Round6 complete training log

experiments/round6-20260928/training.log

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+PERSISTED source and write verification before expensive computation 05f7527dec6ef413a493af4ca074c90f706f815f verified_files 35
+Downloading: "https://download.pytorch.org/models/mobilenet_v3_large-5c1a4163.pth" to /root/.cache/torch/hub/checkpoints/mobilenet_v3_large-5c1a4163.pth
+MODEL_PARAMETERS dense 3708978
+MODEL_PARAMETERS palette 3994676
+PERSISTED GPU backward and initial full checkpoints verified a36db22949e9e6fbb89a547780758ac410d9cd5e verified_files 7
+BASELINE {"gray": {"ab_error": 14.72592294216156, "chroma": 13.530363207062086, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.05085474912711005, "missed_color": 0.20360437108779983, "neutral_spill": 0.22972466059990085, "color_coverage": 0.47758303748236763, "patch_excess": 1.7751910304133263, "raw_patch_excess": 2.372537092616161}, "film": {"ab_error": 16.17176161540879, "chroma": 14.507918149232864, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.054627216456639066, "missed_color": 0.2126440388332311, "neutral_spill": 0.34596799002216966, "color_coverage": 0.5071783065795898, "patch_excess": 1.952588887160851, "raw_patch_excess": 2.612120907029344}}
+PERSISTED baseline and teacher preflight 6d0b523e1cc9e4182524983f9913b5fb03bd910e verified_files 3
+PERSISTED teacher target shard 0 eb1f8ccfdf60becbc33be110497689c647867cf3 verified_files 2
+TEACHER_CACHE 2048 16230
+PERSISTED teacher target shard 2048 5b287e0c421243fd7c8fed20ab0e079555a4cca8 verified_files 2
+TEACHER_CACHE 4096 16230
+PERSISTED teacher target shard 4096 ab820984d9d71d4a092e421b4d2562133addeb82 verified_files 2
+TEACHER_CACHE 6144 16230
+PERSISTED teacher target shard 6144 090b8e51db26754d4cc7b2a76ac295d2af558989 verified_files 2
+TEACHER_CACHE 8192 16230
+PERSISTED teacher target shard 8192 71246b36dbd81e39f5fd3e2679df7e9e45bcd7cc verified_files 2
+TEACHER_CACHE 10240 16230
+PERSISTED teacher target shard 10240 7d0da2abfded3b96b0729aa4774dc3cfb9f6787a verified_files 2
+TEACHER_CACHE 12288 16230
+PERSISTED teacher target shard 12288 f5809e3d3130cad0ed19aa447b3857783f171d56 verified_files 2
+TEACHER_CACHE 14336 16230
+PERSISTED teacher target shard 14336 c9fb5e84ccd11982c3b71e0525c36431dc3946ed verified_files 2
+TEACHER_CACHE 16230 16230
+STEP dense 100 0.4751964509487152 elapsed 1909
+STEP dense 200 0.47168874740600586 elapsed 1921
+STEP dense 300 0.4580632746219635 elapsed 1933
+STEP dense 400 0.4088584780693054 elapsed 1944
+STEP dense 500 0.3795695900917053 elapsed 1956
+PERSISTED dense latest step 500 4b45d703d3baaf682f02d793849437327a515524 verified_files 6
+STEP dense 600 0.45969158411026 elapsed 1972
+STEP dense 700 0.3716394901275635 elapsed 1983
+STEP dense 800 0.3729429841041565 elapsed 1994
+STEP dense 900 0.381207674741745 elapsed 2006
+STEP dense 1000 0.4235088527202606 elapsed 2017
+PERSISTED dense latest step 1000 6b95f880d24b474b4f66677d1a43ac8d141268eb verified_files 4
+PERSISTED dense evaluation 1000 e89f7ae57a9f341e2e312caec5d5d89b8f636dcd verified_files 11
+VALIDATION {"head": "dense", "step": 1000, "score": 1.3043396338825093, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 14.681887643204796, "chroma": 13.729648917913437, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.030398177929681778, "missed_color": 0.11103268929096227, "neutral_spill": 0.31083830157684944, "color_coverage": 0.5768371158175998, "patch_excess": 0.9994619510964386, "raw_patch_excess": 1.287474812939763}, "film": {"ab_error": 14.892940779527029, "chroma": 13.630991160869598, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.027988845980467483, "missed_color": 0.10894672547634501, "neutral_spill": 0.34513254139167454, "color_coverage": 0.585878054300944, "patch_excess": 0.8780232325920628, "raw_patch_excess": 1.128549420895676}}}
+STEP dense 1100 0.3436390459537506 elapsed 2038
+STEP dense 1200 0.3459378778934479 elapsed 2050
+STEP dense 1300 0.38851073384284973 elapsed 2061
+STEP dense 1400 0.3974650502204895 elapsed 2073
+STEP dense 1500 0.3380963206291199 elapsed 2085
+PERSISTED dense latest step 1500 dd8491d2f3476671f326f5930efffe452f89084d verified_files 4
+STEP dense 1600 0.36680319905281067 elapsed 2099
+STEP dense 1700 0.36370083689689636 elapsed 2110
+STEP dense 1800 0.3741298317909241 elapsed 2122
+STEP dense 1900 0.4004250168800354 elapsed 2133
+STEP dense 2000 0.3392545282840729 elapsed 2144
+PERSISTED dense latest step 2000 c4e032feaeaf5602758685c624b3d9e9e06a91ec verified_files 4
+PERSISTED dense evaluation 2000 933b2c8ccf89972160c244cd42b1f6d119a3e890 verified_files 6
+VALIDATION {"head": "dense", "step": 2000, "score": 1.3626170711659658, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 13.961765593952602, "chroma": 12.454605410496393, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02740794876283164, "missed_color": 0.164358761132083, "neutral_spill": 0.25696733316489273, "color_coverage": 0.5029801262749566, "patch_excess": 0.9716121258938478, "raw_patch_excess": 1.2017308479537152}, "film": {"ab_error": 14.118782536851036, "chroma": 12.039197575714853, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.024735219711146783, "missed_color": 0.16921818705141808, "neutral_spill": 0.2723114608567509, "color_coverage": 0.49062951405843097, "patch_excess": 0.8682777867652476, "raw_patch_excess": 1.0615355766688783}}}
+STEP dense 2100 0.34948232769966125 elapsed 2164
+STEP dense 2200 0.35922130942344666 elapsed 2176
+STEP dense 2300 0.3219600021839142 elapsed 2187
+STEP dense 2400 0.3613799810409546 elapsed 2198
+STEP dense 2500 0.30926385521888733 elapsed 2209
+PERSISTED dense latest step 2500 1fd44a9f146293077a96994448260c5f0d3e80b8 verified_files 4
+STEP dense 2600 0.35084497928619385 elapsed 2223
+STEP dense 2700 0.3278053402900696 elapsed 2235
+STEP dense 2800 0.3529972732067108 elapsed 2246
+STEP dense 2900 0.4204326272010803 elapsed 2257
+STEP dense 3000 0.3603135049343109 elapsed 2269
+PERSISTED dense latest step 3000 ba47072355404960bad0f64dceb3994df30851c9 verified_files 4
+PERSISTED dense evaluation 3000 150eee53db7a31eab1a8d8213b2a81b09b834597 verified_files 6
+VALIDATION {"head": "dense", "step": 3000, "score": 1.3670029673844608, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 14.471092717515099, "chroma": 13.655336346891191, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.030469543924684532, "missed_color": 0.13482432158970267, "neutral_spill": 0.26708756712438725, "color_coverage": 0.5317764282226562, "patch_excess": 1.0635890322349344, "raw_patch_excess": 1.3236037687295013}, "film": {"ab_error": 14.688288970126045, "chroma": 13.56521655122439, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02836332125944965, "missed_color": 0.1346912822948146, "neutral_spill": 0.29607235217377414, "color_coverage": 0.5360587437947592, "patch_excess": 0.9952722674804844, "raw_patch_excess": 1.2279020283992093}}}
+STEP dense 3100 0.3294537663459778 elapsed 2288
+STEP dense 3200 0.3273511528968811 elapsed 2299
+STEP dense 3300 0.33201006054878235 elapsed 2310
+STEP dense 3400 0.32733336091041565 elapsed 2322
+STEP dense 3500 0.31076550483703613 elapsed 2333
+PERSISTED dense latest step 3500 7245ef9780dd59f29a0b59804a819b653c94440a verified_files 4
+STEP dense 3600 0.39923736453056335 elapsed 2348
+STEP dense 3700 0.3411363363265991 elapsed 2359
+STEP dense 3800 0.38487088680267334 elapsed 2371
+STEP dense 3900 0.3316022753715515 elapsed 2382
+STEP dense 4000 0.361255943775177 elapsed 2394
+PERSISTED dense latest step 4000 ef14aff997ef95a6518911951796fbdc6ee06ff2 verified_files 4
+PERSISTED dense evaluation 4000 53e4917e071fa0465cc0f3fd22a40144dca9d0ad verified_files 6
+VALIDATION {"head": "dense", "step": 4000, "score": 1.405495756239847, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 14.631862295998467, "chroma": 14.001556015676922, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.03162248810986057, "missed_color": 0.13449513772987606, "neutral_spill": 0.27612441646240565, "color_coverage": 0.5345483356051974, "patch_excess": 1.115461602030943, "raw_patch_excess": 1.3823267716603975}, "film": {"ab_error": 14.699935071998173, "chroma": 13.644641096393267, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.028527704858182307, "missed_color": 0.14784078804488368, "neutral_spill": 0.29415869783456905, "color_coverage": 0.5235264036390517, "patch_excess": 1.0075600354725287, "raw_patch_excess": 1.2391514939566453}}}
+STEP dense 4100 0.36059805750846863 elapsed 2412
+STEP dense 4200 0.33007344603538513 elapsed 2424
+STEP dense 4300 0.3285519480705261 elapsed 2435
+STEP dense 4400 0.32126837968826294 elapsed 2446
+STEP dense 4500 0.3119632601737976 elapsed 2458
+PERSISTED dense latest step 4500 27a64a49ef87d0d52da3f40913010ca263e3e597 verified_files 4
+STEP dense 4600 0.31551045179367065 elapsed 2475
+STEP dense 4700 0.31541210412979126 elapsed 2487
+STEP dense 4800 0.3114335834980011 elapsed 2499
+STEP dense 4900 0.3302942216396332 elapsed 2510
+STEP dense 5000 0.345892071723938 elapsed 2521
+PERSISTED dense latest step 5000 bcad5fa907af3905cc716f3805e36da2b1c6d46c verified_files 4
+PERSISTED dense evaluation 5000 f2605740753c1cc705278ff28cf219f74fea3760 verified_files 6
+VALIDATION {"head": "dense", "step": 5000, "score": 1.388209666202949, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 14.624742266204622, "chroma": 14.009749967190954, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.029718975159792334, "missed_color": 0.14090296016370807, "neutral_spill": 0.2750977810964186, "color_coverage": 0.535755369398329, "patch_excess": 1.055829980669336, "raw_patch_excess": 1.3122525459362402}, "film": {"ab_error": 14.652609649631712, "chroma": 13.564300949374834, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02697314402677067, "missed_color": 0.15255178618098045, "neutral_spill": 0.2948266168524343, "color_coverage": 0.5258445739746094, "patch_excess": 0.9561940773079792, "raw_patch_excess": 1.181539520000418}}}
+STEP dense 5100 0.297416090965271 elapsed 2540
+STEP dense 5200 0.30844494700431824 elapsed 2552
+STEP dense 5300 0.2961446940898895 elapsed 2563
+STEP dense 5400 0.330763041973114 elapsed 2575
+STEP dense 5500 0.30202236771583557 elapsed 2586
+PERSISTED dense latest step 5500 618edf2b89fa1ccffb8cba28f87a2623789d7f47 verified_files 4
+STEP dense 5600 0.2818259298801422 elapsed 2600
+STEP dense 5700 0.3331904411315918 elapsed 2612
+STEP dense 5800 0.29729557037353516 elapsed 2623
+STEP dense 5900 0.32698529958724976 elapsed 2634
+STEP dense 6000 0.29194504022598267 elapsed 2646
+PERSISTED dense latest step 6000 456d04b49c3cfd0d5dc876481a1441fbacd30684 verified_files 4
+PERSISTED dense evaluation 6000 9ab4a47e3073805c7a9adce81c83cf5a0929b9b8 verified_files 9
+VALIDATION {"head": "dense", "step": 6000, "score": 1.2983452486466507, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 13.970643990569645, "chroma": 12.890840204225647, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02684008818485179, "missed_color": 0.15735767496024286, "neutral_spill": 0.24724361203336936, "color_coverage": 0.49907313452826607, "patch_excess": 0.8879131827399962, "raw_patch_excess": 1.115643964562979}, "film": {"ab_error": 14.021487646632725, "chroma": 12.434037594331635, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02410397559611334, "missed_color": 0.1673153686670806, "neutral_spill": 0.26177637236277307, "color_coverage": 0.4911472532484267, "patch_excess": 0.7898241733200848, "raw_patch_excess": 0.9894045370941361}}}
+STEP dense 6100 0.28480786085128784 elapsed 2667
+STEP dense 6200 0.3031237721443176 elapsed 2678
+STEP dense 6300 0.30594056844711304 elapsed 2689
+STEP dense 6400 0.32357147336006165 elapsed 2700
+STEP dense 6500 0.3109113574028015 elapsed 2712
+PERSISTED dense latest step 6500 4600c423b9fbaf5e734af83ae7ebf6a05dd36aab verified_files 4
+STEP dense 6600 0.2620253562927246 elapsed 2726
+STEP dense 6700 0.28610944747924805 elapsed 2738
+STEP dense 6800 0.3051129877567291 elapsed 2748
+STEP dense 6900 0.3060937225818634 elapsed 2760
+STEP dense 7000 0.2726510167121887 elapsed 2771
+PERSISTED dense latest step 7000 33cba2c703db57db2e5de94560a2214d9f830b01 verified_files 4
+PERSISTED dense evaluation 7000 b2f2c863be441c453ddfc65ab9f1e886a9b99083 verified_files 6
+VALIDATION {"head": "dense", "step": 7000, "score": 1.3351362718108228, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 14.302894542614618, "chroma": 13.602376302083334, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.0289633809475668, "missed_color": 0.14358758484286227, "neutral_spill": 0.2571521282352478, "color_coverage": 0.5166668362087674, "patch_excess": 0.9946413101214502, "raw_patch_excess": 1.239444881781108}, "film": {"ab_error": 14.316273964113659, "chroma": 13.112761949499449, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.026321360225362394, "missed_color": 0.15342654061732397, "neutral_spill": 0.2699253694962762, "color_coverage": 0.5078530841403537, "patch_excess": 0.8934363190912538, "raw_patch_excess": 1.1112875224401553}}}
+STEP dense 7100 0.32256004214286804 elapsed 2790
+STEP dense 7200 0.2887304425239563 elapsed 2802
+STEP dense 7300 0.3011798560619354 elapsed 2813
+STEP dense 7400 0.29046469926834106 elapsed 2824
+STEP dense 7500 0.3051808178424835 elapsed 2836
+PERSISTED dense latest step 7500 e64f8eb8351e037ed258c721c670f6f1432ac05a verified_files 4
+STEP dense 7600 0.30653440952301025 elapsed 2849
+STEP dense 7700 0.29993727803230286 elapsed 2861
+STEP dense 7800 0.3045753836631775 elapsed 2872
+STEP dense 7900 0.3177012801170349 elapsed 2884
+STEP dense 8000 0.28810614347457886 elapsed 2895
+PERSISTED dense latest step 8000 4ca436dce9e0761ef44afbe381a7112a78344c33 verified_files 4
+PERSISTED dense evaluation 8000 911a823651ed70504375e2f7688ca1832e05cf2a verified_files 6
+VALIDATION {"head": "dense", "step": 8000, "score": 1.3246120007887048, "eligible": false, "color_retention_passed": false, "summary": {"gray": {"ab_error": 13.944802900155386, "chroma": 12.491848121086756, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.027543608805798512, "missed_color": 0.16512305906803704, "neutral_spill": 0.22626253347213302, "color_coverage": 0.4816558625962999, "patch_excess": 0.9300410649997907, "raw_patch_excess": 1.167117839316941}, "film": {"ab_error": 13.958395587073433, "chroma": 12.09184487329589, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02520313334227669, "missed_color": 0.1759684622717638, "neutral_spill": 0.24028862947180743, "color_coverage": 0.4760862986246745, "patch_excess": 0.846761634081809, "raw_patch_excess": 1.0607666592113674}}}
+STEP dense 8100 0.297258198261261 elapsed 2914
+STEP dense 8200 0.2814301550388336 elapsed 2926
+STEP dense 8300 0.2885010540485382 elapsed 2937
+STEP dense 8400 0.28477048873901367 elapsed 2948
+STEP dense 8500 0.3405185639858246 elapsed 2960
+PERSISTED dense latest step 8500 c9413a3b77df0f1b249323b04f8cd006a351fdd2 verified_files 4
+STEP dense 8600 0.30176806449890137 elapsed 2974
+STEP dense 8700 0.30899664759635925 elapsed 2986
+STEP dense 8800 0.30888015031814575 elapsed 2998
+STEP dense 8900 0.306938499212265 elapsed 3009
+STEP dense 9000 0.34051886200904846 elapsed 3021
+PERSISTED dense latest step 9000 2b84f1c3d1b2fbeb440cdf914950b2bb41277987 verified_files 4
+PERSISTED dense evaluation 9000 a47e8aabc7bc84f26e13fefc8b9ad69589889521 verified_files 6
+VALIDATION {"head": "dense", "step": 9000, "score": 1.3346682846980895, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 14.210276792446772, "chroma": 13.489614029725393, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.029307905928969074, "missed_color": 0.14655487154835908, "neutral_spill": 0.2515492981231849, "color_coverage": 0.51062986585829, "patch_excess": 0.9892251364265879, "raw_patch_excess": 1.2432289499685996}, "film": {"ab_error": 14.282880389028126, "chroma": 13.17671374645498, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02705228618449635, "missed_color": 0.15127497034382031, "neutral_spill": 0.2719817350561142, "color_coverage": 0.511718644036187, "patch_excess": 0.906298474356946, "raw_patch_excess": 1.136975483296232}}}
+STEP dense 9100 0.28721871972084045 elapsed 3041
+STEP dense 9200 0.29519742727279663 elapsed 3053
+STEP dense 9300 0.27601438760757446 elapsed 3064
+STEP dense 9400 0.3038580119609833 elapsed 3075
+STEP dense 9500 0.3103453516960144 elapsed 3087
+PERSISTED dense latest step 9500 ef9ce9c1f342053b23213161b08268614c55b00c verified_files 4
+STEP dense 9600 0.3098231852054596 elapsed 3101
+STEP dense 9700 0.28872787952423096 elapsed 3113
+STEP dense 9800 0.29605379700660706 elapsed 3125
+STEP dense 9900 0.27655839920043945 elapsed 3136
+STEP dense 10000 0.30123817920684814 elapsed 3147
+PERSISTED dense latest step 10000 a99c8100008b76e018ab6bf3afa1bdbeafbc33ca verified_files 4
+PERSISTED dense evaluation 10000 37a5a9455190cb04a07e9038159c7923b452f85e verified_files 6
+VALIDATION {"head": "dense", "step": 10000, "score": 1.3462588661099542, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 14.225934190882576, "chroma": 13.375184966458214, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.029388752145880263, "missed_color": 0.14715759704679637, "neutral_spill": 0.25069098223684705, "color_coverage": 0.5094719992743598, "patch_excess": 1.0044831024068925, "raw_patch_excess": 1.2612996001003518}, "film": {"ab_error": 14.26064086291525, "chroma": 13.02596380478806, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.027205872820761416, "missed_color": 0.15508452277145401, "neutral_spill": 0.2663086788620098, "color_coverage": 0.5068841510348849, "patch_excess": 0.9243790522321231, "raw_patch_excess": 1.1596511814536319}}}
+STEP palette 100 0.46937254071235657 elapsed 3168
+STEP palette 200 0.48922300338745117 elapsed 3180
+STEP palette 300 0.44721224904060364 elapsed 3192
+STEP palette 400 0.40670615434646606 elapsed 3203
+STEP palette 500 0.36784628033638 elapsed 3215
+PERSISTED palette latest step 500 4e6bc0596d30334ce3bcf494cb77d1fd96582e9f verified_files 5
+STEP palette 600 0.4394410252571106 elapsed 3229
+STEP palette 700 0.35919928550720215 elapsed 3241
+STEP palette 800 0.357631117105484 elapsed 3252
+STEP palette 900 0.3644360899925232 elapsed 3263
+STEP palette 1000 0.41499069333076477 elapsed 3275
+PERSISTED palette latest step 1000 661b6ac4559eecd68ce026e89549407e88ab2bc2 verified_files 4
+PERSISTED palette evaluation 1000 f074cfca12075a395c1a8d4e67c1e26171b73c7d verified_files 11
+VALIDATION {"head": "palette", "step": 1000, "score": 1.3484192990235155, "eligible": false, "color_retention_passed": true, "summary": {"gray": {"ab_error": 15.131504065460629, "chroma": 14.488103111584982, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02961525216718049, "missed_color": 0.10903927447018052, "neutral_spill": 0.34214102265733953, "color_coverage": 0.60109986199273, "patch_excess": 0.9985890249566486, "raw_patch_excess": 1.2803522561832021}, "film": {"ab_error": 15.293904900550842, "chroma": 14.2736610074838, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.028215092188879173, "missed_color": 0.11117988341900148, "neutral_spill": 0.358635390644142, "color_coverage": 0.599263932969835, "patch_excess": 0.9378526592885869, "raw_patch_excess": 1.1977553992118273}}}
+STEP palette 1100 0.3449693024158478 elapsed 3295
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