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mini-unet-colorizer

Image-to-Image
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colorization
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mobilenet-v3
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Round5 training log

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  1. experiments/round5-20260927/training.log +155 -0
experiments/round5-20260927/training.log ADDED
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+ PERSISTED baseline checkpoint and source before GPU work 955113ecfd7f893e3aa1e591e27824fe603d3316 verified_files 36
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+ PREFLIGHT teacher forward
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+ PREFLIGHT PASSED: teacher batch 4, student BF16 backward, finite gradients, NVIDIA L4
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+ PERSISTED teacher preflight and visual baselines a5fba4ddaa594ae7edf4aed1c366392c43c9b5d7 verified_files 3
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+ BASELINE {"gray": {"ab_error": 14.725867950254017, "chroma": 13.530311470230421, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.05085421430703718, "missed_color": 0.20360065567663493, "neutral_spill": 0.2297260219994794, "color_coverage": 0.47758303748236763, "patch_excess": 1.7751844148668978, "raw_patch_excess": 2.3725372260539896}, "film": {"ab_error": 16.17175437344445, "chroma": 14.507882505655289, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.054625272597250946, "missed_color": 0.21264049279989194, "neutral_spill": 0.3459668321036386, "color_coverage": 0.5071742799546983, "patch_excess": 1.952574734058645, "raw_patch_excess": 2.612111324651374}}
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+ PERSISTED baseline and teacher evaluation 8d18f5698e35de78ab8ace1caf4dd077d091ab8b verified_files 4
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+ TEACHER_CACHE 400 16230 seconds 181
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+ TEACHER_CACHE 800 16230 seconds 225
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+ TEACHER_CACHE 1200 16230 seconds 269
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+ TEACHER_CACHE 1600 16230 seconds 313
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+ TEACHER_CACHE 2000 16230 seconds 357
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+ TEACHER_CACHE 2400 16230 seconds 401
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+ TEACHER_CACHE 2800 16230 seconds 445
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+ TEACHER_CACHE 3200 16230 seconds 489
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+ TEACHER_CACHE 3600 16230 seconds 533
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+ TEACHER_CACHE 4000 16230 seconds 577
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+ TEACHER_CACHE 4400 16230 seconds 621
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+ TEACHER_CACHE 4800 16230 seconds 665
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+ TEACHER_CACHE 5200 16230 seconds 708
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+ TEACHER_CACHE 5600 16230 seconds 752
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+ TEACHER_CACHE 6000 16230 seconds 796
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+ TEACHER_CACHE 6400 16230 seconds 840
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+ TEACHER_CACHE 6800 16230 seconds 884
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+ TEACHER_CACHE 7200 16230 seconds 928
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+ TEACHER_CACHE 7600 16230 seconds 972
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+ TEACHER_CACHE 8000 16230 seconds 1016
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+ TEACHER_CACHE 8400 16230 seconds 1060
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+ TEACHER_CACHE 8800 16230 seconds 1104
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+ TEACHER_CACHE 9200 16230 seconds 1147
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+ TEACHER_CACHE 9600 16230 seconds 1191
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+ TEACHER_CACHE 10000 16230 seconds 1235
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+ TEACHER_CACHE 10400 16230 seconds 1279
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+ TEACHER_CACHE 10800 16230 seconds 1322
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+ TEACHER_CACHE 11200 16230 seconds 1366
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+ TEACHER_CACHE 11600 16230 seconds 1410
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+ TEACHER_CACHE 12000 16230 seconds 1454
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+ TEACHER_CACHE 12400 16230 seconds 1498
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+ TEACHER_CACHE 12800 16230 seconds 1542
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+ TEACHER_CACHE 13200 16230 seconds 1585
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+ TEACHER_CACHE 13600 16230 seconds 1629
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+ TEACHER_CACHE 14000 16230 seconds 1673
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+ TEACHER_CACHE 14400 16230 seconds 1717
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+ TEACHER_CACHE 14800 16230 seconds 1761
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+ TEACHER_CACHE 15200 16230 seconds 1805
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+ TEACHER_CACHE 15600 16230 seconds 1849
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+ TEACHER_CACHE 16000 16230 seconds 1893
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+ STEP structure_control 100 loss 3.241895914077759 seconds 1961
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+ STEP structure_control 200 loss 3.4001338481903076 seconds 1998
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+ PERSISTED structure_control step 250 a704a5f9260bca66154c3f768b1bde4e77a7b64e verified_files 5
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+ STEP structure_control 300 loss 3.7082674503326416 seconds 2039
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+ STEP structure_control 400 loss 3.140169143676758 seconds 2076
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+ STEP structure_control 500 loss 3.181340217590332 seconds 2114
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+ PERSISTED structure_control step 500 70d1a287f8714600527e80b318e7a63b3305d46c verified_files 3
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+ VALIDATION {"arm": "structure_control", "step": 500, "eligible": false, "score": 0.5255750100030998, "summary": {"gray": {"ab_error": 13.87663166390525, "chroma": 6.974352724022335, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.020434957845989428, "missed_color": 0.4949144461591762, "neutral_spill": 0.06392874288573897, "color_coverage": 0.20985857645670572, "patch_excess": 0.554862138026187, "raw_patch_excess": 0.7376901548252337}, "film": {"ab_error": 14.701259252097872, "chroma": 7.495363024373849, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02211150485163671, "missed_color": 0.5275999177741445, "neutral_spill": 0.10479798666464528, "color_coverage": 0.22082095675998265, "patch_excess": 0.6203056480670865, "raw_patch_excess": 0.8340580336258022}}}
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+ PERSISTED structure_control evaluation 500 29c55cdc4cae198761240879d8c99a7277596f65 verified_files 3
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+ STEP structure_control 600 loss 3.1523308753967285 seconds 2160
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+ STEP structure_control 700 loss 3.5667686462402344 seconds 2197
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+ PERSISTED structure_control step 750 d7d11ffd972f323f18162e4cddd4ccac74d2875f verified_files 3
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+ STEP structure_control 800 loss 3.203805685043335 seconds 2237
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+ STEP structure_control 900 loss 3.1980206966400146 seconds 2275
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+ STEP structure_control 1000 loss 3.443983316421509 seconds 2312
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+ PERSISTED structure_control step 1000 dd25a1a076b1d0f4917b625495ab4cabefb582de verified_files 3
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+ VALIDATION {"arm": "structure_control", "step": 1000, "eligible": false, "score": 0.5715597705231816, "summary": {"gray": {"ab_error": 13.465483440293205, "chroma": 8.41981171651019, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02377620616324647, "missed_color": 0.337672699334285, "neutral_spill": 0.08982565874344396, "color_coverage": 0.2623906665378147, "patch_excess": 0.6678739067994885, "raw_patch_excess": 0.8665936283844834}, "film": {"ab_error": 13.92449105448193, "chroma": 8.624942262139585, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02444696653522745, "missed_color": 0.35612867743586524, "neutral_spill": 0.10275190882786471, "color_coverage": 0.24796443515353733, "patch_excess": 0.6912676596936459, "raw_patch_excess": 0.8998133213802552}}}
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+ PERSISTED structure_control evaluation 1000 344b67c99b5f468d17f9660dba5d5f851bb87623 verified_files 3
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+ STEP structure_control 1100 loss 3.2813422679901123 seconds 2360
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+ STEP structure_control 1200 loss 3.264676570892334 seconds 2397
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+ PERSISTED structure_control step 1250 e0a9f7dcabf5f3ac6b7bec99adb434a1f193e436 verified_files 3
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+ STEP structure_control 1300 loss 3.321074962615967 seconds 2439
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+ STEP structure_control 1400 loss 3.2376229763031006 seconds 2477
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+ STEP structure_control 1500 loss 3.315098285675049 seconds 2514
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+ PERSISTED structure_control step 1500 92bd3f5c91303299b17384aa7bdc00b011d225af verified_files 3
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+ VALIDATION {"arm": "structure_control", "step": 1500, "eligible": false, "score": 0.42959716287864924, "summary": {"gray": {"ab_error": 13.255838486883375, "chroma": 7.294241780208217, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.017150405640576436, "missed_color": 0.43779924534869175, "neutral_spill": 0.067377393175194, "color_coverage": 0.23222679562038845, "patch_excess": 0.4448678177861641, "raw_patch_excess": 0.5767430174225107}, "film": {"ab_error": 13.75939095351431, "chroma": 7.293271117740208, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.01611040327487798, "missed_color": 0.47951898871663917, "neutral_spill": 0.07517816343713296, "color_coverage": 0.22104496426052517, "patch_excess": 0.4210209759799505, "raw_patch_excess": 0.5384563054216819}}}
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+ PERSISTED structure_control evaluation 1500 8c0ebb3d8fbaa79613cf4cd7133c1a766b40817f verified_files 3
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+ STEP structure_control 1600 loss 3.846611738204956 seconds 2559
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+ STEP structure_control 1700 loss 3.1962273120880127 seconds 2597
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+ PERSISTED structure_control step 1750 83271972eedef555b3ad07bd7ad4d7b23fbb5e5e verified_files 3
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+ STEP structure_control 1800 loss 3.0413882732391357 seconds 2636
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+ STEP structure_control 1900 loss 3.183671474456787 seconds 2674
79
+ STEP structure_control 2000 loss 3.389986038208008 seconds 2711
80
+ PERSISTED structure_control step 2000 77c33a1c48854a30664684587e2dcc9edce85c8c verified_files 3
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+ VALIDATION {"arm": "structure_control", "step": 2000, "eligible": false, "score": 0.4212698962553928, "summary": {"gray": {"ab_error": 13.176912893851599, "chroma": 6.865086508707868, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.01690905968007428, "missed_color": 0.4502550219999648, "neutral_spill": 0.06324671095717349, "color_coverage": 0.21002769470214844, "patch_excess": 0.4158234938335631, "raw_patch_excess": 0.5377190072500121}, "film": {"ab_error": 13.636681937509113, "chroma": 6.812843922939566, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.01741045199681442, "missed_color": 0.4908695083144671, "neutral_spill": 0.06458031102799093, "color_coverage": 0.19404824574788412, "patch_excess": 0.4341321835155314, "raw_patch_excess": 0.5555255514013374}}}
82
+ PERSISTED structure_control evaluation 2000 6467bfa9d1bb8071cc0987ad5889728b6181d65b verified_files 3
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+ STEP structure_control 2100 loss 3.140763998031616 seconds 2760
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+ STEP structure_control 2200 loss 3.2136294841766357 seconds 2798
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+ PERSISTED structure_control step 2250 0bf1f72a8e8d8cb9d1b0259099b6b094767416b0 verified_files 3
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+ STEP structure_control 2300 loss 3.2156312465667725 seconds 2838
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+ STEP structure_control 2400 loss 3.591876745223999 seconds 2876
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+ STEP structure_control 2500 loss 3.2354800701141357 seconds 2913
89
+ PERSISTED structure_control step 2500 7abdab22efba481d44a1f3a168feaa2470a472b5 verified_files 3
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+ VALIDATION {"arm": "structure_control", "step": 2500, "eligible": false, "score": 0.41363236453484176, "summary": {"gray": {"ab_error": 13.254010140895844, "chroma": 6.663544242580731, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.015923114774725237, "missed_color": 0.4987577040159421, "neutral_spill": 0.05586873069288837, "color_coverage": 0.19652557373046875, "patch_excess": 0.396820312956859, "raw_patch_excess": 0.517451678910422}, "film": {"ab_error": 13.662510610289043, "chroma": 6.622577087746726, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.016586232437778865, "missed_color": 0.5257669012478345, "neutral_spill": 0.05951937138306423, "color_coverage": 0.1833197275797526, "patch_excess": 0.4298267342730671, "raw_patch_excess": 0.5522876203370591}}}
91
+ PERSISTED structure_control evaluation 2500 7e6c2a327cf2d6aaf36ba54ff9f63ee25034823e verified_files 3
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+ STEP structure_control 2600 loss 3.2835171222686768 seconds 2958
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+ STEP structure_control 2700 loss 3.2254483699798584 seconds 2996
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+ PERSISTED structure_control step 2750 954cc20abb5dabb19b40131f5ebde4997349d210 verified_files 3
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+ STEP structure_control 2800 loss 3.596930742263794 seconds 3037
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+ STEP structure_control 2900 loss 3.4590518474578857 seconds 3075
97
+ STEP structure_control 3000 loss 3.2149691581726074 seconds 3112
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+ PERSISTED structure_control step 3000 aca5f172677b099f7d31fef3d22ffd15be6a000a verified_files 3
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+ VALIDATION {"arm": "structure_control", "step": 3000, "eligible": false, "score": 0.4342905263541483, "summary": {"gray": {"ab_error": 13.017429269022411, "chroma": 7.354831167393261, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.01681970964960379, "missed_color": 0.41700151725273016, "neutral_spill": 0.06871402673025134, "color_coverage": 0.23392115698920357, "patch_excess": 0.4434974206242259, "raw_patch_excess": 0.5763645556807104}, "film": {"ab_error": 13.422553956508636, "chroma": 7.2478632347451315, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.017537689771516953, "missed_color": 0.4514733380042344, "neutral_spill": 0.07254540176306061, "color_coverage": 0.2135146458943685, "patch_excess": 0.45607213216216125, "raw_patch_excess": 0.5848440515627671}}}
100
+ PERSISTED structure_control evaluation 3000 51015c01f4cb1dc5398c30ecb2f195c133e7ecd8 verified_files 3
101
+ STEP structure_distilled 100 loss 3.3332064151763916 seconds 3160
102
+ STEP structure_distilled 200 loss 3.463414192199707 seconds 3197
103
+ PERSISTED structure_distilled step 250 fa23426b0ed30a2520d97016639b8036c907a11f verified_files 5
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+ STEP structure_distilled 300 loss 3.8193581104278564 seconds 3237
105
+ STEP structure_distilled 400 loss 3.2331626415252686 seconds 3275
106
+ STEP structure_distilled 500 loss 3.300788402557373 seconds 3312
107
+ PERSISTED structure_distilled step 500 87f7d120c0796ff56b03b9163376a0be5d0783b6 verified_files 3
108
+ VALIDATION {"arm": "structure_distilled", "step": 500, "eligible": false, "score": 0.5626008573513159, "summary": {"gray": {"ab_error": 13.666683518224293, "chroma": 8.82906804109613, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.02227507375371513, "missed_color": 0.3232396866830085, "neutral_spill": 0.11205131040123383, "color_coverage": 0.31172042422824436, "patch_excess": 0.6444228336957976, "raw_patch_excess": 0.8419187934794334}, "film": {"ab_error": 14.137046969599194, "chroma": 8.94514846884542, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.021688517271589564, "missed_color": 0.3385489575488868, "neutral_spill": 0.14505028247053056, "color_coverage": 0.30229483710394967, "patch_excess": 0.6338114452858766, "raw_patch_excess": 0.8366372514671335}}}
109
+ PERSISTED structure_distilled evaluation 500 8f56addb028c8e8c5ddeed2cc4cae584a277a021 verified_files 3
110
+ STEP structure_distilled 600 loss 3.294843912124634 seconds 3357
111
+ STEP structure_distilled 700 loss 3.669668674468994 seconds 3394
112
+ PERSISTED structure_distilled step 750 01c39a84c28212befefbb30de80e29ffc751308b verified_files 3
113
+ STEP structure_distilled 800 loss 3.3173727989196777 seconds 3435
114
+ STEP structure_distilled 900 loss 3.28218936920166 seconds 3472
115
+ STEP structure_distilled 1000 loss 3.532980442047119 seconds 3510
116
+ PERSISTED structure_distilled step 1000 1520ae9f376ab3151c32fef928df7f6c209a177f verified_files 3
117
+ VALIDATION {"arm": "structure_distilled", "step": 1000, "eligible": false, "score": 0.5098640524364256, "summary": {"gray": {"ab_error": 13.34328070614073, "chroma": 8.384474205474058, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.021419891410308384, "missed_color": 0.30322228645564386, "neutral_spill": 0.09383052719259569, "color_coverage": 0.2724532021416558, "patch_excess": 0.5758591925777081, "raw_patch_excess": 0.75804545043502}, "film": {"ab_error": 13.722132308615578, "chroma": 8.325488237871063, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.020850927977032068, "missed_color": 0.3318993387575928, "neutral_spill": 0.09681588758043189, "color_coverage": 0.25020578172471786, "patch_excess": 0.5608046628436164, "raw_patch_excess": 0.7384509352139301}}}
118
+ PERSISTED structure_distilled evaluation 1000 448b0bf4ec10b2940fee1b5402cd22ebc485206d verified_files 3
119
+ STEP structure_distilled 1100 loss 3.3944027423858643 seconds 3557
120
+ STEP structure_distilled 1200 loss 3.373558521270752 seconds 3594
121
+ PERSISTED structure_distilled step 1250 a10941771fb0660264e20452ef097b4cdfd2abdf verified_files 3
122
+ STEP structure_distilled 1300 loss 3.437598466873169 seconds 3634
123
+ STEP structure_distilled 1400 loss 3.3307905197143555 seconds 3672
124
+ STEP structure_distilled 1500 loss 3.451477527618408 seconds 3709
125
+ PERSISTED structure_distilled step 1500 6e9b414e8b67d9d30acf60a31ff4011c68a695c8 verified_files 3
126
+ VALIDATION {"arm": "structure_distilled", "step": 1500, "eligible": false, "score": 0.4672600395675442, "summary": {"gray": {"ab_error": 13.179424832264582, "chroma": 8.130315153963036, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.018526142911772087, "missed_color": 0.37023774141582383, "neutral_spill": 0.0950349088858881, "color_coverage": 0.28385331895616317, "patch_excess": 0.5048961923896766, "raw_patch_excess": 0.6507730850814065}, "film": {"ab_error": 13.711115618546804, "chroma": 8.10860012140539, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.017171850520551542, "missed_color": 0.4071378951011866, "neutral_spill": 0.10837786359857343, "color_coverage": 0.27137014600965714, "patch_excess": 0.46961694362754414, "raw_patch_excess": 0.5994918342265818}}}
127
+ PERSISTED structure_distilled evaluation 1500 6a1ace450f82042f21b35c102d2a5a53857382f9 verified_files 3
128
+ STEP structure_distilled 1600 loss 3.9227612018585205 seconds 3755
129
+ STEP structure_distilled 1700 loss 3.31766414642334 seconds 3793
130
+ PERSISTED structure_distilled step 1750 17a74b1915346c47fd385fb9e795b2d3ed159b5d verified_files 3
131
+ STEP structure_distilled 1800 loss 3.1513166427612305 seconds 3833
132
+ STEP structure_distilled 1900 loss 3.2931578159332275 seconds 3870
133
+ STEP structure_distilled 2000 loss 3.496527671813965 seconds 3908
134
+ PERSISTED structure_distilled step 2000 07ccdbc4f558af11d5ae471e43229b87c634e6b1 verified_files 3
135
+ VALIDATION {"arm": "structure_distilled", "step": 2000, "eligible": false, "score": 0.4357609319142422, "summary": {"gray": {"ab_error": 13.09142365720537, "chroma": 7.46806851733062, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.017489904827521566, "missed_color": 0.39257477734680735, "neutral_spill": 0.07866288239812194, "color_coverage": 0.24606270260281032, "patch_excess": 0.4447474978126896, "raw_patch_excess": 0.5755143298495872}, "film": {"ab_error": 13.56727503736814, "chroma": 7.386012747055954, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.01742815558666027, "missed_color": 0.4287320771454688, "neutral_spill": 0.08265848443324507, "color_coverage": 0.22917959425184461, "patch_excess": 0.44323058585966163, "raw_patch_excess": 0.5697407763347857}}}
136
+ PERSISTED structure_distilled evaluation 2000 fff71487814511c7c408c1ded9afd3ffad0c3ad1 verified_files 3
137
+ STEP structure_distilled 2100 loss 3.276479482650757 seconds 3955
138
+ STEP structure_distilled 2200 loss 3.295700788497925 seconds 3992
139
+ PERSISTED structure_distilled step 2250 7175ab0a571d676595f9ec9b839b06f6bc473e87 verified_files 3
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+ STEP structure_distilled 2300 loss 3.3011584281921387 seconds 4033
141
+ STEP structure_distilled 2400 loss 3.7373781204223633 seconds 4071
142
+ STEP structure_distilled 2500 loss 3.3367433547973633 seconds 4108
143
+ PERSISTED structure_distilled step 2500 52b2b08a6a9e2623bd7ff78fdc557130c6291e87 verified_files 3
144
+ VALIDATION {"arm": "structure_distilled", "step": 2500, "eligible": false, "score": 0.41448864401011765, "summary": {"gray": {"ab_error": 13.153658267524508, "chroma": 6.973238470032811, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.01615045882479333, "missed_color": 0.45257843593572034, "neutral_spill": 0.06021243167368892, "color_coverage": 0.21314260694715711, "patch_excess": 0.40613876522224424, "raw_patch_excess": 0.5291257618745375}, "film": {"ab_error": 13.586588660875956, "chroma": 6.884540714323521, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.016426920777323377, "missed_color": 0.48453870158063084, "neutral_spill": 0.06530810933251512, "color_coverage": 0.1984022988213433, "patch_excess": 0.4214802948926162, "raw_patch_excess": 0.5435375676251069}}}
145
+ PERSISTED structure_distilled evaluation 2500 f7ea1b098f81637c6063733724385f8929ae8ca6 verified_files 3
146
+ STEP structure_distilled 2600 loss 3.4022891521453857 seconds 4154
147
+ STEP structure_distilled 2700 loss 3.312523126602173 seconds 4191
148
+ PERSISTED structure_distilled step 2750 79dafe933a4f3603b679c972fc7c86015a799c6d verified_files 3
149
+ STEP structure_distilled 2800 loss 3.6998844146728516 seconds 4232
150
+ STEP structure_distilled 2900 loss 3.6068050861358643 seconds 4269
151
+ STEP structure_distilled 3000 loss 3.3070406913757324 seconds 4307
152
+ PERSISTED structure_distilled step 3000 975f7842ceb80347bdec6ed3a2d16996acea8569 verified_files 3
153
+ VALIDATION {"arm": "structure_distilled", "step": 3000, "eligible": false, "score": 0.4524641279090707, "summary": {"gray": {"ab_error": 12.964213411013285, "chroma": 7.891649343901211, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.017655649444350274, "missed_color": 0.36526754721737437, "neutral_spill": 0.08446695614096218, "color_coverage": 0.26642778184678817, "patch_excess": 0.4776865582769258, "raw_patch_excess": 0.6208524971540706}, "film": {"ab_error": 13.392962197462717, "chroma": 7.767640650272369, "target_chroma": 15.757283528645834, "excess_chroma_edge": 0.017918130995793844, "missed_color": 0.3991409139611177, "neutral_spill": 0.09009599249606658, "color_coverage": 0.24516963958740234, "patch_excess": 0.47205470599389326, "raw_patch_excess": 0.6084411753367426}}}
154
+ PERSISTED structure_distilled evaluation 3000 796a323b5f4645dcb79f87d3baa94d22ec9a258a verified_files 3
155
+ PERSISTED completed checkpoint, model card and evaluation 6cfbd7a1e25f86e5d0cf9bb6a50fa7dc27be1079 verified_files 6