MF21377197 commited on
Commit
c4ef761
1 Parent(s): 9f97fd5

End of training

Browse files
README.md CHANGED
@@ -15,12 +15,12 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 2.2049
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- - Mean Iou: 0.0529
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- - Mean Accuracy: 0.1563
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- - Overall Accuracy: 0.5690
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- - Per Category Iou: [0.8411342620340232, nan, nan, 0.00440539598785405, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0009979755353425907, nan, nan, nan, 0.05215870239325753, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.02585601844888956, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0023056841784332783, 0.0, 0.15720250055027643, nan, 0.0, nan, 0.010010171425736188, nan, 0.0, nan, nan, nan, 0.3278824063816368, 0.0, nan, nan, nan, nan, nan, nan, 0.16577780294023287, 0.0, nan, nan, 0.07446100952634326, nan, 0.0, 0.07748760838659272, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.19954901550549783, 0.0, nan, 0.17496882019195398, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.00033325795355812374, nan, nan, nan, nan, 0.000906274111177789, nan, 0.0]
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- - Per Category Accuracy: [0.9215607553461405, nan, nan, 0.00444544906570223, 0.0, 0.0, nan, nan, nan, 0.0, 0.0010163723058874091, nan, nan, nan, 0.052159531836397176, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.027675301503830005, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.002321676979901185, nan, 0.46607271229855457, nan, 0.0, nan, 0.010905405405405405, nan, 0.0, nan, nan, nan, 0.8989002620556812, nan, nan, nan, nan, nan, nan, nan, 0.722448845318771, 0.0, nan, nan, 0.08852367281397498, nan, 0.0, 0.7941369503390943, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8918750432915425, 0.0, nan, 0.8999876926863789, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.00033325795355812374, nan, nan, nan, nan, 0.000907908620224278, nan, 0.0]
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  ## Model description
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@@ -49,18 +49,18 @@ The following hyperparameters were used during training:
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy |
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- |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
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- | 3.0427 | 1.0 | 40 | 2.9270 | 0.0309 | 0.0973 | 0.5028 | [0.7941427394940275, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.009428203215085125, nan, nan, 0.0, 0.0013435124156353233, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.001934640522875817, 0.0, 0.16045113550578763, nan, 0.0, nan, 0.03580332494192905, nan, 0.0, nan, nan, nan, 0.061999426140432926, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0010348020260334404, 2.388401920275144e-05, nan, nan, 0.03135198802522555, nan, 0.0, 0.020500368822227687, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.07843223883410502, 0.0, nan, 0.188387511552216, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0035724679130164274, 0.0, 0.0] | [0.8432045749709368, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.009687480035543991, nan, nan, nan, 0.001351695184784683, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0024847699908859787, nan, 0.8544672208379572, nan, 0.0, nan, 0.039783783783783784, nan, 0.0, nan, nan, nan, 0.12292875221179475, nan, nan, nan, nan, nan, nan, nan, 0.0012500822422527797, 2.5983924611973392e-05, nan, nan, 0.046627901318670624, nan, 0.0, 0.02918398599868738, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.9222483895546166, 0.0, nan, 0.7212701147656995, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.004367776605403283, nan, 0.0] |
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- | 3.1428 | 2.0 | 80 | 2.6637 | 0.0401 | 0.1177 | 0.5226 | [0.8074618180190414, nan, nan, 0.0016479812230018227, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.012663610529154308, nan, nan, nan, 0.00022241639526570815, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0017822941051287508, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.1701888230556834, nan, 0.0, nan, 0.09306181364230402, nan, 0.0, nan, nan, nan, 0.16484283173158512, 0.0, nan, nan, nan, nan, nan, 0.0, 0.15211849507735584, 0.0, nan, nan, 8.05134457454395e-05, nan, 0.0, 0.07005691912505234, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.09765688073394495, 0.0, nan, 0.14866396338688687, nan, 0.0002550933641712867, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0030113184036551174, 0.0, 0.0] | [0.863908907671061, nan, nan, 0.0016576250753465944, 0.0, 0.0, nan, nan, nan, 0.0, 0.014182749548440303, nan, nan, nan, 0.00022263214808218308, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0017976201655420362, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.6607759793965535, nan, 0.0, nan, 0.12894594594594594, nan, 0.0, nan, nan, nan, 0.4699263108383542, nan, nan, nan, nan, nan, nan, nan, 0.2277123494966774, 0.0, nan, nan, 8.515400710427716e-05, nan, 0.0, 0.2708816451542332, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.9216423079587172, 0.0, nan, 0.7890680286760408, nan, 0.0002562394301235074, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0032022182416018455, nan, 0.0] |
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- | 2.3713 | 3.0 | 120 | 2.4315 | 0.0467 | 0.1308 | 0.5506 | [0.816217909207174, nan, nan, 0.010999749436231521, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.019900776410572637, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.00397223196832239, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.1398504132771441, nan, 0.0, nan, 0.0910590813486316, nan, 0.0, nan, nan, nan, 0.22628639476729678, 0.0, nan, nan, nan, nan, nan, nan, 0.20183578232866675, 0.0, nan, nan, 0.01505267877157588, nan, 0.0, 0.10048424832689483, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.14180992148191232, 0.0, nan, 0.14801565612477238, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9126766191641265, nan, nan, 0.011025718304199317, 0.0, 0.0, nan, nan, nan, 0.0, 0.024741405846173504, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.004252579048334518, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.4705326046748606, nan, 0.0, nan, 0.0977027027027027, nan, 0.0, nan, nan, nan, 0.6945953815485922, nan, nan, nan, nan, nan, nan, nan, 0.43040660569774325, 0.0, nan, nan, 0.016337404505863462, nan, 0.0, 0.4040253773791293, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8950959340583223, 0.0, nan, 0.879065259530476, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] |
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- | 2.2125 | 4.0 | 160 | 2.3685 | 0.0463 | 0.1304 | 0.5546 | [0.8240177612989271, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.006803304462167339, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.00824945727254786, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.1381139431859967, nan, 0.0, nan, 0.039363159391072856, nan, 0.0, nan, nan, nan, 0.24887735034466427, 0.0, nan, nan, nan, nan, nan, nan, 0.17423648403782163, 0.0, nan, nan, 0.05281855212576441, nan, 0.0, 0.07896994964159726, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.11143188600880262, 0.0, nan, 0.16601047612497993, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.001870436315240459, nan, 0.0] | [0.9216902158885502, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.006911331680034383, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.008411252565633258, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 0.41289250891629503, nan, 0.0, nan, 0.04116216216216216, nan, 0.0, nan, nan, nan, 0.7721101081819607, nan, nan, nan, nan, nan, nan, nan, 0.4349463780511876, 0.0, nan, nan, 0.061675830859812174, nan, 0.0, 0.3986436228396412, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8715799681374247, 0.0, nan, 0.891280268299437, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0019139695237160455, nan, 0.0] |
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- | 2.8488 | 5.0 | 200 | 2.2311 | 0.0486 | 0.1392 | 0.5544 | [0.831052781471127, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0028386300524529465, nan, nan, nan, 0.026585319592843142, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.02941326205931017, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 5.7327944506549715e-05, 0.0, 0.11295426868350211, nan, 0.0, nan, 0.02263840296357275, nan, 0.0, nan, nan, nan, 0.19558659801687306, 0.0, nan, nan, nan, nan, nan, nan, 0.19623804567041833, 0.0, nan, nan, 0.06682466334807528, nan, 0.0, 0.10155024946543122, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.1748498883719982, 0.0, nan, 0.18346828477051688, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] | [0.9226013038098442, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0029387679244515944, nan, nan, nan, 0.02674766236244514, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.031002240317668996, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 5.7562239171103755e-05, nan, 0.2952009045415524, nan, 0.0, nan, 0.023783783783783784, nan, 0.0, nan, nan, nan, 0.8719376441866195, nan, nan, nan, nan, nan, nan, nan, 0.39691756036581355, 0.0, nan, nan, 0.08197897912510341, nan, 0.0, 0.7480638809888427, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8910265290572834, 0.0, nan, 0.859604319867081, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] |
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- | 2.3995 | 6.0 | 240 | 2.2327 | 0.0477 | 0.1453 | 0.5525 | [0.8316146337349258, nan, nan, 0.006053989678443827, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0008784419998622052, nan, nan, nan, 0.0005562000413177173, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.011662171611227649, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0024991809800159123, 0.0, 0.08550018416572924, nan, 0.0, nan, 0.057912407483680935, nan, 0.0, nan, nan, nan, 0.25940642629384353, 0.0, nan, nan, nan, nan, nan, nan, 0.1372000698181386, 0.0, nan, nan, 0.05451270188941885, nan, 0.0, 0.11116843080097706, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.1955015275622071, 0.0, nan, 0.15274004891223666, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0021475461844449326, nan, 0.0] | [0.9186460223248345, nan, nan, 0.00612818967249347, 0.0, 0.0, nan, nan, nan, 0.0, 0.000888599787432992, nan, nan, nan, 0.0005565803702054576, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.012529680855345237, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.002561519643114117, nan, 0.23978028574020951, nan, 0.0, nan, 0.0627027027027027, nan, 0.0, nan, nan, nan, 0.8764575447398482, nan, nan, nan, nan, nan, nan, nan, 0.6076715573392987, 0.0, nan, nan, 0.06479003454819716, nan, 0.0, 0.7825858674250711, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8964639468033525, 0.0, nan, 0.9022030091381804, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.002159350231884769, nan, 0.0] |
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- | 2.518 | 7.0 | 280 | 2.1968 | 0.0483 | 0.1448 | 0.5565 | [0.835294581918955, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0004969440795110527, nan, nan, nan, 0.0070991820852854765, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.024552328387392183, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0008260853051768012, 0.0, 0.10751554522165623, nan, 0.0, nan, 0.0497325466320919, nan, 0.0, nan, nan, nan, 0.26028636001713373, 0.0, nan, nan, nan, nan, nan, nan, 0.1383557089002794, 0.0, nan, nan, 0.056956059603313076, nan, 0.0, 0.08924809533015103, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.1890732919633464, 0.0, nan, 0.17234102039159804, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0008926552327449743, nan, nan, nan, nan, 0.000489913897632491, nan, 0.0] | [0.918687180300745, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0005052822320697406, nan, nan, nan, 0.0071083264423382735, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.026615510510711936, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0008346524679810045, nan, 0.3170885766731576, nan, 0.0, nan, 0.05364864864864865, nan, 0.0, nan, nan, nan, 0.9064438820077497, nan, nan, nan, nan, nan, nan, nan, 0.5270083558128824, 0.0, nan, nan, 0.06909639433604205, nan, 0.0, 0.787792605556771, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.858956154325691, 0.0, nan, 0.8819267099473862, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0008926552327449743, nan, nan, nan, nan, 0.0004907614163374475, nan, 0.0] |
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- | 2.4214 | 8.0 | 320 | 2.1804 | 0.0526 | 0.1562 | 0.5716 | [0.8397840862162049, nan, nan, 0.007671739510707949, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.00209624394322959, nan, nan, nan, 0.035521210964828596, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.02139811148339933, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.000916669053825661, 0.0, 0.16681998970302855, nan, 0.0, nan, 0.009098397009440538, nan, 0.0, nan, nan, nan, 0.3631096079535375, 0.0, nan, nan, nan, nan, nan, nan, 0.1466350801069115, 0.0, nan, nan, 0.07112335603264543, nan, 0.0, 0.08216884509226945, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.1942664510008243, 0.0, nan, 0.16464797567919703, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0006617565961201455, nan, 0.0] | [0.925969897056419, nan, nan, 0.007710468153506128, 0.0, 0.0, nan, nan, nan, 0.0, 0.0021256700797416673, nan, nan, nan, 0.03552572991539978, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.022617817903760246, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0009209958267376601, nan, 0.5144859258638861, nan, 0.0, nan, 0.009702702702702702, nan, 0.0, nan, nan, nan, 0.8435639572647659, nan, nan, nan, nan, nan, nan, nan, 0.7859892098164353, 0.0, nan, nan, 0.0832197946571943, nan, 0.0, 0.7880551301684533, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8651901364549421, 0.0, nan, 0.8923417740992585, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0006625279120555542, nan, 0.0] |
62
- | 1.9603 | 9.0 | 360 | 2.1835 | 0.0518 | 0.1540 | 0.5683 | [0.8380163682298087, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0006993929040283885, nan, nan, nan, 0.029337910428784846, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.02851986446005009, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.005728912725499756, 0.0, 0.1444569157593463, nan, 0.0, nan, 0.012090736673986824, nan, 0.0, nan, nan, nan, 0.31104943195798573, 0.0, nan, nan, nan, nan, nan, nan, 0.15770486109880608, 0.0, nan, nan, 0.08617187894710251, nan, 0.0, 0.0785529760713944, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.20691699604743083, 0.0, nan, 0.16953245084769092, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0008450469536652424, nan, nan, nan, nan, 0.003599703267703608, nan, 0.0] | [0.9288517036969964, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0007085566932472224, nan, nan, nan, 0.029355638954264997, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.031163221228016045, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.005861754688924066, nan, 0.3911967726850786, nan, 0.0, nan, 0.013094594594594595, nan, 0.0, nan, nan, nan, 0.8890675745290837, nan, nan, nan, nan, nan, nan, nan, 0.7319724981906705, 0.0, nan, nan, 0.10374191036932509, nan, 0.0, 0.7902865893677532, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8702639052434716, 0.0, nan, 0.9094797083166671, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0008450469536652424, nan, nan, nan, nan, 0.003631634480897112, nan, 0.0] |
63
- | 2.0252 | 10.0 | 400 | 2.2049 | 0.0529 | 0.1563 | 0.5690 | [0.8411342620340232, nan, nan, 0.00440539598785405, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0009979755353425907, nan, nan, nan, 0.05215870239325753, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.02585601844888956, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0023056841784332783, 0.0, 0.15720250055027643, nan, 0.0, nan, 0.010010171425736188, nan, 0.0, nan, nan, nan, 0.3278824063816368, 0.0, nan, nan, nan, nan, nan, nan, 0.16577780294023287, 0.0, nan, nan, 0.07446100952634326, nan, 0.0, 0.07748760838659272, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.19954901550549783, 0.0, nan, 0.17496882019195398, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.00033325795355812374, nan, nan, nan, nan, 0.000906274111177789, nan, 0.0] | [0.9215607553461405, nan, nan, 0.00444544906570223, 0.0, 0.0, nan, nan, nan, 0.0, 0.0010163723058874091, nan, nan, nan, 0.052159531836397176, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.027675301503830005, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.002321676979901185, nan, 0.46607271229855457, nan, 0.0, nan, 0.010905405405405405, nan, 0.0, nan, nan, nan, 0.8989002620556812, nan, nan, nan, nan, nan, nan, nan, 0.722448845318771, 0.0, nan, nan, 0.08852367281397498, nan, 0.0, 0.7941369503390943, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, nan, 0.8918750432915425, 0.0, nan, 0.8999876926863789, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.00033325795355812374, nan, nan, nan, nan, 0.000907908620224278, nan, 0.0] |
64
 
65
 
66
  ### Framework versions
 
15
 
16
  This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 2.1448
19
+ - Mean Iou: 0.0621
20
+ - Mean Accuracy: 0.1311
21
+ - Overall Accuracy: 0.5694
22
+ - Per Category Iou: [0.8550481300418534, nan, nan, 0.00042917840946481454, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0035255958256945425, nan, nan, nan, nan, nan, nan, 0.08070337095907242, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.020468047313137273, 5.248209434428254e-05, 0.12350529313396912, 0.0, 0.0, 0.0, 0.028395380544193886, nan, 0.0, nan, 0.0, 0.0, 0.34013970948047384, 0.5335314841565946, nan, 0.0, nan, nan, nan, 0.0, 0.24678400688049507, 0.0, nan, nan, 0.09716825750577932, nan, 0.0, 0.34354803972275194, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.26491336095252754, 0.0, nan, 0.22881287680871717, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0]
23
+ - Per Category Accuracy: [0.9610622705202703, nan, nan, 0.00043395871606081207, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0035397603582237483, nan, nan, nan, nan, nan, nan, 0.12223772970458247, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.022879313550433066, 5.2532044547173775e-05, 0.6872901071731026, nan, 0.0, 0.0, 0.04283141361256545, nan, 0.0, nan, 0.0, 0.0, 0.7590761107764111, 0.8930522214104304, nan, 0.0, nan, nan, nan, 0.0, 0.38615526957691987, 0.0, nan, nan, 0.313848218161727, nan, 0.0, 0.677832885133731, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.7600937118935371, 0.0, nan, 0.924590781668389, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0]
24
 
25
  ## Model description
26
 
 
49
 
50
  ### Training results
51
 
52
+ | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy |
53
+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
54
+ | 3.5013 | 1.0 | 80 | 3.5761 | 0.0269 | 0.0734 | 0.4677 | [0.8175424662930586, nan, nan, 0.0, 0.0, 0.059202870017937614, nan, nan, 0.032009914610815426, 0.0, 0.02950322304976356, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00031781035153716436, 0.0, 0.07966104950332542, 0.0, 0.0, 0.0, 0.009403524366856795, nan, 0.0, 0.0, 0.0, 0.0, 0.23238681465595276, 0.06121558463406812, nan, 0.0, 0.0, nan, nan, 0.00041837600381187023, 0.07937917141736932, 0.0, nan, 0.0, 0.03742442787730425, nan, 0.0006403688524590163, 0.058957276270313996, nan, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.00028816664265277975, nan, 0.05086796506025999, 7.162297665090961e-05, nan, 0.23036610597047402, 0.0, 0.0, nan, 0.0, nan, 0.025841378206837698, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0] | [0.8712281829115944, nan, nan, 0.0, 0.0, 0.06618603695696831, nan, nan, 0.0441842440347672, 0.0, 0.05274256977033171, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.00034378606684183383, 0.0, 0.7401628200510719, nan, 0.0, 0.0, 0.009570680628272252, nan, 0.0, nan, 0.0, 0.0, 0.44028830128275603, 0.4051073304804648, nan, 0.0, nan, nan, nan, 0.00043150463268168144, 0.37038438893094455, 0.0, nan, nan, 0.03982004025415368, nan, 0.0006413898000696366, 0.0621710230427325, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.00031322012663042263, nan, 0.15460542107941508, 7.295223087922029e-05, nan, 0.35662942261248864, 0.0, 0.0, nan, nan, nan, 0.05331205985915493, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
55
+ | 2.8494 | 2.0 | 160 | 3.0977 | 0.0384 | 0.0907 | 0.5118 | [0.8492443215484891, nan, nan, 0.0, 0.0, 0.010014564909040714, nan, nan, 0.010204634627473933, 0.0, 0.0007972877849765123, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.00808669820662339, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 3.435576077396658e-06, 0.0, 0.08523467288736354, 0.0, 0.0, 0.0, 0.01036119563839229, nan, 0.0, nan, 0.0, 0.0, 0.24418460826581598, 0.15337036708972882, nan, 0.0, nan, nan, nan, 0.0, 0.017242895430059222, 0.0, nan, nan, 0.05789385117625282, nan, 0.0, 0.13254413234151216, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.014965095986038394, nan, 0.10244684673732912, 0.0017560730860893925, nan, 0.25216585292623617, 0.0, 0.0, nan, nan, nan, 0.006570459215367707, 0.0018782388949125338, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9088769153696724, nan, nan, 0.0, 0.0, 0.01029082336369061, nan, nan, 0.010424624923877539, 0.0, 0.0008113679224595413, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.008548499651081646, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 3.5080210902227944e-06, 0.0, 0.6098516189530586, nan, 0.0, 0.0, 0.010952879581151832, nan, 0.0, nan, 0.0, 0.0, 0.8044848820658953, 0.527102250982848, nan, 0.0, nan, nan, nan, 0.0, 0.023708890571116158, 0.0, nan, nan, 0.06788744622913295, nan, 0.0, 0.14811678623825608, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.015347786204890709, nan, 0.5502309191638902, 0.0018383962181563512, nan, 0.8247626333849079, 0.0, 0.0, nan, nan, nan, 0.007564920774647888, 0.001971396824258934, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
56
+ | 2.7113 | 3.0 | 240 | 2.7917 | 0.0474 | 0.1035 | 0.5198 | [0.8544694378586492, nan, nan, 0.0, 0.0, 0.006089872044261542, nan, nan, 0.0012565274151436032, 0.0, 0.0009730300662673264, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0001142034482519951, 0.0, 0.08833209277476212, 0.0, 0.0, 0.0, 0.007615087707072701, nan, 0.0, nan, 0.0, 0.0, 0.2588740255158896, 0.4085196228922961, nan, 0.0, nan, nan, nan, 0.0, 0.08213200712762539, 0.0, nan, nan, 0.12805633499341354, nan, 0.0, 0.2737720615288985, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.12741785445208112, 0.0, nan, 0.16176781200067059, 0.0, 0.0, nan, nan, nan, 0.019308372069264952, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9139510992832094, nan, nan, 0.0, 0.0, 0.006094280376025903, nan, nan, 0.001278857332668992, 0.0, 0.0009831440141514262, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.00011576469597735222, 0.0, 0.6630715168741665, nan, 0.0, 0.0, 0.008238743455497383, nan, 0.0, nan, 0.0, 0.0, 0.6497200979767019, 0.6041557944543019, nan, 0.0, nan, nan, nan, 0.0, 0.11824480612330726, 0.0, nan, nan, 0.20640119973163898, nan, 0.0, 0.37158073331038055, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.6365399571767372, 0.0, nan, 0.9751186119405542, 0.0, 0.0, nan, nan, nan, 0.020796654929577465, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
57
+ | 2.3006 | 4.0 | 320 | 2.5233 | 0.0473 | 0.1039 | 0.5363 | [0.8606973059248958, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 3.647278947541187e-06, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0020728715552469127, 0.0, 0.09177348203027101, 0.0, 0.0, 0.0, 0.0009986240332976318, nan, 0.0, nan, 0.0, 0.0, 0.23319698332297034, 0.39445183675531825, nan, 0.0, nan, nan, nan, 0.0, 0.013124702957628048, 0.0, nan, nan, 0.07981747923347933, nan, 0.0, 0.3518240006323729, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.16744499629188483, 0.0, nan, 0.21487743654243152, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9424400895406918, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 3.654810461529465e-06, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0020837645275923397, 0.0, 0.6064381734822011, nan, 0.0, 0.0, 0.0010973821989528796, nan, 0.0, nan, 0.0, 0.0, 0.7020432334656986, 0.6110792192881745, nan, 0.0, nan, nan, nan, 0.0, 0.01509798973841366, 0.0, nan, nan, 0.15145822644934687, nan, 0.0, 0.524601350492089, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.7153981315231063, 0.0, nan, 0.9246878407773864, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
58
+ | 2.3703 | 5.0 | 400 | 2.4652 | 0.0554 | 0.1247 | 0.5516 | [0.8576100267314768, nan, nan, 0.005385304042421321, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0034500447963931678, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.00819179446667468, nan, nan, nan, nan, nan, nan, 0.011874869219501987, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.004747884059308985, 0.0, 0.10941975717444996, 0.0, 0.0, 0.0, 0.021647374236907414, nan, 0.0, nan, 0.0, 0.0, 0.31343508772451395, 0.4322671603287652, nan, 0.0, nan, nan, nan, 0.0, 0.18168809998188734, 0.0, nan, nan, 0.08393467764957897, nan, 0.0, 0.3385027124556082, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.24714585892343857, 0.0, nan, 0.20648750708976388, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9446073716763091, nan, nan, 0.005655928599325917, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0034903439907606392, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.00844232845436364, nan, nan, nan, nan, nan, nan, 0.01320074435915329, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.005051550369920824, 0.0, 0.6872771282929853, nan, 0.0, 0.0, 0.030031413612565446, nan, 0.0, nan, 0.0, 0.0, 0.6181664401944875, 0.8773701422955155, nan, 0.0, nan, nan, nan, 0.0, 0.3163954075195559, 0.0, nan, nan, 0.31792888432850547, nan, 0.0, 0.6971349344449924, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.7611690942783896, 0.0, nan, 0.9478164555155266, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
59
+ | 2.1906 | 6.0 | 480 | 2.3328 | 0.0587 | 0.1268 | 0.5602 | [0.8563073991873295, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 2.19213316478265e-05, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.060351915803321825, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.05617970885982413, 0.0, 0.124785576220928, 0.0, 0.0, 0.0, 0.03335276939479032, nan, 0.0, nan, 0.0, 0.0, 0.32620170454128217, 0.44688090372826467, nan, 0.0, nan, nan, nan, 0.0, 0.18195546266723578, 8.85197027154304e-05, nan, nan, 0.07545221278932095, nan, 0.0, 0.3376120806034295, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.021947300063838687, nan, 0.22329155497320788, 0.0, nan, 0.2513851395956649, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9559147376453504, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 2.192886276917679e-05, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.08536869039311468, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.06667695686186466, 0.0, 0.7036240278007612, nan, 0.0, 0.0, 0.05726073298429319, nan, 0.0, nan, 0.0, 0.0, 0.6511448938219269, 0.8065094109870229, nan, 0.0, nan, nan, nan, 0.0, 0.32494848178988983, 8.866222882657314e-05, nan, nan, 0.31889971979951853, nan, 0.0, 0.6973458519049258, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.022305747589323667, nan, 0.7494070994440657, 0.0, nan, 0.9022500585209333, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
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+ | 1.9395 | 7.0 | 560 | 2.2389 | 0.0591 | 0.1255 | 0.5631 | [0.8553408384055669, nan, nan, 0.0019748886422280205, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0010034151322043446, nan, nan, nan, nan, nan, nan, 0.05505600252405742, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0053049196660488376, 0.0, 0.11696597721209215, 0.0, 0.0, 0.0, 0.03258392497151372, nan, 0.0, nan, 0.0, 0.0, 0.3234265230098715, 0.5490835482350331, nan, 0.0, nan, nan, nan, 0.0, 0.15755306465054889, 0.0, nan, nan, 0.09722746995211601, nan, 0.0, 0.340372682000853, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0029602542335988857, nan, 0.25951869245668496, 0.0, nan, 0.21768288684242576, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9565761465795498, nan, nan, 0.001981744803344375, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0010088317020937683, nan, nan, nan, nan, nan, nan, 0.08118167015585019, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.005753154587965383, 0.0, 0.65848672747272, nan, 0.0, 0.0, 0.049826178010471206, nan, 0.0, nan, 0.0, 0.0, 0.7562221215679203, 0.8611488014473089, nan, 0.0, nan, nan, nan, 0.0, 0.20770775506770964, 0.0, nan, nan, 0.31075417340857964, nan, 0.0, 0.7029940974128492, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.003042709801552677, nan, 0.7513082218744299, 0.0, nan, 0.928638717449515, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
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+ | 1.8076 | 8.0 | 640 | 2.1895 | 0.0612 | 0.1305 | 0.5670 | [0.860214043811142, nan, nan, 2.8871277409668992e-05, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0004406373378454597, nan, nan, nan, nan, nan, nan, 0.07490476394298677, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.003236172862609459, 0.0006327961254356261, 0.12320151280620838, 0.0, 0.0, 0.0, 0.01131777504825408, nan, 0.0, nan, 0.0, 0.0, 0.340651675528023, 0.529166026886645, nan, 0.0, nan, nan, nan, 0.0, 0.24483128731468437, 0.0, nan, nan, 0.10137424943042343, nan, 0.0, 0.3347050139642504, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.26558039879738743, 0.0, nan, 0.22978660176039398, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] | [0.9563440510187473, nan, nan, 2.8930581070720805e-05, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.00044247004477796853, nan, nan, nan, nan, nan, nan, 0.10176785298906722, nan, nan, nan, 0.0, nan, nan, 0.0, nan, 0.003518545153493463, 0.0006334746548335661, 0.7631451720188324, nan, 0.0, 0.0, 0.014588481675392671, nan, 0.0, nan, 0.0, 0.0, 0.7165887573053769, 0.8692725185262499, nan, 0.0, nan, nan, nan, 0.0, 0.38372655395743965, 0.0, nan, nan, 0.30835471013062865, nan, 0.0, 0.7412135818437288, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, nan, 0.7378947469490825, 0.0, nan, 0.9270914810649097, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0] |
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