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# segformer-b4-finetuned-segments-sidewalk

This model is a fine-tuned version of [nvidia/mit-b4](https://huggingface.co/nvidia/mit-b4) on the segments/sidewalk-semantic dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6675
- Mean Iou: 0.4470
- Mean Accuracy: 0.5318
- Overall Accuracy: 0.8813
- Per Category Iou: [nan, 0.8533604816441539, 0.8708564376734238, 0.7156066545682345, 0.7983500150170627, 0.41321512443014663, nan, 0.5985238978790051, 0.594578879531733, 0.2628567068518236, 0.8786538788390237, 0.31440437475402366, 0.03608445297504798, nan, 0.09407417012448133, 0.6379131555367624, 0.0, 0.030675647939096523, 0.7682604802535551, 0.18266911680257264, 0.4825862889842458, 0.4408940826749661, 0.33210263983754845, nan, 0.09290563675138425, 0.4449054225103382, 0.47077278372077824, 0.21916411824668705, 0.8724052658393265, 0.7617232855126097, 0.9444534550949257, 0.025704847176713768, 0.3993842932680365, 0.3205363901805991, 0.0]
- Per Category Accuracy: [nan, 0.9380875578102342, 0.9543011168303082, 0.8679443695951874, 0.8440564280853614, 0.5113012519627518, nan, 0.6873750638506678, 0.8562476885610814, 0.43591041376692397, 0.9688079889567591, 0.35346513902473103, 0.03608445297504798, nan, 0.0947777523759757, 0.7549116557254, 0.0, 0.030763473053892217, 0.9130259245472051, 0.21554735732570396, 0.6246260465528358, 0.5660428706356957, 0.4763039449298385, nan, 0.12561338535811123, 0.5679549548577777, 0.6743017631455765, 0.2707808564231738, 0.93120742667048, 0.8943661383441811, 0.9793189796995165, 0.028724445966322443, 0.4894588629271634, 0.39592709085000083, 0.0]

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 30

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
| 1.6508        | 0.5   | 100  | 0.8381          | 0.2400   | 0.2994        | 0.7799           | [nan, 0.6455149842561542, 0.7660084759624965, 0.0, 0.5583802751726342, 0.17962756504720537, nan, 0.20153013380586832, 0.41997993839489406, 0.0, 0.7944884758623925, 0.0, 0.0, nan, 0.0, 0.011634071805991577, 0.0, 0.0, 0.6624612120527147, 0.0, 0.3605999648666025, 0.15748396186821753, 0.0, nan, 0.0, 0.2806557009887555, 0.0, 0.0, 0.7648512914435088, 0.6239658880405557, 0.8786827007493008, 0.0, 0.0, 0.1338073538654934, 0.0]                                                                                                                                                                                                              | [nan, 0.730500979507233, 0.9476581938486851, 0.0, 0.5983776487908833, 0.31278692562395216, nan, 0.2506726944378527, 0.6602795358281754, 0.0, 0.9196788771888567, 0.0, 0.0, nan, 0.0, 0.011634279723112482, 0.0, 0.0, 0.8162061739118446, 0.0, 0.6001624279533586, 0.16819600749195576, 0.0, nan, 0.0, 0.3676572427109064, 0.0, 0.0, 0.8884311645011658, 0.8935431584048393, 0.9506532130007034, 0.0, 0.0, 0.1641736577412265, 0.0]                                                                                                                                                                                                              |
| 0.6896        | 1.0   | 200  | 0.6606          | 0.2870   | 0.3440        | 0.8186           | [nan, 0.7331723817963566, 0.7979002134860629, 0.27578896522112495, 0.6355166056258273, 0.2441103299841941, nan, 0.3312595953570695, 0.46053618447299133, 0.0, 0.7953959454340308, 0.0, 0.0, nan, 0.0, 0.4712813380000684, 0.0, 0.0, 0.6714241485031864, 0.0, 0.28944013580253175, 0.2600270046106534, 0.0, nan, 0.0, 0.2899246788080452, 0.0, 0.0, 0.8284648004583407, 0.7080343509392041, 0.9063412687288718, 0.0, 0.0005201165928028867, 0.1972430989674791, 0.0]                                                                                                                                                                                | [nan, 0.8237975092037824, 0.9443453283653981, 0.32200150394786314, 0.6907694083535335, 0.34945070938958067, nan, 0.40875206634838535, 0.8055181461038734, 0.0, 0.9567077031994288, 0.0, 0.0, nan, 0.0, 0.4925059273468123, 0.0, 0.0, 0.9219048866461697, 0.0, 0.3370399720427038, 0.27653641122512684, 0.0, nan, 0.0, 0.3586482142664524, 0.0, 0.0, 0.932991559490231, 0.8531869700877195, 0.9576580018404326, 0.0, 0.0005218922944777272, 0.2320260987876017, 0.0]                                                                                                                                                                             |
| 0.5295        | 1.5   | 300  | 0.5953          | 0.3099   | 0.3828        | 0.8254           | [nan, 0.688127943821495, 0.8337533964365879, 0.3816687261591361, 0.6122309245181393, 0.275169272436292, nan, 0.38458181726058716, 0.5099270320719498, 0.0, 0.8218492292121656, 0.0, 0.0, nan, 0.0, 0.5296480642734824, 0.0, 0.0, 0.7004487118560727, 0.0, 0.32344315887311303, 0.37881456320379064, 0.0, nan, 0.0, 0.3269956579248066, 0.0, 0.0, 0.8295381179902048, 0.713331317957199, 0.9093917860629345, 0.0, 0.10250261771735047, 0.28430684363909287, 0.0]                                                                                                                                                                                    | [nan, 0.7915987861143731, 0.9348534855288303, 0.8486025817771651, 0.7142925007719628, 0.4003952093461972, nan, 0.4884602235477241, 0.7758410148699663, 0.0, 0.9535034975570381, 0.0, 0.0, nan, 0.0, 0.5914360263543541, 0.0, 0.0, 0.9178468516910011, 0.0, 0.35763977417592424, 0.42490274865128785, 0.0, nan, 0.0, 0.4074643770157593, 0.0, 0.0, 0.9326658306603458, 0.8378878055075136, 0.9718021228732235, 0.0, 0.13943222467463276, 0.37871885689734, 0.0]                                                                                                                                                                                  |
| 0.5934        | 2.0   | 400  | 0.5902          | 0.3208   | 0.3960        | 0.8377           | [nan, 0.7440051977102966, 0.8440706953976161, 0.4204044303634239, 0.6623077665370818, 0.3288867769184289, nan, 0.4128108829122007, 0.5091282974901243, 0.0, 0.8331495358783692, 0.0, 0.0, nan, 0.0, 0.5505261883327806, 0.0, 0.0, 0.6959945605841311, 0.0, 0.35329168342760847, 0.3475993707279731, 0.0, nan, 0.0, 0.3153479137980723, 0.06727728384748494, 0.0, 0.8455988502849932, 0.7326409266642869, 0.9108508924343527, 0.0, 0.07711873028792349, 0.294467970434247, 0.0]                                                                                                                                                                     | [nan, 0.8538993076218143, 0.9242446392700366, 0.8299598947236496, 0.8094037363416755, 0.4622096456830656, nan, 0.49143335196901383, 0.7653462099379662, 0.0, 0.9432592666990843, 0.0, 0.0, nan, 0.0, 0.6229552142780551, 0.0, 0.0, 0.9340465915723392, 0.0, 0.4201814271018423, 0.409244881297325, 0.0, nan, 0.0, 0.467399441250391, 0.07036979247932595, 0.0, 0.8997076812997896, 0.8993207282328073, 0.9695394852110247, 0.0, 0.08241549150294109, 0.4213428371552432, 0.0]                                                                                                                                                                   |
| 0.3099        | 2.5   | 500  | 0.5530          | 0.3282   | 0.3932        | 0.8466           | [nan, 0.753770869191511, 0.8508589285312731, 0.30929137630914455, 0.696552091628233, 0.3534600891380197, nan, 0.41878316671264637, 0.5044062846208077, 0.0, 0.829636976973291, 0.0, 0.0, nan, 0.0, 0.5874845884809904, 0.0, 0.0, 0.7289537883527962, 0.0, 0.45381927455818005, 0.37699029029640674, 0.0, nan, 0.0, 0.33039460633101664, 0.1407762830948505, 0.0, 0.8460394900511126, 0.7336367978399765, 0.9196628742640434, 0.0, 0.07678934827737838, 0.2617393791651902, 0.0]                                                                                                                                                                    | [nan, 0.9214577936159987, 0.9215509251065084, 0.3135026319087605, 0.7789577731133583, 0.5102712446015579, nan, 0.5287390347790063, 0.8387330872450439, 0.0, 0.9548222519180118, 0.0, 0.0, nan, 0.0, 0.6954475593628251, 0.0, 0.0, 0.9171756444370913, 0.0, 0.6437216673967722, 0.42470264299550164, 0.0, nan, 0.0, 0.41822731832547705, 0.15381494772975504, 0.0, 0.9245154335130445, 0.8548593878663142, 0.9695560521164723, 0.0, 0.08164352581735944, 0.3377088371221928, 0.0]                                                                                                                                                                |
| 0.4902        | 3.0   | 600  | 0.5306          | 0.3521   | 0.4278        | 0.8486           | [nan, 0.7832578914656015, 0.8481228702494465, 0.6003682514159374, 0.6661039098735899, 0.37112717372069615, nan, 0.4808895792761392, 0.5497646350005633, 0.07778522847015998, 0.8521756663906362, 0.0, 0.0, nan, 0.0, 0.5862965602185906, 0.0, 0.0, 0.7129582804352333, 0.04332344213649852, 0.4221290717411931, 0.4220941361635153, 0.0, nan, 6.551791915088777e-05, 0.34768851272360923, 0.27066178293079235, 0.0, 0.8501056955438098, 0.7403010946360047, 0.9217270729782195, 0.00033824233716475097, 0.09757339379034737, 0.26892375127539414, 0.0]                                                                                             | [nan, 0.8481153536121097, 0.9269861687254204, 0.6551220391026444, 0.8848748211775757, 0.5658720495747022, nan, 0.6066372517868132, 0.783167840121695, 0.10274579273693533, 0.9524974880383263, 0.0, 0.0, nan, 0.0, 0.740102224393266, 0.0, 0.0, 0.83904422476826, 0.043419665712995034, 0.6538906416888569, 0.6353946883954729, 0.0, nan, 6.613319224918987e-05, 0.4549020030849882, 0.30669371196754563, 0.0, 0.9289640042399235, 0.862338618414884, 0.9761175507286175, 0.00033941884285207944, 0.11043458406271406, 0.38256096418990754, 0.0]                                                                                                |
| 0.3274        | 3.5   | 700  | 0.5292          | 0.3548   | 0.4247        | 0.8551           | [nan, 0.7972343936137507, 0.8511882023426258, 0.5682452125511459, 0.7871666724887183, 0.3491397313018397, nan, 0.46845668159136694, 0.538213455682926, 0.027450488844321885, 0.8390158319389796, 0.0, 0.0, nan, 0.0, 0.5995417277941603, 0.0, 0.0, 0.7156886545934115, 0.0, 0.47737212538023327, 0.39745158249812973, 0.0, nan, 1.3016596160104132e-05, 0.369974938397643, 0.31632183908045974, 0.0, 0.8555087190725136, 0.7534152192687842, 0.9278741823852267, 1.1971567527123083e-05, 0.14131094477038236, 0.21719307816260425, 0.0]                                                                                                            | [nan, 0.9434186147057789, 0.9078035212947879, 0.7109051886201279, 0.8169525116815372, 0.5774467572961187, nan, 0.529389004412232, 0.8128240375691688, 0.02771099582437049, 0.957308287615835, 0.0, 0.0, nan, 0.0, 0.7279139313500054, 0.0, 0.0, 0.9118048374717936, 0.0, 0.6690860228285105, 0.47117357965005524, 0.0, nan, 1.3226638449837974e-05, 0.49332412870657016, 0.38645654548291464, 0.0, 0.9162333361330154, 0.9110963503880027, 0.9702473438983334, 1.201482629564883e-05, 0.15189240320528852, 0.27303887276152494, 0.0]                                                                                                            |
| 0.3482        | 4.0   | 800  | 0.5299          | 0.3594   | 0.4329        | 0.8592           | [nan, 0.8016110491926162, 0.8608087132212014, 0.6332727179204778, 0.6918977917255988, 0.374578193250605, nan, 0.504478044741829, 0.5343956471045472, 0.03898950282616219, 0.8428180965929765, 0.00955670696603339, 0.0, nan, 0.0, 0.6097551895246858, 0.0, 0.0, 0.7332759700598123, 0.0, 0.3848409265906707, 0.402269687694107, 0.0, nan, 0.0, 0.36917384540878473, 0.31635790704175243, 0.0, 0.8579305971350791, 0.7629159580737742, 0.9266178634949399, 0.0006339304581263634, 0.21429928777202623, 0.27194364001007476, 0.0]                                                                                                                    | [nan, 0.8978664601691193, 0.9284523849533335, 0.8197142499060033, 0.8830900348247946, 0.5166203443247434, nan, 0.5989687362997582, 0.8347347340362433, 0.042768568897886876, 0.9646279867438649, 0.009664198220856039, 0.0, nan, 0.0, 0.6829733239607783, 0.0, 0.0, 0.9205716636105021, 0.0, 0.44822042949888513, 0.5753982102550147, 0.0, nan, 0.0, 0.4341570755174906, 0.38848494304883757, 0.0, 0.9241305658299162, 0.9139338441100537, 0.9703487534407705, 0.0006397895002433002, 0.30653561371272003, 0.3583336546565239, 0.0]                                                                                                             |
| 0.1675        | 4.5   | 900  | 0.5478          | 0.3789   | 0.4495        | 0.8648           | [nan, 0.8187697966825732, 0.8569421945742838, 0.4718932164660768, 0.7866386815553748, 0.3287548955120063, nan, 0.4964917770446083, 0.5950793087721077, 0.07595230901526948, 0.8421749307256715, 0.12204177365747379, 0.0, nan, 0.0, 0.6086482629181411, 0.0, 0.0, 0.7500690267952569, 0.0911005094678564, 0.4767013423960269, 0.453753413689856, 0.0, nan, 0.0, 0.3583316856798218, 0.36664125840205114, 0.0, 0.8549937353467479, 0.7319751659947226, 0.9254258491318288, 0.04387746179182496, 0.3819026790595954, 0.30866132685552966, 0.0]                                                                                                       | [nan, 0.9385279050957132, 0.9486276921695684, 0.5026867401930066, 0.8340007009130622, 0.38945418006655863, nan, 0.5705245206675059, 0.8193972465092911, 0.2067569277489561, 0.9652840976596805, 0.12783521959852825, 0.0, nan, 0.0, 0.7418238356784578, 0.0, 0.0, 0.8845420119213394, 0.0931636801686493, 0.6070050746430277, 0.5298397553908464, 0.0, nan, 0.0, 0.5043653661535806, 0.4953346855983773, 0.0, 0.9289149655054365, 0.9327421617311079, 0.9730100008885886, 0.054258955551150116, 0.47086644993639437, 0.4143526806616687, 0.0]                                                                                                   |
| 0.2059        | 5.0   | 1000 | 0.5274          | 0.3811   | 0.4517        | 0.8633           | [nan, 0.8144690802407097, 0.8475277746013036, 0.5998484155552933, 0.7424634092861925, 0.3939451407757042, nan, 0.5213080789213621, 0.5368567211118558, 0.09527268953349592, 0.8520652557761808, 0.10390955769750473, 0.0, nan, 0.0, 0.6144961951535431, 0.0, 0.0, 0.7525293382321487, 0.04464818292278803, 0.46562685256810243, 0.40224828688784203, 0.0, nan, 0.004838617863038652, 0.37233234835426415, 0.3945462774383345, 0.0, 0.8537676770046194, 0.7493898431532764, 0.9292629799252149, 0.005978842726186204, 0.42302670511652374, 0.2930787723047587, 0.0]                                                                                 | [nan, 0.8903022233193745, 0.9432517251858782, 0.6369865427998496, 0.8508617855281039, 0.5337380590518894, nan, 0.6331154701621304, 0.8552568226698951, 0.1161584208528407, 0.9565452065320394, 0.10744725443621629, 0.0, nan, 0.0, 0.7461070139277757, 0.0, 0.0, 0.9095271906724941, 0.04564824574612257, 0.5884036285420369, 0.5123345126226647, 0.0, nan, 0.005621321341181139, 0.4697250477310235, 0.544078639413325, 0.0, 0.9335369659030622, 0.8812235246935758, 0.9712689697342719, 0.0060554724530070105, 0.48965457253759254, 0.3750585267239907, 0.0]                                                                                  |
| 0.2476        | 5.5   | 1100 | 0.5155          | 0.3905   | 0.4616        | 0.8675           | [nan, 0.8265214061771213, 0.8600576520403186, 0.594433602779792, 0.7544886232553043, 0.37068330207725636, nan, 0.5232258682361954, 0.5599808781073076, 0.053802970838094294, 0.8557553930716002, 0.260455134699391, 0.0, nan, 0.0, 0.6244918831761802, 0.0, 0.0, 0.7538912203861485, 0.12396326808463344, 0.46784958861953346, 0.42754713070206923, 0.0, nan, 0.04062048012978963, 0.37201807840244744, 0.37977998952331066, 0.0, 0.8599327444399775, 0.7500016346499637, 0.9344004094672925, 0.009735139739398683, 0.37616607541715935, 0.3258196784917233, 0.0]                                                                                  | [nan, 0.8924850660486451, 0.9502637392405893, 0.7175828737937084, 0.8435705394821994, 0.4972478091351577, nan, 0.6504603281220462, 0.833736890216246, 0.06851828419587498, 0.9623820214993706, 0.27838712682222533, 0.0, nan, 0.0, 0.7129317431761047, 0.0, 0.0, 0.9219604950526901, 0.1343622948351152, 0.5432565328030635, 0.5415291273792563, 0.0, nan, 0.07020699689173997, 0.48637751194623924, 0.5203619909502263, 0.0, 0.9261419513216803, 0.9051215067449078, 0.9733202538451536, 0.010161539339544999, 0.4358018114011721, 0.4336582369822795, 0.0]                                                                                    |
| 0.2348        | 6.0   | 1200 | 0.5316          | 0.3868   | 0.4558        | 0.8680           | [nan, 0.8211971818768324, 0.8584148743404417, 0.6162334518315056, 0.8107196876075417, 0.36629569046956345, nan, 0.5449900586325834, 0.5641672402900492, 0.04433827042522695, 0.8546484490871338, 0.15751752906718736, 0.0, nan, 0.0, 0.6140825756141491, 0.0, 0.0, 0.7459747398434599, 0.04483344688943629, 0.47622577353244944, 0.4313669657743392, 0.0, nan, 0.012837260006202483, 0.3694298425602043, 0.38668851213373223, 0.0, 0.8585649824802754, 0.7467589374043503, 0.9321821807468248, 0.060375777150965176, 0.3665556591625594, 0.3059348320459723, 0.0]                                                                                  | [nan, 0.9073706798766256, 0.9527124074951694, 0.6554901930066425, 0.8570312373032433, 0.44864601613864796, nan, 0.6733846283790578, 0.8349859394734455, 0.05871188156396305, 0.9598935361030441, 0.16531600763820967, 0.0, nan, 0.0, 0.7149273825551332, 0.0, 0.0, 0.8796542168176366, 0.04508357175124228, 0.684946866371015, 0.5529351497590728, 0.0, nan, 0.018067588122478672, 0.4894085667748929, 0.5081916055546887, 0.0, 0.9292596985061393, 0.8840071742684391, 0.9790930673525031, 0.07400231886147506, 0.44878388222630555, 0.40923951063396147, 0.0]                                                                                 |
| 0.1532        | 6.5   | 1300 | 0.5424          | 0.3892   | 0.4649        | 0.8641           | [nan, 0.8440444249361324, 0.853539056175834, 0.5820969163614399, 0.7915526508865678, 0.33789632579232626, nan, 0.5226035072400494, 0.5703361567336003, 0.03651161476290058, 0.8547911765703661, 0.2024593389994575, 0.0, nan, 0.0, 0.5951762806527621, 0.0, 0.0, 0.7569954432918928, 0.18283476047497252, 0.4906970637669994, 0.4038398553833889, 0.0, nan, 0.02376261597895594, 0.3822135016541395, 0.4062111801242236, 0.0, 0.8590400868675536, 0.7445913284904555, 0.9359189571939001, 0.011945571936318324, 0.3842186160621915, 0.29259119465953176, 0.0]                                                                                      | [nan, 0.9395732644517828, 0.9180173690689264, 0.649198286126081, 0.8380144908149969, 0.5814201226492461, nan, 0.577744170987061, 0.8556057191104537, 0.04087055548525876, 0.9567338333167978, 0.22161287317777467, 0.0, nan, 0.0, 0.6500542099055199, 0.0, 0.0, 0.8955991231335567, 0.22281282939316369, 0.7248106237725614, 0.5092608897497879, 0.0, nan, 0.028556312413200186, 0.4765508537650879, 0.571446403495085, 0.0, 0.9247917249195445, 0.9172034835306536, 0.9737715765117426, 0.013648842671857071, 0.565318082480728, 0.36082207325067067, 0.0]                                                                                     |
| 0.2185        | 7.0   | 1400 | 0.5632          | 0.3810   | 0.4618        | 0.8709           | [nan, 0.8474117548034618, 0.8688824915370316, 0.6552065621868585, 0.7522678771604911, 0.37353909328015567, nan, 0.5365654787347347, 0.592498198542391, 0.07646075049649838, 0.8538463869307471, 0.23429532385808832, 0.0, 0.0, 0.0, 0.6607725008476123, 0.0, 0.0, 0.74960441218283, 0.07219328703703703, 0.4595713976780367, 0.3781036565468046, 0.0, nan, 0.05457773228522763, 0.39299487530383664, 0.4051196438508626, 0.0, 0.8604615266166045, 0.7381663205688781, 0.9366448408437466, 0.006892002296414061, 0.4253769236778377, 0.2617610309951678, 0.0]                                                                                       | [nan, 0.9163777332940749, 0.9546309886190651, 0.7644226250156662, 0.8713795360888967, 0.4961842145774031, nan, 0.6119367566676186, 0.8549009483005254, 0.09255978742249779, 0.9664146335189796, 0.25144380792697124, 0.0, nan, 0.0, 0.7546495418965127, 0.0, 0.0, 0.9323558202699536, 0.07889625056467399, 0.6464347064237794, 0.4229080954744105, 0.0, nan, 0.09027180742014417, 0.4733191668374556, 0.5906693711967546, 0.0, 0.9238229108967523, 0.8670764391937118, 0.9699948240971162, 0.007500255315058783, 0.4736390027508073, 0.304657074710396, 0.0]                                                                                    |
| 0.1438        | 7.5   | 1500 | 0.5517          | 0.3975   | 0.4857        | 0.8739           | [nan, 0.8274787289578202, 0.8682251104965265, 0.6519304033750671, 0.8134267015717217, 0.39418015163423703, nan, 0.5661808224366917, 0.566490424375331, 0.09013833110218653, 0.8648792356449658, 0.3021073477885543, 0.0, 0.0, 0.0, 0.6372256392482658, 0.0, 0.0, 0.7688377835128294, 0.29360007348695605, 0.5090966205073165, 0.41193710138217193, 0.0, nan, 0.1092829817292887, 0.38358305564212597, 0.4100601421541826, 0.0, 0.8643641021688231, 0.7583952955140961, 0.935368692211271, 0.02093306511362255, 0.34996075695473966, 0.3218192076389453, 0.0]                                                                                       | [nan, 0.921843390549979, 0.9403607207107609, 0.76771642749718, 0.8523752910226872, 0.5351028188054714, nan, 0.6925748209164733, 0.8508049040883685, 0.11501961280526382, 0.962947901853646, 0.34636253551301754, 0.0, nan, 0.0, 0.7338234067649196, 0.0, 0.0, 0.9112829916403561, 0.3368995633187773, 0.6509246088193457, 0.5184273296300447, 0.0, nan, 0.18211758481581905, 0.5177731994347784, 0.561710095178655, 0.0, 0.9224892965320445, 0.9205636368193705, 0.9792627526264821, 0.027411826193522806, 0.3926913333260848, 0.4147410226890895, 0.0]                                                                                         |
| 0.1448        | 8.0   | 1600 | 0.5863          | 0.3846   | 0.4756        | 0.8619           | [nan, 0.8285810036010995, 0.8425236422549568, 0.54409630128129, 0.7690224846961036, 0.3341831302668693, nan, 0.5525947152625418, 0.5797724617417785, 0.1321213041332979, 0.8653811387867731, 0.31424783788902216, 0.0, 0.0, 0.0, 0.6172061947474988, 0.0, 0.0, 0.7568663064400176, 0.05340165818785874, 0.4628885293296987, 0.4148772374679798, 0.0, nan, 0.09201743557250074, 0.40030361221113503, 0.41565400654679163, 0.0, 0.8627222941773598, 0.7587543062435463, 0.9358024466569654, 0.058416223547051546, 0.42476868061585576, 0.29020683480277026, 0.0]                                                                                     | [nan, 0.9298402517137067, 0.9077748082418758, 0.6459651898734177, 0.8549772536626041, 0.513064579782187, nan, 0.6949446359405856, 0.8449015763141184, 0.2202328229786157, 0.9635137822079214, 0.34777141260304595, 0.0, nan, 0.0, 0.7390656833426662, 0.0, 0.0, 0.9374391639436931, 0.05421623249510616, 0.5601510087760315, 0.5888052891926937, 0.0, nan, 0.11140797566298526, 0.5131263011423086, 0.5785301919176159, 0.0, 0.9210679706097176, 0.8946451067274549, 0.9804746468613496, 0.08823688431524501, 0.49464516760353583, 0.35886521502029844, 0.0]                                                                                    |
| 0.1743        | 8.5   | 1700 | 0.5965          | 0.3823   | 0.4690        | 0.8674           | [nan, 0.8114508570420983, 0.8575183217802477, 0.5578572053547992, 0.7936370815877491, 0.3693279684750451, nan, 0.5376387406939722, 0.555776058752852, 0.11493196832480203, 0.8669745949912785, 0.32189888152234425, 0.0, 0.0, 0.0, 0.623012118067214, 0.0, 0.0, 0.7627747448921709, 0.03247086042288994, 0.4779047144906555, 0.41786452911050836, 0.0, nan, 0.031317787418655096, 0.39853711367715, 0.42251074538449546, 0.0, 0.8589178127354131, 0.7447605563349396, 0.9359531086030232, 0.00975403551886743, 0.4174620599498881, 0.31231359405346676, 0.0]                                                                                       | [nan, 0.9430963185560249, 0.9299827727651977, 0.6492413679659105, 0.8299960787206211, 0.5104850830863275, nan, 0.6075864648650388, 0.8618021198947728, 0.16620270783246868, 0.9598527077946548, 0.37029015881887195, 0.0, nan, 0.0, 0.7295283142506523, 0.0, 0.0, 0.9192409682296765, 0.03339105556392109, 0.5745460630909547, 0.5731474218387308, 0.0, nan, 0.036664241782950864, 0.4929854272061441, 0.5920424403183023, 0.0, 0.9355143299421742, 0.8804529963803737, 0.9796819455370513, 0.011158769922083851, 0.5416480923749362, 0.4101153458447403, 0.0]                                                                                  |
| 0.1297        | 9.0   | 1800 | 0.5987          | 0.3823   | 0.4752        | 0.8690           | [nan, 0.8497441274348271, 0.8663967321828038, 0.3939597846738442, 0.7517827792707723, 0.36228590938428584, nan, 0.5669849704201076, 0.5934392867525923, 0.15914107044325915, 0.8666539203663902, 0.22562794987251125, 0.0, 0.0, 0.0, 0.6007060850673309, 0.0, 0.0, 0.7570039243252329, 0.1404517002818551, 0.46523950960168053, 0.42069989001765135, 0.0, nan, 0.07485775248933144, 0.4140864325679131, 0.4245368900179951, 0.0, 0.866773453924494, 0.7622557299541883, 0.9395483560035729, 0.06816082025895225, 0.3936561567488198, 0.2704748659774187, 0.0]                                                                                      | [nan, 0.8997314198752051, 0.9474687235161634, 0.40930293583155786, 0.9004136720551963, 0.5203384469840097, nan, 0.6671037337055107, 0.8546148532192674, 0.2189674807035303, 0.9660557526882378, 0.24212891807554376, 0.0, nan, 0.0, 0.7642643537106978, 0.0, 0.0, 0.8878934524548124, 0.17333232946845353, 0.7268798574571658, 0.5223333920309924, 0.0, nan, 0.11136829574763574, 0.5292804211116744, 0.6257762521454205, 0.0, 0.9251615753208382, 0.9111993969455515, 0.967934001464916, 0.09528658364421697, 0.5421808574255488, 0.3208545177122523, 0.0]                                                                                     |
| 0.1954        | 9.5   | 1900 | 0.5744          | 0.3918   | 0.4837        | 0.8734           | [nan, 0.844664360128614, 0.8672808293940846, 0.5972967943838281, 0.748119348487742, 0.4048434319633421, nan, 0.5637276127950774, 0.562888500166704, 0.18492870021307983, 0.8727070817891117, 0.20440343580848083, 0.0, 0.0, 0.004572324373754858, 0.6105063747895116, 0.0, 0.016036676646706587, 0.7653435049863937, 0.17963140105860595, 0.5033941690418074, 0.4149990275914687, 0.0, nan, 0.08071291832104367, 0.40104252651675515, 0.42368350154394546, 0.0, 0.8652029299967213, 0.7555529404955967, 0.939615984015598, 0.029941952824784727, 0.36865941215056564, 0.3291356554089041, 0.0]                                                     | [nan, 0.8996661883481046, 0.9546770130760198, 0.6914478631407445, 0.8602945251689046, 0.5424500180531181, nan, 0.6671021248697848, 0.8599948363326797, 0.2855244843730229, 0.9587189056706846, 0.22776070047971683, 0.0, nan, 0.004572324373754858, 0.725685963804463, 0.0, 0.016036676646706587, 0.9138235145432068, 0.21207649450383978, 0.658604005571771, 0.5328957689660141, 0.0, nan, 0.12045499636267443, 0.5293041517900482, 0.6379778436573569, 0.0, 0.9174103986570031, 0.9089732199635531, 0.9764544111393864, 0.038780855575780517, 0.4460765659487023, 0.40790097002880893, 0.0]                                                   |
| 0.1476        | 10.0  | 2000 | 0.6046          | 0.4007   | 0.5001        | 0.8732           | [nan, 0.8339844158564095, 0.8618893405438733, 0.6234776668729248, 0.7368422366459226, 0.36780464924129314, nan, 0.5729445145018915, 0.5874305693434899, 0.14640558426253286, 0.8743150824872861, 0.3174642328564381, 0.0, 0.0, 0.0, 0.6233650662251655, 0.0, 0.0, 0.7641416603272588, 0.1726332282362309, 0.5061025578435304, 0.4388798340494888, 0.0, nan, 0.17569248696911957, 0.411042586297857, 0.41699861254084053, 0.0, 0.8664827219693931, 0.763368194006914, 0.9371504311699966, 0.09780307875228564, 0.37286891510469083, 0.3529164063423448, 0.0]                                                                                        | [nan, 0.9182071121671969, 0.943946151265974, 0.949085098383256, 0.8610308589268696, 0.41963675446919635, nan, 0.6578698210572465, 0.8464576544390094, 0.20435277742629382, 0.9609330248346352, 0.35964789716361606, 0.0, nan, 0.0, 0.7177391490831974, 0.0, 0.0, 0.9059592909698382, 0.20240927571148923, 0.6286286650883264, 0.5737461379608433, 0.0, nan, 0.29513921036968455, 0.5311422006968191, 0.5814947729755032, 0.0, 0.9239163369952466, 0.9192959784920482, 0.9771878732260233, 0.130456983918155, 0.5357550585497918, 0.4605034124522835, 0.0]                                                                                       |
| 0.0882        | 10.5  | 2100 | 0.5877          | 0.4111   | 0.4907        | 0.8786           | [nan, 0.8447078385210316, 0.8761783230639205, 0.6790927035551466, 0.7921316616004757, 0.40848896481978597, nan, 0.5884832049273298, 0.5833752853142, 0.2103240954854317, 0.8746874654440124, 0.31704166106844983, 0.0, nan, 0.0038538162578790947, 0.6114377965852943, 0.0, 0.0, 0.7589331936701121, 0.10382944578179906, 0.47475485097911035, 0.4237992404870186, 0.0, nan, 0.05984116546107542, 0.41775094867462537, 0.4237080578006368, 0.0, 0.8663147491494264, 0.7606818575616426, 0.9410394952349884, 0.018366015353344412, 0.4075697766219291, 0.2980607511362481, 0.0]                                                                     | [nan, 0.9263497444179121, 0.9545126144321117, 0.9465628524877804, 0.8488732259961237, 0.4920138043377864, nan, 0.7003382577113507, 0.8328716270436609, 0.37403517651524737, 0.962403660502817, 0.35717945135298773, 0.0, nan, 0.0038538162578790947, 0.7445462452194012, 0.0, 0.0, 0.9230145271217365, 0.11301008884204186, 0.6291149645365636, 0.5425616725631133, 0.0, nan, 0.07823556643079162, 0.5205928354924655, 0.5938523950694337, 0.0, 0.9265777182874877, 0.900698395722918, 0.9746461083084035, 0.0205453529655595, 0.4771074119578572, 0.36729168617557467, 0.0]                                                                    |
| 0.143         | 11.0  | 2200 | 0.5930          | 0.3980   | 0.4882        | 0.8780           | [nan, 0.8427623474506273, 0.8682372747495882, 0.7318951503895347, 0.8107472662343904, 0.3998179949074298, nan, 0.5727623603219433, 0.5722402712893357, 0.22476030277544154, 0.8691576705814467, 0.25829443409457226, 0.0, 0.0, 0.0, 0.6175602388961351, 0.0, 0.0, 0.7598021112298146, 0.07576313498658263, 0.4720583356173276, 0.44584995736527955, 0.0, nan, 0.07228730102646337, 0.4222553166140466, 0.43237091416150597, 0.0, 0.8654320091793174, 0.7444121537352406, 0.9384177071214866, 0.010842584763099752, 0.3963729506514404, 0.3332296148785605, 0.0]                                                                                    | [nan, 0.9243319802043691, 0.9619321628157846, 0.8164537379370849, 0.8682087587463074, 0.4761421746030413, nan, 0.6603771915359152, 0.8419150227829376, 0.4226875869922814, 0.9691958578864573, 0.2873527083042243, 0.0, nan, 0.0, 0.7502650923951247, 0.0, 0.0, 0.9171434742845588, 0.07928775786779099, 0.5798589337835377, 0.542399987193238, 0.0, nan, 0.10553534819125719, 0.5352217200427152, 0.6579809642689968, 0.0, 0.9287904416728774, 0.8785359590710213, 0.9795815400494898, 0.011939733631301026, 0.5249475389516488, 0.41294253088833927, 0.0]                                                                                     |
| 0.1148        | 11.5  | 2300 | 0.5959          | 0.4104   | 0.4838        | 0.8762           | [nan, 0.8320962616181409, 0.866696457686687, 0.767753663768965, 0.8036321135613248, 0.40920292765122857, nan, 0.5796238901770943, 0.5771572508771601, 0.16306651634723787, 0.8667379194148915, 0.30482068147284724, 0.0, nan, 0.0, 0.6220760930036738, 0.0, 0.0, 0.758013892655171, 0.10440978829290362, 0.46978988415956846, 0.40607430127382554, 0.0, nan, 0.055563992750761876, 0.41288545925428366, 0.4344954757922724, 0.0, 0.8641718734724644, 0.7521097062956364, 0.9385787477415113, 0.011883712883830031, 0.40791510248757923, 0.3130635346242427, 0.0]                                                                                   | [nan, 0.9385921712513765, 0.9424299707443241, 0.8725286690061411, 0.8592956615481677, 0.5008136498366823, nan, 0.6738214272786142, 0.8585852947128233, 0.22877388333544224, 0.9707787714027096, 0.3410297610730753, 0.0, nan, 0.0, 0.7393754542313512, 0.0, 0.0, 0.9281640493949713, 0.11815238668875169, 0.581594451854878, 0.5192533657771303, 0.0, nan, 0.0725877918127108, 0.5052347719158208, 0.6323607427055703, 0.0, 0.9327434420992087, 0.8904359797731676, 0.9774393889723649, 0.01310216807540505, 0.5186522131495113, 0.38299199629835684, 0.0]                                                                                      |
| 0.1352        | 12.0  | 2400 | 0.5862          | 0.3998   | 0.4873        | 0.8769           | [nan, 0.8473441017458369, 0.8687143142848679, 0.7042935674605667, 0.8127306136626816, 0.4267320776579287, nan, 0.5795264599532142, 0.5785691839386137, 0.15629923139351698, 0.8725951022287428, 0.3148653446264645, 0.005758157389635317, 0.0, 0.0, 0.6319408011432055, 0.0, 7.48502994011976e-05, 0.7593087751172442, 0.10541613101559444, 0.4695284573307169, 0.42746657212930483, 0.0, nan, 0.08974104620733309, 0.40918663545435197, 0.43112610526780004, 0.0006285355122564425, 0.8588805310834182, 0.7247993495882862, 0.9398895561411722, 0.06332603400833277, 0.40195160961001836, 0.3114607517616148, 0.0]                                | [nan, 0.9155287580703328, 0.9575764344751716, 0.856284857124953, 0.8472830451130483, 0.5376672012628786, nan, 0.6646092339126483, 0.8607624085019084, 0.20713653043148172, 0.9625882044567365, 0.3614293698477016, 0.005758157389635317, nan, 0.0, 0.7534342868716715, 0.0, 7.48502994011976e-05, 0.9167498494896436, 0.11359734979671736, 0.5876830390762279, 0.5655674195975475, 0.0, nan, 0.1256398386350109, 0.5185066931299687, 0.6101419878296146, 0.0006297229219143577, 0.9369267518124398, 0.8400322879213653, 0.9806659193151542, 0.07583157616498759, 0.5137051091081078, 0.3899890382888714, 0.0]                                   |
| 0.1           | 12.5  | 2500 | 0.6124          | 0.4003   | 0.4906        | 0.8746           | [nan, 0.8393813668701683, 0.8618141158473944, 0.6956031403608547, 0.7649827580740517, 0.3942994002736122, nan, 0.5773676484433024, 0.5748858805050278, 0.19648666232921275, 0.8711213254008829, 0.28047548105472614, 0.00038387715930902113, 0.0, 0.0, 0.6185566518899852, 0.0, 0.027317602183912344, 0.7598041960294646, 0.15221883233948136, 0.4757253581470973, 0.4264427392879843, 0.0, nan, 0.12259253388285646, 0.42583584754633336, 0.44177180529519555, 0.0, 0.8666757224466872, 0.7489125157033966, 0.9424918326347549, 0.016033407227921844, 0.4151325599497332, 0.31388195606851294, 0.0]                                               | [nan, 0.9072000849526864, 0.9549807386752227, 0.84549285624765, 0.8546355481269328, 0.46917786939618616, nan, 0.665997659144019, 0.8708873832069165, 0.2674933569530558, 0.9676933761377319, 0.3134693307251642, 0.00038387715930902113, nan, 0.0, 0.7730392098459485, 0.0, 0.027339071856287426, 0.9105400909036596, 0.16528384279475983, 0.6290490089433816, 0.5209070389165479, 0.0, nan, 0.16366642417829508, 0.5371244889814145, 0.6545170853487283, 0.0, 0.931858751433951, 0.902081169123538, 0.9734126268937102, 0.018683054889733933, 0.481293423069814, 0.40387570851763516, 0.0]                                                     |
| 0.1051        | 13.0  | 2600 | 0.5907          | 0.4080   | 0.5025        | 0.8772           | [nan, 0.839346538293538, 0.8705390646369748, 0.7092229826797409, 0.7896692559152996, 0.4128814155744173, nan, 0.588169874893985, 0.606614710711823, 0.20876232201533407, 0.8751643542449614, 0.334043830681477, 0.011772232885476647, 0.0, 0.04836498923046798, 0.6166429623226571, 0.0, 0.031123164687178528, 0.7582015428502734, 0.1235572113560316, 0.4834633504215781, 0.4260706421487994, 0.0007942811755361397, nan, 0.1352318974122706, 0.42553064359097825, 0.4403052064631957, 0.009208103130755065, 0.8673138312050992, 0.7599544866182125, 0.9391072396315598, 0.012793603451462542, 0.39450023124740335, 0.3369132617783203, 0.0]      | [nan, 0.9206268846291491, 0.9426922683628182, 0.9425895318962276, 0.8549309984010681, 0.528078056644807, nan, 0.7168529564367506, 0.8532750908875227, 0.3014677970390991, 0.9663664561150803, 0.388675422663127, 0.011772232885476647, nan, 0.048401319442176426, 0.7309341975146844, 0.0, 0.031137724550898204, 0.9217302486752791, 0.13483662099081464, 0.6370483395433314, 0.5191477099908752, 0.0007942811755361397, nan, 0.1863501091197672, 0.5223726363705006, 0.612264003744734, 0.009445843828715366, 0.9253587934291817, 0.9012266253737758, 0.9821730056834527, 0.015177729317978386, 0.547182325247627, 0.4260855674475738, 0.0]    |
| 0.0868        | 13.5  | 2700 | 0.5981          | 0.4158   | 0.5078        | 0.8760           | [nan, 0.8402386099445845, 0.8688193406598229, 0.683493036323769, 0.8140580249216932, 0.39290409952896677, nan, 0.5939072237286935, 0.5836577532012318, 0.20439788073138668, 0.8742768017030499, 0.3201047234646013, 0.2630714826976509, 0.0, 0.0007798030997173213, 0.6219356838734991, 0.0, 0.07758153443603402, 0.7617670161697484, 0.16171143884981024, 0.47109287878114675, 0.4107796658502182, 0.038847440185232826, nan, 0.11356285621611603, 0.41765504783680923, 0.44460421956096796, 0.0049504950495049506, 0.869711105990263, 0.7686378952749437, 0.9419531763809376, 0.03723473940208135, 0.4151841732893109, 0.30995537296084896, 0.0] | [nan, 0.9164526185355453, 0.9454859708083166, 0.7984239879684171, 0.8600215774544354, 0.5570548506909166, nan, 0.6883516271362322, 0.860985702223866, 0.3246235606731621, 0.967159750147084, 0.34167015975036097, 0.2665387076135637, nan, 0.0007838270355008328, 0.7648838954880679, 0.0, 0.07767589820359282, 0.9007383050006205, 0.19697334738744166, 0.6366801695157186, 0.5165511390013927, 0.03997881916865237, nan, 0.16207922756431453, 0.5367124381114695, 0.6175066312997347, 0.005037783375314861, 0.9314196620606581, 0.9142935787141089, 0.9742806323336796, 0.04695394116339563, 0.5072466919639459, 0.38669639365212266, 0.0]    |
| 0.125         | 14.0  | 2800 | 0.5948          | 0.4057   | 0.4961        | 0.8773           | [nan, 0.8445778236245067, 0.8701865682806943, 0.6971433362679746, 0.8162667275611865, 0.4046509945596555, nan, 0.5918829139806143, 0.5924214860206817, 0.19658684496967813, 0.8716491091461146, 0.2758869603628646, 0.006397952655150352, 0.0, 0.0, 0.6393531382804838, 0.0, 0.0625022992311371, 0.759156141783712, 0.15955400594740152, 0.47517050211755907, 0.42159514639302753, 0.0, nan, 0.08517434367981148, 0.4140500715960596, 0.4465206321149759, 0.03508771929824561, 0.8659773213342542, 0.74311996863367, 0.9432031798216328, 0.04120414022243527, 0.39472315188929546, 0.32904448783392143, 0.0]                                       | [nan, 0.9237439310890286, 0.9530585161870283, 0.8140979446045871, 0.8535233382797294, 0.5323257174365132, nan, 0.6811094531165159, 0.8634838007382649, 0.3199417942553461, 0.9670846260596477, 0.2981579805318802, 0.006397952655150352, nan, 0.0, 0.7456542718596976, 0.0, 0.06358532934131736, 0.9128926482009991, 0.19673241981629272, 0.6329817342383359, 0.5391918933196728, 0.0, nan, 0.12238608557635076, 0.5283657113270842, 0.6621937899828366, 0.036523929471032744, 0.9295248266234878, 0.8648070940592267, 0.9750763458226046, 0.04686082625960435, 0.49498222304371936, 0.41401666841099255, 0.0]                                  |
| 0.1189        | 14.5  | 2900 | 0.6029          | 0.4095   | 0.4986        | 0.8801           | [nan, 0.8514875831701844, 0.8716700148163586, 0.6962603196302648, 0.817032646324371, 0.4175149712810631, nan, 0.5798137255042309, 0.5935370592841545, 0.19969243294585914, 0.8764088194545395, 0.3221499629424721, 0.0014075495841330773, 0.0, 0.04305845511482255, 0.6216180494705874, 0.0, 0.00396676895441958, 0.7647583732615805, 0.19077376449616176, 0.474612932863853, 0.4373168376281614, 0.0226503514709711, nan, 0.08409752884387768, 0.4126249821002889, 0.43868479539809124, 0.060298507462686564, 0.8677737696127611, 0.7584694831849964, 0.941287345865792, 0.030366344888549588, 0.40450211257045576, 0.31937043297977213, 0.0]     | [nan, 0.9355140154693877, 0.9556994604154749, 0.869700933700965, 0.8533749880715598, 0.5157151693774333, nan, 0.6516146677553122, 0.8515375866135414, 0.2793243072251044, 0.9648994949946536, 0.35933351963113036, 0.0014075495841330773, nan, 0.0431104869525458, 0.7564724244337746, 0.0, 0.003967065868263473, 0.9110074772625958, 0.21835566932690859, 0.6158135917742547, 0.5864632525973714, 0.023034154090548053, nan, 0.10807486277362609, 0.5283915993398557, 0.6282727414573256, 0.06360201511335013, 0.9286722968626905, 0.897458463418008, 0.9807648187204023, 0.03632081989174642, 0.49860285083665856, 0.389474003117753, 0.0]    |
| 0.1579        | 15.0  | 3000 | 0.6139          | 0.4104   | 0.5025        | 0.8781           | [nan, 0.849444582971672, 0.8696833699733478, 0.6773222386208271, 0.8047162061925254, 0.4054382649905792, nan, 0.5827963265570214, 0.5747304626394523, 0.16491521875654178, 0.8732081803169777, 0.3306558724938334, 0.10518253765636967, 0.0, 0.0, 0.6177997065224885, 0.0, 0.009308040285198355, 0.7623881099549857, 0.16173743617307176, 0.4654705881500398, 0.4455329770786528, 0.04107142857142857, nan, 0.1581649569472214, 0.4217185969419198, 0.4390528453528065, 0.07096774193548387, 0.869469463943758, 0.7565380479336926, 0.9414248900266803, 0.027585922094547858, 0.40787947922657036, 0.29824110529724396, 0.0]                       | [nan, 0.9278780653128941, 0.9521817831140148, 0.8789341552826169, 0.858512239100531, 0.5049527120261756, nan, 0.681092560341395, 0.8562825782051372, 0.24920916107807162, 0.9680824699166817, 0.3652368310744725, 0.1054382597568778, nan, 0.0, 0.7474056688072629, 0.0, 0.0093562874251497, 0.9157413152077503, 0.181245294383376, 0.6323152874236465, 0.5660380680999568, 0.042626423087106166, nan, 0.2082137424773494, 0.5609716634126873, 0.6341706974567015, 0.07619647355163728, 0.9252003810402697, 0.8931198320062608, 0.9758770795859076, 0.032103615861973675, 0.47040979417872636, 0.3595716670063512, 0.0]                         |
| 0.1238        | 15.5  | 3100 | 0.6100          | 0.4102   | 0.5073        | 0.8781           | [nan, 0.8457976228705318, 0.8722143139864557, 0.6467625512114819, 0.8036633568527239, 0.41250410180941544, nan, 0.5999855146454744, 0.5921621095650481, 0.23485276321097218, 0.8691890048996691, 0.32643325227712977, 0.0, 0.0, 0.01147476854870257, 0.6283268551760971, 0.0, 0.0050652312063100445, 0.7637068579243205, 0.17657812266825848, 0.46699798790003505, 0.4367257117024686, 0.04856343757945589, nan, 0.15772383135375426, 0.41318684668694494, 0.4438589727113053, 0.07359813084112149, 0.8675842693091819, 0.7587597375723992, 0.9415232642305689, 0.025147107805040526, 0.39033231029738596, 0.3145995284961833, 0.0]                | [nan, 0.9251627512810134, 0.9506669158712923, 0.91784488971049, 0.8460945765914206, 0.5298833684599431, nan, 0.6797097660350646, 0.8493046493939669, 0.36834113627736303, 0.9701059208804543, 0.36888128172884355, 0.0, nan, 0.011496129854012214, 0.7569072951044286, 0.0, 0.005071107784431138, 0.9027535352699765, 0.21380816142147266, 0.6047783350642575, 0.5737573438775674, 0.050569234842467566, nan, 0.24027511407975663, 0.5263184009837445, 0.6466531440162272, 0.07934508816120907, 0.9338802370444713, 0.8961272132961623, 0.9736440615425396, 0.02857426063762683, 0.48121731377686927, 0.3954671396544031, 0.0]                  |
| 0.0913        | 16.0  | 3200 | 0.6129          | 0.4089   | 0.5001        | 0.8791           | [nan, 0.8433245410968181, 0.8749301149814263, 0.6736973846465316, 0.8106924973311235, 0.42072894436005037, nan, 0.5891124858838177, 0.5899950432018972, 0.17118658567884334, 0.870627521516266, 0.31652784767225706, 0.014843250159948817, 0.0, 0.011985799433280136, 0.6317023849232822, 0.0, 0.005123123235420601, 0.7607780371005064, 0.15899869334983838, 0.46899700402072525, 0.43072967204752066, 0.05788570026980623, nan, 0.0758988546010011, 0.4210143360012586, 0.4484633727797464, 0.0855457227138643, 0.8688803083222512, 0.7645111130933738, 0.9428612870848608, 0.04721638052528865, 0.4006294686544006, 0.32925395958492626, 0.0]   | [nan, 0.9427984325126068, 0.9457704150850859, 0.9318445293896478, 0.8430242273391931, 0.5337985160056986, nan, 0.6634444368471646, 0.8471763811065599, 0.25319498924459066, 0.9685638356725913, 0.3588561315262447, 0.014843250159948817, nan, 0.01201868121101277, 0.7220401987299394, 0.0, 0.005127245508982036, 0.9132189454624, 0.19147718717060683, 0.6253456516068062, 0.5663598379944611, 0.06248345247550966, nan, 0.10087957145691423, 0.5080500933047127, 0.6279606802933375, 0.09130982367758186, 0.9267272266243383, 0.9030596472465682, 0.9757415321776997, 0.058064651780296885, 0.49409065704065325, 0.41510182272874996, 0.0]   |
| 0.0898        | 16.5  | 3300 | 0.6204          | 0.4163   | 0.5148        | 0.8795           | [nan, 0.8455456130477345, 0.8700194472920203, 0.6946681417690085, 0.7814703425745662, 0.4194883785274432, nan, 0.5948668398268399, 0.5947327593268031, 0.2608856088560886, 0.8760276679112057, 0.33157301494531183, 0.04423986702467715, 0.0, 0.060933867217773184, 0.6305274279734492, 0.0, 0.0093937125748503, 0.7650287950362539, 0.15797616907629491, 0.49225995343513235, 0.4316986067360807, 0.08065302144249513, nan, 0.10073918830892974, 0.42336167879328546, 0.45230667838312827, 0.09771796372147455, 0.8706074274990901, 0.764482163206971, 0.9431735200640009, 0.021280588296084372, 0.3626886537189586, 0.3441856620486082, 0.0]     | [nan, 0.9303200413178975, 0.9533137101604152, 0.8545752913898985, 0.8437101386949433, 0.5160219324393541, nan, 0.6908654329578042, 0.8613206428068021, 0.5367581930912312, 0.9685021849269234, 0.3699175632248149, 0.04427383237364044, nan, 0.06162840066625298, 0.742997390775976, 0.0, 0.0093937125748503, 0.9099798706759868, 0.18526577322692367, 0.6223205540269827, 0.5315814750188099, 0.08763568970082075, nan, 0.14114145889822102, 0.5579686539312027, 0.6425027305351849, 0.10516372795969774, 0.9288878546603543, 0.9017738861456224, 0.9771698002382623, 0.023504003940863025, 0.5246648472921401, 0.4357913639343179, 0.0]       |
| 0.0835        | 17.0  | 3400 | 0.6076          | 0.4267   | 0.5170        | 0.8812           | [nan, 0.8460581108674733, 0.8728925994222388, 0.7259225550893365, 0.8050173172700429, 0.4131630100229764, nan, 0.5899979600438697, 0.5868946143041311, 0.17549615228837587, 0.8813630545199417, 0.31715007715186616, 0.26487305797650623, 0.0, 0.02885711493990815, 0.6199329850405956, 0.0, 0.05075924336827967, 0.7650305346258475, 0.2522327454642623, 0.4966318686177794, 0.4529148940449969, 0.09051201164765833, nan, 0.11675144897995356, 0.41781253880389246, 0.44865114134194145, 0.0834319526627219, 0.8711822823395454, 0.7707952870250171, 0.9415349599030014, 0.04012992959617092, 0.380938021240706, 0.34680758963243546, 0.0]       | [nan, 0.934615116751332, 0.9551586879698815, 0.8778022778543677, 0.847407642619348, 0.5098486057115028, nan, 0.6677183089527686, 0.8513491825356397, 0.2741364038972542, 0.9642315438694049, 0.3302594196823623, 0.26833013435700576, nan, 0.028936281393905746, 0.7450526014797517, 0.0, 0.05091691616766467, 0.9037363334298438, 0.3446845354615269, 0.6136291819045416, 0.5767253109641891, 0.09875562615832671, nan, 0.17424773493816548, 0.5516800241621452, 0.6072086128881261, 0.08879093198992444, 0.9307757794899546, 0.9106089680212183, 0.977723536502164, 0.04764779738196935, 0.4395202939993259, 0.45566290810340365, 0.0]        |
| 0.1225        | 17.5  | 3500 | 0.6127          | 0.4209   | 0.5094        | 0.8803           | [nan, 0.8435910344871903, 0.8695606625536554, 0.7182204261354754, 0.8113890595231291, 0.41067953112018174, nan, 0.5893884210873966, 0.5981439431335769, 0.20692640692640693, 0.8743069522555236, 0.3310757516800404, 0.02431222008957134, 0.0, 0.05927826680092247, 0.6423157082207642, 0.0, 0.03770941894996358, 0.7670040697310434, 0.2005599819603127, 0.49211383058462227, 0.4313709240924947, 0.17281956622058145, nan, 0.10746176945719071, 0.42519060537428344, 0.4439287823812337, 0.10675129832660127, 0.8718269880223831, 0.7673723020642185, 0.9428251760694473, 0.019676852535376745, 0.3937994425451692, 0.3096574358286229, 0.0]     | [nan, 0.941440844451769, 0.9518331075587977, 0.8547672014036847, 0.8460041496386881, 0.5016578080435737, nan, 0.6747062869278075, 0.8455295899071238, 0.28729596355814246, 0.9687087761673732, 0.3665525592659867, 0.02431222008957134, nan, 0.05960351415787583, 0.7435573612285991, 0.0, 0.037780688622754494, 0.9093148676657797, 0.24107062189429304, 0.6379136375494052, 0.5333055853490644, 0.19830553349218957, nan, 0.14341644071159315, 0.5528298833960759, 0.6567015134966453, 0.11649874055415617, 0.9343690296337485, 0.9059036394001762, 0.9789374388467827, 0.02273805876451541, 0.4746719145836278, 0.3813491167284525, 0.0]     |
| 0.0675        | 18.0  | 3600 | 0.6238          | 0.4252   | 0.5210        | 0.8804           | [nan, 0.8516800972707018, 0.8692050916694961, 0.7237727574140093, 0.8120214843516569, 0.4163426716790552, nan, 0.584305343639795, 0.5663565649422807, 0.2131134939851647, 0.877850785414902, 0.329142403388036, 0.011132437619961612, 0.0, 0.01538113548970821, 0.6324650255716304, 0.0, 0.03667308087507239, 0.7676525198000297, 0.21727817417024975, 0.47684216325461737, 0.448149829738933, 0.19549897704023642, nan, 0.11738475848908238, 0.4253323951224734, 0.45890013826323534, 0.17288491854965843, 0.8713127069429203, 0.7603059372569354, 0.9432218968661672, 0.0798467739092629, 0.4126448875396716, 0.3191077401015053, 0.0]           | [nan, 0.937414418098232, 0.9542076949429747, 0.8635167314199774, 0.8493716160213224, 0.507255674137019, nan, 0.6709400024936953, 0.8606577395697409, 0.3508161457674301, 0.9685920072053799, 0.3764496297331284, 0.011132437619961612, nan, 0.015545902870766518, 0.7573183372451836, 0.0, 0.03673278443113773, 0.8972149839379024, 0.28040204788435474, 0.6219947137084271, 0.6004434341332223, 0.22769393698702675, nan, 0.16190728126446663, 0.5229119699699052, 0.6421594632547979, 0.20717884130982367, 0.9342332096157383, 0.8874954394935679, 0.9775438106794289, 0.10205393455524117, 0.5202287627890794, 0.4062580904589046, 0.0]      |
| 0.0782        | 18.5  | 3700 | 0.6283          | 0.4350   | 0.5161        | 0.8812           | [nan, 0.859142309112726, 0.8747387791460813, 0.6980637889746848, 0.7809171034188555, 0.41493542744772377, nan, 0.5982203562745756, 0.5623211540467369, 0.18670331421287445, 0.8781650062939121, 0.31771374086237947, 0.09946373850868233, nan, 0.04330017554125219, 0.6316368038986236, 0.0, 0.014273154123875264, 0.7651111984484834, 0.2139290766652005, 0.48905287453472684, 0.4246307700378346, 0.13867772402672196, nan, 0.12433210845168338, 0.4270575047265305, 0.45640347979297435, 0.16459122902003248, 0.871131405629457, 0.7615735652261609, 0.9429281489231311, 0.020402252272600452, 0.40892736979049843, 0.315161139530489, 0.0]     | [nan, 0.9271920999518004, 0.9586528456396424, 0.8950859286878055, 0.8543684344094141, 0.5001077589222989, nan, 0.6957442272963114, 0.865249216727491, 0.29653296216626596, 0.965861001657221, 0.34918028969307435, 0.09968010236724248, nan, 0.04350240047029622, 0.7427769768744117, 0.0, 0.014277694610778444, 0.9031779514966014, 0.27097575666315316, 0.6516176347536755, 0.5312789152672611, 0.15938575589091872, nan, 0.1655842867535216, 0.5506552903232765, 0.646684350132626, 0.19143576826196473, 0.934270819268475, 0.8973354573921052, 0.9786708622773069, 0.02306245907449793, 0.49554760636273687, 0.39273359736918934, 0.0]      |
| 0.0703        | 19.0  | 3800 | 0.6150          | 0.4447   | 0.5236        | 0.8814           | [nan, 0.8568329709764136, 0.8715484530983088, 0.738881035722534, 0.7995760090849725, 0.3974276563277307, nan, 0.6035317423598785, 0.6161278881232266, 0.2509122574224581, 0.8751870220777282, 0.32444767686988785, 0.2041778117437269, nan, 0.00423908435777872, 0.6463022028053799, 0.0, 0.008380410789778891, 0.7680467519686958, 0.2155613589980584, 0.48751604164810447, 0.4471170153318318, 0.14704535043518094, nan, 0.13243579159371116, 0.42829376068561764, 0.45524406183801325, 0.14333333333333334, 0.870892996828412, 0.7602052478005652, 0.9425786141644636, 0.07600972188941106, 0.3934651777947416, 0.3210925618654719, 0.0]        | [nan, 0.9332007096859164, 0.9544099398977899, 0.8833637517232736, 0.8699393722702624, 0.47761665253205476, nan, 0.692577234170062, 0.8485091655094935, 0.382829305327091, 0.9693897923513064, 0.35840203064598763, 0.20511836212412027, nan, 0.004245729775629511, 0.7737600228753887, 0.0, 0.008383233532934131, 0.9052968156144728, 0.26163228429453395, 0.6140446037004041, 0.5866425472649559, 0.1699761715647339, nan, 0.19308246809073473, 0.5528600860776425, 0.630394757372445, 0.1624685138539043, 0.9339102716081409, 0.8969543707986479, 0.9794565352174758, 0.09337322255663488, 0.48195666119404607, 0.408794707531632, 0.0]       |
| 0.0771        | 19.5  | 3900 | 0.6235          | 0.4430   | 0.5292        | 0.8806           | [nan, 0.8495826698424181, 0.8734917159120744, 0.6934510691748211, 0.8067212097508442, 0.41650363916148225, nan, 0.5981666394296641, 0.6003728932996653, 0.265154784792247, 0.8782424168714691, 0.3278874303522523, 0.12224065331121603, nan, 0.0451882303434435, 0.6294262478549578, 0.0, 0.0319125070106562, 0.7644201364294588, 0.23531196708278462, 0.4813316301850284, 0.433149821306163, 0.21246040126715945, nan, 0.10987650874303209, 0.44139567251875855, 0.46044998180378055, 0.13596004439511652, 0.8717858201507739, 0.7667951466954929, 0.944024667835092, 0.04886116392575024, 0.3771918361071607, 0.3110419288449918, 0.0]           | [nan, 0.9368120263215418, 0.9483170420087484, 0.9027251221957638, 0.8440601785119725, 0.5293924356035479, nan, 0.6978172121290125, 0.8560871961984244, 0.42755915475136025, 0.9670344072403289, 0.36383959759675844, 0.12258477287268074, nan, 0.045592605898298444, 0.7538334147474771, 0.0, 0.03194236526946108, 0.9155708133993281, 0.2919289263665111, 0.6268941314288246, 0.5492724158355612, 0.2663489541964522, nan, 0.15616692017723696, 0.5651180601249096, 0.671212357622094, 0.15428211586901763, 0.929445354636433, 0.9028354513578473, 0.977522725527041, 0.059899916496957244, 0.5334935252737216, 0.3771255529054043, 0.0]       |
| 0.077         | 20.0  | 4000 | 0.6355          | 0.4442   | 0.5293        | 0.8804           | [nan, 0.8477339108669912, 0.8711808446355435, 0.7247190488882828, 0.7930040600433753, 0.40843686152461833, nan, 0.6007686420819331, 0.611498187268345, 0.27849565286751216, 0.8796031359742671, 0.31663624963040754, 0.050287907869481764, nan, 0.03303850156087409, 0.6381516799745444, 0.0, 0.042615174886552504, 0.7639224337078265, 0.23033175355450236, 0.49038434130253405, 0.4334942937986925, 0.23271466449112788, nan, 0.10037582492672313, 0.4379357154361181, 0.46391191766216244, 0.18806606286627597, 0.8711922949962027, 0.7652555650730284, 0.9439731653728981, 0.038568199960605024, 0.395168629898328, 0.3190930177180806, 0.0]   | [nan, 0.9426842428626298, 0.9476463743383388, 0.9158161267076075, 0.852664907299872, 0.49294584904234506, nan, 0.6927357044890539, 0.8426965508097887, 0.4417942553460711, 0.9673148977189633, 0.3616040240324158, 0.050287907869481764, nan, 0.03318201116953526, 0.7646217816591805, 0.0, 0.04270209580838323, 0.9084304182579402, 0.3146815238668875, 0.6266155428785186, 0.544954936206317, 0.3020916070955785, nan, 0.14766219165399114, 0.5748778409397348, 0.665314401622718, 0.22229219143576825, 0.9319113783685224, 0.9052667931075778, 0.9775182072801006, 0.04469815752638756, 0.49569982494862624, 0.39859866366275387, 0.0]       |
| 0.072         | 20.5  | 4100 | 0.6345          | 0.4402   | 0.5201        | 0.8797           | [nan, 0.852031426384866, 0.8685017783022543, 0.7489700201508231, 0.7897190451336594, 0.41515227314239544, nan, 0.5913996314963393, 0.5817752300243265, 0.22288443482875453, 0.8784728893385922, 0.3175653221451419, 0.14689769397375463, nan, 0.005900955237505298, 0.6302939436181841, 0.0, 0.01890345071866669, 0.7698190326976668, 0.1980060924951537, 0.48377673416480615, 0.43626046482227276, 0.2353916286779942, nan, 0.0950323315303591, 0.424350566321017, 0.46005233318796335, 0.15153172866520787, 0.8691996952372263, 0.7577445850403978, 0.9438605859081091, 0.036551938870825314, 0.4042492513902752, 0.3106063342287636, 0.0]       | [nan, 0.9359809794244869, 0.9490529557640499, 0.8333907757864394, 0.8707448805634974, 0.5165671645968557, nan, 0.6831888732921203, 0.8661005240424537, 0.3454384410983171, 0.9669976617627786, 0.3560500209585022, 0.1475367882277671, nan, 0.005911362226068781, 0.7487936806738709, 0.0, 0.01897455089820359, 0.9105835206095785, 0.23686191838578527, 0.6286247274409722, 0.5745177453695551, 0.3007678051363516, nan, 0.12362938959063555, 0.5548685644018251, 0.6583866437821813, 0.17443324937027707, 0.9318008086474028, 0.8919853915258595, 0.9761421500730701, 0.043019085551570635, 0.49318821828145215, 0.37896535768779505, 0.0]    |
| 0.0941        | 21.0  | 4200 | 0.6417          | 0.4367   | 0.5183        | 0.8803           | [nan, 0.8536942066425374, 0.8716728086526887, 0.7217610037714826, 0.8016617251069897, 0.39813302152012653, nan, 0.5877409714828552, 0.581088876278555, 0.24200669914738124, 0.8767757682419954, 0.3182256009777216, 0.023544465770953295, nan, 0.0070070719522481026, 0.620056635094229, 0.0, 0.009102123205741627, 0.7674455370900829, 0.20942919639602103, 0.47637004648109327, 0.4412241523113529, 0.22459668971296878, nan, 0.11327145989974938, 0.4330839791931444, 0.4611622931493691, 0.16533333333333333, 0.8692644363745233, 0.7557335501411377, 0.9430637512481551, 0.041265705025608196, 0.4160379765289015, 0.30650352854711693, 0.0]  | [nan, 0.9409169235818866, 0.9524916572463776, 0.8473316675021932, 0.8639649426788963, 0.4799330495215224, nan, 0.675864648650388, 0.8646002693480521, 0.40225230924965205, 0.9690060062524471, 0.35774998835638766, 0.023544465770953295, nan, 0.007054443319507496, 0.7565558242884205, 0.0, 0.009113023952095808, 0.9113326255899776, 0.24220749887065202, 0.6057391210186693, 0.5868746698256679, 0.28382314005824727, nan, 0.15303220686462535, 0.554292556117661, 0.6591980028085505, 0.1952141057934509, 0.9353192381746215, 0.8905385621570336, 0.9757877187019779, 0.04956416217612534, 0.4964609178780729, 0.37674409637492356, 0.0]   |
| 0.0782        | 21.5  | 4300 | 0.6454          | 0.4415   | 0.5235        | 0.8799           | [nan, 0.8504200442986705, 0.8706101357486907, 0.7056215362738743, 0.7876513630871091, 0.400397772289305, nan, 0.5833340390934653, 0.6037233510159143, 0.27071739541926937, 0.8760910833510821, 0.3170342062398196, 0.1569128545872732, nan, 0.004047129475505075, 0.6337119513774723, 0.0, 0.010801517445011306, 0.7677695670806137, 0.20474538968947248, 0.4878818003141671, 0.43772872578042077, 0.20220971440483634, nan, 0.09979657891836101, 0.43280810853405477, 0.46237513368375543, 0.19936875328774328, 0.8714873132631829, 0.7615198209000698, 0.943527995475871, 0.036048864573184444, 0.39856165675198435, 0.30890948743440916, 0.0]   | [nan, 0.9316621834357431, 0.9566976717892703, 0.8803950213059281, 0.8512847503070141, 0.48234013194170383, nan, 0.6648779094788579, 0.8417894200643365, 0.45242313045678856, 0.9656731914386304, 0.35353500069861676, 0.15713371721049263, nan, 0.004049773016754303, 0.7577770364457365, 0.0, 0.010815868263473053, 0.9122906067750342, 0.24935250715253726, 0.6328941215847061, 0.5631373365136793, 0.25681758009001854, nan, 0.13172409232193638, 0.5687574832536917, 0.6341082852239038, 0.23866498740554157, 0.9312875631390318, 0.9002922437505976, 0.9758052896623012, 0.04189870299950139, 0.5055505420068933, 0.3756809756473744, 0.0] |
| 0.108         | 22.0  | 4400 | 0.6509          | 0.4451   | 0.5279        | 0.8798           | [nan, 0.8508891593574098, 0.8701725295944925, 0.7190526679651407, 0.7949103532074352, 0.4065576095204887, nan, 0.5867366529031396, 0.5966577566191247, 0.2500506175339137, 0.8797915197980181, 0.3177700720192051, 0.2361482613679786, nan, 0.02818368210368731, 0.6274843452218895, 0.0, 0.03015609555957554, 0.7662637429974188, 0.17954612053527821, 0.4826579010566763, 0.43649748274849415, 0.29477050413844996, nan, 0.08216561167274192, 0.4374834552479116, 0.46172688303735454, 0.16170903190914007, 0.8699827093783511, 0.7621501532337551, 0.9427059625661717, 0.02728573842871327, 0.3953837377682215, 0.3046632747267205, 0.0]        | [nan, 0.9383975799517177, 0.9503402078908603, 0.8472964187241508, 0.8571062458354638, 0.5071453961749781, nan, 0.67852807619446, 0.8535542080399696, 0.39067442743262054, 0.9640331182906331, 0.3467817055563318, 0.23723608445297506, nan, 0.02828309219765505, 0.7688632599811754, 0.0, 0.030258233532934133, 0.9108955710891435, 0.20758921849119108, 0.6331067545418301, 0.563924952374854, 0.41487953402171035, nan, 0.10524436214536076, 0.5633210005716937, 0.6823529411764706, 0.18828715365239296, 0.9352041499793213, 0.8930033244119151, 0.9773304490183606, 0.031037300028234842, 0.48983940939188675, 0.36991781470852314, 0.0]    |
| 0.1053        | 22.5  | 4500 | 0.6446          | 0.4413   | 0.5240        | 0.8804           | [nan, 0.8516018601481288, 0.8725022690889938, 0.7179855129757543, 0.7893428233012898, 0.41184574456128054, nan, 0.601201065740327, 0.6136618833249204, 0.2691148565688135, 0.8756474674530337, 0.31875544620431595, 0.01689059500959693, nan, 0.07335202451587663, 0.6433678450836011, 0.0, 0.01572555822933572, 0.7679359258515325, 0.21602682575898957, 0.484629135346703, 0.4342512170220322, 0.2389092389092389, nan, 0.0960046019235233, 0.43446331722961584, 0.46184034553068337, 0.18514588859416445, 0.868028691002913, 0.7484157395102707, 0.9438116619137188, 0.018002137905716198, 0.3981238599843655, 0.31220194555548186, 0.0]        | [nan, 0.9402142710859532, 0.9504479564574014, 0.9033674332623136, 0.8570008171762872, 0.5025405915265101, nan, 0.6883009488108693, 0.8313504385628258, 0.45761103378463874, 0.9679538607452555, 0.36203483768804434, 0.01689059500959693, nan, 0.07348378457820308, 0.7536785293031346, 0.0, 0.015774700598802396, 0.916295790765328, 0.27017015509712394, 0.6223658369715555, 0.5637792754574416, 0.31082870002647606, nan, 0.12582501157330864, 0.5505991996289384, 0.6573568419410204, 0.21977329974811083, 0.9349404837212665, 0.8744294145006002, 0.9761270892499359, 0.020031719141420514, 0.4983636502016896, 0.3823433824866008, 0.0]   |
| 0.0729        | 23.0  | 4600 | 0.6504          | 0.4442   | 0.5287        | 0.8818           | [nan, 0.8529224302833057, 0.8749069439674217, 0.7124165495842666, 0.7981314227450551, 0.4219836185064375, nan, 0.5980489056111389, 0.5937798370563517, 0.26749899315344344, 0.8771770765363269, 0.3184638741428324, 0.11027440970006382, nan, 0.03436026609830136, 0.6326238553766561, 0.0, 0.01960015680125441, 0.7678647757023203, 0.17668130489335007, 0.4842225795898055, 0.43562883851712997, 0.2722820763956905, nan, 0.09899394141515203, 0.4424720175765528, 0.464710633745934, 0.19435736677115986, 0.8723529506897612, 0.769263303052274, 0.944777547510271, 0.02896463969997321, 0.3889390399320306, 0.3170199469883882, 0.0]           | [nan, 0.938067698740673, 0.9513083929328163, 0.89565186740193, 0.8497358241166599, 0.5272809205131004, nan, 0.6901985705494577, 0.8548939703717142, 0.4202201695558649, 0.9681849489707388, 0.3639211028829584, 0.11055662188099807, nan, 0.03474966524053692, 0.7663195644144735, 0.0, 0.01964820359281437, 0.9151684567058683, 0.21203884957084776, 0.6206844615513346, 0.5654729697280164, 0.3680169446650781, nan, 0.14133985847496858, 0.5609004713775659, 0.6642845997815572, 0.23425692695214106, 0.9318988861163767, 0.9042042995479876, 0.9770302366105517, 0.03377668042364278, 0.47782501386276405, 0.39051922155325797, 0.0]        |
| 0.1036        | 23.5  | 4700 | 0.6603          | 0.4386   | 0.5244        | 0.8806           | [nan, 0.8533271314995979, 0.8716848781862123, 0.6949570078042672, 0.799142768552631, 0.4136716800017223, nan, 0.594126133711721, 0.5746659186432572, 0.26455413522254734, 0.8779055956605233, 0.32176571440375124, 0.06409108353588333, nan, 0.002665366487892085, 0.6246631186697931, 0.0, 0.021172516803584764, 0.7658402717281243, 0.16484519731844172, 0.47744012041130535, 0.4401148078370365, 0.27666273120818574, nan, 0.08227696474141971, 0.4420921774646655, 0.4622457926138186, 0.19705727798213346, 0.8712029666095307, 0.7633482920046387, 0.9448146302077413, 0.021216823630136987, 0.4033732592225325, 0.30471747610466043, 0.0]    | [nan, 0.9426998267158271, 0.9496961639659782, 0.8910832341145507, 0.8452465634632607, 0.5163007061708077, nan, 0.683398826354338, 0.8720178076743261, 0.4347083386055928, 0.9687144921305477, 0.3627450980392157, 0.06410748560460652, nan, 0.0026780757046278455, 0.7649375096803402, 0.0, 0.02122005988023952, 0.9159079106405077, 0.18624454148471617, 0.6270211205559958, 0.5579602029871772, 0.37225311093460417, nan, 0.10447721711527015, 0.5669625810348733, 0.674551412076767, 0.23614609571788414, 0.9341646351252362, 0.8888155494470299, 0.9763585238987652, 0.023819393131123807, 0.5042023202461592, 0.36790311830385425, 0.0]    |
| 0.0602        | 24.0  | 4800 | 0.6441          | 0.4400   | 0.5251        | 0.8813           | [nan, 0.8538669180943913, 0.8714206730327352, 0.7265065424818405, 0.7944895274917341, 0.41159858818221384, nan, 0.598723215969898, 0.5793241203112298, 0.21300943585625376, 0.8781405524300877, 0.31494684923878563, 0.003198976327575176, nan, 0.023460790667530783, 0.6340086649470337, 0.0, 0.022494353077339505, 0.7704172404170122, 0.20057405210721377, 0.48738799125097015, 0.44338466024710455, 0.2651285164946367, nan, 0.10598619462866644, 0.4315167012945501, 0.4636160148661205, 0.1994858611825193, 0.8724407698169359, 0.7651078907324416, 0.9446618029728042, 0.036326854402481006, 0.4026748646802249, 0.3247269269038156, 0.0]   | [nan, 0.9387045680686849, 0.9508335829060749, 0.899392154405314, 0.857332521574329, 0.5045463069477915, nan, 0.6868352994646599, 0.8702454137562888, 0.33563203846640516, 0.9688737225332659, 0.368776489218015, 0.003198976327575176, nan, 0.023645448904275123, 0.7540717000464656, 0.0, 0.022548652694610778, 0.9077851769128602, 0.2457009486523114, 0.6256065207440185, 0.5598363936158292, 0.34683611331744774, nan, 0.1450036373255737, 0.5708306816098029, 0.685130285535965, 0.24433249370277077, 0.9334669295532664, 0.9022854055439048, 0.9765041118557294, 0.04250244802085774, 0.49987496330444803, 0.4067359439465465, 0.0]       |
| 0.0858        | 24.5  | 4900 | 0.6542          | 0.4426   | 0.5257        | 0.8811           | [nan, 0.8535024017455235, 0.870729831123166, 0.7368004904900545, 0.8040427199254746, 0.41337382978307485, nan, 0.5953554904107654, 0.5879739874719074, 0.23943714402710048, 0.8779198400911906, 0.31200587186746354, 0.05719769673704415, nan, 0.02895077720207254, 0.6317807706696595, 0.0, 0.014652562329458378, 0.7672359194184177, 0.16818876251909692, 0.48551923531860225, 0.4482206909152273, 0.30433940333204185, nan, 0.08026811325541007, 0.43383295322348486, 0.4685364181283316, 0.22444889779559118, 0.8708437173768183, 0.7573102155207374, 0.944666987959307, 0.02360927453678175, 0.39572948044677847, 0.3253661169601403, 0.0]    | [nan, 0.9412632161073603, 0.952336451554961, 0.8613156410577767, 0.8516960470920234, 0.5090128443037514, nan, 0.6779754411226455, 0.8580270604079298, 0.40693407566746803, 0.9697739867332494, 0.3464673280238461, 0.05719769673704415, nan, 0.02919755707240602, 0.7645681674669081, 0.0, 0.014670658682634731, 0.9124748957916845, 0.1864929980424635, 0.6384334070001526, 0.5655177933949125, 0.41593857558909186, nan, 0.10881555452681702, 0.5695988436687629, 0.6610391636760805, 0.28211586901763225, 0.9317824689580824, 0.8928000163389136, 0.9751867918589222, 0.02649269198190567, 0.4842181944701162, 0.4042585421475039, 0.0]      |
| 0.0676        | 25.0  | 5000 | 0.6579          | 0.4445   | 0.5283        | 0.8811           | [nan, 0.8544816950603682, 0.8718064586821658, 0.7161099928628136, 0.8057268786519, 0.4145000071575813, nan, 0.6012540624657657, 0.5906514962744632, 0.2477245145631068, 0.8796745402342583, 0.3070911543332544, 0.052968270214943707, nan, 0.06340767634854771, 0.638930476984757, 0.0, 0.03085336717933403, 0.7651668300886822, 0.19561457345310496, 0.47756607528405587, 0.44312459012336514, 0.30279265493496554, nan, 0.09038079519286837, 0.4427811502384508, 0.4671437011750804, 0.2126144455747711, 0.8705506460028716, 0.7605346316818448, 0.944309967287374, 0.023320900429803195, 0.3963383669651209, 0.31310675521271614, 0.0]          | [nan, 0.9403422517564588, 0.9532261383337582, 0.8743478976062163, 0.8544151063850179, 0.51868147862035, nan, 0.6887369432925627, 0.8501838684241744, 0.4132607870428951, 0.9675794651573257, 0.34727073727353175, 0.05297504798464491, nan, 0.06388190339331787, 0.7575923653390204, 0.0, 0.03093188622754491, 0.9066224556856148, 0.23756964312603523, 0.6286227586172951, 0.5732946996013896, 0.4191157002912364, nan, 0.12095760862376827, 0.5622380187040892, 0.6661881728818848, 0.26322418136020154, 0.9333389504169223, 0.8815340568872698, 0.9774815592771408, 0.026630862484305632, 0.4836963021756385, 0.38378520554585466, 0.0]      |
| 0.0742        | 25.5  | 5100 | 0.6517          | 0.4445   | 0.5279        | 0.8811           | [nan, 0.8531362909472605, 0.8715212151990632, 0.7191531659747462, 0.8033166209158342, 0.4064664667628253, nan, 0.5975178424151787, 0.598425971470733, 0.24801456630380042, 0.8743928692744429, 0.30824439480433524, 0.04653541293786755, nan, 0.04367890802729932, 0.638407774133227, 0.0, 0.020997032419418055, 0.76545134139714, 0.23981673152824928, 0.4779287361816923, 0.43973255930540556, 0.29756191207525434, nan, 0.08604929835507096, 0.4464954521134296, 0.4657531266992931, 0.21084642676127724, 0.8710381581741707, 0.7602297296922776, 0.9447522567410569, 0.028645874919489202, 0.39981816528775344, 0.31633542763331385, 0.0]      | [nan, 0.93975737457584, 0.9539457554914609, 0.8826587761624264, 0.8516847958121903, 0.4918626619532634, nan, 0.692934395701191, 0.8489348191669749, 0.40503606225483996, 0.971100906755901, 0.34704950863956036, 0.04657709532949456, nan, 0.043894313988046635, 0.7443615741126851, 0.0, 0.021051646706586827, 0.914970150694186, 0.32708929378105706, 0.6062155763485212, 0.5546464533273568, 0.4103786073603389, nan, 0.11492626149064215, 0.5688933953207417, 0.6682165704478078, 0.2619647355163728, 0.9326255630816207, 0.8912835609176899, 0.9756983578180481, 0.03232889385501709, 0.4781403237906777, 0.38820707168077734, 0.0]        |
| 0.0784        | 26.0  | 5200 | 0.6579          | 0.4418   | 0.5235        | 0.8814           | [nan, 0.8579177507140824, 0.8708216033378015, 0.71264525058744, 0.8003910481799914, 0.4154387921255276, nan, 0.5986674920065644, 0.5952951745755843, 0.2592836287370975, 0.8783345682729028, 0.3102843176168293, 0.01381957773512476, nan, 0.055405537300322084, 0.6409802019914796, 0.0, 0.027613375403745262, 0.7653070900946993, 0.17864283492754635, 0.47835401765137675, 0.44206535963775107, 0.28829007331087775, nan, 0.07637448132780084, 0.443390030810788, 0.4671697949063703, 0.2055439330543933, 0.8716533661380094, 0.7606125385635246, 0.9442876895905309, 0.029555260087374163, 0.3872656356918024, 0.3207798396117699, 0.0]        | [nan, 0.9349416881174498, 0.954891734180645, 0.8671101485148515, 0.8549705862375179, 0.518871806067527, nan, 0.6869640063227244, 0.8507700144443127, 0.3988991522206757, 0.9684372679165845, 0.3458851474081319, 0.01381957773512476, nan, 0.05561906006074659, 0.7519926608127911, 0.0, 0.027675898203592814, 0.9198140565183622, 0.2119033278120765, 0.6068633193382784, 0.5759120815790737, 0.3852263701350278, nan, 0.10127637061040937, 0.5665828901808925, 0.6703073802465284, 0.24748110831234257, 0.9297855691629553, 0.8862222110820538, 0.9791693755230498, 0.03271637200305177, 0.4922749067661161, 0.39214695302989405, 0.0]        |
| 0.0933        | 26.5  | 5300 | 0.6537          | 0.4465   | 0.5292        | 0.8815           | [nan, 0.8578274144867754, 0.8706944599446437, 0.726574676698918, 0.7965264250115344, 0.4138352304149668, nan, 0.5996906228667696, 0.5952328801795093, 0.26587034766443857, 0.8763896225796494, 0.3109583960106328, 0.051567498400511835, nan, 0.0901204195260909, 0.6420171035039479, 0.0, 0.02349425716686899, 0.7667543264009693, 0.20011613966731606, 0.4812815370031593, 0.44325119297093946, 0.29834040910845233, nan, 0.08099147613022198, 0.4410559246608335, 0.46692995399704884, 0.21754746023601848, 0.8709348052283986, 0.7589810319047727, 0.9447214407777204, 0.028561689061149552, 0.3990195564410423, 0.32229599634879746, 0.0]     | [nan, 0.9364460126367121, 0.9542721649994094, 0.8571915340268204, 0.8582722117974253, 0.5089490286302861, nan, 0.6932505319213118, 0.8533309143180121, 0.4252815386562065, 0.9713197464888675, 0.35141586325741697, 0.051567498400511835, nan, 0.09092393611809661, 0.7580510645395733, 0.0, 0.023540419161676648, 0.9143846539180948, 0.24129649149224514, 0.6127491177208897, 0.5620839803416203, 0.40931956579295736, nan, 0.10921235368031215, 0.5629779844024723, 0.6714932126696832, 0.26700251889168763, 0.9333994182331596, 0.8861479432928295, 0.9774820613045785, 0.0319624416529998, 0.4964826633903428, 0.39579351220936315, 0.0]   |
| 0.0567        | 27.0  | 5400 | 0.6560          | 0.4478   | 0.5328        | 0.8813           | [nan, 0.8553693294174469, 0.8697873061479447, 0.7264461815995189, 0.7905301697611444, 0.411466496989507, nan, 0.5940628963809516, 0.6009298683502178, 0.25792349726775954, 0.8776739545125398, 0.30596110207338173, 0.044145873320537425, nan, 0.09513453860884806, 0.6415323393109007, 0.0, 0.023673941860682213, 0.76967565546345, 0.2071366352924097, 0.4822657218219634, 0.447023673281542, 0.31363636363636366, nan, 0.09490007962556564, 0.4403959288446748, 0.4699452359653525, 0.21672616012238655, 0.8728840158815016, 0.7641845653446224, 0.945197575330266, 0.03583718336785088, 0.40098258860056096, 0.32540419914161195, 0.0]         | [nan, 0.9383584134534163, 0.9535672923823912, 0.8871529953628274, 0.8548576567251192, 0.4991908284561925, nan, 0.6777703145676053, 0.8568059228659749, 0.41806908768821965, 0.9689333318635143, 0.3438125844161893, 0.044145873320537425, nan, 0.09572487671053921, 0.7586825205818927, 0.0, 0.02372754491017964, 0.9104952824769179, 0.2578150880891432, 0.6178936539890829, 0.58465589831431, 0.4384432088959492, nan, 0.12926393757026652, 0.5707271295587173, 0.6721485411140583, 0.267632241813602, 0.9302448587737605, 0.9012359088474289, 0.9745226095587028, 0.040541027628093064, 0.4942863666510824, 0.4056260018398048, 0.0]         |
| 0.082         | 27.5  | 5500 | 0.6528          | 0.4479   | 0.5339        | 0.8809           | [nan, 0.8542161931700274, 0.8715722793480463, 0.704540847354551, 0.7884145964413252, 0.4138195616938685, nan, 0.6003419584716937, 0.6060144386357978, 0.2726078219199258, 0.8771736665482311, 0.31391856680932995, 0.051567498400511835, nan, 0.09418363376993905, 0.642823049444062, 0.0, 0.03630867975222032, 0.7689104360029944, 0.18934845107328915, 0.48370432775871786, 0.44287615854860973, 0.3116234390009606, nan, 0.08987411163537404, 0.4422092984166471, 0.46730410650015175, 0.22567498726439122, 0.871913766879578, 0.7613844283291559, 0.9444714260232966, 0.032384119507576754, 0.39892025842994955, 0.32534307431907133, 0.0]     | [nan, 0.9366839077408309, 0.9496370664142465, 0.8983856059656599, 0.8500996154979296, 0.5210930393334061, nan, 0.693125042734699, 0.8493395390380227, 0.44628622042262434, 0.9696588509035917, 0.34929672581621724, 0.051567498400511835, nan, 0.0948757307554133, 0.7621734002120739, 0.0, 0.03641467065868263, 0.9103413253183696, 0.22958891733172715, 0.6177607583908804, 0.5752349240398931, 0.42944135557320623, nan, 0.12143376760796244, 0.5675687920006041, 0.6725854267436417, 0.27896725440806047, 0.9322590350878126, 0.8981714341945611, 0.9782371105710411, 0.03708976877466794, 0.4900786100268557, 0.40340060922876925, 0.0]    |
| 0.0841        | 28.0  | 5600 | 0.6685          | 0.4475   | 0.5320        | 0.8810           | [nan, 0.8535934210551042, 0.8700114102162729, 0.725858844052281, 0.793245423107309, 0.413649594070452, nan, 0.5995419153081175, 0.5956567456260771, 0.26373951288021585, 0.8789171561451945, 0.31501675676236524, 0.05323096609085093, nan, 0.08127608632348658, 0.6398267703905686, 0.0, 0.03446088400470176, 0.7659542564370029, 0.1948335433011937, 0.4817450150277308, 0.43519402471433216, 0.32843866171003716, nan, 0.08842019083634663, 0.4459816496948121, 0.46913824570662094, 0.21838496698831894, 0.8716737795896268, 0.7611766747382033, 0.9452684611391005, 0.03253476764781615, 0.4003894312208581, 0.31499493055372985, 0.0]        | [nan, 0.9396862129099123, 0.9526982002049551, 0.8686082215816519, 0.8506234250812696, 0.5095390437165352, nan, 0.6904415047440543, 0.8538263472636052, 0.4514741237504745, 0.9683307060316885, 0.3535117134739882, 0.05323096609085093, nan, 0.08204056304908716, 0.7604160461320338, 0.0, 0.034562125748502995, 0.9179003920162873, 0.23520554133413643, 0.6171041556945763, 0.546589399202779, 0.46783161239078636, nan, 0.11999206401693009, 0.56699278371644, 0.6657824933687002, 0.2707808564231738, 0.9311342008094979, 0.8918090055264518, 0.9762134379692388, 0.0375733655330678, 0.4985702325682537, 0.37949140965401756, 0.0]         |
| 0.0941        | 28.5  | 5700 | 0.6622          | 0.4491   | 0.5311        | 0.8812           | [nan, 0.8527785426418684, 0.8702726958294947, 0.7236832595240286, 0.7976914083037109, 0.41272857993018014, nan, 0.5981049182117808, 0.5960156330049622, 0.254572193521626, 0.8769063309535273, 0.3145665301296398, 0.13231162196679438, nan, 0.09486371462915436, 0.6453841944013953, 0.0, 0.032893632106274606, 0.7664693911498265, 0.1773754226308971, 0.48459536975213174, 0.43947748040615014, 0.3049080917187796, nan, 0.08639704102479691, 0.44400650025163907, 0.4691795039877636, 0.2171691364333163, 0.8719429897092373, 0.7628717611798447, 0.944654086220474, 0.027986890561791163, 0.3984553210597216, 0.32250897758583996, 0.0]       | [nan, 0.9396553210239281, 0.9536194653725059, 0.8627353835067051, 0.8472247051435434, 0.5074152133206822, nan, 0.6874096538187727, 0.8523819159996929, 0.42711628495508036, 0.96965762605434, 0.3469447161287318, 0.1325655790147153, nan, 0.09536562265260133, 0.7516769327916314, 0.0, 0.032990269461077845, 0.9179909280169858, 0.21131606685740098, 0.6165765109491207, 0.5540285270622889, 0.4259994704792163, nan, 0.11802129488790424, 0.5652690735327429, 0.6700577313153379, 0.267632241813602, 0.9323039540370175, 0.8882362606910803, 0.978005173894774, 0.03152390049320862, 0.48240244419557915, 0.398609680457858, 0.0]           |
| 0.084         | 29.0  | 5800 | 0.6638          | 0.4504   | 0.5356        | 0.8814           | [nan, 0.8541570899530211, 0.870961955863842, 0.7210895127135939, 0.7973759638946835, 0.4169777773388737, nan, 0.5986244892027949, 0.5965511370546029, 0.26509875556570384, 0.8796979087417194, 0.31685194805194805, 0.1068370607028754, nan, 0.10446940030421696, 0.6431023450909498, 0.0, 0.03144818324255764, 0.767419578792302, 0.17821932448413025, 0.4823647516914524, 0.4404489260257254, 0.33862529316254736, nan, 0.0921704754578826, 0.44465093292171043, 0.47094082775277196, 0.22085889570552147, 0.872046926709636, 0.7623472218800441, 0.9446327639785433, 0.028401023191997405, 0.39498943137322845, 0.32154917946571837, 0.0]       | [nan, 0.9394396294628604, 0.9521894240095922, 0.8648933920290763, 0.8534508300319161, 0.5200031348050124, nan, 0.685954461904781, 0.8557452776866771, 0.4407187144122485, 0.9677901392286145, 0.35509524474873083, 0.10697376839411388, nan, 0.10542473627486201, 0.7544172137299989, 0.0, 0.03154940119760479, 0.9169495342221486, 0.21218190031621745, 0.6120669203167838, 0.5754110170169849, 0.4969552554937781, nan, 0.12520335956616627, 0.5667619489358948, 0.6693399906381651, 0.27204030226700254, 0.9308347854468983, 0.8905130326044878, 0.9780518624464901, 0.03208258991595629, 0.495754188729301, 0.3957287885381264, 0.0]        |
| 0.0657        | 29.5  | 5900 | 0.6606          | 0.4463   | 0.5300        | 0.8812           | [nan, 0.8521621933006027, 0.8714772059308231, 0.7113873149332846, 0.7975335834300151, 0.416269475189028, nan, 0.5991724655176409, 0.5949552521161262, 0.2560740303209293, 0.8789088003737188, 0.3131168467262368, 0.035572616762635956, nan, 0.09531219607080335, 0.639645156066556, 0.0, 0.03244402985074627, 0.767625063425157, 0.1811454948254177, 0.482023423781372, 0.4396083605305187, 0.32138188608776846, nan, 0.0924747395629357, 0.4442256297244303, 0.4698375614379229, 0.22010309278350515, 0.8719945971737496, 0.7630333969775723, 0.9448005798209502, 0.02608180836728844, 0.39741849610760355, 0.3192197607254233, 0.0]             | [nan, 0.9394630741977591, 0.9517531169332215, 0.8764804486777792, 0.8464837875308316, 0.5216024451479097, nan, 0.6863413868968374, 0.8558639024764669, 0.4114260407440213, 0.9678783283747353, 0.35129942713427414, 0.035572616762635956, nan, 0.09601881184885203, 0.7529755876711186, 0.0, 0.03254116766467066, 0.9153212649303976, 0.21361993675651259, 0.6234073446967273, 0.5574047096867146, 0.45565263436589887, nan, 0.12492560015871966, 0.5601152016568328, 0.6652207832735216, 0.2688916876574307, 0.9331143556708977, 0.8937385755252357, 0.9777195202826615, 0.029244087203609253, 0.493449164428691, 0.39103150252560026, 0.0]    |
| 0.0998        | 30.0  | 6000 | 0.6675          | 0.4470   | 0.5318        | 0.8813           | [nan, 0.8533604816441539, 0.8708564376734238, 0.7156066545682345, 0.7983500150170627, 0.41321512443014663, nan, 0.5985238978790051, 0.594578879531733, 0.2628567068518236, 0.8786538788390237, 0.31440437475402366, 0.03608445297504798, nan, 0.09407417012448133, 0.6379131555367624, 0.0, 0.030675647939096523, 0.7682604802535551, 0.18266911680257264, 0.4825862889842458, 0.4408940826749661, 0.33210263983754845, nan, 0.09290563675138425, 0.4449054225103382, 0.47077278372077824, 0.21916411824668705, 0.8724052658393265, 0.7617232855126097, 0.9444534550949257, 0.025704847176713768, 0.3993842932680365, 0.3205363901805991, 0.0]     | [nan, 0.9380875578102342, 0.9543011168303082, 0.8679443695951874, 0.8440564280853614, 0.5113012519627518, nan, 0.6873750638506678, 0.8562476885610814, 0.43591041376692397, 0.9688079889567591, 0.35346513902473103, 0.03608445297504798, nan, 0.0947777523759757, 0.7549116557254, 0.0, 0.030763473053892217, 0.9130259245472051, 0.21554735732570396, 0.6246260465528358, 0.5660428706356957, 0.4763039449298385, nan, 0.12561338535811123, 0.5679549548577777, 0.6743017631455765, 0.2707808564231738, 0.93120742667048, 0.8943661383441811, 0.9793189796995165, 0.028724445966322443, 0.4894588629271634, 0.39592709085000083, 0.0]         |


### Framework versions

- Transformers 4.21.1
- Pytorch 1.12.1
- Datasets 2.4.0
- Tokenizers 0.12.1

{"license": "other", "tags": ["vision", "semantic-segmentation", "generated_from_trainer"], "datasets": ["ds_tag1", "ds_tag2"], "model-index": [{"name": "segformer-b4-finetuned-segments-sidewalk", "results": []}]}
transformers pytorch segformer vision semantic-segmentation generated_from_trainer dataset:ds_tag1 dataset:ds_tag2 license:other endpoints_compatible region:us
TAGS
#transformers #pytorch #segformer #vision #semantic-segmentation #generated_from_trainer #dataset-ds_tag1 #dataset-ds_tag2 #license-other #endpoints_compatible #region-us 

segformer-b4-finetuned-segments-sidewalk
========================================


This model is a fine-tuned version of nvidia/mit-b4 on the segments/sidewalk-semantic dataset.
It achieves the following results on the evaluation set:


* Loss: 0.6675
* Mean Iou: 0.4470
* Mean Accuracy: 0.5318
* Overall Accuracy: 0.8813
* Per Category Iou: [nan, 0.8533604816441539, 0.8708564376734238, 0.7156066545682345, 0.7983500150170627, 0.41321512443014663, nan, 0.5985238978790051, 0.594578879531733, 0.2628567068518236, 0.8786538788390237, 0.31440437475402366, 0.03608445297504798, nan, 0.09407417012448133, 0.6379131555367624, 0.0, 0.030675647939096523, 0.7682604802535551, 0.18266911680257264, 0.4825862889842458, 0.4408940826749661, 0.33210263983754845, nan, 0.09290563675138425, 0.4449054225103382, 0.47077278372077824, 0.21916411824668705, 0.8724052658393265, 0.7617232855126097, 0.9444534550949257, 0.025704847176713768, 0.3993842932680365, 0.3205363901805991, 0.0]
* Per Category Accuracy: [nan, 0.9380875578102342, 0.9543011168303082, 0.8679443695951874, 0.8440564280853614, 0.5113012519627518, nan, 0.6873750638506678, 0.8562476885610814, 0.43591041376692397, 0.9688079889567591, 0.35346513902473103, 0.03608445297504798, nan, 0.0947777523759757, 0.7549116557254, 0.0, 0.030763473053892217, 0.9130259245472051, 0.21554735732570396, 0.6246260465528358, 0.5660428706356957, 0.4763039449298385, nan, 0.12561338535811123, 0.5679549548577777, 0.6743017631455765, 0.2707808564231738, 0.93120742667048, 0.8943661383441811, 0.9793189796995165, 0.028724445966322443, 0.4894588629271634, 0.39592709085000083, 0.0]


Model description
-----------------


More information needed


Intended uses & limitations
---------------------------


More information needed


Training and evaluation data
----------------------------


More information needed


Training procedure
------------------


### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 4
* eval\_batch\_size: 4
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 30


### Training results



### Framework versions


* Transformers 4.21.1
* Pytorch 1.12.1
* Datasets 2.4.0
* Tokenizers 0.12.1



### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 4
* eval\_batch\_size: 4
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 30 ### Training results ### Framework versions


* Transformers 4.21.1
* Pytorch 1.12.1
* Datasets 2.4.0
* Tokenizers 0.12.1
TAGS
#transformers #pytorch #segformer #vision #semantic-segmentation #generated_from_trainer #dataset-ds_tag1 #dataset-ds_tag2 #license-other #endpoints_compatible #region-us 
 ### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 4
* eval\_batch\_size: 4
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 30 ### Training results ### Framework versions


* Transformers 4.21.1
* Pytorch 1.12.1
* Datasets 2.4.0
* Tokenizers 0.12.1
passage: TAGS
#transformers #pytorch #segformer #vision #semantic-segmentation #generated_from_trainer #dataset-ds_tag1 #dataset-ds_tag2 #license-other #endpoints_compatible #region-us 
### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 6e-05
* train\_batch\_size: 4
* eval\_batch\_size: 4
* seed: 42
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* num\_epochs: 30### Training results### Framework versions


* Transformers 4.21.1
* Pytorch 1.12.1
* Datasets 2.4.0
* Tokenizers 0.12.1