End of training

README.md

@@ -15,12 +15,12 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 1.8773
-- Mean Iou: 0.0964
-- Mean Accuracy: 0.1815
-- Overall Accuracy: 0.6354
-- Per Category Iou: [0.8709973734658337, nan, nan, 0.0, nan, nan, nan, nan, 0.15161288348439136, 0.0, 0.0, nan, 0.0, 0.0, 0.006957040846784377, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.22656990441116737, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.22896159518731865, 0.0, 0.20480095108477073, 0.0, 0.0, nan, 0.01860223923628908, nan, 0.0, 0.0, nan, nan, 0.3478849385568743, 0.8001752473766323, nan, 0.0, nan, nan, nan, 0.0, 0.5213144145067103, 0.00020164913926503273, nan, nan, 0.3642463325249845, nan, 0.0, 0.11512223447630505, nan, nan, 0.0, nan, nan, nan, 0.0021824331272781287, nan, 0.0, nan, 0.35073249986231203, 0.0, nan, 0.1010882373946579, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.02502361805571557, nan, nan, nan, nan, 0.0, nan, nan]
-- Per Category Accuracy: [0.9742580262216608, nan, nan, 0.0, nan, nan, nan, nan, 0.24609607819763976, 0.0, 0.0, nan, 0.0, 0.0, 0.006957040846784377, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.3616494013572118, nan, nan, nan, nan, nan, nan, nan, nan, 0.37126401890244404, 0.0, 0.6771064920697395, 0.0, 0.0, nan, 0.02150779081584229, nan, 0.0, 0.0, nan, nan, 0.6814244292575043, 0.970753714122741, nan, 0.0, nan, nan, nan, 0.0, 0.6360289981876133, 0.00033384135278322085, nan, nan, 0.4988866464599826, nan, 0.0, 0.785438428980633, nan, nan, 0.0, nan, nan, nan, 0.002212825117302902, nan, 0.0, nan, 0.5717877204698119, 0.0, nan, 0.7865863188788358, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.3926720501386043, nan, nan, nan, nan, 0.0, nan, nan]
+- Loss: 1.6038
+- Mean Iou: 0.1199
+- Mean Accuracy: 0.2065
+- Overall Accuracy: 0.6525
+- Per Category Iou: [0.8669788683334624, nan, nan, 0.030065941273615292, 0.0, 0.0, nan, nan, 0.23330686173439943, 0.0, 0.000204163702168466, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7428032878804147, nan, nan, nan, nan, nan, nan, 0.10840996691857112, nan, nan, nan, nan, nan, nan, 0.24122919022776745, nan, 0.34139543133702444, 0.005551996583386718, 0.1775911598464498, 0.0, 0.0, nan, 0.14108439499726874, nan, 0.0, nan, nan, 0.0, 0.5255787550368084, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.26254163246435885, 0.015908289023280574, nan, nan, 0.23840487925189263, 0.0, nan, 0.3086167285212957, nan, nan, 0.0, nan, 0.0, nan, 0.17231257026997784, nan, 0.0, nan, 0.5303162298293482, 0.39087668636917383, nan, 0.2975137601731194, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]
+- Per Category Accuracy: [0.976378263269974, nan, nan, 0.18856974950415045, 0.0, 0.0, nan, nan, 0.3908459142104002, 0.0, 0.00032898672089962913, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7463380720638649, nan, nan, nan, nan, nan, nan, 0.14583361685333623, nan, nan, nan, nan, nan, nan, 0.24130548493437298, nan, 0.408149045743714, 0.009355692850838482, 0.5353040343297525, 0.0, 0.0, nan, 0.37488879684489185, nan, 0.0, nan, nan, 0.0, 0.8113074440488159, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9759627750368275, 0.01816556106491184, nan, nan, 0.36141001267427125, 0.0, nan, 0.6382502041048814, nan, nan, 0.0, nan, 0.0, nan, 0.48950927460308974, nan, 0.0, nan, 0.5663991838546808, 0.4074788334901223, nan, 0.8854392719635982, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]
 
 ## Model description
 
@@ -49,18 +49,18 @@ The following hyperparameters were used during training:
 
 ### Training results
 
-| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
-|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
-| 3.4529        | 1.0   | 80   | 3.2954          | 0.0194   | 0.0648        | 0.5477           | [0.8500480777686724, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0023609758700262776, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0020040797337436927, 0.0, 0.061335048095556885, 0.0023114869626497535, 0.0, 0.0, 0.0028841600136464535, nan, 0.0, 0.0, 0.0, nan, 0.22441085504152225, 0.00022038424641551506, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 4.9971890811418574e-05, 0.0006399154198749382, nan, nan, 7.446626305952089e-06, nan, 0.0, 0.0036773444818859326, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.05987484315518598, 0.0, nan, 0.027129730519641078, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.005170356622033674, nan, 0.0, nan, nan, 0.0, 0.0, nan]            | [0.918769181021595, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.002550175054389327, nan, nan, nan, nan, nan, nan, nan, nan, 0.002067454815446841, 0.0, 0.07406895231206187, 0.007655681075529829, 0.0, nan, 0.002974654095184301, nan, 0.0, 0.0, nan, nan, 0.8530991430022566, 0.00022038424641551506, nan, 0.0, nan, nan, nan, 0.0, 4.999687519530029e-05, 0.0006676827055664417, nan, nan, 7.447180869681782e-06, nan, 0.0, 0.0037479870601815563, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.12639240399777776, 0.0, nan, 0.8479238664189084, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.00940098830902736, nan, nan, nan, nan, 0.0, nan, nan]                |
-| 2.9976        | 2.0   | 160  | 2.7537          | 0.0484   | 0.0996        | 0.5742           | [0.86150909322172, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 3.378013187763485e-05, nan, 0.0, nan, nan, nan, nan, 0.065793561053194, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.001485440263504186, 0.0, 0.07084658168133046, 0.0, 0.0, nan, 0.08034025173051057, nan, 0.0, 0.0, 0.0, nan, 0.2083447468877669, 0.8302131841902043, nan, 0.0, nan, 0.0, nan, 0.0, 0.009454302033435629, 0.0016759507929857338, nan, nan, 7.320322679823727e-06, nan, 0.0, 0.05253339838425002, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.1567190068529707, 0.0, nan, 0.06848624979009778, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.01377878988786717, nan, nan, nan, nan, 0.0, 0.0, 0.0]                                  | [0.9338207229228758, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 3.378013187763485e-05, nan, 0.0, nan, nan, nan, nan, 0.07628913510164681, nan, nan, nan, nan, nan, nan, nan, nan, 0.0015095701827072172, 0.0, 0.09617102981692853, 0.0, 0.0, nan, 0.13605859489841035, nan, 0.0, 0.0, nan, nan, 0.8674681599300516, 0.9198449532007571, nan, 0.0, nan, nan, nan, 0.0, 0.013592900443722267, 0.0017708106538936062, nan, nan, 7.447180869681782e-06, nan, 0.0, 0.15651764974134613, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.3295585272644628, 0.0, nan, 0.7366062900508831, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.11522236953115583, nan, nan, nan, nan, 0.0, nan, nan]                       |
-| 2.4258        | 3.0   | 240  | 2.4463          | 0.0482   | 0.1236        | 0.5877           | [0.868393700664814, nan, nan, 0.0, nan, 0.0, nan, nan, 5.784470624530012e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.13772495602363446, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0321382424098885, 0.00025861400136203375, 0.18367848166089243, 0.0, 0.0, nan, 0.029990153534659374, nan, 0.0, 0.0, nan, nan, 0.29257954577999257, 0.43549371844546203, nan, 0.0, nan, nan, nan, 0.0, 0.04761825597375537, 0.001289435994449625, nan, nan, 0.0035611510791366905, nan, 0.0, 0.07598198725480347, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.05348024616227849, 0.0, nan, 0.06683699335210364, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.03726523398140042, nan, nan, nan, nan, 0.0, nan, nan]            | [0.9471222100080544, nan, nan, 0.0, nan, nan, nan, nan, 5.960185957801883e-05, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.17597648652153242, nan, nan, nan, nan, nan, nan, nan, nan, 0.04397443575712329, 0.00026051616937024555, 0.5608624889635878, 0.0, 0.0, nan, 0.03758018255348011, nan, 0.0, 0.0, nan, nan, 0.7487472917456909, 0.9616790686821022, nan, 0.0, nan, nan, nan, 0.0, 0.05370289356915193, 0.0020973945859641486, nan, nan, 0.003686354530492482, nan, 0.0, 0.7437260406720725, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.07446730901969147, 0.0, nan, 0.810482260389351, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.2719055080149452, nan, nan, nan, nan, 0.0, nan, nan]           |
-| 2.087         | 4.0   | 320  | 2.2565          | 0.0555   | 0.1480        | 0.5947           | [0.8742114109794139, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0779080051311879, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.005624490146408484, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.17876297133463476, nan, nan, nan, nan, nan, nan, nan, nan, 0.050276548834512824, 0.0, 0.1905194476109426, 0.0, 0.0, nan, 0.013199289791075099, nan, 0.0, 0.0, nan, nan, 0.3573728195081561, 0.252501074286942, nan, 0.0, nan, nan, nan, 0.0, 0.15476617406653595, 0.013559702209927048, nan, nan, 0.04121606860014201, nan, 0.0, 0.06859761541055806, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.02018972324467806, 0.0, nan, 0.07724640986223517, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.1228047876284292, nan, nan, nan, nan, 0.0, nan, nan]                     | [0.9488838924821839, nan, nan, 0.0, nan, nan, nan, nan, 0.0971311638256447, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0061702227874334695, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.2506807670696039, nan, nan, nan, nan, nan, nan, nan, nan, 0.07043703697626529, 0.0, 0.7418117799738317, 0.0, 0.0, nan, 0.013956567735304399, nan, 0.0, 0.0, nan, nan, 0.6504220697813466, 0.9750447250382431, nan, 0.0, nan, nan, nan, 0.0, 0.4153490406849572, 0.018426591189491255, nan, nan, 0.044958630910268915, nan, 0.0, 0.7391515013324593, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.023731895240714035, 0.0, nan, 0.8176545160898182, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.698686272146559, nan, nan, nan, nan, 0.0, nan, nan]                |
-| 2.4856        | 5.0   | 400  | 2.1588          | 0.0652   | 0.1577        | 0.6024           | [0.874319428979826, nan, nan, 0.0, nan, 0.0, nan, nan, 0.09039934673562235, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.19544683942843302, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.07050120296288812, 0.0, 0.18984777753037013, 0.0, 0.0, nan, 0.0342475472512626, nan, 0.0, 0.0, nan, nan, 0.29901325816259955, 0.4907418190287644, nan, 0.0, nan, nan, nan, 0.0, 0.19211257075723592, 0.0017249876786594382, nan, nan, 0.23202875667685693, nan, 0.0, 0.09536114518053058, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.05802955580080011, 0.0, nan, 0.0899768214425729, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.08718462471329519, nan, nan, nan, nan, 0.0, nan, nan]                                     | [0.9469548086456621, nan, nan, 0.0, nan, nan, nan, nan, 0.11546866928914849, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.2674225942628265, nan, nan, nan, nan, nan, nan, nan, nan, 0.09159563209149307, 0.0, 0.655280989713532, 0.0, 0.0, nan, 0.039668227684885746, nan, 0.0, 0.0, nan, nan, 0.7631150228554162, 0.9833285799476263, nan, 0.0, nan, nan, nan, 0.0, 0.224829698143866, 0.002946512809347558, nan, nan, 0.25718094415359066, nan, 0.0, 0.8088526599307406, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.07553914443964332, 0.0, nan, 0.9087404268620947, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.7971555984090635, nan, nan, nan, nan, 0.0, nan, nan]                                    |
-| 2.1323        | 6.0   | 480  | 2.0670          | 0.0769   | 0.1710        | 0.6147           | [0.8757795828026143, nan, nan, 0.0, nan, nan, nan, nan, 0.19039825422804146, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.175650195400967, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.15843399129267735, 0.0, 0.1756139673446844, 0.0, 0.0, nan, 0.01511876783615914, nan, 0.0, 0.0, nan, nan, 0.3486561717854553, 0.5223481719549358, nan, 0.0, nan, nan, nan, 0.0, 0.28805323975539615, 0.002640870067299592, nan, nan, 0.29734045890344546, nan, 0.0, 0.08728417423150946, nan, nan, 0.0, nan, nan, nan, 0.0028869414395910355, nan, 0.0, nan, 0.15451079055271658, 0.0, nan, 0.0973423363168802, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.06828414207103552, nan, nan, nan, nan, 0.0, nan, nan]                      | [0.9676324759381305, nan, nan, 0.0, nan, nan, nan, nan, 0.3085488933921405, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.24024954255334477, nan, nan, nan, nan, nan, nan, nan, nan, 0.21839542534601153, 0.0, 0.7643925452359931, 0.0, 0.0, nan, 0.01667889708622793, nan, 0.0, 0.0, nan, nan, 0.5749689796390709, 0.9755243848686769, nan, 0.0, nan, nan, nan, 0.0, 0.5201862383601025, 0.004049640757674723, nan, nan, 0.3882438802791203, nan, 0.0, 0.8124153852731185, nan, nan, 0.0, nan, nan, nan, 0.00293112437003997, nan, 0.0, nan, 0.19919864870173234, 0.0, nan, 0.8719934702950524, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.6580691816319152, nan, nan, nan, nan, 0.0, nan, nan]                    |
-| 2.0121        | 7.0   | 560  | 1.9379          | 0.0842   | 0.1622        | 0.6265           | [0.859861275288934, nan, nan, 0.0, nan, nan, nan, nan, 0.1186398578461656, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.19353571758617502, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.13665111017684795, 0.0, 0.19581940960421299, 0.0, 0.0, nan, 0.014568098720292504, nan, 0.0, 0.0, nan, nan, 0.31100732085148597, 0.7551066263583626, nan, 0.0, nan, nan, nan, 0.0, 0.4180386542591267, 0.00034594285902553936, nan, nan, 0.21805583741628737, nan, 0.0, 0.10467347049236524, nan, nan, 0.0, nan, nan, nan, 0.0016509860683915326, nan, 0.0, nan, 0.31682973015622534, 0.0, nan, 0.1081023213352972, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.03671800770115517, nan, nan, nan, nan, 0.0, nan, nan]                  | [0.9771138159463548, nan, nan, 0.0, nan, nan, nan, nan, 0.18504390670322246, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.2413877562781852, nan, nan, nan, nan, nan, nan, nan, nan, 0.18533255667041323, 0.0, 0.5850096269426744, 0.0, 0.0, nan, 0.01652842820203573, nan, 0.0, 0.0, nan, nan, 0.7401091659541091, 0.9584640514402759, nan, 0.0, nan, nan, nan, 0.0, 0.6168114492844198, 0.000457217504898759, nan, nan, 0.28006613096612276, nan, 0.0, 0.7441108150090493, nan, nan, 0.0, nan, nan, nan, 0.001691478885477611, nan, 0.0, nan, 0.450675929719022, 0.0, nan, 0.7978917388812671, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.3539833674822225, nan, nan, nan, nan, 0.0, nan, nan]                    |
-| 1.593         | 8.0   | 640  | 1.9328          | 0.0907   | 0.1938        | 0.6343           | [0.8805056752440464, nan, nan, 0.0, nan, nan, nan, nan, 0.18597613201621652, 0.0, 0.0, nan, 0.0, 0.0, 0.005946777489495557, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.22852746854918998, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.22283251753042135, 0.0, 0.20503549372939087, 0.0, 0.0, nan, 0.018604236431727664, nan, 0.0, 0.0, nan, nan, 0.3784220531613792, 0.6527428846749492, nan, 0.0, nan, nan, nan, 0.0, 0.39822343113003317, 0.004842897421854398, nan, nan, 0.31742902613070484, nan, 0.0, 0.10676698565680903, nan, nan, 0.0, nan, nan, nan, 0.004460131193680913, nan, 0.0, nan, 0.32315435567372797, 0.0, nan, 0.10615047732873284, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.04232788062620814, nan, nan, nan, nan, 0.0, nan, nan] | [0.9677245743723464, nan, nan, 0.0, nan, nan, nan, nan, 0.32353876107601226, 0.0, 0.0, nan, 0.0, 0.0, 0.005946777489495557, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.3637961588888729, nan, nan, nan, nan, nan, nan, nan, nan, 0.3669527192773753, 0.0, 0.7229514823364217, 0.0, 0.0, nan, 0.02173465159508592, nan, 0.0, 0.0, nan, nan, 0.655513909336968, 0.98352303663564, nan, 0.0, nan, nan, nan, 0.0, 0.7575901506155865, 0.006930836780608172, nan, nan, 0.46047408753416397, nan, 0.0, 0.803237804791153, nan, nan, 0.0, nan, nan, nan, 0.004553090424607542, nan, 0.0, nan, 0.5415350254490766, 0.0, nan, 0.8730007120156991, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.6677112209232252, nan, nan, nan, nan, 0.0, nan, nan]       |
-| 2.3307        | 9.0   | 720  | 1.8721          | 0.0930   | 0.1723        | 0.6332           | [0.865893462436438, nan, nan, 0.0, nan, nan, nan, nan, 0.14574011231568515, 0.0, 0.0, nan, 0.0, 0.0, 0.0032833559111886666, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.19291887108617475, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.165778267211031, 0.0, 0.20340515087149372, 0.0, 0.0, nan, 0.018662598525298755, nan, 0.0, 0.0, nan, nan, 0.3202236345411969, 0.8210262690453337, nan, 0.0, nan, nan, nan, 0.0, 0.4803647090876636, 0.0006024454529240404, nan, nan, 0.32135363710630094, nan, 0.0, 0.11670122296016232, nan, nan, 0.0, nan, nan, nan, 0.0038173493490355876, nan, 0.0, nan, 0.3916001579288756, 0.0, nan, 0.10556749875257064, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.02620625418417146, nan, nan, nan, nan, 0.0, nan, nan]   | [0.9762437718203154, nan, nan, 0.0, nan, nan, nan, nan, 0.24103985377677117, 0.0, 0.0, nan, 0.0, 0.0, 0.0032833559111886666, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.2952584033310761, nan, nan, nan, nan, nan, nan, nan, nan, 0.23219076372765385, 0.0, 0.5541555416086036, 0.0, 0.0, nan, 0.021239261730206977, nan, 0.0, 0.0, nan, nan, 0.7550272271976238, 0.9647255567943167, nan, 0.0, nan, nan, nan, 0.0, 0.6390913067933254, 0.0011031279483271646, nan, nan, 0.4071969555924605, nan, 0.0, 0.7499821863732881, nan, nan, 0.0, nan, nan, nan, 0.003950645890053873, nan, 0.0, nan, 0.6233817249255046, 0.0, nan, 0.786273726620704, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.3255393515728577, nan, nan, nan, nan, 0.0, nan, nan] |
-| 1.8931        | 10.0  | 800  | 1.8773          | 0.0964   | 0.1815        | 0.6354           | [0.8709973734658337, nan, nan, 0.0, nan, nan, nan, nan, 0.15161288348439136, 0.0, 0.0, nan, 0.0, 0.0, 0.006957040846784377, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.22656990441116737, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.22896159518731865, 0.0, 0.20480095108477073, 0.0, 0.0, nan, 0.01860223923628908, nan, 0.0, 0.0, nan, nan, 0.3478849385568743, 0.8001752473766323, nan, 0.0, nan, nan, nan, 0.0, 0.5213144145067103, 0.00020164913926503273, nan, nan, 0.3642463325249845, nan, 0.0, 0.11512223447630505, nan, nan, 0.0, nan, nan, nan, 0.0021824331272781287, nan, 0.0, nan, 0.35073249986231203, 0.0, nan, 0.1010882373946579, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.02502361805571557, nan, nan, nan, nan, 0.0, nan, nan]  | [0.9742580262216608, nan, nan, 0.0, nan, nan, nan, nan, 0.24609607819763976, 0.0, 0.0, nan, 0.0, 0.0, 0.006957040846784377, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.3616494013572118, nan, nan, nan, nan, nan, nan, nan, nan, 0.37126401890244404, 0.0, 0.6771064920697395, 0.0, 0.0, nan, 0.02150779081584229, nan, 0.0, 0.0, nan, nan, 0.6814244292575043, 0.970753714122741, nan, 0.0, nan, nan, nan, 0.0, 0.6360289981876133, 0.00033384135278322085, nan, nan, 0.4988866464599826, nan, 0.0, 0.785438428980633, nan, nan, 0.0, nan, nan, nan, 0.002212825117302902, nan, 0.0, nan, 0.5717877204698119, 0.0, nan, 0.7865863188788358, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.3926720501386043, nan, nan, nan, nan, 0.0, nan, nan]   |
+| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
+| 2.1149        | 1.0   | 80   | 1.8048          | 0.0732   | 0.1529        | 0.6289           | [0.8736619439843558, nan, nan, 0.01658964546176619, 0.0, 0.0, nan, nan, 0.1912761703398984, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0046681254558716264, nan, 0.013088976886729452, 0.008587565705211004, 0.15924380466797372, 0.0, 0.0, nan, 0.11459680357793511, nan, 0.0, nan, nan, 0.0, 0.4610904972265369, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.24931922267607376, 0.0009228426360315662, nan, nan, 0.2342396585086328, 0.0, nan, 0.24039471825770026, nan, nan, 0.0, nan, 0.0, nan, 0.06068934707236299, nan, 0.0, nan, 0.5996009803568787, 0.051452262828127544, nan, 0.15643914874818618, 0.0, 0.0, nan, nan, nan, 0.0, 0.0055372398879790135, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                                          | [0.9696853969812571, nan, nan, 0.0675089987511937, 0.0, 0.0, nan, nan, 0.20632638389647737, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.004671135061491114, nan, 0.013730687670402909, 0.010720347613551498, 0.6514406235404017, 0.0, 0.0, nan, 0.2888580741594482, nan, 0.0, nan, nan, 0.0, 0.782433355737878, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9419645988729628, 0.0009294829883408198, nan, nan, 0.5362262357414449, 0.0, nan, 0.6624627389925762, nan, nan, 0.0, nan, 0.0, nan, 0.08351151975196451, nan, 0.0, nan, 0.708308340457287, 0.051952022577610536, nan, 0.892439621981099, 0.0, 0.0, nan, nan, nan, 0.0, 0.00553932137993645, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                                               |
+| 1.5206        | 2.0   | 160  | 1.7550          | 0.0639   | 0.1423        | 0.6195           | [0.8733430903330605, nan, nan, 0.016860953939146044, 0.0, 0.0, nan, nan, 0.027554878352688203, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.015172760939129185, nan, nan, nan, nan, nan, nan, 0.0045015639874881, nan, nan, nan, nan, nan, nan, 0.02250416631187125, nan, 0.01373841904185018, 0.00546973801781947, 0.1815965766038273, 0.0001100374127203249, 0.0, nan, 0.06351091770897221, nan, 0.0, nan, nan, 0.0, 0.3753663997045722, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.27932395714066, 0.0, nan, nan, 0.2992006214672385, 0.0, nan, 0.20936607954820918, nan, nan, 0.0, nan, 0.0, nan, 0.05353330055983975, nan, 0.0, nan, 0.4250536254231886, 0.024176919765255024, nan, 0.1721493996180859, 0.0, 0.0, nan, nan, nan, 0.0, 0.0033831706763504314, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                | [0.9611041653851771, nan, nan, 0.05450672151619775, 0.0, 0.0, nan, nan, 0.03197897816009321, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.01517512526071009, nan, nan, nan, nan, nan, nan, 0.004504565806126754, nan, nan, nan, nan, nan, nan, 0.02250416631187125, nan, 0.014257043320205998, 0.006504175436214271, 0.7448330219523587, 0.00011004071506457389, 0.0, nan, 0.14135316681373697, nan, 0.0, nan, nan, 0.0, 0.9034123417563311, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9554796922861084, 0.0, nan, nan, 0.34903041825095055, 0.0, nan, 0.6764368034327594, nan, nan, 0.0, nan, 0.0, nan, 0.09750360827497728, nan, 0.0, nan, 0.4660860447651929, 0.025094073377234242, nan, 0.9308540427021351, 0.0, 0.0, nan, nan, nan, 0.0, 0.0033831706763504314, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]      |
+| 1.3357        | 3.0   | 240  | 1.6627          | 0.0810   | 0.1704        | 0.6372           | [0.8802541764971457, nan, nan, 0.056555863342566945, 0.0, 0.0, nan, nan, 0.20642057225207913, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.01831475488433417, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.03279526074421886, nan, 0.004115663983154491, 0.05434117988682265, 0.1906864370721696, 0.0, 0.0, nan, 0.09440296962507043, nan, 0.0, nan, nan, 0.0, 0.42782367027293816, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.2761849834312346, 0.0, nan, nan, 0.31320808559581415, 0.0, nan, 0.2387150835251245, nan, nan, 0.0, nan, 0.0, nan, 0.18660516384113102, nan, 0.0, nan, 0.5812117445119969, 0.04995259807683626, nan, 0.24328130390197106, 0.0, 0.0, nan, nan, nan, 0.0, 0.031732071804983226, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                                                | [0.9645946599715991, nan, nan, 0.1259825167119665, 0.0, 0.0, nan, nan, 0.22724906418106547, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.018315633016086113, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.03279526074421886, nan, 0.004396395031808543, 0.07813836648788106, 0.8896288241475946, 0.0, 0.0, nan, 0.18887428190675143, nan, 0.0, nan, nan, 0.0, 0.7956747193414175, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9685622091799753, 0.0, nan, nan, 0.5703453738910013, 0.0, nan, 0.6936907858512598, nan, nan, 0.0, nan, 0.0, nan, 0.45791682257978295, nan, 0.0, nan, 0.6668917993453835, 0.05204609595484478, nan, 0.9009625481274064, 0.0, 0.0, nan, nan, nan, 0.0, 0.0317322968679074, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                                                |
+| 1.1076        | 4.0   | 320  | 1.6336          | 0.1006   | 0.1921        | 0.6410           | [0.8894964514034933, nan, nan, 0.056207450993807945, 0.0, 0.0, nan, nan, 0.2492148441533985, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.26693265279225525, nan, nan, nan, nan, nan, nan, 0.0026995084477154908, nan, nan, nan, nan, nan, nan, 0.127118128626516, nan, 0.05285590509197547, 0.005720940492257044, 0.1789145378935755, 0.0, 0.0, nan, 0.1197062395054412, nan, 0.0, nan, nan, 0.0, 0.4350104177391173, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.32703440957415447, 0.00918810161198932, nan, nan, 0.2785390737448142, 0.0, nan, 0.30648069013407403, nan, nan, 0.0, nan, 0.0, nan, 0.16247302602501104, nan, 0.0, nan, 0.6843351955307263, 0.366696630037974, nan, 0.24339054311171235, 0.0, 0.0, nan, nan, nan, 0.0, 0.06888701338307364, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                     | [0.9604677289161787, nan, nan, 0.2413869095717329, 0.0, 0.0, nan, nan, 0.3390019584025385, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.26705103924436024, nan, nan, nan, nan, nan, nan, 0.002735400988010506, nan, nan, nan, nan, nan, nan, 0.127118128626516, nan, 0.06006134504695547, 0.00818792857627809, 0.7692630488089678, 0.0, 0.0, nan, 0.3710313529867277, nan, 0.0, nan, nan, 0.0, 0.8156013398287997, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9728178268290972, 0.00957049403964616, nan, nan, 0.4169613434727503, 0.0, nan, 0.6536245229641725, nan, nan, 0.0, nan, 0.0, nan, 0.41757096274121985, nan, 0.0, nan, 0.7955149791949067, 0.4701081843838194, nan, 0.8753412670633531, 0.0, 0.0, nan, nan, nan, 0.0, 0.06889043349977304, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                     |
+| 0.8109        | 5.0   | 400  | 1.6379          | 0.1061   | 0.1970        | 0.6470           | [0.8873877998039369, nan, nan, 0.028987376465087783, 0.0, 0.0, nan, nan, 0.1839531711315909, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7157381049206994, nan, nan, nan, nan, nan, nan, 0.03621114024292364, nan, nan, nan, nan, nan, nan, 0.14557154500225042, nan, 0.029951452602043297, 0.005627142343882, 0.17541588318294718, 0.0005008079070954086, 0.0, nan, 0.1586452762923351, nan, 0.0, nan, nan, 0.0, 0.4227037481006706, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.2686709134407517, 0.0022234127217606457, nan, nan, 0.2975050306235774, 0.0, nan, 0.2977894106146132, nan, nan, 0.0, nan, 0.0, nan, 0.19668024419831745, nan, 0.0, nan, 0.6538614617346524, 0.19979984432336262, nan, 0.26763307138679077, 0.0, 0.0, nan, nan, nan, 0.0, 0.11868360964955822, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]   | [0.9619419293704581, nan, nan, 0.13207962976566517, 0.0, 0.0, nan, nan, 0.2373468190419528, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7172823819912257, nan, nan, nan, nan, nan, nan, 0.03683945509723602, nan, nan, nan, nan, nan, nan, 0.14557154500225042, nan, 0.03266055740684641, 0.007868830198927286, 0.6491600011676787, 0.000530196172583856, 0.0, nan, 0.36767454843415154, nan, 0.0, nan, nan, 0.0, 0.8638326769357249, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9807678817780064, 0.00253752389972893, nan, nan, 0.5143726235741445, 0.0, nan, 0.6723499591790237, nan, nan, 0.0, nan, 0.0, nan, 0.5330090340514246, nan, 0.0, nan, 0.7604084505046593, 0.21128880526810911, nan, 0.9208610430521527, 0.0, 0.0, nan, nan, nan, 0.0, 0.1187088629142079, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]  |
+| 1.4655        | 6.0   | 480  | 1.6266          | 0.1076   | 0.2037        | 0.6384           | [0.8778509177145085, nan, nan, 0.07118996716805376, 0.0, 0.0, nan, nan, 0.20413995416893296, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7460381910027826, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3169693357498206, nan, 0.09805761648632648, 0.015562988320667815, 0.15454540514496246, 6.58228800330995e-05, 0.0, nan, 0.13908749866018794, nan, 0.0, nan, nan, 0.0, 0.47117276691727844, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.2462892969896394, 0.0004988969194735018, nan, nan, 0.22760365616561334, 0.0, nan, 0.28748236322807574, nan, nan, 0.0, nan, 0.0, nan, 0.1880929766514628, nan, 0.0, nan, 0.6004404507251014, 0.18010197051123053, nan, 0.24402224281742355, 0.0, 0.0, nan, nan, nan, 0.0, 0.09552247274687396, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                | [0.9735060913366524, nan, nan, 0.5479321237052818, 0.0, 0.0, nan, nan, 0.37836832841666873, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7488193129240285, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3169924702275962, nan, 0.11791123901847925, 0.02421413537918392, 0.622668291686128, 7.002590958654703e-05, 0.0, nan, 0.35053035350897727, nan, 0.0, nan, nan, 0.0, 0.6660412836137605, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9713330371548157, 0.0005442600007775143, nan, nan, 0.4024683143219265, 0.0, nan, 0.6866657806299721, nan, nan, 0.0, nan, 0.0, nan, 0.4816646175228524, nan, 0.0, nan, 0.6734851955584313, 0.18443085606773282, nan, 0.9215960798039902, 0.0, 0.0, nan, nan, nan, 0.0, 0.09552315024965956, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                 |
+| 0.9234        | 7.0   | 560  | 1.6038          | 0.1123   | 0.1999        | 0.6507           | [0.8731258089719616, nan, nan, 0.026275496963720352, 0.0, 0.0, nan, nan, 0.18008900659086835, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7104115758708256, nan, nan, nan, nan, nan, nan, 0.13933428402490347, nan, nan, nan, nan, nan, nan, 0.25442779291553136, nan, 0.3162835838105854, 0.00642846979998879, 0.1771131116934894, 0.00047448233976731387, 0.0, nan, 0.1432502423409004, nan, 0.0, nan, nan, 0.0, 0.4662633278571153, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.26615965922941714, 0.006486138574442955, nan, nan, 0.2617704882952686, 0.0, nan, 0.28629460238558463, nan, nan, 0.0, nan, 0.0, nan, 0.16438123940478433, nan, 0.0, nan, 0.5671085264688275, 0.16551074578302938, nan, 0.2680737164966438, 0.0, 0.0, nan, nan, nan, 0.0, 0.11351627385756739, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]  | [0.9684778092547259, nan, nan, 0.14875486667156396, 0.0, 0.0, nan, nan, 0.29894147103299534, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7109054731138974, nan, nan, nan, nan, nan, nan, 0.16355248295477742, nan, nan, nan, nan, nan, nan, 0.2544308878805941, nan, 0.373920781581339, 0.010122886821915948, 0.5213283804297058, 0.0005001850684753359, 0.0, nan, 0.366190639125502, nan, 0.0, nan, nan, 0.0, 0.8718191564411214, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9701288376552014, 0.006909274685195067, nan, nan, 0.3721039290240811, 0.0, nan, 0.6670527255121609, nan, nan, 0.0, nan, 0.0, nan, 0.4665098626182712, nan, 0.0, nan, 0.6263915324923132, 0.18184383819379116, nan, 0.9009275463773189, 0.0, 0.0, nan, nan, nan, 0.0, 0.11351707898320472, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]   |
+| 0.7606        | 8.0   | 640  | 1.5894          | 0.1179   | 0.2046        | 0.6527           | [0.8662215396247656, nan, nan, 0.04027197355514049, 0.0, 0.0, nan, nan, 0.23041353038369744, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.6990800632456519, nan, nan, nan, nan, nan, nan, 0.11203953918361542, nan, nan, nan, nan, nan, nan, 0.19265999245806317, nan, 0.3257537154300292, 0.00562264021123066, 0.16971637745055174, 0.0, 0.0, nan, 0.13780894108991393, nan, 0.0, nan, nan, 0.0, 0.47182690194690885, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.27332232012953106, 0.008651923936119908, nan, nan, 0.2573301207392526, 0.0, nan, 0.31647408492014706, nan, nan, 0.0, nan, 0.0, nan, 0.16865062574633533, nan, 0.0, nan, 0.6412128211536969, 0.3479081123071801, nan, 0.2982327343773127, 0.0, 0.0, nan, nan, nan, 0.0, 0.09539548343168407, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                    | [0.9744817844825732, nan, nan, 0.22015720267391464, 0.0, 0.0, nan, nan, 0.3318707289058562, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.699566082516242, nan, nan, nan, nan, nan, nan, 0.12864550019732993, nan, nan, nan, nan, nan, nan, 0.19265999245806317, nan, 0.3800628597394729, 0.008877045284812275, 0.5594822804764129, 0.0, 0.0, nan, 0.3562066667867241, nan, 0.0, nan, nan, 0.0, 0.8259264094032429, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9729698131737087, 0.009376115467939905, nan, nan, 0.36649239543726236, 0.0, nan, 0.6524900795534375, nan, nan, 0.0, nan, 0.0, nan, 0.4794061046667023, nan, 0.0, nan, 0.7027729103987682, 0.36865004703668863, nan, 0.881571578578929, 0.0, 0.0, nan, nan, nan, 0.0, 0.09539548343168407, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                    |
+| 1.7504        | 9.0   | 720  | 1.5918          | 0.1135   | 0.1990        | 0.6479           | [0.8615032001988085, nan, nan, 0.028825522303783175, 0.0, 0.0, nan, nan, 0.23912543153049481, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.6904684859598029, nan, nan, nan, nan, nan, nan, 0.10535714285714286, nan, nan, nan, nan, nan, nan, 0.12312820076149233, nan, 0.3175794849064096, 0.005561388870035972, 0.1755509138972382, 0.0, 0.0, nan, 0.13112419872238812, nan, 0.0, nan, nan, 0.0, 0.48763718281123813, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.25711720080507816, 0.003242437125061576, nan, nan, 0.2347205394417706, 0.0, nan, 0.29806056782056006, nan, nan, 0.0, nan, 0.0, nan, 0.17887407701075375, nan, 0.0, nan, 0.5154003562257746, 0.410578078898481, nan, 0.27442286190340476, 0.0, 0.0, nan, nan, nan, 0.0, 0.10841749886518384, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                   | [0.9772398016386211, nan, nan, 0.1500036729596709, 0.0, 0.0, nan, nan, 0.360593966136989, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.6905760793997076, nan, nan, nan, nan, nan, nan, 0.13970958479062615, nan, nan, nan, nan, nan, nan, 0.12312820076149233, nan, 0.3906884277491669, 0.009457532758503633, 0.5658315331620738, 0.0, 0.0, nan, 0.3409677826000828, nan, 0.0, nan, nan, 0.0, 0.7966093221421707, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9707952393200365, 0.0033963237710856573, nan, nan, 0.33331432192648924, 0.0, nan, 0.6412880442005734, nan, nan, 0.0, nan, 0.0, nan, 0.48237290853691134, nan, 0.0, nan, 0.5507800138858058, 0.4418156161806209, nan, 0.8762513125656283, 0.0, 0.0, nan, nan, nan, 0.0, 0.10841749886518384, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                   |
+| 1.0269        | 10.0  | 800  | 1.6038          | 0.1199   | 0.2065        | 0.6525           | [0.8669788683334624, nan, nan, 0.030065941273615292, 0.0, 0.0, nan, nan, 0.23330686173439943, 0.0, 0.000204163702168466, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7428032878804147, nan, nan, nan, nan, nan, nan, 0.10840996691857112, nan, nan, nan, nan, nan, nan, 0.24122919022776745, nan, 0.34139543133702444, 0.005551996583386718, 0.1775911598464498, 0.0, 0.0, nan, 0.14108439499726874, nan, 0.0, nan, nan, 0.0, 0.5255787550368084, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.26254163246435885, 0.015908289023280574, nan, nan, 0.23840487925189263, 0.0, nan, 0.3086167285212957, nan, nan, 0.0, nan, 0.0, nan, 0.17231257026997784, nan, 0.0, nan, 0.5303162298293482, 0.39087668636917383, nan, 0.2975137601731194, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0] | [0.976378263269974, nan, nan, 0.18856974950415045, 0.0, 0.0, nan, nan, 0.3908459142104002, 0.0, 0.00032898672089962913, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7463380720638649, nan, nan, nan, nan, nan, nan, 0.14583361685333623, nan, nan, nan, nan, nan, nan, 0.24130548493437298, nan, 0.408149045743714, 0.009355692850838482, 0.5353040343297525, 0.0, 0.0, nan, 0.37488879684489185, nan, 0.0, nan, nan, 0.0, 0.8113074440488159, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9759627750368275, 0.01816556106491184, nan, nan, 0.36141001267427125, 0.0, nan, 0.6382502041048814, nan, nan, 0.0, nan, 0.0, nan, 0.48950927460308974, nan, 0.0, nan, 0.5663991838546808, 0.4074788334901223, nan, 0.8854392719635982, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0] |
 
 
 ### Framework versions

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