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final_segformer

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segformer
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final_segformer

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on the scene_parse_150 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6049
  • Mean Iou: 0.3447
  • Mean Accuracy: 0.5676
  • Overall Accuracy: 0.8226
  • Per Category Iou: [0.7326548261190029, 0.31403251023310264, 0.9683257053860633, 0.7656613170152077, 0.757276930666942, 0.7763142928638049, 0.8294222929302973, 0.9085291734197731, 0.40465645381465193, 0.7791935365674924, 0.0, 0.7775910859568447, 0.933100826663359, nan, 0.3629440157229978, 0.6522244125080773, 0.0, 0.4452428449293653, 0.34196252465483234, 0.35037349788892497, 0.06929248723559446, nan, 0.6822634757324983, 0.0, 0.0, nan, 0.942328838963983, 0.6631026269580487, nan, nan, nan, 0.9594628211313473, 0.0, nan, 0.584703235853954, nan, 0.3723730141768184, 0.0, nan, 0.8259911894273128, nan, 0.0, 0.10308946232402307, 0.09477124183006536, 0.8886679238813646, nan, nan, 0.8582377791188895, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.9396076304131634, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.8530927835051546, 0.15884194053208137, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.6692727724000993, nan, nan, 0.0, 0.5950668036998972, nan, nan, 0.7356296621325142, 0.0, 0.20084121976866456, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.5774251140646697, 0.05, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3490271438866202, 0.0, nan, nan, 0.0, nan, nan, 0.5098799492953545, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan]
  • Per Category Accuracy: [0.8157732759163365, 0.702416307881557, 0.9901226124761858, 0.9007108337125891, 0.9465649402333303, 0.8498462228088307, 0.8763460629300835, 0.9500476665681743, 0.48168342751909293, 0.7791935365674924, 0.0, 0.8805107022155464, 0.979024405181125, nan, 0.7747478175031619, 0.7461936534376433, nan, 0.582611938310737, 0.45757958981690217, 0.6249806890159123, 0.08987701040681173, nan, 0.990646921278254, nan, 0.0, nan, 0.9717725052337753, 0.8103726681681044, nan, nan, nan, 0.9714692424236642, nan, nan, 0.7224201824401368, nan, 0.4742763814535886, nan, nan, 0.8401639344262295, nan, 0.0, 0.10760642948416167, 0.1152099886492622, 0.9185568471789056, nan, nan, 0.9834716459197786, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.963325712167089, nan, nan, nan, nan, nan, nan, nan, nan, 0.8560049653460226, 0.6351192804067266, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6780236359064622, nan, nan, nan, 0.6447661469933185, nan, nan, 0.8501521298174443, 0.0, 0.24869791666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.6417390537501654, 0.05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.39835503769705277, 0.0, nan, nan, 0.0, nan, nan, 0.5098799492953545, nan, nan, nan, nan, nan, nan, nan, nan]

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: 6e-05
  • train_batch_size: 4
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Per Category Iou Per Category Accuracy
No log 1.0 34 0.4099 0.3924 0.6115 0.8582 [0.7895737886426407, 0.6517723052079128, 0.9790681253204105, 0.8023465851372054, 0.7544404336273537, 0.7761905309388581, 0.7886807031099092, 0.8705055048163957, 0.4732123295751386, 0.9010210155212673, 0.00604441945459657, 0.7159981857059547, 0.925089463220676, nan, 0.5452695829094608, 0.5559540223316022, 0.0, 0.45108934375823595, 0.24360162727225912, 0.39154358528815525, 0.3748902546093064, nan, 0.6488236289776574, nan, 0.0, nan, 0.9523320935402505, 0.5932424471934696, nan, nan, nan, 0.9675527258852488, 0.0, 0.0, 0.700149387511204, 0.0, 0.41872612458096203, 0.0, nan, 0.7851718714895529, nan, 0.0, 0.20415078356628547, 0.0, 0.7057254258157193, 0.0, nan, 0.8861777807326641, nan, nan, nan, nan, nan, 0.017542738456622464, nan, nan, 0.9361249325580001, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.8991798359671934, 0.1630449185106665, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.7601681295586599, nan, nan, 0.0, 0.7805825242718447, nan, nan, 0.7402959468153549, 0.0, 0.162227602905569, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.8398942295389602, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.35974329054842474, 0.0, 0.0, nan, 0.0, nan, nan, 0.9907799836419064, nan, 0.0, nan, nan, nan, 0.0, nan, nan] [0.9044820696231601, 0.709269835691064, 0.9889013726735382, 0.8872273873249102, 0.9426569816218386, 0.8406258171358842, 0.8579082838682566, 0.9516978775833329, 0.5069601169949627, 0.9013263960134839, 0.00661258698243051, 0.8298911002628614, 0.9795985546743424, nan, 0.7936576487645371, 0.7282638193541142, nan, 0.5470793490131316, 0.5202067410787925, 0.7310366136258304, 0.40397350993377484, nan, 0.9959080280592362, nan, 0.0, nan, 0.9715631542219121, 0.8986742021841669, nan, nan, nan, 0.9870970450286796, nan, nan, 0.8350199543899658, nan, 0.4873423464295436, nan, nan, 0.9548633879781421, nan, 0.0, 0.2107068397336741, 0.0, 0.7312872129288347, nan, nan, 0.9217842323651452, nan, nan, nan, nan, nan, 0.01998689384010485, nan, nan, 0.9649323364023976, nan, nan, nan, nan, nan, nan, nan, nan, 0.9299679321402711, 0.9624560031286664, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7730701533819462, nan, nan, nan, 0.9512806236080178, nan, nan, 0.8752535496957403, 0.0, 0.17447916666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.8683363463997531, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4226182316655243, 0.0, nan, nan, 0.0, nan, nan, 0.9935873536649019, nan, nan, nan, nan, nan, nan, nan, nan]
No log 2.0 68 0.4758 0.3795 0.6006 0.8343 [0.751878165329026, 0.3370218551918578, 0.9763034087301206, 0.8144820643735031, 0.7545900490539593, 0.7180163301181968, 0.7164431280115141, 0.8768919319964387, 0.6099629347718172, 0.8524264375921533, 0.01029310851877267, 0.5943792325056434, 0.9223843752268932, nan, 0.5528213739800641, 0.60410600563661, nan, 0.4545798806023345, 0.33462883793237463, 0.3646815682812312, 0.35784313725490197, nan, 0.6735760474798477, nan, 0.0, nan, 0.9508956724787374, 0.6269341355182901, nan, nan, nan, 0.9674200384923577, 0.0, 0.0, 0.6799495889095601, nan, 0.42194950363480027, 0.0, nan, 0.8840855582828232, nan, 0.0, 0.0, 0.0, 0.7557161272813624, 0.0, nan, 0.8896939897780941, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9071624087591241, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.8975727666431664, 0.19378710254533627, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.781856383636139, nan, nan, 0.0, 0.7931396569828492, nan, nan, 0.7513249947000212, 0.0, 0.18270401948842874, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.7585528566541225, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3395642338373616, 0.0, 0.0, nan, 0.0, nan, nan, 0.9850346213982578, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8334891550422118, 0.7404797469466655, 0.9914122417077817, 0.8942598732924459, 0.9265518898027377, 0.7730447883851527, 0.9021116772600725, 0.9224791075480429, 0.6655442612887501, 0.8526216473691924, 0.012110261043404713, 0.659181374389786, 0.9725326882444805, nan, 0.7921152481722553, 0.7261302065299782, nan, 0.5435633806568468, 0.5207565843734535, 0.7019542715896802, 0.41438032166508987, nan, 0.9877890361132762, nan, 0.0, nan, 0.973307745987439, 0.801470275782943, nan, nan, nan, 0.9860017631367042, nan, nan, 0.8074401368301026, nan, 0.48979221486253516, nan, nan, 0.9644262295081967, nan, 0.0, 0.0, 0.0, 0.7895165863339949, nan, nan, 0.9510373443983402, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9830068590496199, nan, nan, nan, nan, nan, nan, nan, nan, 0.9218992448536257, 0.9319515056707078, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.795323107870254, nan, nan, nan, 0.9462694877505567, nan, nan, 0.8985801217038539, 0.0, 0.1953125, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.7821332510251775, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3909527073337903, 0.0, nan, nan, 0.0, nan, nan, 0.9865036164342704, nan, nan, nan, nan, nan, nan, nan, nan]
No log 3.0 102 0.4677 0.4126 0.6091 0.8363 [0.7577584081630948, 0.38862957211951193, 0.9783660688869912, 0.8124463292510536, 0.7521159775065529, 0.7484274921518347, 0.8284574468085106, 0.8781548122207463, 0.41747180580387844, 0.8041184229810934, 0.02012000143714296, 0.7527752441547463, 0.9206270698034493, nan, 0.4385770618340465, 0.5490514510432218, 0.0, 0.4381432200835379, 0.3710471647303224, 0.32195986035393054, 0.3497942386831276, nan, 0.6754184007792438, nan, 0.0, nan, 0.9492431292528622, 0.5837156604934818, nan, nan, nan, 0.9684890782606091, 0.0, 0.0, 0.6789179653043222, 0.0, 0.4239012268985867, 0.0, nan, 0.8695887712386112, nan, 0.0, 0.17288684671581106, 0.0, 0.7540519429798868, nan, nan, 0.8900675024108003, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9395383693045564, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.8826556351528605, 0.1836797774515107, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8488555165314279, nan, nan, 0.0, 0.8045785143674735, nan, nan, 0.7361287590004235, 0.0, 0.1375, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.8128547383254394, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3348751156336725, 0.0, 0.0, nan, 0.0, nan, nan, 0.9949049797314887, nan, nan, nan, nan, nan, 0.0, nan, nan] [0.8456222648627099, 0.7279061593884545, 0.990586683601192, 0.8884915732975027, 0.9341168372066342, 0.8104182490567917, 0.8835951042706309, 0.9324584241599813, 0.43843320634806, 0.8041184229810934, 0.021529352966052823, 0.8471147828263863, 0.9831965581651714, nan, 0.8062744856094025, 0.705523998465296, nan, 0.5420451215939056, 0.5303238577005553, 0.7230418662135022, 0.402081362346263, nan, 0.9908417770849571, nan, 0.0, nan, 0.9698360083740405, 0.886648536098245, nan, nan, nan, 0.987150473413654, nan, nan, 0.8227622576966933, nan, 0.4953271028037383, nan, nan, 0.9648633879781421, nan, 0.0, 0.17586925818817675, 0.0, 0.8211298554011908, nan, nan, 0.9574688796680498, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9683927578322932, nan, nan, nan, nan, nan, nan, nan, nan, 0.90493431260991, 0.9296050058662495, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.881191853155645, nan, nan, nan, 0.9393095768374164, nan, nan, 0.8813387423935092, 0.0, 0.14322916666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.9156488381321928, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3969842357779301, 0.0, nan, nan, 0.0, nan, nan, 0.9973902020729252, nan, nan, nan, nan, nan, nan, nan, nan]
No log 4.0 136 0.4451 0.3986 0.6062 0.8542 [0.7925532079736293, 0.5682686702506639, 0.9788751169430482, 0.8088236245431316, 0.7537738619676946, 0.7688211677477181, 0.8148221100578604, 0.8707500338228101, 0.409519217756124, 0.8272570716693537, 0.011077941229363737, 0.7516643886953838, 0.9292796680859089, nan, 0.40605872300761225, 0.561599262751214, nan, 0.4612188997945674, 0.36782456821269166, 0.36812411847672777, 0.40465918895599656, nan, 0.6718405503130788, nan, 0.0, nan, 0.949401537319672, 0.6557168363973019, nan, nan, nan, 0.9682746778541355, 0.0, 0.0, 0.6679300291545189, nan, 0.4199254382485921, 0.0, nan, 0.8730630229219268, nan, 0.0, 0.12699151837685016, 0.0, 0.7356488833327702, nan, nan, 0.8929720684772815, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9400503778337531, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.8715549679650157, 0.17343470483005366, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8327832783278328, nan, nan, 0.0, 0.812972838893712, nan, nan, 0.7442528735632183, 0.0, 0.15432098765432098, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.787654615598775, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.39997611369879377, 0.0, 0.0, nan, 0.0, nan, nan, 0.9790332191270669, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8943901853306878, 0.7708900799578244, 0.9864637780274534, 0.9032211458581656, 0.9201987680967166, 0.9025040156392026, 0.869202080159689, 0.9329211522486912, 0.4370610432050842, 0.8272570716693537, 0.011841144131329053, 0.8535986982100388, 0.9807774749670821, nan, 0.8063053336212481, 0.741355592779405, nan, 0.5382095197506859, 0.5210864903502502, 0.6653020237911323, 0.44370860927152317, nan, 0.9896076903091712, nan, 0.0, nan, 0.9707431960921145, 0.842710236688905, nan, nan, nan, 0.9856201318154584, nan, nan, 0.81634834663626, nan, 0.48035568460212325, nan, nan, 0.9636612021857923, nan, 0.0, 0.1283879211782904, 0.0, 0.7716543804933371, nan, nan, 0.9595435684647303, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9801025767781004, nan, nan, nan, nan, nan, nan, nan, nan, 0.8865211544429502, 0.75831052014079, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8565501634397787, nan, nan, nan, 0.9124443207126949, nan, nan, 0.9193711967545639, 0.0, 0.16276041666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.8732307420962123, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4590815627141878, 0.0, nan, nan, 0.0, nan, nan, 0.9801282529267019, nan, nan, nan, nan, nan, nan, nan, nan]
No log 5.0 170 0.4378 0.4268 0.6127 0.8487 [0.7838558484357825, 0.4423435115747403, 0.9801142004755932, 0.7856299293622976, 0.7518859109348649, 0.7593764282842967, 0.8082851887354595, 0.894111093426707, 0.421081495151378, 0.8360508573941081, 0.0, 0.722557221113423, 0.9283495412777605, nan, 0.4246381868634, 0.5963426655386264, nan, 0.4259776825455976, 0.3547547010838344, 0.33567197996581466, 0.516, nan, 0.6751829673985362, nan, 0.0, nan, 0.9513513971641424, 0.6682878907445283, nan, nan, nan, 0.9672510676556529, 0.0, nan, 0.6656495204882301, nan, 0.41609232248757816, 0.0, nan, 0.8927173857803526, nan, 0.0, 0.2301095604538933, 0.0, 0.7929898621638044, nan, nan, 0.9028758169934641, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9203354297693921, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.9205940594059406, 0.18680037313432835, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7829687306884192, nan, nan, 0.0, 0.8207759699624531, nan, nan, 0.7372057870870222, 0.0, 0.17105263157894737, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.8041413669624786, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3432063939821345, 0.0, 0.0, nan, 0.0, nan, nan, 0.994308882606755, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8786887195185925, 0.715736754239522, 0.9885838503248497, 0.8962392273295335, 0.9462637764504263, 0.8585498873130705, 0.8194305825497715, 0.9395665966070323, 0.4366818928629462, 0.8360508573941081, 0.0, 0.8519464263362123, 0.9814587990323668, nan, 0.7883517907270876, 0.7189807319789259, nan, 0.5480648855978478, 0.5093198438445043, 0.6522864205159895, 0.6102175969725638, nan, 0.9886983632112237, nan, 0.0, nan, 0.9791434054431263, 0.8816555475290019, nan, nan, nan, 0.9853644388302236, nan, nan, 0.7617588369441277, nan, 0.4711006260774884, nan, nan, 0.9598907103825136, nan, 0.0, 0.2373058040217903, 0.0, 0.8787921746526793, nan, nan, 0.9553250345781467, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9765803621083854, nan, nan, nan, nan, nan, nan, nan, nan, 0.9618289024516395, 0.9397731716855691, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7964546140306764, nan, nan, nan, 0.9128619153674833, nan, nan, 0.8656186612576064, 0.0, 0.18619791666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.9109749107103488, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4002741603838245, 0.0, nan, nan, 0.0, nan, nan, 0.9966072626948028, nan, nan, nan, nan, nan, nan, nan, nan]
No log 6.0 204 0.4332 0.4301 0.6187 0.8598 [0.8020267501440416, 0.6496986232308479, 0.97362599394396, 0.8007705423306446, 0.7657066971570133, 0.7457782418308313, 0.8083589398886115, 0.8933475926724024, 0.3873581847649919, 0.887087912087912, 0.009961545504486358, 0.7117151351230525, 0.931148994302988, nan, 0.3748600183248738, 0.5613468699998584, 0.0, 0.4537041196819264, 0.4125902711541082, 0.33652433953249694, 0.5442729488220959, nan, 0.6867792608735132, nan, 0.0, nan, 0.9446213201089136, 0.6353188039486861, nan, nan, nan, 0.9674941164125856, 0.0, nan, 0.6604531115572125, nan, 0.39172749391727496, 0.0, nan, 0.8966317635528963, nan, 0.0, 0.4409673257523478, 0.08582089552238806, 0.8048948876385101, nan, nan, 0.8721590909090909, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9375586144304946, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, 0.8469211195928753, 0.18401053804843448, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8107041558761869, nan, nan, 0.0, 0.810031746031746, nan, nan, 0.7505385609651013, 0.0, 0.17464114832535885, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.8312394298139647, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4637181224590366, 0.0, 0.0, nan, 0.0, nan, nan, 0.9889021301951437, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.9103504472976786, 0.7699850628240049, 0.9911142591959358, 0.8821092401158717, 0.9219842390953613, 0.8715867066777901, 0.8844093081893155, 0.9360598981998205, 0.401303554985827, 0.8873479407885094, 0.010457114297797086, 0.7970960070096382, 0.9809612028049116, nan, 0.795107505321282, 0.7419732175442865, nan, 0.5379964307593958, 0.499477648870072, 0.7345125907616252, 0.6338694418164617, nan, 0.982527929332294, nan, 0.0, nan, 0.965361130495464, 0.8491480049292482, nan, nan, nan, 0.9852575820602748, nan, nan, 0.8206242873432155, nan, 0.4528627166318846, nan, nan, 0.9498907103825137, nan, 0.0, 0.4942161544152263, 0.09137343927355278, 0.8263751063226538, nan, nan, 0.976625172890733, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9575171476240499, nan, nan, nan, nan, nan, nan, nan, nan, 0.8607634219509672, 0.7102072741493938, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8265023887352275, nan, nan, nan, 0.887945434298441, nan, nan, 0.8833671399594321, 0.0, 0.19010416666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.9102253185766568, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5159698423577793, 0.0, nan, nan, 0.0, nan, nan, 0.9900082022220565, nan, nan, nan, nan, nan, nan, nan, nan]
No log 7.0 238 0.4407 0.4100 0.6186 0.8573 [0.7985606971248648, 0.5902534535673878, 0.9777806709195851, 0.791430642266332, 0.7691987389209446, 0.7650941115887046, 0.8405137215114696, 0.896849841179716, 0.35266890239642285, 0.8721465786413457, 0.0, 0.7469846984698469, 0.9267212367284018, nan, 0.503359664985248, 0.5803722128453407, 0.0, 0.45141739560274236, 0.26908073270013566, 0.3358689162594255, 0.3441441441441441, nan, 0.665099473248879, nan, 0.0, nan, 0.9435159485887528, 0.5968662594896968, nan, nan, nan, 0.9648158721096203, 0.0, nan, 0.6548817739563298, 0.0, 0.39984917043740575, 0.0, nan, 0.8928515807506618, nan, 0.0, 0.5263525915566821, 0.015129331381161543, 0.8071182548794489, nan, nan, 0.8533719038148617, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9389579508172049, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.8063228974831185, 0.18941214159859043, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.7215632413534774, nan, nan, 0.0, 0.8108779336893084, nan, nan, 0.73989898989899, 0.0, 0.17427884615384615, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.7944415933046465, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.528141592920354, 0.0, nan, nan, 0.0, nan, nan, 0.9950450786081514, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan] [0.885191264347449, 0.765503910025481, 0.9905671437643496, 0.9189620671969024, 0.9272259230311418, 0.9064885258557358, 0.8921048484530125, 0.933439630709535, 0.3645440265766335, 0.8724901069910597, 0.0, 0.8310426836900738, 0.9802339467801696, nan, 0.8157448252460129, 0.7336539991203526, nan, 0.5594651466318621, 0.5233958321878265, 0.5866290746176425, 0.36140018921475875, nan, 0.9923356716030137, nan, 0.0, nan, 0.9637212142358688, 0.8886669782858114, nan, nan, nan, 0.9802620280651674, nan, nan, 0.8250427594070695, nan, 0.48108157154523185, nan, nan, 0.9398360655737705, nan, 0.0, 0.6075055484565203, 0.017593643586833144, 0.8720229656932237, nan, nan, 0.979253112033195, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9638200580856454, nan, nan, nan, nan, nan, nan, nan, nan, 0.8152477500775835, 0.9249120062573328, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.726552677897913, nan, nan, nan, 0.9089643652561247, nan, nan, 0.8914807302231237, 0.0, 0.18880208333333334, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.8873407116715905, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6135709389993146, 0.0, nan, nan, 0.0, nan, nan, 0.9957870404891507, nan, nan, nan, nan, nan, nan, nan, nan]
No log 8.0 272 0.4366 0.3956 0.6145 0.8601 [0.8040508902005498, 0.64098621502119, 0.9771342639006709, 0.801379973116591, 0.7609859228757637, 0.7531138222582802, 0.8179943284351637, 0.894888041668904, 0.38038173471853104, 0.8979565667390249, 0.0, 0.7687082096088527, 0.9372560549818075, nan, 0.4376169113873761, 0.5719367844591535, 0.0, 0.4503125814014066, 0.29478063774955754, 0.3543482622556123, 0.28957528957528955, nan, 0.6797694628303841, nan, 0.0, nan, 0.936840119046598, 0.6929483038566964, nan, nan, nan, 0.9657043506995817, 0.0, nan, 0.6427735206470838, nan, 0.3915108795586883, 0.0, nan, 0.8874772221097388, 0.0, 0.0, 0.5438860117530254, 0.05283842794759825, 0.820763389969015, nan, nan, 0.8730609974661641, nan, nan, nan, nan, nan, 0.001383427988932576, nan, nan, 0.9388341295277257, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.803835560542691, 0.19108172261783654, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6745033945184813, nan, nan, 0.0, 0.8064438276819115, nan, nan, 0.7329557830538009, 0.0, 0.18364928909952608, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.7161537549875558, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5280362389813908, 0.0, nan, nan, 0.0, nan, nan, 0.8155245693833421, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8927814524759331, 0.73623583164924, 0.9903180108446095, 0.9216602012584069, 0.9368990169153658, 0.9189027654991222, 0.8333771077375637, 0.9291078267947439, 0.4263816419015292, 0.8980470467536275, 0.0, 0.9008386531480786, 0.9761230364087332, nan, 0.8154980411512478, 0.744715097182321, nan, 0.5525663905388488, 0.5220212239511739, 0.6138961841495443, 0.3547776726584674, nan, 0.9805793712652637, nan, 0.0, nan, 0.9528000697836706, 0.8432838992053712, nan, nan, nan, 0.9814374525346045, nan, nan, 0.8608181299885975, nan, 0.46366028491062516, nan, nan, 0.958087431693989, nan, 0.0, 0.6815858497545229, 0.06867196367763904, 0.8543025233909839, nan, nan, 0.9769709543568464, nan, nan, nan, nan, nan, 0.001383427988932576, nan, nan, 0.9593709448186368, nan, nan, nan, nan, nan, nan, nan, nan, 0.8151443053687804, 0.8815017598748534, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6745033945184813, nan, nan, nan, 0.9302616926503341, nan, nan, 0.8531947261663286, 0.0, 0.20182291666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.7993297764451696, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5912268677176148, 0.0, nan, nan, 0.0, nan, nan, 0.8155245693833421, nan, nan, nan, nan, nan, nan, nan, nan]
No log 9.0 306 0.4803 0.4011 0.6079 0.8393 [0.7630492904931592, 0.40970070234406114, 0.9766849237201998, 0.7758249553582349, 0.7558808918500336, 0.7361635093915556, 0.8171638117739712, 0.9022714846134654, 0.3252123418270064, 0.8356569690751868, 0.0, 0.7366005428186854, 0.9270084040881637, nan, 0.42356922664522184, 0.6258951452590233, 0.0, 0.4491813141948515, 0.29086135450605766, 0.3306038213168231, 0.4217171717171717, nan, 0.6749433660551681, nan, 0.0, nan, 0.9399611167010591, 0.5863554177017949, nan, nan, nan, 0.967671195967413, 0.0, nan, 0.6405529953917051, nan, 0.3939961013645224, 0.0, nan, 0.8461702127659575, nan, 0.0, 0.3068192717158477, 0.08118219229330341, 0.8316311254532752, nan, nan, 0.8644379132990448, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9401168889554923, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.8085717215215831, 0.1933958418263351, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.7653769841269841, nan, nan, 0.0, 0.7993540051679586, nan, nan, 0.7535181236673774, 0.0, 0.17341040462427745, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.7861542059717783, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4837986041874377, 0.0, 0.0, nan, 0.0, nan, nan, 0.9266273954216688, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8397422297037367, 0.7411475265793867, 0.990430364906453, 0.9164698148509344, 0.9274051871876322, 0.9135610314900823, 0.8720649261963545, 0.9475835001198633, 0.33873472114395076, 0.8356569690751868, 0.0, 0.8356990862435849, 0.9845898276020455, nan, 0.7798994354813832, 0.7336539991203526, nan, 0.5568015342407373, 0.5055809094408094, 0.5753900818785725, 0.4739829706717124, nan, 0.9869446609508964, nan, 0.0, nan, 0.9615579204466155, 0.8474907576594569, nan, nan, nan, 0.9868375357302325, nan, nan, 0.8122862029646523, nan, 0.4584883404409763, nan, nan, 0.8692896174863388, nan, 0.0, 0.32271840742484365, 0.123155505107832, 0.8859512333427843, nan, nan, 0.9763485477178423, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9691342767101279, nan, nan, nan, nan, nan, nan, nan, nan, 0.8157649736215993, 0.9276495893625342, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7759617802363591, nan, nan, nan, 0.8612193763919822, nan, nan, 0.8960446247464503, 0.0, 0.1953125, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.889280832488205, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.532145305003427, 0.0, nan, nan, 0.0, nan, nan, 0.9266273954216688, nan, nan, nan, nan, nan, nan, nan, nan]
No log 10.0 340 0.4947 0.4086 0.5987 0.8349 [0.7615373264895288, 0.36224429627613736, 0.9743266337706101, 0.7792383452083965, 0.7567759169251884, 0.7537972912929715, 0.7791016696715529, 0.895747264810857, 0.3524421489283826, 0.8332173212192263, 0.0, 0.7469956243965571, 0.9355237732755592, nan, 0.3688836138075255, 0.6050574607459602, 0.0, 0.4322746958135698, 0.3933588761174968, 0.3242607852641784, 0.296137339055794, nan, 0.6749966709574327, nan, 0.0, nan, 0.941720826296846, 0.5719388677880267, nan, nan, nan, 0.9631851824022242, 0.0, nan, 0.650875979714154, nan, 0.3905894832550386, nan, nan, 0.8851965314917701, nan, 0.0, 0.2353908188585608, 0.0, 0.8365381307832548, nan, nan, 0.852287899016871, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9404900468558809, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.8390945243193637, 0.17492625368731562, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7766009852216749, nan, nan, 0.0, 0.8041040020392557, nan, nan, 0.7605724049551473, 0.0, 0.17001180637544275, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.8044234784626092, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5152389313934529, 0.0, 0.0, nan, 0.0, nan, nan, 0.7829020952949072, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8422987160446621, 0.7017309551006062, 0.988676664549851, 0.909350641845278, 0.9568188499845833, 0.8555366014618172, 0.7831328465619583, 0.9416405104504073, 0.3911657970281835, 0.8333394401289755, 0.0, 0.9103266992114157, 0.9784655663410601, nan, 0.8053490452540334, 0.7424879048483544, nan, 0.5583197933036784, 0.4911200307912245, 0.5167233122199907, 0.32639545884578997, nan, 0.9877240841777085, nan, 0.0, nan, 0.9631280530355897, 0.8062507967534951, nan, nan, nan, 0.9783920345910629, nan, nan, 0.8048745724059293, nan, 0.4677433989656111, nan, nan, 0.9315846994535519, nan, 0.0, 0.25519537292353217, 0.0, 0.8618868726963425, nan, nan, 0.9712309820193638, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.973645183216956, nan, nan, nan, nan, nan, nan, nan, nan, 0.8512465087410779, 0.9276495893625342, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7928086497359819, nan, nan, nan, 0.8782015590200446, nan, nan, 0.9028904665314401, 0.0, 0.1875, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.9173243970192689, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5631254283755998, 0.0, nan, nan, 0.0, nan, nan, 0.7829020952949072, nan, nan, nan, nan, nan, nan, nan, nan]
No log 11.0 374 0.4762 0.3957 0.5988 0.8475 [0.7904149742473096, 0.5711637268923142, 0.9751564145598992, 0.7672420995305977, 0.7594172479054767, 0.7653626647296876, 0.743812883836404, 0.8938581897822516, 0.3256919414040541, 0.8440660266744834, 0.0, 0.7288643722268857, 0.9312437904752235, nan, 0.3920841821495857, 0.6057092225903382, 0.0, 0.4492490654307763, 0.35121969929426206, 0.35328002025615596, 0.2694099378881988, nan, 0.6637353983462396, nan, 0.0, nan, 0.9398623098706188, 0.564578654498119, nan, nan, nan, 0.962515055889714, 0.0, nan, 0.6052212858742413, nan, 0.3854692230070636, 0.0, nan, 0.8722604552673372, nan, 0.0, 0.49171125339882465, 0.08373732921992066, 0.7904254573491274, nan, nan, 0.8339718276654683, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9375616757872073, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.7824982213639597, 0.17203495630461924, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7044359322871617, nan, nan, 0.0, 0.8069425229530877, nan, nan, 0.7278132569918521, 0.0, 0.16346153846153846, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.6421164270563281, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5393140457302846, 0.0, 0.0, nan, 0.0, nan, nan, 0.7409961971515919, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8801820432772453, 0.7579650294350233, 0.9905476039275072, 0.8956035223833156, 0.9235976165037753, 0.9184047017220555, 0.7475442559226769, 0.9465465431981759, 0.35565204831458647, 0.8440660266744834, 0.0, 0.9129553135561397, 0.9830357963070705, nan, 0.7896474072246044, 0.735675316532692, nan, 0.5473723463761554, 0.5034915049210975, 0.6466476131623667, 0.3282876064333018, nan, 0.985385814497272, nan, 0.0, nan, 0.9669661549197488, 0.8385671185144266, nan, nan, nan, 0.9789492163200818, nan, nan, 0.7318985176738882, nan, 0.48525542146810635, nan, nan, 0.9003825136612021, nan, 0.0, 0.5655390409576972, 0.10783200908059024, 0.7993337113694358, nan, nan, 0.9785615491009682, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.968701724031391, nan, nan, nan, nan, nan, nan, nan, nan, 0.7964208130754112, 0.8083691826359014, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7167462911742519, nan, nan, nan, 0.8930957683741648, nan, nan, 0.8379817444219066, 0.0, 0.17708333333333334, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.7207989770272057, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6337217272104181, 0.0, nan, nan, 0.0, nan, nan, 0.7409961971515919, nan, nan, nan, nan, nan, nan, nan, nan]
No log 12.0 408 0.4745 0.3824 0.5877 0.8467 [0.7846357187284617, 0.4698568097492151, 0.9799695409384291, 0.779785423237681, 0.7571621304551853, 0.7936978462574176, 0.7660720296196567, 0.907214110771236, 0.38671345336806723, 0.8657848453759344, 0.0, 0.7437658408960838, 0.923573147516253, nan, 0.3732520360112786, 0.6061325912686741, 0.0, 0.444213112364931, 0.3907279103583953, 0.35513911507672546, 0.14430379746835442, nan, 0.6774725764737358, nan, 0.0, nan, 0.9406386091453457, 0.5661557269136731, nan, nan, nan, 0.9687166779304648, 0.0, nan, 0.5900341685649203, nan, 0.3711238844350325, 0.0, nan, 0.8310889619340472, nan, 0.0, 0.09334323826749782, 0.008108108108108109, 0.7827798277982779, nan, nan, 0.8139907338557456, nan, nan, nan, nan, nan, 0.0009451452251990258, nan, nan, 0.9445495779640143, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.8239754098360655, 0.1757566895744992, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.7537128712871287, nan, nan, 0.0, 0.7601615424700364, nan, nan, 0.7525795356835769, 0.0, 0.17452830188679244, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.7111128706599628, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.45601229350749134, 0.0, 0.0, nan, 0.0, nan, nan, 0.8030348221609127, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8705925965647725, 0.7666373780862842, 0.9901421523130282, 0.911738147353517, 0.9255838633576894, 0.9101617462116024, 0.777118243420707, 0.9623183234748092, 0.4248108761983859, 0.8657848453759344, 0.0, 0.9109525597696834, 0.9842147165998102, nan, 0.8044544529105099, 0.7521453102628648, nan, 0.5683083397703966, 0.5023368340023093, 0.597983933261239, 0.16177861873226113, nan, 0.986814757079761, nan, 0.0, nan, 0.9646632937892533, 0.7674967067522203, nan, nan, nan, 0.9846393393198567, nan, nan, 0.7383836944127709, nan, 0.4452409037292442, nan, nan, 0.8566120218579235, nan, 0.0, 0.09718205662788351, 0.01021566401816118, 0.7894102636801814, nan, nan, 0.9841632088520055, nan, nan, nan, nan, nan, 0.0009465559924275521, nan, nan, 0.9715442130630909, nan, nan, nan, nan, nan, nan, nan, nan, 0.8319023481948898, 0.9401642549863121, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7656525018858436, nan, nan, nan, 0.8122216035634744, nan, nan, 0.8876774847870182, 0.0, 0.19270833333333334, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.7920102297279421, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4881425633995888, 0.0, nan, nan, 0.0, nan, nan, 0.8030348221609127, nan, nan, nan, nan, nan, nan, nan, nan]
No log 13.0 442 0.4674 0.3920 0.6032 0.8477 [0.7693530697718926, 0.46130850037160703, 0.9763910195181723, 0.7787162005616121, 0.7540597261405078, 0.7872044432689764, 0.7894546207182035, 0.9014465973285465, 0.38962729625046205, 0.8815495383262495, 0.0, 0.7462589732320378, 0.9389519695642895, nan, 0.38779138978044997, 0.6268788752418941, 0.0, 0.4447732577525842, 0.33920303328593826, 0.33735590778097985, 0.12478920741989882, nan, 0.6692521263937243, nan, 0.0, nan, 0.9415588830157894, 0.6485414235705951, nan, nan, nan, 0.9676401124648547, 0.0, nan, 0.58353104565708, nan, 0.3931527464258841, 0.0, nan, 0.8775563575500811, nan, 0.0, 0.510979067382518, 0.04894046417759838, 0.8499808515823556, nan, nan, 0.8416106584190804, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9467205750224618, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.7536008230452675, 0.1746948322491046, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7210460772104608, nan, nan, 0.0, 0.8000251224720513, nan, nan, 0.7425805093664491, 0.0, 0.18729096989966554, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.7020408163265306, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.56, 0.0, nan, nan, 0.0, nan, nan, 0.733539631645664, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8529245131251617, 0.7308057288463228, 0.9887157442235357, 0.9104992451003764, 0.9429653159710022, 0.9265293670854553, 0.8014393024110942, 0.9518985789230143, 0.4377019878310795, 0.8815495383262495, 0.0, 0.8926523970459381, 0.9767967051474415, nan, 0.7938735848474566, 0.7427031377209646, nan, 0.5684681565138641, 0.5115742013526146, 0.5787115711416654, 0.1400189214758751, nan, 0.9863600935307872, nan, 0.0, nan, 0.9664776692254012, 0.8266264394679811, nan, nan, nan, 0.9850591337732271, nan, nan, 0.7186431014823261, nan, 0.47409490971781143, nan, nan, 0.9168306010928962, nan, 0.0, 0.5696751630909946, 0.055051078320090804, 0.865253756733768, nan, nan, 0.9785615491009682, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9766730519681147, nan, nan, nan, nan, nan, nan, nan, nan, 0.757732491983035, 0.9346890887759093, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7279356298717626, nan, nan, nan, 0.8865534521158129, nan, nan, 0.8945233265720081, 0.0, 0.21875, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.788747299263636, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6640164496230295, 0.0, nan, nan, 0.0, nan, nan, 0.733539631645664, nan, nan, nan, nan, nan, nan, nan, nan]
No log 14.0 476 0.5126 0.3872 0.5987 0.8371 [0.7524063684673707, 0.36591968649354745, 0.9774688167264084, 0.7777208054185831, 0.7457458081406221, 0.7985558511086992, 0.8126733186471427, 0.8998117905490064, 0.3738844758262234, 0.8673457236811973, 0.0, 0.7651825297499099, 0.9314810505802623, nan, 0.45173683081981275, 0.6362460786896238, 0.0, 0.44884777263824643, 0.23632574217161448, 0.36497329241959314, 0.19344262295081968, nan, 0.663055822486241, nan, 0.0, nan, 0.9416944211391622, 0.5971728320373021, nan, nan, nan, 0.9684101657061058, 0.0, nan, 0.56781365210591, nan, 0.3913010301411675, 0.0, nan, 0.887879424430207, nan, 0.0, 0.3965392707973495, 0.0945273631840796, 0.8676901082442644, nan, nan, 0.8426612855362337, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9483981487046944, 0.0, nan, 0.0, nan, nan, 0.0, nan, nan, 0.8085933503836317, 0.1831457255856404, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6468382904273932, nan, nan, 0.0, 0.7963943519919314, nan, nan, 0.7404980340760158, 0.0, 0.19815668202764977, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.6798288652510107, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5085597988746559, 0.0, 0.0, nan, 0.0, nan, nan, 0.6542763403176497, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8292330074677845, 0.7137861347860469, 0.9884128767524791, 0.9149058362048414, 0.9436752020307043, 0.8840632042933098, 0.8235803960708095, 0.9408767303521751, 0.4130030512575153, 0.8673695588450828, 0.0, 0.9030667167355113, 0.9806549897418624, nan, 0.7798685874695376, 0.7458941990061856, nan, 0.5737953812961137, 0.5112442953758178, 0.6201529429939749, 0.22327341532639547, nan, 0.9859703819173812, nan, 0.0, nan, 0.9692864619678995, 0.8598776186631538, nan, nan, nan, 0.986242190869089, nan, nan, 0.7244156214367161, nan, 0.46529353053261957, nan, nan, 0.923879781420765, nan, 0.0, 0.42460824534265923, 0.10783200908059024, 0.9034235894527928, nan, nan, 0.9818810511756569, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9750046344929865, nan, nan, nan, nan, nan, nan, nan, nan, 0.8176269783800558, 0.9417285881892843, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6507417651496102, nan, nan, nan, 0.879315144766147, nan, nan, 0.8595334685598377, 0.0, 0.22395833333333334, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.7637021032673398, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5823166552433173, 0.0, nan, nan, 0.0, nan, nan, 0.6542763403176497, nan, nan, nan, nan, nan, nan, nan, nan]
0.3613 15.0 510 0.4473 0.3912 0.6012 0.8589 [0.8077559570568211, 0.6635697231820713, 0.9754716981132076, 0.7723805970605684, 0.7576262436643514, 0.7766527787076473, 0.8211780849766213, 0.9038144204086613, 0.3935100011743062, 0.7937307635937271, 0.0, 0.7620273040519912, 0.9314828416222466, 0.0, 0.4011163282440374, 0.622989960820761, 0.0, 0.4452362772546025, 0.31786261718889247, 0.3609837432263443, 0.18691588785046728, nan, 0.6712383136355619, nan, 0.0, nan, 0.9422601510379627, 0.7577724568820382, nan, nan, nan, 0.9680692598026588, 0.0, nan, 0.5806489126642633, nan, 0.38950215659039406, 0.0, nan, 0.8323749126672757, nan, 0.0, 0.4953889278206027, 0.02835538752362949, 0.8388125953669024, nan, nan, 0.8755836814942246, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9391111381322957, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.8417760459392944, 0.17538667175864045, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.7284086732818816, nan, nan, 0.0, 0.7959028831562974, nan, nan, 0.74375400384369, 0.0, 0.1965909090909091, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.6424249757986448, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5735844642021526, 0.0, nan, nan, 0.0, nan, nan, 0.7197077026321677, nan, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8990310298921217, 0.7643616553905632, 0.9900053734551316, 0.9122727174219275, 0.9260642912970838, 0.9388813487567083, 0.8487419236224195, 0.9496574139632382, 0.45376171303735535, 0.7937307635937271, 0.0, 0.8747527850794843, 0.9805784364761001, nan, 0.7958478576055773, 0.7276368366382497, nan, 0.5591455131449271, 0.49029526584923294, 0.6689324887996292, 0.20813623462630085, nan, 0.988633411275656, nan, 0.0, nan, 0.9708304256803908, 0.8606849955381805, nan, nan, nan, 0.989600546496052, nan, nan, 0.7116590649942988, nan, 0.4834407041103348, nan, nan, 0.8463387978142076, nan, 0.0, 0.5942901338354967, 0.04256526674233825, 0.8572441168131557, nan, nan, 0.9855463347164592, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9544892788728913, nan, nan, nan, nan, nan, nan, nan, nan, 0.849177614565015, 0.718420023464998, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7475484033190848, nan, nan, nan, 0.8761135857461024, nan, nan, 0.8831135902636917, 0.0, 0.22526041666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.702279641959522, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6721041809458533, 0.0, nan, nan, 0.0, nan, nan, 0.7197077026321677, nan, nan, nan, nan, nan, nan, nan, nan]
0.3613 16.0 544 0.4741 0.3740 0.5894 0.8478 [0.7751407758498613, 0.5170321978534764, 0.9748176517003136, 0.771798966708823, 0.7580857715241377, 0.790371118701325, 0.7561613730312385, 0.9021232632324513, 0.3987471005259891, 0.815990033709512, 0.0, 0.743168296863971, 0.9289126877447256, nan, 0.4126473906257244, 0.6527727553980537, 0.0, 0.45891647855530476, 0.3140868846246598, 0.35244414741264085, 0.07021791767554479, nan, 0.6750720141812542, nan, 0.0, nan, 0.9437515885791747, 0.678239497371291, nan, nan, nan, 0.9673391547223077, 0.0, nan, 0.6387371706380169, nan, 0.38997321086873327, 0.0, nan, 0.6663043478260869, nan, 0.0, 0.4554274765047599, 0.09509844993715962, 0.9002200033846675, nan, nan, 0.7610945167484532, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9353596020262687, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.7181352459016394, 0.1750530883574924, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7133233532934131, nan, nan, 0.0, 0.74955391282182, nan, nan, 0.7546157148990983, 0.0, 0.19605695509309967, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.5930214178455703, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4457686288672204, 0.0, nan, nan, 0.0, nan, nan, 0.8400193870703154, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan] [0.8678286070005525, 0.7691064054125296, 0.9897415856577597, 0.9059517875589652, 0.9198474103499953, 0.9205775049495087, 0.7591006986394915, 0.944400153871027, 0.44072616317908536, 0.815990033709512, 0.0, 0.9225184628864689, 0.9734283614538997, nan, 0.8237036123021871, 0.7601744322063241, nan, 0.5415123991156807, 0.5012921317424534, 0.5702919820794068, 0.08230842005676443, nan, 0.9894128345024682, nan, 0.0, nan, 0.971659106769016, 0.8853312369863596, nan, nan, nan, 0.9833646907068957, nan, nan, 0.7584093500570125, nan, 0.4622992468922965, nan, nan, 0.6699453551912569, nan, 0.0, 0.5035308359674491, 0.12883087400681045, 0.9426212078253473, nan, nan, 0.9867911479944675, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.9527281715380337, nan, nan, nan, nan, nan, nan, nan, nan, 0.7250439640012414, 0.7414939382088385, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7188835805883832, nan, nan, nan, 0.8186247216035635, nan, nan, 0.8912271805273834, 0.0, 0.23307291666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.66171347943031, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.507607950651131, 0.0, nan, nan, 0.0, nan, nan, 0.8400193870703154, nan, nan, nan, nan, nan, nan, nan, nan]
0.3613 17.0 578 0.4993 0.3622 0.5800 0.8383 [0.7530321261730883, 0.4105640358249962, 0.9789888378200919, 0.7712483105995198, 0.7572948684788297, 0.7680838323353293, 0.8340382730695827, 0.8993471250734683, 0.39019249125039773, 0.8188938150373736, 0.0, 0.7857406322549849, 0.9283282137475368, nan, 0.34466263463384167, 0.6382548980004039, 0.0, 0.46237681916073875, 0.3445310089478556, 0.355347126019122, 0.0885640584694755, nan, 0.6701531400326581, 0.0, 0.0, nan, 0.941136838514349, 0.7591195792547119, nan, nan, 0.0, 0.9683007257632866, 0.0, nan, 0.6055464742686433, nan, 0.3941236068895643, 0.0, nan, 0.7713297671151457, nan, 0.0, 0.28569154355578197, 0.0, 0.8761772853185595, nan, nan, 0.8188339263169976, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.9480730957119595, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.818638507279065, 0.17679368348781324, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.7056847866650081, nan, nan, 0.0, 0.6851607801792303, nan, nan, 0.750984682713348, 0.0, 0.17061611374407584, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.6365786040443575, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.5552407932011332, 0.0, nan, nan, 0.0, nan, nan, 0.7624338229811349, nan, nan, nan, nan, 0.0, nan, nan, nan] [0.8433572156331529, 0.7983217643440822, 0.9905524888867178, 0.9130998562439951, 0.9027599509533268, 0.8784413094096699, 0.8493722750433367, 0.9469089206170451, 0.44283857222814016, 0.8188938150373736, 0.0, 0.9065965702841406, 0.9809458921517592, nan, 0.6979054199956812, 0.7392781276611673, nan, 0.5661508137335854, 0.4911750151206906, 0.6043179360420207, 0.09744560075685904, nan, 0.9862951415952196, nan, 0.0, nan, 0.9626046755059317, 0.8617473335316365, nan, nan, nan, 0.9872725954364526, nan, nan, 0.7656071835803877, nan, 0.4588512839125306, nan, nan, 0.7800546448087432, nan, 0.0, 0.30173515367543213, 0.0, 0.896796144031755, nan, nan, 0.9867911479944675, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.971389729963542, nan, nan, nan, nan, nan, nan, nan, nan, 0.8260059997931106, 0.604223699648025, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.713226049786271, nan, nan, nan, 0.7236915367483296, nan, nan, 0.8701825557809331, 0.0, 0.1875, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.6884783279686053, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6179575051405072, 0.0, nan, nan, 0.0, nan, nan, 0.7624338229811349, nan, nan, nan, nan, nan, nan, nan, nan]
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0.1853 50.0 1700 0.6049 0.3447 0.5676 0.8226 [0.7326548261190029, 0.31403251023310264, 0.9683257053860633, 0.7656613170152077, 0.757276930666942, 0.7763142928638049, 0.8294222929302973, 0.9085291734197731, 0.40465645381465193, 0.7791935365674924, 0.0, 0.7775910859568447, 0.933100826663359, nan, 0.3629440157229978, 0.6522244125080773, 0.0, 0.4452428449293653, 0.34196252465483234, 0.35037349788892497, 0.06929248723559446, nan, 0.6822634757324983, 0.0, 0.0, nan, 0.942328838963983, 0.6631026269580487, nan, nan, nan, 0.9594628211313473, 0.0, nan, 0.584703235853954, nan, 0.3723730141768184, 0.0, nan, 0.8259911894273128, nan, 0.0, 0.10308946232402307, 0.09477124183006536, 0.8886679238813646, nan, nan, 0.8582377791188895, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.9396076304131634, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.8530927835051546, 0.15884194053208137, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.6692727724000993, nan, nan, 0.0, 0.5950668036998972, nan, nan, 0.7356296621325142, 0.0, 0.20084121976866456, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.5774251140646697, 0.05, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.3490271438866202, 0.0, nan, nan, 0.0, nan, nan, 0.5098799492953545, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan] [0.8157732759163365, 0.702416307881557, 0.9901226124761858, 0.9007108337125891, 0.9465649402333303, 0.8498462228088307, 0.8763460629300835, 0.9500476665681743, 0.48168342751909293, 0.7791935365674924, 0.0, 0.8805107022155464, 0.979024405181125, nan, 0.7747478175031619, 0.7461936534376433, nan, 0.582611938310737, 0.45757958981690217, 0.6249806890159123, 0.08987701040681173, nan, 0.990646921278254, nan, 0.0, nan, 0.9717725052337753, 0.8103726681681044, nan, nan, nan, 0.9714692424236642, nan, nan, 0.7224201824401368, nan, 0.4742763814535886, nan, nan, 0.8401639344262295, nan, 0.0, 0.10760642948416167, 0.1152099886492622, 0.9185568471789056, nan, nan, 0.9834716459197786, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.963325712167089, nan, nan, nan, nan, nan, nan, nan, nan, 0.8560049653460226, 0.6351192804067266, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6780236359064622, nan, nan, nan, 0.6447661469933185, nan, nan, 0.8501521298174443, 0.0, 0.24869791666666666, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.6417390537501654, 0.05, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.39835503769705277, 0.0, nan, nan, 0.0, nan, nan, 0.5098799492953545, nan, nan, nan, nan, nan, nan, nan, nan]

Framework versions

  • Transformers 4.35.0.dev0
  • Pytorch 2.0.1+cu118
  • Datasets 2.14.5
  • Tokenizers 0.14.1
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