650326252,
-0.009311918169260025,
-0.053940337151288986,
0.05756925046443939,
-0.02899729274213314,
-0.050370484590530396,
0.0233463142067194,
0.01781347021460533,
0.01482450496405363,
-0.031025610864162445,
0.08669902384281158,
0.05163544788956642,
-0.07225005328655243,
-0.041208382695913315,
0.06952470541000366,
-0.08184707909822464,
-0.03916766867041588,
0.003706736955791712,
-0.021414222195744514,
-0.0014275114517658949,
0.05580771341919899,
-0.1058458462357521,
-0.007193697150796652,
-0.1152232214808464,
-0.004137108568102121,
-0.03814779594540596,
-0.023538863286376,
-0.020090783014893532,
0.021121729165315628,
0.02279398776590824,
-0.007994919084012508,
-0.007950532250106335,
-0.009865356609225273,
-0.03182029724121094,
-0.03702292591333389,
0.032040517777204514,
0.06681937724351883,
-0.06297670304775238,
-0.029994556680321693,
0.03172440081834793,
0.060462743043899536,
0.11162453144788742,
-0.02318277582526207,
0.01775519922375679,
-0.011028922162950039,
0.0043588378466665745,
-0.03384629264473915,
0.009344260208308697,
0.02537664957344532,
0.07368644326925278,
-0.012836138717830181,
-0.06503306329250336,
-0.00220853416249156,
-0.017257196828722954,
0.0722355842590332,
0.07791217416524887,
0.05602981522679329,
0.08133576065301895,
-0.02982703037559986,
0.03546793758869171,
-0.03538275510072708,
-0.04053732007741928,
0.026198120787739754,
0.010439340025186539,
0.10371004045009613,
0.0275588259100914,
-5.546122849864332e-8,
-0.08612527698278427,
0.05090015381574631,
-0.0412469208240509,
-0.01528696995228529,
-0.03914344683289528,
-0.06519482284784317,
-0.013635619543492794,
0.08849349617958069,
-0.007825637236237526,
0.047694966197013855,
0.08102015405893326,
-0.029359670355916023,
-0.026393741369247437,
-0.018224850296974182,
0.0706581249833107,
0.022599633783102036,
0.08579535037279129,
0.05561905354261398,
-0.04883507639169693,
-0.010470434091985226,
-0.027214065194129944,
-0.02279008738696575,
-0.018461542204022408,
-0.019819706678390503,
0.024615895003080368,
-0.02861182577908039,
-0.06163839250802994,
0.046570394188165665,
-0.00987278949469328,
-0.048119500279426575,
-0.004514935426414013,
0.06475520133972168,
-0.013509681448340416,
-0.03758379444479942,
0.04318666458129883,
0.057288747280836105,
-0.06772230565547943,
-0.023336250334978104,
0.01056879386305809,
0.08086811751127243,
-0.005589133128523827,
0.0611272007226944,
-0.03737712651491165,
0.03091861680150032,
0.09498164802789688,
0.03789530321955681,
0.024574238806962967,
-0.13309794664382935,
-0.04804299399256706,
0.013115745037794113,
0.025259843096137047,
0.032736726105213165,
-0.06444451212882996,
0.06062345206737518,
-0.025112297385931015,
0.010604416020214558,
0.06836990267038345,
-0.0647972896695137,
0.026022445410490036,
0.08157496899366379,
0.029864182695746422,
0.0764346569776535,
-0.06703784316778183,
-0.027835989370942116
] |
sakai026/Chizuru | ef4de0e394bd0eac4ffd7a46adaa3578b1cf7169 | 2022-02-07T21:40:22.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | sakai026 | null | sakai026/Chizuru | 0 | null | transformers | ---
tags:
- conversational
---
# Chizuru Ichinose GPT-Model | [
-0.0754992812871933,
-0.025397296994924545,
0.03104858659207821,
0.02748829871416092,
0.044983793050050735,
-0.04681621119379997,
0.15875160694122314,
0.09966883063316345,
-0.001181247760541737,
-0.008104979060590267,
0.027968117967247963,
-0.05770621821284294,
-0.04653071612119675,
0.056828513741493225,
-0.00622493214905262,
0.025464912876486778,
-0.03714953362941742,
-0.03138108178973198,
-0.03246813267469406,
0.028135567903518677,
0.028984220698475838,
0.053148649632930756,
0.0812467485666275,
0.05812899395823479,
0.007840856909751892,
0.028635596856474876,
0.0511215478181839,
0.011398408561944962,
0.023409441113471985,
0.008952916599810123,
-0.001330773113295436,
0.06372766196727753,
0.07121613621711731,
0.06816175580024719,
-0.026159483939409256,
0.027064219117164612,
0.05829087644815445,
-0.06206980347633362,
0.02404504269361496,
0.01668659597635269,
-0.05139053985476494,
0.035312388092279434,
-0.04760075733065605,
0.051656417548656464,
0.06448083370923996,
-0.0629512220621109,
-0.08292404562234879,
-0.029084855690598488,
-0.11577603220939636,
0.044187966734170914,
-0.13099989295005798,
-0.05869195610284805,
-0.016794173046946526,
0.09839824587106705,
0.035391759127378464,
0.06850294768810272,
-0.026354946196079254,
-0.1280001699924469,
0.059341199696063995,
-0.006909697782248259,
0.010755840688943863,
-0.011835647746920586,
-0.1477091908454895,
0.012179562821984291,
-0.047570642083883286,
0.06254303455352783,
-0.08574686199426651,
0.02699550800025463,
-0.03664306923747063,
0.06728625297546387,
0.025677351281046867,
0.023020334541797638,
-0.07845938950777054,
0.03835132345557213,
-0.026550419628620148,
0.01439453661441803,
0.013400874100625515,
-0.057049158960580826,
0.0055875214748084545,
-0.031039098277688026,
-0.061792969703674316,
-0.07437440007925034,
0.10396953672170639,
-0.03924226015806198,
0.0060942708514630795,
-0.04546578973531723,
0.01642877794802189,
-0.0030823491979390383,
0.010198320262134075,
0.056105587631464005,
-0.0759100690484047,
-0.025513675063848495,
0.05867362394928932,
0.011418423615396023,
-0.02479938417673111,
-0.014208388514816761,
0.02887333557009697,
-0.04123944789171219,
-0.01415124163031578,
0.10513896495103836,
0.002971143228933215,
0.031482867896556854,
-0.01947697252035141,
0.008570840582251549,
-0.07727371156215668,
0.011805085465312004,
0.02039133384823799,
0.00219970615580678,
-0.016324182972311974,
-0.00861232541501522,
-0.04956240579485893,
-0.024395352229475975,
-0.0035347058437764645,
-0.040302883833646774,
-0.035449061542749405,
-0.014780545607209206,
0.002642472507432103,
-0.0024253539741039276,
0.015893397852778435,
0.021381650120019913,
-0.01695268414914608,
0.053391233086586,
-0.05972190946340561,
-0.06488822400569916,
-0.023080483078956604,
0.006266584154218435,
-0.05981605499982834,
-1.168357263402873e-33,
0.052099667489528656,
0.021483996883034706,
-0.01439389307051897,
0.03476967662572861,
0.015169430524110794,
0.048452094197273254,
-0.08622962981462479,
-0.1087895929813385,
-0.024929404258728027,
-0.034879446029663086,
-0.046455588191747665,
-0.014682890847325325,
-0.08646324276924133,
0.005701739806681871,
0.021477460861206055,
0.028646396473050117,
-0.038778163492679596,
0.05805721506476402,
0.024777840822935104,
0.012000210583209991,
0.018067263066768646,
0.08247178047895432,
-0.008723788894712925,
-0.031081154942512512,
0.008075826801359653,
0.10786737501621246,
0.06415441632270813,
-0.10280461609363556,
0.011075765825808048,
0.09123212844133377,
-0.07081916183233261,
-0.0043038721196353436,
-0.04059537127614021,
0.017927808687090874,
-0.025083009153604507,
0.020551245659589767,
0.04241426661610603,
-0.10390184819698334,
0.035699374973773956,
-0.08575761318206787,
0.03860104829072952,
-0.0015898490091785789,
-0.0036410484462976456,
-0.047878965735435486,
0.04460936039686203,
0.015512638725340366,
0.05402885377407074,
0.03316085785627365,
0.0405648797750473,
0.04683859646320343,
-0.12260247021913528,
0.02451879344880581,
-0.03502187132835388,
0.023091962561011314,
-0.03754759952425957,
0.053067609667778015,
-0.001004692050628364,
0.03684632480144501,
0.02552345208823681,
0.03745951130986214,
0.02928807958960533,
0.016605189070105553,
0.0758751630783081,
-0.0822579488158226,
0.10460605472326279,
0.04352458193898201,
-0.11566724628210068,
-0.06227824091911316,
0.023496661335229874,
0.018951410427689552,
-0.08280477672815323,
0.01177753321826458,
0.04533889889717102,
0.044064491987228394,
-0.01251957193017006,
-0.0035948094446212053,
-0.026428021490573883,
-0.04821641743183136,
0.002410440007224679,
0.05672504007816315,
-0.09800663590431213,
-0.05733639746904373,
-0.04986590892076492,
-0.05165984854102135,
-0.024852843955159187,
-0.02447994239628315,
0.03869277238845825,
-0.08304806053638458,
-0.051026295870542526,
0.03944068402051926,
0.024089239537715912,
-0.0243244506418705,
-0.04962277039885521,
-0.009064028970897198,
-0.09787023067474365,
-3.251166663469936e-34,
0.03215513750910759,
-0.0190279558300972,
-0.05378424748778343,
0.035400841385126114,
-0.046106189489364624,
-0.07125294953584671,
-0.02279546484351158,
0.07923806458711624,
0.01292001735419035,
-0.0014961814740672708,
0.06616926938295364,
-0.021630628034472466,
0.0034876521676778793,
-0.056009821593761444,
0.050441544502973557,
0.01091694738715887,
0.06770364195108414,
-0.07283497601747513,
0.0017269881209358573,
0.010281095281243324,
0.013863058760762215,
0.019066184759140015,
-0.14571808278560638,
0.03940071538090706,
-0.03505358099937439,
0.01909460499882698,
0.01889515109360218,
0.07030247896909714,
0.07243047654628754,
0.008635801263153553,
-0.04513760283589363,
-0.006739543750882149,
-0.01215637568384409,
-0.05759548395872116,
0.016051875427365303,
0.03413388505578041,
0.06508532166481018,
0.02243218757212162,
0.026582816615700722,
0.09837247431278229,
0.013035296462476254,
-0.013381020165979862,
-0.017560388892889023,
0.05226548761129379,
0.03448113799095154,
0.025144215673208237,
-0.06784345954656601,
-0.005054033827036619,
-0.04794510081410408,
-0.05509209632873535,
0.0623224601149559,
-0.04976221174001694,
0.005342237651348114,
-0.08096287399530411,
-0.0241862703114748,
-0.06731827557086945,
0.04410172626376152,
-0.04245108366012573,
-0.0826554074883461,
0.027124710381031036,
0.006364736706018448,
-0.024484846740961075,
0.10547417402267456,
-0.005874603521078825,
-0.004716746974736452,
-0.06703285127878189,
-0.10888136178255081,
-0.07261131703853607,
0.06395796686410904,
0.029961727559566498,
0.04876195266842842,
0.04587657004594803,
-0.06907908618450165,
0.023310523480176926,
0.0069838291965425014,
0.014682196080684662,
-0.03082398697733879,
-0.0011982872383669019,
0.054793450981378555,
-0.04300059378147125,
-0.007480879779905081,
0.05960452929139137,
0.02441214770078659,
0.0050420393235981464,
0.07690908759832382,
-0.06388704478740692,
0.011606208048760891,
0.06988628208637238,
-0.04304073005914688,
0.008116038516163826,
-0.015008705668151379,
0.02510700933635235,
0.053812578320503235,
0.08350104838609695,
-0.05853679031133652,
-2.7340329111780193e-8,
-0.06772352010011673,
-0.09661179035902023,
-0.012660330161452293,
0.046932198107242584,
-0.002289143158122897,
-0.008191642351448536,
-0.03443470597267151,
-0.027891293168067932,
0.031810056418180466,
-0.029104961082339287,
0.052500877529382706,
0.08780714124441147,
-0.05424470826983452,
0.0723167210817337,
0.026256976649165154,
0.0253987368196249,
-0.011326534673571587,
0.07617360353469849,
-0.008839712478220463,
-0.04509241506457329,
0.04713033139705658,
0.03834768757224083,
-0.011078880168497562,
-0.024830617010593414,
0.032493025064468384,
0.05581601336598396,
-0.024652689695358276,
0.042066436260938644,
-0.06575541198253632,
0.07656073570251465,
0.05257188901305199,
0.08246300369501114,
-0.11729251593351364,
0.041484471410512924,
0.022007783874869347,
0.01819341629743576,
-0.025728488340973854,
-0.019058771431446075,
0.02372412383556366,
-0.05983678624033928,
0.05969056487083435,
0.05081484839320183,
-0.13607291877269745,
0.04505304619669914,
0.09303674101829529,
0.024341903626918793,
-0.043869901448488235,
-0.06298017501831055,
0.02250843308866024,
-0.034722067415714264,
-0.04512697085738182,
-0.007940037176012993,
0.016173457726836205,
-0.026654686778783798,
-0.025091681629419327,
0.09795117378234863,
-0.0028728190809488297,
-0.041501644998788834,
-0.00905903335660696,
0.04042785242199898,
0.06670999526977539,
0.0018636672757565975,
0.011978305876255035,
-0.01078089326620102
] |
salti/wav2vec2-large-xlsr-arabic-common_voice-10_epochs | fb12feb890239acd0e048473966221f6cc26be88 | 2021-05-19T13:38:15.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"transformers",
"model-index"
] | automatic-speech-recognition | false | salti | null | salti/wav2vec2-large-xlsr-arabic-common_voice-10_epochs | 0 | null | transformers | ---
model-index:
- name: wav2vec2-large-xlsr-arabic-common_voice-10_epochs
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-large-xlsr-arabic-common_voice-10_epochs
This model was trained from scratch on an unkown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3581
- Wer: 0.4555
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 3.1701 | 0.9 | 400 | 3.1599 | 1.0 |
| 0.8933 | 1.8 | 800 | 0.7198 | 0.7877 |
| 0.5849 | 2.7 | 1200 | 0.5046 | 0.6253 |
| 0.3858 | 3.6 | 1600 | 0.4247 | 0.5561 |
| 0.3083 | 4.49 | 2000 | 0.4026 | 0.5251 |
| 0.2556 | 5.39 | 2400 | 0.4010 | 0.5051 |
| 0.2221 | 6.29 | 2800 | 0.3765 | 0.4861 |
| 0.2026 | 7.19 | 3200 | 0.3652 | 0.4794 |
| 0.1996 | 8.09 | 3600 | 0.3627 | 0.4660 |
| 0.1755 | 8.99 | 4000 | 0.3582 | 0.4619 |
| 0.1697 | 9.89 | 4400 | 0.3581 | 0.4555 |
### Framework versions
- Transformers 4.6.0
- Pytorch 1.8.1+cu102
- Datasets 1.6.2
- Tokenizers 0.10.2
| [
-0.07629565894603729,
-0.03294137492775917,
-0.028328441083431244,
0.005636197980493307,
-0.008887025527656078,
0.042326029390096664,
-0.03891410678625107,
-0.06476470828056335,
-0.04799801856279373,
-0.11366531997919083,
0.011611135676503181,
-0.11665341258049011,
-0.023227911442518234,
-0.06304864585399628,
-0.09386905282735825,
0.01172844972461462,
0.02834983542561531,
-0.0481434091925621,
-0.08253476023674011,
-0.032626405358314514,
0.03975748270750046,
0.06759727746248245,
0.04828394576907158,
0.029084136709570885,
0.0739043578505516,
0.05596970021724701,
-0.062179066240787506,
0.019981078803539276,
0.02874533087015152,
-0.038193248212337494,
0.1064881756901741,
0.025868583470582962,
0.07538893073797226,
0.03186460956931114,
0.021991966292262077,
0.012426646426320076,
-0.03520111367106438,
-0.06403800845146179,
0.030592672526836395,
0.0037282882258296013,
0.012015207670629025,
-0.032640568912029266,
-0.02699359692633152,
0.017178179696202278,
0.02587132342159748,
0.014413448050618172,
-0.05893769860267639,
-0.02379540354013443,
-0.0003796819655690342,
0.04781286045908928,
-0.07076918333768845,
-0.07562326639890671,
0.06002090498805046,
-0.01625407673418522,
-0.07273521274328232,
0.01105159055441618,
0.012140664272010326,
0.019293149933218956,
0.008046180941164494,
-0.009176848456263542,
-0.06360428035259247,
-0.023756293579936028,
-0.047125473618507385,
-0.0008635639678686857,
-0.08256391435861588,
-0.06537556648254395,
-0.03243490308523178,
-0.03882851451635361,
0.0551726296544075,
-0.03093360736966133,
0.008011682890355587,
0.07364829629659653,
0.014782684855163097,
0.02036498486995697,
0.0015357033116742969,
0.02280394360423088,
0.07459178566932678,
-0.004160202573984861,
0.026585914194583893,
-0.08334890007972717,
0.0210263691842556,
-0.04374339431524277,
0.04719294607639313,
-0.08251208066940308,
0.0477348268032074,
-0.025842146947979927,
0.06598452478647232,
-0.027048274874687195,
0.012714480981230736,
-0.013530180789530277,
-0.07289917767047882,
-0.013874613679945469,
0.005901368334889412,
0.05176112800836563,
0.09278687089681625,
0.060060229152441025,
0.0030859841499477625,
0.02388504147529602,
-0.06380409747362137,
0.08605045080184937,
-0.029708225280046463,
-0.009325792081654072,
0.05152294784784317,
0.03176611661911011,
0.025850024074316025,
-0.03596116229891777,
0.028056766837835312,
0.0924893319606781,
0.07348059862852097,
-0.048364780843257904,
0.06468043476343155,
0.04103345051407814,
-0.0270969457924366,
0.02032848447561264,
0.10596039146184921,
0.082062728703022,
-0.038695089519023895,
-0.03833205997943878,
-0.06382777541875839,
0.06522631645202637,
-0.074133962392807,
-0.04027443006634712,
-0.05515211448073387,
-0.006158261559903622,
-0.08713975548744202,
-0.030701620504260063,
-0.0673360824584961,
3.12279698655938e-33,
0.027664441615343094,
0.01328175701200962,
-0.026007313281297684,
-0.04636332765221596,
0.032537367194890976,
-0.025147942826151848,
-0.02274804748594761,
-0.009969598613679409,
0.013721275143325329,
-0.04650489240884781,
-0.13264338672161102,
-0.027117369696497917,
-0.05852723866701126,
0.10515762865543365,
-0.008942446671426296,
-0.02432049810886383,
-0.012882569804787636,
0.03224433958530426,
0.05286897346377373,
-0.006499481853097677,
0.13987673819065094,
0.007488974370062351,
0.0005460474058054388,
-0.09317710995674133,
0.017529943957924843,
0.07214880734682083,
0.06792815029621124,
-0.05848648026585579,
0.026842035353183746,
0.054597679525613785,
-0.05470692738890648,
-0.037505943328142166,
-0.015720834955573082,
-0.028764214366674423,
0.017717557027935982,
0.04981134459376335,
0.005978627596050501,
0.05429697409272194,
-0.008244975470006466,
-0.06982582062482834,
0.030964359641075134,
0.02324124425649643,
0.035169754177331924,
-0.0673755332827568,
-0.05432603880763054,
-0.07391218841075897,
0.02900645136833191,
0.055032745003700256,
0.01420663483440876,
0.03979969024658203,
-0.05130932852625847,
-0.006957617588341236,
-0.003083924762904644,
0.0134483203291893,
-0.04038449749350548,
-0.051011212170124054,
0.0845738872885704,
0.11151076853275299,
-0.0028395417612046003,
0.025173846632242203,
0.05166485905647278,
0.015265531837940216,
0.004828433506190777,
0.008924383670091629,
-0.015886865556240082,
-0.05062431842088699,
-0.027756478637456894,
-0.06267587840557098,
0.017384706065058708,
0.02920626662671566,
-0.055267591029405594,
-0.007999897934496403,
0.081181600689888,
-0.010779588483273983,
0.07782024890184402,
-0.06933615356683731,
0.02040199749171734,
-0.057164266705513,
-0.013561028987169266,
-0.008795732632279396,
-0.010358140803873539,
0.10354405641555786,
-0.0328076109290123,
-0.06866350024938583,
-0.0607658289372921,
-0.054553039371967316,
0.027468673884868622,
-0.08572836965322495,
-0.02127203904092312,
0.006357979495078325,
-0.07432129979133606,
0.04324618726968765,
-0.059881120920181274,
-0.005855497904121876,
-0.01619207300245762,
-4.614360829824657e-33,
0.005878491327166557,
0.10259945690631866,
-0.02380642108619213,
0.08948259800672531,
-0.006377306301146746,
-0.0001232380891451612,
0.10656047612428665,
0.1560061126947403,
-0.08384113758802414,
-0.02736973948776722,
0.09821116924285889,
-0.024370962753891945,
0.029045699164271355,
-0.020043544471263885,
0.023235131055116653,
-0.04086582362651825,
-0.03594593703746796,
0.024430179968476295,
0.03981541469693184,
0.011831415817141533,
0.029589321464300156,
0.09978868067264557,
-0.03599454462528229,
0.04444371163845062,
0.007075826171785593,
-0.0466439351439476,
0.020437028259038925,
0.08909956365823746,
0.04614238813519478,
-0.01618495024740696,
-0.06453313678503036,
0.03932405263185501,
-0.07433905452489853,
0.05503874644637108,
-0.013924014754593372,
0.042456477880477905,
0.031164830550551414,
-0.027702413499355316,
-0.03135010600090027,
0.03885011374950409,
0.07081814110279083,
0.08207353204488754,
-0.08024843782186508,
-0.004992802161723375,
-0.0028178561478853226,
0.03247188404202461,
0.027432259172201157,
0.005668948870152235,
-0.015103098005056381,
-0.06495434790849686,
0.024156508967280388,
-0.06943678855895996,
-0.032244566828012466,
0.07118820399045944,
0.002422791440039873,
-0.017407597973942757,
-0.03498326614499092,
-0.008577234111726284,
-0.026545625180006027,
-0.0011049695312976837,
-0.04619675502181053,
0.005302623379975557,
-0.03721681609749794,
-0.08795173466205597,
0.009066282771527767,
0.014339202083647251,
-0.04597792401909828,
0.03921640291810036,
0.03680461272597313,
0.03337303176522255,
0.02591823786497116,
0.047582902014255524,
0.015398167073726654,
0.025345459580421448,
-0.08207669109106064,
-0.017866186797618866,
-0.11989253759384155,
-0.06515242904424667,
-0.015850575640797615,
-0.12496992200613022,
-0.002443146426230669,
0.017626119777560234,
0.03698018938302994,
0.035959627479314804,
0.11742903292179108,
0.11393804848194122,
0.059454966336488724,
0.07630890607833862,
-0.03149670362472534,
0.043211404234170914,
0.010216797702014446,
0.0362246036529541,
-0.03253975510597229,
0.09141582250595093,
-0.00467653525993228,
-5.690193560781154e-8,
-0.05240006744861603,
0.056439418345689774,
0.03546586260199547,
0.03907942399382591,
0.02991238795220852,
-0.04549107700586319,
-0.002051164396107197,
0.02943713217973709,
0.011323919519782066,
-0.010242544114589691,
0.0501420833170414,
-0.029639050364494324,
-0.0701357051730156,
0.03603529930114746,
-0.02657626010477543,
0.014405498281121254,
-0.03593010455369949,
0.09845231473445892,
-0.005040132440626621,
-0.07641454041004181,
0.03527934104204178,
0.011381289921700954,
0.05147291347384453,
-0.022803466767072678,
0.03771556541323662,
-0.0818566307425499,
-0.010569537989795208,
0.11368262767791748,
-0.02946288138628006,
-0.058365024626255035,
0.007712753023952246,
0.03231349214911461,
0.0032931354362517595,
-0.06367434561252594,
-0.03640231117606163,
0.08386440575122833,
-0.06988563388586044,
0.005353980232030153,
0.036158930510282516,
0.010575676336884499,
-0.06317609548568726,
0.04402019828557968,
-0.030341222882270813,
-0.037943337112665176,
0.061773158609867096,
-0.026760544627904892,
-0.013981921598315239,
-0.10796137899160385,
0.021769193932414055,
-0.00756413210183382,
0.0739910677075386,
0.017130769789218903,
-0.01372951827943325,
0.04963432624936104,
0.06982418894767761,
-0.03328549489378929,
-0.11146585643291473,
-0.040237411856651306,
0.027616430073976517,
0.04913101717829704,
0.033572860062122345,
-0.020123137161135674,
-0.06501419842243195,
-0.032135725021362305
] |
samantharhay/wav2vec2-base-libir-zenodo | 6a7698b36780aa901ad510f0790ee45d71cbc8ba | 2021-11-22T19:29:29.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | samantharhay | null | samantharhay/wav2vec2-base-libir-zenodo | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
name: wav2vec2-base-libir-zenodo
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-base-libir-zenodo
This model is a fine-tuned version of [facebook/wav2vec2-base-960h](https://huggingface.co/facebook/wav2vec2-base-960h) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 1.4238
- Wer: 0.4336
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- num_epochs: 30
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 3.053 | 1.0 | 31 | 3.1494 | 0.7345 |
| 2.9742 | 2.0 | 62 | 3.0527 | 0.7257 |
| 2.9139 | 3.0 | 93 | 2.8808 | 0.7257 |
| 2.6586 | 4.0 | 124 | 2.6648 | 0.6726 |
| 2.7117 | 5.0 | 155 | 2.4695 | 0.6372 |
| 2.5173 | 6.0 | 186 | 2.3087 | 0.6195 |
| 2.3665 | 7.0 | 217 | 2.2745 | 0.6018 |
| 2.1276 | 8.0 | 248 | 2.2180 | 0.5752 |
| 2.1624 | 9.0 | 279 | 2.1311 | 0.5752 |
| 2.0312 | 10.0 | 310 | 2.0358 | 0.5575 |
| 2.0652 | 11.0 | 341 | 1.9146 | 0.5310 |
| 1.7963 | 12.0 | 372 | 1.8346 | 0.5221 |
| 1.6811 | 13.0 | 403 | 1.8351 | 0.5398 |
| 1.5929 | 14.0 | 434 | 1.8256 | 0.4779 |
| 1.6644 | 15.0 | 465 | 1.7572 | 0.4779 |
| 1.5411 | 16.0 | 496 | 1.8740 | 0.4779 |
| 1.4027 | 17.0 | 527 | 1.5143 | 0.4779 |
| 1.2634 | 18.0 | 558 | 1.3864 | 0.4867 |
| 1.1053 | 19.0 | 589 | 1.3192 | 0.4425 |
| 1.0517 | 20.0 | 620 | 1.4705 | 0.4602 |
| 1.1033 | 21.0 | 651 | 1.6006 | 0.4956 |
| 0.9992 | 22.0 | 682 | 1.4748 | 0.5044 |
| 0.8987 | 23.0 | 713 | 1.3544 | 0.4867 |
| 0.9656 | 24.0 | 744 | 1.2673 | 0.4336 |
| 0.952 | 25.0 | 775 | 1.3955 | 0.4071 |
| 0.8507 | 26.0 | 806 | 1.3520 | 0.4425 |
| 0.8269 | 27.0 | 837 | 1.8992 | 0.4336 |
| 0.7255 | 28.0 | 868 | 1.9850 | 0.4425 |
| 0.8269 | 29.0 | 899 | 3.0089 | 0.4425 |
| 0.6178 | 30.0 | 930 | 1.4238 | 0.4336 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.13.3
- Tokenizers 0.10.3
| [
-0.055842325091362,
-0.02808491699397564,
-0.06814124435186386,
0.019745318219065666,
0.050485704094171524,
-0.003409737953916192,
-0.06078638881444931,
-0.05633819103240967,
-0.062263373285532,
-0.09175676852464676,
0.041820503771305084,
-0.09182624518871307,
0.003076001303270459,
-0.04744420200586319,
-0.08664857596158981,
0.017743201926350594,
0.028082996606826782,
-0.06330355256795883,
-0.0762137696146965,
0.02594844065606594,
0.007138663437217474,
0.04792704060673714,
0.07242277264595032,
0.013418559916317463,
0.008793395943939686,
0.02577202394604683,
-0.048015255481004715,
0.058900583535432816,
0.0241206344217062,
-0.04715358838438988,
0.11877716332674026,
0.058238349854946136,
0.01533328928053379,
-0.012116823345422745,
0.0038698415737599134,
-0.01584721729159355,
-0.03599238023161888,
-0.0680890902876854,
0.008028366602957249,
-0.04428792744874954,
0.023076890036463737,
-0.015236110426485538,
-0.049025047570466995,
0.07582458853721619,
-0.06653381139039993,
0.034067053347826004,
-0.03803737834095955,
-0.08744798600673676,
-0.0498233288526535,
-0.019360587000846863,
-0.06913329660892487,
-0.09777234494686127,
0.04948222264647484,
0.02902252972126007,
-0.09361537545919418,
0.0292536448687315,
-0.031661901623010635,
0.06428103148937225,
-0.009605874307453632,
0.028656333684921265,
-0.0272540133446455,
-0.018315913155674934,
-0.05589604377746582,
-0.021914497017860413,
-0.05803613364696503,
-0.0752619057893753,
-0.04339168220758438,
-0.018956296145915985,
0.08353538811206818,
-0.06617167592048645,
-0.028119945898652077,
0.08063487708568573,
0.04030046612024307,
0.050064899027347565,
0.028503835201263428,
0.01453982014209032,
0.05648016557097435,
0.05554305389523506,
0.0666772648692131,
-0.11655353754758835,
-0.0019552763551473618,
-0.08207371085882187,
0.057182371616363525,
-0.053837936371564865,
0.08506160974502563,
0.044570039957761765,
0.036625936627388,
-0.023739662021398544,
0.02867159992456436,
0.016620565205812454,
-0.0690481886267662,
0.03291765972971916,
0.01567136123776436,
0.06582711637020111,
0.0233810693025589,
0.07974076271057129,
0.041483063250780106,
0.03844781219959259,
-0.04542875662446022,
0.12014169991016388,
0.016336949542164803,
0.03586186096072197,
0.04314718022942543,
-0.005625118967145681,
0.03605791926383972,
-0.05736576020717621,
-0.03860154375433922,
0.11935486644506454,
0.08725811541080475,
-0.05601563677191734,
0.06351522356271744,
0.056048814207315445,
-0.03114723041653633,
-0.017473401501774788,
0.061382733285427094,
0.08597095310688019,
0.023048831149935722,
0.0008621721062809229,
-0.05510830134153366,
0.05801476538181305,
-0.037883460521698,
-0.028642918914556503,
-0.03827325627207756,
-0.02302536554634571,
-0.07102315127849579,
-0.06284859776496887,
-0.09195904433727264,
3.331083197923566e-33,
0.032188668847084045,
0.03036932833492756,
-0.028774796053767204,
-0.02499059960246086,
0.015296222642064095,
-0.06323432922363281,
-0.023015020415186882,
-0.02676573395729065,
0.04144902899861336,
-0.05484750494360924,
-0.07532969117164612,
-0.03842340409755707,
-0.030126817524433136,
0.08055651932954788,
0.03279642388224602,
-0.03514689579606056,
-0.04921348765492439,
0.014828532002866268,
0.04428357630968094,
0.027203066274523735,
0.12795574963092804,
-0.0032313300762325525,
-0.04139789193868637,
-0.04244169592857361,
0.01862739399075508,
0.11499588191509247,
0.031002754345536232,
0.0035409661941230297,
0.02173381671309471,
0.04315471276640892,
-0.0010791931999847293,
-0.021293483674526215,
-0.04798119142651558,
-0.0670936107635498,
0.04930751770734787,
0.03067030757665634,
0.034100670367479324,
0.04550135135650635,
-0.0390324704349041,
-0.08978039771318436,
0.031049566343426704,
-0.0024769497103989124,
-0.007979270070791245,
-0.020180748775601387,
-0.033088747411966324,
-0.09059774875640869,
0.014019502326846123,
0.03467663750052452,
0.02857750467956066,
0.03248931095004082,
-0.09488175809383392,
-0.030447691679000854,
0.03262168541550636,
0.06948848068714142,
-0.04841260239481926,
-0.054108135402202606,
0.07413183897733688,
0.0487864688038826,
-0.02217588946223259,
-0.02933032624423504,
0.03563258796930313,
0.02591702714562416,
0.003551811445504427,
-0.00878375768661499,
-0.03354104608297348,
-0.051288556307554245,
-0.03805485740303993,
-0.04217422753572464,
0.03581034019589424,
0.04060012847185135,
-0.03366464376449585,
-0.004758070223033428,
0.043025434017181396,
-0.007740629371255636,
0.030181972309947014,
-0.08871278911828995,
0.0000838829146232456,
-0.0815500020980835,
-0.04645527899265289,
0.0012269042199477553,
0.02211088314652443,
0.09825550764799118,
0.0223664790391922,
-0.07858607918024063,
-0.04494418576359749,
-0.028507832437753677,
0.00430688401684165,
-0.0931297317147255,
-0.051692333072423935,
0.03426084294915199,
-0.03091723471879959,
0.08819461613893509,
-0.032532840967178345,
-0.028117984533309937,
-0.018356064334511757,
-4.452650643375927e-33,
-0.00873643346130848,
0.12446597963571548,
-0.009828667156398296,
0.05111978203058243,
0.030612856149673462,
0.018871856853365898,
0.05373767390847206,
0.1281033158302307,
-0.0901537612080574,
-0.07840421795845032,
0.09730184078216553,
-0.04569483548402786,
-0.02790703810751438,
-0.00027221941854804754,
0.029571224004030228,
0.008763277903199196,
-0.057146552950143814,
-0.024135954678058624,
0.06727201491594315,
0.004972338676452637,
0.00030106279882602394,
0.10134272277355194,
-0.03242965042591095,
0.052463460713624954,
-0.007272464223206043,
-0.023966191336512566,
0.04341805353760719,
0.08098527044057846,
0.05561063438653946,
-0.022440388798713684,
-0.02435304783284664,
-0.03681192174553871,
-0.03816084936261177,
0.030885927379131317,
0.013278421945869923,
0.037025365978479385,
0.036400794982910156,
-0.015949897468090057,
-0.04882383719086647,
0.052517715841531754,
0.04243062064051628,
0.06828044354915619,
-0.061400845646858215,
0.025896774604916573,
-0.04931586608290672,
-0.018038004636764526,
0.023945938795804977,
-0.024493252858519554,
-0.008523659780621529,
-0.03092196024954319,
0.08488757163286209,
-0.08361721783876419,
-0.03445911034941673,
0.01760708913207054,
0.0076445587910711765,
-0.022010071203112602,
0.002441075397655368,
0.004817798268049955,
-0.08733858913183212,
-0.003970952704548836,
0.00021108260261826217,
0.028410332277417183,
-0.12900935113430023,
-0.027685189619660378,
0.0014193668030202389,
0.012403828091919422,
-0.051785796880722046,
0.07019756734371185,
0.0012911540688946843,
0.03881039097905159,
-0.02474571391940117,
0.07120489329099655,
0.03934727609157562,
0.018683427944779396,
-0.024209067225456238,
-0.023531340062618256,
-0.0361592173576355,
0.03210873156785965,
-0.02927716262638569,
-0.08795692771673203,
-0.012927388772368431,
0.043094854801893234,
0.06455637514591217,
-0.0004229767364449799,
0.09373487532138824,
0.051574572920799255,
0.02263311669230461,
0.04474213346838951,
-0.06629765778779984,
0.0073895831592381,
0.0629878118634224,
0.04276484623551369,
-0.026083609089255333,
0.13005593419075012,
0.04216954857110977,
-5.515691015034463e-8,
-0.04374166205525398,
-0.001733987359330058,
-0.04707803949713707,
0.037335701286792755,
0.037868063896894455,
-0.011592283844947815,
0.03186016529798508,
-0.02349250018596649,
-0.028073586523532867,
0.009188094176352024,
0.03494846820831299,
0.01419238094240427,
-0.04024169221520424,
0.06285266578197479,
-0.007561482954770327,
0.015918172895908356,
-0.028915226459503174,
0.13723506033420563,
-0.03396325185894966,
-0.060639914125204086,
0.025062084197998047,
-0.01870504580438137,
-0.014685235917568207,
-0.024638941511511803,
0.0754823163151741,
-0.08115186542272568,
-0.07723423838615417,
0.0779830813407898,
-0.05643830820918083,
-0.04445912688970566,
-0.026425058022141457,
0.02297094464302063,
0.028926467522978783,
-0.09538759291172028,
0.0079920943826437,
0.10964468121528625,
-0.08882783353328705,
-0.06127376854419708,
-0.02898416668176651,
0.03008383885025978,
-0.012847664766013622,
0.09768229722976685,
-0.0043237050995230675,
-0.004556882195174694,
0.07480687648057938,
-0.054603829979896545,
0.0042005134746432304,
-0.0909314751625061,
0.06223352998495102,
0.02373034879565239,
0.02831701561808586,
0.04789328575134277,
0.011048206128180027,
-0.039112236350774765,
0.03603990003466606,
0.032216526567935944,
-0.08585111796855927,
0.005436829756945372,
-0.03637777641415596,
-0.008017301559448242,
0.03074588067829609,
-0.014353527687489986,
-0.03698725625872612,
0.012436877936124802
] |
samantharhay/wav2vec2-base-timit-demo-colab | 4dee1538d2c0dbf7fd0ad4a5c174eba1e93e3b4c | 2021-11-18T03:30:31.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | samantharhay | null | samantharhay/wav2vec2-base-timit-demo-colab | 0 | null | transformers | ---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: wav2vec2-base-timit-demo-colab
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-base-timit-demo-colab
This model is a fine-tuned version of [facebook/wav2vec2-base-960h](https://huggingface.co/facebook/wav2vec2-base-960h) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 1.2368
- Wer: 0.8655
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 32
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- num_epochs: 30
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 10.7111 | 4.0 | 500 | 6.1429 | 1.0 |
| 4.8905 | 8.0 | 1000 | 6.0597 | 1.0 |
| 3.4516 | 12.0 | 1500 | 3.0125 | 1.0 |
| 2.9895 | 16.0 | 2000 | 2.9629 | 1.0 |
| 2.9155 | 20.0 | 2500 | 2.4479 | 1.0 |
| 2.3186 | 24.0 | 3000 | 1.5888 | 0.9565 |
| 1.8469 | 28.0 | 3500 | 1.2368 | 0.8655 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.13.3
- Tokenizers 0.10.3
| [
-0.06734850257635117,
-0.05019165202975273,
-0.03191960230469704,
0.029231080785393715,
0.028808826580643654,
0.002812229096889496,
-0.06563019752502441,
-0.049079619348049164,
-0.036448635160923004,
-0.09110405296087265,
0.03138360008597374,
-0.12421640753746033,
0.006106244400143623,
-0.059336937963962555,
-0.08098078519105911,
0.007480027619749308,
0.04180494323372841,
-0.058817435055971146,
-0.05969136208295822,
-0.011471494100987911,
0.011299903504550457,
0.02867119573056698,
0.09380416572093964,
0.013492234982550144,
0.025406718254089355,
0.03166057914495468,
-0.060454417020082474,
0.0467408113181591,
0.041670627892017365,
-0.04672184959053993,
0.09731468558311462,
0.03604227676987648,
0.0233696848154068,
-0.003797090845182538,
-0.003931875340640545,
-0.0032758305314928293,
-0.018540531396865845,
-0.030788078904151917,
-0.001773269148543477,
-0.061155084520578384,
0.030044373124837875,
-0.023843031376600266,
-0.028680235147476196,
0.08914431929588318,
-0.0293344184756279,
-0.007192854769527912,
-0.05451476573944092,
-0.06228605657815933,
-0.05864300951361656,
0.01109607145190239,
-0.05673624575138092,
-0.09695060551166534,
0.052505236119031906,
0.03302077576518059,
-0.07443629205226898,
0.03003251925110817,
0.0009967901278287172,
0.04682307317852974,
0.026608407497406006,
0.010946663096547127,
-0.006670207250863314,
-0.03497898578643799,
-0.06380792707204819,
-0.04194088280200958,
-0.027673302218317986,
-0.0646582841873169,
-0.07225263863801956,
-0.00332810590043664,
0.08236081153154373,
-0.06101422756910324,
-0.030264701694250107,
0.06611016392707825,
0.02040300890803337,
0.013867552392184734,
0.031534358859062195,
0.01948327012360096,
0.044495269656181335,
0.0519087128341198,
0.06443241983652115,
-0.05737629160284996,
0.002061451319605112,
-0.06532585620880127,
0.07099995017051697,
-0.05941688269376755,
0.05873484909534454,
0.015188749879598618,
0.04181573539972305,
-0.026537390425801277,
-0.00649683503434062,
-0.016053831204771996,
-0.07147712260484695,
0.05372233688831329,
-0.005918543785810471,
0.058662883937358856,
-0.005456243176013231,
0.056798458099365234,
0.008232645690441132,
0.03756096214056015,
-0.039549339562654495,
0.11119677871465683,
-0.006668692454695702,
0.032426636666059494,
0.007540937513113022,
0.007299553602933884,
0.031220637261867523,
-0.08395854383707047,
-0.05670233815908432,
0.10631600022315979,
0.11878466606140137,
-0.04189889132976532,
0.07776620984077454,
0.09433428943157196,
-0.04581204801797867,
0.021793978288769722,
0.06940187513828278,
0.09369766712188721,
-0.009151198901236057,
0.003450428368523717,
-0.010049943812191486,
0.058628149330616,
-0.048223014920949936,
-0.000561291875783354,
-0.03785163536667824,
-0.03220370039343834,
-0.05255306139588356,
-0.07591333985328674,
-0.0723557099699974,
2.920704528398074e-33,
0.06604816019535065,
0.02533567324280739,
-0.007355188485234976,
-0.04047313332557678,
0.06461884826421738,
-0.08095138520002365,
-0.0037879953160881996,
-0.051968030631542206,
0.04859674349427223,
-0.053899191319942474,
-0.06318806856870651,
-0.022752467542886734,
-0.02842552959918976,
0.08456316590309143,
0.02564360573887825,
-0.06930630654096603,
-0.052277326583862305,
-0.004276972729712725,
0.04032193869352341,
0.018114164471626282,
0.10160530358552933,
0.0012748995795845985,
-0.041271500289440155,
-0.0044846925884485245,
0.030054591596126556,
0.07424915581941605,
0.02659587562084198,
0.05572737008333206,
0.023542890325188637,
0.0461987666785717,
-0.05325953662395477,
-0.012809929437935352,
-0.03184647113084793,
-0.05765630304813385,
0.032577451318502426,
0.022982051596045494,
0.029289091005921364,
0.05622219666838646,
-0.027847182005643845,
-0.06915269792079926,
0.004308097064495087,
0.0005518025136552751,
0.02454853616654873,
-0.05990929156541824,
-0.05235050246119499,
-0.09282879531383514,
0.02034006081521511,
0.03480253741145134,
0.024040868505835533,
0.04293786361813545,
-0.055256303399801254,
-0.023058366030454636,
0.03976976126432419,
0.06467128545045853,
-0.04411344975233078,
-0.03749312832951546,
0.0739884078502655,
0.04871605709195137,
-0.028671229258179665,
-0.01446501910686493,
0.05028219893574715,
0.01819821447134018,
0.03748666122555733,
-0.004762302152812481,
-0.06013156473636627,
-0.02101718820631504,
-0.040910299867391586,
-0.028677718713879585,
0.0489312969148159,
0.027679214254021645,
-0.04870735853910446,
0.033390115946531296,
0.016115637496113777,
-0.0259840227663517,
0.03609262406826019,
-0.07240786403417587,
0.02715376764535904,
-0.07018149644136429,
-0.07277290523052216,
-0.01258121058344841,
0.0324130542576313,
0.0933811143040657,
0.00017914526688400656,
-0.08175871521234512,
-0.039871104061603546,
-0.038003891706466675,
-0.0028882857877761126,
-0.10627194494009018,
-0.02134745568037033,
0.011671499349176884,
-0.079533651471138,
0.10670404881238937,
-0.06246636435389519,
-0.03567798063158989,
-0.03187854588031769,
-3.891839921013876e-33,
0.022723469883203506,
0.10802458971738815,
-0.008903466165065765,
0.06664859503507614,
0.017290132120251656,
0.020388707518577576,
0.09292427450418472,
0.11924519389867783,
-0.05263804271817207,
-0.06151609495282173,
0.08300983160734177,
-0.026404792442917824,
-0.05224766582250595,
-0.008435498923063278,
0.023727333173155785,
0.01756335236132145,
-0.04484347626566887,
-0.0017080551479011774,
0.030708618462085724,
-0.0030517044942826033,
0.019962817430496216,
0.11690271645784378,
-0.054306235164403915,
0.02930060774087906,
-0.006072004325687885,
-0.028963113203644753,
-0.0020044376142323017,
0.09766804426908493,
0.062020447105169296,
-0.06124032288789749,
-0.023374177515506744,
-0.03451090306043625,
-0.024265360087156296,
0.016358401626348495,
0.0010263598524034023,
0.0409637987613678,
0.05759460851550102,
-0.007846471853554249,
-0.01580132357776165,
0.08175432682037354,
0.036908529698848724,
0.07803447544574738,
-0.09196977317333221,
0.048859331756830215,
-0.03752623125910759,
0.006081305909901857,
0.02753836289048195,
-0.05656716972589493,
-0.024996809661388397,
-0.01609189249575138,
0.07708841562271118,
-0.09270257502794266,
-0.026243388652801514,
0.041057247668504715,
-0.04003150016069412,
-0.03032352775335312,
0.04021996632218361,
-0.019914019852876663,
-0.09340237081050873,
-0.0033224911894649267,
-0.006682914681732655,
0.036686137318611145,
-0.10350450873374939,
-0.06101013347506523,
0.007245814427733421,
-0.01584765687584877,
-0.07391239702701569,
0.06296563893556595,
0.04073576629161835,
0.038850024342536926,
-0.02934984862804413,
0.07179171591997147,
0.037013404071331024,
0.02595217525959015,
-0.02631501853466034,
0.004503676667809486,
-0.04778262600302696,
0.03283084183931351,
-0.03763061761856079,
-0.10569748282432556,
-0.03718671202659607,
0.08451066166162491,
0.07327351719141006,
-0.0011794454185292125,
0.10307761281728745,
0.08433227986097336,
0.04763554781675339,
0.04934310540556908,
-0.046798545867204666,
0.0492464154958725,
0.039183780550956726,
0.028104625642299652,
0.012401309795677662,
0.15674981474876404,
0.043818000704050064,
-5.557233961894781e-8,
-0.04695233702659607,
0.01657104678452015,
-0.05536394566297531,
0.06152286380529404,
-0.0038564330898225307,
0.0013265532907098532,
0.024510348215699196,
-0.04046063497662544,
-0.002047876827418804,
0.0015177963068708777,
-0.0010262762662023306,
0.008116829209029675,
-0.06629716604948044,
0.05589922517538071,
-0.024476850405335426,
0.021728429943323135,
0.005552714690566063,
0.09195219725370407,
-0.038659799844026566,
-0.06801119446754456,
0.008971162140369415,
-0.0006104882340878248,
0.001984436996281147,
-0.0012138168094679713,
0.07391608506441116,
-0.07747542858123779,
-0.08620680123567581,
0.08025287836790085,
-0.0779946967959404,
-0.021815838292241096,
-0.027468746528029442,
0.03985259681940079,
0.009110948070883751,
-0.10208875685930252,
-0.012802581302821636,
0.10216499119997025,
-0.06680799275636673,
-0.04676792770624161,
-0.014169984497129917,
0.0428927019238472,
-0.03164215758442879,
0.06656824797391891,
-0.05630118027329445,
-0.011255756951868534,
0.05654798448085785,
-0.06340423971414566,
-0.012805629521608353,
-0.08847390860319138,
0.054666660726070404,
0.03387569636106491,
0.010195732116699219,
0.05362424999475479,
-0.0332413949072361,
-0.029888685792684555,
0.0605105385184288,
0.03712819889187813,
-0.09005594253540039,
0.014699265360832214,
-0.01331642922013998,
-0.028310364112257957,
0.029000597074627876,
-0.022863978520035744,
-0.02949126437306404,
-0.036363277584314346
] |
samantharhay/wav2vec2-base-zenodo-test | 09c7dd10bedffc38e9c5eb8bade8d165190f7982 | 2021-11-22T19:11:23.000Z | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"transformers"
] | automatic-speech-recognition | false | samantharhay | null | samantharhay/wav2vec2-base-zenodo-test | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
samitizerxu/wav2vec2-xls-r-300m-es | 5eaf5c719dc8735e416ff55d972bb002c8ef00ae | 2022-03-24T11:56:03.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"es",
"dataset:common_voice",
"transformers",
"common_voice",
"generated_from_trainer",
"robust-speech-event",
"hf-asr-leaderboard",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | samitizerxu | null | samitizerxu/wav2vec2-xls-r-300m-es | 0 | null | transformers | ---
language:
- es
license: apache-2.0
tags:
- automatic-speech-recognition
- common_voice
- generated_from_trainer
- es
- robust-speech-event
- hf-asr-leaderboard
datasets:
- common_voice
model-index:
- name: wav2vec2-cls-r-300m-es
results:
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Common Voice 7
type: mozilla-foundation/common_voice_7_0
args: es
metrics:
- name: Test WER
type: wer
value: 37.37
- name: Test CER
type: cer
value: 7.11
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Robust Speech Event - Dev Data
type: speech-recognition-community-v2/dev_data
args: es
metrics:
- name: Test WER
type: wer
value: 55.69
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Robust Speech Event - Test Data
type: speech-recognition-community-v2/eval_data
args: es
metrics:
- name: Test WER
type: wer
value: 57.28
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-cls-r-300m-es
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the COMMON_VOICE - ES dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5160
- Wer: 0.4016
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 8.0
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 3.1277 | 1.14 | 500 | 2.0259 | 0.9999 |
| 1.4111 | 2.28 | 1000 | 1.1251 | 0.8894 |
| 0.8461 | 3.42 | 1500 | 0.8205 | 0.7244 |
| 0.5042 | 4.57 | 2000 | 0.6116 | 0.5463 |
| 0.3072 | 5.71 | 2500 | 0.5507 | 0.4506 |
| 0.2181 | 6.85 | 3000 | 0.5213 | 0.4177 |
| 0.1608 | 7.99 | 3500 | 0.5161 | 0.4019 |
### Framework versions
- Transformers 4.17.0.dev0
- Pytorch 1.10.2+cu102
- Datasets 1.18.2.dev0
- Tokenizers 0.11.0
#### Evaluation Commands
1. To evaluate on `mozilla-foundation/common_voice_7_0` with split `test`
```bash
python eval.py --model_id samitizerxu/wav2vec2-xls-r-300m-es --dataset mozilla-foundation/common_voice_7_0 --config es --split test
```
2. To evaluate on `speech-recognition-community-v2/dev_data`
```bash
python eval.py --model_id samitizerxu/wav2vec2-xls-r-300m-es --dataset speech-recognition-community-v2/dev_data --config es --split validation --chunk_length_s 5.0 --stride_length_s 1.0
``` | [
-0.09169377386569977,
-0.08653364330530167,
-0.01582404226064682,
-0.06153606250882149,
0.009173072874546051,
-0.007503024302423,
0.026507871225476265,
-0.061930809170007706,
-0.037174198776483536,
-0.06614965200424194,
0.0015697733033448458,
-0.15710438787937164,
-0.023991696536540985,
0.025719141587615013,
-0.0063613043166697025,
-0.07793817669153214,
-0.01890440657734871,
-0.0622861385345459,
-0.03893640637397766,
-0.04508690536022186,
0.0336436964571476,
0.1288694590330124,
0.05893592908978462,
0.01869942620396614,
0.02260780893266201,
0.0008191096130758524,
-0.09126878529787064,
0.03410636633634567,
0.02773609384894371,
-0.060824040323495865,
0.09635136276483536,
0.020297246053814888,
0.15697792172431946,
0.021257441490888596,
0.0025790163781493902,
0.0005030064494349062,
0.00908966176211834,
-0.03732483834028244,
-0.049196500331163406,
-0.058185867965221405,
-0.053105346858501434,
-0.023572130128741264,
0.004637210629880428,
-0.052970703691244125,
-0.034022264182567596,
-0.07304143905639648,
-0.11730621010065079,
-0.06815490871667862,
-0.013351114466786385,
0.04516582190990448,
-0.0709894448518753,
-0.02264619991183281,
0.038649383932352066,
0.0152059867978096,
-0.08296302706003189,
0.045768462121486664,
-0.013387689366936684,
0.03727060183882713,
0.08079595863819122,
0.04610338807106018,
-0.012488477863371372,
-0.038405392318964005,
-0.012835263274610043,
0.027362961322069168,
-0.0786554217338562,
-0.022810814902186394,
0.0129830501973629,
-0.04863844811916351,
0.011731933802366257,
0.0038898070342838764,
-0.09431393444538116,
0.0768805593252182,
0.03429511934518814,
0.03390725329518318,
0.015123557299375534,
-0.006122062914073467,
0.007339830044656992,
-0.0194903202354908,
0.06805437803268433,
-0.05667395144701004,
-0.032334111630916595,
-0.08219926059246063,
-0.004197042901068926,
-0.002226430457085371,
0.09327901154756546,
0.013441073708236217,
-0.032217156141996384,
-0.02988121286034584,
-0.03646300733089447,
-0.0008041441906243563,
-0.08308300375938416,
-0.038170117884874344,
0.012654168531298637,
0.08955863118171692,
0.017635665833950043,
0.08387865871191025,
0.028065964579582214,
0.06657380610704422,
-0.015526298433542252,
0.09209253638982773,
-0.02250305563211441,
-0.02843283861875534,
0.004317633341997862,
0.004655932076275349,
0.005530687514692545,
-0.04167766496539116,
-0.020592007786035538,
0.04785171523690224,
0.033033620566129684,
-0.03856581449508667,
-0.018744613975286484,
-0.0006636015605181456,
-0.015447045676410198,
-0.058093950152397156,
0.012332295067608356,
0.04812418296933174,
-0.0686018168926239,
-0.004528039135038853,
0.05222519859671593,
0.06178984045982361,
-0.007091811392456293,
-0.02259024605154991,
-0.047190483659505844,
-0.04493645206093788,
0.054487161338329315,
-0.0011570786591619253,
-0.004545289557427168,
7.028782512717464e-33,
0.05571357533335686,
0.030314860865473747,
0.008158953860402107,
0.03769289329648018,
0.017367566004395485,
-0.0571989044547081,
-0.053348150104284286,
0.02498658001422882,
-0.02643578127026558,
-0.047007374465465546,
0.026524201035499573,
-0.03237973898649216,
-0.07767736166715622,
0.06349913030862808,
0.050364505499601364,
0.02555733546614647,
0.02489173412322998,
-0.01715678907930851,
-0.03302789852023125,
-0.04893093183636665,
0.12970028817653656,
0.010575237683951855,
0.03297778218984604,
0.011090000160038471,
0.06714028865098953,
0.05840921774506569,
0.014375867322087288,
-0.03090129792690277,
0.014390979893505573,
0.044640954583883286,
-0.012150083668529987,
-0.06367281824350357,
-0.005341275595128536,
-0.02371297962963581,
0.05361351743340492,
0.01106894388794899,
0.024577660486102104,
0.01836840994656086,
-0.06794476509094238,
-0.05674717202782631,
0.005350761581212282,
0.011725828051567078,
-0.06665942817926407,
-0.053726132959127426,
-0.012752924114465714,
-0.08703533560037613,
-0.0001867895043687895,
0.04807062819600105,
0.029589686542749405,
0.039023976773023605,
-0.09813183546066284,
-0.00008735014125704765,
-0.01766030117869377,
-0.018806468695402145,
0.014674183912575245,
-0.003026865189895034,
0.05347611382603645,
0.08044671267271042,
-0.019012030214071274,
-0.020189378410577774,
0.00634793983772397,
0.009965929202735424,
0.005446739494800568,
-0.03911295533180237,
0.07866507768630981,
-0.052438486367464066,
0.004867442883551121,
-0.016552617773413658,
0.04669731855392456,
0.012574284337460995,
0.013256973586976528,
-0.020665975287556648,
0.060107503086328506,
0.06065884232521057,
-0.0020075885113328695,
-0.000838017906062305,
0.017344042658805847,
-0.05230282247066498,
-0.011730445548892021,
0.0389210507273674,
-0.04469466581940651,
0.037739649415016174,
-0.007168465293943882,
-0.05130922794342041,
0.00950809195637703,
-0.025888875126838684,
0.007547240238636732,
-0.04415899142622948,
-0.006554735824465752,
0.046634647995233536,
-0.02274388074874878,
0.08870606124401093,
-0.062114957720041275,
-0.018437286838889122,
-0.11561320722103119,
-9.355509010961067e-33,
-0.04453016072511673,
0.11447098851203918,
0.002684177365154028,
0.1239427849650383,
0.01554180309176445,
0.0025441369507461786,
0.10815190523862839,
0.06917358934879303,
0.013083312660455704,
-0.039587926119565964,
0.027112819254398346,
-0.0445626825094223,
0.08312752097845078,
-0.0634133443236351,
0.07787908613681793,
0.0517442561686039,
-0.05231305584311485,
0.010058041661977768,
0.015907922759652138,
0.08662664890289307,
-0.005468472372740507,
0.10237102955579758,
-0.035958461463451385,
0.08811537176370621,
-0.05533087998628616,
-0.07130656391382217,
-0.05916168913245201,
0.014917394146323204,
0.007957628928124905,
-0.027763988822698593,
-0.0012525836937129498,
0.000555005157366395,
-0.14994864165782928,
0.03257177025079727,
-0.02253478765487671,
-0.07576005160808563,
0.02175852656364441,
-0.00215603644028306,
-0.019010771065950394,
0.03901732340455055,
0.1059604287147522,
0.07332638651132584,
-0.0606142058968544,
-0.09180167317390442,
0.030719676986336708,
-0.05195679888129234,
0.025697439908981323,
0.017618345096707344,
0.001048909965902567,
-0.055747948586940765,
0.032541848719120026,
-0.03153294697403908,
-0.011808359995484352,
0.014538302086293697,
-0.005476171150803566,
-0.005075907800346613,
0.021152833476662636,
-0.04980308562517166,
-0.07276920974254608,
0.010004233568906784,
0.03747224062681198,
-0.01397127378731966,
-0.1078181192278862,
-0.018580162897706032,
0.08862627297639847,
0.041816674172878265,
-0.06196565926074982,
0.03918738663196564,
0.008353590965270996,
-0.038754694163799286,
-0.04837537929415703,
-0.02412983402609825,
-0.00404598843306303,
-0.03507540747523308,
-0.013916418887674809,
-0.03901742771267891,
-0.12255506962537766,
-0.037062615156173706,
-0.016419485211372375,
-0.07371402531862259,
0.007093537133187056,
0.048616018146276474,
0.05612076073884964,
-0.022969327867031097,
0.05094105750322342,
0.08616719394922256,
-0.010011466220021248,
0.05035633593797684,
0.01988578774034977,
0.016845405101776123,
-0.037238944321870804,
0.03362300619482994,
-0.030983872711658478,
0.052059516310691833,
0.015172663144767284,
-5.7067893521889346e-8,
-0.05979401245713234,
-0.005996832624077797,
-0.023745527490973473,
-0.06524154543876648,
0.05348948389291763,
-0.07601116597652435,
0.0020414034370332956,
-0.047279439866542816,
0.030404631048440933,
-0.015573084354400635,
0.04460735619068146,
-0.028030794113874435,
-0.04351525753736496,
0.06704295426607132,
0.027214940637350082,
-0.039122987538576126,
-0.05777348577976227,
0.19139374792575836,
-0.029453441500663757,
-0.14312511682510376,
0.06636343151330948,
-0.016939258202910423,
0.013137686997652054,
0.00915465410798788,
0.043487511575222015,
-0.018606193363666534,
-0.022380925714969635,
0.09566371887922287,
0.0006291431491263211,
-0.0036570513620972633,
-0.08293016999959946,
0.049194902181625366,
-0.006288388278335333,
-0.10554289817810059,
0.06368663161993027,
0.043206073343753815,
-0.025498293340206146,
-0.042896125465631485,
-0.02172512374818325,
0.04924684390425682,
0.03752390295267105,
0.09084643423557281,
-0.06963984668254852,
0.02082202211022377,
0.03799403831362724,
0.03429243713617325,
-0.03836836665868759,
-0.028585439547896385,
0.027375251054763794,
-0.04688698425889015,
0.017786264419555664,
-0.008982154540717602,
0.015597864985466003,
-0.0068617626093328,
0.06837790459394455,
0.08236971497535706,
0.01501474343240261,
-0.01718420349061489,
0.04718685522675514,
-0.0409838892519474,
0.12009943276643753,
-0.017695028334856033,
-0.050224944949150085,
-0.04727853834629059
] |
sammy786/wav2vec2-large-xlsr-mongolian | 80c0a7cc621ef4879ef6c39c8177cb61f92988d0 | 2021-04-02T11:36:53.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"mn",
"dataset:common_voice",
"transformers",
"audio",
"speech",
"xlsr-fine-tuning-week",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | sammy786 | null | sammy786/wav2vec2-large-xlsr-mongolian | 0 | null | transformers | ---
language: mn
datasets:
- common_voice
tags:
- audio
- automatic-speech-recognition
- speech
- xlsr-fine-tuning-week
license: apache-2.0
model-index:
- name: XLSR Wav2Vec2 Mongolian by Salim Shaikh
results:
- task:
name: Speech Recognition
type: automatic-speech-recognition
dataset:
name: Common Voice mn
type: common_voice
args: {mn}
metrics:
- name: Test WER
type: wer
value: 38.14
---
# Wav2Vec2-Large-XLSR-53-Mongolian
Fine-tuned [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) in Mongolian using the [Common Voice](https://huggingface.co/datasets/common_voice)
When using this model, make sure that your speech input is sampled at 16kHz.
## Usage
The model can be used directly (without a language model) as follows:
```python
import torchaudio
from datasets import load_dataset, load_metric
from transformers import (
Wav2Vec2ForCTC,
Wav2Vec2Processor,
)
import torch
import re
import sys
model_name = "sammy786/wav2vec2-large-xlsr-mongolian"
device = "cuda"
chars_to_ignore_regex = '[\\,\\?\\.\\!\\-\\;\\:\\"\\“\\%\\‘\\”\\�\\)\\(\\*)]'
model = Wav2Vec2ForCTC.from_pretrained(model_name).to(device)
processor = Wav2Vec2Processor.from_pretrained(model_name)
ds = load_dataset("common_voice", "mn", split="test", data_dir="./cv-corpus-6.1-2020-12-11")
resampler = torchaudio.transforms.Resample(orig_freq=48_000, new_freq=16_000)
def map_to_array(batch):
speech, _ = torchaudio.load(batch["path"])
batch["speech"] = resampler.forward(speech.squeeze(0)).numpy()
batch["sampling_rate"] = resampler.new_freq
batch["sentence"] = re.sub(chars_to_ignore_regex, '', batch["sentence"]).lower() + " "
return batch
ds = ds.map(map_to_array)
def map_to_pred(batch):
features = processor(batch["speech"], sampling_rate=batch["sampling_rate"][0], padding=True, return_tensors="pt")
input_values = features.input_values.to(device)
attention_mask = features.attention_mask.to(device)
with torch.no_grad():
logits = model(input_values, attention_mask=attention_mask).logits
pred_ids = torch.argmax(logits, dim=-1)
batch["predicted"] = processor.batch_decode(pred_ids)
batch["target"] = batch["sentence"]
return batch
result = ds.map(map_to_pred, batched=True, batch_size=1, remove_columns=list(ds.features.keys()))
wer = load_metric("wer")
print(wer.compute(predictions=result["predicted"], references=result["target"]))
```
**Test Result**: 38.14 %
| [
-0.0798080563545227,
-0.03179845213890076,
-0.026688430458307266,
-0.043858688324689865,
-0.032350651919841766,
-0.028436623513698578,
-0.003094607265666127,
-0.033540189266204834,
-0.07471376657485962,
-0.09147217869758606,
0.015631254762411118,
-0.11963160336017609,
-0.0020181038416922092,
0.024334300309419632,
0.004384737461805344,
-0.037712641060352325,
0.03684521093964577,
0.01491367444396019,
-0.059039223939180374,
-0.11596579104661942,
0.040312256664037704,
0.05744288116693497,
0.09017715603113174,
0.0018935867119580507,
0.028058277443051338,
-0.03697824105620384,
-0.047224871814250946,
0.013737635686993599,
0.05583539232611656,
-0.01963515765964985,
0.06160515546798706,
0.07431948930025101,
0.08676762878894806,
0.003458553459495306,
0.013767585158348083,
0.034141357988119125,
-0.04626596346497536,
-0.05430927500128746,
-0.06751976907253265,
-0.01652703993022442,
0.03156295418739319,
0.017290573567152023,
0.03073013387620449,
-0.055395375937223434,
-0.012919430620968342,
-0.012196078896522522,
-0.06704384088516235,
0.016789555549621582,
0.007553557865321636,
0.06318080425262451,
-0.06138838082551956,
-0.007661595940589905,
0.005865832325071096,
0.10908735543489456,
-0.07200288027524948,
-0.06302639096975327,
-0.01332424208521843,
0.025414898991584778,
0.016211818903684616,
-0.0629996806383133,
-0.08483046293258667,
0.011457863263785839,
-0.027585648000240326,
-0.027963515371084213,
-0.06716995686292648,
0.006191285792738199,
-0.018557701259851456,
-0.017688170075416565,
0.027010846883058548,
0.025125401094555855,
-0.04723592847585678,
0.062225520610809326,
0.021339016035199165,
0.041723791509866714,
-0.00982169434428215,
-0.07414732128381729,
0.058237116783857346,
-0.030082881450653076,
0.04754059016704559,
-0.06104213371872902,
0.007757748477160931,
-0.03412117809057236,
0.03896349295973778,
-0.04881223663687706,
0.07334038615226746,
0.010615554638206959,
0.00022637232905253768,
0.007661198265850544,
0.02425529807806015,
-0.06553738564252853,
-0.04800359159708023,
-0.04448359087109566,
-0.0163321103900671,
0.0510021448135376,
0.007664125878363848,
0.06001388654112816,
0.0987429991364479,
0.07550942152738571,
-0.005814886651933193,
0.06919481605291367,
0.03123931586742401,
-0.10722821950912476,
-0.011544754728674889,
0.013471786864101887,
0.0011101615382358432,
-0.04510687291622162,
0.000895452918484807,
0.058212291449308395,
0.036069996654987335,
-0.006694758776575327,
0.020556876435875893,
0.024030357599258423,
0.0014543558936566114,
0.001760808052495122,
0.0753340944647789,
0.02586127072572708,
-0.04428625851869583,
-0.08285653591156006,
-0.025936279445886612,
0.05615910142660141,
-0.059702083468437195,
0.004996247123926878,
-0.018566500395536423,
-0.01891966722905636,
0.06599394977092743,
-0.0013828943483531475,
-0.007242457941174507,
4.4374970518258895e-33,
0.007069036364555359,
0.010030451230704784,
0.04584069922566414,
-0.04223991185426712,
-0.030668817460536957,
-0.0364164337515831,
-0.035388458520174026,
0.015369306318461895,
-0.06753012537956238,
-0.01570085808634758,
-0.09629248082637787,
0.020288975909352303,
-0.04683556780219078,
0.00792999193072319,
0.006582692265510559,
0.05010159686207771,
0.01305000763386488,
0.01901988871395588,
0.035954758524894714,
0.028952518478035927,
0.1527227908372879,
0.04671036824584007,
0.030093109235167503,
0.007202076260000467,
0.030057944357395172,
0.03989531844854355,
0.05510786920785904,
-0.09083009511232376,
-0.0003972680715378374,
0.04871160537004471,
-0.0854288712143898,
-0.053953275084495544,
-0.02497587539255619,
-0.015569513663649559,
-0.012309459038078785,
-0.017037900164723396,
0.009969179518520832,
0.006311740726232529,
-0.04408659785985947,
-0.09300454705953598,
0.08937471359968185,
0.04170827567577362,
-0.0035542473196983337,
-0.05964095517992973,
-0.05023922398686409,
-0.01325777918100357,
-0.007989972829818726,
0.04646751284599304,
0.015083540230989456,
0.07558827102184296,
-0.039805758744478226,
0.036646969616413116,
-0.054479192942380905,
0.048710767179727554,
-0.025148235261440277,
-0.050154559314250946,
0.14998720586299896,
0.03682250529527664,
0.0390450693666935,
0.017721619457006454,
-0.03419681638479233,
-0.04542679339647293,
0.04598287492990494,
0.03470790013670921,
0.07948745787143707,
-0.10225290805101395,
-0.06671994179487228,
0.023386286571621895,
-0.01108897477388382,
0.0048242006450891495,
-0.022912796586751938,
-0.05391613394021988,
0.014394055120646954,
0.07359113544225693,
-0.00047297001583501697,
-0.04946710541844368,
0.03920942544937134,
-0.04974838346242905,
-0.03301258012652397,
0.11492381989955902,
0.004211891442537308,
0.08149107545614243,
-0.024794889613986015,
-0.05898776277899742,
-0.06799273192882538,
-0.005640625022351742,
0.041946280747652054,
-0.08628439903259277,
-0.01681571453809738,
0.0037895271088927984,
-0.07440752536058426,
0.05780775099992752,
-0.03015425056219101,
-0.02157137170433998,
-0.05955887958407402,
-5.555123285125134e-33,
0.013628755696117878,
0.10401579737663269,
0.042547859251499176,
0.10705391317605972,
-0.0006156809977255762,
-0.04615340754389763,
0.09559650719165802,
0.09493919461965561,
0.011339854449033737,
-0.03755674883723259,
0.10436613112688065,
-0.09227638691663742,
0.09391605854034424,
-0.006673069205135107,
0.0871807411313057,
-0.007756919600069523,
-0.02535124309360981,
0.04416285827755928,
0.09450967609882355,
0.09280829131603241,
-0.053819816559553146,
0.042596135288476944,
-0.07397440820932388,
0.04127666726708412,
-0.09769033640623093,
-0.03578246757388115,
-0.07270363718271255,
0.02191448025405407,
-0.0034052771516144276,
-0.0018283918034285307,
-0.08854565024375916,
0.02313823811709881,
-0.11859644949436188,
0.02014818973839283,
0.014251487329602242,
-0.014963249675929546,
0.02569749392569065,
-0.007729752920567989,
-0.012184714898467064,
0.047549985349178314,
0.11245942115783691,
0.11620418727397919,
-0.08064925670623779,
-0.022815072908997536,
0.015967173501849174,
-0.041583023965358734,
-0.04643254727125168,
0.014321431517601013,
-0.03828085958957672,
-0.096188023686409,
0.054208479821681976,
-0.06683240085840225,
0.012256359681487083,
0.013339275494217873,
-0.034393224865198135,
-0.00029012406594119966,
0.003171900287270546,
-0.03231378644704819,
-0.02045469731092453,
-0.014013521373271942,
-0.01834762841463089,
-0.08292887359857559,
-0.07175854593515396,
-0.06652312725782394,
-0.007999024353921413,
0.025579506531357765,
-0.003987096715718508,
-0.019830139353871346,
0.11580915004014969,
-0.017149437218904495,
-0.004087307956069708,
-0.004097132943570614,
0.06224222108721733,
0.049197591841220856,
-0.04143226519227028,
0.005533761344850063,
-0.07482288777828217,
-0.007629987318068743,
0.01894364133477211,
-0.05246971920132637,
-0.010196336545050144,
0.06433066725730896,
0.07561967521905899,
-0.008764914236962795,
0.056164149194955826,
0.09920327365398407,
-0.002372742397710681,
0.02818085066974163,
-0.0014916171785444021,
0.017213324084877968,
-0.03168483451008797,
0.06315027177333832,
0.005746780429035425,
0.09434735774993896,
0.007528465241193771,
-5.225076193937639e-8,
-0.07172409445047379,
0.007145298179239035,
0.009722283110022545,
0.010398929007351398,
-0.08590049296617508,
-0.06069760024547577,
-0.017943110316991806,
-0.054786913096904755,
0.05198519304394722,
0.015001769177615643,
0.08260741829872131,
-0.008995299227535725,
-0.047667570412158966,
0.07239151000976562,
-0.00884098932147026,
0.040031563490629196,
0.02508598007261753,
0.13058266043663025,
-0.030614862218499184,
-0.07160124182701111,
0.04473140090703964,
0.009379430674016476,
0.05462329462170601,
0.005887358449399471,
0.009195181541144848,
0.019487233832478523,
-0.03552570194005966,
0.07674407213926315,
-0.017622385174036026,
-0.04912189021706581,
-0.06591241806745529,
-0.001470921328291297,
-0.04697395861148834,
-0.024203158915042877,
0.03508201986551285,
0.008922127075493336,
-0.084757000207901,
-0.0037130704149603844,
0.026954038068652153,
0.05233422666788101,
0.04556559398770332,
0.06239028647542,
-0.10986894369125366,
-0.03638428449630737,
0.06310267746448517,
-0.04166939854621887,
-0.02989261783659458,
-0.09727654606103897,
0.019713135436177254,
0.02759118378162384,
0.023068400099873543,
0.00277436850592494,
0.016829974949359894,
-0.05028187111020088,
0.08546668291091919,
0.01886710152029991,
-0.007004907354712486,
-0.023725520819425583,
-0.022445790469646454,
-0.030723370611667633,
0.043001994490623474,
0.011782970279455185,
-0.06367579102516174,
-0.03937133029103279
] |
sammy786/wav2vec2-xlsr-bashkir | 9503ad11ced5cc0d71db9238a0b94886cb0d63bb | 2022-03-23T18:35:07.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"ba",
"dataset:mozilla-foundation/common_voice_8_0",
"transformers",
"generated_from_trainer",
"hf-asr-leaderboard",
"model_for_talk",
"mozilla-foundation/common_voice_8_0",
"robust-speech-event",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | sammy786 | null | sammy786/wav2vec2-xlsr-bashkir | 0 | null | transformers | ---
language:
- ba
license: apache-2.0
tags:
- automatic-speech-recognition
- ba
- generated_from_trainer
- hf-asr-leaderboard
- model_for_talk
- mozilla-foundation/common_voice_8_0
- robust-speech-event
datasets:
- mozilla-foundation/common_voice_8_0
model-index:
- name: sammy786/wav2vec2-xlsr-bashkir
results:
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Common Voice 8
type: mozilla-foundation/common_voice_8_0
args: ba
metrics:
- name: Test WER
type: wer
value: 11.32
- name: Test CER
type: cer
value: 2.34
---
# sammy786/wav2vec2-xlsr-bashkir
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - ba dataset.
It achieves the following results on evaluation set (which is 10 percent of train data set merged with other and dev datasets):
- Loss:
- Wer:
## Model description
"facebook/wav2vec2-xls-r-1b" was finetuned.
## Intended uses & limitations
More information needed
## Training and evaluation data
Training data -
Common voice Finnish train.tsv, dev.tsv and other.tsv
## Training procedure
For creating the train dataset, all possible datasets were appended and 90-10 split was used.
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.000045637994662983496
- train_batch_size: 16
- eval_batch_size: 16
- seed: 13
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine_with_restarts
- lr_scheduler_warmup_steps: 500
- num_epochs: 30
- mixed_precision_training: Native AMP
### Training results
| Step | Training Loss | Validation Loss | Wer |
|:----:|:-------------:|:---------------:|:--------:|
| 200 | 5.387100 | 1.982867 | 1.000000 |
| 400 | 1.269800 | 0.369958 | 0.545755 |
| 600 | 0.903600 | 0.287705 | 0.465594 |
| 800 | 0.787300 | 0.235142 | 0.417091 |
| 1000 | 0.816300 | 0.206325 | 0.390534 |
| 1200 | 0.700500 | 0.197106 | 0.383987 |
| 1400 | 0.707100 | 0.179855 | 0.381368 |
| 1600 | 0.657800 | 0.181605 | 0.370593 |
| 1800 | 0.647800 | 0.168626 | 0.358767 |
| 2000 | 0.650700 | 0.164833 | 0.351483 |
| 2200 | 0.490900 | 0.168133 | 0.363309 |
| 2400 | 0.431000 | 0.161201 | 0.344350 |
| 2600 | 0.372100 | 0.160254 | 0.338280 |
| 2800 | 0.367500 | 0.150885 | 0.329687 |
| 3000 | 0.351300 | 0.154112 | 0.331392 |
| 3200 | 0.314800 | 0.147147 | 0.326700 |
| 3400 | 0.316800 | 0.142681 | 0.325090 |
| 3600 | 0.313000 | 0.138736 | 0.319553 |
| 3800 | 0.291800 | 0.138166 | 0.315570 |
| 4000 | 0.311300 | 0.135977 | 0.322894 |
| 4200 | 0.304900 | 0.128820 | 0.308627 |
| 4400 | 0.301600 | 0.129475 | 0.307440 |
| 4600 | 0.281800 | 0.131863 | 0.305967 |
### Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.0+cu102
- Datasets 1.17.1.dev0
- Tokenizers 0.10.3
#### Evaluation Commands
1. To evaluate on `mozilla-foundation/common_voice_8_0` with split `test`
```bash
python eval.py --model_id sammy786/wav2vec2-xlsr-bashkir --dataset mozilla-foundation/common_voice_8_0 --config ba --split test
``` | [
-0.08649282902479172,
-0.037557750940322876,
-0.04814392328262329,
-0.048679787665605545,
-0.01653159409761429,
-0.0011195678962394595,
-0.02421315759420395,
-0.05070338398218155,
-0.028043653815984726,
-0.09375547617673874,
-0.02657276764512062,
-0.12018493562936783,
-0.013702073134481907,
-0.012377386912703514,
-0.0008011365425772965,
-0.025066452100872993,
0.05425084009766579,
-0.07186754792928696,
-0.08479861170053482,
-0.03718468174338341,
-0.00440977793186903,
0.07964326441287994,
0.07338663935661316,
0.012970754876732826,
-0.0065595186315476894,
0.011032834649085999,
-0.05720817670226097,
0.023791348561644554,
0.04813968762755394,
-0.08725900948047638,
0.11845821142196655,
0.04624180495738983,
0.08278314769268036,
-0.010723092593252659,
0.045549213886260986,
0.05495025962591171,
0.017522351816296577,
-0.04007945582270622,
-0.03093818761408329,
-0.04349252209067345,
0.008479096926748753,
0.014121875166893005,
0.038110896944999695,
-0.01649247482419014,
-0.011486792005598545,
-0.04983820393681526,
-0.09584790468215942,
-0.041070904582738876,
-0.011499895714223385,
0.0002768682024907321,
-0.08779801428318024,
-0.02858768403530121,
0.04383853077888489,
0.06270955502986908,
-0.060391899198293686,
0.02715359628200531,
-0.022778227925300598,
0.015455855056643486,
0.06968517601490021,
-0.022209975868463516,
-0.03892626613378525,
0.008305072784423828,
-0.01871757209300995,
0.03564292564988136,
-0.06540357321500778,
-0.02478272281587124,
-0.04280228540301323,
-0.047957826405763626,
0.007516403216868639,
0.018140457570552826,
-0.10679606348276138,
0.04435225948691368,
0.016521921381354332,
0.030430898070335388,
0.026955125853419304,
0.014302677474915981,
0.035477109253406525,
-0.06613745540380478,
0.09293480962514877,
-0.06426532566547394,
-0.051963791251182556,
-0.14308276772499084,
-0.005750654265284538,
0.007557007949799299,
0.11569885164499283,
0.01378939114511013,
-0.016055084764957428,
-0.05169719457626343,
-0.006611490156501532,
0.002004832262173295,
-0.048519235104322433,
0.022265978157520294,
0.006848252844065428,
0.07381518930196762,
0.0007138227229006588,
0.09908486902713776,
0.04493925720453262,
0.0658850446343422,
-0.01803005300462246,
0.14394032955169678,
-0.03606610372662544,
-0.028888719156384468,
0.04918103665113449,
0.034248095005750656,
-0.010462767444550991,
-0.06314017623662949,
-0.003170450683683157,
0.06826350837945938,
0.039861518889665604,
-0.04448278993368149,
-0.018730003386735916,
0.005850072950124741,
-0.031320568174123764,
-0.016017524525523186,
0.03895723819732666,
0.028020136058330536,
-0.06640225648880005,
-0.019444148987531662,
-0.0033134131226688623,
0.04883778840303421,
0.03493199497461319,
-0.010891800746321678,
-0.024590328335762024,
-0.02690824680030346,
0.0115290442481637,
-0.010746700689196587,
-0.048340387642383575,
3.762187669563978e-33,
0.05514280125498772,
0.02919897437095642,
-0.0027334061451256275,
0.0005508312024176121,
0.009163782931864262,
-0.038548003882169724,
-0.05589301511645317,
0.01657259650528431,
-0.034944213926792145,
-0.0017689252272248268,
-0.006384175270795822,
0.0031271828338503838,
-0.10506244003772736,
0.015436059795320034,
0.04658520966768265,
-0.020930808037519455,
-0.0053993165493011475,
0.003001436125487089,
-0.014325443655252457,
-0.03052375465631485,
0.14037710428237915,
0.020281270146369934,
-0.00930066779255867,
-0.02945021353662014,
0.08657170832157135,
0.0540282279253006,
0.08930504322052002,
0.0068797520361840725,
-0.020336469635367393,
0.04619620367884636,
-0.015026026405394077,
-0.03592388704419136,
-0.04717713221907616,
-0.04889676347374916,
0.01122661679983139,
-0.03464975208044052,
0.007797058206051588,
0.038696374744176865,
-0.05480191484093666,
-0.06541305035352707,
-0.007627889979630709,
0.02288721315562725,
-0.011650369502604008,
-0.06922875344753265,
0.021442312747240067,
-0.08082401007413864,
-0.029349569231271744,
0.03133955970406532,
0.05325736477971077,
0.025555996224284172,
-0.032934218645095825,
0.0002185155899496749,
0.004548768047243357,
0.016450533643364906,
-0.012841352261602879,
-0.03890202194452286,
0.1174815446138382,
0.07704636454582214,
-0.008512870408594608,
0.047610215842723846,
-0.011963173747062683,
0.006652077194303274,
0.013017918914556503,
-0.07478893548250198,
0.08576148003339767,
-0.032497990876436234,
-0.039379484951496124,
-0.025800123810768127,
0.02108912356197834,
0.022905046120285988,
0.008057508617639542,
-0.0010704196756705642,
0.10455012321472168,
0.047108523547649384,
0.0033266751561313868,
-0.025626540184020996,
0.00567558454349637,
-0.04307737201452255,
-0.03885824233293533,
-0.00616175914183259,
0.02302137203514576,
0.029654432088136673,
0.002449844731017947,
-0.004511688370257616,
-0.02454579807817936,
-0.05685817822813988,
-0.008975502103567123,
-0.08453735709190369,
-0.06304320693016052,
0.017192699015140533,
-0.023160628974437714,
0.09157811105251312,
-0.04921964928507805,
-0.025931520387530327,
-0.08909959346055984,
-4.4755151105253747e-33,
-0.005260632373392582,
0.10482559353113174,
0.04156086593866348,
0.13002429902553558,
0.03701252490282059,
-0.047201354056596756,
0.11183027923107147,
0.03235466405749321,
-0.0024807569570839405,
-0.04265391454100609,
0.04205593466758728,
-0.0440315380692482,
0.05847024917602539,
-0.07688912749290466,
0.09287263453006744,
0.049028556793928146,
-0.029404131695628166,
-0.024731246754527092,
0.05035260319709778,
0.03642967343330383,
0.0072936308570206165,
0.16847626864910126,
-0.0639701709151268,
0.07185838371515274,
-0.05166849121451378,
-0.038390785455703735,
-0.012858658097684383,
0.06636815518140793,
0.033972740173339844,
-0.02773873880505562,
-0.06039486452937126,
0.001708616386167705,
-0.11775031685829163,
0.03157021477818489,
-0.021108591929078102,
0.004307079594582319,
0.0033300835639238358,
-0.0022803719621151686,
0.003014183836057782,
0.011401919648051262,
0.09539970010519028,
0.08109498023986816,
-0.10085815191268921,
-0.04528936743736267,
0.043979398906230927,
0.014970404095947742,
0.012914561666548252,
0.01135368924587965,
0.013311813585460186,
-0.020100126042962074,
0.05300649255514145,
-0.032482538372278214,
0.002687925472855568,
0.06369993835687637,
-0.0010367641225457191,
-0.009412390179932117,
-0.01128753274679184,
-0.04498143494129181,
-0.054677389562129974,
0.001283042598515749,
0.014855669811367989,
-0.003990652039647102,
-0.05378589779138565,
-0.030225345864892006,
0.06484664231538773,
0.053015176206827164,
-0.0660666972398758,
0.012654069811105728,
0.028313754126429558,
0.013377809897065163,
-0.006274288985878229,
-0.011055869981646538,
0.005296648014336824,
-0.021120648831129074,
0.005782799329608679,
-0.003589260159060359,
-0.07684700936079025,
-0.07611124962568283,
0.009791356511414051,
-0.058482687920331955,
-0.06903032213449478,
0.07516517490148544,
0.0839899405837059,
-0.02612346224486828,
0.09085235744714737,
0.10420466214418411,
-0.013186928816139698,
0.02671789936721325,
0.01457721646875143,
0.03750834986567497,
-0.02383073791861534,
0.06270692497491837,
-0.0034496027510613203,
0.08202697336673737,
0.008331344462931156,
-5.983155659805561e-8,
-0.06197669729590416,
-0.04502718523144722,
-0.04508475959300995,
-0.03898930922150612,
0.01800779439508915,
-0.07830340415239334,
-0.016561519354581833,
-0.08925147354602814,
0.03461555391550064,
-0.013114758767187595,
0.042578913271427155,
-0.004537018481642008,
-0.048700571060180664,
0.08652656525373459,
0.01833956129848957,
-0.04228440672159195,
-0.03205303102731705,
0.1293192356824875,
-0.06389042735099792,
-0.12861864268779755,
0.03986368700861931,
0.027680182829499245,
0.025956029072403908,
0.00826174020767212,
0.03762376308441162,
-0.046610187739133835,
-0.06114063784480095,
0.11349096894264221,
0.01653197780251503,
0.011655710637569427,
-0.049628328531980515,
0.06975050270557404,
-0.01131262257695198,
-0.10082905739545822,
0.04791170731186867,
0.06336487829685211,
-0.11931198090314865,
-0.014165278524160385,
-0.004327419679611921,
0.07793763279914856,
0.07044204324483871,
0.041582804173231125,
-0.11708848923444748,
0.02872665785253048,
0.06616969406604767,
-0.012944448739290237,
-0.02198104001581669,
-0.06841062009334564,
0.06270744651556015,
0.01277704443782568,
0.03198867291212082,
0.006261538248509169,
0.0019936375319957733,
-0.02702842466533184,
0.006731347180902958,
0.05491863563656807,
-0.011832230724394321,
-0.022852882742881775,
0.04346645623445511,
-0.01657954789698124,
0.08467898517847061,
-0.06450524181127548,
-0.04547608643770218,
-0.04157411679625511
] |
sammy786/wav2vec2-xlsr-finnish | f692779778d4321cf95846c57be11e03b4c126aa | 2022-03-23T18:34:11.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"fi",
"dataset:mozilla-foundation/common_voice_8_0",
"transformers",
"generated_from_trainer",
"hf-asr-leaderboard",
"model_for_talk",
"mozilla-foundation/common_voice_8_0",
"robust-speech-event",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | sammy786 | null | sammy786/wav2vec2-xlsr-finnish | 0 | null | transformers | ---
language:
- fi
license: apache-2.0
tags:
- automatic-speech-recognition
- fi
- generated_from_trainer
- hf-asr-leaderboard
- model_for_talk
- mozilla-foundation/common_voice_8_0
- robust-speech-event
datasets:
- mozilla-foundation/common_voice_8_0
model-index:
- name: sammy786/wav2vec2-xlsr-finnish
results:
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Common Voice 8
type: mozilla-foundation/common_voice_8_0
args: fi
metrics:
- name: Test WER
type: wer
value: 13.72
- name: Test CER
type: cer
value: 2.35
---
# sammy786/wav2vec2-xlsr-finnish
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - fi dataset.
It achieves the following results on evaluation set (which is 10 percent of train data set merged with other and dev datasets):
- Loss: 8.7555
- Wer: 23.0231
## Model description
"facebook/wav2vec2-xls-r-1b" was finetuned.
## Intended uses & limitations
More information needed
## Training and evaluation data
Training data -
Common voice Finnish train.tsv, dev.tsv, invalidated.tsv and other.tsv
## Training procedure
For creating the train dataset, all possible datasets were appended and 90-10 split was used.
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.000045637994662983496
- train_batch_size: 8
- eval_batch_size: 16
- seed: 13
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine_with_restarts
- lr_scheduler_warmup_steps: 500
- num_epochs: 30
- mixed_precision_training: Native AMP
### Training results
| Step | Training Loss | Validation Loss | Wer |
|:----:|:-------------:|:---------------:|:--------:|
| 200 | 4.253700 | 0.881733 | 0.967007 |
| 400 | 0.864800 | 0.226977 | 0.420836 |
| 600 | 0.607000 | 0.157473 | 0.343375 |
| 800 | 0.380200 | 0.145640 | 0.302672 |
| 1000 | 0.318400 | 0.128028 | 0.293886 |
| 1200 | 0.261100 | 0.121414 | 0.289941 |
| 1400 | 0.232300 | 0.113451 | 0.279182 |
| 1600 | 0.216600 | 0.113649 | 0.282948 |
| 1800 | 0.202500 | 0.112375 | 0.276134 |
| 2000 | 0.190000 | 0.105725 | 0.273803 |
| 2200 | 0.171000 | 0.109715 | 0.270755 |
| 2400 | 0.156500 | 0.105042 | 0.264300 |
| 2600 | 0.155600 | 0.108337 | 0.260714 |
| 2800 | 0.149100 | 0.112435 | 0.263583 |
| 3000 | 0.145100 | 0.106193 | 0.261969 |
| 3200 | 0.131700 | 0.102860 | 0.251210 |
| 3400 | 0.129100 | 0.096058 | 0.246907 |
| 3600 | 0.121600 | 0.099932 | 0.246369 |
| 3800 | 0.112000 | 0.099041 | 0.244397 |
| 4000 | 0.114100 | 0.101566 | 0.242604 |
| 4200 | 0.111500 | 0.089498 | 0.239197 |
| 4400 | 0.099800 | 0.092835 | 0.240990 |
| 4600 | 0.095300 | 0.093518 | 0.238121 |
| 4800 | 0.094300 | 0.090783 | 0.240631 |
| 5000 | 0.089000 | 0.094046 | 0.238479 |
| 5200 | 0.088000 | 0.089342 | 0.235252 |
| 5400 | 0.083600 | 0.087770 | 0.234535 |
| 5600 | 0.083600 | 0.088804 | 0.234355 |
| 5800 | 0.080300 | 0.090168 | 0.231307 |
| 6000 | 0.078100 | 0.090163 | 0.230949 |
| 6200 | 0.075600 | 0.088876 | 0.232383 |
| 6400 | 0.078700 | 0.087235 | 0.232024 |
| 6600 | 0.074800 | 0.086825 | 0.231486 |
| 6800 | 0.076400 | 0.087308 | 0.231845 |
| 7000 | 0.070700 | 0.087695 | 0.230769 |
| 7200 | 0.075500 | 0.087555 | 0.230231 |
### Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.0+cu102
- Datasets 1.17.1.dev0
- Tokenizers 0.10.3
#### Evaluation Commands
1. To evaluate on `mozilla-foundation/common_voice_8_0` with split `test`
```bash
python eval.py --model_id sammy786/wav2vec2-xlsr-finnish --dataset mozilla-foundation/common_voice_8_0 --config fi --split test
``` | [
-0.11629980057477951,
-0.057636559009552,
-0.03746436536312103,
-0.04071100428700447,
0.02140876092016697,
0.0016396882710978389,
-0.03703409060835838,
-0.01436550822108984,
-0.007624213583767414,
-0.07886646687984467,
-0.020108254626393318,
-0.11070498824119568,
-0.049838002771139145,
0.03588508442044258,
-0.0035908319987356663,
-0.03259734809398651,
0.057521525770425797,
-0.06671130657196045,
-0.08130083978176117,
0.0013708838960155845,
0.021101640537381172,
0.07162229716777802,
0.07567842304706573,
-0.004817240871489048,
0.05444759503006935,
0.012416225858032703,
-0.06955122202634811,
0.036499593406915665,
0.06453773379325867,
-0.042275410145521164,
0.08425962924957275,
0.03682776913046837,
0.07514068484306335,
-0.008104383945465088,
0.05050217732787132,
0.020715920254588127,
0.008205323480069637,
-0.07290317118167877,
-0.027531007304787636,
-0.03667503967881203,
-0.005532028619199991,
-0.002415402326732874,
0.016445040702819824,
-0.010590148158371449,
-0.006344660650938749,
-0.030747465789318085,
-0.10476719588041306,
-0.0332501158118248,
-0.029725659638643265,
0.044747453182935715,
-0.09417588263750076,
-0.046741727739572525,
0.06523619592189789,
0.049493905156850815,
-0.024606119841337204,
0.013488666154444218,
-0.035718683153390884,
0.0316300131380558,
0.061961088329553604,
-0.01699676737189293,
-0.02986040525138378,
-0.037031665444374084,
-0.03564273566007614,
0.036103833466768265,
-0.08871407061815262,
-0.01780012808740139,
-0.061561468988657,
-0.029469914734363556,
0.0001921529765240848,
0.003963095601648092,
-0.07752428948879242,
0.049667976796627045,
0.00990056712180376,
0.05186774954199791,
0.04852510243654251,
0.02556997910141945,
0.017019156366586685,
-0.044406238943338394,
0.08384038507938385,
-0.07561121881008148,
0.0026898153591901064,
-0.1044217050075531,
0.0025166398845613003,
0.00036877262755297124,
0.12391103804111481,
-0.011532184667885303,
0.01127623300999403,
-0.060055769979953766,
0.005349526647478342,
0.003162225242704153,
-0.06611134111881256,
0.021325433626770973,
0.020179230719804764,
0.04999929293990135,
-0.012275166809558868,
0.08753751963376999,
0.07204335927963257,
0.09734366089105606,
-0.034780848771333694,
0.12889441847801208,
-0.04435321316123009,
-0.044025301933288574,
0.0597362145781517,
0.029346635565161705,
-0.02618156559765339,
-0.07026262581348419,
-0.02839329093694687,
0.04973573237657547,
0.02976165898144245,
-0.05953548848628998,
-0.013677385635674,
-0.006993051618337631,
-0.03412337973713875,
-0.027288123965263367,
0.03807864338159561,
0.03909919038414955,
-0.047690752893686295,
-0.028924454003572464,
0.022021925076842308,
0.05017165094614029,
-0.0020815678872168064,
-0.03461684286594391,
-0.036551669239997864,
-0.01213228888809681,
0.041091278195381165,
0.018467986956238747,
-0.04743483290076256,
3.0240602365361084e-33,
0.05719272792339325,
0.058455511927604675,
-0.020486749708652496,
-0.006000438705086708,
0.019864356145262718,
-0.08547170460224152,
-0.0477394200861454,
-0.01064646989107132,
-0.014066226780414581,
-0.011848133988678455,
-0.04064060002565384,
0.030473455786705017,
-0.10386637598276138,
0.010926450602710247,
0.0335671603679657,
-0.019861863926053047,
0.03415437042713165,
0.003052232088521123,
-0.017712855711579323,
-0.001054760767146945,
0.17233112454414368,
0.012394163757562637,
0.005258126184344292,
-0.0176377072930336,
0.05751006677746773,
0.05705168470740318,
0.09012709558010101,
-0.026104319840669632,
-0.013720676302909851,
0.033664848655462265,
-0.0457460954785347,
-0.03727443516254425,
-0.02523077465593815,
-0.037366148084402084,
-0.0005805285763926804,
-0.02966519072651863,
-0.017324557527899742,
0.02050660364329815,
-0.05304526910185814,
-0.08063182979822159,
0.02324964664876461,
0.015706803649663925,
-0.037473756819963455,
-0.06514788419008255,
0.017242860049009323,
-0.0688355565071106,
-0.03446156159043312,
0.024696826934814453,
0.04494728520512581,
0.017929477617144585,
-0.05218708515167236,
0.011058981530368328,
-0.00802046898752451,
0.04381992667913437,
-0.012983782216906548,
-0.029893144965171814,
0.11594066768884659,
0.07691816985607147,
-0.022805027663707733,
0.01894703321158886,
-0.0023659500293433666,
-0.019248973578214645,
0.030785351991653442,
-0.0729883685708046,
0.07737363129854202,
-0.022196996957063675,
-0.0467628575861454,
-0.029288869351148605,
0.026912307366728783,
0.020339123904705048,
0.008590334095060825,
-0.02195650525391102,
0.08560875058174133,
0.04464675486087799,
0.022463740780949593,
-0.011775960214436054,
-0.0029726815409958363,
-0.027881942689418793,
-0.030435189604759216,
0.005799765232950449,
-0.021407462656497955,
0.044596266001462936,
-0.0016194344498217106,
-0.006881424225866795,
-0.060121603310108185,
-0.06847869604825974,
-0.015333791263401508,
-0.08187322318553925,
-0.01980409026145935,
0.005441123154014349,
-0.01355774886906147,
0.05778083577752113,
-0.009103617630898952,
-0.027287062257528305,
-0.10274310410022736,
-3.6388301903627334e-33,
0.003916350658982992,
0.07057034969329834,
0.029900075867772102,
0.13485035300254822,
0.022435100749135017,
-0.004709973465651274,
0.09092172235250473,
0.04973267763853073,
0.007151852361857891,
-0.025146353989839554,
0.0661710798740387,
-0.07514773309230804,
0.07482993602752686,
-0.042500339448451996,
0.09432122111320496,
0.04514234513044357,
-0.020287973806262016,
0.00618096673861146,
0.060012124478816986,
0.043301548808813095,
0.01893235370516777,
0.1311894655227661,
-0.05652468651533127,
0.09578129649162292,
-0.040962718427181244,
-0.0387875996530056,
-0.026409193873405457,
0.029065998271107674,
0.0010797831928357482,
-0.026456337422132492,
-0.08988603204488754,
-0.0028677992522716522,
-0.08990230411291122,
0.03321532905101776,
-0.0013994803884997964,
0.01903747208416462,
0.029687851667404175,
-0.01102225761860609,
-0.01919419690966606,
0.03532513231039047,
0.10254020243883133,
0.05585050210356712,
-0.09561615437269211,
-0.025005735456943512,
0.02065964788198471,
-0.03291665390133858,
0.0008284616051241755,
-0.006637601647526026,
-0.006873949430882931,
-0.059195518493652344,
0.053844887763261795,
0.0048151686787605286,
-0.0173568706959486,
0.058683425188064575,
-0.027694160118699074,
0.00719790905714035,
-0.0032054262701421976,
-0.04142448306083679,
-0.05740458145737648,
0.027931543067097664,
-0.014392071403563023,
-0.03726378455758095,
-0.09377454966306686,
-0.0186269823461771,
0.07814514636993408,
0.05967427417635918,
-0.08053591847419739,
0.008717228658497334,
0.0296613909304142,
0.0019085966050624847,
-0.011845716275274754,
-0.04105288162827492,
0.00997970998287201,
-0.0014561550924554467,
0.010489554144442081,
-0.04072750359773636,
-0.043908458203077316,
-0.08208813518285751,
0.009355152025818825,
-0.07043673098087311,
-0.06589265167713165,
0.05009062588214874,
0.07158360630273819,
0.013597248122096062,
0.08643259108066559,
0.10814627259969711,
0.004221778828650713,
0.022030193358659744,
-0.005956253968179226,
0.02731369249522686,
-0.007856851443648338,
0.07651002705097198,
-0.019413797184824944,
0.12122996896505356,
0.033343225717544556,
-5.8480743803102087e-8,
-0.058180537074804306,
-0.026343289762735367,
-0.026131995022296906,
-0.010829477570950985,
0.027914417907595634,
-0.10340166091918945,
-0.00904612522572279,
-0.07183767110109329,
0.01131653692573309,
0.013964657671749592,
0.007552148774266243,
0.00837676040828228,
-0.07593142241239548,
0.03788738697767258,
0.029841765761375427,
-0.03982064872980118,
-0.039428796619176865,
0.18862544000148773,
-0.05807714909315109,
-0.08417775481939316,
0.06138697266578674,
0.0198887400329113,
0.020286135375499725,
-0.013267827220261097,
0.03417686000466347,
-0.052473343908786774,
-0.051053281873464584,
0.11690964549779892,
0.04075831547379494,
-0.012807004153728485,
-0.06204614043235779,
0.07449957728385925,
-0.006701124832034111,
-0.07300037890672684,
0.031489621847867966,
0.06873948127031326,
-0.10236535221338272,
-0.01528764609247446,
-0.020731167867779732,
0.10500936955213547,
0.05799936503171921,
0.06827352941036224,
-0.13610588014125824,
0.01784415915608406,
0.05411433428525925,
0.02163652703166008,
-0.04842382296919823,
-0.10182631015777588,
0.05763509124517441,
0.029349377378821373,
0.023357857018709183,
0.014566982164978981,
0.023106224834918976,
-0.01081886887550354,
0.01800539158284664,
0.04925724118947983,
-0.007974948734045029,
-0.00487130880355835,
0.036497797816991806,
-0.007736115250736475,
0.087879478931427,
-0.03040234185755253,
-0.03955065831542015,
-0.03283056244254112
] |
sammy786/wav2vec2-xlsr-mongolian | b8d154569f158febe9e878743fb4016d6805f569 | 2022-03-23T18:30:27.000Z | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"mn",
"dataset:mozilla-foundation/common_voice_8_0",
"transformers",
"generated_from_trainer",
"hf-asr-leaderboard",
"model_for_talk",
"mozilla-foundation/common_voice_8_0",
"robust-speech-event",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | false | sammy786 | null | sammy786/wav2vec2-xlsr-mongolian | 0 | null | transformers | ---
language:
- mn
license: apache-2.0
tags:
- automatic-speech-recognition
- generated_from_trainer
- hf-asr-leaderboard
- mn
- model_for_talk
- mozilla-foundation/common_voice_8_0
- robust-speech-event
datasets:
- mozilla-foundation/common_voice_8_0
model-index:
- name: sammy786/wav2vec2-xlsr-mongolian
results:
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Common Voice 8
type: mozilla-foundation/common_voice_8_0
args: mn
metrics:
- name: Test WER
type: wer
value: 32.63
- name: Test CER
type: cer
value: 9.26
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Robust Speech Event - Dev Data
type: speech-recognition-community-v2/dev_data
args: mn
metrics:
- name: Test WER
type: wer
value: 91.26
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Robust Speech Event - Test Data
type: speech-recognition-community-v2/eval_data
args: mn
metrics:
- name: Test WER
type: wer
value: 91.37
---
# sammy786/wav2vec2-xlsr-mongolian
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - mn dataset.
It achieves the following results on evaluation set (which is 10 percent of train data set merged with other and dev datasets):
- Loss: 31.52
- Wer: 34.1522
## Model description
"facebook/wav2vec2-xls-r-1b" was finetuned.
## Intended uses & limitations
More information needed
## Training and evaluation data
Training data -
Common voice Finnish train.tsv, dev.tsv and other.tsv
## Training procedure
For creating the train dataset, all possible datasets were appended and 90-10 split was used.
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.000045637994662983496
- train_batch_size: 16
- eval_batch_size: 16
- seed: 13
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine_with_restarts
- lr_scheduler_warmup_steps: 500
- num_epochs: 30
- mixed_precision_training: Native AMP
### Training results
| Step | Training Loss | Validation Loss | Wer |
|:----:|:-------------:|:---------------:|:--------:|
| 200 | 4.906200 | 3.012986 | 1.000000 |
| 400 | 1.734600 | 0.704821 | 0.750497 |
| 600 | 1.132100 | 0.496223 | 0.531241 |
| 800 | 0.929300 | 0.468937 | 0.469043 |
| 1000 | 0.772300 | 0.425313 | 0.448168 |
| 1200 | 0.623900 | 0.394633 | 0.414229 |
| 1400 | 0.512400 | 0.369225 | 0.397614 |
| 1600 | 0.439900 | 0.346033 | 0.391650 |
| 1800 | 0.391300 | 0.358454 | 0.379296 |
| 2000 | 0.377000 | 0.346822 | 0.359415 |
| 2200 | 0.347500 | 0.325205 | 0.348481 |
| 2400 | 0.343600 | 0.315233 | 0.344078 |
| 2600 | 0.328000 | 0.308826 | 0.341522 |
| 2800 | 0.358200 | 0.331786 | 0.343084 |
| 3000 | 0.417200 | 0.370051 | 0.356433 |
| 3200 | 0.685300 | 0.595438 | 0.407413 |
| 3400 | 0.764100 | 0.643449 | 0.359983 |
| 3600 | 0.717100 | 0.505033 | 0.371911 |
| 3800 | 0.620900 | 0.464138 | 0.369071 |
| 4000 | 0.590700 | 0.445417 | 0.363249 |
| 4200 | 0.561000 | 0.440727 | 0.360267 |
| 4400 | 0.550600 | 0.447122 | 0.360267 |
| 4600 | 0.562100 | 0.457020 | 0.359841 |
| 4800 | 0.578800 | 0.470477 | 0.360551 |
| 5000 | 0.580400 | 0.481413 | 0.362539 |
| 5200 | 0.605500 | 0.485240 | 0.362823 |
| 5400 | 0.582900 | 0.486654 | 0.362965 |
| 5600 | 0.593900 | 0.486715 | 0.363107 |
| 5800 | 0.590900 | 0.486716 | 0.363107 |
| 6000 | 0.587200 | 0.486716 | 0.363107 |
### Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.0+cu102
- Datasets 1.17.1.dev0
- Tokenizers 0.10.3
#### Evaluation Commands
1. To evaluate on `mozilla-foundation/common_voice_8_0` with split `test`
```bash
python eval.py --model_id sammy786/wav2vec2-xlsr-mongolian --dataset mozilla-foundation/common_voice_8_0 --config mn --split test
``` | [
-0.08840148150920868,
-0.06143995001912117,
-0.001642088871449232,
-0.049341097474098206,
0.015134156681597233,
-0.007288304157555103,
-0.012105308473110199,
-0.0438193716108799,
-0.06029988452792168,
-0.07910400629043579,
0.021661126986145973,
-0.137648344039917,
0.004807126708328724,
0.032870616763830185,
-0.015134153887629509,
-0.058765657246112823,
0.0016026305966079235,
-0.0474587008357048,
-0.047236304730176926,
-0.08393830060958862,
0.018183855339884758,
0.11609373986721039,
0.10141035169363022,
0.021017931401729584,
0.024904781952500343,
-0.024503599852323532,
-0.0933939591050148,
0.002572218421846628,
0.042136505246162415,
-0.035069480538368225,
0.07503457367420197,
0.029095923528075218,
0.15032453835010529,
-0.003982858266681433,
0.04427449405193329,
0.0660325214266777,
0.00681438110768795,
-0.032276954501867294,
-0.05653662607073784,
-0.029478220269083977,
-0.0029086247086524963,
-0.015163878910243511,
0.013412263244390488,
-0.08021597564220428,
0.004672826733440161,
-0.04423755407333374,
-0.07591576874256134,
-0.059453148394823074,
-0.012130076065659523,
0.0705767422914505,
-0.07787807285785675,
-0.014804818667471409,
0.047691211104393005,
0.05151458457112312,
-0.07529252022504807,
0.026070203632116318,
-0.044959425926208496,
0.043320924043655396,
0.061615679413080215,
0.03520086407661438,
-0.03400066867470741,
0.009531346149742603,
-0.04038591682910919,
0.0055790673941373825,
-0.08516031503677368,
-0.011547279544174671,
-0.00891520082950592,
-0.050306156277656555,
0.0371970608830452,
-0.007787267677485943,
-0.05673960968852043,
0.0618608258664608,
-0.009989378973841667,
0.03056534193456173,
-0.020080504938960075,
-0.05087415128946304,
0.01793103851377964,
-0.04990312457084656,
0.067605160176754,
-0.07760637253522873,
-0.028576627373695374,
-0.0767136961221695,
0.04670559614896774,
-0.019046934321522713,
0.09568740427494049,
0.012616618536412716,
-0.03190026432275772,
-0.02044258452951908,
-0.01933431439101696,
-0.019653692841529846,
-0.06933943927288055,
-0.041119493544101715,
0.01661686971783638,
0.0869022086262703,
0.015531676821410656,
0.06436342000961304,
0.06962503492832184,
0.0994345173239708,
-0.01802886091172695,
0.10076900571584702,
-0.0029674875549972057,
-0.09548144042491913,
-0.001959200482815504,
-0.014590500853955746,
0.016866330057382584,
-0.030342143028974533,
-0.03727796673774719,
0.058448515832424164,
0.025547221302986145,
-0.029090337455272675,
-0.037613220512866974,
-0.012953568249940872,
-0.011715891771018505,
-0.048522014170885086,
0.018040088936686516,
0.03901537507772446,
-0.06506286561489105,
-0.02894374541938305,
0.01659214496612549,
0.043538592755794525,
-0.013892551884055138,
-0.019818032160401344,
-0.01813844032585621,
-0.031175443902611732,
0.06278549879789352,
-0.011211865581572056,
-0.019552815705537796,
5.502979090406627e-33,
0.05905548483133316,
0.014884780161082745,
0.030738312751054764,
0.017076127231121063,
-0.027606459334492683,
-0.06386096030473709,
-0.04552662745118141,
-0.009970542974770069,
-0.04938558116555214,
-0.02597701922059059,
-0.006781929172575474,
-0.012098914012312889,
-0.08115457743406296,
0.04655618220567703,
0.03246598690748215,
0.008947045542299747,
0.023326924070715904,
-0.0037368307821452618,
-0.01356713380664587,
-0.009418758563697338,
0.12829913198947906,
0.05157462880015373,
0.021363714709877968,
-0.01204182393848896,
0.07655831426382065,
0.06143734231591225,
0.043198730796575546,
-0.06795478612184525,
0.000524967850651592,
0.045771434903144836,
-0.04418729245662689,
-0.07950638234615326,
-0.05499013885855675,
-0.03358333557844162,
0.025827711448073387,
0.014868349768221378,
0.000991280423477292,
0.0096365911886096,
-0.10008636116981506,
-0.09479526430368423,
0.04153463989496231,
0.016595307737588882,
-0.07755066454410553,
-0.0877874344587326,
0.012396004050970078,
-0.02293865755200386,
-0.009521743282675743,
0.04247964918613434,
0.03022763319313526,
0.03566228598356247,
-0.07978253811597824,
0.034998632967472076,
-0.017690258100628853,
0.016816670075058937,
-0.008229135535657406,
-0.03715125471353531,
0.09497685730457306,
0.08065482974052429,
-0.014600874856114388,
-0.0090893330052495,
0.0012872549705207348,
-0.009211912751197815,
-0.0078005981631577015,
-0.031106162816286087,
0.09820211678743362,
-0.0789470449090004,
-0.04604094475507736,
0.004304828122258186,
0.03602994233369827,
0.016336588189005852,
-0.006159271579235792,
-0.03099556267261505,
0.05407889932394028,
0.08338233828544617,
0.008327621966600418,
-0.01832083985209465,
-0.01606590300798416,
-0.04422255977988243,
-0.009577779099345207,
0.06230601668357849,
-0.036572132259607315,
0.017357271164655685,
0.008065322414040565,
-0.04889208823442459,
-0.02777273580431938,
-0.016839727759361267,
0.04316248744726181,
-0.04100080579519272,
-0.0076941028237342834,
0.03470570221543312,
-0.020227983593940735,
0.07835090905427933,
-0.06083887815475464,
0.021965958178043365,
-0.10633563250303268,
-7.856337882536047e-33,
-0.06734613329172134,
0.0899350568652153,
0.003885690588504076,
0.10181515663862228,
0.025136476382613182,
-0.002697175135836005,
0.10450389236211777,
0.08197825402021408,
0.00913580134510994,
-0.028769182041287422,
0.04249275475740433,
-0.04882809519767761,
0.09025092422962189,
-0.024402562528848648,
0.08368981629610062,
0.022410588338971138,
-0.029826287180185318,
0.03984750062227249,
0.04409807547926903,
0.08106274902820587,
-0.04001301899552345,
0.11375243961811066,
-0.06915152072906494,
0.08429671823978424,
-0.05756482481956482,
-0.05365581065416336,
-0.04002286121249199,
0.025906391441822052,
0.00969165563583374,
-0.013621951453387737,
-0.031116897240281105,
0.009961610659956932,
-0.16009092330932617,
0.05636575445532799,
0.016352633014321327,
-0.059829846024513245,
-0.010706515051424503,
-0.014689553529024124,
-0.026769794523715973,
0.02029678225517273,
0.09954175353050232,
0.07546558976173401,
-0.06447748094797134,
-0.047185227274894714,
0.04738491401076317,
-0.0366450659930706,
-0.007644456345587969,
0.02366684563457966,
-0.01042131707072258,
-0.05508957430720329,
0.048141926527023315,
-0.026701906695961952,
0.004795788321644068,
-0.012933199293911457,
-0.008026755414903164,
0.0025535651948302984,
0.024830501526594162,
-0.03009192831814289,
-0.023902112618088722,
-0.015057082287967205,
-0.008336733095347881,
-0.03438118100166321,
-0.09889666736125946,
-0.01674540527164936,
0.05941830575466156,
0.03691084682941437,
-0.04325252026319504,
0.039268508553504944,
0.0452684611082077,
-0.043449778109788895,
-0.011607893742620945,
-0.008175881579518318,
0.024740714579820633,
-0.024379847571253777,
-0.0011124187149107456,
-0.006006305571645498,
-0.11045347154140472,
-0.023525403812527657,
-0.009129440411925316,
-0.08851127326488495,
0.015805313363671303,
0.03683919087052345,
0.10561791807413101,
0.008529841899871826,
0.0541212372481823,
0.09608591347932816,
0.005394794978201389,
0.05781536176800728,
0.029194822534918785,
0.02646690048277378,
-0.007949205115437508,
0.03633173927664757,
-0.046071819961071014,
0.09768566489219666,
0.0009668669663369656,
-5.8125298352251775e-8,
-0.05953851714730263,
-0.03423492610454559,
-0.03661497309803963,
-0.04611358046531677,
0.017090311273932457,
-0.057153236120939255,
-0.01875382661819458,
-0.05353615805506706,
0.03271171823143959,
-0.00394193222746253,
0.06101616472005844,
-0.00456279655918479,
-0.06854771077632904,
0.06502673029899597,
0.008982344530522823,
-0.04154272750020027,
-0.04023926705121994,
0.19140003621578217,
-0.02599857747554779,
-0.12324739992618561,
0.04373147338628769,
-0.022466642782092094,
0.016490794718265533,
0.005857245065271854,
0.006891053635627031,
-0.02605573646724224,
-0.04168758913874626,
0.1045992523431778,
0.00473198015242815,
-0.014265255071222782,
-0.05078264698386192,
0.04988003522157669,
-0.042407386004924774,
-0.08064105361700058,
0.07348187267780304,
0.048042699694633484,
-0.0676662027835846,
-0.03667055070400238,
-0.007577306125313044,
0.03218294307589531,
0.054786790162324905,
0.06624273955821991,
-0.05203483998775482,
0.021007733419537544,
0.05100373551249504,
-0.016508735716342926,
-0.04490981251001358,
-0.07942241430282593,
0.04789946228265762,
-0.02863013744354248,
0.002078394638374448,
-0.022931145504117012,
0.03615904599428177,
-0.028860177844762802,
0.09011577814817429,
0.04994414374232292,
0.005209693685173988,
-0.048507098108530045,
0.02085915207862854,
-0.058835484087467194,
0.1148817166686058,
-0.015353293158113956,
-0.04710783436894417,
-0.03428514674305916
] |
samuelssonm/DialoGPT-small-rick | 9d59ae2d6842bfd8665252d2002728ea37491518 | 2021-11-29T23:30:34.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | samuelssonm | null | samuelssonm/DialoGPT-small-rick | 0 | null | transformers | ---
tags:
- conversational
---
# Rick and Morty DialoGPT Model | [
-0.08073870092630386,
-0.07051754742860794,
0.010274503380060196,
-0.04244140908122063,
0.05407235398888588,
-0.022977354004979134,
0.06536584347486496,
0.0006469400832429528,
0.07720260322093964,
-0.05399398133158684,
-0.009719179011881351,
-0.00524470629170537,
0.014611546881496906,
0.007262151688337326,
0.03018946945667267,
-0.023212309926748276,
0.003990303259342909,
-0.05762047320604324,
-0.019375137984752655,
0.06574367731809616,
0.030618546530604362,
0.07954945415258408,
0.040215443819761276,
-0.028919445350766182,
0.012703611515462399,
0.053903426975011826,
-0.05162505805492401,
-0.032677702605724335,
0.03923531994223595,
0.02530597150325775,
0.06164031848311424,
0.047640442848205566,
0.0313272699713707,
0.010497375391423702,
-0.0174129456281662,
-0.004943815525621176,
0.006288237404078245,
0.022630486637353897,
-0.01624912954866886,
0.045963186770677567,
-0.06195046007633209,
0.0141636086627841,
-0.042561739683151245,
-0.02376701310276985,
0.007718255277723074,
-0.08029288798570633,
-0.06531517952680588,
-0.05426020547747612,
-0.01787809282541275,
0.037066660821437836,
-0.15845438838005066,
0.006939490791410208,
-0.022437509149312973,
0.06294132769107819,
-0.024411015212535858,
0.007900981232523918,
-0.00942030269652605,
-0.06445684283971786,
0.009084990248084068,
-0.019198989495635033,
-0.04261809587478638,
-0.049239180982112885,
-0.047324564307928085,
0.031095564365386963,
0.010340933687984943,
0.04530305042862892,
-0.062155622988939285,
0.015148207545280457,
0.004995252471417189,
0.09365608543157578,
-0.0649072453379631,
0.007978823035955429,
0.0036514971870929003,
0.009854814037680626,
-0.016874976456165314,
-0.021844135597348213,
0.0005477886879816651,
-0.04257567971944809,
0.03757715970277786,
-0.04607038572430611,
-0.02420298010110855,
-0.13909676671028137,
-0.013086196966469288,
-0.029239723458886147,
-0.010197165422141552,
-0.0568583719432354,
0.017020750790834427,
-0.02028076723217964,
-0.020441444590687752,
0.02550031617283821,
-0.07429742813110352,
-0.06775519251823425,
0.06963057816028595,
0.008209461346268654,
-0.00950918160378933,
0.0440894179046154,
-0.06498831510543823,
-0.05107073485851288,
-0.027220115065574646,
0.10321222245693207,
-0.03863164782524109,
-0.0057533239014446735,
0.0032958064693957567,
-0.09224996715784073,
0.04322957620024681,
0.011743503622710705,
-0.014413420110940933,
0.02074250392615795,
0.05315477401018143,
-0.014562110416591167,
-0.04400225356221199,
0.01743350178003311,
0.03939933702349663,
-0.026742350310087204,
0.11337151378393173,
-0.05140357092022896,
0.07134737074375153,
-0.04852469637989998,
0.10295546054840088,
0.002509478712454438,
0.025343962013721466,
0.05501243472099304,
-0.009866712614893913,
-0.026589075103402138,
0.05740350857377052,
-0.03579612448811531,
-0.05771136283874512,
-2.7845369158377512e-33,
0.08291902393102646,
-0.01870301179587841,
0.0723508819937706,
0.07742653042078018,
0.07785560935735703,
0.08242657780647278,
-0.09854252636432648,
-0.03681531548500061,
0.05199908837676048,
0.028613274917006493,
0.030277429148554802,
-0.05750884860754013,
-0.07829155027866364,
0.09528431296348572,
-0.039942290633916855,
0.0041855438612401485,
-0.11499793827533722,
-0.005365560296922922,
-0.044697586447000504,
-0.03275212273001671,
-0.0014943525893613696,
0.09263554215431213,
-0.004153767134994268,
0.0821722149848938,
0.03872489929199219,
0.017706559970974922,
0.028880979865789413,
-0.06077143922448158,
-0.005367274396121502,
0.05347711220383644,
-0.09967242926359177,
-0.025325056165456772,
-0.04872649908065796,
-0.045317307114601135,
-0.030660009011626244,
0.006499108392745256,
-0.02560620754957199,
-0.036445263773202896,
0.015295094810426235,
-0.05641820281744003,
-0.03955221548676491,
-0.04663214460015297,
-0.08029430359601974,
-0.0073553696274757385,
-0.04027463123202324,
0.06558121740818024,
0.04827919974923134,
0.06602314114570618,
-0.013428330421447754,
0.050233304500579834,
0.0025454682763665915,
0.0008383388048969209,
0.04718286916613579,
-0.07709986716508865,
0.0016013901913538575,
-0.0541624054312706,
-0.009785067290067673,
-0.030653847381472588,
0.02611480839550495,
-0.00973938312381506,
0.044342342764139175,
-0.019517255946993828,
0.11406677961349487,
-0.08375345915555954,
0.08884488046169281,
0.050859712064266205,
0.04671565815806389,
-0.019584860652685165,
0.06549287587404251,
-0.01486948225647211,
-0.07183579355478287,
-0.028160272166132927,
-0.010032801888883114,
0.04181986302137375,
-0.042986661195755005,
0.022579507902264595,
-0.05160510167479515,
-0.09062407910823822,
0.03501651808619499,
0.10038527101278305,
-0.029564660042524338,
-0.08633286505937576,
0.0006817681714892387,
-0.041204746812582016,
-0.022246504202485085,
-0.03873494639992714,
0.04710710421204567,
-0.11299587041139603,
0.01567760482430458,
-0.012597575783729553,
-0.010751796886324883,
0.030781913548707962,
-0.01728246733546257,
0.0018999779131263494,
-0.038774240761995316,
-4.6425777451966805e-34,
-0.05334290862083435,
0.0036702018696814775,
-0.11843210458755493,
0.08418247103691101,
0.009650741703808308,
-0.027064936235547066,
0.042441386729478836,
0.08100318163633347,
0.05530136823654175,
-0.002410327084362507,
-0.039097607135772705,
-0.05864354223012924,
-0.01639283448457718,
-0.034859634935855865,
0.16994066536426544,
0.008206970058381557,
0.03357717767357826,
-0.07335731387138367,
-0.013358482159674168,
0.030607156455516815,
0.04150694981217384,
-0.0021464251913130283,
-0.1271238923072815,
0.08284114301204681,
0.06542985886335373,
-0.01416503731161356,
-0.06089640036225319,
0.05339266359806061,
0.07859496027231216,
-0.01546847727149725,
-0.07806018739938736,
0.02786145731806755,
-0.003395835170522332,
-0.03045504353940487,
0.008088051341474056,
0.07162196934223175,
0.03167145699262619,
-0.039038918912410736,
-0.005069004837423563,
0.008438784629106522,
0.040650833398103714,
-0.052045177668333054,
0.025250105187296867,
0.0702352449297905,
-0.07245051860809326,
-0.06457294523715973,
-0.06334439665079117,
-0.011260471306741238,
-0.08672391623258591,
0.01720869541168213,
-0.04044158756732941,
-0.032235048711299896,
-0.03209758177399635,
-0.06924322992563248,
-0.09307033568620682,
-0.02338353358209133,
0.005412120837718248,
-0.009196997620165348,
0.01180422492325306,
0.04190201684832573,
-0.041628267616033554,
-0.052973248064517975,
0.017239708453416824,
-0.008098229765892029,
0.01568889059126377,
-0.045433010905981064,
0.027978910133242607,
-0.023310456424951553,
-0.03412462770938873,
-0.012887220829725266,
0.10193692892789841,
0.02062542736530304,
-0.0047922153025865555,
0.015204724855720997,
0.07227886468172073,
0.043728917837142944,
-0.0027337013743817806,
0.010110069066286087,
-0.030037324875593185,
-0.11126211285591125,
-0.005085785407572985,
-0.006284599658101797,
0.02566724643111229,
0.04489601030945778,
0.010458124801516533,
0.025113260373473167,
-0.016083119437098503,
0.06784695386886597,
-0.019795140251517296,
0.04834359511733055,
0.006614385638386011,
-0.045339107513427734,
-0.02288767136633396,
0.07688961178064346,
-0.06182050332427025,
-2.545921518048999e-8,
-0.07228361815214157,
-0.06226740777492523,
0.03162908926606178,
0.05008862540125847,
0.05532701686024666,
0.030002541840076447,
0.0449657067656517,
0.04154109209775925,
-0.048850104212760925,
0.04103652387857437,
0.08839885890483856,
0.10159078985452652,
0.027432799339294434,
0.08591769635677338,
-0.04044346138834953,
0.05183560401201248,
-0.07060053944587708,
0.03385024517774582,
0.007892685011029243,
-0.00877052079886198,
0.07639958709478378,
-0.019348682835698128,
-0.016107508912682533,
0.024164224043488503,
0.04837995395064354,
0.04103601351380348,
-0.062054384499788284,
0.09306525439023972,
-0.006198312621563673,
0.09865619242191315,
0.04092276841402054,
0.025185083970427513,
-0.13787342607975006,
-0.016377249732613564,
-0.06040026992559433,
-0.004068111069500446,
0.012975310906767845,
-0.039996229112148285,
-0.02240121364593506,
-0.0526554249227047,
0.005854210816323757,
0.03267188370227814,
-0.01313281524926424,
-0.034225448966026306,
0.06911572068929672,
0.022837957367300987,
-0.04774767905473709,
-0.09742716699838638,
0.042536843568086624,
-0.034687209874391556,
-0.05135875567793846,
-0.020055994391441345,
0.03181815147399902,
0.009346352890133858,
0.05916319042444229,
-0.039721958339214325,
-0.0005314559675753117,
0.06773270666599274,
0.05650898069143295,
-0.003342770505696535,
0.048723090440034866,
0.13296081125736237,
0.03747877478599548,
-0.06729733943939209
] |
sangrimlee/mt5-small-ans-ext | a9f4593a709157e972e0507b9675e57de9b1b13d | 2021-03-03T12:14:59.000Z | [
"pytorch",
"mt5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | sangrimlee | null | sangrimlee/mt5-small-ans-ext | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
sanjanareddy226/JakeBot | 0fb02eb7114fa64cd4fce8dc8fd2ffe76eaffe03 | 2021-10-23T06:25:41.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | sanjanareddy226 | null | sanjanareddy226/JakeBot | 0 | null | transformers | ---
tags:
- conversational
---
# Jake Peralta bot | [
-0.0914703756570816,
0.00850018858909607,
0.01659628376364708,
-0.03321247920393944,
0.0034505564253777266,
-0.02996627613902092,
0.12778887152671814,
-0.0317990705370903,
0.07808098942041397,
-0.007765770889818668,
-0.00868681538850069,
-0.050206735730171204,
0.0024243842344731092,
0.0009653196902945638,
0.006931197829544544,
0.12986044585704803,
0.009358963929116726,
-0.006161618512123823,
-0.016387924551963806,
0.026388470083475113,
-0.006520622875541449,
0.09798457473516464,
-0.040160007774829865,
0.01624254509806633,
0.06042932718992233,
0.059847719967365265,
-0.06820632517337799,
0.017900407314300537,
0.03518692031502724,
-0.04450385645031929,
0.02487238310277462,
0.010820197872817516,
0.029523620381951332,
0.05728229135274887,
0.03374885022640228,
0.012601479887962341,
-0.01278889924287796,
-0.026769354939460754,
-0.00027206182130612433,
0.00944671593606472,
-0.0010963303502649069,
-0.027273572981357574,
-0.06605684012174606,
0.02069571428000927,
-0.039780814200639725,
-0.0075882961973547935,
-0.07350733131170273,
-0.018883684650063515,
0.012001722119748592,
0.024383394047617912,
-0.10533008724451065,
-0.09330830723047256,
0.07324985414743423,
0.0327439159154892,
-0.0010357655119150877,
0.012203781865537167,
-0.035585690289735794,
-0.07211189717054367,
0.05728033930063248,
0.021349692717194557,
0.013220399618148804,
-0.009798437356948853,
0.007306808140128851,
0.014941450208425522,
-0.01950974017381668,
-0.02142285369336605,
-0.10874834656715393,
-0.05854710936546326,
-0.03231463208794594,
0.04467866197228432,
0.0701279491186142,
0.047816380858421326,
0.03620930388569832,
0.019878678023815155,
0.020210523158311844,
-0.023279836401343346,
-0.06447403132915497,
-0.014864415861666203,
-0.027147211134433746,
-0.007707828655838966,
-0.03417890518903732,
-0.10923994332551956,
-0.010531815700232983,
0.03091137669980526,
-0.020780492573976517,
-0.034445926547050476,
-0.026422258466482162,
-0.0024894343223422766,
-0.03830402344465256,
0.012040350586175919,
-0.0939030721783638,
-0.03168605640530586,
0.023449741303920746,
0.029245920479297638,
-0.042775701731443405,
0.06355126947164536,
-0.031129363924264908,
-0.058334581553936005,
-0.0736418217420578,
0.12056751549243927,
0.03360230475664139,
0.0010748078348115087,
-0.026922788470983505,
-0.03946524113416672,
0.029061149805784225,
0.032439835369586945,
-0.018750932067632675,
0.03139616176486015,
0.045039791613817215,
-0.056257881224155426,
-0.012548624537885189,
0.007999689318239689,
0.001231762464158237,
0.003290488850325346,
0.07056523859500885,
-0.03126625716686249,
0.08991215378046036,
0.060786668211221695,
0.09340528398752213,
-0.05386417731642723,
0.004643483553081751,
0.025745315477252007,
-0.04244044050574303,
-0.0059581478126347065,
0.04590928182005882,
-0.04720407351851463,
-0.038562994450330734,
-1.9088265015827716e-33,
0.0787070021033287,
-0.0007931942818686366,
0.006556768901646137,
0.08121723681688309,
0.028740206733345985,
0.04724421352148056,
-0.06142893061041832,
-0.07252286374568939,
0.00333597999997437,
-0.03477630019187927,
-0.00712956115603447,
0.01222755666822195,
-0.06521792709827423,
0.006639091297984123,
-0.005915178917348385,
-0.017936769872903824,
0.0416649729013443,
-0.0655856803059578,
-0.008677068166434765,
-0.07015348970890045,
0.03324081376194954,
0.012615098617970943,
0.004234899301081896,
0.09934668987989426,
-0.011706095188856125,
0.09794120490550995,
0.08358323574066162,
-0.11607357859611511,
0.013192612677812576,
0.03283461183309555,
-0.04219888150691986,
0.10100060701370239,
-0.0012703411048278213,
0.021863674744963646,
0.033591464161872864,
0.014821004122495651,
-0.0010837692534551024,
-0.0010878646280616522,
-0.03973720967769623,
0.000519484281539917,
-0.054685428738594055,
0.010014389641582966,
-0.06497684121131897,
-0.11745166033506393,
0.020192153751850128,
0.012708755210042,
0.03822125121951103,
0.08468656986951828,
0.07738049328327179,
-0.017352420836687088,
-0.0193796306848526,
0.03730663284659386,
0.005252152681350708,
-0.02298887073993683,
-0.05494653061032295,
-0.03730856999754906,
-0.011588707566261292,
0.046703048050403595,
-0.011750536970794201,
0.012767095118761063,
0.008208560757339,
-0.03377799317240715,
0.0012040163855999708,
-0.07852564007043839,
0.02761956676840782,
-0.06069013476371765,
0.023749589920043945,
0.02787816897034645,
0.009057080373167992,
-0.002184805925935507,
-0.03551702946424484,
0.07396725565195084,
-0.015874654054641724,
0.003971244674175978,
-0.05308137461543083,
-0.0332643985748291,
-0.07343842089176178,
0.017455361783504486,
0.03440231457352638,
0.050215162336826324,
-0.058366209268569946,
-0.09106294810771942,
-0.018266476690769196,
-0.018713120371103287,
-0.05948765203356743,
-0.004902470391243696,
0.009858845733106136,
-0.10747992992401123,
0.08457499742507935,
0.03575607389211655,
0.020028047263622284,
0.020871257409453392,
-0.08487032353878021,
0.000568905845284462,
-0.10498658567667007,
-3.967834345097591e-34,
-0.00676032155752182,
-0.02080279029905796,
-0.06726289540529251,
0.0580180287361145,
0.03977728262543678,
-0.0609222911298275,
0.06053103506565094,
0.1305774301290512,
0.04343584552407265,
-0.006607303395867348,
-0.05775555595755577,
0.050577253103256226,
-0.02872946299612522,
0.009973913431167603,
0.11144759505987167,
0.06902144104242325,
0.030618149787187576,
-0.0036229637917131186,
-0.06013244763016701,
-0.020021868869662285,
-0.005778973922133446,
0.0477064810693264,
-0.14504729211330414,
0.08174735307693481,
0.05282379314303398,
-0.04243818670511246,
0.05567822977900505,
0.040096987038850784,
0.02664574421942234,
-0.029187671840190887,
-0.004149188287556171,
0.0705777183175087,
0.05024931952357292,
-0.0712379515171051,
-0.016939150169491768,
-0.005788110196590424,
-0.03759387880563736,
0.10867709666490555,
0.06399223208427429,
0.07141891121864319,
0.06762852519750595,
0.007197187747806311,
-0.018446184694767,
-0.08165312558412552,
0.010468837805092335,
-0.011438676156103611,
-0.07957398891448975,
-0.049457427114248276,
-0.08355869352817535,
0.07508149743080139,
0.02100427821278572,
-0.05513840168714523,
0.036846160888671875,
-0.11649113148450851,
-0.06629784405231476,
-0.03116006962954998,
0.020778389647603035,
-0.00836634635925293,
-0.007748769596219063,
0.008555404841899872,
-0.060923025012016296,
-0.05549931526184082,
0.06623215973377228,
0.007707585580646992,
-0.017628779634833336,
-0.007721557281911373,
0.0030963418539613485,
-0.04628467559814453,
-0.0036057322286069393,
-0.02768501080572605,
0.12804734706878662,
0.008545109070837498,
-0.14894044399261475,
0.01072033029049635,
0.029098188504576683,
0.03138154000043869,
-0.04162319004535675,
0.023391801863908768,
0.05629388242959976,
-0.013813280500471592,
-0.05257382243871689,
-0.0009730954188853502,
-0.0077299559488892555,
0.05393373221158981,
0.05114966630935669,
0.015235367231070995,
0.033517640084028244,
0.044454049319028854,
-0.007733101956546307,
-0.0008124157320708036,
0.014467496424913406,
0.002429554471746087,
-0.006296695675700903,
0.024226916953921318,
-0.04431641846895218,
-2.387597675124198e-8,
-0.10012843459844589,
-0.04150977358222008,
-0.08717473596334457,
0.0814659371972084,
0.0417400598526001,
0.08329939842224121,
0.01953187584877014,
0.03961164876818657,
0.026908770203590393,
0.0098804272711277,
0.04895966872572899,
0.0665183737874031,
-0.016244545578956604,
-0.0011491908226162195,
-0.02242210879921913,
0.06733731180429459,
-0.009779299609363079,
-0.042592603713274,
0.015406358055770397,
-0.06446348875761032,
-0.016619602218270302,
-0.015972262248396873,
-0.08987253904342651,
0.030195094645023346,
0.024380993098020554,
-0.03838777914643288,
-0.07480106502771378,
0.1277257651090622,
-0.03623580187559128,
0.08250207453966141,
-0.0009628715924918652,
0.04901822656393051,
-0.09960529953241348,
-0.10615433752536774,
-0.01560726948082447,
0.04480065405368805,
0.012903628870844841,
-0.0482214018702507,
0.07502337545156479,
-0.03761255368590355,
0.05929923430085182,
0.08107791841030121,
0.026710785925388336,
-0.07248430699110031,
0.0440727174282074,
-0.005882644560188055,
-0.0691559910774231,
-0.09789884835481644,
0.026814710348844528,
-0.07284943759441376,
0.004417100455611944,
-0.07742501050233841,
0.00341224716976285,
0.06585703790187836,
0.007553698495030403,
0.018805745989084244,
0.029293956235051155,
-0.022497044876217842,
0.014385473914444447,
0.007367921061813831,
0.11351584643125534,
0.07409635186195374,
0.046311717480421066,
-0.0584457591176033
] |
sankalpjha1/mr.bot_haary | 9222616ce458968c6de7907f6b667d89d7ae16cf | 2021-10-21T07:21:19.000Z | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | false | sankalpjha1 | null | sankalpjha1/mr.bot_haary | 0 | null | transformers | ---
tags:
- conversational
---
# Mr.bot_haary | [
-0.06286107003688812,
0.04975294694304466,
-0.024380771443247795,
-0.010854965075850487,
0.015114553272724152,
-0.07490222901105881,
0.12390412390232086,
0.004768043290823698,
0.003798596328124404,
-0.018428701907396317,
0.002624388551339507,
-0.006601719651371241,
0.001976152416318655,
-0.05486448109149933,
0.030376113951206207,
0.06544174253940582,
-0.02674541063606739,
0.006863000802695751,
0.01995702087879181,
0.00031688562012277544,
0.016584228724241257,
0.11952457576990128,
-0.01924986205995083,
0.016530700027942657,
0.03330317884683609,
0.004592880140990019,
-0.050166621804237366,
0.0047556497156620026,
0.00012286040873732418,
-0.033911846578121185,
-0.017001494765281677,
0.038928158581256866,
0.05748093128204346,
0.06217805668711662,
0.07051371037960052,
0.037755414843559265,
-0.008962244726717472,
-0.031261783093214035,
0.035607561469078064,
-0.005694464780390263,
-0.027391064912080765,
-0.06959997117519379,
-0.0664839893579483,
0.038533035665750504,
-0.07082478702068329,
0.026815364137291908,
-0.054851166903972626,
0.0068490030243992805,
-0.00006303881673375145,
0.015989404171705246,
-0.14410696923732758,
0.01207232940942049,
0.023450633510947227,
0.07218840718269348,
-0.08157464116811752,
0.03584384173154831,
-0.033897045999765396,
-0.06818243116140366,
0.09181147813796997,
-0.013801238499581814,
-0.0786275565624237,
-0.00454944372177124,
0.016185719519853592,
0.005058257840573788,
-0.04899250715970993,
-0.057787347584962845,
-0.08048009127378464,
-0.028268583118915558,
0.008095444180071354,
0.1320023387670517,
0.06231846660375595,
0.014122399501502514,
-0.00867602601647377,
0.0030032319482415915,
-0.008413166739046574,
-0.03485063090920448,
-0.04296369105577469,
-0.02985173650085926,
-0.0022537587210536003,
0.03916497528553009,
-0.019962552934885025,
-0.05081552267074585,
0.03568558767437935,
-0.017888078466057777,
-0.02486257255077362,
0.020003633573651314,
-0.042935676872730255,
-0.03403085097670555,
-0.08661463111639023,
0.041130904108285904,
-0.0008618090068921447,
-0.0798695906996727,
0.092200368642807,
0.03065895475447178,
-0.042253781110048294,
0.02634229138493538,
0.003651247126981616,
0.012759833596646786,
-0.04100540652871132,
0.12251507490873337,
0.02219007909297943,
0.0007089505670592189,
-0.060171786695718765,
-0.04742738977074623,
0.016610469669103622,
0.03734121844172478,
0.0018242014339193702,
0.006705881096422672,
0.07743139564990997,
-0.046882182359695435,
-0.04910987988114357,
-0.01626548543572426,
0.005350399762392044,
-0.04501710087060928,
0.05102502182126045,
0.0049402485601603985,
0.07943230122327805,
0.018509171903133392,
0.023176001384854317,
-0.06789904832839966,
0.03265359252691269,
0.010618038475513458,
-0.04873661324381828,
-0.08269441872835159,
0.0396774485707283,
-0.07129175215959549,
-0.010602706111967564,
-3.9383457836102676e-33,
0.05461746081709862,
-0.0010812549153342843,
0.014509715139865875,
0.07847026735544205,
-0.016256961971521378,
0.07181721180677414,
-0.08084666728973389,
-0.027285531163215637,
0.015622327104210854,
0.010323313064873219,
0.041289638727903366,
-0.03742270544171333,
-0.06553338468074799,
-0.001989739015698433,
-0.08269146829843521,
-0.04527318850159645,
0.034089937806129456,
0.009869003668427467,
-0.017946669831871986,
-0.020083041861653328,
-0.019383937120437622,
0.0186682790517807,
0.02018282376229763,
0.1077537089586258,
0.034776750952005386,
0.08163599669933319,
0.02079341933131218,
-0.10211920738220215,
0.10858157277107239,
0.05563415214419365,
-0.044188641011714935,
0.03897087275981903,
-0.002557801315560937,
0.044067125767469406,
-0.028794625774025917,
0.01224443968385458,
-0.04436066746711731,
-0.036400046199560165,
-0.04643543064594269,
-0.08594044297933578,
-0.07310602068901062,
0.055471960455179214,
-0.05135529488325119,
-0.09033312648534775,
0.0002060521801467985,
0.04465440660715103,
0.05779527500271797,
0.0038509771693497896,
0.05865183472633362,
-0.03951921686530113,
-0.07799044251441956,
0.049705084413290024,
0.016997426748275757,
0.01386625412851572,
0.03309031203389168,
-0.10925503075122833,
-0.007945531979203224,
0.048968032002449036,
0.016721274703741074,
-0.018396828323602676,
0.032870274037122726,
-0.026411473751068115,
0.03149309381842613,
-0.06298774480819702,
0.07589318603277206,
-0.039420731365680695,
-0.013235552236437798,
0.04681666940450668,
0.021121852099895477,
0.015277620404958725,
-0.014417331665754318,
0.0914921909570694,
-0.037978701293468475,
0.0519823357462883,
-0.07860275357961655,
0.02108187973499298,
-0.03072209097445011,
-0.021084167063236237,
0.016131993383169174,
0.05850464478135109,
-0.0758061483502388,
-0.06470220535993576,
-0.0448465533554554,
-0.00013077398762106895,
-0.027614181861281395,
0.0071441056206822395,
0.008632347919046879,
-0.19324485957622528,
0.0398346371948719,
0.03320833295583725,
-0.04161461442708969,
-0.011765885166823864,
-0.08417520672082901,
0.027674147859215736,
-0.14546489715576172,
5.364451581101532e-34,
-0.01818155124783516,
-0.02212337963283062,
-0.03798993304371834,
0.073724664747715,
-0.035036928951740265,
-0.005365605000406504,
0.0507928729057312,
0.1157362088561058,
-0.03382473811507225,
0.03531762957572937,
-0.03331528976559639,
-0.017230935394763947,
-0.0646749958395958,
0.004497010726481676,
0.16622012853622437,
0.026809748262166977,
0.011277505196630955,
-0.048630472272634506,
-0.015324121341109276,
0.03571493551135063,
-0.046991582959890366,
0.011611937545239925,
-0.10891732573509216,
0.045316196978092194,
0.05087916553020477,
0.002542350674048066,
0.03791334852576256,
-0.013982132077217102,
0.08259326219558716,
-0.02018027938902378,
-0.010580895468592644,
0.058826033025979996,
-0.02052357792854309,
-0.054689861834049225,
-0.022980405017733574,
-0.0106898108497262,
0.008205194026231766,
0.06552673131227493,
0.0534278079867363,
0.06017599627375603,
0.06940105557441711,
-0.0027859138790518045,
0.028986405581235886,
-0.06994026899337769,
-0.009045302867889404,
-0.02212785743176937,
-0.05140257999300957,
-0.039346132427453995,
-0.05927363410592079,
0.03037998639047146,
0.036927010864019394,
-0.013306883163750172,
-0.01621680147945881,
-0.15460191667079926,
-0.058077212423086166,
-0.055641770362854004,
0.022230174392461777,
0.029707470908761024,
-0.028432952240109444,
-0.020948277786374092,
-0.04571949690580368,
-0.03948493301868439,
-0.05240967497229576,
0.045846808701753616,
0.019764447584748268,
0.012515496462583542,
-0.04512543976306915,
-0.006266159936785698,
-0.014993429183959961,
-0.04259630665183067,
0.17026327550411224,
-0.008209673687815666,
-0.06717781722545624,
0.014216755516827106,
0.06731628626585007,
0.009385754354298115,
0.023898473009467125,
-0.01450811605900526,
0.042745355516672134,
-0.020404722541570663,
-0.0735924169421196,
-0.040043968707323074,
-0.0010970975272357464,
0.08633420616388321,
0.016593772917985916,
-0.034459762275218964,
0.04113759100437164,
-0.01115675363689661,
-0.04849444702267647,
0.028002901002764702,
0.03997989371418953,
-0.03143356740474701,
0.028849227353930473,
0.07187552750110626,
-0.029956037178635597,
-2.601177406802435e-8,
-0.02942858450114727,
-0.08442392200231552,
0.0007784133777022362,
0.03355689346790314,
0.03992527723312378,
0.03207064047455788,
-0.00044112440082244575,
-0.013263496570289135,
-0.039596639573574066,
0.030853966251015663,
0.02883261814713478,
0.03969356417655945,
0.028037117794156075,
-0.03906995430588722,
0.045027416199445724,
0.005747816991060972,
-0.07726152241230011,
0.03564552962779999,
0.008156194351613522,
-0.0674009770154953,
0.040884535759687424,
-0.015171973966062069,
-0.1121433898806572,
0.03890931233763695,
0.03638773411512375,
0.006038660183548927,
0.0070029753260314465,
0.060282185673713684,
-0.058576151728630066,
0.05733642727136612,
0.030125316232442856,
0.06654730439186096,
-0.06732121855020523,
-0.02480681799352169,
-0.012705881148576736,
-0.01263924315571785,
-0.08115204423666,
-0.0730467364192009,
0.034797873347997665,
-0.018670884892344475,
-0.029864590615034103,
0.11867200583219528,
0.0020212987437844276,
-0.042374640703201294,
0.025718718767166138,
0.011458203196525574,
-0.04739164188504219,
-0.046804193407297134,
0.017465149983763695,
-0.08377689123153687,
-0.05578207969665527,
-0.036571621894836426,
0.07109955698251724,
0.05125129595398903,
0.06650634109973907,
0.008881698362529278,
0.11449781060218811,
0.0164539385586977,
0.024584678933024406,
-0.017038719728589058,
0.11993255466222763,
0.06855972111225128,
0.019223231822252274,
-0.015485575422644615
] |
santhoshkolloju/ques_gen | 80da3324ff407638124b2a87885da597a8339a13 | 2020-07-07T10:36:21.000Z | [
"pytorch",
"t5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | santhoshkolloju | null | santhoshkolloju/ques_gen | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
saraks/cuad-distil-document_name-cased-08-31-v1 | 93ad9639e25e7856474702744bd01c3b9bda7fe0 | 2021-08-31T16:19:23.000Z | [
"pytorch",
"distilbert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | false | saraks | null | saraks/cuad-distil-document_name-cased-08-31-v1 | 0 | null | transformers | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
sarim/myModel | 47edacd4d65b1d76c6375e626b74533b035f2cc9 | 2021-03-20T12:53:37.000Z | [
"pytorch",
"distilbert",
"feature-extraction",
"transformers"
] | feature-extraction | false | sarim | null | sarim/myModel | 0 | null | transformers | first commit | [
-0.010881191119551659,
-0.01077592559158802,
-0.04511866346001625,
0.0544225312769413,
-0.0190871674567461,
0.026846973225474358,
0.03642602264881134,
-0.02541373483836651,
0.092503122985363,
0.06732143461704254,
0.06775354593992233,
-0.07609637826681137,
-0.006926220841705799,
0.006640781182795763,
-0.017707757651805878,
-0.02892264910042286,
-0.007609731052070856,
-0.014243844896554947,
0.0023209915962070227,
0.04235566779971123,
-0.02954621985554695,
0.0000978416355792433,
0.027559347450733185,
0.025497213006019592,
0.08299493789672852,
-0.02663019858300686,
-0.019189395010471344,
0.07337622344493866,
-0.0067102243192493916,
-0.09978384524583817,
0.04379144310951233,
0.008100597187876701,
0.12707963585853577,
0.07824540883302689,
-0.0012175379088148475,
0.05998346209526062,
-0.02994426153600216,
0.0050153573974967,
0.003322094911709428,
0.029615452513098717,
-0.020687900483608246,
-0.05969545245170593,
0.0521426722407341,
-0.04873528331518173,
-0.014158325269818306,
0.009733965620398521,
-0.0007260573329403996,
0.04429573938250542,
-0.0031402530148625374,
-0.015217883512377739,
0.010909194126725197,
-0.02148849330842495,
-0.018496636301279068,
-0.0081499507650733,
0.03998294100165367,
0.061451319605112076,
0.012780269607901573,
0.05702410638332367,
0.03326918184757233,
0.005865905899554491,
0.03542400151491165,
0.027298515662550926,
-0.028737759217619896,
0.004464153200387955,
0.1081794947385788,
-0.010279090143740177,
0.06183207780122757,
0.018051475286483765,
0.013915172778069973,
0.008334329351782799,
-0.040823906660079956,
-0.009873202070593834,
-0.11174218356609344,
-0.06462440639734268,
-0.06199955940246582,
-0.042222894728183746,
-0.030311621725559235,
0.06333903968334198,
0.02951059304177761,
-0.05960279330611229,
-0.012609207071363926,
-0.07738807797431946,
-0.02669227309525013,
0.012015650048851967,
-0.08823482692241669,
0.012506152503192425,
-0.012536211870610714,
0.1007256880402565,
0.04011952877044678,
-0.04908469691872597,
-0.03587544336915016,
0.0010829586535692215,
0.05106557905673981,
-0.05323941260576248,
-0.043216463178396225,
0.03541574627161026,
-0.04236387833952904,
0.01190317701548338,
-0.03484528139233589,
0.13980355858802795,
0.07594756782054901,
0.05277285724878311,
-0.03539938107132912,
0.011698564514517784,
0.018962997943162918,
-0.02906383015215397,
0.0018769773887470365,
-0.052183449268341064,
-0.010370352305471897,
0.0012771956389769912,
-0.03671789914369583,
0.0026630994398146868,
0.03828089311718941,
0.0032346853986382484,
0.0037013536784797907,
0.08920935541391373,
-0.05664107948541641,
0.03644918277859688,
0.06351055204868317,
-0.0022432771511375904,
0.07151514291763306,
0.01207201462239027,
-0.07358842343091965,
-0.017555877566337585,
-0.1612709015607834,
-0.08547864109277725,
0.02282017655670643,
-3.352994045280909e-33,
0.07932392507791519,
-0.035309161990880966,
-0.05206027999520302,
0.05856281891465187,
-0.02536366507411003,
-0.011683343909680843,
-0.02061665616929531,
0.0031422916799783707,
-0.09840146452188492,
0.010766271501779556,
0.043878719210624695,
-0.07205399125814438,
-0.008167755790054798,
0.009967879392206669,
-0.10695021599531174,
-0.022066092118620872,
-0.046844497323036194,
0.008775492198765278,
-0.06051423028111458,
0.047541432082653046,
-0.03286281228065491,
0.04765278846025467,
0.0012033985694870353,
-0.0018557311268523335,
0.07891654968261719,
-0.026874106377363205,
-0.01076243445277214,
0.006382127292454243,
-0.05677124112844467,
-0.007624221034348011,
-0.06488945335149765,
-0.019550206139683723,
-0.03289181739091873,
-0.003858003066852689,
-0.008731100708246231,
0.02913774736225605,
0.021026097238063812,
-0.04578014090657234,
-0.002265625400468707,
-0.07503953576087952,
-0.015371848829090595,
0.08642172068357468,
-0.10970722883939743,
-0.00015908099885564297,
0.007082333322614431,
0.03487112373113632,
0.03450607508420944,
0.026158733293414116,
0.1325414925813675,
0.07450153678655624,
0.0094534857198596,
0.019565844908356667,
-0.051779914647340775,
-0.002586335176602006,
-0.04978543892502785,
0.02574501559138298,
0.07071451842784882,
-0.0345781110227108,
-0.07310887426137924,
-0.010701652616262436,
-0.020015129819512367,
0.016078930348157883,
-0.11093221604824066,
0.008930499665439129,
-0.061901770532131195,
0.008845082484185696,
-0.023588743060827255,
0.010810185223817825,
0.05231720209121704,
0.0072821443900465965,
-0.11043330281972885,
-0.02246726118028164,
-0.0365920327603817,
-0.037317343056201935,
0.006093437783420086,
0.040782585740089417,
0.028165755793452263,
0.0629282146692276,
-0.022678541019558907,
-0.009115233086049557,
-0.11718855798244476,
-0.029377814382314682,
-0.09823814034461975,
0.05361004173755646,
0.02136322669684887,
0.03197630122303963,
0.10545749217271805,
0.03244905546307564,
-0.03960520029067993,
0.03458219766616821,
0.010281175374984741,
0.04989076778292656,
0.19266827404499054,
0.009939538314938545,
0.06208035349845886,
1.5976669021063733e-33,
-0.04185240715742111,
-0.03934533894062042,
0.028187746182084084,
0.03335583209991455,
0.012408016249537468,
0.006541423033922911,
-0.0144888237118721,
-0.0962257981300354,
0.04580453783273697,
0.03958041965961456,
0.010708516463637352,
0.0008749864064157009,
0.09088057279586792,
0.0048315320163965225,
0.08343585580587387,
-0.06469575315713882,
0.05024639144539833,
0.013074610382318497,
-0.007251129485666752,
0.07207399606704712,
0.04846036434173584,
-0.00008871302998159081,
0.033519197255373,
0.025193339213728905,
-0.025231078267097473,
0.011941764503717422,
0.10761897265911102,
0.0012136670993641019,
-0.0897984504699707,
-0.03886201232671738,
0.019283397123217583,
-0.011731880716979504,
-0.06838695704936981,
0.048782575875520706,
-0.004958324134349823,
-0.0478767454624176,
-0.026046814396977425,
-0.0017213900573551655,
-0.035107485949993134,
0.0652199238538742,
0.07410258054733276,
-0.007843641564249992,
-0.027311524376273155,
0.08855656534433365,
-0.06237445026636124,
-0.05728493630886078,
0.018274324014782906,
0.0413811169564724,
-0.038760971277952194,
0.026730593293905258,
-0.07694917172193527,
0.055471643805503845,
0.020857959985733032,
-0.10864152759313583,
0.06470333784818649,
-0.006318072788417339,
-0.013504739850759506,
0.013906621374189854,
0.0047110943123698235,
0.01779385842382908,
0.010965807363390923,
0.07853567600250244,
0.007551606744527817,
0.05106047913432121,
-0.014476453885436058,
-0.06085126847028732,
-0.06072184443473816,
0.06932913511991501,
-0.04485589638352394,
0.06219549477100372,
0.022181427106261253,
0.007209134753793478,
-0.023589834570884705,
-0.01771625690162182,
0.020667066797614098,
-0.05467258021235466,
-0.09606572985649109,
-0.07817798852920532,
0.0021574224811047316,
-0.0542265810072422,
-0.09067810326814651,
0.08042499423027039,
-0.05788810923695564,
0.00512724369764328,
0.03393605723977089,
-0.05791527032852173,
0.035201091319322586,
-0.05527123063802719,
0.02089473232626915,
-0.008534497581422329,
-0.10747030377388,
-0.005245899315923452,
0.05467720329761505,
-0.01153857633471489,
-0.10552657395601273,
-1.224826640111587e-8,
-0.08320005238056183,
0.008705902844667435,
-0.038879357278347015,
0.03050173446536064,
0.0936373844742775,
0.012335461564362049,
-0.030295467004179955,
-0.014855926856398582,
0.00987636111676693,
-0.012601322494447231,
-0.01760861650109291,
0.0688982754945755,
0.04488087445497513,
-0.0271904319524765,
0.01676226034760475,
-0.051618628203868866,
-0.027202924713492393,
-0.09665077924728394,
-0.051151491701602936,
-0.01802668906748295,
0.016131458804011345,
0.0004742413875646889,
0.010103375650942326,
-0.03559122607111931,
-0.0068969749845564365,
0.0200850497931242,
0.11974836885929108,
0.14455118775367737,
-0.029184041544795036,
0.05427016317844391,
0.030369697138667107,
0.009579961188137531,
-0.018640384078025818,
0.007788629736751318,
0.00944717787206173,
-0.00542365200817585,
0.04138833284378052,
0.05693438649177551,
0.07164201140403748,
-0.047112975269556046,
-0.02433122880756855,
0.005238058976829052,
0.01045907847583294,
0.028213948011398315,
-0.17104563117027283,
0.035482946783304214,
0.003583713434636593,
-0.011402028612792492,
0.015656352043151855,
-0.10719823092222214,
-0.06277766823768616,
-0.00670768553391099,
0.05083369091153145,
0.0977373942732811,
0.039879210293293,
0.08301014453172684,
0.03139757737517357,
0.05366875231266022,
-0.011175114661455154,
-0.015221771784126759,
0.041165392845869064,
0.03752513602375984,
0.03643791750073433,
-0.029325975105166435
] |
sarnikowski/convbert-small-da-cased | 6086e125654b7bba33019045a4a0a5d919e1101e | 2021-03-01T22:15:15.000Z | [
"pytorch",
"tf",
"convbert",
"da",
"arxiv:2008.02496",
"transformers",
"license:cc-by-4.0"
] | null | false | sarnikowski | null | sarnikowski/convbert-small-da-cased | 0 | null | transformers | ---
language: da
license: cc-by-4.0
---
# Danish ConvBERT small (cased)
[ConvBERT](https://arxiv.org/abs/2008.02496) model pretrained on a custom Danish corpus (~17.5gb).
For details regarding data sources and training procedure, along with benchmarks on downstream tasks, go to: https://github.com/sarnikowski/danish_transformers
## Usage
```python
from transformers import ConvBertTokenizer, ConvBertModel
tokenizer = ConvBertTokenizer.from_pretrained("sarnikowski/convbert-small-da-cased")
model = ConvBertModel.from_pretrained("sarnikowski/convbert-small-da-cased")
```
## Questions?
If you have any questions feel free to open an issue on the [danish_transformers](https://github.com/sarnikowski/danish_transformers) repository, or send an email to [email protected]
| [
-0.05840325728058815,
-0.0023263043258339167,
-0.009202379733324051,
-0.0179381612688303,
-0.0534895658493042,
-0.0004650532500818372,
-0.09139528125524521,
0.08572912961244583,
-0.0255905594676733,
-0.026823239400982857,
0.024354681372642517,
-0.02116418071091175,
0.024764852598309517,
-0.045490480959415436,
-0.023695269599556923,
-0.02324862964451313,
0.01592606119811535,
0.04189163073897362,
-0.07689737528562546,
-0.033672064542770386,
0.023380456492304802,
0.039409082382917404,
0.015883687883615494,
-0.05361383780837059,
0.11600947380065918,
-0.0018347699660807848,
0.03480386734008789,
-0.03362491726875305,
0.022452428936958313,
-0.028780164197087288,
0.03467859327793121,
0.04916907474398613,
-0.040341559797525406,
0.04650416225194931,
0.035721056163311005,
0.06645714491605759,
-0.020469577983021736,
-0.029880596324801445,
0.06121929734945297,
0.05682773515582085,
0.0484837107360363,
-0.002068993868306279,
0.02257297746837139,
0.017245929688215256,
0.023143354803323746,
0.0735301673412323,
-0.009151645004749298,
-0.0018466406036168337,
-0.02376149408519268,
-0.01664268597960472,
-0.055962078273296356,
-0.017917616292834282,
0.07258822023868561,
0.10712725669145584,
-0.0318312868475914,
-0.05441458523273468,
-0.004989371169358492,
0.03779260814189911,
0.04831438511610031,
-0.045866452157497406,
-0.1048714816570282,
-0.014947988092899323,
-0.04659310355782509,
-0.02811969257891178,
-0.09969599545001984,
-0.040475569665431976,
0.009530878625810146,
0.026431377977132797,
0.01291506178677082,
0.05876294896006584,
-0.045645155012607574,
0.060663897544145584,
-0.02539115957915783,
0.09953773021697998,
0.04183436557650566,
-0.04795863479375839,
0.08119678497314453,
-0.024102410301566124,
0.08912301808595657,
-0.12586610019207,
-0.015355786308646202,
-0.015520325861871243,
0.009580071084201336,
-0.03308727592229843,
0.09013161063194275,
-0.0353267565369606,
0.08590401709079742,
0.004946497268974781,
0.041184138506650925,
0.003103861352428794,
0.030252574011683464,
-0.02317410334944725,
0.005259776953607798,
0.01844562217593193,
-0.0701490193605423,
0.044126950204372406,
0.02142394706606865,
0.12092345952987671,
-0.023849662393331528,
0.07279936224222183,
0.06475535035133362,
0.03946710750460625,
0.07055751979351044,
0.0450604222714901,
-0.08842132240533829,
-0.09858235716819763,
0.05599242076277733,
0.025523001328110695,
0.04261491075158119,
-0.02769082970917225,
0.03672146052122116,
-0.05709517002105713,
-0.02582189254462719,
-0.09616009145975113,
0.057752516120672226,
0.04587757959961891,
-0.018284250050783157,
-0.08330559730529785,
-0.00490460405126214,
0.004076202865689993,
-0.038732971996068954,
-0.02736150287091732,
-0.0035339388996362686,
0.047476667910814285,
0.023534400388598442,
0.046416059136390686,
-0.05944405868649483,
5.145742316429903e-33,
-0.06964898854494095,
0.04520376771688461,
-0.04553442820906639,
0.050660453736782074,
-0.03767631575465202,
-0.043664392083883286,
-0.05124600976705551,
0.019845375791192055,
-0.07024487853050232,
0.03970830887556076,
-0.11769098043441772,
0.07118721306324005,
-0.11148528009653091,
0.04957953095436096,
-0.05452040582895279,
-0.04631476476788521,
-0.008577082306146622,
0.022315284237265587,
-0.049890752881765366,
0.02162855491042137,
0.16915223002433777,
-0.005958189256489277,
0.045496102422475815,
-0.0001143612535088323,
-0.00476989196613431,
-0.013230003416538239,
0.07762305438518524,
-0.05968279018998146,
-0.025385990738868713,
0.04143977537751198,
-0.05983538553118706,
-0.0435156486928463,
-0.0020788023248314857,
-0.04738934710621834,
-0.03668937459588051,
-0.03539419174194336,
0.001119808992370963,
-0.017392214387655258,
-0.056096237152814865,
-0.07844819128513336,
0.012580490671098232,
0.04598579183220863,
0.0033014349173754454,
-0.0782785713672638,
-0.060904812067747116,
-0.04722597077488899,
0.01660076156258583,
-0.03832005709409714,
0.06589852273464203,
-0.009718730114400387,
0.07192478328943253,
-0.007577997632324696,
-0.01957615651190281,
-0.02221588045358658,
0.04910024628043175,
0.06346546858549118,
0.03470151871442795,
0.0432046614587307,
0.11764215677976608,
0.008313801139593124,
-0.03520306944847107,
-0.011628195643424988,
0.03630534186959267,
0.06758987158536911,
0.10202687233686447,
-0.039384547621011734,
0.04202542454004288,
-0.010094841942191124,
0.05125425010919571,
-0.056219737976789474,
-0.04154432564973831,
-0.07667671889066696,
-0.0012861642753705382,
-0.025780480355024338,
0.04377772659063339,
0.012020216323435307,
0.029854727908968925,
-0.07207159698009491,
-0.09608673304319382,
-0.010939079336822033,
-0.08531036972999573,
0.03135957941412926,
-0.027288202196359634,
-0.04097416624426842,
0.060737211257219315,
-0.0541730560362339,
0.0688072219491005,
-0.06802313029766083,
-0.05288185551762581,
-0.04421940818428993,
0.011824461631476879,
0.010551358573138714,
-0.031230654567480087,
-0.012030458077788353,
-0.01270882599055767,
-4.392791899638164e-33,
0.009587653912603855,
0.05222392454743385,
-0.049201469868421555,
0.04616832733154297,
-0.02685716189444065,
-0.0126221664249897,
0.08988799154758453,
0.16345827281475067,
-0.026336897164583206,
-0.05947315692901611,
0.04139178618788719,
-0.1481904685497284,
-0.003332277061417699,
-0.012717355042696,
0.06447646021842957,
0.00760984793305397,
-0.010735370218753815,
0.045162633061409,
0.0658731758594513,
0.045535050332546234,
-0.003673018654808402,
0.051033396273851395,
-0.09726963192224503,
0.027760757133364677,
-0.03297368437051773,
0.04820245876908302,
-0.0493447445333004,
0.07923510670661926,
-0.005270211957395077,
-0.03405217453837395,
-0.10288827121257782,
0.03227147459983826,
-0.03972379118204117,
0.053665436804294586,
-0.12427367269992828,
0.0009505786001682281,
0.021001646295189857,
0.051969125866889954,
0.011365299113094807,
0.06038123741745949,
0.06798175722360611,
0.052288539707660675,
-0.10375283658504486,
0.04299253225326538,
-0.016498906537890434,
-0.0640195906162262,
-0.06543787568807602,
-0.040914833545684814,
0.014503473415970802,
-0.027408042922616005,
0.04349633306264877,
0.009387892670929432,
-0.02906070463359356,
-0.021433353424072266,
0.005106481723487377,
-0.02670787088572979,
0.026956690475344658,
-0.06439055502414703,
0.012357871048152447,
-0.053138285875320435,
-0.060373421758413315,
-0.03287556394934654,
0.03689765930175781,
-0.12332992255687714,
0.06641417741775513,
0.0388110913336277,
-0.0694625973701477,
0.010517032817006111,
0.013039732351899147,
0.01724972575902939,
0.004952047020196915,
0.02256934717297554,
0.0143510727211833,
-0.03674027696251869,
-0.02299889549612999,
-0.010545829311013222,
-0.000796269450802356,
0.03875064104795456,
0.018791476264595985,
0.024353493005037308,
-0.10845927149057388,
-0.013922035694122314,
-0.009872985072433949,
0.040227215737104416,
-0.005414568819105625,
0.10039397329092026,
0.0469527393579483,
0.01242572721093893,
0.039865557104349136,
0.03400137275457382,
-0.053234685212373734,
0.09240985661745071,
0.053820326924324036,
0.05441619083285332,
-0.03122595138847828,
-5.723350682274031e-8,
-0.08465591073036194,
-0.003388077486306429,
-0.037284109741449356,
0.02942325361073017,
0.006435959599912167,
-0.042574431747198105,
-0.07958611100912094,
0.07565363496541977,
-0.06908949464559555,
-0.0008235630230046809,
0.03319211304187775,
0.03162912279367447,
-0.08541252464056015,
-0.0004370275710243732,
-0.015240966342389584,
0.06581926345825195,
-0.026370543986558914,
0.07241228222846985,
-0.06682003289461136,
-0.04739822447299957,
-0.009964674711227417,
0.10079323500394821,
0.008107931353151798,
0.04299519956111908,
-0.0016499476041644812,
-0.012035408988595009,
0.012440081685781479,
0.04316086694598198,
0.003760687541216612,
-0.10386302322149277,
-0.03759334981441498,
0.07359863817691803,
-0.0069028339348733425,
-0.02165149711072445,
-0.04672947898507118,
0.055610425770282745,
-0.02748943120241165,
0.02219185046851635,
-0.016344333067536354,
0.07241754233837128,
0.0582597590982914,
0.00927787460386753,
-0.11354367434978485,
-0.02338915504515171,
0.017555229365825653,
0.01245137583464384,
-0.0370883010327816,
-0.050937801599502563,
0.0346921905875206,
0.015268047340214252,
0.03519745543599129,
0.011280452832579613,
-0.03209151327610016,
0.012036925181746483,
-0.010033432394266129,
0.037123311311006546,
-0.0206283088773489,
-0.01710420474410057,
0.01756799779832363,
0.0583014078438282,
-0.008267727680504322,
0.009558353573083878,
-0.0010399417951703072,
-0.006834774278104305
] |
sberbank-ai/RuDOLPH-350M | 568d1ea5af6e110507d9a38bac8c6979755d4727 | 2022-02-04T16:54:03.000Z | [
"pytorch"
] | null | false | sberbank-ai | null | sberbank-ai/RuDOLPH-350M | 0 | 9 | null | # RuDOLPH-350M (Medium)
RuDOLPH: One Hyper-Modal Transformer can be creative as DALL-E and smart as CLIP
<img src="https://raw.githubusercontent.com/sberbank-ai/ru-dolph/master/pics/rudolph-generated.png" height="60" border="2"/>
Model was trained by [Sber AI](https://github.com/sberbank-ai) and [SberDevices](https://sberdevices.ru/) teams.
* Task: `text2image generation`; `self reranking`; `text ranking`; `image ranking`; `image2text generation`; `zero-shot image classification`, `text2text generation`;
* Language: `Russian`
* Type: `encoder-decoder`
* Num Parameters: `350M`
* Training Data Volume: `156 million text-image pairs`
# Model Description
**Ru**ssian **D**iffusion **O**n **L**anguage **P**icture **H**yper-modality (RuDOLPH) 350M is a fast and light text-image-text transformer (350M GPT-3) designed for a quick and easy fine-tuning setup for the solution of various tasks: from generating images by text description and image classification to visual question answering and more. This model demonstrates the power of Hyper-modality Transformers.
*(!!!) Hyper-modality means generalized multi-modal, e.g., model that consists of two multi-modal parts: text-2-image and image-2-text becomes text and image hyper-modality model*
# Sparse Attention Mask
The primary proposed method is to modify the sparse transformer's attention mask to better control multi-modalities and up to the next level with "hyper-modality". It allows us to calculate the transitions of modalities in both directions, unlike another similar work DALL-E Transformer, which used only one direction, "text to image". The proposed "image to right text" direction is achieved by extension sparse attention mask to the right for auto-repressively text generation with image condition without attention to left text.
<img src="https://raw.githubusercontent.com/sberbank-ai/ru-dolph/master/pics/attention_masks.png" height="40" border="2"/>
# Authors
+ Alex Shonenkov: [Github](https://github.com/shonenkov), [Kaggle GM](https://www.kaggle.com/shonenkov)
+ Michael Konstantinov: [Mishin Learning](https://t.me/mishin_learning), [Transformer Community](https://transformer.community/)
| [
-0.07186592370271683,
-0.05874669924378395,
-0.0504370778799057,
0.012125318869948387,
0.03547854349017143,
-0.017432622611522675,
-0.0021116866264492273,
0.051819633692502975,
-0.008144410327076912,
-0.04746299982070923,
0.00043162627844139934,
-0.0054433709010481834,
0.04651208221912384,
0.0414908230304718,
-0.011267603375017643,
0.047756120562553406,
-0.015894565731287003,
-0.0361454114317894,
-0.07088643312454224,
-0.10683755576610565,
0.04427327215671539,
-0.06368821859359741,
0.080961674451828,
-0.03143414109945297,
0.05388448387384415,
0.04938808083534241,
-0.04649552330374718,
0.02264181710779667,
0.046415530145168304,
-0.12292160093784332,
0.06319272518157959,
0.0307485219091177,
0.052903641015291214,
0.02386588789522648,
0.01594981551170349,
0.1017744317650795,
-0.030999526381492615,
-0.054707664996385574,
-0.0065265437588095665,
-0.014902523718774319,
-0.01403736136853695,
-0.059147000312805176,
-0.046321138739585876,
-0.04092342033982277,
0.05824756994843483,
0.030079727992415428,
-0.052429743111133575,
-0.06945584714412689,
0.03869016095995903,
0.013597610406577587,
-0.17432880401611328,
-0.0218673013150692,
-0.012309356592595577,
0.02587953582406044,
0.008585123345255852,
0.03362400457262993,
0.06182939186692238,
-0.045421503484249115,
0.010529524646699429,
-0.01851757988333702,
-0.014122399501502514,
0.01719122938811779,
-0.027056841179728508,
-0.02017822489142418,
0.00757775129750371,
-0.02459258772432804,
0.013500730507075787,
0.007312407251447439,
-0.015112970024347305,
-0.05228307470679283,
-0.008888684213161469,
0.03366158530116081,
-0.067531056702137,
0.06054069846868515,
-0.021174686029553413,
-0.0932016521692276,
0.003457066835835576,
-0.011336635798215866,
0.01993292011320591,
-0.03928035870194435,
0.04223620519042015,
-0.0756121277809143,
-0.006616758648306131,
0.013688590377569199,
0.019619915634393692,
0.016244154423475266,
-0.005773286800831556,
0.006980723235756159,
-0.003557735588401556,
0.00833955593407154,
-0.017492301762104034,
-0.05896007642149925,
0.051718827337026596,
0.05498100817203522,
0.03219791501760483,
0.026174768805503845,
-0.015544683672487736,
-0.05036156624555588,
-0.03039095737040043,
0.10674434900283813,
-0.05509543418884277,
-0.04715237393975258,
0.023007703945040703,
0.03341689705848694,
0.001981443725526333,
-0.008261078037321568,
0.05986092984676361,
0.10573453456163406,
0.046745575964450836,
-0.09862201660871506,
0.05936441570520401,
-0.006200781557708979,
-0.03068603202700615,
-0.04204554483294487,
0.024526145309209824,
-0.0003358927497174591,
-0.01048651710152626,
0.05014408752322197,
-0.008797042071819305,
0.02582434006035328,
0.04814816266298294,
0.012997719459235668,
-0.0953102633357048,
0.044179391115903854,
0.023664945736527443,
-0.038149893283843994,
-0.026182059198617935,
7.23588551554915e-33,
0.07163185626268387,
0.020544057711958885,
0.005293319001793861,
0.04221929982304573,
0.008220846764743328,
-0.02572842873632908,
-0.028923576697707176,
-0.04658965766429901,
-0.06335195153951645,
-0.029140938073396683,
-0.05000763013958931,
-0.04413217306137085,
-0.03361111134290695,
0.08710295706987381,
0.07225582748651505,
-0.087255097925663,
0.03861051797866821,
0.032912179827690125,
-0.01978943683207035,
0.06633196026086807,
0.04047122597694397,
-0.00822921097278595,
-0.010149971581995487,
-0.040670208632946014,
-0.032768916338682175,
0.08930093795061111,
0.057832978665828705,
-0.08983856439590454,
-0.00018511440430302173,
0.015567295253276825,
-0.07001229375600815,
-0.00224982388317585,
-0.02659480832517147,
0.04397358000278473,
-0.0027206004597246647,
-0.015001166611909866,
-0.0431523434817791,
0.01822052337229252,
-0.10815044492483139,
0.021100103855133057,
0.036234959959983826,
0.04432230070233345,
-0.060183215886354446,
-0.022950686514377594,
-0.0029461055528372526,
-0.039987776428461075,
0.02872108854353428,
0.09562747925519943,
-0.05229225009679794,
0.054813116788864136,
-0.0013179627712816,
0.05736222118139267,
-0.041589923202991486,
-0.002627180889248848,
0.041621237993240356,
-0.0016241577686741948,
0.08247974514961243,
0.01448660809546709,
0.0413113571703434,
0.03001577965915203,
0.0738111287355423,
0.014189217239618301,
-0.028185512870550156,
0.028992943465709686,
0.060829684138298035,
-0.0014140246203169227,
0.04510599374771118,
-0.022504040971398354,
0.04921155422925949,
0.0702623724937439,
-0.06074905768036842,
0.014654573053121567,
0.06817569583654404,
0.026008790358901024,
0.026932910084724426,
-0.037532903254032135,
-0.0033895077649503946,
-0.021432816982269287,
-0.01614212803542614,
-0.022473257035017014,
-0.06423970311880112,
0.049144044518470764,
0.03709227591753006,
-0.09735433757305145,
-0.01682427152991295,
-0.0013821928296238184,
0.04332272708415985,
-0.06998266279697418,
-0.11594643443822861,
-0.005393958184868097,
-0.03028685785830021,
0.025822455063462257,
-0.029812859371304512,
-0.013366412371397018,
-0.07381855696439743,
-5.773387606817878e-33,
0.03703511878848076,
0.04892595112323761,
-0.062434807419776917,
0.103592649102211,
0.013898537494242191,
0.0038761503528803587,
0.08358680456876755,
0.0944366604089737,
-0.01859855093061924,
0.062018945813179016,
0.03823322802782059,
0.0010902970097959042,
-0.03031042590737343,
-0.10483285784721375,
0.04886649549007416,
-0.0702802911400795,
0.038161784410476685,
0.0021549351513385773,
-0.08773231506347656,
0.05185782164335251,
0.023637451231479645,
0.19292643666267395,
-0.011546132154762745,
0.07779225707054138,
-0.03765331953763962,
0.07528040558099747,
0.01795247010886669,
0.08314154297113419,
-0.05266977474093437,
-0.047868140041828156,
0.03442099317908287,
-0.07510695606470108,
-0.06713307648897171,
-0.04967880621552467,
-0.026785606518387794,
0.04250117391347885,
0.017990397289395332,
0.005823914427310228,
-0.062338173389434814,
0.10802946239709854,
0.06687358766794205,
0.03676234185695648,
-0.09146437793970108,
0.08402442187070847,
-0.031569093465805054,
-0.08504220843315125,
-0.07152264565229416,
-0.05028493329882622,
0.02956731617450714,
-0.0016037343302741647,
-0.023782523348927498,
-0.019344424828886986,
-0.09521640092134476,
-0.015872465446591377,
-0.028997022658586502,
-0.09531742334365845,
-0.044811446219682693,
-0.009715085849165916,
-0.0017327459063380957,
0.018022309988737106,
0.011906059458851814,
0.0033131646923720837,
0.010983351618051529,
-0.01962689496576786,
0.05254833400249481,
-0.061046868562698364,
-0.025863157585263252,
0.027996361255645752,
-0.016288844868540764,
0.065386563539505,
0.035611238330602646,
0.020939001813530922,
0.06006111204624176,
0.05691709741950035,
0.019086116924881935,
-0.05261816084384918,
-0.11352310329675674,
0.06876391172409058,
0.05266254395246506,
-0.04655926674604416,
-0.06720664352178574,
-0.007791523355990648,
0.028795452788472176,
0.11110549420118332,
0.07016349583864212,
0.0677596777677536,
0.039591267704963684,
0.03985569626092911,
0.0720868855714798,
-0.06337683647871017,
0.04025314375758171,
0.001814322080463171,
0.028572598472237587,
0.08839201182126999,
0.0355536974966526,
-6.512556893767396e-8,
-0.029755324125289917,
-0.012766365893185139,
-0.09579777717590332,
0.054058197885751724,
0.022328639402985573,
-0.0793612152338028,
-0.03501003608107567,
0.005653390195220709,
-0.02175849676132202,
-0.039447758346796036,
0.04422781988978386,
-0.0390014573931694,
-0.11601915955543518,
0.0009183319052681327,
0.06071864068508148,
-0.02095443569123745,
0.03171558678150177,
0.1134682446718216,
-0.04955364018678665,
-0.0709058865904808,
0.07409339398145676,
-0.035067394375801086,
-0.020023059099912643,
-0.06998893618583679,
-0.00019936116586904973,
-0.06003278121352196,
-0.0792958214879036,
0.034097861498594284,
0.05598803982138634,
-0.06510896235704422,
0.02606133371591568,
0.027265267446637154,
-0.007014696951955557,
-0.04461713880300522,
0.008642067201435566,
0.008511618711054325,
-0.02831490896642208,
-0.02261783368885517,
-0.06146366894245148,
0.0075215562246739864,
0.015424211509525776,
0.027602292597293854,
-0.012499034404754639,
0.004615214187651873,
0.027109727263450623,
0.0009271550225093961,
0.004375767428427935,
-0.15477055311203003,
0.005939488764852285,
-0.027027688920497894,
0.0649656280875206,
-0.036699701100587845,
-0.04676200821995735,
0.09282884001731873,
0.045065850019454956,
-0.014138286001980305,
0.04735774174332619,
-0.03329908475279808,
0.02336079441010952,
0.05961746722459793,
0.08049049973487854,
-0.006656984332948923,
-0.08786595612764359,
-0.01898491010069847
] |
sberbank-ai/rudalle-Emojich | 0b1701f27f3b0f9f7912a75b4b45eea9c6e92afe | 2021-12-02T11:06:48.000Z | [
"pytorch"
] | null | false | sberbank-ai | null | sberbank-ai/rudalle-Emojich | 0 | 7 | null | # Emojich
### generate emojis from text
Model was trained by [Sber AI](https://github.com/sberbank-ai)
* Task: `text2image generation`
* Num Parameters: `1.3 B`
* Training Data Volume: `120 million text-image pairs` & [`2749 text-emoji pairs`](https://www.kaggle.com/shonenkov/russian-emoji)
[](https://telegram.me/addstickers/SberAI_ruDALLE)
### Model Description
😋 Emojich is a 1.3 billion params model from the family GPT3-like, it generates emoji-style images with the brain of ◾ Malevich.
### Fine-tuning stage:
The main goal of fine-tuning is trying to keep the generalization of [ruDALL-E Malevich (XL)](https://huggingface.co/sberbank-ai/rudalle-Malevich)
model on text to emoji tasks. ruDALL-E Malevich is a multi-modality big pretrained transformer, that uses images and texts.
The idea with freezing feedforward and self-attention layers in pretrained transformer is demonstrated high performance in changing different modalities.
Also, the model has a good chance for over-fitting text modality and lost generalization.
To deal with this problem is increased coefficient 10^3 in weighted cross-entropy loss for image codebooks part.
Full version of training code is available on Kaggle: [](https://www.kaggle.com/shonenkov/emojich-rudall-e)
### Examples of generated emojis
All examples are generated automatically (without manual cherry-picking) with hyper-parameters:
seed 42, batch size 16, top-k 2048, top-p 0.995, temperature 1.0, GPU A100.
For making better generative emojis should use more attempts (~512) and select the best one manually.
*Remember, the great art makers became "great" after creating just only one masterpiece.*
 | [
-0.08756696432828903,
-0.04629959538578987,
-0.007474252488464117,
-0.016095800325274467,
0.008878103457391262,
-0.09853773564100266,
0.04282928630709648,
0.017876528203487396,
0.08137350529432297,
-0.053641848266124725,
0.014539672993123531,
-0.04740317910909653,
0.08861923217773438,
0.030280258506536484,
-0.00960775837302208,
0.07651399075984955,
-0.0006740749231539667,
-0.050923559814691544,
-0.0857737809419632,
-0.07483416050672531,
0.05179596692323685,
-0.04009188339114189,
0.08005394041538239,
-0.015079156495630741,
-0.013134116306900978,
0.05410679429769516,
-0.02905012108385563,
-0.009858842939138412,
0.03568928688764572,
-0.02718409150838852,
0.06218137592077255,
-0.061170849949121475,
0.024146893993020058,
0.04008328914642334,
0.015886010602116585,
0.08588679879903793,
-0.04870075732469559,
-0.012780013494193554,
0.025201283395290375,
0.04031992703676224,
-0.011133071966469288,
-0.017514707520604134,
-0.011378169991075993,
0.034498997032642365,
0.15115110576152802,
0.10018176585435867,
-0.016751576215028763,
-0.014376119710505009,
-0.022065304219722748,
-0.009293636307120323,
-0.08088208734989166,
-0.026348724961280823,
-0.028562510386109352,
0.05391734838485718,
0.01448424905538559,
-0.04375774785876274,
-0.035412222146987915,
-0.025816883891820908,
0.012474973686039448,
0.00937844067811966,
-0.05838058888912201,
-0.020822588354349136,
0.003251392627134919,
-0.04263177514076233,
-0.034384287893772125,
-0.011647551320493221,
0.03663831204175949,
0.013370797969400883,
-0.01184128038585186,
0.01247500255703926,
0.04964173212647438,
0.024833301082253456,
-0.10734069347381592,
0.038838889449834824,
-0.077377088367939,
0.04277574643492699,
0.06244450807571411,
-0.017432628199458122,
-0.0454837791621685,
-0.05093176290392876,
0.017237376421689987,
-0.05181416496634483,
0.05199899151921272,
0.0049474709667265415,
0.03245390206575394,
0.03860275819897652,
-0.0018190721748396754,
0.012932109646499157,
-0.01897870935499668,
0.10580563545227051,
-0.03493276983499527,
-0.014198815450072289,
0.065353162586689,
-0.004104774910956621,
0.02491091564297676,
0.022092245519161224,
0.004498414695262909,
-0.03289363533258438,
-0.06574835628271103,
0.09616536647081375,
-0.04194704443216324,
0.017673877999186516,
0.030629906803369522,
-0.018363656476140022,
-0.013893051072955132,
-0.03595304861664772,
0.03792629390954971,
0.0477202907204628,
0.0378294475376606,
-0.01003782544285059,
0.022666990756988525,
0.009320119395852089,
-0.04120791330933571,
0.01736454665660858,
0.006862189620733261,
-0.019530195742845535,
-0.040217652916908264,
0.046047940850257874,
0.0843980684876442,
0.06766253709793091,
0.05185164883732796,
-0.006868248805403709,
-0.08662435412406921,
-0.011256787925958633,
-0.0783320963382721,
-0.039970628917217255,
-0.06821158528327942,
5.7881393262367285e-33,
0.06034272909164429,
0.11044137179851532,
0.005559776443988085,
0.06603774428367615,
-0.013539773412048817,
0.070066437125206,
-0.08779902011156082,
-0.02832133322954178,
-0.07867665588855743,
-0.04272192344069481,
-0.13461586833000183,
0.011149575002491474,
-0.03422887623310089,
0.12479858845472336,
0.05725288391113281,
-0.07406307011842728,
-0.012104019522666931,
-0.012433708645403385,
0.01927867904305458,
-0.007182085886597633,
0.07857885956764221,
0.007609529886394739,
0.0020726460497826338,
-0.04580233618617058,
-0.0767076313495636,
0.08811011165380478,
0.08940034359693527,
-0.06841644644737244,
-0.0037290037143975496,
0.014589685015380383,
-0.1194026917219162,
0.06378787010908127,
0.02359846979379654,
-0.036945976316928864,
0.04711839556694031,
-0.006899072788655758,
0.03250572085380554,
-0.05136709660291672,
-0.006853620987385511,
0.03540484234690666,
0.0424392893910408,
0.015633251518011093,
0.004997979383915663,
-0.05625517666339874,
-0.03908248990774155,
-0.0029407881665974855,
0.04339233413338661,
-0.04350855574011803,
0.0077771833166480064,
-0.037981025874614716,
0.0021361340768635273,
-0.009010792709887028,
-0.03108285181224346,
0.014199068769812584,
0.020161045715212822,
-0.10420508682727814,
0.022653834894299507,
-0.044405508786439896,
0.04622697830200195,
0.03559976443648338,
0.013988730497658253,
-0.05268270522356033,
0.1009814515709877,
0.016199644654989243,
0.04630981385707855,
0.0348009392619133,
-0.07175234705209732,
0.021479532122612,
0.031653162091970444,
0.06030011549592018,
0.011462127789855003,
0.021646687760949135,
0.0071384115144610405,
-0.06425099074840546,
-0.008821620605885983,
-0.04302477836608887,
-0.018824806436896324,
-0.00862950086593628,
-0.024373162537813187,
0.04123339056968689,
-0.09697096794843674,
-0.040497973561286926,
0.03502536192536354,
-0.10053397715091705,
0.06811971217393875,
-0.007595609873533249,
0.044884733855724335,
-0.07847420871257782,
-0.08233685046434402,
0.03534471243619919,
-0.054166220128536224,
-0.011429153382778168,
0.0136475320905447,
0.007930365391075611,
-0.087771475315094,
-4.6546384090716134e-33,
-0.012426123023033142,
0.014356700703501701,
0.018792297691106796,
0.08702758699655533,
0.020810779184103012,
-0.04196858033537865,
0.05009077861905098,
0.16717451810836792,
-0.02137644775211811,
0.03374893590807915,
0.01576869934797287,
-0.010872974060475826,
0.03943117707967758,
-0.07405431568622589,
0.0033250004053115845,
-0.04417607933282852,
0.03351496905088425,
0.028865210711956024,
-0.009594080038368702,
-0.009280888363718987,
-0.033969346433877945,
0.05663205310702324,
-0.048914264887571335,
0.07323739677667618,
-0.032134078443050385,
0.14938849210739136,
0.030475670471787453,
0.0076891579665243626,
0.03141424432396889,
-0.012591666541993618,
-0.06929397583007812,
-0.02658930979669094,
-0.018995532765984535,
0.021548714488744736,
-0.023781241849064827,
0.08538104593753815,
0.12288390100002289,
-0.015596326440572739,
-0.027813084423542023,
0.030802322551608086,
0.11083898693323135,
0.017411813139915466,
-0.05543171241879463,
0.09264200925827026,
-0.031466059386730194,
0.018354667350649834,
-0.09051607549190521,
-0.0028147143311798573,
0.03758739307522774,
-0.05002718046307564,
0.09452793002128601,
-0.06610509753227234,
-0.06246231868863106,
-0.008884474635124207,
-0.058318350464105606,
-0.10261756181716919,
-0.08376554399728775,
0.006333994213491678,
-0.03399961441755295,
-0.0045609381049871445,
0.017032630741596222,
-0.06644339859485626,
0.018637001514434814,
-0.00082898058462888,
-0.020980004221200943,
-0.04783882573246956,
0.05269230902194977,
0.021059976890683174,
-0.04809626564383507,
0.0419711098074913,
0.04960571229457855,
0.0082511892542243,
0.04155541956424713,
0.008341080509126186,
0.039440907537937164,
-0.048399776220321655,
-0.057605233043432236,
0.04618806764483452,
0.05291283130645752,
-0.08838552236557007,
-0.044756848365068436,
-0.0006841863505542278,
-0.002415316179394722,
0.08518671989440918,
0.058823660016059875,
0.0038514207117259502,
0.04598961025476456,
0.042205918580293655,
-0.05592573434114456,
0.005694498773664236,
-0.0322127565741539,
0.12680788338184357,
0.06884390860795975,
0.15887658298015594,
0.08562243729829788,
-5.764756139114979e-8,
0.053963396698236465,
-0.07673283666372299,
-0.06078115105628967,
-0.0012434315867722034,
-0.04496292024850845,
-0.008173241280019283,
-0.0382731556892395,
-0.022719889879226685,
-0.009108565747737885,
-0.07586324214935303,
0.0256919227540493,
-0.012822907418012619,
-0.08876816928386688,
-0.013354691676795483,
-0.010341927409172058,
-0.0033605529461055994,
-0.004799791611731052,
0.030377840623259544,
0.016346875578165054,
-0.05639394372701645,
0.06700478494167328,
0.03588201850652695,
0.005146936047822237,
-0.05680561065673828,
-0.04313109815120697,
-0.03468000516295433,
-0.06787948310375214,
0.035882219672203064,
-0.06750855594873428,
-0.05942314490675926,
0.03727303445339203,
-0.07903348654508591,
-0.016819683834910393,
-0.023682300001382828,
-0.0021971282549202442,
0.010154180228710175,
-0.05772119015455246,
-0.08419161289930344,
0.017417190596461296,
-0.01390083134174347,
0.05570312961935997,
-0.03699561581015587,
-0.03165685012936592,
-0.004358365200459957,
0.013002977706491947,
-0.056038543581962585,
-0.02038828656077385,
-0.08676491677761078,
-0.06178685277700424,
0.018930785357952118,
0.04283994808793068,
0.02201402559876442,
-0.0009453000966459513,
0.021904757246375084,
-0.0014000654919072986,
-0.04567107558250427,
0.005624749697744846,
-0.0061639705672860146,
0.04044876992702484,
0.0673835501074791,
0.10494999587535858,
-0.02315955050289631,
-0.04950972646474838,
-0.013799217529594898
] |
sberbank-ai/rudalle-Malevich | 87ef2bc10f02da71b61003aeed15cc6bbc0557cf | 2022-01-11T02:20:10.000Z | [
"pytorch",
"ru",
"en",
"PyTorch",
"Transformers",
"text-to-image"
] | text-to-image | false | sberbank-ai | null | sberbank-ai/rudalle-Malevich | 0 | 24 | null | ---
language:
- ru
- en
pipeline_tag: text-to-image
tags:
- PyTorch
- Transformers
thumbnail: "https://github.com/sberbank-ai/ru-dalle"
---
# ruDALL-E Malevich (XL)
## Generate images from text
<img style="text-align:center; display:block;" src="https://huggingface.co/sberbank-ai/rudalle-Malevich/resolve/main/dalle-malevich.jpg" width="200">
"Avocado painting in the style of Malevich"
* [Technical Report (Russian)](https://habr.com/ru/company/sberbank/blog/586926)
* [Demo](https://rudalle.ru)
Model was trained by [Sber AI](https://github.com/sberbank-ai) and [SberDevices](https://sberdevices.ru/) teams.
* Task: `text2image generation`
* Type: `encoder-decoder`
* Num Parameters: `1.3 B`
* Training Data Volume: `120 million text-image pairs`
### Model Description
This is a 1.3 billion parameter model for Russian, recreating OpenAI's [DALL·E](https://openai.com/blog/dall-e/), a model capable of generating arbitrary images from a text prompt that describes the desired result.
The generation pipeline includes ruDALL-E, ruCLIP for ranging results, and a superresolution model.
You can use automatic translation into Russian to create desired images with ruDALL-E.
### How to Use
The easiest way to get familiar with the code and the models is to follow the inference notebook we provide in our [github repo](https://github.com/sberbank-ai/ru-dalle).
## Motivation
One might say that “investigate, master, and train” is our engineering motto. Well, we caught the scent, and today we can say that we created from scratch a complete pipeline for generating images from descriptive textual input written in Russian.
Teams at SberAI, SberDevices, Samara University, AIRI and SberCloud all actively contributed.
We trained two versions of the model, each a different size, and named them after Russia’s great abstractionists: Vasily Kandinsky and Kazimir Malevich.
* ruDALL-E Kandinsky (XXL), with 12 billion parameters
* ruDALL-E Malevich (XL), having 1.3 billion parameters
Some of our models are already freely available:
* ruDALL-E Malevich (XL) [[GitHub](https://github.com/sberbank-ai/ru-dalle), [HuggingFace](https://huggingface.co/sberbank-ai/rudalle-Malevich)]
* Sber VQ-GAN [[GitHub](https://github.com/sberbank-ai/sber-vq-gan), [HuggingFace](https://huggingface.co/sberbank-ai/Sber-VQGAN)]
* ruCLIP Small [[GitHub](https://github.com/sberbank-ai/ru-clip), [HuggingFace](https://huggingface.co/sberbank-ai/ru-clip)]
* Super Resolution (Real ESRGAN) [[GitHub](https://github.com/sberbank-ai/Real-ESRGAN), [HuggingFace](https://huggingface.co/sberbank-ai/Real-ESRGAN)]
The latter two models are included in the pipeline for generating images from text (as you’ll see later on).
The models ruDALL-E Malevich (XL), ruDALL-E Kandinsky (XXL), ruCLIP Small, ruCLIP Large, and Super Resolution (Real ESRGAN) will also soon be available on [DataHub](https://mlspace.aicloud.sbercloud.ru/mlspace/datahub).
Training the ruDALL-E neural networks on the Christofari cluster has become the largest calculation task in Russia:
* ruDALL-E Kandinsky (XXL) was trained for 37 days on the 512 GPU TESLA V100, and then also for 11 more days on the 128 GPU TESLA V100, for a total of 20,352 GPU-days;
* ruDALL-E Malevich (XL) was trained for 8 days on the 128 GPU TESLA V100, and then also for 15 more days on the 192 GPU TESLA V100, for a total of 3,904 GPU-days.
Accordingly, training for both models totalled 24,256 GPU-days.
## Model capabilities
The long term goal of this research is the creation of multimodal neural networks. They will be able to pull on concepts from a variety of mediums---from text and visuals at first---in order to better understand the world as a whole.
Image generation might seem like the wrong rabbit hole in our century of big data and search engines. But it actually addresses two important requirements that search is currently unable to cope with:
1. Being able to describe in writing exactly what you’re looking for and getting a completely new image created personally for you.
2. Being able to create at any time as many license-free illustrations as you could possibly want
"Grand Canyon"
<img style="text-align:center; display:block;" src="https://habrastorage.org/webt/kb/sv/ih/kbsvihfsmz3fx5mvitii0seimi0.jpeg" width="800">
"Salvador Dali picture"
<img style="text-align:center; display:block;" src="https://habrastorage.org/webt/r8/nl/oi/r8nloiq-l8j2ckg6pzh2pufsklm.jpeg" width="800">
"An eagle sits in a tree, looking to the side"
<img style="text-align:center; display:block;" src="https://habrastorage.org/r/w1560/getpro/habr/upload_files/10a/19c/fa2/10a19cfa2cc84aa7c8b99820890e908d.png" width="800">
"Elegant living room with green stuffed chairs"
<img style="text-align:center; display:block;" src="https://habrastorage.org/r/w1560/getpro/habr/upload_files/6fe/e69/d7c/6fee69d7c392239d587725799e0e41e4.png" width="800">
“Raccoon with a gun”
<img style="text-align:center; display:block;" src="https://habrastorage.org/r/w1560/getpro/habr/upload_files/3bb/1b8/7c4/3bb1b87c45bf9305cd342ae9900ac245.png" width="800">
“Pretty lake at sunset”
<img style="text-align:center; display:block;" src="https://habrastorage.org/r/w1560/getpro/habr/upload_files/241/781/fe9/241781fe99da510d4d5fea03af635e88.png" width="800">
| [
-0.11862247437238693,
0.0013838503509759903,
-0.060412436723709106,
0.0448390431702137,
0.06919799000024796,
-0.032705262303352356,
-0.015379661694169044,
0.011968439444899559,
0.020021995529532433,
-0.0857153832912445,
-0.006582832895219326,
-0.029411684721708298,
0.0296535175293684,
0.05162139609456062,
0.0015792319318279624,
0.03783319145441055,
-0.07092363387346268,
0.01272470224648714,
-0.04105585440993309,
-0.015074293129146099,
0.027215303853154182,
-0.09421614557504654,
0.0514214001595974,
-0.07134317606687546,
0.043802421540021896,
0.09061020612716675,
0.004984342958778143,
-0.009095718152821064,
0.027021173387765884,
-0.11849921941757202,
0.0444803349673748,
0.004180322866886854,
0.10051199793815613,
-0.0010898270411416888,
0.03552057966589928,
0.14380793273448944,
-0.04454200714826584,
-0.013040274381637573,
-0.0017855638870969415,
0.010277420282363892,
-0.006970577407628298,
-0.025133665651082993,
-0.026236411184072495,
-0.04635492339730263,
0.07416676729917526,
0.052899643778800964,
-0.062102310359478,
-0.025648854672908783,
0.011777209118008614,
-0.03646496310830116,
-0.12592923641204834,
-0.0852133184671402,
-0.028644729405641556,
-0.002077495912089944,
0.05519683659076691,
0.020715467631816864,
0.030004549771547318,
-0.10538849234580994,
0.04245653375983238,
0.03705339878797531,
0.04292583465576172,
0.05223122611641884,
-0.029929189011454582,
-0.0016403649933636189,
-0.03954558074474335,
0.005545014515519142,
0.008773746900260448,
0.011474254541099072,
-0.006884479429572821,
-0.006024346686899662,
0.030778856948018074,
-0.025038383901119232,
-0.09666240960359573,
0.008777541108429432,
0.024466687813401222,
-0.00007823834312148392,
-0.020082373172044754,
0.011160566471517086,
0.0023257911670953035,
-0.14977750182151794,
0.02036733739078045,
-0.05373019352555275,
0.03250300511717796,
0.046633101999759674,
0.009097833186388016,
0.04948453977704048,
0.033350784331560135,
-0.02977379970252514,
0.037507981061935425,
0.040546879172325134,
0.007756694685667753,
-0.0162290558218956,
-0.021332088857889175,
0.02043253928422928,
0.016397805884480476,
-0.00602945638820529,
-0.0024943314492702484,
-0.031516339629888535,
-0.05811242759227753,
0.09103019535541534,
-0.01684282347559929,
-0.08493556827306747,
0.03576982766389847,
0.008637245744466782,
0.003433090401813388,
-0.04145767167210579,
-0.006051389500498772,
0.031976908445358276,
-0.0053978366777300835,
-0.0614280179142952,
0.04435740038752556,
-0.012255111709237099,
-0.07617174834012985,
-0.012848199345171452,
-0.03194328024983406,
-0.05078589543700218,
0.014017748646438122,
-0.054376810789108276,
-0.027683908119797707,
0.028286507353186607,
0.05866168066859245,
0.06890260428190231,
-0.08389116823673248,
-0.030850928276777267,
-0.03933052346110344,
-0.052842821925878525,
-0.03951996937394142,
5.791388833432783e-33,
0.05639815330505371,
-0.020326292142271996,
-0.00864268746227026,
0.020375877618789673,
0.05555170029401779,
0.01971983164548874,
-0.0797293409705162,
-0.08761786669492722,
-0.07018090784549713,
-0.02541087009012699,
-0.03259202092885971,
-0.04477214813232422,
-0.052775610238313675,
0.11302763223648071,
0.014271780848503113,
-0.008692076429724693,
0.00966718140989542,
0.017844293266534805,
-0.006234170403331518,
0.05430262163281441,
0.004213955253362656,
0.0487237311899662,
-0.062443941831588745,
-0.0325755700469017,
-0.0831134095788002,
0.08239444345235825,
0.047430600970983505,
-0.10088998079299927,
0.029665108770132065,
0.005405794363468885,
-0.0442490316927433,
-0.00699004577472806,
0.05781759321689606,
0.05620475858449936,
-0.06714959442615509,
-0.029864514246582985,
0.010836036875844002,
-0.0489470399916172,
-0.0693218857049942,
0.0683528408408165,
0.044865064322948456,
0.017798569053411484,
-0.018268372863531113,
-0.03649984300136566,
0.003309569787234068,
-0.02308197133243084,
0.01196136511862278,
0.08693397790193558,
-0.013841822743415833,
0.004270525649189949,
-0.008135369047522545,
0.09132926166057587,
0.0173511765897274,
0.011042564176023006,
0.017150314524769783,
0.02281147427856922,
0.03986979275941849,
0.021889718249440193,
0.0035205159801989794,
-0.009142776019871235,
0.0968347042798996,
0.06434139609336853,
0.03993450850248337,
0.026274241507053375,
0.06436019390821457,
0.051191337406635284,
0.04064631462097168,
0.013865126296877861,
0.037004873156547546,
0.051104240119457245,
-0.06730034202337265,
0.011389698833227158,
0.03475560247898102,
0.003665963187813759,
-0.012800861150026321,
-0.036668021231889725,
-0.02959519810974598,
0.03144507482647896,
-0.019047027453780174,
0.022109942510724068,
-0.13769398629665375,
0.06607852131128311,
0.060688842087984085,
-0.07716156542301178,
-0.05993741750717163,
0.03593999147415161,
0.0636216327548027,
-0.05227397382259369,
-0.06462536752223969,
0.04249272868037224,
0.03051452338695526,
0.00848753098398447,
-0.030278237536549568,
-0.02460530400276184,
-0.010296745225787163,
-5.916337270769469e-33,
0.11151939630508423,
0.026173537597060204,
-0.027553895488381386,
0.09612073004245758,
0.008176321163773537,
-0.020926950499415398,
0.09680839627981186,
0.06393944472074509,
0.033476583659648895,
0.01884232647716999,
0.04359154775738716,
0.019439592957496643,
-0.07219881564378738,
-0.09747146815061569,
0.04840797558426857,
-0.06036598980426788,
0.05414963513612747,
0.0011969510233029723,
-0.08540571480989456,
-0.010149283334612846,
-0.026451721787452698,
0.12720507383346558,
0.027583742514252663,
0.09405343979597092,
-0.05456310883164406,
0.051138948649168015,
0.06693562120199203,
0.033008500933647156,
-0.050521112978458405,
-0.006783023476600647,
0.02505047246813774,
-0.09272807091474533,
-0.0942319929599762,
0.018638603389263153,
-0.02246232144534588,
0.04890432953834534,
0.010799696668982506,
0.054330360144376755,
-0.014785772189497948,
0.07621491700410843,
0.06400631368160248,
-0.003758050501346588,
-0.07690884917974472,
0.053705163300037384,
-0.021864620968699455,
-0.056512609124183655,
-0.05380302667617798,
-0.01173077430576086,
0.017008140683174133,
-0.0899016410112381,
-0.0244170892983675,
-0.041314706206321716,
-0.09947464615106583,
-0.04737023264169693,
-0.08470848947763443,
-0.09748303145170212,
0.006917992141097784,
-0.008077341131865978,
-0.04669481888413429,
0.062301430851221085,
-0.03646267205476761,
-0.04513666033744812,
0.009153293445706367,
-0.05892888084053993,
-0.024684764444828033,
-0.001146783004514873,
-0.018896881490945816,
-0.021937107667326927,
-0.006790363695472479,
0.010441290214657784,
0.09539031982421875,
-0.00022038559836801142,
0.08212383836507797,
0.11541755497455597,
0.0438849963247776,
-0.026218656450510025,
-0.017638597637414932,
0.0728348046541214,
0.0788775086402893,
-0.08827606588602066,
-0.039131395518779755,
-0.03816697373986244,
-0.036212287843227386,
0.13378837704658508,
0.04864254966378212,
-0.006830703932791948,
-0.051526639610528946,
0.025528719648718834,
0.08184856921434402,
-0.0602412186563015,
0.044812075793743134,
0.026685193181037903,
0.02605062909424305,
0.08021529018878937,
0.0547025129199028,
-6.180577116765562e-8,
-0.016089148819446564,
-0.03287121653556824,
-0.0508621521294117,
-0.0007898852345533669,
0.001437495811842382,
-0.030195042490959167,
0.004315532743930817,
-0.05330534651875496,
-0.025549113750457764,
-0.02118813805282116,
0.01064271293580532,
-0.001019894378259778,
-0.08467742800712585,
-0.008336661383509636,
0.021662002429366112,
0.00001343067651760066,
0.04502759873867035,
0.11767074465751648,
-0.035576511174440384,
-0.1126532182097435,
-0.03633537515997887,
-0.033966369926929474,
-0.08016999810934067,
-0.0904584601521492,
-0.02201683819293976,
-0.03223775327205658,
-0.06186845526099205,
-0.0009566057124175131,
0.005834752693772316,
-0.02260449528694153,
0.078184574842453,
0.01224242802709341,
-0.0005127157201059163,
0.04464907944202423,
0.08780645579099655,
0.008286755532026291,
0.00803502555936575,
-0.036649227142333984,
-0.05662466585636139,
-0.00809090118855238,
0.05609303340315819,
-0.0007766857743263245,
-0.021097548305988312,
-0.033309951424598694,
0.02787087857723236,
0.029150711372494698,
0.009572037495672703,
-0.0594683513045311,
-0.0007054540910758078,
0.05106401443481445,
0.08231507986783981,
-0.06895342469215393,
0.009616047143936157,
0.074298195540905,
0.011171674355864525,
-0.05786757171154022,
0.053678978234529495,
-0.05644327774643898,
0.062080949544906616,
0.10005811601877213,
0.03837185353040695,
0.023566480726003647,
0.014164318330585957,
0.0004841048503294587
] |
seduerr/pai_comma | 3ba41e36bfbbbce0c1acf9c25b683cbd07f16ac0 | 2021-05-05T14:38:46.000Z | [
"pytorch"
] | null | false | seduerr | null | seduerr/pai_comma | 0 | null | null | Entry not found | [
0.0461147278547287,
-0.038838207721710205,
-0.01049656979739666,
-0.03682169318199158,
0.011261860840022564,
0.013094935566186905,
0.0019101888174191117,
-0.013979103416204453,
0.027092741802334785,
-0.015212527476251125,
0.017284274101257324,
-0.08189476281404495,
0.03817418962717056,
-0.04920130595564842,
0.021389011293649673,
-0.015245908871293068,
-0.03203780576586723,
-0.1245758980512619,
0.03150877356529236,
0.032381657510995865,
-0.060957908630371094,
0.05409295856952667,
-0.025087490677833557,
0.01568586938083172,
0.028129950165748596,
-0.04710396006703377,
-0.018688226118683815,
0.013785239309072495,
-0.04001208767294884,
0.01173911802470684,
-0.04317743331193924,
0.05500618368387222,
0.004543041344732046,
0.02973111905157566,
0.14852192997932434,
0.02658126689493656,
0.02907961793243885,
-0.05169107764959335,
0.05803573504090309,
-0.07732241600751877,
-0.017637968063354492,
-0.04219653457403183,
0.041807834059000015,
0.023620979860424995,
0.021563321352005005,
0.016478516161441803,
-0.0021814992651343346,
-0.06400240957736969,
0.06393089145421982,
0.019599027931690216,
-0.08565037697553635,
0.00934905931353569,
-0.008718925528228283,
-0.028583496809005737,
-0.07310017943382263,
0.09416428208351135,
0.001759322709403932,
0.06184990331530571,
0.011840506456792355,
-0.035997264087200165,
0.08358278125524521,
-0.02619801089167595,
0.03736566752195358,
-0.028206506744027138,
-0.07454850524663925,
-0.08883563429117203,
-0.06279942393302917,
-0.008695344440639019,
0.014119276776909828,
-0.0825355276465416,
0.0649217739701271,
-0.00223911227658391,
-0.14716917276382446,
0.07743025571107864,
-0.03548373281955719,
-0.055201586335897446,
0.006981803569942713,
-0.012166670523583889,
0.055111464112997055,
-0.007116836030036211,
-0.023175746202468872,
-0.005835152696818113,
-0.09185640513896942,
0.055196937173604965,
0.034148022532463074,
0.03835180774331093,
0.038685429841279984,
-0.025987252593040466,
0.017804903909564018,
0.022428328171372414,
0.025005368515849113,
-0.10761535167694092,
-0.048001550137996674,
-0.04343584179878235,
0.012374646961688995,
-0.019502125680446625,
0.029218152165412903,
0.0842173621058464,
-0.011719699949026108,
0.09283553808927536,
-0.007015465293079615,
-0.03543110564351082,
-0.06936459988355637,
0.09425332397222519,
-0.010958523489534855,
-0.00805904995650053,
0.004974212497472763,
-0.0031528924591839314,
0.06105927750468254,
-0.03964288905262947,
-0.03619541600346565,
-0.019901901483535767,
0.07134733349084854,
0.039514873176813126,
-0.012729483656585217,
-0.006646515801548958,
-0.04746140539646149,
-0.014432490803301334,
-0.05157482624053955,
0.09506245702505112,
-0.049747664481401443,
-0.04591796174645424,
-0.008965466171503067,
-0.0325421579182148,
-0.08626784384250641,
-0.06624380499124527,
0.02538885548710823,
-4.303924894057984e-33,
0.01133066974580288,
0.0033434738870710135,
-0.002155609894543886,
0.04871906340122223,
-0.023564351722598076,
-0.07933273911476135,
0.0600903145968914,
0.02335330657660961,
-0.03844716399908066,
-0.020433755591511726,
-0.06952055543661118,
-0.03235611692070961,
0.0062485747039318085,
0.064804308116436,
-0.03201229125261307,
0.061689723283052444,
0.0417000837624073,
-0.00761845987290144,
0.03340127319097519,
-0.047770582139492035,
0.00887306872755289,
-0.04066338762640953,
-0.010506896302103996,
0.0106519665569067,
0.021333497017621994,
0.12854498624801636,
-0.009705503471195698,
0.010055632330477238,
-0.017507633194327354,
0.006515394430607557,
0.06334009766578674,
-0.057817306369543076,
0.013668818399310112,
-0.020286159589886665,
0.05430467426776886,
-0.023184705525636673,
0.0828516036272049,
0.0005449643940664828,
-0.10372652113437653,
-0.07634282112121582,
-0.005381610710173845,
-0.039263784885406494,
0.0006114727002568543,
-0.013281986117362976,
0.07119110971689224,
0.043696220964193344,
0.03168422728776932,
0.04338686540722847,
0.05728672817349434,
0.0832006186246872,
-0.07961414009332657,
0.015234283171594143,
0.017002005130052567,
0.047004107385873795,
-0.09794387966394424,
0.004990279674530029,
-0.07062993198633194,
-0.028000490739941597,
-0.04018733277916908,
-0.0702052190899849,
0.011351344175636768,
0.06020182743668556,
-0.03297270089387894,
0.09396500885486603,
0.03417910635471344,
-0.019825750961899757,
-0.034690454602241516,
-0.013036907650530338,
0.05896938592195511,
-0.012359356507658958,
-0.017275206744670868,
-0.07982361316680908,
0.02059139870107174,
0.06737419217824936,
0.04176458343863487,
-0.04978838190436363,
-0.05877475067973137,
-0.06289287656545639,
-0.03354167565703392,
-0.03871942684054375,
0.009898529388010502,
-0.05514208599925041,
-0.11629002541303635,
-0.011855563148856163,
0.10663620382547379,
0.037354156374931335,
-0.0065480442717671394,
-0.051189567893743515,
0.06663123518228531,
0.01874656230211258,
0.032841797918081284,
0.041593004018068314,
-0.06879369914531708,
0.04216769337654114,
-0.01628219522535801,
5.4139394340936695e-34,
0.05697013810276985,
-0.006972255185246468,
0.015711724758148193,
-0.17956365644931793,
0.02320219948887825,
0.007923615165054798,
-0.008062449283897877,
0.0074974060989916325,
0.07391711324453354,
0.0309313777834177,
0.060510627925395966,
0.058605875819921494,
0.09515274316072464,
-0.002282935893163085,
0.001603541080839932,
0.07024981826543808,
0.012629246339201927,
0.07425693422555923,
-0.038426291197538376,
0.01861148327589035,
0.030608950182795525,
-0.02449394389986992,
0.021528491750359535,
-0.003039651783183217,
-0.03676343336701393,
0.03130284696817398,
0.07998586446046829,
0.010451192036271095,
-0.07930229604244232,
-0.013543923385441303,
0.018781835213303566,
0.05168003588914871,
-0.07191970944404602,
0.15783067047595978,
0.026191607117652893,
0.01262354850769043,
0.08218053728342056,
-0.029807550832629204,
-0.07528624683618546,
-0.04250097647309303,
0.017244765534996986,
0.04411793500185013,
0.03708017244935036,
0.009233047254383564,
-0.040271829813718796,
0.022496428340673447,
0.02495843544602394,
0.07633638381958008,
0.005147108342498541,
0.013892097398638725,
0.05610476806759834,
-0.06684739887714386,
0.05862557515501976,
-0.020688841119408607,
0.05377643182873726,
0.06718500703573227,
0.005329249892383814,
-0.01388032827526331,
0.029931528493762016,
0.009508464485406876,
-0.045173756778240204,
0.11534366756677628,
-0.06510116159915924,
0.05117698386311531,
-0.0026125339791178703,
-0.08554837852716446,
-0.03784770518541336,
0.0804959163069725,
0.011298024095594883,
-0.07695550471544266,
-0.04868878796696663,
0.02515520341694355,
0.06252261996269226,
-0.04509226232767105,
-0.01246943511068821,
0.028559505939483643,
-0.030573077499866486,
0.05066261067986488,
-0.08187384903430939,
0.04469604790210724,
0.0034051244147121906,
0.04145054519176483,
-0.021858664229512215,
-0.06112268194556236,
-0.00908052921295166,
-0.05903250351548195,
0.0259539932012558,
0.059690944850444794,
-0.07613514363765717,
-0.03720718249678612,
-0.036316655576229095,
0.07058046013116837,
-0.008224100805819035,
0.041961874812841415,
-0.0285952128469944,
-1.496900736697171e-8,
-0.0014124972512945533,
0.03401879221200943,
-0.040338415652513504,
0.04116074740886688,
0.0935964286327362,
-0.05115952715277672,
0.0008746005478315055,
-0.03389839455485344,
-0.00567849725484848,
-0.010686947964131832,
-0.04789939522743225,
-0.04820054769515991,
-0.02011880651116371,
-0.03209094703197479,
-0.04211259260773659,
-0.10229527950286865,
-0.07819421589374542,
-0.031228765845298767,
-0.02154778689146042,
-0.04960230365395546,
0.08087796717882156,
-0.07801242172718048,
0.06919731199741364,
-0.04999840259552002,
0.03687043860554695,
0.03889009356498718,
-0.049989692866802216,
-0.04254625365138054,
-0.04606937617063522,
0.08682432025671005,
-0.031148413196206093,
0.11826753616333008,
0.034102488309144974,
-0.0208592489361763,
-0.0205202866345644,
0.027134142816066742,
0.09741277992725372,
0.051608603447675705,
0.013477512635290623,
-0.13649295270442963,
-0.022304272279143333,
0.02385953813791275,
0.038732077926397324,
-0.09249968826770782,
-0.04549082741141319,
0.054220106452703476,
0.01160438358783722,
0.051190607249736786,
0.07713303714990616,
-0.022097084671258926,
-0.06127818301320076,
-0.01857956498861313,
0.006740490905940533,
-0.00496308971196413,
0.024095389991998672,
0.0736224576830864,
-0.003481915919110179,
-0.0699305310845375,
-0.006629763171076775,
-0.0598808117210865,
0.05297163128852844,
-0.02902800403535366,
-0.027858933433890343,
-0.01287526823580265
] |
seduerr/pai_con | a76d539afcf9da08138fd7de4354d6e2b5ad7114 | 2021-06-23T14:12:35.000Z | [
"pytorch",
"t5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | false | seduerr | null | seduerr/pai_con | 0 | null | transformers | ‘contrast: ‘ | [
0.06523599475622177,
0.04025159031152725,
-0.0013364797923713923,
0.012734058313071728,
0.023646140471100807,
0.010861323215067387,
0.026162369176745415,
0.025520874187350273,
-0.007901863195002079,
-0.020383194088935852,
0.012034965679049492,
0.01721542701125145,
0.004454875364899635,
-0.006063203793019056,
-0.03954387083649635,
0.03143730014562607,
0.06096150726079941,
0.00484617380425334,
-0.03590911254286766,
0.009792517870664597,
-0.07499592006206512,
0.033258430659770966,
-0.04823210835456848,
-0.07189823687076569,
0.02018098719418049,
0.06015101447701454,
0.0029453537426888943,
0.04681642726063728,
0.08017931878566742,
-0.02941794879734516,
-0.08750329911708832,
0.0516800656914711,
0.07344523072242737,
0.05251283198595047,
0.01327855046838522,
0.06715167313814163,
-0.005323174875229597,
0.038403548300266266,
-0.0033758452627807856,
-0.050565652549266815,
-0.05660112574696541,
-0.03843726962804794,
-0.018101628869771957,
-0.023219173774123192,
-0.03476519137620926,
-0.049258407205343246,
0.001622561365365982,
0.03105677105486393,
0.032260384410619736,
-0.08395906537771225,
-0.09334301948547363,
-0.07675893604755402,
-0.08476994931697845,
-0.07604312896728516,
-0.012615137733519077,
0.09434305131435394,
-0.03552938252687454,
0.004533153027296066,
0.01695425435900688,
-0.09313444793224335,
-0.030724061653017998,
-0.0021100034937262535,
-0.021962400525808334,
0.08033788949251175,
0.11325870454311371,
-0.008105609565973282,
0.055317264050245285,
0.0030756813939660788,
-0.043224871158599854,
0.10200102627277374,
0.046833619475364685,
0.03191423788666725,
0.08113054931163788,
-0.02109692431986332,
-0.07532822340726852,
-0.04939846321940422,
0.02016531117260456,
-0.04139850288629532,
0.024564573541283607,
-0.068473219871521,
0.03622293472290039,
-0.10262084752321243,
-0.0680885761976242,
0.018523678183555603,
0.031750231981277466,
0.05304340273141861,
-0.01802804507315159,
-0.1514468640089035,
-0.12328745424747467,
0.0663764625787735,
-0.01599118486046791,
-0.0545598529279232,
-0.06708365678787231,
0.06666053086519241,
-0.013507646508514881,
-0.05438583344221115,
0.03579505905508995,
0.043984558433294296,
0.06492649763822556,
0.13070374727249146,
0.03206388279795647,
-0.029068849980831146,
0.003112167352810502,
0.05136917158961296,
-0.027101639658212662,
-0.12421170622110367,
0.04114949330687523,
-0.07206478714942932,
-0.04740054905414581,
-0.045748934149742126,
0.00656690401956439,
-0.07491305470466614,
-0.04989231750369072,
-0.02306359075009823,
0.030147232115268707,
-0.018304161727428436,
-0.04486831650137901,
-0.06174993887543678,
0.034060847014188766,
0.03000919707119465,
0.05457068979740143,
0.0038605795707553625,
-0.05223965644836426,
0.006688352208584547,
0.008616821840405464,
-0.03848084434866905,
0.04782335087656975,
-6.806567060638019e-33,
0.035695988684892654,
-0.031130410730838776,
0.005127084441483021,
0.034130919724702835,
0.052189551293849945,
0.028532207012176514,
-0.032606229186058044,
-0.052376553416252136,
-0.0941479280591011,
0.01696261391043663,
0.06913875043392181,
0.12373699247837067,
-0.012853606604039669,
0.0024304972030222416,
0.0018607719102874398,
-0.006758987437933683,
-0.023961279541254044,
-0.06350795924663544,
-0.04518146440386772,
0.048617489635944366,
-0.08001802116632462,
0.08669296652078629,
-0.03664699196815491,
-0.0748022049665451,
-0.1410674899816513,
-0.028570424765348434,
0.04910463094711304,
-0.01851819083094597,
0.02006545290350914,
0.015257585793733597,
-0.032591041177511215,
0.07031755149364471,
-0.0115526607260108,
0.0022054966539144516,
-0.014809641055762768,
0.04061880335211754,
-0.027926145121455193,
-0.03381144255399704,
0.03325505182147026,
-0.04126208648085594,
-0.08401785045862198,
0.061117984354496,
-0.06717828661203384,
-0.03523758798837662,
0.047512102872133255,
0.12950880825519562,
0.03432894125580788,
-0.02261505089700222,
-0.02388005144894123,
0.054639898240566254,
0.02692822366952896,
-0.02477746084332466,
0.038726646453142166,
-0.05796203017234802,
0.0002691774279810488,
0.004893690347671509,
-0.001150486757978797,
0.0755767673254013,
0.009391295723617077,
0.015698464587330818,
0.005486993584781885,
-0.03057156130671501,
0.034352097660303116,
0.03836389631032944,
0.023323604837059975,
0.06856866180896759,
-0.10061349719762802,
0.0015590364346280694,
0.007275654934346676,
-0.08061636984348297,
-0.10572167485952377,
0.019962746649980545,
0.0586107075214386,
0.02929404377937317,
-0.048977792263031006,
-0.0068460190668702126,
0.0001570148451719433,
0.048857398331165314,
-0.013026215136051178,
-0.046907197684049606,
-0.10723353177309036,
0.0485195554792881,
-0.0607592910528183,
-0.004290168173611164,
-0.05581355839967728,
0.01729694753885269,
0.03836670517921448,
-0.09477526694536209,
0.015185982920229435,
0.027185220271348953,
-0.04459003731608391,
-0.024457382038235664,
0.0058224014937877655,
-0.06399140506982803,
-0.03456071391701698,
1.706560658004719e-33,
-0.004508754704147577,
0.014169806614518166,
-0.10010219365358353,
0.08934329450130463,
-0.037781722843647,
0.004479922354221344,
0.08513578027486801,
0.09553240239620209,
0.005193399731069803,
0.024652933701872826,
0.07961869239807129,
0.005689852871000767,
0.015991905704140663,
0.0010746122570708394,
-0.05978817492723465,
-0.06490165740251541,
0.035783763974905014,
0.022529087960720062,
-0.027105744928121567,
0.04177084565162659,
0.022794051095843315,
0.06821612268686295,
0.0037285725120455027,
0.039019953459501266,
-0.01781788095831871,
0.04474516957998276,
0.011189261451363564,
-0.09877263754606247,
-0.14595885574817657,
-0.11838969588279724,
0.052559059113264084,
0.007831959053874016,
-0.02184029296040535,
0.0062514799647033215,
-0.0296397153288126,
0.03244075924158096,
0.05555962026119232,
-0.0730564296245575,
-0.04942341521382332,
0.02946370653808117,
0.0041215731762349606,
0.007200288120657206,
0.01885118894279003,
0.013636264950037003,
0.03722057491540909,
0.07264357060194016,
-0.011097626760601997,
-0.08412423729896545,
-0.010184885933995247,
-0.028564194217324257,
0.009796877391636372,
0.01535132434219122,
-0.032983992248773575,
-0.052083972841501236,
-0.027644218876957893,
-0.05207168310880661,
0.062101684510707855,
0.018188726156949997,
0.029593952000141144,
0.10814264416694641,
0.02722615748643875,
0.006982794031500816,
-0.13554386794567108,
0.017791397869586945,
0.008185318671166897,
-0.017721282318234444,
-0.00010118609498022124,
0.025948338210582733,
0.043421000242233276,
0.01614592783153057,
-0.040490761399269104,
-0.021344782784581184,
-0.07133442908525467,
-0.009170598350465298,
0.04938947781920433,
-0.03858567774295807,
0.02671446092426777,
0.047005195170640945,
-0.005444451700896025,
0.06769285351037979,
-0.03556586429476738,
-0.074971504509449,
-0.001066742348484695,
0.04946987330913544,
-0.019601790234446526,
0.0421108715236187,
-0.06714777648448944,
-0.033257242292165756,
0.011592142283916473,
-0.024989953264594078,
-0.02654162235558033,
-0.031150300055742264,
-0.028888758271932602,
-0.040736183524131775,
-0.031076407060027122,
-1.5606886449859303e-8,
-0.022616121917963028,
-0.04344826191663742,
0.0014720578910782933,
-0.017894551157951355,
-0.0337214469909668,
-0.08798955380916595,
0.004955750424414873,
-0.023393848910927773,
-0.054496049880981445,
0.06823402643203735,
-0.014648721553385258,
-0.0008262788178399205,
-0.034385424107313156,
0.001197849283926189,
0.0015405850717797875,
0.0970369502902031,
-0.01936657354235649,
-0.010145551525056362,
-0.009404622949659824,
0.027955925092101097,
-0.002698579104617238,
0.04839666187763214,
0.008695387281477451,
-0.009532823227345943,
0.00846991129219532,
0.06343313306570053,
-0.03771224990487099,
-0.06728183478116989,
0.013245412148535252,
-0.0021659384947270155,
0.09641511738300323,
0.1424485296010971,
0.010385747998952866,
-0.09146498143672943,
-0.06494727730751038,
-0.013288158923387527,
-0.01330373715609312,
0.05728398263454437,
0.030262120068073273,
0.043079596012830734,
-0.0034605301916599274,
-0.06658497452735901,
0.0508665032684803,
0.01316536869853735,
0.022455822676420212,
0.005471710115671158,
0.02395123988389969,
0.07040393352508545,
-0.023269351571798325,
-0.0030254048760980368,
0.061209313571453094,
0.04152010381221771,
0.01573418639600277,
-0.012839366681873798,
0.054322391748428345,
-0.06495523452758789,
0.04618369787931442,
0.09397316724061966,
-0.055122386664152145,
0.0180509090423584,
0.1439749151468277,
0.05886601656675339,
0.0008283910574391484,
0.01011628471314907
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.