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glacier_segmentation_transformer

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PyTorch
Safetensors
segformer
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glacier_segmentation_transformer / README.md
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metadata
library_name: transformers
tags:
  - generated_from_trainer
model-index:
  - name: glacier_segmentation_transformer
    results: []

glacier_segmentation_transformer

This model is a fine-tuned version of on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0022
  • Mean Accuracy: 0.9806
  • Mean Iou: 0.9644
  • Overall Accuracy: 0.9842
  • Per Category Accuracy: [0.987160676513215, 0.9632510058153817, 0.9913168133528324]
  • Per Category Iou: [0.9693591000744941, 0.9449026019939919, 0.9790631513234845]

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: 0.00018
  • train_batch_size: 100
  • eval_batch_size: 8
  • 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 Mean Accuracy Mean Iou Overall Accuracy Per Category Accuracy Per Category Iou
No log 1.0 352 0.0549 0.9593 0.9252 0.9671 [0.9716996497861231, 0.9232062829675807, 0.9831032718075019] [0.9476103587829914, 0.8689863916407728, 0.9589672321800422]
No log 2.0 704 0.0504 0.9601 0.9270 0.9680 [0.9675295713753146, 0.9260096562309396, 0.9867119953879415] [0.9459791412606021, 0.872963641211796, 0.9620040198185841]
0.0926 3.0 1056 0.0469 0.9626 0.9308 0.9696 [0.976981877568764, 0.9279094329590853, 0.9829331173864477] [0.9512271222960273, 0.8786126779725808, 0.9624252763955721]
0.0926 4.0 1408 0.0434 0.9650 0.9342 0.9709 [0.9747377956334642, 0.9371631770347171, 0.9831413687580725] [0.9514992749706267, 0.8875518494188358, 0.9634184052879609]
0.0926 5.0 1760 0.0404 0.9654 0.9365 0.9722 [0.9790183451848354, 0.931868939033307, 0.9853091981189084] [0.9545958343205726, 0.8893830884148213, 0.9655352572607997]
0.0489 6.0 2112 0.0384 0.9661 0.9379 0.9728 [0.9773866558004703, 0.9345143960201026, 0.9863955299519664] [0.9531893966736721, 0.8940609401841804, 0.9664987357632142]
0.0489 7.0 2464 0.0368 0.9664 0.9395 0.9737 [0.9797208347581942, 0.9314367155961898, 0.9881336748846575] [0.9564906067137932, 0.8943291373196661, 0.9678084451943865]
0.0489 8.0 2816 0.0349 0.9682 0.9414 0.9742 [0.9778708751081974, 0.9401787191007532, 0.9866964424872435] [0.9554084330373458, 0.9009800996283194, 0.967811704637516]
0.0444 9.0 3168 0.0359 0.9681 0.9406 0.9739 [0.9755539486351268, 0.9419141411200738, 0.9868602226252269] [0.954265235358377, 0.8992715530883467, 0.9682025525890146]
0.0444 10.0 3520 0.0348 0.9696 0.9430 0.9748 [0.9818068502769518, 0.9431803262033203, 0.9839214900072613] [0.9583063886219042, 0.9038352751146181, 0.9669123237580303]
0.0444 11.0 3872 0.0324 0.9696 0.9438 0.9752 [0.9755896996885818, 0.9448048774208843, 0.9883475874246376] [0.9552518873096457, 0.9066157650209571, 0.9694370301900792]
0.0419 12.0 4224 0.0301 0.9698 0.9449 0.9760 [0.9835075817155008, 0.9385178631108846, 0.9872965350827831] [0.9597688504833276, 0.9049312262945042, 0.9700589477366125]
0.0419 13.0 4576 0.0318 0.9718 0.9455 0.9756 [0.9804809910505465, 0.9525539748500063, 0.9824503562237689] [0.9587920749349544, 0.9111366031099347, 0.9666850999631933]
0.0419 14.0 4928 0.0299 0.9689 0.9450 0.9763 [0.9869953327083215, 0.9305239255786306, 0.9891438128165745] [0.9614789901054602, 0.902019204600462, 0.9714271698851473]
0.0395 15.0 5280 0.0275 0.9714 0.9475 0.9770 [0.9821207607125341, 0.9439155851855646, 0.9880443386730532] [0.9603630106503257, 0.9110681146654315, 0.9710688202410124]
0.0395 16.0 5632 0.0261 0.9724 0.9492 0.9778 [0.9843424195562759, 0.9453863527016915, 0.9874773599749491] [0.9622900479710766, 0.9138893763225542, 0.9715352161575403]
0.0395 17.0 5984 0.0260 0.9724 0.9492 0.9777 [0.9854679996598319, 0.9447318286653917, 0.9869156268261944] [0.962596836258211, 0.9135606402341238, 0.9713089895782678]
0.0375 18.0 6336 0.0254 0.9727 0.9498 0.9780 [0.9810848601289812, 0.9482872707093346, 0.9888447858791036] [0.9601549578309474, 0.9167354522287589, 0.9725340041609281]
0.0375 19.0 6688 0.0251 0.9723 0.9497 0.9780 [0.9849087648017455, 0.943250340410894, 0.9885978819399214] [0.9624186785427203, 0.9144059221803245, 0.9722529952848835]
0.0358 20.0 7040 0.0243 0.9725 0.9499 0.9782 [0.9868859856127381, 0.9429134057712529, 0.9876986224089299] [0.9637833233638406, 0.9137730516307367, 0.9721924918469269]
0.0358 21.0 7392 0.0240 0.9741 0.9516 0.9786 [0.9830290083251267, 0.9519262027493064, 0.9872292441782441] [0.9624927147462994, 0.9205276429295651, 0.971761130879927]
0.0358 22.0 7744 0.0219 0.9745 0.9528 0.9792 [0.9831798808538015, 0.9520334300971474, 0.9883120104377244] [0.9628161115483379, 0.9225203336868483, 0.97299697073952]
0.0341 23.0 8096 0.0219 0.9743 0.9526 0.9791 [0.9818498401800733, 0.9518812335441282, 0.9892551987101811] [0.9622598670452934, 0.9220809116042825, 0.9735176069708074]
0.0341 24.0 8448 0.0238 0.9718 0.9502 0.9786 [0.9890272399133342, 0.9365962356413103, 0.9898796290797244] [0.9659860898461177, 0.9109925052076189, 0.9735069076399494]
0.0341 25.0 8800 0.0206 0.9746 0.9538 0.9797 [0.984381247281417, 0.9496819050117226, 0.9897092252872666] [0.9642724260100926, 0.9232307134206063, 0.9739110335570874]
0.0331 26.0 9152 0.0231 0.9729 0.9514 0.9789 [0.9848955331865609, 0.9436371953602122, 0.9902059381237361] [0.9636430217926185, 0.9167049850294138, 0.9737623724166828]
0.0331 27.0 9504 0.0205 0.9753 0.9543 0.9798 [0.9863080851848817, 0.9518436610495022, 0.9876756583651145] [0.9656099279926765, 0.9240324784853335, 0.9731131258461889]
0.0331 28.0 9856 0.0211 0.9738 0.9527 0.9794 [0.9847734811711547, 0.9466500422685573, 0.9900255507252607] [0.964325783558887, 0.9200493328772819, 0.9738465560524358]
0.0319 29.0 10208 0.0202 0.9741 0.9535 0.9798 [0.9868568567899896, 0.9454916934391487, 0.9899994936010532] [0.9654977541838217, 0.9204359435461158, 0.9745588347344386]
0.0319 30.0 10560 0.0202 0.9735 0.9531 0.9798 [0.9872571838035781, 0.9417032001114557, 0.9913936503696986] [0.9660770566901675, 0.9182692002111388, 0.9750916343752165]
0.0319 31.0 10912 0.0196 0.9741 0.9538 0.9799 [0.9849082573757262, 0.9461089843710501, 0.9913645307896575] [0.9647916934532192, 0.9215268295301893, 0.9751373260023487]
0.0309 32.0 11264 0.0197 0.9751 0.9543 0.9799 [0.9845328905837917, 0.9516506578126278, 0.9890432811414298] [0.9647125867373016, 0.9246923165783529, 0.9735532309309295]
0.0309 33.0 11616 0.0186 0.9759 0.9557 0.9805 [0.9855814511253681, 0.9530288716172315, 0.9889854269757953] [0.9658442900393166, 0.9271659099896563, 0.9741036872818637]
0.0309 34.0 11968 0.0195 0.9749 0.9545 0.9800 [0.9854915596425974, 0.9497639575903162, 0.9895806808911177] [0.9653478060379235, 0.9241246707964363, 0.9740484135449738]
0.03 35.0 12320 0.0173 0.9759 0.9560 0.9807 [0.9877417884981552, 0.9513492193979842, 0.9887121202923902] [0.9671350497582286, 0.9266164600348009, 0.9743416936966359]
0.03 36.0 12672 0.0169 0.9763 0.9567 0.9810 [0.9852405764565118, 0.9534708375502985, 0.9901201237363405] [0.9655565414731245, 0.9287547539076881, 0.9757025585115822]
0.0289 37.0 13024 0.0161 0.9761 0.9567 0.9811 [0.98637177036185, 0.9513982013935023, 0.9904242955996119] [0.9664976882464423, 0.9276278214976741, 0.9758619206656184]
0.0289 38.0 13376 0.0160 0.9766 0.9573 0.9813 [0.9871743770157339, 0.9531193390770604, 0.9896178853545596] [0.9673696096991521, 0.9290905188660643, 0.9755839456289521]
0.0289 39.0 13728 0.0155 0.9765 0.9575 0.9814 [0.9864992756011842, 0.9523294382681468, 0.9906626334123337] [0.9671086343400455, 0.929439669750772, 0.9760456390193841]
0.028 40.0 14080 0.0169 0.9764 0.9565 0.9808 [0.9840611770793484, 0.9554594147333311, 0.9897126289881788] [0.9649302878233265, 0.929601775230285, 0.9751154267791645]
0.028 41.0 14432 0.0159 0.9761 0.9569 0.9812 [0.9875594491331751, 0.950318670953458, 0.9903561122079443] [0.9675286955099449, 0.9274410822660373, 0.9757402884271777]
0.028 42.0 14784 0.0173 0.9762 0.9567 0.9809 [0.9849823993825588, 0.9532993356825592, 0.9903073754108203] [0.9659043824119506, 0.9287980836930614, 0.9753123129812077]
0.0274 43.0 15136 0.0160 0.9770 0.9577 0.9813 [0.9850389227872307, 0.9562827654438101, 0.9897953021708765] [0.9657993643570896, 0.9316920312940864, 0.9757262539190185]
0.0274 44.0 15488 0.0161 0.9758 0.9565 0.9811 [0.9885371819948291, 0.9483930806038714, 0.9904324023576973] [0.9683220178785136, 0.9252614039627957, 0.9759715038918096]
0.0274 45.0 15840 0.0150 0.9772 0.9582 0.9816 [0.9860612577536623, 0.9556628592107418, 0.9898714873221438] [0.9668729121407305, 0.9320408845692062, 0.9757915549288999]
0.0266 46.0 16192 0.0149 0.9769 0.9580 0.9816 [0.9874022112983606, 0.9533679424188942, 0.9899983648673317] [0.9679794859355041, 0.9302539339349635, 0.9758838251461218]
0.0266 47.0 16544 0.0141 0.9777 0.9588 0.9818 [0.9849357611505904, 0.957913315882753, 0.9901187850056475] [0.9660900645053154, 0.9339419355537549, 0.9763989314323382]
0.0266 48.0 16896 0.0144 0.9771 0.9583 0.9818 [0.986399916448131, 0.9540538301050652, 0.9907298761925668] [0.9673259745089123, 0.9310691436417242, 0.9766459853617008]
0.0258 49.0 17248 0.0140 0.9777 0.9590 0.9819 [0.9872309068435199, 0.9562444442942698, 0.9895819583726941] [0.9680455169380363, 0.9330333146936887, 0.9760245332236241]
0.0258 50.0 17600 0.0138 0.9774 0.9588 0.9819 [0.9849705487369202, 0.956219279507088, 0.9911104957033198] [0.9662792845073669, 0.9331185662900578, 0.9771480074989723]
0.0258 51.0 17952 0.0137 0.9779 0.9590 0.9818 [0.9847558561458797, 0.9593248098938081, 0.9896343219925126] [0.9660713749320907, 0.9348596712062761, 0.9760353943936414]
0.0252 52.0 18304 0.0142 0.9775 0.9586 0.9817 [0.9854114120240184, 0.9573259611653531, 0.9898333991214471] [0.9660198356877027, 0.9333742752596322, 0.9762759835524061]
0.0252 53.0 18656 0.0131 0.9781 0.9596 0.9821 [0.9869147611642074, 0.9580056300247035, 0.98936149217723] [0.9678726006461021, 0.9349329881149835, 0.9759520844072356]
0.0246 54.0 19008 0.0123 0.9779 0.9599 0.9824 [0.9880764199000409, 0.9554968075507777, 0.9902455575523497] [0.968941001855194, 0.9338840322466812, 0.976779395444589]
0.0246 55.0 19360 0.0131 0.9774 0.9589 0.9821 [0.9884558204076724, 0.9533751295060703, 0.9902708096881665] [0.9689652797779101, 0.931091965118641, 0.9767552189757822]
0.0246 56.0 19712 0.0126 0.9780 0.9598 0.9822 [0.9853140954212702, 0.9577231974628145, 0.9909120310655519] [0.9666411876332381, 0.935420962042766, 0.9772182318862079]
0.024 57.0 20064 0.0125 0.9776 0.9595 0.9822 [0.9861842796593078, 0.955338062762776, 0.9912181629005569] [0.9675595025803041, 0.9339332720908361, 0.9769445699086529]
0.024 58.0 20416 0.0125 0.9780 0.9596 0.9822 [0.9857383678044742, 0.95767246860583, 0.9905412857873941] [0.966946409259553, 0.9350022109248418, 0.9769999286666089]
0.024 59.0 20768 0.0117 0.9778 0.9599 0.9825 [0.9873131162817466, 0.954561837383628, 0.991472044864103] [0.9684875245314687, 0.9335231761056021, 0.9778151917640101]
0.0233 60.0 21120 0.0117 0.9783 0.9603 0.9825 [0.9866092264694993, 0.9575014957875634, 0.9906393106236921] [0.9676640704598157, 0.9358685486602091, 0.9773073767937899]
0.0233 61.0 21472 0.0114 0.9782 0.9603 0.9825 [0.9859344269413156, 0.9575849159091335, 0.9911838152709141] [0.9673018722137029, 0.9359712790632917, 0.9777443959982834]
0.0233 62.0 21824 0.0112 0.9783 0.9604 0.9826 [0.9874634364226029, 0.9571023030052596, 0.9903910198295109] [0.9685107856710864, 0.93570623195979, 0.9771038702757814]
0.0229 63.0 22176 0.0113 0.9780 0.9602 0.9825 [0.9861400372489236, 0.9564256187835003, 0.9914212955960026] [0.9676904371722469, 0.93532106239862, 0.9775002680628486]
0.0229 64.0 22528 0.0112 0.9784 0.9606 0.9826 [0.9863607418748248, 0.9581344286161383, 0.9907726893251212] [0.9679183173194962, 0.9366433933408883, 0.9772552713088083]
0.0229 65.0 22880 0.0107 0.9791 0.9613 0.9827 [0.9872947461752282, 0.960757166421805, 0.9892690672601706] [0.9684948346746574, 0.9389287438390819, 0.9764065892398137]
0.0224 66.0 23232 0.0120 0.9781 0.9600 0.9823 [0.9869847474161738, 0.9572397261013056, 0.9901962257638066] [0.9679188297060026, 0.9350843511385288, 0.9769018608126807]
0.0224 67.0 23584 0.0117 0.9788 0.9606 0.9825 [0.985997572576694, 0.9608605506744198, 0.9895232204698048] [0.9671434288763591, 0.9380209748865974, 0.9766139725895484]
0.0224 68.0 23936 0.0103 0.9791 0.9614 0.9829 [0.9871431092959676, 0.960376869689535, 0.9897900434967164] [0.9684547016495748, 0.9389501674666868, 0.9769067109372511]
0.0218 69.0 24288 0.0100 0.9793 0.9617 0.9829 [0.9867366160927785, 0.9613373440340942, 0.9898126050463366] [0.9683538937883596, 0.9397973113098382, 0.9769259289477111]
0.0218 70.0 24640 0.0098 0.9791 0.9617 0.9830 [0.9869583355707181, 0.9600713985204203, 0.9903278632403474] [0.9684563129387942, 0.9392570261073532, 0.9773005414469024]
0.0218 71.0 24992 0.0102 0.9790 0.9613 0.9828 [0.9866726226063302, 0.9602311714611709, 0.9901188637545117] [0.9680878982265504, 0.9386754277482674, 0.9771731075137299]
0.0215 72.0 25344 0.0102 0.9787 0.9611 0.9829 [0.9865834119736612, 0.9583546229994955, 0.9910680500654655] [0.9681229356847406, 0.9372201266282683, 0.9779136907450569]
0.0215 73.0 25696 0.0107 0.9784 0.9608 0.9828 [0.9870000793896911, 0.957163712672353, 0.9910754787083305] [0.9683078689330662, 0.9363365574210535, 0.9777235087209011]
0.021 74.0 26048 0.0102 0.9792 0.9614 0.9828 [0.9871222598673807, 0.9609930825583599, 0.9893839837278596] [0.9682814924213293, 0.9392057890029843, 0.9766263168540126]
0.021 75.0 26400 0.0103 0.9787 0.9610 0.9828 [0.9862982578202057, 0.9586221223913631, 0.9910557039935189] [0.9675885843136971, 0.9374407934167546, 0.9780103924385563]
0.021 76.0 26752 0.0095 0.9792 0.9618 0.9831 [0.9872423785254225, 0.9596977298796571, 0.9905124287035673] [0.9689014508213796, 0.9388769444850092, 0.9775810442268449]
0.0204 77.0 27104 0.0096 0.9786 0.9612 0.9830 [0.9871804468586218, 0.9572429403264038, 0.9914330729261513] [0.9686650293408207, 0.9366089136475777, 0.978358890899343]
0.0204 78.0 27456 0.0096 0.9784 0.9610 0.9829 [0.9867881936995416, 0.956832837146484, 0.9917231487427143] [0.9682833127565015, 0.9365007383788437, 0.9783561784559861]
0.0204 79.0 27808 0.0091 0.9790 0.9618 0.9831 [0.9873858130878915, 0.9588154350722687, 0.9909106048361209] [0.9689368764953121, 0.9384273263962939, 0.9779616834488177]
0.02 80.0 28160 0.0090 0.9792 0.9619 0.9831 [0.9867965309017307, 0.9600748024047634, 0.9907346098742982] [0.9684719814103329, 0.939411992787955, 0.9777990961767042]
0.02 81.0 28512 0.0105 0.9786 0.9609 0.9827 [0.9853841073656934, 0.9595167450496717, 0.9909821613041424] [0.9670754103231713, 0.9382424070587826, 0.9774125880076392]
0.02 82.0 28864 0.0094 0.9784 0.9612 0.9830 [0.9870683378239465, 0.9560665139763341, 0.9921167836907602] [0.9684106253022848, 0.9362278929944496, 0.9788663032974136]
0.0196 83.0 29216 0.0091 0.9793 0.9621 0.9832 [0.9872540493238645, 0.960340714648213, 0.9903553334691751] [0.9688898849754704, 0.9399467026278713, 0.9773672477212126]
0.0196 84.0 29568 0.0086 0.9794 0.9622 0.9832 [0.9858676715157753, 0.9612427639632701, 0.9910813673734049] [0.9678002929943657, 0.9406819957119186, 0.9781349320038947]
0.0196 85.0 29920 0.0087 0.9796 0.9623 0.9832 [0.9869653110727037, 0.9618934848326058, 0.9899703433964538] [0.9687274325294967, 0.9409976872348188, 0.9772142817831581]
0.0193 86.0 30272 0.0087 0.9793 0.9622 0.9832 [0.9872975530761193, 0.9600561159781056, 0.990640286234622] [0.9690899969326566, 0.9398310313060885, 0.9776479864740191]
0.0193 87.0 30624 0.0083 0.9792 0.9621 0.9833 [0.9873306899221082, 0.9593993060488013, 0.9909724270695284] [0.968975453138892, 0.9392205385323021, 0.9781270181369295]
0.0193 88.0 30976 0.0081 0.9795 0.9624 0.9833 [0.9864452250954667, 0.9609811539900607, 0.9909684502518815] [0.968245970503381, 0.9407794309251606, 0.9781050281906795]
0.0189 89.0 31328 0.0082 0.9799 0.9628 0.9834 [0.9861190657811676, 0.9632454657690168, 0.9902956418300405] [0.9680641469921001, 0.9426897362723513, 0.9775797084876502]
0.0189 90.0 31680 0.0080 0.9794 0.9624 0.9834 [0.9874965218836784, 0.9594795818197319, 0.9911313772771684] [0.9691081338046138, 0.9396652604096661, 0.9784328045386361]
0.0186 91.0 32032 0.0083 0.9796 0.9624 0.9833 [0.9874199904783756, 0.9608942800738197, 0.9903431492698941] [0.9691072735636403, 0.9405505950432622, 0.9776203951850498]
0.0186 92.0 32384 0.0088 0.9794 0.9621 0.9832 [0.9877977017069811, 0.9602360926194734, 0.9900789337053779] [0.9692078254136915, 0.9397376154893118, 0.9773387524215159]
0.0186 93.0 32736 0.0078 0.9796 0.9626 0.9834 [0.9866006580352003, 0.9612173296603191, 0.9909661315353218] [0.9685185213325921, 0.9412630412057371, 0.9781037490120554]
0.0181 94.0 33088 0.0085 0.9790 0.9619 0.9832 [0.987195695331655, 0.9586694972743321, 0.9912426406725415] [0.9685811274752971, 0.9386596579749119, 0.9783674381055563]
0.0181 95.0 33440 0.0081 0.9798 0.9628 0.9834 [0.9860981007365257, 0.9627994371352822, 0.9906195796582496] [0.9680245277612056, 0.9426295811250336, 0.9778502707596896]
0.0181 96.0 33792 0.0078 0.9794 0.9624 0.9834 [0.987984100480115, 0.9592820367430449, 0.9908403389744863] [0.9695587152086005, 0.9393915225771233, 0.9781577673952128]
0.0177 97.0 34144 0.0077 0.9791 0.9622 0.9834 [0.9870270243536228, 0.9582831314462245, 0.9920125245693723] [0.9688906858959508, 0.938836793543918, 0.9790118145340532]
0.0177 98.0 34496 0.0073 0.9796 0.9627 0.9835 [0.9868532791153984, 0.9604394871865566, 0.9913781280935589] [0.9686283283928588, 0.9408803621333718, 0.9786667273607884]
0.0177 99.0 34848 0.0072 0.9796 0.9627 0.9835 [0.9873693442231667, 0.9603356437589277, 0.991028238139628] [0.9692006894179986, 0.9404183559969225, 0.9783989470346846]
0.0175 100.0 35200 0.0072 0.9792 0.9625 0.9835 [0.9871263642373336, 0.958556380507833, 0.9920414429023157] [0.9689495834540369, 0.9392792919403619, 0.979195690861162]
0.0175 101.0 35552 0.0079 0.9792 0.9622 0.9833 [0.9863985226323566, 0.9597845139573083, 0.9915511262236015] [0.968254721947781, 0.9397751265581405, 0.9785909276705959]
0.0175 102.0 35904 0.0071 0.9799 0.9630 0.9835 [0.9871646459977704, 0.9618443830523015, 0.9905728684569127] [0.9690939261287568, 0.9417951264249431, 0.9779946378386586]
0.0171 103.0 36256 0.0074 0.9797 0.9627 0.9835 [0.9868281583158903, 0.9615222817620266, 0.9908047138632673] [0.9687279558735749, 0.9413386382266801, 0.9781792176533736]
0.0171 104.0 36608 0.0074 0.9801 0.9630 0.9835 [0.9864930194879853, 0.9637808538533074, 0.9899992661043342] [0.9684605414036789, 0.9432215405693257, 0.9774495091695216]
0.0171 105.0 36960 0.0077 0.9797 0.9626 0.9833 [0.9873291355284797, 0.9616675208153767, 0.9901168512835354] [0.9688504859605602, 0.9413369707640852, 0.9775482619768174]
0.0168 106.0 37312 0.0068 0.9797 0.9629 0.9836 [0.9876161459619295, 0.9604041307104764, 0.9910356667824931] [0.9694779498167972, 0.9409668451687326, 0.9783594474123835]
0.0168 107.0 37664 0.0068 0.9796 0.9629 0.9836 [0.987258796005234, 0.9599652492356557, 0.9915510518496741] [0.969093226335665, 0.9407047944799803, 0.9788914974357815]
0.0166 108.0 38016 0.0072 0.9795 0.9627 0.9836 [0.9873451804676695, 0.95955694282753, 0.9915087068353686] [0.969193701372568, 0.9400100730632003, 0.97881730971519]
0.0166 109.0 38368 0.0072 0.9803 0.9633 0.9835 [0.9870279043202637, 0.9642110908593857, 0.9896018205862437] [0.9689708686799676, 0.9439637179305712, 0.9770702991777741]
0.0166 110.0 38720 0.0070 0.9795 0.9626 0.9835 [0.987112631619244, 0.9602953561424795, 0.9912023168790862] [0.9688017490579968, 0.940546618686394, 0.9785775827113118]
0.0163 111.0 39072 0.0068 0.9801 0.9633 0.9837 [0.9875034138851799, 0.962287716528345, 0.9904075045917697] [0.9694288521678737, 0.9426923354753757, 0.9778681545017022]
0.0163 112.0 39424 0.0067 0.9793 0.9627 0.9836 [0.987298773467811, 0.9586530168841547, 0.9920795879771921] [0.9691638090123852, 0.9395287232948947, 0.9793223242775038]
0.0163 113.0 39776 0.0064 0.9795 0.9629 0.9837 [0.9871683007497316, 0.9593632707922657, 0.9919725595207431] [0.9690885313646023, 0.9403592493187415, 0.9792298707573378]
0.016 114.0 40128 0.0065 0.9802 0.9635 0.9837 [0.9869671480833556, 0.9632188635643998, 0.9904602138316037] [0.9690421086887602, 0.9434767494422343, 0.977974374407293]
0.016 115.0 40480 0.0064 0.9802 0.9635 0.9837 [0.9867355048940276, 0.9631840361377924, 0.9905977793476509] [0.9687981763897086, 0.9435157086443597, 0.9780538867287218]
0.016 116.0 40832 0.0071 0.9802 0.9633 0.9835 [0.9875335704061952, 0.963474813706458, 0.9896211140579957] [0.9693207022111083, 0.9434681371230142, 0.977127035280905]
0.0157 117.0 41184 0.0064 0.9794 0.9627 0.9836 [0.9874361124949353, 0.9587331029958405, 0.9919782731883413] [0.96932785781618, 0.9396051527294301, 0.9792294508214476]
0.0157 118.0 41536 0.0065 0.9798 0.9630 0.9836 [0.9873007903256596, 0.961250999167326, 0.990903539313019] [0.9691945100540968, 0.9416260852915797, 0.9783125823788481]
0.0157 119.0 41888 0.0066 0.9798 0.9630 0.9836 [0.9868255312621959, 0.9612138259553209, 0.9912754395745199] [0.9686808265231104, 0.9417053634707874, 0.9786900928269349]
0.0155 120.0 42240 0.0062 0.9804 0.9637 0.9837 [0.9873086265249437, 0.9641990824345623, 0.9897959584114123] [0.9693117019117518, 0.9443475452704788, 0.9774027249606021]
0.0155 121.0 42592 0.0059 0.9795 0.9630 0.9837 [0.987180723052531, 0.9592804495946268, 0.9921114200181145] [0.9692260288399325, 0.940241766960013, 0.979404254224537]
0.0155 122.0 42944 0.0061 0.9795 0.9629 0.9837 [0.987682181998683, 0.9592520206720192, 0.9916640652198094] [0.9695848575511874, 0.9401855241762451, 0.9789537039194869]
0.0152 123.0 43296 0.0061 0.9801 0.9634 0.9837 [0.9866315853299156, 0.962780171748824, 0.9908988668804042] [0.9686975998524816, 0.9432204469694088, 0.9783556581148967]
0.0152 124.0 43648 0.0059 0.9799 0.9633 0.9838 [0.9869607699309875, 0.9611319530539066, 0.9915697634548176] [0.9689834152438157, 0.9419308571833964, 0.979061630520847]
0.0148 125.0 44000 0.0059 0.9800 0.9634 0.9837 [0.9871454408864103, 0.9618691685209934, 0.9909934223917365] [0.9691046240356266, 0.9424968334180256, 0.9784827408413755]
0.0148 126.0 44352 0.0057 0.9797 0.9631 0.9838 [0.9870696160236658, 0.960163752590633, 0.991856260572992] [0.9691351125401212, 0.9411279992553075, 0.979184812054254]
0.0148 127.0 44704 0.0058 0.9804 0.9638 0.9838 [0.9868785540696466, 0.9638980832308017, 0.990381552466048] [0.9689416987272101, 0.9444102477976171, 0.977936511896473]
0.0146 128.0 45056 0.0058 0.9801 0.9635 0.9837 [0.98692407467975, 0.9624277649076234, 0.9909321120259469] [0.9689421824468066, 0.9430497876923257, 0.978413295108142]
0.0146 129.0 45408 0.0058 0.9799 0.9634 0.9838 [0.9865953653891264, 0.9615583968750865, 0.9916096366297718] [0.968698044490523, 0.9423644628990865, 0.979021632669921]
0.0146 130.0 45760 0.0057 0.9803 0.9636 0.9838 [0.9873262130115336, 0.9631962941142538, 0.9903635671004307] [0.9693179896870304, 0.9436429819779178, 0.9779789775117881]
0.0144 131.0 46112 0.0057 0.9801 0.9634 0.9838 [0.9859325578150929, 0.9627275862276523, 0.991501860059112] [0.9680729209119064, 0.9433430371065573, 0.9789288650391954]
0.0144 132.0 46464 0.0056 0.9801 0.9635 0.9838 [0.9871097412178687, 0.9620160945434166, 0.9910851779434493] [0.9690184758146506, 0.9428789944335727, 0.9786268947191926]
0.0144 133.0 46816 0.0055 0.9801 0.9636 0.9838 [0.9870789488085508, 0.9622540769675347, 0.9910529390333949] [0.9691374000037536, 0.9430016524537954, 0.9785919200600328]
0.0141 134.0 47168 0.0057 0.9802 0.9636 0.9838 [0.9876317477062417, 0.9625769868051168, 0.9904369435422049] [0.969522815201435, 0.9432475506441234, 0.9780301069944183]
0.0141 135.0 47520 0.0056 0.9801 0.9635 0.9838 [0.9867877890433491, 0.9623812684464204, 0.9911382590529202] [0.96884924736801, 0.9430239571094499, 0.978669326756409]
0.0141 136.0 47872 0.0053 0.9799 0.9634 0.9838 [0.9873813682928878, 0.9606393580845103, 0.9915593467300464] [0.9694294378412825, 0.9416474465424579, 0.9789951035473209]
0.0138 137.0 48224 0.0054 0.9802 0.9636 0.9838 [0.986874802970973, 0.962449465918069, 0.9911686254899793] [0.9689296811783107, 0.9432947561072716, 0.978724810189088]
0.0138 138.0 48576 0.0058 0.9795 0.9629 0.9837 [0.986860023385274, 0.9594819974795884, 0.9921420533263247] [0.9687963642735675, 0.9404202778302704, 0.9794265553766095]
0.0138 139.0 48928 0.0053 0.9800 0.9635 0.9838 [0.9876023619589265, 0.9612461379014167, 0.9911947219886188] [0.9695699770364149, 0.9422855089537328, 0.9787181962408465]
0.0135 140.0 49280 0.0054 0.9799 0.9634 0.9838 [0.9874344874470511, 0.9609192951300187, 0.991411858857098] [0.9694611162856986, 0.9418111266907927, 0.9789254532086222]
0.0135 141.0 49632 0.0054 0.9800 0.9634 0.9838 [0.9868501574819132, 0.9617656145732647, 0.9913875648324635] [0.9689250308440335, 0.9424387358415367, 0.9789183717683236]
0.0135 142.0 49984 0.0053 0.9801 0.9636 0.9838 [0.9872460653929546, 0.961859376114716, 0.9911160037488834] [0.9693042542141365, 0.9427647780513064, 0.9785873181576895]
0.0133 143.0 50336 0.0054 0.9801 0.9634 0.9837 [0.9877061723300977, 0.9619946430846091, 0.990570042247672] [0.9694872419903643, 0.9426883810892172, 0.978162370902793]
0.0133 144.0 50688 0.0053 0.9802 0.9636 0.9838 [0.9868938282351364, 0.9626705287411267, 0.9909647621800705] [0.9688649593983141, 0.9434435135772596, 0.9785214645710228]
0.0131 145.0 51040 0.0054 0.9798 0.9633 0.9838 [0.9876456280559571, 0.9603109181826288, 0.991502599423449] [0.9695586632495135, 0.941344289932814, 0.9790005069857544]
0.0131 146.0 51392 0.0048 0.9803 0.9639 0.9839 [0.9869727747313661, 0.9629183734459809, 0.9910354086612158] [0.9690993799435663, 0.9438553341807645, 0.9786305203006683]
0.0131 147.0 51744 0.0047 0.9805 0.9641 0.9840 [0.9872955554876133, 0.9636820214225708, 0.9905622986093497] [0.9694086363520893, 0.9446826993547772, 0.9782112597815346]
0.0129 148.0 52096 0.0050 0.9800 0.9636 0.9839 [0.9868128263423731, 0.9616470276348593, 0.9916438748859919] [0.9689202498526625, 0.9426608085264796, 0.9791671900936093]
0.0129 149.0 52448 0.0049 0.9803 0.9638 0.9839 [0.9872598493959575, 0.9624967010521207, 0.9910074309397069] [0.9693389387707347, 0.9435544851135932, 0.978563978015519]
0.0129 150.0 52800 0.0050 0.9803 0.9638 0.9839 [0.9871642734571487, 0.9627644300314954, 0.990902060584345] [0.9692444375863181, 0.9436318122787362, 0.9784938024551915]
0.0127 151.0 53152 0.0049 0.9802 0.9637 0.9839 [0.9870382069953879, 0.9625438563296482, 0.991052103420446] [0.9691045797748695, 0.9434429530398335, 0.9786091676089541]
0.0127 152.0 53504 0.0049 0.9803 0.9638 0.9839 [0.9872189855436254, 0.9628608068741135, 0.9908442239184582] [0.9692325390105258, 0.9437922307288273, 0.9784728110478309]
0.0127 153.0 53856 0.0050 0.9801 0.9636 0.9839 [0.986878798147985, 0.9617229013148946, 0.9915504787329396] [0.9689020139539881, 0.9427446672345995, 0.9791133786155002]
0.0124 154.0 54208 0.0047 0.9800 0.9636 0.9839 [0.9876626750009571, 0.9610160413090613, 0.9914354791414492] [0.9696800749021298, 0.9422163732429378, 0.9790239377621373]
0.0124 155.0 54560 0.0046 0.9802 0.9638 0.9839 [0.987281604483642, 0.9620590074430972, 0.991267586562775] [0.9693561297099417, 0.9432035451603352, 0.9788683132072683]
0.0124 156.0 54912 0.0046 0.9803 0.9639 0.9839 [0.9873675200587433, 0.962632696712797, 0.9909341026222388] [0.9694431632066646, 0.9437154534408397, 0.9785375463947524]
0.0122 157.0 55264 0.0046 0.9806 0.9641 0.9840 [0.987112631619244, 0.9640317231240147, 0.9905307990636323] [0.9691920706690871, 0.9450511500969067, 0.9781912551297186]
0.0122 158.0 55616 0.0047 0.9799 0.9636 0.9839 [0.9876413823774925, 0.9604970437763584, 0.9917063752346197] [0.9697210193212094, 0.941745114046827, 0.9792593748887728]
0.0122 159.0 55968 0.0044 0.9801 0.9637 0.9840 [0.9872402396284049, 0.9615442622703068, 0.9915542149290566] [0.9693542554069133, 0.9426988516118489, 0.9791563309545875]
0.0119 160.0 56320 0.0046 0.9804 0.9640 0.9839 [0.9867506827128049, 0.9635346761533955, 0.9909589960132293] [0.9688509047811404, 0.9444868824640699, 0.9786045456246119]
0.0119 161.0 56672 0.0047 0.9802 0.9638 0.9839 [0.9867391018379613, 0.9626012232602051, 0.9913333856138293] [0.968824943329763, 0.9436681977618974, 0.9788990592602898]
0.0118 162.0 57024 0.0043 0.9803 0.9639 0.9840 [0.9876315935515017, 0.9621607147087043, 0.9910772724324617] [0.9697457542671759, 0.9433736365500105, 0.9787058926886849]
0.0118 163.0 57376 0.0045 0.9804 0.9640 0.9840 [0.9867038196718405, 0.9634615675055099, 0.9910972702690554] [0.9688732599238501, 0.9444473413676621, 0.978750910548334]
0.0118 164.0 57728 0.0045 0.9803 0.9639 0.9839 [0.9871971598016851, 0.9626868693823868, 0.9910144702131874] [0.9692685236963582, 0.9437207788181796, 0.9786323573139935]
0.0119 165.0 58080 0.0042 0.9803 0.9639 0.9840 [0.9870422920959984, 0.9624511828333389, 0.9913500541234382] [0.9692070707231569, 0.9436451152771295, 0.9789524728805975]
0.0119 166.0 58432 0.0046 0.9808 0.9643 0.9839 [0.987149847142729, 0.9652576804832063, 0.9899557179823797] [0.969248451967144, 0.9460861045139182, 0.9776737681867176]
0.0119 167.0 58784 0.0044 0.9801 0.9637 0.9840 [0.9873736669790013, 0.9614192568637706, 0.9915283328023253] [0.969459488243022, 0.9426656804015313, 0.979117494419369]
0.0114 168.0 59136 0.0041 0.9802 0.9639 0.9840 [0.9873483085242689, 0.961618948084545, 0.9915781195843066] [0.96947967524028, 0.9429832571756004, 0.9791957117140963]
0.0114 169.0 59488 0.0042 0.9805 0.9641 0.9840 [0.9869321678036007, 0.9637058685771036, 0.9908867614299876] [0.9690601806623333, 0.9448102145008139, 0.978562742620388]
0.0114 170.0 59840 0.0041 0.9802 0.9639 0.9840 [0.9870782165735358, 0.9622726436094063, 0.9913682144865317] [0.9692064942832151, 0.9434492245339237, 0.9789703215471917]
0.0111 171.0 60192 0.0040 0.9805 0.9641 0.9840 [0.9874237287308208, 0.9631560164798711, 0.9908335928217785] [0.9695604874791336, 0.9444186245797271, 0.9784698626382724]
0.0111 172.0 60544 0.0043 0.9802 0.9639 0.9840 [0.9868620980511501, 0.9623952133919551, 0.9914303692151439] [0.968999752241513, 0.9436448949761275, 0.9789630567852633]
0.0111 173.0 60896 0.0041 0.9804 0.9640 0.9840 [0.9870043700299548, 0.9628526714907127, 0.9911971632034119] [0.969115019142115, 0.9440728902406599, 0.9788211321877085]
0.011 174.0 61248 0.0043 0.9801 0.9638 0.9840 [0.9873252623906369, 0.9615469474459323, 0.9915171285889112] [0.9693908029145339, 0.9429084523274054, 0.9790785814962709]
0.011 175.0 61600 0.0040 0.9803 0.9640 0.9840 [0.9873778869650092, 0.9625225246556269, 0.9911422052460087] [0.9695325841233399, 0.9436854806148341, 0.9788138083560124]
0.011 176.0 61952 0.0040 0.9805 0.9642 0.9840 [0.9873759921463299, 0.9632044095335234, 0.9908562768696321] [0.969522896598107, 0.9444046147443494, 0.9785249511748954]
0.0109 177.0 62304 0.0039 0.9803 0.9640 0.9840 [0.9876217661868257, 0.9619662341261326, 0.9912385763561566] [0.969707483192263, 0.9433182173168398, 0.9788900757173168]
0.0109 178.0 62656 0.0040 0.9804 0.9640 0.9840 [0.9872529445482277, 0.9627448452189404, 0.9911320116430196] [0.9693972988605501, 0.9439620948857145, 0.9787876845248239]
0.0107 179.0 63008 0.0039 0.9804 0.9641 0.9840 [0.9881230388626668, 0.9620313770857314, 0.9909022355818212] [0.9702348775882661, 0.9433810170417755, 0.9785665962449605]
0.0107 180.0 63360 0.0039 0.9801 0.9638 0.9840 [0.987511712548684, 0.9612628678432321, 0.9916080004033692] [0.9696100841526877, 0.9426586499579475, 0.9792203415929411]
0.0107 181.0 63712 0.0040 0.9802 0.9639 0.9840 [0.9874907539271562, 0.9617817655552798, 0.991412318225473] [0.9695951250828561, 0.943195775864929, 0.9790271505002547]
0.0106 182.0 64064 0.0039 0.9803 0.9640 0.9840 [0.9872710256146086, 0.9622317271228302, 0.9913854036136323] [0.969429763529448, 0.9434776311920444, 0.9790586685684299]
0.0106 183.0 64416 0.0039 0.9804 0.9640 0.9840 [0.9871874994379775, 0.9628408127968723, 0.9911214636701411] [0.9692970483901902, 0.9440621129121404, 0.9787868250072187]
0.0106 184.0 64768 0.0040 0.9806 0.9643 0.9840 [0.9870270243536228, 0.9639483030024446, 0.9907980158348654] [0.9692315688035548, 0.9450766871029052, 0.9784871747479491]
0.0105 185.0 65120 0.0037 0.9803 0.9641 0.9841 [0.987254608134797, 0.9622685609446077, 0.9914917802044824] [0.9694494850946989, 0.9437665580562086, 0.9791308017230925]
0.0105 186.0 65472 0.0038 0.9805 0.9642 0.9840 [0.9871238014147808, 0.9631725767265726, 0.9910897716271998] [0.9692689631531414, 0.9444811774135521, 0.97875677061644]
0.0105 187.0 65824 0.0039 0.9801 0.9638 0.9840 [0.9874636291160279, 0.9612361358717633, 0.9916810268501909] [0.9696058668712946, 0.9426492847235431, 0.9792826022752127]
0.0103 188.0 66176 0.0037 0.9805 0.9642 0.9840 [0.9872675442867299, 0.9634576545358251, 0.9908144524728183] [0.9694202370554239, 0.9446238220971774, 0.9784897645605818]
0.0103 189.0 66528 0.0037 0.9803 0.9640 0.9840 [0.9876864983314034, 0.9620615728339365, 0.991190421425641] [0.9698223935288167, 0.9433962585505954, 0.978850551670132]
0.0103 190.0 66880 0.0039 0.9804 0.9641 0.9840 [0.9875896120773044, 0.962639175073321, 0.9909607591128021] [0.9697320668479972, 0.9438613962505935, 0.9786256892574358]
0.0101 191.0 67232 0.0038 0.9804 0.9641 0.9840 [0.987447924601889, 0.9625643395281, 0.9911255979855166] [0.969575690699348, 0.9439891106239453, 0.9787427139654046]
0.0101 192.0 67584 0.0037 0.9802 0.9639 0.9840 [0.9873822739519854, 0.961667660564294, 0.9915207247870472] [0.9695065628927538, 0.9429583650305149, 0.9791643223008656]
0.0101 193.0 67936 0.0038 0.9805 0.9642 0.9840 [0.9879403847650926, 0.9628603676632305, 0.9906602315719728] [0.9700721774200771, 0.9441162336799046, 0.9783486634819251]
0.0099 194.0 68288 0.0036 0.9804 0.9641 0.9841 [0.9874542321000012, 0.962618382430838, 0.9911313029032409] [0.9695986761622117, 0.9439905450968769, 0.9787928922791438]
0.0099 195.0 68640 0.0037 0.9805 0.9642 0.9840 [0.9876605489501676, 0.963171818089593, 0.9907125558173591] [0.9697577330845388, 0.9444589857999186, 0.9784089526595565]
0.0099 196.0 68992 0.0035 0.9804 0.9641 0.9840 [0.9873243824239959, 0.9627760890840255, 0.9911231173962913] [0.9694583282463048, 0.9440813133207847, 0.9787963365559884]
0.0097 197.0 69344 0.0037 0.9802 0.9639 0.9840 [0.9872373684963721, 0.9618066807908235, 0.9915980780464682] [0.969413803637261, 0.943165043645971, 0.9792124765181354]
0.0097 198.0 69696 0.0036 0.9804 0.9641 0.9840 [0.9875230236527325, 0.9624318475724221, 0.9911486276533855] [0.9696704619647757, 0.9437824355124939, 0.9788016112447981]
0.0096 199.0 70048 0.0036 0.9805 0.9643 0.9841 [0.9878718758293846, 0.963007603129685, 0.9907160645167571] [0.970025800180911, 0.9442857700214066, 0.9784490701381757]
0.0096 200.0 70400 0.0036 0.9804 0.9642 0.9840 [0.9874385918170039, 0.9628563349087594, 0.9910250838101194] [0.9695847740968115, 0.9442094002385792, 0.9786814584311059]
0.0096 201.0 70752 0.0035 0.9805 0.9642 0.9841 [0.9871949181348407, 0.9630809014368155, 0.9911045282893811] [0.9693543099868218, 0.9443828691843815, 0.9787867070379548]
0.0095 202.0 71104 0.0036 0.9802 0.9639 0.9840 [0.987061824786181, 0.9618540856199891, 0.9916706757494732] [0.9691391241574164, 0.9432072087888956, 0.9793316307736873]
0.0095 203.0 71456 0.0035 0.9801 0.9638 0.9841 [0.9873204643243539, 0.9607918041891674, 0.9920546420869587] [0.9695051279263655, 0.9422293170516025, 0.9796954461001468]
0.0095 204.0 71808 0.0034 0.9800 0.9638 0.9841 [0.9875639260437497, 0.9604553886169336, 0.9920461197098673] [0.9697222148026532, 0.9420682577856277, 0.9796342851737422]
0.0094 205.0 72160 0.0035 0.9804 0.9641 0.9841 [0.9871394673902347, 0.9625858708434317, 0.9914083457827632] [0.9693028508153313, 0.9440114185681796, 0.979079967598763]
0.0094 206.0 72512 0.0033 0.9803 0.9641 0.9841 [0.9875835615037589, 0.9619524688577773, 0.9913790687049935] [0.9697228597287789, 0.9434018940210886, 0.9790525689383898]
0.0094 207.0 72864 0.0034 0.9803 0.9640 0.9840 [0.9874903749634204, 0.961938074719294, 0.9913717494355511] [0.969565781194546, 0.9433425725463299, 0.9790368638181551]
0.0092 208.0 73216 0.0032 0.9805 0.9642 0.9841 [0.9874692236484676, 0.9627474006277142, 0.99116411493003] [0.9696366782148776, 0.9442277602218284, 0.978854798154046]
0.0092 209.0 73568 0.0031 0.9805 0.9643 0.9841 [0.9873597930524001, 0.9629974014587211, 0.9911955269770094] [0.969557127070237, 0.9445294140879655, 0.9789049330270783]
0.0092 210.0 73920 0.0032 0.9803 0.9641 0.9841 [0.9871809028997277, 0.9622770856285637, 0.99157164030275] [0.969354200042129, 0.9437902569572477, 0.979250789087278]
0.0091 211.0 74272 0.0034 0.9805 0.9643 0.9841 [0.9876053615532426, 0.9628896250972765, 0.9909922542835827] [0.9697579597251753, 0.9442952234033613, 0.9787103505450854]
0.0091 212.0 74624 0.0032 0.9804 0.9642 0.9841 [0.9872317033096766, 0.9627850429967989, 0.9912979661246448] [0.9694125696058759, 0.9441922819298887, 0.979002751819937]
0.0091 213.0 74976 0.0033 0.9806 0.9643 0.9841 [0.9870077357417785, 0.9636315820454864, 0.9910804967609608] [0.9691730898790966, 0.9450395509450612, 0.978794670121939]
0.009 214.0 75328 0.0033 0.9803 0.9641 0.9841 [0.9870797773902784, 0.962001959938637, 0.9917453165480129] [0.9692577861208667, 0.9435246475786525, 0.9794031043704787]
0.009 215.0 75680 0.0032 0.9805 0.9642 0.9841 [0.9875298128844073, 0.9627524914811306, 0.9911251823665106] [0.9696745231573551, 0.9442325128002399, 0.9788358455346786]
0.0088 216.0 76032 0.0031 0.9803 0.9641 0.9841 [0.9875184953572446, 0.9620711655989034, 0.991418049392819] [0.9696665109026988, 0.9435805515826322, 0.9791024824018562]
0.0088 217.0 76384 0.0031 0.9807 0.9645 0.9841 [0.9872106226489796, 0.9642201845210765, 0.9907176788684751] [0.9693630116148173, 0.9456563450420279, 0.9784569426120255]
0.0088 218.0 76736 0.0030 0.9805 0.9643 0.9841 [0.9872619369080619, 0.9628710484733394, 0.9912840013260433] [0.9694243241605282, 0.9444263351803542, 0.9789757250754331]
0.0087 219.0 77088 0.0031 0.9803 0.9641 0.9841 [0.987593048443384, 0.9618148960307484, 0.9914998782126939] [0.9697519792781666, 0.9434006855490412, 0.9791616935064695]
0.0087 220.0 77440 0.0029 0.9803 0.9641 0.9841 [0.987490053807712, 0.9619173120230077, 0.991538640153674] [0.9696563371595993, 0.9434683477858977, 0.97922424481529]
0.0087 221.0 77792 0.0030 0.9804 0.9642 0.9841 [0.987243354838776, 0.9623187208238574, 0.9915383601577121] [0.9694190337894562, 0.9439138841424369, 0.9792041895309951]
0.0086 222.0 78144 0.0032 0.9805 0.9643 0.9841 [0.9873032889170706, 0.9628468918747753, 0.9912766908064747] [0.9694929708305483, 0.9443422840030161, 0.9789866470458696]
0.0086 223.0 78496 0.0030 0.9805 0.9644 0.9841 [0.9871300061430663, 0.9631613968131877, 0.9913014573242952] [0.9693307619156146, 0.9447367342484018, 0.9790093848929038]
0.0086 224.0 78848 0.0031 0.9806 0.9644 0.9841 [0.9874570775395773, 0.9634700023508762, 0.9908620780359684] [0.9696157372286418, 0.9449132886844338, 0.9785795128899252]
0.0085 225.0 79200 0.0032 0.9804 0.9642 0.9840 [0.9871453316934695, 0.9630348042582334, 0.9911492270197416] [0.9692308029950607, 0.9444050009034723, 0.9788428356542713]
0.0085 226.0 79552 0.0030 0.9806 0.9644 0.9841 [0.9873376268854088, 0.9636835087503335, 0.990905293662718] [0.9695157863655087, 0.9451963113202534, 0.978630129478866]
0.0085 227.0 79904 0.0029 0.9806 0.9644 0.9841 [0.9872191140059088, 0.9636100207839581, 0.991023530707518] [0.969410051465594, 0.9451026826814951, 0.9787545223819234]
0.0083 228.0 80256 0.0030 0.9804 0.9641 0.9841 [0.9871541891679061, 0.9624136003566472, 0.9915089124574031] [0.9693561107613394, 0.9438069007932981, 0.9792026539701242]
0.0083 229.0 80608 0.0028 0.9805 0.9643 0.9841 [0.9878502877426685, 0.9623796613338713, 0.9911657817809909] [0.9700099308035154, 0.944001563340932, 0.9788922673746748]
0.0083 230.0 80960 0.0032 0.9803 0.9641 0.9841 [0.9869102649842904, 0.9624538580268988, 0.991600948005078] [0.9691057837579132, 0.9437911318508662, 0.9792717190769751]
0.0083 231.0 81312 0.0029 0.9806 0.9644 0.9841 [0.9873879841004801, 0.9633279176302313, 0.9909829969170914] [0.9695188284520148, 0.9448305395300395, 0.978704354065559]
0.0083 232.0 81664 0.0028 0.9805 0.9643 0.9841 [0.9871548892873503, 0.9632108180195887, 0.9911995344192146] [0.9693475050192913, 0.9447115725630284, 0.9788865084550747]
0.0083 233.0 82016 0.0029 0.9805 0.9643 0.9841 [0.9869485660140697, 0.9633512756635536, 0.9912967717668697] [0.9691604911050336, 0.9448436251370543, 0.9789920211498035]
0.0083 234.0 82368 0.0028 0.9804 0.9642 0.9841 [0.9874701485769076, 0.962333544191158, 0.9914299929705701] [0.9696522580364918, 0.9439288029334935, 0.9791405826499852]
0.0083 235.0 82720 0.0027 0.9806 0.9644 0.9842 [0.9870091680962377, 0.9635095013841481, 0.991255174866775] [0.9692282538388001, 0.9450741083363015, 0.9789775460342989]
0.008 236.0 83072 0.0028 0.9806 0.9644 0.9841 [0.9871123104635356, 0.9634985410762046, 0.9911562925428434] [0.9693076689921786, 0.9450582129959922, 0.9788650473899283]
0.008 237.0 83424 0.0027 0.9806 0.9644 0.9841 [0.9871143465907266, 0.9634429609353763, 0.9911483345326129] [0.9693014027579444, 0.9449565017008942, 0.9788545785752472]
0.008 238.0 83776 0.0028 0.9806 0.9644 0.9841 [0.9875412396045109, 0.9632695025827945, 0.9909660615363313] [0.969708268244057, 0.9448606176635932, 0.9786805329057939]
0.0079 239.0 84128 0.0028 0.9805 0.9644 0.9842 [0.9872863511650116, 0.9630001764729363, 0.9912948992938743] [0.9694999664982501, 0.9445687946657463, 0.979024849507497]
0.0079 240.0 84480 0.0027 0.9805 0.9644 0.9841 [0.9875615944533069, 0.9628556860745006, 0.9911536632057635] [0.969746983686512, 0.9444731215450847, 0.9788638674950166]
0.0079 241.0 84832 0.0027 0.9804 0.9642 0.9842 [0.9872719120043636, 0.9622136895304314, 0.9916669089287978] [0.96947856578232, 0.943867946716767, 0.9793818318091142]
0.0078 242.0 85184 0.0027 0.9804 0.9642 0.9841 [0.9875869529080392, 0.9622343024957349, 0.9913724406755822] [0.9697632481501496, 0.9438242142000535, 0.9790688447438531]
0.0078 243.0 85536 0.0028 0.9804 0.9642 0.9841 [0.9871847760375706, 0.9623025698418423, 0.9916063641769667] [0.9693550685934906, 0.9438856766221582, 0.9793018029928025]
0.0078 244.0 85888 0.0027 0.9804 0.9642 0.9841 [0.9876182527433763, 0.9622734521567136, 0.9913365355684011] [0.9697782023261515, 0.9438211780426214, 0.9790657546695997]
0.0078 245.0 86240 0.0026 0.9806 0.9644 0.9841 [0.9872617056759518, 0.9634749534553754, 0.9910866566721233] [0.9694579588323501, 0.9450422200764061, 0.9788115845373153]
0.0078 246.0 86592 0.0026 0.9805 0.9643 0.9842 [0.9870591656169158, 0.9627786844210612, 0.9915471275312702] [0.9692647139649979, 0.9443898595059861, 0.9792652352227051]
0.0078 247.0 86944 0.0027 0.9804 0.9642 0.9841 [0.9871975644578777, 0.9626957534207017, 0.9914022427457804] [0.969384188887961, 0.9441900938642585, 0.9791036071979489]
0.0076 248.0 87296 0.0026 0.9807 0.9645 0.9842 [0.9875571239658465, 0.9637622373011082, 0.9907667831602991] [0.9697249238650236, 0.9453031920112468, 0.9785281774947534]
0.0076 249.0 87648 0.0025 0.9805 0.9643 0.9842 [0.9870201708908063, 0.9628538493744444, 0.991532458367827] [0.96922324336135, 0.944477626940378, 0.9792385115890625]
0.0076 250.0 88000 0.0025 0.9804 0.9642 0.9841 [0.987316976573361, 0.9622751091795904, 0.9915799220583116] [0.9694984377870266, 0.9439147473837587, 0.9792905403979277]
0.0076 251.0 88352 0.0026 0.9805 0.9643 0.9841 [0.9873270801319461, 0.9629344046432097, 0.9912755751975639] [0.9695067997112319, 0.9445116798598668, 0.979005586937938]
0.0076 252.0 88704 0.0026 0.9805 0.9644 0.9842 [0.9872198719333805, 0.9630863616266563, 0.9913116903017164] [0.9694204441976016, 0.9446889129545831, 0.9790439877435952]
0.0074 253.0 89056 0.0025 0.9805 0.9643 0.9842 [0.9874641365420471, 0.9627468815603071, 0.991283047589798] [0.9696399451994885, 0.9443504069269787, 0.9790216132451589]
0.0074 254.0 89408 0.0026 0.9808 0.9646 0.9842 [0.9873045928092467, 0.9643298275287738, 0.9907429966283455] [0.9695190413887416, 0.9459256025289009, 0.9784967869199862]
0.0074 255.0 89760 0.0025 0.9806 0.9644 0.9841 [0.9872113420377664, 0.9635675670592916, 0.9910788430348106] [0.9693956084661738, 0.9451239838668218, 0.9788154599624681]
0.0073 256.0 90112 0.0026 0.9804 0.9642 0.9841 [0.987484330812989, 0.9622358397338254, 0.9914549344858667] [0.9696559036602705, 0.9438166658598892, 0.9791718402979414]
0.0073 257.0 90464 0.0025 0.9806 0.9644 0.9841 [0.9874388872802556, 0.9635830192967202, 0.9908773421908306] [0.9695990130799402, 0.945059397324563, 0.9786283344156067]
0.0073 258.0 90816 0.0024 0.9805 0.9644 0.9842 [0.9871417347495358, 0.9629228054830727, 0.9914634043637152] [0.969359282176641, 0.9445828269387898, 0.9791841187291839]
0.0073 259.0 91168 0.0026 0.9806 0.9645 0.9841 [0.9873656445094064, 0.9636186253244383, 0.9909320420269564] [0.9695245497915613, 0.9452068906120951, 0.9786524110125128]
0.0073 260.0 91520 0.0024 0.9806 0.9644 0.9842 [0.9872265776645711, 0.9632426508265395, 0.9912185828944998] [0.9694170625364763, 0.9448040657581864, 0.9789569942029184]
0.0073 261.0 91872 0.0024 0.9806 0.9644 0.9842 [0.9876243547018352, 0.9629379981867977, 0.9911171456074157] [0.9698257208598565, 0.9445633050833924, 0.9788525526672367]
0.0072 262.0 92224 0.0023 0.9806 0.9644 0.9842 [0.9873571852680482, 0.9630501966032688, 0.9912866700375556] [0.9695671945093366, 0.9447553511024964, 0.9790153473240063]
0.0072 263.0 92576 0.0023 0.9806 0.9645 0.9842 [0.9874837398864856, 0.963031969351625, 0.9912128911015862] [0.9696872364904785, 0.944716840197944, 0.9789591262331183]
0.0072 264.0 92928 0.0024 0.9806 0.9644 0.9842 [0.987389474262967, 0.9630620453150438, 0.9912245328086909] [0.9695947614625411, 0.9446835884129801, 0.9789611785501536]
0.0071 265.0 93280 0.0024 0.9806 0.9645 0.9842 [0.9874630317664104, 0.9634557080330483, 0.9909946517490068] [0.9696480706685692, 0.9450609015043526, 0.9787442614830162]
0.0071 266.0 93632 0.0024 0.9804 0.9643 0.9842 [0.9874199840552614, 0.9622419787041216, 0.991556822391452] [0.9696184222066214, 0.9439083033075235, 0.979274238785181]
0.0071 267.0 93984 0.0024 0.9804 0.9643 0.9842 [0.9874961943048559, 0.9620969392920821, 0.9915813570376165] [0.9697101699926985, 0.9438082339752081, 0.9792798987026007]
0.007 268.0 94336 0.0024 0.9807 0.9645 0.9842 [0.9875322665140193, 0.9636570562766994, 0.9908556950030236] [0.9697359772993449, 0.9452334718918867, 0.9786012084383675]
0.007 269.0 94688 0.0023 0.9806 0.9645 0.9842 [0.987430222499244, 0.9634228969836763, 0.9910361174009944] [0.9696293567375167, 0.9450235998911664, 0.9787827954583327]
0.0069 270.0 95040 0.0024 0.9806 0.9645 0.9841 [0.9874078957543986, 0.9635294555331273, 0.9909630647045512] [0.9695954460085715, 0.9450578525705575, 0.9787108785837519]
0.0069 271.0 95392 0.0023 0.9805 0.9644 0.9842 [0.9871998703558637, 0.9629407632189474, 0.9914288073626688] [0.9693981985574068, 0.9446094332251453, 0.979170858606967]
0.0069 272.0 95744 0.0024 0.9805 0.9643 0.9842 [0.9876030363859141, 0.9625240319475209, 0.9913156671193633] [0.9697894702424387, 0.9441702827013666, 0.9790557244813065]
0.0069 273.0 96096 0.0023 0.9806 0.9644 0.9842 [0.9876565730424981, 0.9629784654804253, 0.9911007877183271] [0.9698549973241095, 0.9446308132390798, 0.9788478588867151]
0.0069 274.0 96448 0.0022 0.9805 0.9644 0.9842 [0.9871939610908298, 0.9628372591815463, 0.9914713317493874] [0.9694092102984029, 0.9445075203806517, 0.9791947572244304]
0.0069 275.0 96800 0.0022 0.9805 0.9644 0.9842 [0.9873550142554596, 0.9630053272187459, 0.9912852263083768] [0.9695644877645404, 0.9446726386279053, 0.9790101736105153]
0.0068 276.0 97152 0.0023 0.9806 0.9645 0.9842 [0.9873346272910927, 0.9634574249483181, 0.9910981540063102] [0.9695401629981256, 0.9451262914673374, 0.9788210320833994]
0.0068 277.0 97504 0.0023 0.9806 0.9644 0.9842 [0.987724728706927, 0.9629851834105219, 0.9910390704834053] [0.9699237108986393, 0.9446176645686377, 0.9787827558398771]
0.0068 278.0 97856 0.0022 0.9806 0.9645 0.9842 [0.9875673495636008, 0.9629767485651555, 0.9911828746594795] [0.9697661403344439, 0.9446529105936529, 0.978938794995493]
0.0067 279.0 98208 0.0022 0.9806 0.9645 0.9842 [0.9873623751442953, 0.9634800742549883, 0.9910777799251427] [0.9695633746100717, 0.9451079282791597, 0.9788304180323308]
0.0067 280.0 98560 0.0023 0.9804 0.9643 0.9842 [0.9871281370168438, 0.962185150805103, 0.9918147817961938] [0.9693360308326654, 0.9438986229678025, 0.9795381573399652]
0.0067 281.0 98912 0.0021 0.9806 0.9645 0.9842 [0.9872874430944201, 0.9633456657427301, 0.9911650642913384] [0.9694875063837871, 0.9449986604603943, 0.9788859757850384]
0.0066 282.0 99264 0.0022 0.9806 0.9644 0.9842 [0.9875127980549783, 0.9630512646842797, 0.9911576268985995] [0.969702486455737, 0.9447012633564738, 0.9789033905207675]
0.0066 283.0 99616 0.0022 0.9805 0.9644 0.9842 [0.9872549999447612, 0.9625980589454345, 0.9915570148886759] [0.9694709839615033, 0.9443036189748198, 0.9792857263160384]
0.0066 284.0 99968 0.0022 0.9807 0.9646 0.9842 [0.9869722159204335, 0.9641038036191516, 0.9910927465842954] [0.9692002873323862, 0.9457309505274041, 0.9788480630959933]
0.0066 285.0 100320 0.0021 0.9807 0.9646 0.9842 [0.9874614966421243, 0.9636336084047874, 0.9909661884095016] [0.9696797792200785, 0.9452806101403779, 0.9787193724244809]
0.0066 286.0 100672 0.0021 0.9805 0.9644 0.9842 [0.9874145950624751, 0.9628353825532281, 0.991339217404724] [0.9696226586547914, 0.944525139001777, 0.9790743681300117]
0.0065 287.0 101024 0.0023 0.9805 0.9644 0.9842 [0.9872107703806055, 0.9628980699247084, 0.9914424002916333] [0.9694201219759374, 0.9445663132786539, 0.9791793164178793]
0.0065 288.0 101376 0.0022 0.9808 0.9647 0.9842 [0.9872482620979998, 0.9640900882611239, 0.9909387706799166] [0.9694678407121284, 0.9457909365231821, 0.9786919890621891]
0.0065 289.0 101728 0.0022 0.9806 0.9644 0.9842 [0.987160676513215, 0.9632510058153817, 0.9913168133528324] [0.9693591000744941, 0.9449026019939919, 0.9790631513234845]

Framework versions

  • Transformers 4.45.2
  • Pytorch 2.4.1+cu121
  • Datasets 3.0.1
  • Tokenizers 0.20.0