{ "updated_at": "2026-09-11T10:17:39.261345+00:00", "pipeline": { "state": "completed", "pid": 1748025, "started_at": "2026-09-11T05:45:17.172197+00:00", "current_run": "pilot-dit-x4-s20260911", "message": "9개 파일럿 완료 · 검증 결과를 보고 배율을 선택할 단계입니다.", "jobs": [ "pilot-gan-x2-s20260911", "pilot-unet-x2-s20260911", "pilot-dit-x2-s20260911", "pilot-gan-x3-s20260911", "pilot-unet-x3-s20260911", "pilot-dit-x3-s20260911", "pilot-gan-x4-s20260911", "pilot-unet-x4-s20260911", "pilot-dit-x4-s20260911" ], "finished_at": "2026-09-11T10:17:39.256199+00:00" }, "runs": [ { "id": "pilot-dit-x2-s20260911", "model": "dit", "scale": 2, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-dit-x2-s20260911", "model": "dit", "scale": 2, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 90802, "elapsed_seconds": 1800.0032879369683, "images_seen": 726416, "phase": "noise_prediction", "started_at": "2026-09-11T06:45:49.854657+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-dit-x2-s20260911/final-0000-lr.png", "target": "previews/pilot-dit-x2-s20260911/final-0000-hr.png", "output": "previews/pilot-dit-x2-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-dit-x2-s20260911/final-0001-lr.png", "target": "previews/pilot-dit-x2-s20260911/final-0001-hr.png", "output": "previews/pilot-dit-x2-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-dit-x2-s20260911/final-0002-lr.png", "target": "previews/pilot-dit-x2-s20260911/final-0002-hr.png", "output": "previews/pilot-dit-x2-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-dit-x2-s20260911/final-0003-lr.png", "target": "previews/pilot-dit-x2-s20260911/final-0003-hr.png", "output": "previews/pilot-dit-x2-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-dit-x2-s20260911/old-dev-000-x2-lr.png", "output": "previews/pilot-dit-x2-s20260911/old-dev-000-x2-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-dit-x2-s20260911/old-dev-001-x2-lr.png", "output": "previews/pilot-dit-x2-s20260911/old-dev-001-x2-pred.png" } ], "history": [ { "step": 1508, "elapsed_seconds": 30.01603471796261, "loss": 0.011227206327021122 }, { "step": 3016, "elapsed_seconds": 60.02995450299932, "loss": 0.023083139210939407 }, { "step": 4552, "elapsed_seconds": 90.03342606895603, "loss": 0.04936825856566429 }, { "step": 6086, "elapsed_seconds": 120.03418644500198, "loss": 0.050843432545661926 }, { "step": 7625, "elapsed_seconds": 150.0392942709732, "loss": 0.05530622974038124 }, { "step": 9140, "elapsed_seconds": 180.0565504069673, "loss": 0.039374448359012604 }, { "step": 10667, "elapsed_seconds": 210.0629214469809, "loss": 0.0379025936126709 }, { "step": 12180, "elapsed_seconds": 240.0832986009773, "loss": 0.021217549219727516 }, { "step": 13729, "elapsed_seconds": 270.0945458160131, "loss": 0.041780516505241394 }, { "step": 15248, "elapsed_seconds": 300.35592795099365, "loss": 0.05556764453649521 }, { "step": 16749, "elapsed_seconds": 330.3643139679916, "loss": 0.06788370013237 }, { "step": 18267, "elapsed_seconds": 360.3807747499668, "loss": 0.008087844587862492 }, { "step": 19796, "elapsed_seconds": 390.393742301967, "loss": 0.0131383603438735 }, { "step": 21323, "elapsed_seconds": 420.39516803296283, "loss": 0.03283454850316048 }, { "step": 22825, "elapsed_seconds": 450.40052669198485, "loss": 0.030349673703312874 }, { "step": 24344, "elapsed_seconds": 480.41326812596526, "loss": 0.01292834896594286 }, { "step": 25852, "elapsed_seconds": 510.42817627696786, "loss": 0.03463715687394142 }, { "step": 27362, "elapsed_seconds": 540.4358336699661, "loss": 0.03179524466395378 }, { "step": 28878, "elapsed_seconds": 570.4406455599819, "loss": 0.0735018327832222 }, { "step": 30370, "elapsed_seconds": 600.4542948380113, "loss": 0.09077498316764832 }, { "step": 30395, "elapsed_seconds": 601.4135434589698, "loss": 0.02465634047985077 }, { "step": 31834, "elapsed_seconds": 631.4266716460115, "loss": 0.01813032478094101 }, { "step": 33333, "elapsed_seconds": 661.4431166590075, "loss": 0.02671343833208084 }, { "step": 34849, "elapsed_seconds": 691.446967515978, "loss": 0.012758586555719376 }, { "step": 36364, "elapsed_seconds": 721.4477130440064, "loss": 0.02772967517375946 }, { "step": 37883, "elapsed_seconds": 751.4556756449747, "loss": 0.05116899684071541 }, { "step": 39357, "elapsed_seconds": 781.474334219005, "loss": 0.01198154129087925 }, { "step": 40892, "elapsed_seconds": 811.4824159700074, "loss": 0.021979698911309242 }, { "step": 42427, "elapsed_seconds": 841.4985609599971, "loss": 0.031730182468891144 }, { "step": 43950, "elapsed_seconds": 871.507565538981, "loss": 0.008612215518951416 }, { "step": 45470, "elapsed_seconds": 901.5206766880001, "loss": 0.057869117707014084 }, { "step": 45539, "elapsed_seconds": 903.2239630559925, "loss": 0.011152155697345734 }, { "step": 47007, "elapsed_seconds": 933.2287181710126, "loss": 0.009326032362878323 }, { "step": 48504, "elapsed_seconds": 963.2427820019657, "loss": 0.00939712580293417 }, { "step": 50044, "elapsed_seconds": 993.2448190840078, "loss": 0.016947560012340546 }, { "step": 51570, "elapsed_seconds": 1023.2587498239591, "loss": 0.012426473200321198 }, { "step": 53083, "elapsed_seconds": 1053.2737031980068, "loss": 0.022798843681812286 }, { "step": 54621, "elapsed_seconds": 1083.2851283439668, "loss": 0.0056738401763141155 }, { "step": 56122, "elapsed_seconds": 1113.2927849839907, "loss": 0.014970307238399982 }, { "step": 57619, "elapsed_seconds": 1143.294671060983, "loss": 0.007651978172361851 }, { "step": 59142, "elapsed_seconds": 1173.2994671289925, "loss": 0.04021827504038811 }, { "step": 60663, "elapsed_seconds": 1203.3048816579976, "loss": 0.011228672228753567 }, { "step": 60730, "elapsed_seconds": 1205.0201597450068, "loss": 0.01772192493081093 }, { "step": 62179, "elapsed_seconds": 1235.0215490109986, "loss": 0.032750945538282394 }, { "step": 63703, "elapsed_seconds": 1265.0253900180105, "loss": 0.01050274446606636 }, { "step": 65239, "elapsed_seconds": 1295.0393533299793, "loss": 0.03943803906440735 }, { "step": 66760, "elapsed_seconds": 1325.0572466629674, "loss": 0.020508645102381706 }, { "step": 68299, "elapsed_seconds": 1355.0580390329706, "loss": 0.01192323025316 }, { "step": 69831, "elapsed_seconds": 1385.0708693679771, "loss": 0.029759010300040245 }, { "step": 71360, "elapsed_seconds": 1415.085550519987, "loss": 0.022798895835876465 }, { "step": 72880, "elapsed_seconds": 1445.0979915229836, "loss": 0.036898549646139145 }, { "step": 74409, "elapsed_seconds": 1475.107573308982, "loss": 0.012007393874228 }, { "step": 75923, "elapsed_seconds": 1505.1226041179616, "loss": 0.013290228322148323 }, { "step": 75988, "elapsed_seconds": 1506.8340567969717, "loss": 0.011829891242086887 }, { "step": 77462, "elapsed_seconds": 1536.8410807370092, "loss": 0.008907314389944077 }, { "step": 78979, "elapsed_seconds": 1566.847354225989, "loss": 0.037941593676805496 }, { "step": 80514, "elapsed_seconds": 1596.8498276069877, "loss": 0.016136053949594498 }, { "step": 82012, "elapsed_seconds": 1626.8509680149728, "loss": 0.011117626912891865 }, { "step": 83547, "elapsed_seconds": 1656.8577473229961, "loss": 0.008227883838117123 }, { "step": 85073, "elapsed_seconds": 1686.8598697519628, "loss": 0.016054274514317513 }, { "step": 86600, "elapsed_seconds": 1716.8612434300012, "loss": 0.06171226128935814 }, { "step": 88100, "elapsed_seconds": 1746.8747716940125, "loss": 0.028715694323182106 }, { "step": 89627, "elapsed_seconds": 1776.878508077003, "loss": 0.005879443138837814 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "39b909852c782fe789167976190c99098de3bc33", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T07:16:03.048662+00:00", "parameters": 15179904, "discriminator_parameters": 0, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.3314313795417547, "unknown_rgb_psnr_db": 4.906268844938188, "unknown_alpha_mae": 0.4989149272441864, "unknown_background_alpha_mean": 0.5010789845670972, "nearest_unknown_rgb_mse": 0.05083591560833156, "nearest_unknown_rgb_psnr_db": 13.490901086211359, "nearest_unknown_alpha_mae": 0.024685329932253808, "nearest_unknown_background_alpha_mean": 0.07326423163924899, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.7331973999971524, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.03150685778335624, "unknown_rgb_psnr_db": 15.589078875130609, "unknown_alpha_mae": 0.01722211825955171, "unknown_background_alpha_mean": 0.04952742407470449, "nearest_unknown_rgb_mse": 0.045093171143216926, "nearest_unknown_rgb_psnr_db": 14.02345396263894, "nearest_unknown_alpha_mae": 0.023942258154335875, "nearest_unknown_background_alpha_mean": 0.09124269527905476, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 10.463886436016764, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.016157926991581917, "gradient_norm": 0.06570403277873993, "loss": 0.016157926991581917, "peak_gpu_mb": 833.4833984375, "gpu_availability": { "free_mb": 94751, "other_heavy_processes": [] }, "best_score": 0.03478081338107586, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-dit-x2-s20260911/last.pt", "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 2, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 126, 116 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 176, 130 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.6230077429790981, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": 50 }, "finished_at": "2026-09-11T07:16:02.282351+00:00" }, { "id": "pilot-dit-x3-s20260911", "model": "dit", "scale": 3, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-dit-x3-s20260911", "model": "dit", "scale": 3, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 91843, "elapsed_seconds": 1800.0045777549967, "images_seen": 734744, "phase": "noise_prediction", "started_at": "2026-09-11T08:16:36.758175+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-dit-x3-s20260911/final-0000-lr.png", "target": "previews/pilot-dit-x3-s20260911/final-0000-hr.png", "output": "previews/pilot-dit-x3-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-dit-x3-s20260911/final-0001-lr.png", "target": "previews/pilot-dit-x3-s20260911/final-0001-hr.png", "output": "previews/pilot-dit-x3-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-dit-x3-s20260911/final-0002-lr.png", "target": "previews/pilot-dit-x3-s20260911/final-0002-hr.png", "output": "previews/pilot-dit-x3-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-dit-x3-s20260911/final-0003-lr.png", "target": "previews/pilot-dit-x3-s20260911/final-0003-hr.png", "output": "previews/pilot-dit-x3-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-dit-x3-s20260911/old-dev-000-x3-lr.png", "output": "previews/pilot-dit-x3-s20260911/old-dev-000-x3-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-dit-x3-s20260911/old-dev-001-x3-lr.png", "output": "previews/pilot-dit-x3-s20260911/old-dev-001-x3-pred.png" } ], "history": [ { "step": 1559, "elapsed_seconds": 30.00110540399328, "loss": 0.057376276701688766 }, { "step": 3094, "elapsed_seconds": 60.00431798596401, "loss": 0.031016485765576363 }, { "step": 4673, "elapsed_seconds": 90.01921194896568, "loss": 0.00915229320526123 }, { "step": 6238, "elapsed_seconds": 120.0323401989881, "loss": 0.03358187526464462 }, { "step": 7789, "elapsed_seconds": 150.04757371696178, "loss": 0.014875962398946285 }, { "step": 9339, "elapsed_seconds": 180.05699805897893, "loss": 0.01888968050479889 }, { "step": 10903, "elapsed_seconds": 210.07191794697428, "loss": 0.024370677769184113 }, { "step": 12477, "elapsed_seconds": 240.07454149896512, "loss": 0.026907820254564285 }, { "step": 14039, "elapsed_seconds": 270.0937072999659, "loss": 0.018024764955043793 }, { "step": 15590, "elapsed_seconds": 300.32527490495704, "loss": 0.027041323482990265 }, { "step": 17108, "elapsed_seconds": 330.3292699829908, "loss": 0.03430037200450897 }, { "step": 18667, "elapsed_seconds": 360.3298518229858, "loss": 0.016074039041996002 }, { "step": 20174, "elapsed_seconds": 390.33500852499856, "loss": 0.020251590758562088 }, { "step": 21702, "elapsed_seconds": 420.35155519796535, "loss": 0.037704985588788986 }, { "step": 23229, "elapsed_seconds": 450.3542405529879, "loss": 0.039113156497478485 }, { "step": 24776, "elapsed_seconds": 480.36382511799457, "loss": 0.030096333473920822 }, { "step": 26280, "elapsed_seconds": 510.37327045795973, "loss": 0.04772613197565079 }, { "step": 27821, "elapsed_seconds": 540.3806404299685, "loss": 0.044839099049568176 }, { "step": 29351, "elapsed_seconds": 570.3910392669495, "loss": 0.028485817834734917 }, { "step": 30897, "elapsed_seconds": 600.4081228839932, "loss": 0.04653410613536835 }, { "step": 30922, "elapsed_seconds": 601.3750843939488, "loss": 0.033919282257556915 }, { "step": 32427, "elapsed_seconds": 631.3821165079717, "loss": 0.024717211723327637 }, { "step": 33953, "elapsed_seconds": 661.3874257179559, "loss": 0.021604415029287338 }, { "step": 35506, "elapsed_seconds": 691.3962437939481, "loss": 0.01852330192923546 }, { "step": 37010, "elapsed_seconds": 721.4057011139812, "loss": 0.025389736518263817 }, { "step": 38568, "elapsed_seconds": 751.4092731959536, "loss": 0.04002273455262184 }, { "step": 40089, "elapsed_seconds": 781.4136229119613, "loss": 0.020674556493759155 }, { "step": 41619, "elapsed_seconds": 811.4320662829559, "loss": 0.08022049069404602 }, { "step": 43167, "elapsed_seconds": 841.4409468689701, "loss": 0.02253803424537182 }, { "step": 44715, "elapsed_seconds": 871.4533462909749, "loss": 0.022448472678661346 }, { "step": 46269, "elapsed_seconds": 901.4686067949515, "loss": 0.0069573246873915195 }, { "step": 46300, "elapsed_seconds": 902.4652079819934, "loss": 0.086258664727211 }, { "step": 47739, "elapsed_seconds": 932.4777696339879, "loss": 0.0230574794113636 }, { "step": 49274, "elapsed_seconds": 962.4854817689629, "loss": 0.023453818634152412 }, { "step": 50851, "elapsed_seconds": 992.49316395598, "loss": 0.03954949229955673 }, { "step": 52385, "elapsed_seconds": 1022.5071031929692, "loss": 0.013720223680138588 }, { "step": 53902, "elapsed_seconds": 1052.5074464339996, "loss": 0.04377708211541176 }, { "step": 55450, "elapsed_seconds": 1082.5157581359963, "loss": 0.011838026344776154 }, { "step": 56980, "elapsed_seconds": 1112.5192409909796, "loss": 0.017731662839651108 }, { "step": 58507, "elapsed_seconds": 1142.5207207179628, "loss": 0.022131308913230896 }, { "step": 60064, "elapsed_seconds": 1172.5239971229457, "loss": 0.017592815682291985 }, { "step": 61608, "elapsed_seconds": 1202.5378280779696, "loss": 0.006290964782238007 }, { "step": 61680, "elapsed_seconds": 1204.2777493749745, "loss": 0.06015782803297043 }, { "step": 63168, "elapsed_seconds": 1234.2898220809875, "loss": 0.02809814177453518 }, { "step": 64673, "elapsed_seconds": 1264.2943102939753, "loss": 0.044297702610492706 }, { "step": 66214, "elapsed_seconds": 1294.3124688499956, "loss": 0.00868514459580183 }, { "step": 67740, "elapsed_seconds": 1324.3341300809989, "loss": 0.03562380000948906 }, { "step": 69284, "elapsed_seconds": 1354.351383517962, "loss": 0.04138471186161041 }, { "step": 70812, "elapsed_seconds": 1384.3599044079892, "loss": 0.025558942928910255 }, { "step": 72328, "elapsed_seconds": 1414.3640459949966, "loss": 0.05867236852645874 }, { "step": 73847, "elapsed_seconds": 1444.378031730943, "loss": 0.024306930601596832 }, { "step": 75381, "elapsed_seconds": 1474.388305414992, "loss": 0.027948863804340363 }, { "step": 76911, "elapsed_seconds": 1504.4017772759544, "loss": 0.007204545196145773 }, { "step": 76941, "elapsed_seconds": 1505.3447251449688, "loss": 0.017294788733124733 }, { "step": 78433, "elapsed_seconds": 1535.3511992229614, "loss": 0.02075004018843174 }, { "step": 79934, "elapsed_seconds": 1565.358670850983, "loss": 0.03635058552026749 }, { "step": 81478, "elapsed_seconds": 1595.3662764589535, "loss": 0.018305065110325813 }, { "step": 83005, "elapsed_seconds": 1625.3762254409958, "loss": 0.00861701276153326 }, { "step": 84539, "elapsed_seconds": 1655.3804688039818, "loss": 0.013941679149866104 }, { "step": 86035, "elapsed_seconds": 1685.380760815984, "loss": 0.03445073217153549 }, { "step": 87555, "elapsed_seconds": 1715.393319205963, "loss": 0.021004745736718178 }, { "step": 89058, "elapsed_seconds": 1745.4120451379567, "loss": 0.016373371705412865 }, { "step": 90595, "elapsed_seconds": 1775.4287270379718, "loss": 0.03559225797653198 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "776056a4ac170a2a0521c068078ce78edcfcae87", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T08:46:49.256430+00:00", "parameters": 15179904, "discriminator_parameters": 0, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.3315329011529684, "unknown_rgb_psnr_db": 4.902837581611777, "unknown_alpha_mae": 0.4984588623046875, "unknown_background_alpha_mean": 0.49372129355158123, "nearest_unknown_rgb_mse": 0.053638738580048084, "nearest_unknown_rgb_psnr_db": 13.281582705390354, "nearest_unknown_alpha_mae": 0.0262298583984375, "nearest_unknown_background_alpha_mean": 0.0933609836335693, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.7424624580307864, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.04632213628600308, "unknown_rgb_psnr_db": 13.886995002967721, "unknown_alpha_mae": 0.029870460751466446, "unknown_background_alpha_mean": 0.09144258802283615, "nearest_unknown_rgb_mse": 0.04673698519436376, "nearest_unknown_rgb_psnr_db": 13.866537459834369, "nearest_unknown_alpha_mae": 0.02467835740421322, "nearest_unknown_background_alpha_mean": 0.08787630250263544, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 9.826831001031678, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.03741507604718208, "gradient_norm": 0.08041952550411224, "loss": 0.03741507604718208, "peak_gpu_mb": 833.4833984375, "gpu_availability": { "free_mb": 94751, "other_heavy_processes": [] }, "best_score": 0.056072467705234885, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-dit-x3-s20260911/last.pt", "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 3, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 189, 174 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 264, 195 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.5755776400328614, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": 50 }, "finished_at": "2026-09-11T08:46:48.517262+00:00" }, { "id": "pilot-dit-x4-s20260911", "model": "dit", "scale": 4, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-dit-x4-s20260911", "model": "dit", "scale": 4, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 91782, "elapsed_seconds": 1800.0061046380433, "images_seen": 734256, "phase": "noise_prediction", "started_at": "2026-09-11T09:47:23.178475+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-dit-x4-s20260911/final-0000-lr.png", "target": "previews/pilot-dit-x4-s20260911/final-0000-hr.png", "output": "previews/pilot-dit-x4-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-dit-x4-s20260911/final-0001-lr.png", "target": "previews/pilot-dit-x4-s20260911/final-0001-hr.png", "output": "previews/pilot-dit-x4-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-dit-x4-s20260911/final-0002-lr.png", "target": "previews/pilot-dit-x4-s20260911/final-0002-hr.png", "output": "previews/pilot-dit-x4-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-dit-x4-s20260911/final-0003-lr.png", "target": "previews/pilot-dit-x4-s20260911/final-0003-hr.png", "output": "previews/pilot-dit-x4-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-dit-x4-s20260911/old-dev-000-x4-lr.png", "output": "previews/pilot-dit-x4-s20260911/old-dev-000-x4-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-dit-x4-s20260911/old-dev-001-x4-lr.png", "output": "previews/pilot-dit-x4-s20260911/old-dev-001-x4-pred.png" } ], "history": [ { "step": 1528, "elapsed_seconds": 30.013297482044436, "loss": 0.09167860448360443 }, { "step": 3086, "elapsed_seconds": 60.027719469042495, "loss": 0.07269254326820374 }, { "step": 4623, "elapsed_seconds": 90.04493878403446, "loss": 0.07709197700023651 }, { "step": 6134, "elapsed_seconds": 120.05712825601222, "loss": 0.03321371227502823 }, { "step": 7681, "elapsed_seconds": 150.05942169803893, "loss": 0.010744904167950153 }, { "step": 9189, "elapsed_seconds": 180.06723431899445, "loss": 0.014507346786558628 }, { "step": 10705, "elapsed_seconds": 210.0742581980303, "loss": 0.008910334669053555 }, { "step": 12238, "elapsed_seconds": 240.09142364002764, "loss": 0.011485260911285877 }, { "step": 13780, "elapsed_seconds": 270.09845525200944, "loss": 0.054292645305395126 }, { "step": 15323, "elapsed_seconds": 300.30760715401266, "loss": 0.039002858102321625 }, { "step": 16818, "elapsed_seconds": 330.3130233580014, "loss": 0.015460231341421604 }, { "step": 18317, "elapsed_seconds": 360.3225260010222, "loss": 0.02460702322423458 }, { "step": 19866, "elapsed_seconds": 390.32420619000914, "loss": 0.04471820592880249 }, { "step": 21413, "elapsed_seconds": 420.33154108101735, "loss": 0.03782619163393974 }, { "step": 22977, "elapsed_seconds": 450.34322769602295, "loss": 0.036986008286476135 }, { "step": 24526, "elapsed_seconds": 480.3476148120244, "loss": 0.032984405755996704 }, { "step": 26074, "elapsed_seconds": 510.35803825204493, "loss": 0.03520430997014046 }, { "step": 27634, "elapsed_seconds": 540.3652464720071, "loss": 0.04545795917510986 }, { "step": 29127, "elapsed_seconds": 570.3665399200399, "loss": 0.01850774697959423 }, { "step": 30663, "elapsed_seconds": 600.3778014249983, "loss": 0.0464630126953125 }, { "step": 30689, "elapsed_seconds": 601.367936183, "loss": 0.03707187622785568 }, { "step": 32176, "elapsed_seconds": 631.3917504030396, "loss": 0.028299501165747643 }, { "step": 33726, "elapsed_seconds": 661.3968089640257, "loss": 0.04157848283648491 }, { "step": 35266, "elapsed_seconds": 691.4054949750425, "loss": 0.014436431229114532 }, { "step": 36792, "elapsed_seconds": 721.4114579090383, "loss": 0.00816537719219923 }, { "step": 38365, "elapsed_seconds": 751.4242199070286, "loss": 0.009460126049816608 }, { "step": 39870, "elapsed_seconds": 781.431598605006, "loss": 0.06449130177497864 }, { "step": 41366, "elapsed_seconds": 811.4407537030056, "loss": 0.020660119131207466 }, { "step": 42914, "elapsed_seconds": 841.4459530080203, "loss": 0.014139072969555855 }, { "step": 44445, "elapsed_seconds": 871.4594289680244, "loss": 0.028124477714300156 }, { "step": 45972, "elapsed_seconds": 901.4620859450079, "loss": 0.03355959430336952 }, { "step": 46032, "elapsed_seconds": 903.148582238995, "loss": 0.05243384838104248 }, { "step": 47514, "elapsed_seconds": 933.1668780500186, "loss": 0.02551032230257988 }, { "step": 49053, "elapsed_seconds": 963.1669853210333, "loss": 0.03224111348390579 }, { "step": 50599, "elapsed_seconds": 993.1753617740469, "loss": 0.04244886338710785 }, { "step": 52120, "elapsed_seconds": 1023.1763431830332, "loss": 0.04568975046277046 }, { "step": 53675, "elapsed_seconds": 1053.178468574013, "loss": 0.08615028858184814 }, { "step": 55214, "elapsed_seconds": 1083.1939237790066, "loss": 0.06195482239127159 }, { "step": 56766, "elapsed_seconds": 1113.1982569670072, "loss": 0.015648076310753822 }, { "step": 58344, "elapsed_seconds": 1143.2047111479915, "loss": 0.013156834058463573 }, { "step": 59844, "elapsed_seconds": 1173.2059517269954, "loss": 0.03647501394152641 }, { "step": 61366, "elapsed_seconds": 1203.2095600010362, "loss": 0.07824722677469254 }, { "step": 61395, "elapsed_seconds": 1204.1938179560238, "loss": 0.020493850111961365 }, { "step": 62926, "elapsed_seconds": 1234.1951124840416, "loss": 0.01362534612417221 }, { "step": 64472, "elapsed_seconds": 1264.2093708729954, "loss": 0.0299258753657341 }, { "step": 66006, "elapsed_seconds": 1294.2127642720006, "loss": 0.02669171616435051 }, { "step": 67556, "elapsed_seconds": 1324.230557263014, "loss": 0.03889335319399834 }, { "step": 69111, "elapsed_seconds": 1354.2384885390056, "loss": 0.049949366599321365 }, { "step": 70647, "elapsed_seconds": 1384.2413092890056, "loss": 0.03670850023627281 }, { "step": 72191, "elapsed_seconds": 1414.247140883992, "loss": 0.014892058447003365 }, { "step": 73717, "elapsed_seconds": 1444.2571523590013, "loss": 0.0058046928606927395 }, { "step": 75217, "elapsed_seconds": 1474.2654389640084, "loss": 0.012012391351163387 }, { "step": 76770, "elapsed_seconds": 1504.2783382940106, "loss": 0.014799464493989944 }, { "step": 76801, "elapsed_seconds": 1505.2554076460074, "loss": 0.027774522081017494 }, { "step": 78262, "elapsed_seconds": 1535.2680677280296, "loss": 0.059960924088954926 }, { "step": 79819, "elapsed_seconds": 1565.2864084670437, "loss": 0.011494942009449005 }, { "step": 81374, "elapsed_seconds": 1595.2985995060299, "loss": 0.011019745841622353 }, { "step": 82922, "elapsed_seconds": 1625.314140239032, "loss": 0.029742078855633736 }, { "step": 84443, "elapsed_seconds": 1655.3166112130275, "loss": 0.014677733182907104 }, { "step": 85974, "elapsed_seconds": 1685.3251417190186, "loss": 0.02038145437836647 }, { "step": 87496, "elapsed_seconds": 1715.3389452790143, "loss": 0.015788299962878227 }, { "step": 88985, "elapsed_seconds": 1745.3546979860403, "loss": 0.016908524557948112 }, { "step": 90539, "elapsed_seconds": 1775.359834825038, "loss": 0.01959187723696232 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "776056a4ac170a2a0521c068078ce78edcfcae87", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T10:17:36.067344+00:00", "parameters": 15179904, "discriminator_parameters": 0, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.3317601215094328, "unknown_rgb_psnr_db": 4.901222110674823, "unknown_alpha_mae": 0.49845196306705475, "unknown_background_alpha_mean": 0.50467477951731, "nearest_unknown_rgb_mse": 0.06150297727435827, "nearest_unknown_rgb_psnr_db": 12.630657514012812, "nearest_unknown_alpha_mae": 0.036617475969251245, "nearest_unknown_background_alpha_mean": 0.10447383618780545, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.6368460719822906, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.0629102085026624, "unknown_rgb_psnr_db": 12.560157901039716, "unknown_alpha_mae": 0.04285159554332495, "unknown_background_alpha_mean": 0.10636053321538148, "nearest_unknown_rgb_mse": 0.05531317326444246, "nearest_unknown_rgb_psnr_db": 13.126380774298045, "nearest_unknown_alpha_mae": 0.0343162311414739, "nearest_unknown_background_alpha_mean": 0.13126861170225004, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 10.25822097202763, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.027423448860645294, "gradient_norm": 0.03732600063085556, "loss": 0.027423448860645294, "peak_gpu_mb": 833.4833984375, "gpu_availability": { "free_mb": 94751, "other_heavy_processes": [] }, "best_score": 0.06469327444210649, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-dit-x4-s20260911/last.pt", "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 4, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 252, 232 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 352, 260 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.6211734060198069, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": 50 }, "finished_at": "2026-09-11T10:17:35.333207+00:00" }, { "id": "pilot-gan-x2-s20260911", "model": "gan", "scale": 2, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-gan-x2-s20260911", "model": "gan", "scale": 2, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 16946, "elapsed_seconds": 1800.0572208069789, "images_seen": 135568, "phase": "gan", "started_at": "2026-09-11T05:45:20.219967+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-gan-x2-s20260911/final-0000-lr.png", "target": "previews/pilot-gan-x2-s20260911/final-0000-hr.png", "output": "previews/pilot-gan-x2-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-gan-x2-s20260911/final-0001-lr.png", "target": "previews/pilot-gan-x2-s20260911/final-0001-hr.png", "output": "previews/pilot-gan-x2-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-gan-x2-s20260911/final-0002-lr.png", "target": "previews/pilot-gan-x2-s20260911/final-0002-hr.png", "output": "previews/pilot-gan-x2-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-gan-x2-s20260911/final-0003-lr.png", "target": "previews/pilot-gan-x2-s20260911/final-0003-hr.png", "output": "previews/pilot-gan-x2-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-gan-x2-s20260911/old-dev-000-x2-lr.png", "output": "previews/pilot-gan-x2-s20260911/old-dev-000-x2-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-gan-x2-s20260911/old-dev-001-x2-lr.png", "output": "previews/pilot-gan-x2-s20260911/old-dev-001-x2-pred.png" } ], "history": [ { "step": 316, "elapsed_seconds": 30.05400752800051, "loss": 0.05147678032517433 }, { "step": 635, "elapsed_seconds": 60.13863465699251, "loss": 0.04435911774635315 }, { "step": 955, "elapsed_seconds": 90.18511930300156, "loss": 0.045147355645895004 }, { "step": 1275, "elapsed_seconds": 120.25457504298538, "loss": 0.04150901734828949 }, { "step": 1597, "elapsed_seconds": 150.26852227500058, "loss": 0.02855963446199894 }, { "step": 1917, "elapsed_seconds": 180.33064353698865, "loss": 0.04922829568386078 }, { "step": 2237, "elapsed_seconds": 210.38191069700406, "loss": 0.048832304775714874 }, { "step": 2557, "elapsed_seconds": 240.38793337199604, "loss": 0.03915291279554367 }, { "step": 2878, "elapsed_seconds": 270.45014487198205, "loss": 0.04365691542625427 }, { "step": 3194, "elapsed_seconds": 300.09290358799626, "loss": 0.03388066589832306 }, { "step": 3505, "elapsed_seconds": 330.16700205398956, "loss": 0.044606130570173264 }, { "step": 3824, "elapsed_seconds": 360.20719441599795, "loss": 0.03417309746146202 }, { "step": 4145, "elapsed_seconds": 390.27288742898963, "loss": 0.04068463295698166 }, { "step": 4467, "elapsed_seconds": 420.35074639099184, "loss": 0.044753726571798325 }, { "step": 4784, "elapsed_seconds": 450.8770851129957, "loss": 0.573614239692688 }, { "step": 5056, "elapsed_seconds": 480.9154682229855, "loss": 0.467720627784729 }, { "step": 5330, "elapsed_seconds": 511.01548382799956, "loss": 0.43459707498550415 }, { "step": 5602, "elapsed_seconds": 541.1055145749997, "loss": 0.4300632178783417 }, { "step": 5873, "elapsed_seconds": 571.1091570649878, "loss": 0.4501570761203766 }, { "step": 6143, "elapsed_seconds": 601.149763739988, "loss": 0.45384466648101807 }, { "step": 6408, "elapsed_seconds": 631.1944624149764, "loss": 0.4255717396736145 }, { "step": 6679, "elapsed_seconds": 661.2993751250033, "loss": 0.428861141204834 }, { "step": 6951, "elapsed_seconds": 691.3241314899933, "loss": 0.37958425283432007 }, { "step": 7223, "elapsed_seconds": 721.3894389809866, "loss": 0.3497372269630432 }, { "step": 7496, "elapsed_seconds": 751.4972911629884, "loss": 0.4199574589729309 }, { "step": 7766, "elapsed_seconds": 781.5408119960048, "loss": 0.3888157904148102 }, { "step": 8039, "elapsed_seconds": 811.6352291030053, "loss": 0.3449957072734833 }, { "step": 8311, "elapsed_seconds": 841.6606587309798, "loss": 0.4117366373538971 }, { "step": 8583, "elapsed_seconds": 871.7428709529631, "loss": 0.36666977405548096 }, { "step": 8851, "elapsed_seconds": 901.8326180290023, "loss": 0.37677252292633057 }, { "step": 8853, "elapsed_seconds": 902.1846803630178, "loss": 0.39267298579216003 }, { "step": 9111, "elapsed_seconds": 932.2692932180071, "loss": 0.37481632828712463 }, { "step": 9384, "elapsed_seconds": 962.3252244959876, "loss": 0.4065108895301819 }, { "step": 9658, "elapsed_seconds": 992.4283308449958, "loss": 0.3414444625377655 }, { "step": 9930, "elapsed_seconds": 1022.4728973909805, "loss": 0.3791223466396332 }, { "step": 10203, "elapsed_seconds": 1052.5121338079625, "loss": 0.3428007662296295 }, { "step": 10476, "elapsed_seconds": 1082.5638993489847, "loss": 0.3705095946788788 }, { "step": 10747, "elapsed_seconds": 1112.6284917379671, "loss": 0.37457484006881714 }, { "step": 11018, "elapsed_seconds": 1142.6321124229871, "loss": 0.4002039134502411 }, { "step": 11290, "elapsed_seconds": 1172.6881049980002, "loss": 0.32545608282089233 }, { "step": 11564, "elapsed_seconds": 1202.7887429399707, "loss": 0.34008702635765076 }, { "step": 11574, "elapsed_seconds": 1204.0062983809912, "loss": 0.31611448526382446 }, { "step": 11829, "elapsed_seconds": 1234.0436458009935, "loss": 0.2947724461555481 }, { "step": 12103, "elapsed_seconds": 1264.1397860360157, "loss": 0.36575114727020264 }, { "step": 12376, "elapsed_seconds": 1294.203817895992, "loss": 0.34158381819725037 }, { "step": 12649, "elapsed_seconds": 1324.3083499539935, "loss": 0.3718487620353699 }, { "step": 12922, "elapsed_seconds": 1354.3680198699876, "loss": 0.3183317482471466 }, { "step": 13195, "elapsed_seconds": 1384.4056516459968, "loss": 0.3449588119983673 }, { "step": 13466, "elapsed_seconds": 1414.4089725179656, "loss": 0.34761711955070496 }, { "step": 13737, "elapsed_seconds": 1444.4731222350092, "loss": 0.2965557277202606 }, { "step": 14008, "elapsed_seconds": 1474.5460775519896, "loss": 0.3377954661846161 }, { "step": 14281, "elapsed_seconds": 1504.5897572890099, "loss": 0.24511487782001495 }, { "step": 14292, "elapsed_seconds": 1505.9281373200065, "loss": 0.37790966033935547 }, { "step": 14550, "elapsed_seconds": 1536.0152507960156, "loss": 0.3794638514518738 }, { "step": 14823, "elapsed_seconds": 1566.0424249529897, "loss": 0.3063577711582184 }, { "step": 15096, "elapsed_seconds": 1596.1423351309786, "loss": 0.3413078486919403 }, { "step": 15368, "elapsed_seconds": 1626.1489185779647, "loss": 0.3302910029888153 }, { "step": 15640, "elapsed_seconds": 1656.1731924990017, "loss": 0.3465240001678467 }, { "step": 15913, "elapsed_seconds": 1686.1802329839848, "loss": 0.2732072174549103 }, { "step": 16186, "elapsed_seconds": 1716.2832266849873, "loss": 0.29166892170906067 }, { "step": 16459, "elapsed_seconds": 1746.3837613899668, "loss": 0.2998044192790985 }, { "step": 16731, "elapsed_seconds": 1776.4046294860018, "loss": 0.33809754252433777 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "39b909852c782fe789167976190c99098de3bc33", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T06:15:25.186439+00:00", "parameters": 14614724, "discriminator_parameters": 963201, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.05023832246661186, "unknown_rgb_psnr_db": 13.499610762774676, "unknown_alpha_mae": 0.07559111062437296, "unknown_background_alpha_mean": 0.07109869218298367, "nearest_unknown_rgb_mse": 0.05083591560833156, "nearest_unknown_rgb_psnr_db": 13.490901086211359, "nearest_unknown_alpha_mae": 0.024685329932253808, "nearest_unknown_background_alpha_mean": 0.07326423163924899, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.36456350699882023, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "metrics": { "unknown_rgb_mse": 0.021067282227061997, "unknown_rgb_psnr_db": 17.36705307434299, "unknown_alpha_mae": 0.010372889031240317, "unknown_background_alpha_mean": 0.038004290200634394, "nearest_unknown_rgb_mse": 0.045093171143216926, "nearest_unknown_rgb_psnr_db": 14.02345396263894, "nearest_unknown_alpha_mae": 0.023942258154335875, "nearest_unknown_background_alpha_mean": 0.09124269527905476, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 2.2851673000259325, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "reconstruction_loss": 0.030297067016363144, "gradient_norm": 1.1738022565841675, "loss": 0.27105677127838135, "peak_gpu_mb": 2315.072265625, "gpu_availability": { "free_mb": 93229, "other_heavy_processes": [] }, "best_score": 0.021678526769392192, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-gan-x2-s20260911/last.pt", "discriminator_loss": 0.5117639303207397, "perceptual_loss": 4.715713977813721, "adversarial_loss": 0.9948038458824158, "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 2, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 126, 116 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 176, 130 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.1171743799932301, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": null }, "finished_at": "2026-09-11T06:15:24.315567+00:00" }, { "id": "pilot-gan-x3-s20260911", "model": "gan", "scale": 3, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-gan-x3-s20260911", "model": "gan", "scale": 3, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 17098, "elapsed_seconds": 1800.0511355770286, "images_seen": 136784, "phase": "gan", "started_at": "2026-09-11T07:16:06.803367+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-gan-x3-s20260911/final-0000-lr.png", "target": "previews/pilot-gan-x3-s20260911/final-0000-hr.png", "output": "previews/pilot-gan-x3-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-gan-x3-s20260911/final-0001-lr.png", "target": "previews/pilot-gan-x3-s20260911/final-0001-hr.png", "output": "previews/pilot-gan-x3-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-gan-x3-s20260911/final-0002-lr.png", "target": "previews/pilot-gan-x3-s20260911/final-0002-hr.png", "output": "previews/pilot-gan-x3-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-gan-x3-s20260911/final-0003-lr.png", "target": "previews/pilot-gan-x3-s20260911/final-0003-hr.png", "output": "previews/pilot-gan-x3-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-gan-x3-s20260911/old-dev-000-x3-lr.png", "output": "previews/pilot-gan-x3-s20260911/old-dev-000-x3-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-gan-x3-s20260911/old-dev-001-x3-lr.png", "output": "previews/pilot-gan-x3-s20260911/old-dev-001-x3-pred.png" } ], "history": [ { "step": 323, "elapsed_seconds": 30.05083378503332, "loss": 0.07036611437797546 }, { "step": 647, "elapsed_seconds": 60.06765866803471, "loss": 0.05573466047644615 }, { "step": 969, "elapsed_seconds": 90.09782587102382, "loss": 0.05325380712747574 }, { "step": 1290, "elapsed_seconds": 120.16868403198896, "loss": 0.05965641140937805 }, { "step": 1612, "elapsed_seconds": 150.26256234600442, "loss": 0.06430742144584656 }, { "step": 1935, "elapsed_seconds": 180.3408338110312, "loss": 0.06826387345790863 }, { "step": 2257, "elapsed_seconds": 210.4090537620359, "loss": 0.051586590707302094 }, { "step": 2576, "elapsed_seconds": 240.45762066403404, "loss": 0.052589014172554016 }, { "step": 2898, "elapsed_seconds": 270.47449058503844, "loss": 0.05767205357551575 }, { "step": 3217, "elapsed_seconds": 300.1320785180433, "loss": 0.04488636553287506 }, { "step": 3531, "elapsed_seconds": 330.1364078029874, "loss": 0.05246242508292198 }, { "step": 3855, "elapsed_seconds": 360.16739734000294, "loss": 0.05529971793293953 }, { "step": 4178, "elapsed_seconds": 390.18471445399337, "loss": 0.05062875524163246 }, { "step": 4503, "elapsed_seconds": 420.2769542040187, "loss": 0.05281498283147812 }, { "step": 4825, "elapsed_seconds": 450.9718457350391, "loss": 0.8323802947998047 }, { "step": 5100, "elapsed_seconds": 481.0051567230257, "loss": 0.6412383317947388 }, { "step": 5375, "elapsed_seconds": 511.09837235702435, "loss": 0.6174367666244507 }, { "step": 5650, "elapsed_seconds": 541.192419569008, "loss": 0.6787430047988892 }, { "step": 5926, "elapsed_seconds": 571.288115694013, "loss": 0.5340775847434998 }, { "step": 6196, "elapsed_seconds": 601.2078922209912, "loss": 0.5718916654586792 }, { "step": 6456, "elapsed_seconds": 631.2983391419984, "loss": 0.618953287601471 }, { "step": 6733, "elapsed_seconds": 661.3568303720094, "loss": 0.6251360774040222 }, { "step": 7007, "elapsed_seconds": 691.4032839600113, "loss": 0.600684642791748 }, { "step": 7281, "elapsed_seconds": 721.4356376000214, "loss": 0.6924700140953064 }, { "step": 7555, "elapsed_seconds": 751.4843828339945, "loss": 0.5910531282424927 }, { "step": 7830, "elapsed_seconds": 781.5534255430102, "loss": 0.4992004334926605 }, { "step": 8105, "elapsed_seconds": 811.6000343940104, "loss": 0.6348475813865662 }, { "step": 8379, "elapsed_seconds": 841.6900567150442, "loss": 0.5378664135932922 }, { "step": 8651, "elapsed_seconds": 871.705968763039, "loss": 0.5094772577285767 }, { "step": 8927, "elapsed_seconds": 901.7706760920119, "loss": 0.47393861413002014 }, { "step": 8938, "elapsed_seconds": 903.1111480380059, "loss": 0.4896050989627838 }, { "step": 9198, "elapsed_seconds": 933.1526295960066, "loss": 0.5197238326072693 }, { "step": 9475, "elapsed_seconds": 963.2452861590427, "loss": 0.5495031476020813 }, { "step": 9748, "elapsed_seconds": 993.3103092440288, "loss": 0.5740604400634766 }, { "step": 10023, "elapsed_seconds": 1023.3263647400308, "loss": 0.5926191806793213 }, { "step": 10298, "elapsed_seconds": 1053.407981145021, "loss": 0.6366553902626038 }, { "step": 10573, "elapsed_seconds": 1083.4282254510326, "loss": 0.559162437915802 }, { "step": 10851, "elapsed_seconds": 1113.4556960340124, "loss": 0.5807665586471558 }, { "step": 11125, "elapsed_seconds": 1143.48494807299, "loss": 0.6058247685432434 }, { "step": 11400, "elapsed_seconds": 1173.4906767730135, "loss": 0.5777145624160767 }, { "step": 11674, "elapsed_seconds": 1203.5443565970054, "loss": 0.5263770818710327 }, { "step": 11686, "elapsed_seconds": 1204.9524390830193, "loss": 0.5501559376716614 }, { "step": 11945, "elapsed_seconds": 1235.0456183479982, "loss": 0.586258053779602 }, { "step": 12219, "elapsed_seconds": 1265.08242925402, "loss": 0.4454544484615326 }, { "step": 12493, "elapsed_seconds": 1295.103966847004, "loss": 0.5750117897987366 }, { "step": 12768, "elapsed_seconds": 1325.1661666579894, "loss": 0.5232887864112854 }, { "step": 13044, "elapsed_seconds": 1355.2380363740376, "loss": 0.475741982460022 }, { "step": 13320, "elapsed_seconds": 1385.2704627829953, "loss": 0.5530415773391724 }, { "step": 13594, "elapsed_seconds": 1415.2867975099944, "loss": 0.595439612865448 }, { "step": 13870, "elapsed_seconds": 1445.3722825410077, "loss": 0.5494073629379272 }, { "step": 14144, "elapsed_seconds": 1475.4560002340004, "loss": 0.5048462748527527 }, { "step": 14419, "elapsed_seconds": 1505.4932450240012, "loss": 0.4306867718696594 }, { "step": 14431, "elapsed_seconds": 1506.9328326260438, "loss": 0.5423691272735596 }, { "step": 14689, "elapsed_seconds": 1536.9750111500034, "loss": 0.48875728249549866 }, { "step": 14964, "elapsed_seconds": 1567.008834429027, "loss": 0.5075970888137817 }, { "step": 15238, "elapsed_seconds": 1597.0126733370125, "loss": 0.40997782349586487 }, { "step": 15514, "elapsed_seconds": 1627.118489088025, "loss": 0.4821716248989105 }, { "step": 15789, "elapsed_seconds": 1657.2222886690288, "loss": 0.4831475019454956 }, { "step": 16065, "elapsed_seconds": 1687.3041558080004, "loss": 0.49259522557258606 }, { "step": 16342, "elapsed_seconds": 1717.380924637022, "loss": 0.36506423354148865 }, { "step": 16618, "elapsed_seconds": 1747.4705609270022, "loss": 0.5162364840507507 }, { "step": 16894, "elapsed_seconds": 1777.5618357830099, "loss": 0.4415591359138489 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "776056a4ac170a2a0521c068078ce78edcfcae87", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T07:46:11.899031+00:00", "parameters": 14799364, "discriminator_parameters": 963201, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.053203740855678916, "unknown_rgb_psnr_db": 13.298361069903699, "unknown_alpha_mae": 0.03709118370898068, "unknown_background_alpha_mean": 0.09700281545519829, "nearest_unknown_rgb_mse": 0.053638738580048084, "nearest_unknown_rgb_psnr_db": 13.281582705390354, "nearest_unknown_alpha_mae": 0.0262298583984375, "nearest_unknown_background_alpha_mean": 0.0933609836335693, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.39167038700543344, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "metrics": { "unknown_rgb_mse": 0.03308214615993867, "unknown_rgb_psnr_db": 15.365044940864884, "unknown_alpha_mae": 0.019612405789007123, "unknown_background_alpha_mean": 0.06601969855263455, "nearest_unknown_rgb_mse": 0.04673698519436376, "nearest_unknown_rgb_psnr_db": 13.866537459834369, "nearest_unknown_alpha_mae": 0.02467835740421322, "nearest_unknown_background_alpha_mean": 0.08787630250263544, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 2.2974808160215616, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "reconstruction_loss": 0.05977014824748039, "gradient_norm": 1.841091513633728, "loss": 0.4587729871273041, "peak_gpu_mb": 1353.46484375, "gpu_availability": { "free_mb": 94267, "other_heavy_processes": [] }, "best_score": 0.03570883593056351, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-gan-x3-s20260911/last.pt", "discriminator_loss": 0.6173790693283081, "perceptual_loss": 7.8586835861206055, "adversarial_loss": 1.2137354612350464, "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 3, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 189, 174 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 264, 195 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.12124416301958263, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": null }, "finished_at": "2026-09-11T07:46:10.922642+00:00" }, { "id": "pilot-gan-x4-s20260911", "model": "gan", "scale": 4, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-gan-x4-s20260911", "model": "gan", "scale": 4, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 16828, "elapsed_seconds": 1800.0301924369996, "images_seen": 134624, "phase": "gan", "started_at": "2026-09-11T08:46:52.979366+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-gan-x4-s20260911/final-0000-lr.png", "target": "previews/pilot-gan-x4-s20260911/final-0000-hr.png", "output": "previews/pilot-gan-x4-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-gan-x4-s20260911/final-0001-lr.png", "target": "previews/pilot-gan-x4-s20260911/final-0001-hr.png", "output": "previews/pilot-gan-x4-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-gan-x4-s20260911/final-0002-lr.png", "target": "previews/pilot-gan-x4-s20260911/final-0002-hr.png", "output": "previews/pilot-gan-x4-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-gan-x4-s20260911/final-0003-lr.png", "target": "previews/pilot-gan-x4-s20260911/final-0003-hr.png", "output": "previews/pilot-gan-x4-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-gan-x4-s20260911/old-dev-000-x4-lr.png", "output": "previews/pilot-gan-x4-s20260911/old-dev-000-x4-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-gan-x4-s20260911/old-dev-001-x4-lr.png", "output": "previews/pilot-gan-x4-s20260911/old-dev-001-x4-pred.png" } ], "history": [ { "step": 315, "elapsed_seconds": 30.053909603971988, "loss": 0.07109146565198898 }, { "step": 635, "elapsed_seconds": 60.09472341299988, "loss": 0.06426241993904114 }, { "step": 954, "elapsed_seconds": 90.1019086909946, "loss": 0.05529223382472992 }, { "step": 1269, "elapsed_seconds": 120.10856780497124, "loss": 0.05861711874604225 }, { "step": 1585, "elapsed_seconds": 150.16348726698197, "loss": 0.07863493263721466 }, { "step": 1903, "elapsed_seconds": 180.20533147396054, "loss": 0.06524893641471863 }, { "step": 2221, "elapsed_seconds": 210.2181290089502, "loss": 0.07126519829034805 }, { "step": 2538, "elapsed_seconds": 240.23365589999594, "loss": 0.0619901604950428 }, { "step": 2858, "elapsed_seconds": 270.3068882889929, "loss": 0.05566082522273064 }, { "step": 3173, "elapsed_seconds": 300.10282324196305, "loss": 0.057661183178424835 }, { "step": 3480, "elapsed_seconds": 330.11179936898407, "loss": 0.06610862910747528 }, { "step": 3797, "elapsed_seconds": 360.123095878982, "loss": 0.06608185917139053 }, { "step": 4114, "elapsed_seconds": 390.16612958098995, "loss": 0.06995656341314316 }, { "step": 4433, "elapsed_seconds": 420.2211597219575, "loss": 0.07895586639642715 }, { "step": 4748, "elapsed_seconds": 450.9974757079617, "loss": 0.92547607421875 }, { "step": 5018, "elapsed_seconds": 481.067409959971, "loss": 0.7756190299987793 }, { "step": 5289, "elapsed_seconds": 511.07868463598425, "loss": 0.8064175248146057 }, { "step": 5559, "elapsed_seconds": 541.1802560169599, "loss": 0.7722893357276917 }, { "step": 5829, "elapsed_seconds": 571.2570971039822, "loss": 0.625377357006073 }, { "step": 6095, "elapsed_seconds": 601.1270304489881, "loss": 0.7331659197807312 }, { "step": 6355, "elapsed_seconds": 631.1911830459721, "loss": 0.6977310180664062 }, { "step": 6625, "elapsed_seconds": 661.2803758639493, "loss": 0.7438690662384033 }, { "step": 6896, "elapsed_seconds": 691.2958528349991, "loss": 0.696762204170227 }, { "step": 7166, "elapsed_seconds": 721.3307601899724, "loss": 0.7737560272216797 }, { "step": 7435, "elapsed_seconds": 751.3967945919721, "loss": 0.7667891383171082 }, { "step": 7705, "elapsed_seconds": 781.4764797979733, "loss": 0.6990407705307007 }, { "step": 7973, "elapsed_seconds": 811.5505165759823, "loss": 0.5988543629646301 }, { "step": 8245, "elapsed_seconds": 841.6421375770005, "loss": 0.6184787154197693 }, { "step": 8516, "elapsed_seconds": 871.7056522459607, "loss": 0.6966094970703125 }, { "step": 8785, "elapsed_seconds": 901.7610770669999, "loss": 0.7405960559844971 }, { "step": 8788, "elapsed_seconds": 902.2403281259467, "loss": 0.717008113861084 }, { "step": 9049, "elapsed_seconds": 932.3188276179717, "loss": 0.6543984413146973 }, { "step": 9317, "elapsed_seconds": 962.3625552969752, "loss": 0.6287180185317993 }, { "step": 9586, "elapsed_seconds": 992.3669479029486, "loss": 0.6738347411155701 }, { "step": 9854, "elapsed_seconds": 1022.3949390479829, "loss": 0.5126372575759888 }, { "step": 10122, "elapsed_seconds": 1052.4605791779468, "loss": 0.7107048034667969 }, { "step": 10391, "elapsed_seconds": 1082.4616365339607, "loss": 0.664988100528717 }, { "step": 10661, "elapsed_seconds": 1112.5145458169864, "loss": 0.6506184339523315 }, { "step": 10930, "elapsed_seconds": 1142.579494480975, "loss": 0.6366425156593323 }, { "step": 11200, "elapsed_seconds": 1172.6159810419776, "loss": 0.6558932065963745 }, { "step": 11472, "elapsed_seconds": 1202.630226076988, "loss": 0.6748090386390686 }, { "step": 11476, "elapsed_seconds": 1203.2097572859493, "loss": 0.588411271572113 }, { "step": 11738, "elapsed_seconds": 1233.310247530986, "loss": 0.6692991256713867 }, { "step": 12010, "elapsed_seconds": 1263.4019347909489, "loss": 0.6492217183113098 }, { "step": 12281, "elapsed_seconds": 1293.465628973965, "loss": 0.6371311545372009 }, { "step": 12551, "elapsed_seconds": 1323.534304025001, "loss": 0.6341303586959839 }, { "step": 12823, "elapsed_seconds": 1353.6262509379885, "loss": 0.5922191739082336 }, { "step": 13093, "elapsed_seconds": 1383.7087070459966, "loss": 0.6785519123077393 }, { "step": 13363, "elapsed_seconds": 1413.7504499039496, "loss": 0.7555174827575684 }, { "step": 13633, "elapsed_seconds": 1443.824272878992, "loss": 0.6291454434394836 }, { "step": 13903, "elapsed_seconds": 1473.9080169429653, "loss": 0.6319237947463989 }, { "step": 14174, "elapsed_seconds": 1503.9713741489686, "loss": 0.6301344633102417 }, { "step": 14175, "elapsed_seconds": 1504.2085196389817, "loss": 0.5683984756469727 }, { "step": 14437, "elapsed_seconds": 1534.2570351019967, "loss": 0.6216670274734497 }, { "step": 14706, "elapsed_seconds": 1564.3108049019938, "loss": 0.5670467615127563 }, { "step": 14975, "elapsed_seconds": 1594.3528010219452, "loss": 0.6247411370277405 }, { "step": 15246, "elapsed_seconds": 1624.4505653089727, "loss": 0.658170759677887 }, { "step": 15516, "elapsed_seconds": 1654.4659732489963, "loss": 0.5271390676498413 }, { "step": 15787, "elapsed_seconds": 1684.4833561379928, "loss": 0.4967493414878845 }, { "step": 16059, "elapsed_seconds": 1714.5380479239975, "loss": 0.5908568501472473 }, { "step": 16328, "elapsed_seconds": 1744.5510593719664, "loss": 0.6450415253639221 }, { "step": 16598, "elapsed_seconds": 1774.6397815789678, "loss": 0.5683335661888123 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "776056a4ac170a2a0521c068078ce78edcfcae87", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T09:16:57.996339+00:00", "parameters": 14762436, "discriminator_parameters": 963201, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.06105866585858166, "unknown_rgb_psnr_db": 12.658294242910355, "unknown_alpha_mae": 0.037867023562284885, "unknown_background_alpha_mean": 0.110101760498115, "nearest_unknown_rgb_mse": 0.06150297727435827, "nearest_unknown_rgb_psnr_db": 12.630657514012812, "nearest_unknown_alpha_mae": 0.036617475969251245, "nearest_unknown_background_alpha_mean": 0.10447383618780545, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.38809070899151266, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "metrics": { "unknown_rgb_mse": 0.041996137098209665, "unknown_rgb_psnr_db": 14.333026445736703, "unknown_alpha_mae": 0.027244049845103983, "unknown_background_alpha_mean": 0.10806944754423091, "nearest_unknown_rgb_mse": 0.05531317326444246, "nearest_unknown_rgb_psnr_db": 13.126380774298045, "nearest_unknown_alpha_mae": 0.0343162311414739, "nearest_unknown_background_alpha_mean": 0.13126861170225004, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 2.3333528350340202, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "reconstruction_loss": 0.06378831714391708, "gradient_norm": 0.9680378437042236, "loss": 0.5605167746543884, "peak_gpu_mb": 1034.70947265625, "gpu_availability": { "free_mb": 94587, "other_heavy_processes": [] }, "best_score": 0.042498551309108734, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-gan-x4-s20260911/last.pt", "discriminator_loss": 0.2874336242675781, "perceptual_loss": 9.73001480102539, "adversarial_loss": 2.0455482006073, "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 4, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 252, 232 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 352, 260 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.1396150939981453, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": null }, "finished_at": "2026-09-11T09:16:57.107157+00:00" }, { "id": "pilot-unet-x2-s20260911", "model": "unet", "scale": 2, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-unet-x2-s20260911", "model": "unet", "scale": 2, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 69133, "elapsed_seconds": 1800.0259374029702, "images_seen": 553064, "phase": "noise_prediction", "started_at": "2026-09-11T06:15:28.866893+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-unet-x2-s20260911/final-0000-lr.png", "target": "previews/pilot-unet-x2-s20260911/final-0000-hr.png", "output": "previews/pilot-unet-x2-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-unet-x2-s20260911/final-0001-lr.png", "target": "previews/pilot-unet-x2-s20260911/final-0001-hr.png", "output": "previews/pilot-unet-x2-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-unet-x2-s20260911/final-0002-lr.png", "target": "previews/pilot-unet-x2-s20260911/final-0002-hr.png", "output": "previews/pilot-unet-x2-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-unet-x2-s20260911/final-0003-lr.png", "target": "previews/pilot-unet-x2-s20260911/final-0003-hr.png", "output": "previews/pilot-unet-x2-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-unet-x2-s20260911/old-dev-000-x2-lr.png", "output": "previews/pilot-unet-x2-s20260911/old-dev-000-x2-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-unet-x2-s20260911/old-dev-001-x2-lr.png", "output": "previews/pilot-unet-x2-s20260911/old-dev-001-x2-pred.png" } ], "history": [ { "step": 1177, "elapsed_seconds": 30.021816747961566, "loss": 0.033827926963567734 }, { "step": 2352, "elapsed_seconds": 60.02518762496766, "loss": 0.04435349255800247 }, { "step": 3493, "elapsed_seconds": 90.03291550499853, "loss": 0.019539546221494675 }, { "step": 4666, "elapsed_seconds": 120.04598915501265, "loss": 0.02371836081147194 }, { "step": 5839, "elapsed_seconds": 150.06597705098102, "loss": 0.02722700498998165 }, { "step": 7008, "elapsed_seconds": 180.0857750729774, "loss": 0.007165164686739445 }, { "step": 8178, "elapsed_seconds": 210.11028118396644, "loss": 0.01994221657514572 }, { "step": 9345, "elapsed_seconds": 240.12618753599236, "loss": 0.07260026782751083 }, { "step": 10532, "elapsed_seconds": 270.15130051499, "loss": 0.009007582440972328 }, { "step": 11689, "elapsed_seconds": 300.4266839720076, "loss": 0.015536904335021973 }, { "step": 12821, "elapsed_seconds": 330.4520350510138, "loss": 0.013807069510221481 }, { "step": 13997, "elapsed_seconds": 360.47576464299345, "loss": 0.030095841735601425 }, { "step": 15148, "elapsed_seconds": 390.48770724097267, "loss": 0.018464716151356697 }, { "step": 16323, "elapsed_seconds": 420.5016304439632, "loss": 0.009356880560517311 }, { "step": 17495, "elapsed_seconds": 450.51119913498405, "loss": 0.015222477726638317 }, { "step": 18663, "elapsed_seconds": 480.5310066129896, "loss": 0.029796302318572998 }, { "step": 19826, "elapsed_seconds": 510.551192325016, "loss": 0.011762789450585842 }, { "step": 20976, "elapsed_seconds": 540.5735648059635, "loss": 0.03999045863747597 }, { "step": 22152, "elapsed_seconds": 570.5947027970105, "loss": 0.04473118111491203 }, { "step": 23305, "elapsed_seconds": 600.5998578110011, "loss": 0.009450479410588741 }, { "step": 23321, "elapsed_seconds": 601.5791262559942, "loss": 0.02232426032423973 }, { "step": 24435, "elapsed_seconds": 631.6002683470142, "loss": 0.018264655023813248 }, { "step": 25596, "elapsed_seconds": 661.6113718579873, "loss": 0.004157865419983864 }, { "step": 26712, "elapsed_seconds": 691.6270673669642, "loss": 0.005622485652565956 }, { "step": 27853, "elapsed_seconds": 721.6338195719873, "loss": 0.023986397311091423 }, { "step": 29012, "elapsed_seconds": 751.6513786119758, "loss": 0.0066925943829119205 }, { "step": 30164, "elapsed_seconds": 781.6634710119688, "loss": 0.012771944515407085 }, { "step": 31306, "elapsed_seconds": 811.6761992310057, "loss": 0.008638589642941952 }, { "step": 32450, "elapsed_seconds": 841.6978137289989, "loss": 0.01703178510069847 }, { "step": 33610, "elapsed_seconds": 871.7077941250172, "loss": 0.008257134817540646 }, { "step": 34756, "elapsed_seconds": 901.7228630990139, "loss": 0.008315366692841053 }, { "step": 34801, "elapsed_seconds": 903.4195826979703, "loss": 0.004395106807351112 }, { "step": 35910, "elapsed_seconds": 933.4344097370049, "loss": 0.025128845125436783 }, { "step": 37078, "elapsed_seconds": 963.4520266929758, "loss": 0.022074071690440178 }, { "step": 38246, "elapsed_seconds": 993.4705345389666, "loss": 0.016262803226709366 }, { "step": 39418, "elapsed_seconds": 1023.4747616669629, "loss": 0.013371231034398079 }, { "step": 40605, "elapsed_seconds": 1053.4829883789644, "loss": 0.016039762645959854 }, { "step": 41771, "elapsed_seconds": 1083.5098532059928, "loss": 0.00511121517047286 }, { "step": 42879, "elapsed_seconds": 1113.531740648963, "loss": 0.026610994711518288 }, { "step": 44027, "elapsed_seconds": 1143.5377602630178, "loss": 0.030310750007629395 }, { "step": 45184, "elapsed_seconds": 1173.5570980549674, "loss": 0.0037130487617105246 }, { "step": 46338, "elapsed_seconds": 1203.573339044, "loss": 0.007100503891706467 }, { "step": 46382, "elapsed_seconds": 1205.262592411018, "loss": 0.015848036855459213 }, { "step": 47472, "elapsed_seconds": 1235.268620109011, "loss": 0.006084168329834938 }, { "step": 48623, "elapsed_seconds": 1265.2712873420096, "loss": 0.014957406558096409 }, { "step": 49791, "elapsed_seconds": 1295.2891362099908, "loss": 0.006207081023603678 }, { "step": 50935, "elapsed_seconds": 1325.3028244409943, "loss": 0.004087051376700401 }, { "step": 52097, "elapsed_seconds": 1355.3242026529624, "loss": 0.019449083134531975 }, { "step": 53233, "elapsed_seconds": 1385.3407114309957, "loss": 0.010575075633823872 }, { "step": 54372, "elapsed_seconds": 1415.3599561390001, "loss": 0.0018702814122661948 }, { "step": 55514, "elapsed_seconds": 1445.3693213089718, "loss": 0.013568636029958725 }, { "step": 56685, "elapsed_seconds": 1475.3885776189854, "loss": 0.0008672751719132066 }, { "step": 57838, "elapsed_seconds": 1505.399828321999, "loss": 0.019281109794974327 }, { "step": 57887, "elapsed_seconds": 1507.1266604269622, "loss": 0.02446776255965233 }, { "step": 59019, "elapsed_seconds": 1537.1490977850044, "loss": 0.005221732426434755 }, { "step": 60174, "elapsed_seconds": 1567.171625182964, "loss": 0.01606917567551136 }, { "step": 61329, "elapsed_seconds": 1597.1974199829856, "loss": 0.06417201459407806 }, { "step": 62510, "elapsed_seconds": 1627.206818628998, "loss": 0.002010767348110676 }, { "step": 63663, "elapsed_seconds": 1657.2134856950142, "loss": 0.0011103361612185836 }, { "step": 64810, "elapsed_seconds": 1687.2163773669745, "loss": 0.019434042274951935 }, { "step": 65966, "elapsed_seconds": 1717.2175194909796, "loss": 0.02896043099462986 }, { "step": 67121, "elapsed_seconds": 1747.2321938109817, "loss": 0.020725874230265617 }, { "step": 68271, "elapsed_seconds": 1777.2424331249786, "loss": 0.0021141236647963524 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "39b909852c782fe789167976190c99098de3bc33", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T06:45:46.121421+00:00", "parameters": 14095812, "discriminator_parameters": 0, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.3314313795417547, "unknown_rgb_psnr_db": 4.906268844938188, "unknown_alpha_mae": 0.4989149272441864, "unknown_background_alpha_mean": 0.5010789845670972, "nearest_unknown_rgb_mse": 0.05083591560833156, "nearest_unknown_rgb_psnr_db": 13.490901086211359, "nearest_unknown_alpha_mae": 0.024685329932253808, "nearest_unknown_background_alpha_mean": 0.07326423163924899, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.9286343699786812, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.023877559787660308, "unknown_rgb_psnr_db": 16.825806227134272, "unknown_alpha_mae": 0.02160596029875645, "unknown_background_alpha_mean": 0.03273919446753564, "nearest_unknown_rgb_mse": 0.045093171143216926, "nearest_unknown_rgb_psnr_db": 14.02345396263894, "nearest_unknown_alpha_mae": 0.023942258154335875, "nearest_unknown_background_alpha_mean": 0.09124269527905476, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 14.124683404981624, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.005629399791359901, "gradient_norm": 0.0975743904709816, "loss": 0.005629399791359901, "peak_gpu_mb": 1121.32666015625, "gpu_availability": { "free_mb": 94431, "other_heavy_processes": [] }, "best_score": 0.024355419329367578, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-unet-x2-s20260911/last.pt", "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 2, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 126, 116 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 176, 130 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.8693832770222798, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": 50 }, "finished_at": "2026-09-11T06:45:45.388201+00:00" }, { "id": "pilot-unet-x3-s20260911", "model": "unet", "scale": 3, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-unet-x3-s20260911", "model": "unet", "scale": 3, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 69868, "elapsed_seconds": 1800.0177044399898, "images_seen": 558944, "phase": "noise_prediction", "started_at": "2026-09-11T07:46:15.680244+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-unet-x3-s20260911/final-0000-lr.png", "target": "previews/pilot-unet-x3-s20260911/final-0000-hr.png", "output": "previews/pilot-unet-x3-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-unet-x3-s20260911/final-0001-lr.png", "target": "previews/pilot-unet-x3-s20260911/final-0001-hr.png", "output": "previews/pilot-unet-x3-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-unet-x3-s20260911/final-0002-lr.png", "target": "previews/pilot-unet-x3-s20260911/final-0002-hr.png", "output": "previews/pilot-unet-x3-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-unet-x3-s20260911/final-0003-lr.png", "target": "previews/pilot-unet-x3-s20260911/final-0003-hr.png", "output": "previews/pilot-unet-x3-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-unet-x3-s20260911/old-dev-000-x3-lr.png", "output": "previews/pilot-unet-x3-s20260911/old-dev-000-x3-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-unet-x3-s20260911/old-dev-001-x3-lr.png", "output": "previews/pilot-unet-x3-s20260911/old-dev-001-x3-pred.png" } ], "history": [ { "step": 1159, "elapsed_seconds": 30.012972389988136, "loss": 0.035037700086832047 }, { "step": 2325, "elapsed_seconds": 60.0355303339893, "loss": 0.03734218329191208 }, { "step": 3521, "elapsed_seconds": 90.03884236997692, "loss": 0.05860719084739685 }, { "step": 4687, "elapsed_seconds": 120.06372921500588, "loss": 0.02290550246834755 }, { "step": 5854, "elapsed_seconds": 150.07714626501547, "loss": 0.02594279684126377 }, { "step": 7046, "elapsed_seconds": 180.0985625620233, "loss": 0.020596254616975784 }, { "step": 8197, "elapsed_seconds": 210.12303733301815, "loss": 0.05596030503511429 }, { "step": 9362, "elapsed_seconds": 240.12852646701504, "loss": 0.035622622817754745 }, { "step": 10530, "elapsed_seconds": 270.14479921996826, "loss": 0.01628071814775467 }, { "step": 11699, "elapsed_seconds": 300.46840993501246, "loss": 0.026526227593421936 }, { "step": 12848, "elapsed_seconds": 330.4863315030234, "loss": 0.0188746340572834 }, { "step": 14020, "elapsed_seconds": 360.5008844619733, "loss": 0.05587349832057953 }, { "step": 15186, "elapsed_seconds": 390.51950832799776, "loss": 0.04832867532968521 }, { "step": 16359, "elapsed_seconds": 420.53038467100123, "loss": 0.10445427894592285 }, { "step": 17513, "elapsed_seconds": 450.5409152659704, "loss": 0.036790914833545685 }, { "step": 18683, "elapsed_seconds": 480.55156600801274, "loss": 0.018009014427661896 }, { "step": 19866, "elapsed_seconds": 510.5608050280134, "loss": 0.031351540237665176 }, { "step": 21028, "elapsed_seconds": 540.5665398609708, "loss": 0.013094229623675346 }, { "step": 22203, "elapsed_seconds": 570.5804439199856, "loss": 0.011966748163104057 }, { "step": 23364, "elapsed_seconds": 600.6043315560091, "loss": 0.01365839783102274 }, { "step": 23384, "elapsed_seconds": 601.6221756439772, "loss": 0.038209468126297 }, { "step": 24493, "elapsed_seconds": 631.6484140079701, "loss": 0.02063904143869877 }, { "step": 25667, "elapsed_seconds": 661.6540238729795, "loss": 0.03530614823102951 }, { "step": 26825, "elapsed_seconds": 691.6555055200006, "loss": 0.023958958685398102 }, { "step": 27990, "elapsed_seconds": 721.6679980150075, "loss": 0.006805315613746643 }, { "step": 29175, "elapsed_seconds": 751.6721784310066, "loss": 0.012783408164978027 }, { "step": 30339, "elapsed_seconds": 781.6910567440209, "loss": 0.038130342960357666 }, { "step": 31515, "elapsed_seconds": 811.7133679040126, "loss": 0.0037178006023168564 }, { "step": 32686, "elapsed_seconds": 841.7339658599813, "loss": 0.0775110125541687 }, { "step": 33843, "elapsed_seconds": 871.7464881360065, "loss": 0.012631377205252647 }, { "step": 35013, "elapsed_seconds": 901.7493887270102, "loss": 0.006164115853607655 }, { "step": 35064, "elapsed_seconds": 903.4888863450033, "loss": 0.005317590665072203 }, { "step": 36181, "elapsed_seconds": 933.4937268539798, "loss": 0.0355120413005352 }, { "step": 37339, "elapsed_seconds": 963.5187246910064, "loss": 0.008267011493444443 }, { "step": 38497, "elapsed_seconds": 993.540523802978, "loss": 0.007396735716611147 }, { "step": 39648, "elapsed_seconds": 1023.5410711630248, "loss": 0.08069689571857452 }, { "step": 40820, "elapsed_seconds": 1053.5513133449713, "loss": 0.016938170418143272 }, { "step": 41998, "elapsed_seconds": 1083.565101301996, "loss": 0.013949098996818066 }, { "step": 43157, "elapsed_seconds": 1113.570027500973, "loss": 0.019814593717455864 }, { "step": 44327, "elapsed_seconds": 1143.5713022869895, "loss": 0.007976043038070202 }, { "step": 45495, "elapsed_seconds": 1173.5928719050135, "loss": 0.0014248562511056662 }, { "step": 46657, "elapsed_seconds": 1203.5986431880156, "loss": 0.009271208196878433 }, { "step": 46709, "elapsed_seconds": 1205.376447268005, "loss": 0.028471464291214943 }, { "step": 47866, "elapsed_seconds": 1235.37925244699, "loss": 0.02220318093895912 }, { "step": 49036, "elapsed_seconds": 1265.3961663590162, "loss": 0.01675013266503811 }, { "step": 50202, "elapsed_seconds": 1295.4043503589928, "loss": 0.005980170331895351 }, { "step": 51375, "elapsed_seconds": 1325.4184964390006, "loss": 0.023359831422567368 }, { "step": 52554, "elapsed_seconds": 1355.4234616970061, "loss": 0.005786162801086903 }, { "step": 53745, "elapsed_seconds": 1385.444161041989, "loss": 0.005750979296863079 }, { "step": 54905, "elapsed_seconds": 1415.4457724019885, "loss": 0.02349727414548397 }, { "step": 56065, "elapsed_seconds": 1445.4516305730212, "loss": 0.007328670471906662 }, { "step": 57227, "elapsed_seconds": 1475.4675555719878, "loss": 0.03109852969646454 }, { "step": 58404, "elapsed_seconds": 1505.4749152709846, "loss": 0.012041764333844185 }, { "step": 58425, "elapsed_seconds": 1506.5391020950046, "loss": 0.00823226012289524 }, { "step": 59572, "elapsed_seconds": 1536.5427302289754, "loss": 0.009400131180882454 }, { "step": 60743, "elapsed_seconds": 1566.566229700984, "loss": 0.009422006085515022 }, { "step": 61933, "elapsed_seconds": 1596.5874709939817, "loss": 0.014855297282338142 }, { "step": 63101, "elapsed_seconds": 1626.6028679370065, "loss": 0.030521836131811142 }, { "step": 64280, "elapsed_seconds": 1656.6251973980106, "loss": 0.002827361226081848 }, { "step": 65456, "elapsed_seconds": 1686.6343032830046, "loss": 0.0013375126291066408 }, { "step": 66630, "elapsed_seconds": 1716.6510695350007, "loss": 0.01292949914932251 }, { "step": 67805, "elapsed_seconds": 1746.6660982000176, "loss": 0.0039815157651901245 }, { "step": 68967, "elapsed_seconds": 1776.6830496650073, "loss": 0.025116905570030212 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "776056a4ac170a2a0521c068078ce78edcfcae87", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T08:16:32.977133+00:00", "parameters": 14095812, "discriminator_parameters": 0, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.3315329011529684, "unknown_rgb_psnr_db": 4.902837581611777, "unknown_alpha_mae": 0.4984588623046875, "unknown_background_alpha_mean": 0.49372129355158123, "nearest_unknown_rgb_mse": 0.053638738580048084, "nearest_unknown_rgb_psnr_db": 13.281582705390354, "nearest_unknown_alpha_mae": 0.0262298583984375, "nearest_unknown_background_alpha_mean": 0.0933609836335693, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.9175197989679873, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.04120132339080529, "unknown_rgb_psnr_db": 14.254672985947165, "unknown_alpha_mae": 0.08536574330853874, "unknown_background_alpha_mean": 0.05018632758952056, "nearest_unknown_rgb_mse": 0.04673698519436376, "nearest_unknown_rgb_psnr_db": 13.866537459834369, "nearest_unknown_alpha_mae": 0.02467835740421322, "nearest_unknown_background_alpha_mean": 0.08787630250263544, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 14.147079865972046, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.003951611928641796, "gradient_norm": 0.08977890759706497, "loss": 0.003951611928641796, "peak_gpu_mb": 1121.32666015625, "gpu_availability": { "free_mb": 94431, "other_heavy_processes": [] }, "best_score": 0.04110333137214184, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-unet-x3-s20260911/last.pt", "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 3, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 189, 174 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 264, 195 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.9255726850242354, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": 50 }, "finished_at": "2026-09-11T08:16:32.270379+00:00" }, { "id": "pilot-unet-x4-s20260911", "model": "unet", "scale": 4, "stage": "pilot", "seed": 20260911, "budget_seconds": 1800, "config": { "id": "pilot-unet-x4-s20260911", "model": "unet", "scale": 4, "stage": "pilot", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 1800, "max_steps": null, "smoke_families": null, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 69179, "elapsed_seconds": 1800.0028013390256, "images_seen": 553432, "phase": "noise_prediction", "started_at": "2026-09-11T09:17:01.781411+00:00", "samples": [ { "name": "mobs/8610015/move_0.png", "input": "previews/pilot-unet-x4-s20260911/final-0000-lr.png", "target": "previews/pilot-unet-x4-s20260911/final-0000-hr.png", "output": "previews/pilot-unet-x4-s20260911/final-0000-pred.png" }, { "name": "mobs/8610015/move_1.png", "input": "previews/pilot-unet-x4-s20260911/final-0001-lr.png", "target": "previews/pilot-unet-x4-s20260911/final-0001-hr.png", "output": "previews/pilot-unet-x4-s20260911/final-0001-pred.png" }, { "name": "mobs/8610015/move_2.png", "input": "previews/pilot-unet-x4-s20260911/final-0002-lr.png", "target": "previews/pilot-unet-x4-s20260911/final-0002-hr.png", "output": "previews/pilot-unet-x4-s20260911/final-0002-pred.png" }, { "name": "mobs/8610015/move_5.png", "input": "previews/pilot-unet-x4-s20260911/final-0003-lr.png", "target": "previews/pilot-unet-x4-s20260911/final-0003-hr.png", "output": "previews/pilot-unet-x4-s20260911/final-0003-pred.png" }, { "name": "좀비버섯 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-unet-x4-s20260911/old-dev-000-x4-lr.png", "output": "previews/pilot-unet-x4-s20260911/old-dev-000-x4-pred.png" }, { "name": "암모나이트 화석 · 저해상도 후보 (제작 시기 미확인)", "input": "previews/pilot-unet-x4-s20260911/old-dev-001-x4-lr.png", "output": "previews/pilot-unet-x4-s20260911/old-dev-001-x4-pred.png" } ], "history": [ { "step": 1141, "elapsed_seconds": 30.01137883402407, "loss": 0.03129437565803528 }, { "step": 2297, "elapsed_seconds": 60.03610776801361, "loss": 0.11499916762113571 }, { "step": 3456, "elapsed_seconds": 90.04003554198425, "loss": 0.10358788073062897 }, { "step": 4616, "elapsed_seconds": 120.05240059399512, "loss": 0.04942653700709343 }, { "step": 5774, "elapsed_seconds": 150.06615998299094, "loss": 0.012236298993229866 }, { "step": 6935, "elapsed_seconds": 180.06709745700937, "loss": 0.018990127369761467 }, { "step": 8106, "elapsed_seconds": 210.07842099800473, "loss": 0.04640256240963936 }, { "step": 9277, "elapsed_seconds": 240.0911394850118, "loss": 0.05145764350891113 }, { "step": 10438, "elapsed_seconds": 270.1122217280208, "loss": 0.049806639552116394 }, { "step": 11581, "elapsed_seconds": 300.4490771330311, "loss": 0.08975701779127121 }, { "step": 12706, "elapsed_seconds": 330.4721851350041, "loss": 0.02887091599404812 }, { "step": 13860, "elapsed_seconds": 360.4862670120201, "loss": 0.010026422329246998 }, { "step": 15017, "elapsed_seconds": 390.5055362340063, "loss": 0.012101732194423676 }, { "step": 16170, "elapsed_seconds": 420.5228097839863, "loss": 0.023372769355773926 }, { "step": 17327, "elapsed_seconds": 450.5429257110227, "loss": 0.029419120401144028 }, { "step": 18482, "elapsed_seconds": 480.5687886730302, "loss": 0.027248777449131012 }, { "step": 19630, "elapsed_seconds": 510.58511045598425, "loss": 0.012608860619366169 }, { "step": 20794, "elapsed_seconds": 540.5871649230248, "loss": 0.01628146320581436 }, { "step": 21944, "elapsed_seconds": 570.5988905300037, "loss": 0.09743969142436981 }, { "step": 23097, "elapsed_seconds": 600.6156320800073, "loss": 0.006594465579837561 }, { "step": 23116, "elapsed_seconds": 601.6325763210189, "loss": 0.03613597899675369 }, { "step": 24251, "elapsed_seconds": 631.6459571759915, "loss": 0.005432925187051296 }, { "step": 25388, "elapsed_seconds": 661.6559248730191, "loss": 0.03834129869937897 }, { "step": 26546, "elapsed_seconds": 691.6674828859977, "loss": 0.008580991998314857 }, { "step": 27699, "elapsed_seconds": 721.6780258520157, "loss": 0.006012257654219866 }, { "step": 28858, "elapsed_seconds": 751.6833203160204, "loss": 0.007450950797647238 }, { "step": 30014, "elapsed_seconds": 781.6931565009872, "loss": 0.009950906038284302 }, { "step": 31176, "elapsed_seconds": 811.7067650079844, "loss": 0.029026402160525322 }, { "step": 32356, "elapsed_seconds": 841.7162574770045, "loss": 0.006779601331800222 }, { "step": 33513, "elapsed_seconds": 871.7206735950313, "loss": 0.017716990783810616 }, { "step": 34666, "elapsed_seconds": 901.74104974902, "loss": 0.015851598232984543 }, { "step": 34688, "elapsed_seconds": 902.8593871860066, "loss": 0.007702340837568045 }, { "step": 35818, "elapsed_seconds": 932.8828804939985, "loss": 0.054764918982982635 }, { "step": 36973, "elapsed_seconds": 962.8969462800305, "loss": 0.04698260873556137 }, { "step": 38140, "elapsed_seconds": 992.9071442580316, "loss": 0.0054384758695960045 }, { "step": 39292, "elapsed_seconds": 1022.9301862270222, "loss": 0.014703933149576187 }, { "step": 40458, "elapsed_seconds": 1052.9505398379988, "loss": 0.00806098897010088 }, { "step": 41622, "elapsed_seconds": 1082.9533770940034, "loss": 0.00928037241101265 }, { "step": 42775, "elapsed_seconds": 1112.9547119620256, "loss": 0.0030406650621443987 }, { "step": 43923, "elapsed_seconds": 1142.9605876370333, "loss": 0.05737151950597763 }, { "step": 45070, "elapsed_seconds": 1172.9846666990197, "loss": 0.0587722584605217 }, { "step": 46233, "elapsed_seconds": 1203.0076849400066, "loss": 0.019874410703778267 }, { "step": 46253, "elapsed_seconds": 1204.012938447995, "loss": 0.0015202878275886178 }, { "step": 47369, "elapsed_seconds": 1234.035260153003, "loss": 0.006418752484023571 }, { "step": 48525, "elapsed_seconds": 1264.0554326620186, "loss": 0.01778906024992466 }, { "step": 49684, "elapsed_seconds": 1294.0594971820246, "loss": 0.004603981506079435 }, { "step": 50852, "elapsed_seconds": 1324.0792584930314, "loss": 0.011178712360560894 }, { "step": 51986, "elapsed_seconds": 1354.083354988019, "loss": 0.018576569855213165 }, { "step": 53158, "elapsed_seconds": 1384.101714480028, "loss": 0.03774680569767952 }, { "step": 54299, "elapsed_seconds": 1414.1125234270003, "loss": 0.02918996848165989 }, { "step": 55456, "elapsed_seconds": 1444.1313531830092, "loss": 0.02908952161669731 }, { "step": 56612, "elapsed_seconds": 1474.1421134130214, "loss": 0.010723086073994637 }, { "step": 57759, "elapsed_seconds": 1504.1549428490107, "loss": 0.025569258257746696 }, { "step": 57808, "elapsed_seconds": 1505.8989513980341, "loss": 0.01845337636768818 }, { "step": 58959, "elapsed_seconds": 1535.9190436890349, "loss": 0.007255412172526121 }, { "step": 60122, "elapsed_seconds": 1565.9345260690316, "loss": 0.0017325419466942549 }, { "step": 61290, "elapsed_seconds": 1595.9439767010044, "loss": 0.010050633922219276 }, { "step": 62462, "elapsed_seconds": 1625.9602801289875, "loss": 0.01545733492821455 }, { "step": 63605, "elapsed_seconds": 1655.9698015900212, "loss": 0.009240280836820602 }, { "step": 64777, "elapsed_seconds": 1685.973448292003, "loss": 0.04452673718333244 }, { "step": 65951, "elapsed_seconds": 1715.9997442130116, "loss": 0.0008866862044669688 }, { "step": 67097, "elapsed_seconds": 1746.0143069500336, "loss": 0.008137478493154049 }, { "step": 68247, "elapsed_seconds": 1776.029350789031, "loss": 0.002941085258498788 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "67537afe693ef2cf1bd1801c839cf0d93d2f013644a1f0f4c2e6ebeb5cc7999b", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "bdd0a969e3eec06bf3948fd8545ddfaebcda428c19bc9fa289107aef1cfbd485", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "776056a4ac170a2a0521c068078ce78edcfcae87", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T09:47:19.439122+00:00", "parameters": 14095812, "discriminator_parameters": 0, "train_frames": 2246, "train_families": 400, "initial_metrics": { "unknown_rgb_mse": 0.3317601215094328, "unknown_rgb_psnr_db": 4.901222110674823, "unknown_alpha_mae": 0.49845196306705475, "unknown_background_alpha_mean": 0.50467477951731, "nearest_unknown_rgb_mse": 0.06150297727435827, "nearest_unknown_rgb_psnr_db": 12.630657514012812, "nearest_unknown_alpha_mae": 0.036617475969251245, "nearest_unknown_background_alpha_mean": 0.10447383618780545, "valid_rgb_frames": 8, "valid_rgb_families": 8, "frames": 8, "families": 8, "anchor_max_abs_error": 0, "wall_seconds": 0.9424072719994001, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.05308692697014305, "unknown_rgb_psnr_db": 13.164187495020066, "unknown_alpha_mae": 0.11671343574524368, "unknown_background_alpha_mean": 0.07186731238814968, "nearest_unknown_rgb_mse": 0.05531317326444246, "nearest_unknown_rgb_psnr_db": 13.126380774298045, "nearest_unknown_alpha_mae": 0.0343162311414739, "nearest_unknown_background_alpha_mean": 0.13126861170225004, "valid_rgb_frames": 262, "valid_rgb_families": 50, "frames": 262, "families": 50, "anchor_max_abs_error": 0, "wall_seconds": 14.403314273047727, "evaluation_scope": "all_validation_frames", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.012501401826739311, "gradient_norm": 0.10376252979040146, "loss": 0.012501401826739311, "peak_gpu_mb": 1121.32666015625, "gpu_availability": { "free_mb": 94431, "other_heavy_processes": [] }, "best_score": 0.053159210132434964, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/pilot-unet-x4-s20260911/last.pt", "metrics_scope": "all_validation_frames", "evaluated_checkpoint": "last", "old_dev_checks": { "frames": 2, "families": 2, "anchor_max_abs_error": 0, "split": "old_dev", "age_verified": false, "selection": "fixed first paths sorted ascending; original canvas <=128x128", "target_available": false, "quality_scores": null, "scale": 4, "padding": "transparent right/bottom LR padding to multiple of 12; removed from final HR", "scope": "low-resolution development proxies; not verified historical assets or final test", "manifest_sha256": "b877c427543610537d92ff1c43fb2538b06067fd2a6996f01dfcca7a63d19ff5", "items": [ { "path": "mobs/2230101/stand_0.png", "family": "f_fab692d4497d2f2e", "input_size": [ 63, 58 ], "output_size": [ 252, 232 ], "lr_padding_right_bottom": [ 9, 2 ], "source_sha256": "1fc31b619bcc999b4268c976f258f1542f75cb6042322f4292aec85828452fc7", "inference_seed": 271828 }, { "path": "mobs/3502000/stand_0.png", "family": "f_f3ac5a2fbd8a56eb", "input_size": [ 88, 65 ], "output_size": [ 352, 260 ], "lr_padding_right_bottom": [ 8, 7 ], "source_sha256": "f1f1cabaabc5c8bd40ade7deecbeb7dca2ff235dfb96d556a1015956c567ff14", "inference_seed": 271829 } ], "wall_seconds": 0.9901065099984407, "timing_scope": "source loading + forward/DDIM + PNG; not pure inference latency", "ddim_steps": 50 }, "finished_at": "2026-09-11T09:47:18.717935+00:00" }, { "id": "smoke-dit-x2-s20260911", "model": "dit", "scale": 2, "stage": "smoke", "seed": 20260911, "budget_seconds": 0, "config": { "id": "smoke-dit-x2-s20260911", "model": "dit", "scale": 2, "stage": "smoke", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 0, "max_steps": 600, "smoke_families": 16, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 600, "elapsed_seconds": 22.66153473997838, "images_seen": 4800, "phase": "noise_prediction", "started_at": "2026-09-11T05:27:08.211418+00:00", "samples": [ { "name": "npcs/3005020/stand_0.png", "input": "previews/smoke-dit-x2-s20260911/final-0000-lr.png", "target": "previews/smoke-dit-x2-s20260911/final-0000-hr.png", "output": "previews/smoke-dit-x2-s20260911/final-0000-pred.png" }, { "name": "npcs/1302104/stand_0.png", "input": "previews/smoke-dit-x2-s20260911/final-0001-lr.png", "target": "previews/smoke-dit-x2-s20260911/final-0001-hr.png", "output": "previews/smoke-dit-x2-s20260911/final-0001-pred.png" }, { "name": "npcs/3004905/move_0.png", "input": "previews/smoke-dit-x2-s20260911/final-0002-lr.png", "target": "previews/smoke-dit-x2-s20260911/final-0002-hr.png", "output": "previews/smoke-dit-x2-s20260911/final-0002-pred.png" }, { "name": "mobs/8240043/stand_0.png", "input": "previews/smoke-dit-x2-s20260911/final-0003-lr.png", "target": "previews/smoke-dit-x2-s20260911/final-0003-hr.png", "output": "previews/smoke-dit-x2-s20260911/final-0003-pred.png" } ], "history": [ { "step": 200, "elapsed_seconds": 6.143737269972917, "loss": 0.1754356473684311 }, { "step": 400, "elapsed_seconds": 13.663278253981844, "loss": 0.06469971686601639 }, { "step": 600, "elapsed_seconds": 21.088798458979, "loss": 0.21536895632743835 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "4c80229aab0c751ecfa60977dc002bc340bfbe5bcf49fd66b9d0da058c665428", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "0d81aac0f8e2efefdf543888b44d1a364c33d489692dd87b13de54efe099420d", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "5785c950efacb558ae2a2ff13b68be2380049d69fff2debbab90fb1f5429ba2e", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "runner.py": "4450d9811ba2b30d440fedcfa77a177adb079d1323b30bb02208898b056a492d", "settings.py": "b1a52520a55dd5c6dbc3adf42a0266f41c2d7246894b8d8c8094bcc818e67cf2", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "4f8700a539f80cc5cc1499cb58312218d92a126f", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T05:27:34.567340+00:00", "parameters": 15179904, "discriminator_parameters": 0, "train_frames": 16, "train_families": 16, "initial_metrics": { "unknown_rgb_mse": 0.3249315032735467, "unknown_rgb_psnr_db": 5.069028520607102, "unknown_alpha_mae": 0.5016750451177359, "unknown_background_alpha_mean": 0.49763201291744524, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 1.2622272800072096, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.17019133502617478, "unknown_rgb_psnr_db": 8.711776765408203, "unknown_alpha_mae": 0.3920741705223918, "unknown_background_alpha_mean": 0.08103784904457055, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.8329794530000072, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.21536895632743835, "gradient_norm": 0.48348087072372437, "loss": 0.21536895632743835, "peak_gpu_mb": 834.5771484375, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/smoke-dit-x2-s20260911/last.pt", "metrics_scope": "training_16_families_overfit", "smoke_mse_ratio": 0.5237760368310536, "finished_at": "2026-09-11T05:27:33.793384+00:00" }, { "id": "smoke-dit-x2-s20260911-cal2", "model": "dit", "scale": 2, "stage": "smoke", "seed": 20260911, "budget_seconds": 0, "config": { "id": "smoke-dit-x2-s20260911-cal2", "model": "dit", "scale": 2, "stage": "smoke", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 0, "max_steps": 4000, "smoke_families": 16, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "failed", "step": 4000, "elapsed_seconds": 106.4489218259987, "images_seen": 32000, "phase": "noise_prediction", "started_at": "2026-09-11T05:35:07.004450+00:00", "samples": [ { "name": "npcs/3005020/stand_0.png", "input": "previews/smoke-dit-x2-s20260911-cal2/final-0000-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal2/final-0000-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal2/final-0000-pred.png" }, { "name": "npcs/1302104/stand_0.png", "input": "previews/smoke-dit-x2-s20260911-cal2/final-0001-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal2/final-0001-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal2/final-0001-pred.png" }, { "name": "npcs/3004905/move_0.png", "input": "previews/smoke-dit-x2-s20260911-cal2/final-0002-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal2/final-0002-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal2/final-0002-pred.png" }, { "name": "mobs/8240043/stand_0.png", "input": "previews/smoke-dit-x2-s20260911-cal2/final-0003-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal2/final-0003-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal2/final-0003-pred.png" } ], "history": [ { "step": 200, "elapsed_seconds": 4.767957415984711, "loss": 0.17612361907958984 }, { "step": 400, "elapsed_seconds": 9.860398791992338, "loss": 0.06464970856904984 }, { "step": 600, "elapsed_seconds": 14.971619041985832, "loss": 0.21527937054634094 }, { "step": 800, "elapsed_seconds": 20.25491691599018, "loss": 0.07849525660276413 }, { "step": 1000, "elapsed_seconds": 25.36654991999967, "loss": 0.12192535400390625 }, { "step": 1200, "elapsed_seconds": 30.420521588996053, "loss": 0.014656825922429562 }, { "step": 1400, "elapsed_seconds": 35.65264437100268, "loss": 0.023511074483394623 }, { "step": 1600, "elapsed_seconds": 40.8504314069869, "loss": 0.11214893311262131 }, { "step": 1800, "elapsed_seconds": 46.005003817001125, "loss": 0.08617597818374634 }, { "step": 2000, "elapsed_seconds": 51.35028496698942, "loss": 0.05668482184410095 }, { "step": 2200, "elapsed_seconds": 56.456999179994455, "loss": 0.0243510864675045 }, { "step": 2400, "elapsed_seconds": 61.65319802498561, "loss": 0.08546742051839828 }, { "step": 2600, "elapsed_seconds": 67.53590580698801, "loss": 0.014860682189464569 }, { "step": 2800, "elapsed_seconds": 73.33392018498853, "loss": 0.03958725929260254 }, { "step": 3000, "elapsed_seconds": 78.56174913098221, "loss": 0.038448184728622437 }, { "step": 3200, "elapsed_seconds": 83.70271012297599, "loss": 0.08826795965433121 }, { "step": 3400, "elapsed_seconds": 89.51253388897749, "loss": 0.009218121878802776 }, { "step": 3600, "elapsed_seconds": 94.70512669198797, "loss": 0.010635248385369778 }, { "step": 3800, "elapsed_seconds": 99.91049918800127, "loss": 0.02839827537536621 }, { "step": 4000, "elapsed_seconds": 104.97892168999533, "loss": 0.02260320633649826 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "6205c53cdd2fbf61075a49f5e07291eba6514f7cd93161c08336e2fc9a65761a", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "2a4cdd823a9de1068b4d968ce7fb96d15ca141f371e419ae5af6fa24731c0203", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "395dda8755163efad2c74c571fc480fdfbce4460fe96006000a51495c3f02c6b", "settings.py": "3e3c7ff9e826563f5e71f434efba5f14797ce533808cebad2bf52f41a99bd6ca", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "4f8700a539f80cc5cc1499cb58312218d92a126f", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T05:36:56.284816+00:00", "parameters": 15179904, "discriminator_parameters": 0, "train_frames": 16, "train_families": 16, "initial_metrics": { "unknown_rgb_mse": 0.3249315032735467, "unknown_rgb_psnr_db": 5.069028520607102, "unknown_alpha_mae": 0.5016750451177359, "unknown_background_alpha_mean": 0.49763201291744524, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.9362168939842377, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.06283906113822013, "unknown_rgb_psnr_db": 13.235365933782735, "unknown_alpha_mae": 0.17495379247702658, "unknown_background_alpha_mean": 0.08936995110259606, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.5816009280097205, "evaluation_scope": "training_16_families_overfit", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.02260320633649826, "gradient_norm": 0.08677812665700912, "loss": 0.02260320633649826, "peak_gpu_mb": 834.5771484375, "best_score": 0.06283906113822013, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/smoke-dit-x2-s20260911-cal2/last.pt", "metrics_scope": "training_16_families_overfit", "evaluated_checkpoint": "last", "smoke_mse_ratio": 0.19339171642374875, "error": "RuntimeError: 소량 학습이 아직 최근접 복원보다 낫지 않거나 알파 오차가 큽니다.", "finished_at": "2026-09-11T05:36:55.508847+00:00" }, { "id": "smoke-dit-x2-s20260911-cal3", "model": "dit", "scale": 2, "stage": "smoke", "seed": 20260911, "budget_seconds": 0, "config": { "id": "smoke-dit-x2-s20260911-cal3", "model": "dit", "scale": 2, "stage": "smoke", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 0, "max_steps": 12000, "smoke_families": 16, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 12000, "elapsed_seconds": 328.80259437899804, "images_seen": 96000, "phase": "noise_prediction", "started_at": "2026-09-11T05:39:10.661395+00:00", "samples": [ { "name": "npcs/3005020/stand_0.png", "input": "previews/smoke-dit-x2-s20260911-cal3/final-0000-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal3/final-0000-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal3/final-0000-pred.png" }, { "name": "npcs/1302104/stand_0.png", "input": "previews/smoke-dit-x2-s20260911-cal3/final-0001-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal3/final-0001-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal3/final-0001-pred.png" }, { "name": "npcs/3004905/move_0.png", "input": "previews/smoke-dit-x2-s20260911-cal3/final-0002-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal3/final-0002-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal3/final-0002-pred.png" }, { "name": "mobs/8240043/stand_0.png", "input": "previews/smoke-dit-x2-s20260911-cal3/final-0003-lr.png", "target": "previews/smoke-dit-x2-s20260911-cal3/final-0003-hr.png", "output": "previews/smoke-dit-x2-s20260911-cal3/final-0003-pred.png" } ], "history": [ { "step": 200, "elapsed_seconds": 4.758700748992851, "loss": 0.17389240860939026 }, { "step": 400, "elapsed_seconds": 10.176209294004366, "loss": 0.06452793627977371 }, { "step": 600, "elapsed_seconds": 15.51622470698203, "loss": 0.21504266560077667 }, { "step": 800, "elapsed_seconds": 21.152984365995508, "loss": 0.08287325501441956 }, { "step": 1000, "elapsed_seconds": 26.48478739199345, "loss": 0.12539012730121613 }, { "step": 1200, "elapsed_seconds": 31.711863929987885, "loss": 0.014185905456542969 }, { "step": 1400, "elapsed_seconds": 36.95484150099219, "loss": 0.02362276054918766 }, { "step": 1600, "elapsed_seconds": 42.421761170000536, "loss": 0.10917843878269196 }, { "step": 1800, "elapsed_seconds": 47.61623897100799, "loss": 0.08685200661420822 }, { "step": 2000, "elapsed_seconds": 52.85844669298967, "loss": 0.05656704306602478 }, { "step": 2200, "elapsed_seconds": 57.98945204998017, "loss": 0.02462194859981537 }, { "step": 2400, "elapsed_seconds": 63.236475313984556, "loss": 0.08444508910179138 }, { "step": 2600, "elapsed_seconds": 68.38770894700428, "loss": 0.014700955711305141 }, { "step": 2800, "elapsed_seconds": 74.33922497599269, "loss": 0.039450209587812424 }, { "step": 3000, "elapsed_seconds": 79.68678936598008, "loss": 0.03869102522730827 }, { "step": 3200, "elapsed_seconds": 85.1812638239935, "loss": 0.08740529417991638 }, { "step": 3400, "elapsed_seconds": 91.18110651898314, "loss": 0.00883584376424551 }, { "step": 3600, "elapsed_seconds": 96.32668575900607, "loss": 0.010671472176909447 }, { "step": 3800, "elapsed_seconds": 102.27785891797976, "loss": 0.027499953284859657 }, { "step": 4000, "elapsed_seconds": 107.51473428198369, "loss": 0.02253876067698002 }, { "step": 4200, "elapsed_seconds": 112.65394173798268, "loss": 0.01682411879301071 }, { "step": 4400, "elapsed_seconds": 118.51006832098938, "loss": 0.018248312175273895 }, { "step": 4600, "elapsed_seconds": 123.76547036800184, "loss": 0.04002745822072029 }, { "step": 4800, "elapsed_seconds": 129.78507186399656, "loss": 0.033815063536167145 }, { "step": 5000, "elapsed_seconds": 134.93551140400814, "loss": 0.06938854604959488 }, { "step": 5200, "elapsed_seconds": 140.16298806399573, "loss": 0.029722347855567932 }, { "step": 5400, "elapsed_seconds": 145.31451110498165, "loss": 0.06775489449501038 }, { "step": 5600, "elapsed_seconds": 150.60432074099663, "loss": 0.028367845341563225 }, { "step": 5800, "elapsed_seconds": 155.91814786099712, "loss": 0.024908604100346565 }, { "step": 6000, "elapsed_seconds": 161.0367037699907, "loss": 0.01015371922403574 }, { "step": 6200, "elapsed_seconds": 166.15452739899047, "loss": 0.009464687667787075 }, { "step": 6400, "elapsed_seconds": 172.17058488898329, "loss": 0.02174994722008705 }, { "step": 6600, "elapsed_seconds": 177.37073824199615, "loss": 0.02876344509422779 }, { "step": 6800, "elapsed_seconds": 182.61080068198498, "loss": 0.029539279639720917 }, { "step": 7000, "elapsed_seconds": 188.54247139999643, "loss": 0.010035066865384579 }, { "step": 7200, "elapsed_seconds": 193.82012222500634, "loss": 0.07401281595230103 }, { "step": 7400, "elapsed_seconds": 199.76877222099574, "loss": 0.04113943502306938 }, { "step": 7600, "elapsed_seconds": 205.76538851798978, "loss": 0.009054083377122879 }, { "step": 7800, "elapsed_seconds": 211.86375569700613, "loss": 0.026902243494987488 }, { "step": 8000, "elapsed_seconds": 217.06434269598685, "loss": 0.013159560039639473 }, { "step": 8200, "elapsed_seconds": 223.0607390749792, "loss": 0.011563816107809544 }, { "step": 8400, "elapsed_seconds": 228.2097728170047, "loss": 0.008438540622591972 }, { "step": 8600, "elapsed_seconds": 234.16357777599478, "loss": 0.04316902533173561 }, { "step": 8800, "elapsed_seconds": 239.3408892559819, "loss": 0.02549854852259159 }, { "step": 9000, "elapsed_seconds": 244.47434685999178, "loss": 0.03140266612172127 }, { "step": 9200, "elapsed_seconds": 249.69137592599145, "loss": 0.013087703846395016 }, { "step": 9400, "elapsed_seconds": 254.88040218598326, "loss": 0.010390697978436947 }, { "step": 9600, "elapsed_seconds": 260.05046537399176, "loss": 0.01617545075714588 }, { "step": 9800, "elapsed_seconds": 265.2519307199982, "loss": 0.012764924205839634 }, { "step": 10000, "elapsed_seconds": 271.2421426109795, "loss": 0.017407381907105446 }, { "step": 10200, "elapsed_seconds": 276.50033691100543, "loss": 0.01394413597881794 }, { "step": 10400, "elapsed_seconds": 282.5399075220048, "loss": 0.009858202189207077 }, { "step": 10600, "elapsed_seconds": 287.8077531979943, "loss": 0.015369809232652187 }, { "step": 10800, "elapsed_seconds": 293.66581784098526, "loss": 0.03300902619957924 }, { "step": 11000, "elapsed_seconds": 299.0320865819813, "loss": 0.008818145841360092 }, { "step": 11200, "elapsed_seconds": 304.94295489700744, "loss": 0.006890750490128994 }, { "step": 11400, "elapsed_seconds": 310.0455799009942, "loss": 0.04705300182104111 }, { "step": 11600, "elapsed_seconds": 316.1065250399988, "loss": 0.06000625714659691 }, { "step": 11800, "elapsed_seconds": 321.2709489729896, "loss": 0.07277341932058334 }, { "step": 12000, "elapsed_seconds": 327.30995127599454, "loss": 0.013396223075687885 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "e0a975e0c241840971556d2fdc6929914b63a31a3638d69d680f367a42570864", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "old_samples.py": "fd883c91aaa6b91b97fd458dd4a244125d61f7af75d12bf1a599211063c7b727", "queue.py": "2a4cdd823a9de1068b4d968ce7fb96d15ca141f371e419ae5af6fa24731c0203", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "e4085c7fcbc48042153e9684788c8088596275c6701e94be94989451e2c2c714", "settings.py": "e794b7baad25b1869615f7873281bde623455691a348782318a5ed50e3273b33", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "4f8700a539f80cc5cc1499cb58312218d92a126f", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T05:44:42.352320+00:00", "parameters": 15179904, "discriminator_parameters": 0, "train_frames": 16, "train_families": 16, "initial_metrics": { "unknown_rgb_mse": 0.3249315032735467, "unknown_rgb_psnr_db": 5.069028520607102, "unknown_alpha_mae": 0.5016750451177359, "unknown_background_alpha_mean": 0.49763201291744524, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.9434104590036441, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.012947709270520136, "unknown_rgb_psnr_db": 19.577223605881453, "unknown_alpha_mae": 0.042432845919393, "unknown_background_alpha_mean": 0.048199569090054586, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.617381917021703, "evaluation_scope": "training_16_families_overfit", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.013396223075687885, "gradient_norm": 0.08003091812133789, "loss": 0.013396223075687885, "peak_gpu_mb": 834.5771484375, "best_score": 0.012947709270520136, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/smoke-dit-x2-s20260911-cal3/last.pt", "metrics_scope": "training_16_families_overfit", "evaluated_checkpoint": "last", "smoke_mse_ratio": 0.039847503674089686, "finished_at": "2026-09-11T05:44:41.583925+00:00" }, { "id": "smoke-gan-x2-s20260911", "model": "gan", "scale": 2, "stage": "smoke", "seed": 20260911, "budget_seconds": 0, "config": { "id": "smoke-gan-x2-s20260911", "model": "gan", "scale": 2, "stage": "smoke", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 0, "max_steps": 600, "smoke_families": 16, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 600, "elapsed_seconds": 82.32040219201008, "images_seen": 4800, "phase": "gan", "started_at": "2026-09-11T05:24:21.116523+00:00", "samples": [ { "name": "npcs/3005020/stand_0.png", "input": "previews/smoke-gan-x2-s20260911/final-0000-lr.png", "target": "previews/smoke-gan-x2-s20260911/final-0000-hr.png", "output": "previews/smoke-gan-x2-s20260911/final-0000-pred.png" }, { "name": "npcs/1302104/stand_0.png", "input": "previews/smoke-gan-x2-s20260911/final-0001-lr.png", "target": "previews/smoke-gan-x2-s20260911/final-0001-hr.png", "output": "previews/smoke-gan-x2-s20260911/final-0001-pred.png" }, { "name": "npcs/3004905/move_0.png", "input": "previews/smoke-gan-x2-s20260911/final-0002-lr.png", "target": "previews/smoke-gan-x2-s20260911/final-0002-hr.png", "output": "previews/smoke-gan-x2-s20260911/final-0002-pred.png" }, { "name": "mobs/8240043/stand_0.png", "input": "previews/smoke-gan-x2-s20260911/final-0003-lr.png", "target": "previews/smoke-gan-x2-s20260911/final-0003-hr.png", "output": "previews/smoke-gan-x2-s20260911/final-0003-pred.png" } ], "history": [ { "step": 200, "elapsed_seconds": 24.116104938002536, "loss": 0.5735864639282227 }, { "step": 400, "elapsed_seconds": 51.73259550301009, "loss": 0.48156866431236267 }, { "step": 600, "elapsed_seconds": 80.25149168400094, "loss": 0.42516079545021057 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "4c80229aab0c751ecfa60977dc002bc340bfbe5bcf49fd66b9d0da058c665428", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "0d81aac0f8e2efefdf543888b44d1a364c33d489692dd87b13de54efe099420d", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "5785c950efacb558ae2a2ff13b68be2380049d69fff2debbab90fb1f5429ba2e", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "runner.py": "4450d9811ba2b30d440fedcfa77a177adb079d1323b30bb02208898b056a492d", "settings.py": "b1a52520a55dd5c6dbc3adf42a0266f41c2d7246894b8d8c8094bcc818e67cf2", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "4f8700a539f80cc5cc1499cb58312218d92a126f", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T05:25:47.368039+00:00", "parameters": 14614724, "discriminator_parameters": 963201, "train_frames": 16, "train_families": 16, "initial_metrics": { "unknown_rgb_mse": 0.03890381880046334, "unknown_rgb_psnr_db": 15.418792232242179, "unknown_alpha_mae": 0.07291797478683293, "unknown_background_alpha_mean": 0.07785052777482913, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.6926983800076414, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "metrics": { "unknown_rgb_mse": 0.021689224711735733, "unknown_rgb_psnr_db": 18.232122841223585, "unknown_alpha_mae": 0.02446849265106721, "unknown_background_alpha_mean": 0.0661970624843469, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.16168075799942017, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": null }, "reconstruction_loss": 0.06946467608213425, "gradient_norm": 4.624952793121338, "loss": 0.42516079545021057, "peak_gpu_mb": 2315.072265625, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/smoke-gan-x2-s20260911/last.pt", "discriminator_loss": 0.48605841398239136, "perceptual_loss": 7.021605014801025, "adversarial_loss": 0.9231697916984558, "metrics_scope": "training_16_families_overfit", "smoke_mse_ratio": 0.557508886800527, "finished_at": "2026-09-11T05:25:46.483461+00:00" }, { "id": "smoke-unet-x2-s20260911", "model": "unet", "scale": 2, "stage": "smoke", "seed": 20260911, "budget_seconds": 0, "config": { "id": "smoke-unet-x2-s20260911", "model": "unet", "scale": 2, "stage": "smoke", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 0, "max_steps": 600, "smoke_families": 16, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 600, "elapsed_seconds": 29.162487194000278, "images_seen": 4800, "phase": "noise_prediction", "started_at": "2026-09-11T05:26:30.693381+00:00", "samples": [ { "name": "npcs/3005020/stand_0.png", "input": "previews/smoke-unet-x2-s20260911/final-0000-lr.png", "target": "previews/smoke-unet-x2-s20260911/final-0000-hr.png", "output": "previews/smoke-unet-x2-s20260911/final-0000-pred.png" }, { "name": "npcs/1302104/stand_0.png", "input": "previews/smoke-unet-x2-s20260911/final-0001-lr.png", "target": "previews/smoke-unet-x2-s20260911/final-0001-hr.png", "output": "previews/smoke-unet-x2-s20260911/final-0001-pred.png" }, { "name": "npcs/3004905/move_0.png", "input": "previews/smoke-unet-x2-s20260911/final-0002-lr.png", "target": "previews/smoke-unet-x2-s20260911/final-0002-hr.png", "output": "previews/smoke-unet-x2-s20260911/final-0002-pred.png" }, { "name": "mobs/8240043/stand_0.png", "input": "previews/smoke-unet-x2-s20260911/final-0003-lr.png", "target": "previews/smoke-unet-x2-s20260911/final-0003-hr.png", "output": "previews/smoke-unet-x2-s20260911/final-0003-pred.png" } ], "history": [ { "step": 200, "elapsed_seconds": 7.740383816999383, "loss": 0.16076253354549408 }, { "step": 400, "elapsed_seconds": 16.98307996999938, "loss": 0.057151325047016144 }, { "step": 600, "elapsed_seconds": 26.737366107001435, "loss": 0.16810418665409088 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "4c80229aab0c751ecfa60977dc002bc340bfbe5bcf49fd66b9d0da058c665428", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "0d81aac0f8e2efefdf543888b44d1a364c33d489692dd87b13de54efe099420d", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "5785c950efacb558ae2a2ff13b68be2380049d69fff2debbab90fb1f5429ba2e", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "runner.py": "4450d9811ba2b30d440fedcfa77a177adb079d1323b30bb02208898b056a492d", "settings.py": "b1a52520a55dd5c6dbc3adf42a0266f41c2d7246894b8d8c8094bcc818e67cf2", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "4f8700a539f80cc5cc1499cb58312218d92a126f", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T05:27:04.246287+00:00", "parameters": 14095812, "discriminator_parameters": 0, "train_frames": 16, "train_families": 16, "initial_metrics": { "unknown_rgb_mse": 0.3249315032735467, "unknown_rgb_psnr_db": 5.069028520607102, "unknown_alpha_mae": 0.5016750451177359, "unknown_background_alpha_mean": 0.49763201291744524, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 1.5999670889868867, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.07359722501132637, "unknown_rgb_psnr_db": 12.651199990553794, "unknown_alpha_mae": 0.14825831819325686, "unknown_background_alpha_mean": 0.08424818286528954, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 1.0069891860184725, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.16810418665409088, "gradient_norm": 1.020036220550537, "loss": 0.16810418665409088, "peak_gpu_mb": 1121.32666015625, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/smoke-unet-x2-s20260911/last.pt", "metrics_scope": "training_16_families_overfit", "smoke_mse_ratio": 0.22650073713956828, "finished_at": "2026-09-11T05:27:03.527466+00:00" }, { "id": "smoke-unet-x2-s20260911-cal2", "model": "unet", "scale": 2, "stage": "smoke", "seed": 20260911, "budget_seconds": 0, "config": { "id": "smoke-unet-x2-s20260911-cal2", "model": "unet", "scale": 2, "stage": "smoke", "seed": 20260911, "batch_size": 8, "workers": 2, "learning_rate": 0.0001, "budget_seconds": 0, "max_steps": 4000, "smoke_families": 16, "noise_steps": 1000, "ddim_steps": 50, "precision": "bfloat16", "gan_warmup_fraction": 0.25, "perceptual_weight": 0.05, "adversarial_weight": 0.005, "validation_interval_seconds": 300, "checkpoint_interval_seconds": 300, "data_seed": 73191, "inference_seed": 271828, "gradient_clip": 1.0, "pretrained_generator": false, "augmentation": "none_fixed96_crop_v1", "sampler_clean_projection": "clip predicted clean x0, never noisy xt or epsilon" }, "status": "completed", "step": 4000, "elapsed_seconds": 167.37394379699253, "images_seen": 32000, "phase": "noise_prediction", "started_at": "2026-09-11T05:32:11.684765+00:00", "samples": [ { "name": "npcs/3005020/stand_0.png", "input": "previews/smoke-unet-x2-s20260911-cal2/final-0000-lr.png", "target": "previews/smoke-unet-x2-s20260911-cal2/final-0000-hr.png", "output": "previews/smoke-unet-x2-s20260911-cal2/final-0000-pred.png" }, { "name": "npcs/1302104/stand_0.png", "input": "previews/smoke-unet-x2-s20260911-cal2/final-0001-lr.png", "target": "previews/smoke-unet-x2-s20260911-cal2/final-0001-hr.png", "output": "previews/smoke-unet-x2-s20260911-cal2/final-0001-pred.png" }, { "name": "npcs/3004905/move_0.png", "input": "previews/smoke-unet-x2-s20260911-cal2/final-0002-lr.png", "target": "previews/smoke-unet-x2-s20260911-cal2/final-0002-hr.png", "output": "previews/smoke-unet-x2-s20260911-cal2/final-0002-pred.png" }, { "name": "mobs/8240043/stand_0.png", "input": "previews/smoke-unet-x2-s20260911-cal2/final-0003-lr.png", "target": "previews/smoke-unet-x2-s20260911-cal2/final-0003-hr.png", "output": "previews/smoke-unet-x2-s20260911-cal2/final-0003-pred.png" } ], "history": [ { "step": 200, "elapsed_seconds": 8.733198942005401, "loss": 0.16076253354549408 }, { "step": 400, "elapsed_seconds": 18.007079662987962, "loss": 0.057151325047016144 }, { "step": 600, "elapsed_seconds": 27.754196772992145, "loss": 0.16810418665409088 }, { "step": 800, "elapsed_seconds": 37.60531220200937, "loss": 0.0564943328499794 }, { "step": 1000, "elapsed_seconds": 47.480698956002016, "loss": 0.08735746890306473 }, { "step": 1200, "elapsed_seconds": 57.3551667649881, "loss": 0.010307141579687595 }, { "step": 1400, "elapsed_seconds": 66.4740841529856, "loss": 0.010206094942986965 }, { "step": 1600, "elapsed_seconds": 76.33092825699714, "loss": 0.061778828501701355 }, { "step": 1800, "elapsed_seconds": 83.47459848999279, "loss": 0.039123158901929855 }, { "step": 2000, "elapsed_seconds": 90.50103757699253, "loss": 0.019036730751395226 }, { "step": 2200, "elapsed_seconds": 98.31017724701087, "loss": 0.011296462267637253 }, { "step": 2400, "elapsed_seconds": 106.16050325200194, "loss": 0.046625472605228424 }, { "step": 2600, "elapsed_seconds": 113.19373607699526, "loss": 0.005297947209328413 }, { "step": 2800, "elapsed_seconds": 121.17165742098587, "loss": 0.008529417216777802 }, { "step": 3000, "elapsed_seconds": 128.35015579298488, "loss": 0.009648408740758896 }, { "step": 3200, "elapsed_seconds": 136.13510553099331, "loss": 0.015690866857767105 }, { "step": 3400, "elapsed_seconds": 143.93199695498333, "loss": 0.003082004375755787 }, { "step": 3600, "elapsed_seconds": 151.65064344499842, "loss": 0.0032814571168273687 }, { "step": 3800, "elapsed_seconds": 158.78798862700933, "loss": 0.004184307996183634 }, { "step": 4000, "elapsed_seconds": 166.65033088700147, "loss": 0.004292992874979973 } ], "provenance": { "code_hashes": { "__init__.py": "ef8a15a7f32eab166010a9ee539f73399df3a4926d83a5e6c2405b0dce1f2e6a", "artifacts.py": "6205c53cdd2fbf61075a49f5e07291eba6514f7cd93161c08336e2fc9a65761a", "check_contracts.py": "d4752679ae086d4b01aef621d18933bce0b4c5ed21d16dd7332d863a0012f0bc", "data.py": "d586883ed617661407d8e9002a6032098cb7df8c0a815fddd91df9ff6165f33f", "diffusion.py": "2498476e502e6017f7d42879c44db586c0073db267f5ed3f4612bf82054e818c", "dit_model.py": "417ed137e80032e505ad14da4f56cc8b965b7da909fe6ceb44c7728fe360175f", "dit_parts.py": "80e2aae025ba1f500fb0dd9798a4caf6b5a1da6f31a94f24a2072431bf4f5cad", "eval_parts.py": "f7d31734ffcfbd565fc3360ea03d7d4ae9b4f505f9901500f57310c671156694", "evaluate.py": "7cf565e836ecf428ddfa0aedc9c38e60ef538a009e82a39703cf9641006f96ce", "gan_model.py": "afd5aab7c555ecaad3124fbcf1755815a9b27da021020a68714e85cd4d47b800", "learner.py": "e56bd51a6b99485251444cf847fcd276a4137c24d9a75605e85bc293b896cb88", "losses.py": "696bb6311e428ac80714a2d735837a24a56dd468ec125ef59f602b8be2e9ab92", "queue.py": "2a4cdd823a9de1068b4d968ce7fb96d15ca141f371e419ae5af6fa24731c0203", "resources.py": "7724695f321b40966254739f3381e61c72875c6a4f121a21c766d5b111b769f8", "runner.py": "395dda8755163efad2c74c571fc480fdfbce4460fe96006000a51495c3f02c6b", "settings.py": "3e3c7ff9e826563f5e71f434efba5f14797ce533808cebad2bf52f41a99bd6ca", "unet_model.py": "dbd054733541cbbdda1a78b8c2d7fef1da7ab8e667878750d5155023f32f2ddd", "unet_parts.py": "49ea74ee3fd90f70ee58c83823e4e028b74725c92a7b3f031e87be4349e3ff81" }, "pair_manifest_sha256": "d152a71ef12bd187b992ffe289aa02cdde3b55cd05ae7a1ac6465f9097439782", "git_commit": "4f8700a539f80cc5cc1499cb58312218d92a126f", "torch_version": "2.10.0+cu128", "cuda_version": "12.8", "gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition" }, "updated_at": "2026-09-11T05:35:03.249827+00:00", "parameters": 14095812, "discriminator_parameters": 0, "train_frames": 16, "train_families": 16, "initial_metrics": { "unknown_rgb_mse": 0.3249315032735467, "unknown_rgb_psnr_db": 5.069028520607102, "unknown_alpha_mae": 0.5016750451177359, "unknown_background_alpha_mean": 0.49763201291744524, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 1.5608635259850416, "evaluation_scope": "explicit progress subset; not full validation or test", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "metrics": { "unknown_rgb_mse": 0.004630963681847788, "unknown_rgb_psnr_db": 24.210978072128857, "unknown_alpha_mae": 0.021545223076827824, "unknown_background_alpha_mean": 0.013885077017431077, "nearest_unknown_rgb_mse": 0.0384149022429483, "nearest_unknown_rgb_psnr_db": 15.905719719163649, "nearest_unknown_alpha_mae": 0.02215350096957991, "nearest_unknown_background_alpha_mean": 0.0815010592341423, "valid_rgb_frames": 16, "valid_rgb_families": 16, "frames": 16, "families": 16, "anchor_max_abs_error": 0, "wall_seconds": 0.8685367779980879, "evaluation_scope": "training_16_families_overfit", "pixel_value_range": [ 0, 1 ], "metric_source": "serialized decoded 8-bit PNG", "aggregation": "frame mean -> family mean -> global mean", "psnr_mse_floor": 1e-12, "psnr_max_db": 120, "timing_scope": "data loading + forward/DDIM + PNG + metrics; not pure inference latency", "inference_seed": 271828, "inference_batch_size": 8, "inference_seed_policy": "inference_seed + batch start index; fixed subset order", "ddim_steps": 50 }, "noise_loss": 0.004292992874979973, "gradient_norm": 0.21292509138584137, "loss": 0.004292992874979973, "peak_gpu_mb": 1121.32666015625, "best_score": 0.0038785821489000227, "checkpoint": "/home/son/data_ssd/public/models/maple_upscale/smoke-unet-x2-s20260911-cal2/last.pt", "metrics_scope": "training_16_families_overfit", "evaluated_checkpoint": "last", "smoke_mse_ratio": 0.014252122786472837, "finished_at": "2026-09-11T05:35:02.516745+00:00" } ], "checks": { "smoke_passed": "3/3 · 최근접보다 작은 RGB 오차·알파 MAE<0.1·고정점 오차0", "anchor_max_abs_error": 0, "data_leakage": "선택된 96×96 학습 영역의 split 간 중복 0" } }