Network List
API endpoint that allows networks to be viewed or edited.
GET /api/networks/?format=api&page=3
{ "count": 917, "next": "https://katagotraining.org/api/networks/?format=api&page=4", "previous": "https://katagotraining.org/api/networks/?format=api&page=2", "results": [ { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10934372096-d5324853189/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10934372096-d5324853189", "created_at": "2025-09-21T04:49:39.869090Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10934372096-d5324853189.bin.gz", "model_file_bytes": 271443038, "model_file_sha256": "30fcbca8e4976642e7ac64815a0dd7b287178330e8e0ae273171a3dd6b7b30d3", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10934372096-d5324853189.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10904468224-d5317014586/?format=api", "train_step": 10934372096, "total_num_data_rows": 5324853189, "extra_stats": { "sums": { "wsum": 10933366418.814713, "nsamp": 10934372096.0, "loss_sum": 6358054.622228752, "oloss_sum": 57933.06127736424, "pacc1_sum": 66819.3310687675, "sloss_sum": 46746.17628813561, "vloss_sum": 69619.49958208273, "Ioloss_sum": 57919.88305066423, "Ipacc1_sum": 66851.03856333703, "Isloss_sum": 46727.11843216677, "Ivloss_sum": 69181.51450137165, "fploss_sum": 20413.108647751626, "p0loss_sum": 210892.04886190122, "p1loss_sum": 36559.71243455842, "pslr_batch": 0.0005260510510510508, "ptentr_sum": 118869.05076564799, "skloss_sum": 8842.343875724237, "smloss_sum": 5057.714119260866, "Ifploss_sum": 20402.70389881149, "Ip0loss_sum": 210760.69877016044, "Ip1loss_sum": 36538.778338370765, "Iskloss_sum": 8839.361162081115, "Ismloss_sum": 5043.081012060374, "exgnorm_sum": 27916.859497136855, "gnorm_batch": 59404.710529912765, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 961.2335066351709, "vsquare_sum": 50147.05605340766, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 949.9244150741717, "Ivsquare_sum": 50737.006947192414, "esstloss_sum": 1276.4249160054433, "evstloss_sum": 1784.2399878507956, "leadloss_sum": 534.4744173531253, "tdvloss1_sum": 15639.572344542918, "tdvloss2_sum": 9269.616221803275, "tdvloss3_sum": 6827.835393084779, "Iesstloss_sum": 1250.8357882879657, "Ievstloss_sum": 1696.1764462917517, "Ileadloss_sum": 516.8977919150141, "Itdvloss1_sum": 15292.461295628973, "Itdvloss2_sum": 8969.82835571574, "Itdvloss3_sum": 6558.483769926412, "sbcdfloss_sum": 8244.678721058623, "sbpdfloss_sum": 5837.2640924826355, "sdregloss_sum": 2.400466571403541, "vtimeloss_sum": 7130.1576255483515, "Isbcdfloss_sum": 8219.569786657235, "Isbpdfloss_sum": 5811.618562607746, "Isdregloss_sum": 1.3824031074751737, "Ivtimeloss_sum": 7118.212081665341, "p0softloss_sum": 653152.2764945867, "p1softloss_sum": 87242.05028826563, "ptsoftentr_sum": 635896.2290912992, "wdnormal_batch": 0.031028380011059974, "Ip0softloss_sum": 653107.9398141911, "Ip1softloss_sum": 87236.61718648419, "gnorm_cap_batch": 211711.56380962083, "norm_noreg_batch": 1477533.5895914738, "window_end_batch": 266775677787.23724, "norm_normal_batch": 2935796.4262014534, "norm_output_batch": 628832.368970646, "window_start_batch": 257973283936.73676, "sekiweightscale_sum": 700442.0281061531, "norm_normal_gamma_batch": 1960422.3446170022, "norm_output_noreg_batch": 52669.70184632315 }, "weights": { "wsum": 4287583104.0, "nsamp": 4287583104.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 50.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127903.14634982123, "gnorm_batch": 50.1001001000991, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 50.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 50.1001001001001, "norm_noreg_batch": 50.1001001001001, "window_end_batch": 50.1001001001001, "norm_normal_batch": 50.1001001001001, "norm_output_batch": 50.1001001001001, "window_start_batch": 50.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 50.1001001001001, "norm_output_noreg_batch": 50.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800099.3197021484, "nsamp": 800256.0, "loss_sum": 19896196.717773438, "oloss_sum": 180395.7060546875, "pacc1_sum": 208332.169921875, "sloss_sum": 145596.5438041687, "vloss_sum": 221400.92640686035, "Ioloss_sum": 180353.43300247192, "Ipacc1_sum": 208397.0499267578, "Isloss_sum": 145532.3147315979, "Ivloss_sum": 221582.96477508545, "fploss_sum": 63877.7190952301, "p0loss_sum": 662995.2927093506, "p1loss_sum": 114612.73620223999, "ptentr_sum": 371264.3805618286, "skloss_sum": 35034.845249056816, "smloss_sum": 15583.82687318325, "wsum_train": 10933366418.814713, "Ifploss_sum": 63835.881299972534, "Ip0loss_sum": 662893.7406158447, "Ip1loss_sum": 114556.99293899536, "Iskloss_sum": 35019.10937297344, "Ismloss_sum": 15582.423129320145, "nsamp_train": 10934372096.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3030.4232657551765, "vsquare_sum": 155438.86363220215, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3030.1099313795567, "Ivsquare_sum": 158724.41144180298, "esstloss_sum": 4458.8599304407835, "evstloss_sum": 6031.8100471794605, "leadloss_sum": 1713.8080522455275, "tdvloss1_sum": 50793.25091934204, "tdvloss2_sum": 29876.23156261444, "tdvloss3_sum": 21673.421543598175, "Iesstloss_sum": 4472.745257711038, "Ievstloss_sum": 6239.582954376936, "Ileadloss_sum": 1705.5432497300208, "Itdvloss1_sum": 50990.25049495697, "Itdvloss2_sum": 30080.412833690643, "Itdvloss3_sum": 21878.824995040894, "sbcdfloss_sum": 25534.273789405823, "sbpdfloss_sum": 18238.20202064514, "sdregloss_sum": 7.691876978846267, "vtimeloss_sum": 22822.88037264347, "Isbcdfloss_sum": 25519.64680337906, "Isbpdfloss_sum": 18203.972537517548, "Isdregloss_sum": 4.772552224982064, "Ivtimeloss_sum": 22817.55240690708, "p0softloss_sum": 2041705.0845336914, "p1softloss_sum": 272792.9306640625, "ptsoftentr_sum": 1987732.3736572266, "Ip0softloss_sum": 2041695.8356933594, "Ip1softloss_sum": 272783.7633666992, "norm_noreg_batch": 92190.746484375, "norm_normal_batch": 183179.5826015625, "norm_output_batch": 39236.053107421874, "sekiweightscale_sum": 2800347.6189575195, "norm_normal_gamma_batch": 122320.9783359375, "norm_output_noreg_batch": 3286.329990966797 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4287583104.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4287583104.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 81.00359014116115, "log_gamma_uncertainty": 0.03488748089843507, "log_gamma_lower_confidence": 80.93381517936429, "log_gamma_upper_confidence": 81.07336510295802, "log_gamma_game_count": 4207, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10904468224-d5317014586/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10904468224-d5317014586", "created_at": "2025-09-19T17:08:25.297508Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10904468224-d5317014586.bin.gz", "model_file_bytes": 271450025, "model_file_sha256": "aabd5c9a94bb5032a1881927fb02f1df0af70634342387ee56e8cd60096784df", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10904468224-d5317014586.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10874802944-d5308968400/?format=api", "train_step": 10904468224, "total_num_data_rows": 5317014586, "extra_stats": { "sums": { "wsum": 10903467308.0215, "nsamp": 10904468224.0, "loss_sum": 6356361.661943538, "oloss_sum": 57760.92641460574, "pacc1_sum": 66864.2144821331, "sloss_sum": 46606.30368315642, "vloss_sum": 69692.72272251162, "Ioloss_sum": 57747.534806461794, "Ipacc1_sum": 66903.59548112478, "Isloss_sum": 46587.195522187554, "Ivloss_sum": 69181.92627793676, "fploss_sum": 20396.3373087781, "p0loss_sum": 210934.34091035786, "p1loss_sum": 36471.78256630071, "pslr_batch": 0.0006520510510510506, "ptentr_sum": 119045.27668393105, "skloss_sum": 8810.983866200857, "smloss_sum": 5053.461294175975, "Ifploss_sum": 20385.252228095535, "Ip0loss_sum": 210830.53795472957, "Ip1loss_sum": 36451.39609262091, "Iskloss_sum": 8807.243735083817, "Ismloss_sum": 5036.337170759303, "exgnorm_sum": 1.2792780163542978, "gnorm_batch": 72337.35128940213, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 971.3934362282419, "vsquare_sum": 50273.25371850786, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 960.0412379896424, "Ivsquare_sum": 50839.588878962975, "esstloss_sum": 1379.8074702620434, "evstloss_sum": 1771.3629714987094, "leadloss_sum": 543.4624015865841, "tdvloss1_sum": 15671.908749453672, "tdvloss2_sum": 9280.177467446345, "tdvloss3_sum": 6812.299329067768, "Iesstloss_sum": 1368.1259609169974, "Ievstloss_sum": 1692.2049070345322, "Ileadloss_sum": 522.7298990205686, "Itdvloss1_sum": 15297.054772488325, "Itdvloss2_sum": 8966.890181108207, "Itdvloss3_sum": 6538.1034589283245, "sbcdfloss_sum": 8243.269721662171, "sbpdfloss_sum": 5838.738800916559, "sdregloss_sum": 2.5227530202996995, "vtimeloss_sum": 7130.724093334083, "Isbcdfloss_sum": 8214.137950084643, "Isbpdfloss_sum": 5810.511296321672, "Isdregloss_sum": 1.4760629893768942, "Ivtimeloss_sum": 7116.387153831416, "p0softloss_sum": 653056.7190342796, "p1softloss_sum": 87145.84277801761, "ptsoftentr_sum": 635866.855695308, "wdnormal_batch": 0.03844633783803958, "Ip0softloss_sum": 653021.1675799566, "Ip1softloss_sum": 87140.8769722054, "gnorm_cap_batch": 262420.81909333175, "norm_noreg_batch": 1831562.5018895082, "window_end_batch": 330187138024.2923, "norm_normal_batch": 3638383.112330514, "norm_output_batch": 779446.2668050568, "window_start_batch": 319287472837.45544, "sekiweightscale_sum": 695149.6846895413, "norm_normal_gamma_batch": 2429332.917840969, "norm_output_noreg_batch": 65284.970122304076 }, "weights": { "wsum": 4272631168.0, "nsamp": 4272631168.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 62.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127921.957154386, "gnorm_batch": 62.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 62.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 62.1001001001001, "norm_noreg_batch": 62.1001001001001, "window_end_batch": 62.1001001001001, "norm_normal_batch": 62.1001001001001, "norm_output_batch": 62.1001001001001, "window_start_batch": 62.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 62.1001001001001, "norm_output_noreg_batch": 62.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800092.1997070312, "nsamp": 800256.0, "loss_sum": 19896140.64501953, "oloss_sum": 181136.16512680054, "pacc1_sum": 207884.11993789673, "sloss_sum": 146184.45726776123, "vloss_sum": 221901.60020065308, "Ioloss_sum": 181096.14399719238, "Ipacc1_sum": 207919.11993789673, "Isloss_sum": 146121.91721725464, "Ivloss_sum": 222721.9975013733, "fploss_sum": 63938.732246398926, "p0loss_sum": 663684.5378570557, "p1loss_sum": 114735.81839942932, "ptentr_sum": 371736.5785827637, "skloss_sum": 35172.442724108696, "smloss_sum": 15899.994527578354, "wsum_train": 10903467308.0215, "Ifploss_sum": 63896.667083740234, "Ip0loss_sum": 663546.3592071533, "Ip1loss_sum": 114688.64438438416, "Iskloss_sum": 35137.523277282715, "Ismloss_sum": 15908.200297474861, "nsamp_train": 10904468224.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3106.129730939865, "vsquare_sum": 155303.65976715088, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3117.138855755329, "Ivsquare_sum": 160411.3979988098, "esstloss_sum": 4607.2875772845, "evstloss_sum": 6097.555640101433, "leadloss_sum": 1724.467365629971, "tdvloss1_sum": 51078.479793548584, "tdvloss2_sum": 30148.140923023224, "tdvloss3_sum": 21959.179270982742, "Iesstloss_sum": 4610.452017318457, "Ievstloss_sum": 6454.081163674593, "Ileadloss_sum": 1744.23059566319, "Itdvloss1_sum": 51717.56779670715, "Itdvloss2_sum": 30702.548402786255, "Itdvloss3_sum": 22484.53412461281, "sbcdfloss_sum": 25923.836140155792, "sbpdfloss_sum": 18342.328102588654, "sdregloss_sum": 8.1674578191014, "vtimeloss_sum": 22430.921630740166, "Isbcdfloss_sum": 25919.843377113342, "Isbpdfloss_sum": 18299.128333568573, "Isdregloss_sum": 4.764138842729153, "Ivtimeloss_sum": 22447.898458838463, "p0softloss_sum": 2041535.4121704102, "p1softloss_sum": 273007.3519515991, "ptsoftentr_sum": 1987772.1647338867, "Ip0softloss_sum": 2041527.481262207, "Ip1softloss_sum": 272997.1361312866, "norm_noreg_batch": 92197.291546875, "norm_normal_batch": 183149.1041015625, "norm_output_batch": 39235.83331054688, "sekiweightscale_sum": 2800322.6989746094, "norm_normal_gamma_batch": 122287.9843828125, "norm_output_noreg_batch": 3286.317780029297 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4272631168.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4272631168.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 81.03892858597187, "log_gamma_uncertainty": 0.03107865562567853, "log_gamma_lower_confidence": 80.97677127472052, "log_gamma_upper_confidence": 81.10108589722323, "log_gamma_game_count": 5412, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10874802944-d5308968400/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10874802944-d5308968400", "created_at": "2025-09-17T23:22:13.181983Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10874802944-d5308968400.bin.gz", "model_file_bytes": 271448436, "model_file_sha256": "7c724b1dd50e96a52c32f897b0247f10a7d054165ae52116490c54bfbfd4008e", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10874802944-d5308968400.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10844903680-d5303613297/?format=api", "train_step": 10874802944, "total_num_data_rows": 5308968400, "extra_stats": { "sums": { "wsum": 10873806908.108292, "nsamp": 10874802944.0, "loss_sum": 6357532.928090633, "oloss_sum": 57995.68942580627, "pacc1_sum": 66759.12079975902, "sloss_sum": 46810.09258184554, "vloss_sum": 69828.25127117326, "Ioloss_sum": 57982.31398088378, "Ipacc1_sum": 66792.4299910007, "Isloss_sum": 46790.63550649146, "Ivloss_sum": 69387.82101299641, "fploss_sum": 20453.494645260515, "p0loss_sum": 211149.59956141605, "p1loss_sum": 36506.25070442152, "pslr_batch": 0.0005470510510510508, "ptentr_sum": 119277.92744843905, "skloss_sum": 8849.387722489999, "smloss_sum": 5089.254244972043, "Ifploss_sum": 20441.474919965007, "Ip0loss_sum": 211034.11484118438, "Ip1loss_sum": 36485.202350382344, "Iskloss_sum": 8849.99293183181, "Ismloss_sum": 5073.793557001915, "exgnorm_sum": 4034.08827592108, "gnorm_batch": 61630.81055591088, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 982.095352213789, "vsquare_sum": 50094.96766935483, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 970.6212562559851, "Ivsquare_sum": 50619.00685584987, "esstloss_sum": 1316.532209381576, "evstloss_sum": 1788.8848092119374, "leadloss_sum": 556.4363752119714, "tdvloss1_sum": 15762.736373132762, "tdvloss2_sum": 9341.76906071876, "tdvloss3_sum": 6870.205350052811, "Iesstloss_sum": 1302.1660966525046, "Ievstloss_sum": 1713.2448474093121, "Ileadloss_sum": 537.4053757523474, "Itdvloss1_sum": 15417.298682184999, "Itdvloss2_sum": 9044.44992026255, "Itdvloss3_sum": 6605.155690486442, "sbcdfloss_sum": 8287.47262436277, "sbpdfloss_sum": 5856.638760049526, "sdregloss_sum": 2.7592527109665483, "vtimeloss_sum": 7263.7791958633325, "Isbcdfloss_sum": 8260.310975820432, "Isbpdfloss_sum": 5833.582760073236, "Isdregloss_sum": 1.6829761299532318, "Ivtimeloss_sum": 7255.037196688878, "p0softloss_sum": 652914.4774316592, "p1softloss_sum": 87303.21467269499, "ptsoftentr_sum": 635703.488217989, "wdnormal_batch": 0.03224256914712714, "Ip0softloss_sum": 652865.2480880562, "Ip1softloss_sum": 87297.87786141575, "gnorm_cap_batch": 220163.10635690598, "norm_noreg_batch": 1536775.112648914, "window_end_batch": 276597785068.26825, "norm_normal_batch": 3051821.972614751, "norm_output_batch": 653922.7850538653, "window_start_batch": 267462842151.27127, "sekiweightscale_sum": 701430.3407920945, "norm_normal_gamma_batch": 2037481.5934128892, "norm_output_noreg_batch": 54773.123111007415 }, "weights": { "wsum": 4257798528.0, "nsamp": 4257798528.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 52.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127943.40514122888, "gnorm_batch": 52.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 52.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 52.1001001001001, "norm_noreg_batch": 52.1001001001001, "window_end_batch": 52.1001001001001, "norm_normal_batch": 52.1001001001001, "norm_output_batch": 52.1001001001001, "window_start_batch": 52.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 52.1001001001001, "norm_output_noreg_batch": 52.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800078.6596679688, "nsamp": 800256.0, "loss_sum": 19890261.97314453, "oloss_sum": 181026.48613357544, "pacc1_sum": 208389.61993408203, "sloss_sum": 146057.30380630493, "vloss_sum": 224290.35552978516, "Ioloss_sum": 180983.8736190796, "Ipacc1_sum": 208478.61993408203, "Isloss_sum": 145992.6951904297, "Ivloss_sum": 223251.45281982422, "fploss_sum": 63947.20490837097, "p0loss_sum": 662698.1638183594, "p1loss_sum": 114447.28138923645, "ptentr_sum": 371869.2793045044, "skloss_sum": 35901.16693353653, "smloss_sum": 16054.814737677574, "wsum_train": 10873806908.108292, "Ifploss_sum": 63900.754901885986, "Ip0loss_sum": 662549.2813720703, "Ip1loss_sum": 114404.36005401611, "Iskloss_sum": 35860.408512830734, "Ismloss_sum": 16063.440137147903, "nsamp_train": 10874802944.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3184.621258035302, "vsquare_sum": 158529.00330352783, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3195.4401053488255, "Ivsquare_sum": 162789.76096343994, "esstloss_sum": 4667.831453640014, "evstloss_sum": 6904.12996673584, "leadloss_sum": 1849.1972503699362, "tdvloss1_sum": 53595.98263835907, "tdvloss2_sum": 32401.15309381485, "tdvloss3_sum": 24048.92122030258, "Iesstloss_sum": 4674.448746012524, "Ievstloss_sum": 6522.423628896475, "Ileadloss_sum": 1850.3179906979203, "Itdvloss1_sum": 52576.1969833374, "Itdvloss2_sum": 31446.875333309174, "Itdvloss3_sum": 23158.286006450653, "sbcdfloss_sum": 26133.378468990326, "sbpdfloss_sum": 18406.740337371826, "sdregloss_sum": 7.3069145393092185, "vtimeloss_sum": 23012.379503250122, "Isbcdfloss_sum": 26108.254011631012, "Isbpdfloss_sum": 18326.038794994354, "Isdregloss_sum": 4.6382814417011105, "Ivtimeloss_sum": 23028.075615763664, "p0softloss_sum": 2040986.3540039062, "p1softloss_sum": 272645.65326690674, "ptsoftentr_sum": 1987217.7651367188, "Ip0softloss_sum": 2040930.255065918, "Ip1softloss_sum": 272633.9927597046, "norm_noreg_batch": 92206.44975, "norm_normal_batch": 183108.551578125, "norm_output_batch": 39235.28687109375, "sekiweightscale_sum": 2800275.3088378906, "norm_normal_gamma_batch": 122248.42094531251, "norm_output_noreg_batch": 3286.3803610839846 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4257798528.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4257798528.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.95921384218029, "log_gamma_uncertainty": 0.037298758293060105, "log_gamma_lower_confidence": 80.88461632559417, "log_gamma_upper_confidence": 81.03381135876641, "log_gamma_game_count": 3620, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10844903680-d5303613297/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10844903680-d5303613297", "created_at": "2025-09-16T17:30:21.156146Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10844903680-d5303613297.bin.gz", "model_file_bytes": 271453443, "model_file_sha256": "59008e748d8426963981349725b65ea4e1ac9fd760bd819d7980185199ecd460", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10844903680-d5303613297.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10814999808-d5292921076/?format=api", "train_step": 10844903680, "total_num_data_rows": 5303613297, "extra_stats": { "sums": { "wsum": 10843912455.575089, "nsamp": 10844903680.0, "loss_sum": 6357874.498622526, "oloss_sum": 58058.92860217437, "pacc1_sum": 67096.32736033622, "sloss_sum": 46836.21626430657, "vloss_sum": 69683.74882705678, "Ioloss_sum": 58044.53588316373, "Ipacc1_sum": 67099.26466245129, "Isloss_sum": 46816.05196162536, "Ivloss_sum": 69251.15293545873, "fploss_sum": 20450.81762887689, "p0loss_sum": 210471.4298385889, "p1loss_sum": 36527.68069004701, "pslr_batch": 0.00023205105105105115, "ptentr_sum": 119192.30681403697, "skloss_sum": 9130.124133456526, "smloss_sum": 5104.073389483048, "Ifploss_sum": 20439.30330246724, "Ip0loss_sum": 210376.26688814312, "Ip1loss_sum": 36508.13211495818, "Iskloss_sum": 9117.992301644965, "Ismloss_sum": 5092.60802455504, "exgnorm_sum": 8.324054490113841, "gnorm_batch": 26360.88848477755, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 969.6916931523804, "vsquare_sum": 50121.15869492793, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 960.3987738104828, "Ivsquare_sum": 50678.58032594012, "esstloss_sum": 1278.3298303585589, "evstloss_sum": 1752.569745951944, "leadloss_sum": 533.7855119926082, "tdvloss1_sum": 15669.886736805232, "tdvloss2_sum": 9211.183656666122, "tdvloss3_sum": 6733.083212590066, "Iesstloss_sum": 1260.7706171630505, "Ievstloss_sum": 1684.5448100532196, "Ileadloss_sum": 516.7427160927166, "Itdvloss1_sum": 15343.603757478822, "Itdvloss2_sum": 8935.355739352119, "Itdvloss3_sum": 6488.378456839335, "sbcdfloss_sum": 8321.08717938456, "sbpdfloss_sum": 5878.228099154666, "sdregloss_sum": 2.5991863350385818, "vtimeloss_sum": 7285.732496962613, "Isbcdfloss_sum": 8298.970942904136, "Isbpdfloss_sum": 5852.83012320902, "Isdregloss_sum": 1.477017910102179, "Ivtimeloss_sum": 7275.55822074642, "p0softloss_sum": 652930.7028680767, "p1softloss_sum": 87383.9786778981, "ptsoftentr_sum": 635861.4945961213, "wdnormal_batch": 0.013670763003166884, "Ip0softloss_sum": 652897.8810552309, "Ip1softloss_sum": 87379.19203644383, "gnorm_cap_batch": 93389.9681476286, "norm_noreg_batch": 651917.0101711005, "window_end_batch": 117210384755.92192, "norm_normal_batch": 1294279.4808282603, "norm_output_batch": 277382.70412406995, "window_start_batch": 113338173530.74475, "sekiweightscale_sum": 698571.157992192, "norm_normal_gamma_batch": 864034.7607736632, "norm_output_noreg_batch": 23234.36483838605 }, "weights": { "wsum": 4242848896.0, "nsamp": 4242848896.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 22.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127974.50623957413, "gnorm_batch": 22.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 22.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 22.1001001001001, "norm_noreg_batch": 22.1001001001001, "window_end_batch": 22.1001001001001, "norm_normal_batch": 22.1001001001001, "norm_output_batch": 22.1001001001001, "window_start_batch": 22.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 22.1001001001001, "norm_output_noreg_batch": 22.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800101.5997314453, "nsamp": 800256.0, "loss_sum": 19895859.90234375, "oloss_sum": 180986.7819442749, "pacc1_sum": 208696.62994384766, "sloss_sum": 146014.0855178833, "vloss_sum": 222247.45621871948, "Ioloss_sum": 180925.29747009277, "Ipacc1_sum": 208618.75994873047, "Isloss_sum": 145944.76650619507, "Ivloss_sum": 225108.91761779785, "fploss_sum": 63935.52872467041, "p0loss_sum": 662475.0118255615, "p1loss_sum": 114457.76977157593, "ptentr_sum": 372449.46700286865, "skloss_sum": 37086.29038691521, "smloss_sum": 15876.430986523628, "wsum_train": 10843912455.575089, "Ifploss_sum": 63891.40993118286, "Ip0loss_sum": 662574.1587677002, "Ip1loss_sum": 114429.59953689575, "Iskloss_sum": 37064.31013572216, "Ismloss_sum": 15907.519541025162, "nsamp_train": 10844903680.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3129.1596455574036, "vsquare_sum": 157640.58949279785, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3153.9166563153267, "Ivsquare_sum": 162282.68042373657, "esstloss_sum": 4568.498538877815, "evstloss_sum": 6436.516318112612, "leadloss_sum": 1796.8805833682418, "tdvloss1_sum": 51925.09941482544, "tdvloss2_sum": 30972.673122406006, "tdvloss3_sum": 22738.216676950455, "Iesstloss_sum": 4580.01469498314, "Ievstloss_sum": 7560.110635668039, "Ileadloss_sum": 1853.0649871453643, "Itdvloss1_sum": 54358.89102077484, "Itdvloss2_sum": 33161.21173334122, "Itdvloss3_sum": 24751.120256900787, "sbcdfloss_sum": 25902.787955999374, "sbpdfloss_sum": 18347.571582317352, "sdregloss_sum": 7.405764439841732, "vtimeloss_sum": 23069.33439052105, "Isbcdfloss_sum": 25951.623836517334, "Isbpdfloss_sum": 18373.520304203033, "Isdregloss_sum": 4.657527549221413, "Ivtimeloss_sum": 23079.315378785133, "p0softloss_sum": 2040980.033569336, "p1softloss_sum": 272821.1456298828, "ptsoftentr_sum": 1987319.1427001953, "Ip0softloss_sum": 2041054.8189086914, "Ip1softloss_sum": 272820.9720840454, "norm_noreg_batch": 92211.8347734375, "norm_normal_batch": 183072.50489062502, "norm_output_batch": 39235.03959960938, "sekiweightscale_sum": 2800355.5990600586, "norm_normal_gamma_batch": 122215.56131250001, "norm_output_noreg_batch": 3286.4379814453127 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4242848896.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4242848896.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.92279198862289, "log_gamma_uncertainty": 0.03677117888207618, "log_gamma_lower_confidence": 80.84924963085874, "log_gamma_upper_confidence": 80.99633434638704, "log_gamma_game_count": 3661, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10814999808-d5292921076/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10814999808-d5292921076", "created_at": "2025-09-14T03:35:20.215793Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": true, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10814999808-d5292921076.bin.gz", "model_file_bytes": 271451806, "model_file_sha256": "e354433acbc2482cd6bc3df46d1643e780ba686920eb513c404d785ce76fbd1e", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10814999808-d5292921076.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10784871168-d5287365110/?format=api", "train_step": 10814999808, "total_num_data_rows": 5292921076, "extra_stats": { "sums": { "wsum": 10814013422.261734, "nsamp": 10814999808.0, "loss_sum": 6353089.103173134, "oloss_sum": 57961.1558973505, "pacc1_sum": 67129.2943915154, "sloss_sum": 46779.44920505567, "vloss_sum": 69509.42741300503, "Ioloss_sum": 57946.114717324446, "Ipacc1_sum": 67123.18360416843, "Isloss_sum": 46759.06803099959, "Ivloss_sum": 69070.12386061775, "fploss_sum": 20430.775936476603, "p0loss_sum": 209735.05614522484, "p1loss_sum": 36420.83631739244, "pslr_batch": 0.0005890510510510507, "ptentr_sum": 118777.0076826119, "skloss_sum": 8705.42146363987, "smloss_sum": 5067.514095612053, "Ifploss_sum": 20418.985030997414, "Ip0loss_sum": 209636.38026429378, "Ip1loss_sum": 36401.20471662884, "Iskloss_sum": 8698.91713636632, "Ismloss_sum": 5052.598766760408, "exgnorm_sum": 0.024099788828000835, "gnorm_batch": 65755.15428100368, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 960.9036153031914, "vsquare_sum": 50256.19520318441, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 949.151312362428, "Ivsquare_sum": 50809.96463744586, "esstloss_sum": 1223.7906541405532, "evstloss_sum": 1760.4621009940417, "leadloss_sum": 548.7622408185614, "tdvloss1_sum": 15664.448028916166, "tdvloss2_sum": 9251.955380513755, "tdvloss3_sum": 6786.394516991997, "Iesstloss_sum": 1191.5990550752094, "Ievstloss_sum": 1675.0890074789436, "Ileadloss_sum": 528.6127260249003, "Itdvloss1_sum": 15328.727459444439, "Itdvloss2_sum": 8963.399567031673, "Itdvloss3_sum": 6524.904974099998, "sbcdfloss_sum": 8278.609499983862, "sbpdfloss_sum": 5863.577863230969, "sdregloss_sum": 2.995671610213082, "vtimeloss_sum": 7161.252308401818, "Isbcdfloss_sum": 8253.400492242243, "Isbpdfloss_sum": 5838.192651285736, "Isdregloss_sum": 1.4948068328467883, "Ivtimeloss_sum": 7148.548667515087, "p0softloss_sum": 652751.5530110443, "p1softloss_sum": 87184.42754156259, "ptsoftentr_sum": 635729.4634931386, "wdnormal_batch": 0.03468361779143754, "Ip0softloss_sum": 652713.7617106551, "Ip1softloss_sum": 87179.56869381985, "gnorm_cap_batch": 237066.19145147628, "norm_noreg_batch": 1655028.3629798526, "window_end_batch": 296933402185.52954, "norm_normal_batch": 3284674.375168643, "norm_output_batch": 704120.7789278583, "window_start_batch": 287117642396.3484, "sekiweightscale_sum": 701528.0127937663, "norm_normal_gamma_batch": 2192719.2440215405, "norm_output_noreg_batch": 58978.01634875135 }, "weights": { "wsum": 4227896960.0, "nsamp": 4227896960.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 56.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127870.20492923998, "gnorm_batch": 56.0991001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 56.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 56.1001001001001, "norm_noreg_batch": 56.1001001001001, "window_end_batch": 56.1001001001001, "norm_normal_batch": 56.1001001001001, "norm_output_batch": 56.1001001001001, "window_start_batch": 56.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 56.1001001001001, "norm_output_noreg_batch": 56.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800088.0797119141, "nsamp": 800256.0, "loss_sum": 19885282.212890625, "oloss_sum": 180976.43590927124, "pacc1_sum": 209225.0499267578, "sloss_sum": 145989.15616989136, "vloss_sum": 221816.75512313843, "Ioloss_sum": 180939.89081573486, "Ipacc1_sum": 209283.2999267578, "Isloss_sum": 145929.61416244507, "Ivloss_sum": 220774.4290046692, "fploss_sum": 63930.07719993591, "p0loss_sum": 660523.2121734619, "p1loss_sum": 114275.454454422, "ptentr_sum": 371780.1360397339, "skloss_sum": 36290.20586192608, "smloss_sum": 16086.403325915337, "wsum_train": 10814013422.261734, "Ifploss_sum": 63886.35474586487, "Ip0loss_sum": 660360.637512207, "Ip1loss_sum": 114226.47415733337, "Iskloss_sum": 36270.669711351395, "Ismloss_sum": 16048.325280189514, "nsamp_train": 10814999808.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3169.8190723359585, "vsquare_sum": 156287.5099067688, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3136.8329658061266, "Ivsquare_sum": 157960.56412506104, "esstloss_sum": 4621.320366350934, "evstloss_sum": 6242.9972359240055, "leadloss_sum": 1832.1410404331982, "tdvloss1_sum": 51747.446128845215, "tdvloss2_sum": 30774.121934890747, "tdvloss3_sum": 22499.775743722916, "Iesstloss_sum": 4599.562520107254, "Ievstloss_sum": 6090.936764448881, "Ileadloss_sum": 1767.2822517342865, "Itdvloss1_sum": 50869.76771068573, "Itdvloss2_sum": 29972.225129127502, "Itdvloss3_sum": 21750.19659590721, "sbcdfloss_sum": 26121.751502990723, "sbpdfloss_sum": 18379.996478557587, "sdregloss_sum": 8.762912609730847, "vtimeloss_sum": 22829.88000202179, "Isbcdfloss_sum": 26060.03230190277, "Isbpdfloss_sum": 18308.210065364838, "Isdregloss_sum": 5.00547382683726, "Ivtimeloss_sum": 22797.65737748146, "p0softloss_sum": 2040751.4419555664, "p1softloss_sum": 272771.3751144409, "ptsoftentr_sum": 1987328.327331543, "Ip0softloss_sum": 2040712.7985839844, "Ip1softloss_sum": 272759.7752227783, "norm_noreg_batch": 92221.03571484375, "norm_normal_batch": 183028.350140625, "norm_output_batch": 39234.886962890625, "sekiweightscale_sum": 2800308.278991699, "norm_normal_gamma_batch": 122182.5795703125, "norm_output_noreg_batch": 3286.3654790039063 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4227896960.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4227896960.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.9453518213473, "log_gamma_uncertainty": 0.03719450326222678, "log_gamma_lower_confidence": 80.87096281482285, "log_gamma_upper_confidence": 81.01974082787176, "log_gamma_game_count": 3662, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10784871168-d5287365110/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10784871168-d5287365110", "created_at": "2025-09-12T20:59:02.887284Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10784871168-d5287365110.bin.gz", "model_file_bytes": 271448840, "model_file_sha256": "b3c7c631bb62fbf98a82f73e23d4bd9075eec6c30b52e2c3421e6cffedc9faaf", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10784871168-d5287365110.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10754495232-d5282405265/?format=api", "train_step": 10784871168, "total_num_data_rows": 5287365110, "extra_stats": { "sums": { "wsum": 10783889978.74916, "nsamp": 10784871168.0, "loss_sum": 6351465.2124602, "oloss_sum": 57893.01406333285, "pacc1_sum": 67298.82315630454, "sloss_sum": 46727.257173683865, "vloss_sum": 69514.31900644516, "Ioloss_sum": 57880.65299391061, "Ipacc1_sum": 67262.56699870068, "Isloss_sum": 46707.8855365525, "Ivloss_sum": 69095.14924984088, "fploss_sum": 20406.324815711057, "p0loss_sum": 209490.70695414935, "p1loss_sum": 36306.61630959108, "pslr_batch": 0.00031605105105105105, "ptentr_sum": 118828.95807978314, "skloss_sum": 8602.71371422025, "smloss_sum": 5111.674603258337, "Ifploss_sum": 20395.16148521131, "Ip0loss_sum": 209391.52707408063, "Ip1loss_sum": 36287.28727267232, "Iskloss_sum": 8603.988455836054, "Ismloss_sum": 5096.70756125428, "exgnorm_sum": 0.00014063244800608087, "gnorm_batch": 33441.370612441766, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 962.8787150379718, "vsquare_sum": 50316.65009054611, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 951.9726201637438, "Ivsquare_sum": 50843.907403727346, "esstloss_sum": 1313.3710963777871, "evstloss_sum": 1721.8992154623074, "leadloss_sum": 550.3370701197335, "tdvloss1_sum": 15580.394288548905, "tdvloss2_sum": 9168.46319738623, "tdvloss3_sum": 6722.032011683887, "Iesstloss_sum": 1294.5637801024313, "Ievstloss_sum": 1647.2921119903667, "Ileadloss_sum": 533.8270300991203, "Itdvloss1_sum": 15251.902577693043, "Itdvloss2_sum": 8888.811343330291, "Itdvloss3_sum": 6474.144706431589, "sbcdfloss_sum": 8319.093814811124, "sbpdfloss_sum": 5865.318926460401, "sdregloss_sum": 2.5534648628797894, "vtimeloss_sum": 7133.2140751445195, "Isbcdfloss_sum": 8294.330531122527, "Isbpdfloss_sum": 5839.892903826204, "Isdregloss_sum": 1.5224793255024736, "Ivtimeloss_sum": 7120.591851755314, "p0softloss_sum": 652695.3744527013, "p1softloss_sum": 87106.7814927262, "ptsoftentr_sum": 635713.5462036632, "wdnormal_batch": 0.018596603201097604, "Ip0softloss_sum": 652665.1484604288, "Ip1softloss_sum": 87102.07706549655, "gnorm_cap_batch": 127196.13833676932, "norm_noreg_batch": 888047.2458479234, "window_end_batch": 159150219076.7768, "norm_normal_batch": 1761777.7295699911, "norm_output_batch": 377790.58270014497, "window_start_batch": 153887458187.77777, "sekiweightscale_sum": 704974.5919811942, "norm_normal_gamma_batch": 1176077.270368606, "norm_output_noreg_batch": 31644.20246749423 }, "weights": { "wsum": 4212832640.0, "nsamp": 4212832640.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 30.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127857.41040418833, "gnorm_batch": 30.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 30.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 30.1001001001001, "norm_noreg_batch": 30.1001001001001, "window_end_batch": 30.1001001001001, "norm_normal_batch": 30.1001001001001, "norm_output_batch": 30.1001001001001, "window_start_batch": 30.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 30.1001001001001, "norm_output_noreg_batch": 30.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800111.7397460938, "nsamp": 800256.0, "loss_sum": 19883250.44580078, "oloss_sum": 181352.67073059082, "pacc1_sum": 208996.18994140625, "sloss_sum": 146266.95308685303, "vloss_sum": 220489.2066078186, "Ioloss_sum": 181298.47177886963, "Ipacc1_sum": 209058.12994384766, "Isloss_sum": 146200.85404586792, "Ivloss_sum": 219933.54887771606, "fploss_sum": 64016.81932067871, "p0loss_sum": 661516.9569702148, "p1loss_sum": 114246.4266242981, "ptentr_sum": 372872.69457244873, "skloss_sum": 36450.603620529175, "smloss_sum": 16374.760182380676, "wsum_train": 10783889978.74916, "Ifploss_sum": 63972.683208465576, "Ip0loss_sum": 661326.4047393799, "Ip1loss_sum": 114201.51412582397, "Iskloss_sum": 36423.53836083412, "Ismloss_sum": 16363.803502082825, "nsamp_train": 10784871168.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3218.5202257037163, "vsquare_sum": 155482.12948608398, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3211.881367146969, "Ivsquare_sum": 158326.46391296387, "esstloss_sum": 4997.545062953606, "evstloss_sum": 6200.36103105545, "leadloss_sum": 1843.819530006498, "tdvloss1_sum": 51219.0099067688, "tdvloss2_sum": 30270.305859565735, "tdvloss3_sum": 21978.074727773666, "Iesstloss_sum": 4992.665587773547, "Ievstloss_sum": 6131.894227981567, "Ileadloss_sum": 1831.7577310539782, "Itdvloss1_sum": 50749.82435798645, "Itdvloss2_sum": 29872.627484321594, "Itdvloss3_sum": 21636.89073896408, "sbcdfloss_sum": 26433.617200374603, "sbpdfloss_sum": 18445.036396980286, "sdregloss_sum": 7.937317362637259, "vtimeloss_sum": 22422.16694867611, "Isbcdfloss_sum": 26388.03450155258, "Isbpdfloss_sum": 18371.134801387787, "Isdregloss_sum": 4.42320849178941, "Ivtimeloss_sum": 22405.24095582962, "p0softloss_sum": 2039884.4780273438, "p1softloss_sum": 272782.1700668335, "ptsoftentr_sum": 1986586.1916503906, "Ip0softloss_sum": 2039855.1207885742, "Ip1softloss_sum": 272771.46503448486, "norm_noreg_batch": 92226.82369921874, "norm_normal_batch": 182966.58721875, "norm_output_batch": 39234.86864648438, "sekiweightscale_sum": 2800391.089111328, "norm_normal_gamma_batch": 122139.658125, "norm_output_noreg_batch": 3286.3612814941407 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4212832640.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4212832640.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.96559899558034, "log_gamma_uncertainty": 0.037616073251248903, "log_gamma_lower_confidence": 80.89036684907784, "log_gamma_upper_confidence": 81.04083114208284, "log_gamma_game_count": 3604, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10754495232-d5282405265/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10754495232-d5282405265", "created_at": "2025-09-11T14:07:52.398850Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10754495232-d5282405265.bin.gz", "model_file_bytes": 271451294, "model_file_sha256": "afa4879faedbfb0b486a2266f8bf0fee54eb68edf6b349999c37a487d909b3f2", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10754495232-d5282405265.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10724119296-d5277313437/?format=api", "train_step": 10754495232, "total_num_data_rows": 5282405265, "extra_stats": { "sums": { "wsum": 10753519086.816422, "nsamp": 10754495232.0, "loss_sum": 6353478.660628525, "oloss_sum": 57948.131311640514, "pacc1_sum": 67299.53189026605, "sloss_sum": 46771.70500836189, "vloss_sum": 69679.47453655726, "Ioloss_sum": 57934.82479597079, "Ipacc1_sum": 67307.44205728614, "Isloss_sum": 46752.336221284895, "Ivloss_sum": 69250.95976707713, "fploss_sum": 20436.724712815365, "p0loss_sum": 210266.7678783143, "p1loss_sum": 36426.3761570797, "pslr_batch": 0.0005680510510510507, "ptentr_sum": 119366.13552459312, "skloss_sum": 8576.739771554656, "smloss_sum": 5193.1224369066385, "Ifploss_sum": 20425.366352442277, "Ip0loss_sum": 210168.1430437449, "Ip1loss_sum": 36409.11949250232, "Iskloss_sum": 8563.938225634305, "Ismloss_sum": 5178.388769204213, "exgnorm_sum": 4015.05524082927, "gnorm_batch": 64736.26392605885, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 992.1835655342015, "vsquare_sum": 50196.09627199715, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 980.5586368252019, "Ivsquare_sum": 50759.44562103782, "esstloss_sum": 1402.0869326690533, "evstloss_sum": 1739.959638817747, "leadloss_sum": 548.4742641137503, "tdvloss1_sum": 15710.447531806074, "tdvloss2_sum": 9242.259884120074, "tdvloss3_sum": 6764.207991245889, "Iesstloss_sum": 1399.333567028235, "Ievstloss_sum": 1677.0149145155729, "Ileadloss_sum": 528.5938738547823, "Itdvloss1_sum": 15372.107442727533, "Itdvloss2_sum": 8955.33769528354, "Itdvloss3_sum": 6508.351224638534, "sbcdfloss_sum": 8406.399107114217, "sbpdfloss_sum": 5878.695190277682, "sdregloss_sum": 2.6276773938075113, "vtimeloss_sum": 7154.335369045318, "Isbcdfloss_sum": 8378.142693609208, "Isbpdfloss_sum": 5852.09601138027, "Isdregloss_sum": 1.535677104441858, "Ivtimeloss_sum": 7140.501529537188, "p0softloss_sum": 652659.3816694918, "p1softloss_sum": 87206.38099194583, "ptsoftentr_sum": 635665.2776084432, "wdnormal_batch": 0.03340369772953502, "Ip0softloss_sum": 652624.479733484, "Ip1softloss_sum": 87201.69015362143, "gnorm_cap_batch": 228614.64890419113, "norm_noreg_batch": 1596263.9271648056, "window_end_batch": 285778653605.7958, "norm_normal_batch": 3165542.4097053586, "norm_output_batch": 679012.0186145884, "window_start_batch": 276325808305.9259, "sekiweightscale_sum": 709816.693425673, "norm_normal_gamma_batch": 2113145.3876504363, "norm_output_noreg_batch": 56875.760100987 }, "weights": { "wsum": 4197644672.0, "nsamp": 4197644672.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 54.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127989.97746926374, "gnorm_batch": 54.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 54.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 54.1001001001001, "norm_noreg_batch": 54.1001001001001, "window_end_batch": 54.1001001001001, "norm_normal_batch": 54.1001001001001, "norm_output_batch": 54.1001001001001, "window_start_batch": 54.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 54.1001001001001, "norm_output_noreg_batch": 54.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800088.8197021484, "nsamp": 800256.0, "loss_sum": 19888134.657226562, "oloss_sum": 181460.61750030518, "pacc1_sum": 209036.31994628906, "sloss_sum": 146404.93841934204, "vloss_sum": 220744.4789505005, "Ioloss_sum": 181409.27353286743, "Ipacc1_sum": 209114.19995117188, "Isloss_sum": 146340.6282043457, "Ivloss_sum": 220695.98864746094, "fploss_sum": 63962.880224227905, "p0loss_sum": 661276.3601226807, "p1loss_sum": 114244.78110694885, "ptentr_sum": 372539.1565475464, "skloss_sum": 36984.430433511734, "smloss_sum": 16288.9358035326, "wsum_train": 10753519086.816422, "Ifploss_sum": 63920.23143005371, "Ip0loss_sum": 661035.988357544, "Ip1loss_sum": 114190.79061698914, "Iskloss_sum": 36960.541560173035, "Ismloss_sum": 16283.546755552292, "nsamp_train": 10754495232.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3180.399787604809, "vsquare_sum": 154425.59714508057, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3178.0717411637306, "Ivsquare_sum": 158338.10399627686, "esstloss_sum": 4637.143645862117, "evstloss_sum": 6001.540269464254, "leadloss_sum": 1762.398103877902, "tdvloss1_sum": 51068.291851997375, "tdvloss2_sum": 30191.85489797592, "tdvloss3_sum": 21930.897763490677, "Iesstloss_sum": 4613.051265116781, "Ievstloss_sum": 6120.981712758541, "Ileadloss_sum": 1752.4677240811288, "Itdvloss1_sum": 50997.10736942291, "Itdvloss2_sum": 30127.504391670227, "Itdvloss3_sum": 21881.29434800148, "sbcdfloss_sum": 26341.499643802643, "sbpdfloss_sum": 18434.908014774323, "sdregloss_sum": 8.09538511192659, "vtimeloss_sum": 22915.416666150093, "Isbcdfloss_sum": 26312.74015378952, "Isbpdfloss_sum": 18373.412004947662, "Isdregloss_sum": 5.381402727565728, "Ivtimeloss_sum": 22906.040519833565, "p0softloss_sum": 2040260.498840332, "p1softloss_sum": 272601.8467102051, "ptsoftentr_sum": 1986963.7936401367, "Ip0softloss_sum": 2040215.9126586914, "Ip1softloss_sum": 272588.7667770386, "norm_noreg_batch": 92234.80965234376, "norm_normal_batch": 182911.467046875, "norm_output_batch": 39234.52063476563, "sekiweightscale_sum": 2800310.8689575195, "norm_normal_gamma_batch": 122101.9873828125, "norm_output_noreg_batch": 3286.378453125 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4197644672.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4197644672.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.92419973169628, "log_gamma_uncertainty": 0.03689527559252947, "log_gamma_lower_confidence": 80.85040918051122, "log_gamma_upper_confidence": 80.99799028288133, "log_gamma_game_count": 3724, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10724119296-d5277313437/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10724119296-d5277313437", "created_at": "2025-09-10T07:16:39.836532Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10724119296-d5277313437.bin.gz", "model_file_bytes": 271441448, "model_file_sha256": "435772ec0e47ec9aa1846096ee9e4731ee8ee124ab3aefb508221b69cfd7952b", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10724119296-d5277313437.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10693749504-d5270111624/?format=api", "train_step": 10724119296, "total_num_data_rows": 5277313437, "extra_stats": { "sums": { "wsum": 10723148186.12355, "nsamp": 10724119296.0, "loss_sum": 6351343.816122814, "oloss_sum": 57748.70783166112, "pacc1_sum": 67313.63759535005, "sloss_sum": 46592.98493570649, "vloss_sum": 69507.39156023799, "Ioloss_sum": 57735.13040204379, "Ipacc1_sum": 67328.15456774224, "Isloss_sum": 46573.901166102994, "Ivloss_sum": 69052.22698575958, "fploss_sum": 20369.789413639373, "p0loss_sum": 209779.75184501478, "p1loss_sum": 36313.992128064354, "pslr_batch": 0.00040005105105105093, "ptentr_sum": 119310.53740385834, "skloss_sum": 8889.809466172406, "smloss_sum": 5150.1199750967035, "Ifploss_sum": 20358.80101282642, "Ip0loss_sum": 209675.9138501065, "Ip1loss_sum": 36295.95589065108, "Iskloss_sum": 8877.716893089808, "Ismloss_sum": 5132.0729883285185, "exgnorm_sum": 344.36939817591804, "gnorm_batch": 45072.22397336984, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 978.3114760975348, "vsquare_sum": 50277.143999337175, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 967.2178487216304, "Ivsquare_sum": 50801.54595400517, "esstloss_sum": 1251.102307898036, "evstloss_sum": 1763.1055753011583, "leadloss_sum": 559.0427858760305, "tdvloss1_sum": 15733.170151912882, "tdvloss2_sum": 9272.08639251123, "tdvloss3_sum": 6776.799017804682, "Iesstloss_sum": 1240.140668939432, "Ievstloss_sum": 1681.73366937617, "Ileadloss_sum": 545.9398874672377, "Itdvloss1_sum": 15383.01228069134, "Itdvloss2_sum": 8975.929098726894, "Itdvloss3_sum": 6515.221770711154, "sbcdfloss_sum": 8356.56542965543, "sbpdfloss_sum": 5863.845132804012, "sdregloss_sum": 2.4648120211012268, "vtimeloss_sum": 7186.6523060556665, "Isbcdfloss_sum": 8328.238092564068, "Isbpdfloss_sum": 5837.336809940383, "Isdregloss_sum": 1.472818018900926, "Ivtimeloss_sum": 7172.629146041206, "p0softloss_sum": 652644.5885596718, "p1softloss_sum": 87072.38279814369, "ptsoftentr_sum": 635737.4693342112, "wdnormal_batch": 0.023509712226481107, "Ip0softloss_sum": 652610.0847062784, "Ip1softloss_sum": 87067.82354502886, "gnorm_cap_batch": 161002.30852590993, "norm_noreg_batch": 1124278.507993063, "window_end_batch": 201066170209.30328, "norm_normal_batch": 2228692.044474586, "norm_output_batch": 478191.80645382626, "window_start_batch": 194413413851.66766, "sekiweightscale_sum": 704463.4205976438, "norm_normal_gamma_batch": 1487734.9201904705, "norm_output_noreg_batch": 40055.74936689167 }, "weights": { "wsum": 4182456704.0, "nsamp": 4182456704.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 38.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127986.85288574651, "gnorm_batch": 38.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 38.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 38.1001001001001, "norm_noreg_batch": 38.1001001001001, "window_end_batch": 38.1001001001001, "norm_normal_batch": 38.1001001001001, "norm_output_batch": 38.1001001001001, "window_start_batch": 38.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 38.1001001001001, "norm_output_noreg_batch": 38.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800107.5797119141, "nsamp": 800256.0, "loss_sum": 19899104.22607422, "oloss_sum": 181899.95377349854, "pacc1_sum": 209503.73992919922, "sloss_sum": 146749.8514137268, "vloss_sum": 222793.4570388794, "Ioloss_sum": 181853.03512954712, "Ipacc1_sum": 209480.80993652344, "Isloss_sum": 146689.93003463745, "Ivloss_sum": 227805.53302764893, "fploss_sum": 63944.64800834656, "p0loss_sum": 660902.2791137695, "p1loss_sum": 114273.65306091309, "ptentr_sum": 372523.4888763428, "skloss_sum": 37318.498517513275, "smloss_sum": 16568.456279873848, "wsum_train": 10723148186.12355, "Ifploss_sum": 63900.23617172241, "Ip0loss_sum": 661159.435256958, "Ip1loss_sum": 114250.68624687195, "Iskloss_sum": 37293.37196004391, "Ismloss_sum": 16592.166677117348, "nsamp_train": 10724119296.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3231.1383283883333, "vsquare_sum": 157699.61504745483, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3250.2944945394993, "Ivsquare_sum": 164176.42322921753, "esstloss_sum": 4957.833473326638, "evstloss_sum": 6725.121067404747, "leadloss_sum": 1729.8872257955372, "tdvloss1_sum": 52640.8717880249, "tdvloss2_sum": 31545.089205741882, "tdvloss3_sum": 23160.389093875885, "Iesstloss_sum": 4960.592202365398, "Ievstloss_sum": 8728.62572747469, "Ileadloss_sum": 1763.3617501333356, "Itdvloss1_sum": 56936.173548698425, "Itdvloss2_sum": 35360.437301158905, "Itdvloss3_sum": 26679.594650268555, "sbcdfloss_sum": 26696.32474756241, "sbpdfloss_sum": 18537.985481262207, "sdregloss_sum": 8.235663507250138, "vtimeloss_sum": 22861.37300169468, "Isbcdfloss_sum": 26765.069217681885, "Isbpdfloss_sum": 18613.89311695099, "Isdregloss_sum": 5.099437286844477, "Ivtimeloss_sum": 22888.517906188965, "p0softloss_sum": 2040439.2069091797, "p1softloss_sum": 272735.0399398804, "ptsoftentr_sum": 1987072.9165039062, "Ip0softloss_sum": 2040582.4352416992, "Ip1softloss_sum": 272737.6614456177, "norm_noreg_batch": 92243.6686875, "norm_normal_batch": 182857.82439843751, "norm_output_batch": 39234.2184140625, "sekiweightscale_sum": 2800376.528991699, "norm_normal_gamma_batch": 122064.5242265625, "norm_output_noreg_batch": 3286.454771484375 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4182456704.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4182456704.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.95202794260115, "log_gamma_uncertainty": 0.037068108574744976, "log_gamma_lower_confidence": 80.87789172545166, "log_gamma_upper_confidence": 81.02616415975064, "log_gamma_game_count": 3649, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10693749504-d5270111624/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10693749504-d5270111624", "created_at": "2025-09-09T00:30:23.337395Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10693749504-d5270111624.bin.gz", "model_file_bytes": 271449350, "model_file_sha256": "a2960fe84381a5dd19404d0824fc87bc286371f7b80c0ee0df130819b29ea169", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10693749504-d5270111624.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10663849728-d5263786185/?format=api", "train_step": 10693749504, "total_num_data_rows": 5270111624, "extra_stats": { "sums": { "wsum": 10692783425.950943, "nsamp": 10693749504.0, "loss_sum": 6353251.43402357, "oloss_sum": 57998.20565647439, "pacc1_sum": 67291.84764196568, "sloss_sum": 46817.81456048932, "vloss_sum": 69592.56898002351, "Ioloss_sum": 57983.32774289801, "Ipacc1_sum": 67314.0415316209, "Isloss_sum": 46798.306089284095, "Ivloss_sum": 69106.57785980556, "fploss_sum": 20430.812303327028, "p0loss_sum": 209672.23274848657, "p1loss_sum": 36364.06036243752, "pslr_batch": 0.0002740510510510511, "ptentr_sum": 118964.72776369253, "skloss_sum": 8550.81066735361, "smloss_sum": 5192.6107002454755, "Ifploss_sum": 20419.243467737713, "Ip0loss_sum": 209561.5889613607, "Ip1loss_sum": 36339.88007538726, "Iskloss_sum": 8542.856636884262, "Ismloss_sum": 5177.241518367024, "exgnorm_sum": 765.5834596496679, "gnorm_batch": 30387.877615824214, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 999.4635478164001, "vsquare_sum": 50203.99449247584, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 989.1564237100345, "Ivsquare_sum": 50789.860110170004, "esstloss_sum": 1413.288991067864, "evstloss_sum": 1770.0423417717914, "leadloss_sum": 559.880596738962, "tdvloss1_sum": 15742.732974839213, "tdvloss2_sum": 9278.33923923218, "tdvloss3_sum": 6794.761121950128, "Iesstloss_sum": 1409.362612150653, "Ievstloss_sum": 1691.6100380225944, "Ileadloss_sum": 543.9760328534953, "Itdvloss1_sum": 15373.83285884528, "Itdvloss2_sum": 8968.402859269549, "Itdvloss3_sum": 6522.23880312766, "sbcdfloss_sum": 8415.489752445983, "sbpdfloss_sum": 5895.738565951017, "sdregloss_sum": 2.8048096804513745, "vtimeloss_sum": 7144.452705170308, "Isbcdfloss_sum": 8388.019863257125, "Isbpdfloss_sum": 5868.991742860816, "Isdregloss_sum": 1.4863984732551332, "Ivtimeloss_sum": 7135.547588079404, "p0softloss_sum": 652680.3893540696, "p1softloss_sum": 87240.3055324618, "ptsoftentr_sum": 635789.8408028221, "wdnormal_batch": 0.016097335462998227, "Ip0softloss_sum": 652643.9361204909, "Ip1softloss_sum": 87235.05114402485, "gnorm_cap_batch": 110293.05324219896, "norm_noreg_batch": 770249.1384823169, "window_end_batch": 137550440925.1011, "norm_normal_batch": 1526380.769124018, "norm_output_batch": 327579.06293560547, "window_start_batch": 132997325677.71973, "sekiweightscale_sum": 707333.4801583987, "norm_normal_gamma_batch": 1018934.5951033512, "norm_output_noreg_batch": 27439.960758773537 }, "weights": { "wsum": 4167271808.0, "nsamp": 4167271808.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 26.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127894.5587041498, "gnorm_batch": 26.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 26.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 26.1001001001001, "norm_noreg_batch": 26.1001001001001, "window_end_batch": 26.1001001001001, "norm_normal_batch": 26.1001001001001, "norm_output_batch": 26.1001001001001, "window_start_batch": 26.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 26.1001001001001, "norm_output_noreg_batch": 26.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800097.7996826172, "nsamp": 800256.0, "loss_sum": 19879220.327148438, "oloss_sum": 181784.93490219116, "pacc1_sum": 209916.24993896484, "sloss_sum": 146640.2840461731, "vloss_sum": 220201.09448242188, "Ioloss_sum": 181731.07234573364, "Ipacc1_sum": 210039.30993652344, "Isloss_sum": 146574.1942100525, "Ivloss_sum": 219917.63917541504, "fploss_sum": 63884.8590221405, "p0loss_sum": 659484.6782836914, "p1loss_sum": 113958.09919548035, "ptentr_sum": 372593.17083740234, "skloss_sum": 36485.48571527004, "smloss_sum": 16569.528418064117, "wsum_train": 10692783425.950943, "Ifploss_sum": 63839.5209941864, "Ip0loss_sum": 659336.8022155762, "Ip1loss_sum": 113905.26447868347, "Iskloss_sum": 36436.998140871525, "Ismloss_sum": 16551.266137242317, "nsamp_train": 10693749504.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3197.4024224579334, "vsquare_sum": 157073.5199356079, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3184.966819137335, "Ivsquare_sum": 160952.07292938232, "esstloss_sum": 4754.482095702551, "evstloss_sum": 5937.537557184696, "leadloss_sum": 1740.318635892123, "tdvloss1_sum": 50538.240451812744, "tdvloss2_sum": 29610.62961912155, "tdvloss3_sum": 21367.35487627983, "Iesstloss_sum": 4759.744265296496, "Ievstloss_sum": 6067.212144583464, "Ileadloss_sum": 1708.4496452063322, "Itdvloss1_sum": 50307.625, "Itdvloss2_sum": 29411.682488918304, "Itdvloss3_sum": 21195.96709871292, "sbcdfloss_sum": 26648.16593337059, "sbpdfloss_sum": 18463.709576129913, "sdregloss_sum": 8.093724156846292, "vtimeloss_sum": 23233.12769830227, "Isbcdfloss_sum": 26605.6525349617, "Isbpdfloss_sum": 18399.736758708954, "Isdregloss_sum": 4.87399405267206, "Ivtimeloss_sum": 23214.169257879257, "p0softloss_sum": 2040122.8740844727, "p1softloss_sum": 272480.03298187256, "ptsoftentr_sum": 1987294.6354980469, "Ip0softloss_sum": 2040094.920715332, "Ip1softloss_sum": 272469.26289367676, "norm_noreg_batch": 92252.47887890626, "norm_normal_batch": 182814.2069296875, "norm_output_batch": 39234.029144531254, "sekiweightscale_sum": 2800342.29888916, "norm_normal_gamma_batch": 122037.5746875, "norm_output_noreg_batch": 3286.4719431152344 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4167271808.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4167271808.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.92798502789867, "log_gamma_uncertainty": 0.03711880460347809, "log_gamma_lower_confidence": 80.85374741869171, "log_gamma_upper_confidence": 81.00222263710563, "log_gamma_game_count": 3624, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10663849728-d5263786185/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10663849728-d5263786185", "created_at": "2025-09-07T18:08:48.275919Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10663849728-d5263786185.bin.gz", "model_file_bytes": 271450276, "model_file_sha256": "277d11cba7630117df8028d5e09599f91fb397e76213da7e7a554993489ddec9", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10663849728-d5263786185.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10634183936-d5257270035/?format=api", "train_step": 10663849728, "total_num_data_rows": 5263786185, "extra_stats": { "sums": { "wsum": 10662888862.258804, "nsamp": 10663849728.0, "loss_sum": 6351554.807654939, "oloss_sum": 58043.64362344765, "pacc1_sum": 67345.5655656491, "sloss_sum": 46847.36303059147, "vloss_sum": 69684.45094087977, "Ioloss_sum": 58029.353052651015, "Ipacc1_sum": 67341.79302344249, "Isloss_sum": 46827.93879793334, "Ivloss_sum": 69291.66229284334, "fploss_sum": 20467.670342278074, "p0loss_sum": 209783.10406227762, "p1loss_sum": 36394.04195780267, "pslr_batch": 0.0005680510510510507, "ptentr_sum": 119391.59926540233, "skloss_sum": 8670.615699341486, "smloss_sum": 5134.27519346069, "Ifploss_sum": 20456.697915711255, "Ip0loss_sum": 209689.0750521065, "Ip1loss_sum": 36372.91558745914, "Iskloss_sum": 8661.582360965574, "Ismloss_sum": 5122.1494636229345, "exgnorm_sum": 25.53559745758689, "gnorm_batch": 65808.52616589039, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 990.219527673325, "vsquare_sum": 50115.61186533057, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 980.4713598552548, "Ivsquare_sum": 50684.37572573404, "esstloss_sum": 1282.1320199673446, "evstloss_sum": 1748.6393836967143, "leadloss_sum": 555.8290642986938, "tdvloss1_sum": 15693.741124835404, "tdvloss2_sum": 9223.025119843463, "tdvloss3_sum": 6730.9548267247865, "Iesstloss_sum": 1271.9130014742805, "Ievstloss_sum": 1675.5997996357273, "Ileadloss_sum": 535.7255255697781, "Itdvloss1_sum": 15381.362579290113, "Itdvloss2_sum": 8951.873900319257, "Itdvloss3_sum": 6483.5283855861035, "sbcdfloss_sum": 8358.678091246811, "sbpdfloss_sum": 5892.247082114375, "sdregloss_sum": 2.54430971636532, "vtimeloss_sum": 7554.225951258743, "Isbcdfloss_sum": 8336.031982678765, "Isbpdfloss_sum": 5865.99887935393, "Isdregloss_sum": 1.5297209240307075, "Ivtimeloss_sum": 7540.791469571646, "p0softloss_sum": 652343.4221664735, "p1softloss_sum": 87289.1308467592, "ptsoftentr_sum": 635498.8218920045, "wdnormal_batch": 0.03334725214823849, "Ip0softloss_sum": 652308.6275860408, "Ip1softloss_sum": 87284.19756882377, "gnorm_cap_batch": 228614.64890419113, "norm_noreg_batch": 1596738.6577009528, "window_end_batch": 284771359514.02405, "norm_normal_batch": 3162941.0378195853, "norm_output_batch": 678997.7952606387, "window_start_batch": 275341509461.7017, "sekiweightscale_sum": 710699.703358279, "norm_normal_gamma_batch": 2111450.0756255444, "norm_output_noreg_batch": 56878.9839048697 }, "weights": { "wsum": 4152321920.0, "nsamp": 4152321920.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 54.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127963.19598910007, "gnorm_batch": 54.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 54.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 54.1001001001001, "norm_noreg_batch": 54.1001001001001, "window_end_batch": 54.1001001001001, "norm_normal_batch": 54.1001001001001, "norm_output_batch": 54.1001001001001, "window_start_batch": 54.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 54.1001001001001, "norm_output_noreg_batch": 54.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800085.0396728516, "nsamp": 800256.0, "loss_sum": 19887133.81591797, "oloss_sum": 181546.98500061035, "pacc1_sum": 209314.1099243164, "sloss_sum": 146464.8619041443, "vloss_sum": 221694.12633895874, "Ioloss_sum": 181512.0588607788, "Ipacc1_sum": 209425.169921875, "Isloss_sum": 146410.83861160278, "Ivloss_sum": 221785.35633087158, "fploss_sum": 63879.58708190918, "p0loss_sum": 660002.6978607178, "p1loss_sum": 114022.4746799469, "ptentr_sum": 372674.23890686035, "skloss_sum": 36418.8520424366, "smloss_sum": 16590.253242731094, "wsum_train": 10662888862.258804, "Ifploss_sum": 63836.45977783203, "Ip0loss_sum": 659857.2534179688, "Ip1loss_sum": 113972.46578407288, "Iskloss_sum": 36366.11224591732, "Ismloss_sum": 16579.656250596046, "nsamp_train": 10663849728.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3200.7464879006147, "vsquare_sum": 151533.1706123352, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3194.6630326509476, "Ivsquare_sum": 155405.96923828125, "esstloss_sum": 4536.561486791819, "evstloss_sum": 5899.578143179417, "leadloss_sum": 1813.1804125234485, "tdvloss1_sum": 51536.02947998047, "tdvloss2_sum": 30372.80789375305, "tdvloss3_sum": 22074.637256383896, "Iesstloss_sum": 4523.4414484761655, "Ievstloss_sum": 6077.417217075825, "Ileadloss_sum": 1789.2558648101985, "Itdvloss1_sum": 51552.82581138611, "Itdvloss2_sum": 30402.283133983612, "Itdvloss3_sum": 22102.39577317238, "sbcdfloss_sum": 26744.54819536209, "sbpdfloss_sum": 18526.272120952606, "sdregloss_sum": 7.380595398833975, "vtimeloss_sum": 22817.623616576195, "Isbcdfloss_sum": 26706.723014831543, "Isbpdfloss_sum": 18462.645873069763, "Isdregloss_sum": 4.421192183683161, "Ivtimeloss_sum": 22803.370994210243, "p0softloss_sum": 2039882.2532348633, "p1softloss_sum": 272567.3131866455, "ptsoftentr_sum": 1987058.409790039, "Ip0softloss_sum": 2039868.0319824219, "Ip1softloss_sum": 272558.0574417114, "norm_noreg_batch": 92262.327, "norm_normal_batch": 182760.3566953125, "norm_output_batch": 39233.68723828125, "sekiweightscale_sum": 2800297.6388549805, "norm_normal_gamma_batch": 122003.39627343751, "norm_output_noreg_batch": 3286.5730649414063 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4152321920.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4152321920.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.91981503132071, "log_gamma_uncertainty": 0.036594678484802676, "log_gamma_lower_confidence": 80.8466256743511, "log_gamma_upper_confidence": 80.99300438829032, "log_gamma_game_count": 3635, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10634183936-d5257270035/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10634183936-d5257270035", "created_at": "2025-09-06T11:57:36.846645Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10634183936-d5257270035.bin.gz", "model_file_bytes": 271440512, "model_file_sha256": "4f5977ad4fa9ac59078991c32918a28db114bf8ad05db0637e9d29664e862aab", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10634183936-d5257270035.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10604288256-d5249466332/?format=api", "train_step": 10634183936, "total_num_data_rows": 5257270035, "extra_stats": { "sums": { "wsum": 10633227994.925919, "nsamp": 10634183936.0, "loss_sum": 6350243.563942037, "oloss_sum": 57932.110087691995, "pacc1_sum": 67464.3603388452, "sloss_sum": 46750.156972180484, "vloss_sum": 69704.94600087486, "Ioloss_sum": 57918.65341462773, "Ipacc1_sum": 67475.03564142679, "Isloss_sum": 46730.480721717504, "Ivloss_sum": 69231.40015463035, "fploss_sum": 20405.48331754681, "p0loss_sum": 209492.24607982268, "p1loss_sum": 36373.18253309762, "pslr_batch": 0.00044205105105105086, "ptentr_sum": 119229.07324619235, "skloss_sum": 8719.739467201816, "smloss_sum": 5212.657108574369, "Ifploss_sum": 20394.67269369443, "Ip0loss_sum": 209381.26552672725, "Ip1loss_sum": 36353.422824778274, "Iskloss_sum": 8709.516234568042, "Ismloss_sum": 5194.642094165933, "exgnorm_sum": 4057.486191505091, "gnorm_batch": 50736.42950240338, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 991.7181319769998, "vsquare_sum": 50164.548193359915, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 979.4263026787155, "Ivsquare_sum": 50766.43212784773, "esstloss_sum": 1260.2995833033565, "evstloss_sum": 1787.4598675238974, "leadloss_sum": 546.1787797703355, "tdvloss1_sum": 15805.664484364544, "tdvloss2_sum": 9311.3907396849, "tdvloss3_sum": 6806.1715049018185, "Iesstloss_sum": 1242.2063074930802, "Ievstloss_sum": 1703.144784618883, "Ileadloss_sum": 525.3447918383173, "Itdvloss1_sum": 15429.40731525988, "Itdvloss2_sum": 8987.695961324152, "Itdvloss3_sum": 6516.4888274664845, "sbcdfloss_sum": 8446.22130004255, "sbpdfloss_sum": 5901.687539008715, "sdregloss_sum": 2.732156570190374, "vtimeloss_sum": 7329.20295835325, "Isbcdfloss_sum": 8420.41874598388, "Isbpdfloss_sum": 5875.630718681905, "Isdregloss_sum": 1.4690208076755737, "Ivtimeloss_sum": 7313.967262559927, "p0softloss_sum": 652391.8216109608, "p1softloss_sum": 87141.85449663458, "ptsoftentr_sum": 635580.2789829823, "wdnormal_batch": 0.025937471586283484, "Ip0softloss_sum": 652351.9068360543, "Ip1softloss_sum": 87136.82767803692, "gnorm_cap_batch": 177905.39362048023, "norm_noreg_batch": 1242685.7646282925, "window_end_batch": 221331594726.75677, "norm_normal_batch": 2460811.9622409195, "norm_output_batch": 528386.6283287427, "window_start_batch": 213999659498.14215, "sekiweightscale_sum": 706633.3953725712, "norm_normal_gamma_batch": 1642740.7288268642, "norm_output_noreg_batch": 44262.27883979582 }, "weights": { "wsum": 4137489024.0, "nsamp": 4137489024.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 42.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127970.41684148632, "gnorm_batch": 42.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 42.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 42.1001001001001, "norm_noreg_batch": 42.1001001001001, "window_end_batch": 42.1001001001001, "norm_normal_batch": 42.1001001001001, "norm_output_batch": 42.1001001001001, "window_start_batch": 42.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 42.1001001001001, "norm_output_noreg_batch": 42.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800080.9797363281, "nsamp": 800256.0, "loss_sum": 19879530.670898438, "oloss_sum": 181896.99770736694, "pacc1_sum": 210302.99993896484, "sloss_sum": 146734.24684906006, "vloss_sum": 220476.3443107605, "Ioloss_sum": 181845.81247711182, "Ipacc1_sum": 210255.87994384766, "Isloss_sum": 146667.59198760986, "Ivloss_sum": 220974.3762397766, "fploss_sum": 63897.58533287048, "p0loss_sum": 658212.8012695312, "p1loss_sum": 113724.11956977844, "ptentr_sum": 372761.12910461426, "skloss_sum": 37785.713742375374, "smloss_sum": 16736.783983945847, "wsum_train": 10633227994.925919, "Ifploss_sum": 63851.09253883362, "Ip0loss_sum": 658142.9953613281, "Ip1loss_sum": 113684.01504898071, "Iskloss_sum": 37745.76149618626, "Ismloss_sum": 16724.81049346924, "nsamp_train": 10634183936.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3202.4681352972984, "vsquare_sum": 152636.66757965088, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3193.766075387597, "Ivsquare_sum": 157512.27838516235, "esstloss_sum": 4535.437185360119, "evstloss_sum": 5730.121452093124, "leadloss_sum": 1705.2926252447069, "tdvloss1_sum": 50923.3340215683, "tdvloss2_sum": 29876.26668357849, "tdvloss3_sum": 21610.77790927887, "Iesstloss_sum": 4538.0541006382555, "Ievstloss_sum": 6176.8821958601475, "Ileadloss_sum": 1674.0317159891129, "Itdvloss1_sum": 51383.10775947571, "Itdvloss2_sum": 30289.407690048218, "Itdvloss3_sum": 21994.417435884476, "sbcdfloss_sum": 26896.392117023468, "sbpdfloss_sum": 18553.5543551445, "sdregloss_sum": 8.210274189244956, "vtimeloss_sum": 23011.618362903595, "Isbcdfloss_sum": 26871.007766723633, "Isbpdfloss_sum": 18513.577061653137, "Isdregloss_sum": 5.07144263893133, "Ivtimeloss_sum": 22993.80069565773, "p0softloss_sum": 2039572.5871582031, "p1softloss_sum": 272444.3445739746, "ptsoftentr_sum": 1986898.2858276367, "Ip0softloss_sum": 2039583.7533569336, "Ip1softloss_sum": 272438.12171173096, "norm_noreg_batch": 92271.54015234375, "norm_normal_batch": 182718.85171875, "norm_output_batch": 39233.55291796875, "sekiweightscale_sum": 2800283.4290771484, "norm_normal_gamma_batch": 121975.8239765625, "norm_output_noreg_batch": 3286.5486430664064 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4137489024.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4137489024.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.89851736237837, "log_gamma_uncertainty": 0.037100174395645176, "log_gamma_lower_confidence": 80.82431701358708, "log_gamma_upper_confidence": 80.97271771116966, "log_gamma_game_count": 3628, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10604288256-d5249466332/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10604288256-d5249466332", "created_at": "2025-09-05T05:31:21.470974Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10604288256-d5249466332.bin.gz", "model_file_bytes": 271445692, "model_file_sha256": "5501c72295b339714c7adc6b34f8fe8e0461e91e9805e05c275292800ea48832", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10604288256-d5249466332.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10574395648-d5238929409/?format=api", "train_step": 10604288256, "total_num_data_rows": 5249466332, "extra_stats": { "sums": { "wsum": 10603337379.593521, "nsamp": 10604288256.0, "loss_sum": 6351433.74968131, "oloss_sum": 58123.649266472836, "pacc1_sum": 67372.9247772505, "sloss_sum": 46903.787611502936, "vloss_sum": 69729.3516596318, "Ioloss_sum": 58109.97644746223, "Ipacc1_sum": 67401.6350515374, "Isloss_sum": 46883.78593336214, "Ivloss_sum": 69245.63288137279, "fploss_sum": 20460.555266471212, "p0loss_sum": 209527.10574813923, "p1loss_sum": 36368.082921164714, "pslr_batch": 0.0001690510510510511, "ptentr_sum": 119497.24881408647, "skloss_sum": 8467.725277543335, "smloss_sum": 5240.444514681758, "Ifploss_sum": 20449.190276647, "Ip0loss_sum": 209417.5631985525, "Ip1loss_sum": 36349.2237184589, "Iskloss_sum": 8462.422574115646, "Ismloss_sum": 5223.793999750795, "exgnorm_sum": 4.4015292381944974e-07, "gnorm_batch": 18965.652111832835, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 1005.7938774993723, "vsquare_sum": 50213.68472601749, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 994.1125553417346, "Ivsquare_sum": 50730.68713949794, "esstloss_sum": 1342.5877077087657, "evstloss_sum": 1767.3388889355078, "leadloss_sum": 558.8336257683343, "tdvloss1_sum": 15768.985094844109, "tdvloss2_sum": 9270.055580527604, "tdvloss3_sum": 6762.443360003078, "Iesstloss_sum": 1329.4043637154414, "Ievstloss_sum": 1688.9984627857825, "Ileadloss_sum": 539.1833132580072, "Itdvloss1_sum": 15404.067538436755, "Itdvloss2_sum": 8963.429533548582, "Itdvloss3_sum": 6492.951454917749, "sbcdfloss_sum": 8485.589615295245, "sbpdfloss_sum": 5923.624672870521, "sdregloss_sum": 2.5248116096682858, "vtimeloss_sum": 7333.081032180524, "Isbcdfloss_sum": 8456.835091425319, "Isbpdfloss_sum": 5896.058914972401, "Isdregloss_sum": 1.4708983315930695, "Ivtimeloss_sum": 7318.526170987757, "p0softloss_sum": 652360.8616121345, "p1softloss_sum": 87289.74813208485, "ptsoftentr_sum": 635557.0754741218, "wdnormal_batch": 0.009914835686697225, "Ip0softloss_sum": 652320.5465318166, "Ip1softloss_sum": 87285.07142743382, "gnorm_cap_batch": 68035.34050577307, "norm_noreg_batch": 475278.95290107565, "window_end_batch": 84516933417.3053, "norm_normal_batch": 940856.0189924403, "norm_output_batch": 202067.34626337123, "window_start_batch": 81715894642.04204, "sekiweightscale_sum": 704334.7353235914, "norm_normal_gamma_batch": 628104.8805428385, "norm_output_noreg_batch": 16927.186979224738 }, "weights": { "wsum": 4122541184.0, "nsamp": 4122541184.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 16.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127903.44280769095, "gnorm_batch": 16.1001000991001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 16.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 16.1001001001001, "norm_noreg_batch": 16.1001001001001, "window_end_batch": 16.1001001001001, "norm_normal_batch": 16.1001001001001, "norm_output_batch": 16.1001001001001, "window_start_batch": 16.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 16.1001001001001, "norm_output_noreg_batch": 16.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800088.8397216797, "nsamp": 800256.0, "loss_sum": 19876477.55078125, "oloss_sum": 181927.25635147095, "pacc1_sum": 209827.37994766235, "sloss_sum": 146781.50987243652, "vloss_sum": 220871.32902526855, "Ioloss_sum": 181888.38385391235, "Ipacc1_sum": 209829.62994384766, "Isloss_sum": 146721.0747718811, "Ivloss_sum": 220791.80311965942, "fploss_sum": 63960.26143074036, "p0loss_sum": 658851.1505737305, "p1loss_sum": 114010.8377456665, "ptentr_sum": 372196.17851257324, "skloss_sum": 36611.70922553539, "smloss_sum": 16809.081594109535, "wsum_train": 10603337379.593521, "Ifploss_sum": 63916.51920700073, "Ip0loss_sum": 658758.7706298828, "Ip1loss_sum": 113958.84730148315, "Iskloss_sum": 36574.73492145538, "Ismloss_sum": 16797.20310997963, "nsamp_train": 10604288256.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3237.8800127208233, "vsquare_sum": 154243.8154411316, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3233.830823779106, "Ivsquare_sum": 159238.64031982422, "esstloss_sum": 4646.769998913631, "evstloss_sum": 5789.499282121658, "leadloss_sum": 1722.8756323140115, "tdvloss1_sum": 50779.18574619293, "tdvloss2_sum": 29641.42924308777, "tdvloss3_sum": 21345.05251121521, "Iesstloss_sum": 4630.28816595301, "Ievstloss_sum": 5911.250354737043, "Ileadloss_sum": 1717.8791934736073, "Itdvloss1_sum": 50652.57863521576, "Itdvloss2_sum": 29502.787534236908, "Itdvloss3_sum": 21210.62014055252, "sbcdfloss_sum": 26985.9235830307, "sbpdfloss_sum": 18545.61834716797, "sdregloss_sum": 8.083708170393948, "vtimeloss_sum": 22862.489605545998, "Isbcdfloss_sum": 26957.753605365753, "Isbpdfloss_sum": 18486.068965911865, "Isdregloss_sum": 4.918812828371301, "Ivtimeloss_sum": 22855.806375980377, "p0softloss_sum": 2039595.0307006836, "p1softloss_sum": 272738.8657608032, "ptsoftentr_sum": 1987041.0036010742, "Ip0softloss_sum": 2039583.9843139648, "Ip1softloss_sum": 272727.8140411377, "norm_noreg_batch": 92280.24655078124, "norm_normal_batch": 182676.9804140625, "norm_output_batch": 39233.452177734376, "sekiweightscale_sum": 2800310.939025879, "norm_normal_gamma_batch": 121953.0627890625, "norm_output_noreg_batch": 3286.5868022460936 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4122541184.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4122541184.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.93845261199975, "log_gamma_uncertainty": 0.036439034903393536, "log_gamma_lower_confidence": 80.86557454219296, "log_gamma_upper_confidence": 81.01133068180654, "log_gamma_game_count": 3670, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10574395648-d5238929409/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10574395648-d5238929409", "created_at": "2025-09-03T23:10:10.427534Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10574395648-d5238929409.bin.gz", "model_file_bytes": 271438978, "model_file_sha256": "9bdcc3f2cfc6ad201497439bfaf033e75d3e07c4be73bc9cf6439f761cae3b87", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10574395648-d5238929409.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10544735488-d5229296520/?format=api", "train_step": 10574395648, "total_num_data_rows": 5238929409, "extra_stats": { "sums": { "wsum": 10573449759.980972, "nsamp": 10574395648.0, "loss_sum": 6351684.329372197, "oloss_sum": 58128.84285782403, "pacc1_sum": 67745.73766815015, "sloss_sum": 46923.53516784391, "vloss_sum": 69690.48738506713, "Ioloss_sum": 58115.574221014984, "Ipacc1_sum": 67769.10083664827, "Isloss_sum": 46904.36553416629, "Ivloss_sum": 69267.94651365544, "fploss_sum": 20422.058195515376, "p0loss_sum": 209022.71005175335, "p1loss_sum": 36282.34529298401, "pslr_batch": 0.0002950510510510511, "ptentr_sum": 119072.819641121, "skloss_sum": 8680.878592174502, "smloss_sum": 5229.043784415445, "Ifploss_sum": 20410.520291897996, "Ip0loss_sum": 208912.5884069183, "Ip1loss_sum": 36266.11834105519, "Iskloss_sum": 8673.746981785385, "Ismloss_sum": 5215.1672877709625, "exgnorm_sum": 2016.3898760929499, "gnorm_batch": 33470.82648519209, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 985.5478602544209, "vsquare_sum": 50122.43796773086, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 974.8735426523701, "Ivsquare_sum": 50674.753291431625, "esstloss_sum": 1295.0961270884634, "evstloss_sum": 1752.3298980024647, "leadloss_sum": 550.0030276408527, "tdvloss1_sum": 15760.89064059216, "tdvloss2_sum": 9256.186908815445, "tdvloss3_sum": 6757.9811999255735, "Iesstloss_sum": 1279.4953752683678, "Ievstloss_sum": 1660.426936751685, "Ileadloss_sum": 530.0232630205136, "Itdvloss1_sum": 15410.755351696595, "Itdvloss2_sum": 8945.866219184156, "Itdvloss3_sum": 6472.807190148969, "sbcdfloss_sum": 8464.862829349488, "sbpdfloss_sum": 5912.8360879932425, "sdregloss_sum": 2.7499042671092697, "vtimeloss_sum": 7313.812272847146, "Isbcdfloss_sum": 8437.337321267463, "Isbpdfloss_sum": 5887.054979093088, "Isdregloss_sum": 1.6223644601668776, "Ivtimeloss_sum": 7303.311250158511, "p0softloss_sum": 652506.1076648494, "p1softloss_sum": 87244.72481615635, "ptsoftentr_sum": 635750.4924848174, "wdnormal_batch": 0.01729843791265677, "Ip0softloss_sum": 652469.2316524048, "Ip1softloss_sum": 87240.1084956598, "gnorm_cap_batch": 118744.59578948414, "norm_noreg_batch": 829597.2609607949, "window_end_batch": 147214440810.25824, "norm_normal_batch": 1641819.5068420265, "norm_output_batch": 352673.0719791937, "window_start_batch": 142332456122.2182, "sekiweightscale_sum": 706338.0677548143, "norm_normal_gamma_batch": 1096082.7935320465, "norm_output_noreg_batch": 29543.49657734715 }, "weights": { "wsum": 4107594880.0, "nsamp": 4107594880.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 28.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127875.97494110052, "gnorm_batch": 28.099100100100102, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 28.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 28.1001001001001, "norm_noreg_batch": 28.1001001001001, "window_end_batch": 28.1001001001001, "norm_normal_batch": 28.1001001001001, "norm_output_batch": 28.1001001001001, "window_start_batch": 28.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 28.1001001001001, "norm_output_noreg_batch": 28.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800083.9196777344, "nsamp": 800256.0, "loss_sum": 19878077.69482422, "oloss_sum": 182063.61892318726, "pacc1_sum": 210026.0499267578, "sloss_sum": 146854.27530288696, "vloss_sum": 221967.95806503296, "Ioloss_sum": 182014.37586593628, "Ipacc1_sum": 210109.0499267578, "Isloss_sum": 146793.48918533325, "Ivloss_sum": 224055.88011550903, "fploss_sum": 63959.16794586182, "p0loss_sum": 658212.1163330078, "p1loss_sum": 113791.6322555542, "ptentr_sum": 372289.1562271118, "skloss_sum": 37229.37251985073, "smloss_sum": 16810.49898481369, "wsum_train": 10573449759.980972, "Ifploss_sum": 63914.926794052124, "Ip0loss_sum": 658223.0979003906, "Ip1loss_sum": 113749.82329177856, "Iskloss_sum": 37182.47601878643, "Ismloss_sum": 16831.258891940117, "nsamp_train": 10574395648.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3317.1850686371326, "vsquare_sum": 159191.9457244873, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3336.216877132654, "Ivsquare_sum": 164847.86583328247, "esstloss_sum": 4878.074478928, "evstloss_sum": 6639.638605862856, "leadloss_sum": 1906.1265137083828, "tdvloss1_sum": 52653.87350654602, "tdvloss2_sum": 31492.941363811493, "tdvloss3_sum": 23091.844427108765, "Iesstloss_sum": 4883.011313026771, "Ievstloss_sum": 7522.052953898907, "Ileadloss_sum": 1929.7403149344027, "Itdvloss1_sum": 54471.684354782104, "Itdvloss2_sum": 33096.292025089264, "Itdvloss3_sum": 24618.80713558197, "sbcdfloss_sum": 26998.576840877533, "sbpdfloss_sum": 18594.408041000366, "sdregloss_sum": 7.774490064824931, "vtimeloss_sum": 22470.876399040222, "Isbcdfloss_sum": 27026.09202337265, "Isbpdfloss_sum": 18598.242258548737, "Isdregloss_sum": 4.6052157948724926, "Ivtimeloss_sum": 22490.578995347023, "p0softloss_sum": 2039266.1806640625, "p1softloss_sum": 272521.0634613037, "ptsoftentr_sum": 1986610.9489135742, "Ip0softloss_sum": 2039303.6227416992, "Ip1softloss_sum": 272515.65814208984, "norm_noreg_batch": 92288.62325390625, "norm_normal_batch": 182644.682484375, "norm_output_batch": 39233.17437890625, "sekiweightscale_sum": 2800293.7188720703, "norm_normal_gamma_batch": 121934.0625703125, "norm_output_noreg_batch": 3286.5715385742187 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4107594880.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4107594880.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.97510660682613, "log_gamma_uncertainty": 0.0372181516779758, "log_gamma_lower_confidence": 80.90067030347018, "log_gamma_upper_confidence": 81.04954291018208, "log_gamma_game_count": 3608, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10544735488-d5229296520/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10544735488-d5229296520", "created_at": "2025-09-02T16:58:20.319794Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10544735488-d5229296520.bin.gz", "model_file_bytes": 271439386, "model_file_sha256": "87a9a8cefad1bbdcda9b63089ff03d88fefff692d78217daab9d32ec9bb7a301", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10544735488-d5229296520.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10514128640-d5220381353/?format=api", "train_step": 10544735488, "total_num_data_rows": 5229296520, "extra_stats": { "sums": { "wsum": 10543794524.488297, "nsamp": 10544735488.0, "loss_sum": 6349563.386402182, "oloss_sum": 58169.89317548372, "pacc1_sum": 67674.80930784997, "sloss_sum": 46959.466542790164, "vloss_sum": 69595.25381471658, "Ioloss_sum": 58156.78963119182, "Ipacc1_sum": 67701.44331567355, "Isloss_sum": 46940.460876385376, "Ivloss_sum": 69165.45167216349, "fploss_sum": 20437.380560867645, "p0loss_sum": 209109.1046274295, "p1loss_sum": 36291.2968357361, "pslr_batch": 0.0004840510510510508, "ptentr_sum": 119071.0561854046, "skloss_sum": 8684.605392736055, "smloss_sum": 5221.749933539861, "Ifploss_sum": 20426.233997485615, "Ip0loss_sum": 209012.23686588067, "Ip1loss_sum": 36272.18898400021, "Iskloss_sum": 8677.615252010468, "Ismloss_sum": 5206.68527074257, "exgnorm_sum": 78106.76657246304, "gnorm_batch": 52103.624288400046, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 996.1721897475327, "vsquare_sum": 50115.839272428966, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 984.407105699994, "Ivsquare_sum": 50647.55460006879, "esstloss_sum": 1391.029620910144, "evstloss_sum": 1742.678949590242, "leadloss_sum": 544.1882482193098, "tdvloss1_sum": 15663.686178362044, "tdvloss2_sum": 9223.926327300676, "tdvloss3_sum": 6751.3091189402785, "Iesstloss_sum": 1372.7039342850405, "Ievstloss_sum": 1673.3373532151154, "Ileadloss_sum": 524.6138301537551, "Itdvloss1_sum": 15329.35637285235, "Itdvloss2_sum": 8938.786480660705, "Itdvloss3_sum": 6495.613914367849, "sbcdfloss_sum": 8454.512587716175, "sbpdfloss_sum": 5906.995779267449, "sdregloss_sum": 2.6092854208530505, "vtimeloss_sum": 7274.051505246633, "Isbcdfloss_sum": 8429.26505153376, "Isbpdfloss_sum": 5880.908460818473, "Isdregloss_sum": 1.5209672916334411, "Ivtimeloss_sum": 7264.255157163801, "p0softloss_sum": 652300.3918657969, "p1softloss_sum": 87178.30829742755, "ptsoftentr_sum": 635515.0443741945, "wdnormal_batch": 0.028366325406683438, "Ip0softloss_sum": 652263.9505499207, "Ip1softloss_sum": 87173.19035458217, "gnorm_cap_batch": 194808.47871505053, "norm_noreg_batch": 1361146.8954804668, "window_end_batch": 241071093025.1051, "norm_normal_batch": 2692963.615614619, "norm_output_batch": 578578.8247298761, "window_start_batch": 233072030837.02902, "sekiweightscale_sum": 709334.4386505795, "norm_normal_gamma_batch": 1797932.216014497, "norm_output_noreg_batch": 48467.63049708028 }, "weights": { "wsum": 4092764800.0, "nsamp": 4092764800.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 46.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127994.738831491, "gnorm_batch": 46.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 46.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 46.1001001001001, "norm_noreg_batch": 46.1001001001001, "window_end_batch": 46.1001001001001, "norm_normal_batch": 46.1001001001001, "norm_output_batch": 46.1001001001001, "window_start_batch": 46.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 46.1001001001001, "norm_output_noreg_batch": 46.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800066.6596679688, "nsamp": 800256.0, "loss_sum": 19871653.981445312, "oloss_sum": 181732.58609771729, "pacc1_sum": 210408.65991210938, "sloss_sum": 146654.07538604736, "vloss_sum": 219667.24765014648, "Ioloss_sum": 181696.7739753723, "Ipacc1_sum": 210377.21990966797, "Isloss_sum": 146594.7299003601, "Ivloss_sum": 219309.55432891846, "fploss_sum": 63957.53105735779, "p0loss_sum": 657509.882888794, "p1loss_sum": 113869.15613174438, "ptentr_sum": 372640.7187194824, "skloss_sum": 37408.13632500172, "smloss_sum": 16684.920526862144, "wsum_train": 10543794524.488297, "Ifploss_sum": 63914.78670501709, "Ip0loss_sum": 657463.3172607422, "Ip1loss_sum": 113830.51258659363, "Iskloss_sum": 37348.114597439766, "Ismloss_sum": 16673.274409413338, "nsamp_train": 10544735488.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3224.165668338537, "vsquare_sum": 157286.04415130615, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3216.9283550679684, "Ivsquare_sum": 160989.94621276855, "esstloss_sum": 4733.104666384868, "evstloss_sum": 5978.489954084158, "leadloss_sum": 1833.2611438669264, "tdvloss1_sum": 50759.38674068451, "tdvloss2_sum": 29762.724770069122, "tdvloss3_sum": 21463.41353726387, "Iesstloss_sum": 4754.16320919618, "Ievstloss_sum": 6058.99513605237, "Ileadloss_sum": 1814.4720325283706, "Itdvloss1_sum": 50474.16031169891, "Itdvloss2_sum": 29519.977744102478, "Itdvloss3_sum": 21251.829749584198, "sbcdfloss_sum": 26818.123136520386, "sbpdfloss_sum": 18527.586534023285, "sdregloss_sum": 8.548693940334488, "vtimeloss_sum": 22412.32777583599, "Isbcdfloss_sum": 26784.580361366272, "Isbpdfloss_sum": 18465.780444145203, "Isdregloss_sum": 4.800574989640154, "Ivtimeloss_sum": 22394.63662981987, "p0softloss_sum": 2039101.731262207, "p1softloss_sum": 272660.0367279053, "ptsoftentr_sum": 1986540.7578735352, "Ip0softloss_sum": 2039087.6088256836, "Ip1softloss_sum": 272649.3237991333, "norm_noreg_batch": 92298.0195703125, "norm_normal_batch": 182607.0361640625, "norm_output_batch": 39232.850789062504, "sekiweightscale_sum": 2800233.3088378906, "norm_normal_gamma_batch": 121915.978171875, "norm_output_noreg_batch": 3286.5352873535157 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4092764800.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4092764800.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.95685695466501, "log_gamma_uncertainty": 0.03771549147644212, "log_gamma_lower_confidence": 80.88142597171213, "log_gamma_upper_confidence": 81.0322879376179, "log_gamma_game_count": 3594, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10514128640-d5220381353/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10514128640-d5220381353", "created_at": "2025-09-01T10:01:38.339469Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10514128640-d5220381353.bin.gz", "model_file_bytes": 271446737, "model_file_sha256": "63864b9ad91eeeaa831140843b82a8f333df7ee8117c353c78804d2fd4367717", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10514128640-d5220381353.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10484473088-d5210238239/?format=api", "train_step": 10514128640, "total_num_data_rows": 5220381353, "extra_stats": { "sums": { "wsum": 10513192944.93605, "nsamp": 10514128640.0, "loss_sum": 6350349.506259066, "oloss_sum": 58001.33665863167, "pacc1_sum": 67472.03512000458, "sloss_sum": 46819.153492032, "vloss_sum": 69752.11923779565, "Ioloss_sum": 57987.866536950256, "Ipacc1_sum": 67502.87651453548, "Isloss_sum": 46800.27038539757, "Ivloss_sum": 69315.28676361177, "fploss_sum": 20409.989765259805, "p0loss_sum": 209861.50445061785, "p1loss_sum": 36332.288077050085, "pslr_batch": 0.00025305105105105115, "ptentr_sum": 119692.85342096635, "skloss_sum": 8783.420716994267, "smloss_sum": 5225.19453772223, "Ifploss_sum": 20398.806234262996, "Ip0loss_sum": 209755.53497869562, "Ip1loss_sum": 36312.6982283446, "Iskloss_sum": 8776.218673328214, "Ismloss_sum": 5208.863983241485, "exgnorm_sum": 455.385718779116, "gnorm_batch": 28321.167391209667, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 997.5851879657178, "vsquare_sum": 50135.501407302305, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 985.6607787015174, "Ivsquare_sum": 50649.4323955815, "esstloss_sum": 1413.8058694858, "evstloss_sum": 1740.3825151290478, "leadloss_sum": 556.0582355029754, "tdvloss1_sum": 15785.916229069591, "tdvloss2_sum": 9256.704710716798, "tdvloss3_sum": 6745.9080461577905, "Iesstloss_sum": 1401.4798001089011, "Ievstloss_sum": 1659.586693993521, "Ileadloss_sum": 535.658309660829, "Itdvloss1_sum": 15441.252273969922, "Itdvloss2_sum": 8957.361448376007, "Itdvloss3_sum": 6472.484080288088, "sbcdfloss_sum": 8459.646257788503, "sbpdfloss_sum": 5907.903263677441, "sdregloss_sum": 2.4832466389894243, "vtimeloss_sum": 7212.14292101432, "Isbcdfloss_sum": 8431.844366634743, "Isbpdfloss_sum": 5883.898612432015, "Isdregloss_sum": 1.519707110017756, "Ivtimeloss_sum": 7198.38849769279, "p0softloss_sum": 652327.4111767045, "p1softloss_sum": 87150.27669808643, "ptsoftentr_sum": 635547.7803471256, "wdnormal_batch": 0.014820730432587475, "Ip0softloss_sum": 652290.0920049576, "Ip1softloss_sum": 87145.15250021887, "gnorm_cap_batch": 101841.51069491378, "norm_noreg_batch": 711647.2140701666, "window_end_batch": 125811713167.996, "norm_normal_batch": 1407424.9571900284, "norm_output_batch": 302465.56587382156, "window_start_batch": 121634902117.35336, "sekiweightscale_sum": 708578.597636584, "norm_normal_gamma_batch": 939724.2885011579, "norm_output_noreg_batch": 25338.291126756245 }, "weights": { "wsum": 4077461376.0, "nsamp": 4077461376.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 24.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127846.17064638881, "gnorm_batch": 24.099100100100102, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 24.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 24.1001001001001, "norm_noreg_batch": 24.1001001001001, "window_end_batch": 24.1001001001001, "norm_normal_batch": 24.1001001001001, "norm_output_batch": 24.1001001001001, "window_start_batch": 24.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 24.1001001001001, "norm_output_noreg_batch": 24.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800087.2996826172, "nsamp": 800256.0, "loss_sum": 19877912.93359375, "oloss_sum": 181751.84144592285, "pacc1_sum": 210090.36993408203, "sloss_sum": 146665.77589416504, "vloss_sum": 221399.531791687, "Ioloss_sum": 181698.9585609436, "Ipacc1_sum": 210045.61993408203, "Isloss_sum": 146601.9577484131, "Ivloss_sum": 221256.1414680481, "fploss_sum": 63869.297006607056, "p0loss_sum": 659245.745010376, "p1loss_sum": 113951.0184841156, "ptentr_sum": 373277.20557403564, "skloss_sum": 35751.24375343323, "smloss_sum": 16935.438375473022, "wsum_train": 10513192944.93605, "Ifploss_sum": 63825.1263923645, "Ip0loss_sum": 659044.5946655273, "Ip1loss_sum": 113888.2198600769, "Iskloss_sum": 35706.407532572746, "Ismloss_sum": 16929.897522568703, "nsamp_train": 10514128640.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3277.989532455802, "vsquare_sum": 156009.12352371216, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3276.318149164319, "Ivsquare_sum": 160735.01065444946, "esstloss_sum": 4881.221477560699, "evstloss_sum": 6524.473749577999, "leadloss_sum": 1792.7885499820113, "tdvloss1_sum": 52231.482513427734, "tdvloss2_sum": 31130.65718269348, "tdvloss3_sum": 22722.507280111313, "Iesstloss_sum": 4860.7247450351715, "Ievstloss_sum": 6750.933873385191, "Ileadloss_sum": 1789.471493564546, "Itdvloss1_sum": 52159.97113990784, "Itdvloss2_sum": 31112.40217781067, "Itdvloss3_sum": 22755.47973036766, "sbcdfloss_sum": 27105.26508808136, "sbpdfloss_sum": 18604.256318569183, "sdregloss_sum": 8.57268293260131, "vtimeloss_sum": 22221.122013688087, "Isbcdfloss_sum": 27080.245993614197, "Isbpdfloss_sum": 18556.773814201355, "Isdregloss_sum": 4.92467137685162, "Ivtimeloss_sum": 22208.584642648697, "p0softloss_sum": 2040064.0802001953, "p1softloss_sum": 272359.3755264282, "ptsoftentr_sum": 1987234.8501586914, "Ip0softloss_sum": 2039972.309753418, "Ip1softloss_sum": 272344.63553619385, "norm_noreg_batch": 92307.12282421875, "norm_normal_batch": 182555.51821875002, "norm_output_batch": 39232.51193554688, "sekiweightscale_sum": 2800305.54888916, "norm_normal_gamma_batch": 121890.6160546875, "norm_output_noreg_batch": 3286.601302734375 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4077461376.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4077461376.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.89718283911651, "log_gamma_uncertainty": 0.037527814836786036, "log_gamma_lower_confidence": 80.82212720944294, "log_gamma_upper_confidence": 80.97223846879008, "log_gamma_game_count": 3685, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10484473088-d5210238239/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10484473088-d5210238239", "created_at": "2025-08-31T03:50:22.526138Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10484473088-d5210238239.bin.gz", "model_file_bytes": 271440725, "model_file_sha256": "8d90c42c441b4b8ccb6d6b90e203c787640628d50f54cab7d1279ce79c2fa111", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10484473088-d5210238239.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10454102784-d5202721081/?format=api", "train_step": 10484473088, "total_num_data_rows": 5210238239, "extra_stats": { "sums": { "wsum": 10483542321.403214, "nsamp": 10484473088.0, "loss_sum": 6350691.339129061, "oloss_sum": 58066.11138788683, "pacc1_sum": 67567.9551723667, "sloss_sum": 46874.60153428735, "vloss_sum": 69808.81008077494, "Ioloss_sum": 58053.1423248802, "Ipacc1_sum": 67593.22483608773, "Isloss_sum": 46855.82920854285, "Ivloss_sum": 69370.49573520661, "fploss_sum": 20437.980526652424, "p0loss_sum": 209373.5036698883, "p1loss_sum": 36309.55336871158, "pslr_batch": 0.0002950510510510511, "ptentr_sum": 119275.52199788357, "skloss_sum": 8588.883763411588, "smloss_sum": 5252.591504455286, "Ifploss_sum": 20427.49147323624, "Ip0loss_sum": 209283.46608946615, "Ip1loss_sum": 36288.803319185434, "Iskloss_sum": 8579.440775633057, "Ismloss_sum": 5239.606408077716, "exgnorm_sum": 2326.804504999983, "gnorm_batch": 33067.454724811876, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 984.5373190775134, "vsquare_sum": 50043.89878465483, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 974.0865651588766, "Ivsquare_sum": 50570.524357743954, "esstloss_sum": 1293.0692182358005, "evstloss_sum": 1767.662285520202, "leadloss_sum": 548.9626475555216, "tdvloss1_sum": 15786.304915184039, "tdvloss2_sum": 9292.236155488888, "tdvloss3_sum": 6794.1844968298865, "Iesstloss_sum": 1269.9247725399605, "Ievstloss_sum": 1694.7445547663024, "Ileadloss_sum": 530.903431164836, "Itdvloss1_sum": 15447.73991449927, "Itdvloss2_sum": 9009.192687137358, "Itdvloss3_sum": 6545.83533661505, "sbcdfloss_sum": 8481.09488569337, "sbpdfloss_sum": 5907.833399005349, "sdregloss_sum": 2.662253380684325, "vtimeloss_sum": 7307.123972887308, "Isbcdfloss_sum": 8456.197000088045, "Isbpdfloss_sum": 5883.301143349864, "Isdregloss_sum": 1.5409363253837258, "Ivtimeloss_sum": 7290.727082161265, "p0softloss_sum": 652423.4872451784, "p1softloss_sum": 87161.80868733158, "ptsoftentr_sum": 635638.4884080596, "wdnormal_batch": 0.017270415759675695, "Ip0softloss_sum": 652384.7898279352, "Ip1softloss_sum": 87156.53940568579, "gnorm_cap_batch": 118744.59578948414, "norm_noreg_batch": 829849.2254101469, "window_end_batch": 146408216061.2693, "norm_normal_batch": 1640545.8711152296, "norm_output_batch": 352665.9884818075, "window_start_batch": 141544690890.987, "sekiweightscale_sum": 717222.7639506948, "norm_normal_gamma_batch": 1095475.182064775, "norm_output_noreg_batch": 29543.054790085862 }, "weights": { "wsum": 4062633600.0, "nsamp": 4062633600.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 28.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127887.65660705388, "gnorm_batch": 28.1000991001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 28.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 28.1001001001001, "norm_noreg_batch": 28.1001001001001, "window_end_batch": 28.1001001001001, "norm_normal_batch": 28.1001001001001, "norm_output_batch": 28.1001001001001, "window_start_batch": 28.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 28.1001001001001, "norm_output_noreg_batch": 28.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800076.7596435547, "nsamp": 800256.0, "loss_sum": 19880038.021972656, "oloss_sum": 182014.42779922485, "pacc1_sum": 209430.02990722656, "sloss_sum": 146869.02807235718, "vloss_sum": 220626.08233642578, "Ioloss_sum": 181967.76963043213, "Ipacc1_sum": 209490.08990478516, "Isloss_sum": 146807.8765335083, "Ivloss_sum": 220535.34482192993, "fploss_sum": 64002.12553215027, "p0loss_sum": 659093.2495574951, "p1loss_sum": 114181.30647659302, "ptentr_sum": 372531.7461242676, "skloss_sum": 35566.442032933235, "smloss_sum": 16673.846477389336, "wsum_train": 10483542321.403214, "Ifploss_sum": 63958.01453781128, "Ip0loss_sum": 659006.86769104, "Ip1loss_sum": 114135.81258964539, "Iskloss_sum": 35564.82934319973, "Ismloss_sum": 16655.813964128494, "nsamp_train": 10484473088.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3206.797684520483, "vsquare_sum": 154240.8379058838, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3196.534285739064, "Ivsquare_sum": 156984.97742843628, "esstloss_sum": 4573.306126954034, "evstloss_sum": 5945.446925282478, "leadloss_sum": 1775.5569213964045, "tdvloss1_sum": 51195.47829627991, "tdvloss2_sum": 30129.48093032837, "tdvloss3_sum": 21823.87067770958, "Iesstloss_sum": 4552.75834662281, "Ievstloss_sum": 6050.27790607512, "Ileadloss_sum": 1760.2188790626824, "Itdvloss1_sum": 51115.05105781555, "Itdvloss2_sum": 30094.184178829193, "Itdvloss3_sum": 21824.048017263412, "sbcdfloss_sum": 26859.907734394073, "sbpdfloss_sum": 18579.07248544693, "sdregloss_sum": 8.91806785040535, "vtimeloss_sum": 22084.539504289627, "Isbcdfloss_sum": 26826.380472660065, "Isbpdfloss_sum": 18519.685346126556, "Isdregloss_sum": 5.229040276259184, "Ivtimeloss_sum": 22071.10601890087, "p0softloss_sum": 2039293.6552734375, "p1softloss_sum": 272718.9465484619, "ptsoftentr_sum": 1986666.392944336, "Ip0softloss_sum": 2039285.1806640625, "Ip1softloss_sum": 272708.7424850464, "norm_noreg_batch": 92316.68398828125, "norm_normal_batch": 182502.63264843752, "norm_output_batch": 39232.383720703125, "sekiweightscale_sum": 2800268.6587524414, "norm_normal_gamma_batch": 121866.1941796875, "norm_output_noreg_batch": 3286.521931640625 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4062633600.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4062633600.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.9532726997799, "log_gamma_uncertainty": 0.03790193632464099, "log_gamma_lower_confidence": 80.87746882713061, "log_gamma_upper_confidence": 81.02907657242919, "log_gamma_game_count": 3621, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10454102784-d5202721081/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10454102784-d5202721081", "created_at": "2025-08-29T20:59:07.096062Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10454102784-d5202721081.bin.gz", "model_file_bytes": 271445741, "model_file_sha256": "3cd7a571302a66b6481dd0f0ed9b62c850a56353f6dfdda8f87959ad8c4f143b", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10454102784-d5202721081.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10423737088-d5193914696/?format=api", "train_step": 10454102784, "total_num_data_rows": 5202721081, "extra_stats": { "sums": { "wsum": 10453177035.070328, "nsamp": 10454102784.0, "loss_sum": 6352464.249713943, "oloss_sum": 58250.041706443204, "pacc1_sum": 67452.00598208178, "sloss_sum": 47021.52877516732, "vloss_sum": 69643.3029529961, "Ioloss_sum": 58236.60628086261, "Ipacc1_sum": 67467.75681231204, "Isloss_sum": 47002.33472453483, "Ivloss_sum": 69188.74190312908, "fploss_sum": 20443.339572195226, "p0loss_sum": 209358.24554710495, "p1loss_sum": 36333.304366899036, "pslr_batch": 0.0006520510510510506, "ptentr_sum": 119364.52296423467, "skloss_sum": 8295.209495209825, "smloss_sum": 5211.580157522789, "Ifploss_sum": 20432.480607920355, "Ip0loss_sum": 209259.92996514644, "Ip1loss_sum": 36314.75187361089, "Iskloss_sum": 8287.35949268788, "Ismloss_sum": 5197.0203468040145, "exgnorm_sum": 1.1408354165759416, "gnorm_batch": 71844.43078716611, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 996.9161879238698, "vsquare_sum": 50067.36304603427, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 985.6871362519768, "Ivsquare_sum": 50683.80051910455, "esstloss_sum": 1319.0439990097502, "evstloss_sum": 1779.297340806221, "leadloss_sum": 555.547772270083, "tdvloss1_sum": 15779.136016701228, "tdvloss2_sum": 9304.445420614984, "tdvloss3_sum": 6815.441167519568, "Iesstloss_sum": 1298.5149429898618, "Ievstloss_sum": 1694.2074766741066, "Ileadloss_sum": 535.9668252380285, "Itdvloss1_sum": 15417.791305195415, "Itdvloss2_sum": 8991.83296349249, "Itdvloss3_sum": 6535.399054278354, "sbcdfloss_sum": 8455.267929814465, "sbpdfloss_sum": 5918.382957345879, "sdregloss_sum": 2.527260155822637, "vtimeloss_sum": 7279.24302230467, "Isbcdfloss_sum": 8430.160487532505, "Isbpdfloss_sum": 5893.089946582, "Isdregloss_sum": 1.5102609016277164, "Ivtimeloss_sum": 7264.274495734497, "p0softloss_sum": 652587.8534236199, "p1softloss_sum": 87241.81284032205, "ptsoftentr_sum": 635808.9752703141, "wdnormal_batch": 0.03814551350858108, "Ip0softloss_sum": 652549.5447378727, "Ip1softloss_sum": 87236.72885680015, "gnorm_cap_batch": 262420.81909333175, "norm_noreg_batch": 1834088.4702254839, "window_end_batch": 323089499923.001, "norm_normal_batch": 3624652.050769073, "norm_output_batch": 779373.8716795663, "window_start_batch": 312352000950.36237, "sekiweightscale_sum": 712271.8710949823, "norm_normal_gamma_batch": 2420611.362815768, "norm_output_noreg_batch": 65287.17269867376 }, "weights": { "wsum": 4047448448.0, "nsamp": 4047448448.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 62.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127930.75439992342, "gnorm_batch": 62.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 62.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 62.1001001001001, "norm_noreg_batch": 62.1001001001001, "window_end_batch": 62.1001001001001, "norm_normal_batch": 62.1001001001001, "norm_output_batch": 62.1001001001001, "window_start_batch": 62.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 62.1001001001001, "norm_output_noreg_batch": 62.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800102.3197021484, "nsamp": 800256.0, "loss_sum": 19880113.080078125, "oloss_sum": 181783.49433517456, "pacc1_sum": 209663.48992919922, "sloss_sum": 146643.09745788574, "vloss_sum": 220289.3680343628, "Ioloss_sum": 181726.78958511353, "Ipacc1_sum": 209718.48992919922, "Isloss_sum": 146577.0805168152, "Ivloss_sum": 220657.70189666748, "fploss_sum": 63968.40432548523, "p0loss_sum": 659457.368927002, "p1loss_sum": 114087.66346931458, "ptentr_sum": 373419.54597473145, "skloss_sum": 37245.633865356445, "smloss_sum": 16690.456988811493, "wsum_train": 10453177035.070328, "Ifploss_sum": 63922.345039367676, "Ip0loss_sum": 659419.6096496582, "Ip1loss_sum": 114031.79878997803, "Iskloss_sum": 37203.83374965191, "Ismloss_sum": 16687.35903954506, "nsamp_train": 10454102784.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3196.8671088814735, "vsquare_sum": 156839.69654464722, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3199.5593046844006, "Ivsquare_sum": 160126.27061462402, "esstloss_sum": 4511.468796484172, "evstloss_sum": 6044.388455271721, "leadloss_sum": 1815.3634882383049, "tdvloss1_sum": 50829.803382873535, "tdvloss2_sum": 29847.201353549957, "tdvloss3_sum": 21559.853318452835, "Iesstloss_sum": 4511.037487620488, "Ievstloss_sum": 6227.216349065304, "Ileadloss_sum": 1819.882921371609, "Itdvloss1_sum": 51142.01474380493, "Itdvloss2_sum": 30142.316195487976, "Itdvloss3_sum": 21854.459772109985, "sbcdfloss_sum": 26841.733516693115, "sbpdfloss_sum": 18536.62999677658, "sdregloss_sum": 8.347499764931854, "vtimeloss_sum": 22294.32791173458, "Isbcdfloss_sum": 26828.8097281456, "Isbpdfloss_sum": 18501.05330514908, "Isdregloss_sum": 4.787580475676805, "Ivtimeloss_sum": 22297.832941174507, "p0softloss_sum": 2039264.965209961, "p1softloss_sum": 272631.4172439575, "ptsoftentr_sum": 1986673.0599365234, "Ip0softloss_sum": 2039271.1062011719, "Ip1softloss_sum": 272621.3541870117, "norm_noreg_batch": 92324.51119921874, "norm_normal_batch": 182458.1848359375, "norm_output_batch": 39232.1913984375, "sekiweightscale_sum": 2800358.1189575195, "norm_normal_gamma_batch": 121849.0256015625, "norm_output_noreg_batch": 3286.430731201172 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4047448448.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4047448448.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.90241803279565, "log_gamma_uncertainty": 0.03690775759365604, "log_gamma_lower_confidence": 80.82860251760835, "log_gamma_upper_confidence": 80.97623354798296, "log_gamma_game_count": 3615, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10423737088-d5193914696/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10423737088-d5193914696", "created_at": "2025-08-28T14:07:23.179298Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10423737088-d5193914696.bin.gz", "model_file_bytes": 271444224, "model_file_sha256": "412765729c8f7b68578ec1b2c59b49f36335b552f918dd1e8496ec49dd771798", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10423737088-d5193914696.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10394318080-d5183224492/?format=api", "train_step": 10423737088, "total_num_data_rows": 5193914696, "extra_stats": { "sums": { "wsum": 10422816435.817764, "nsamp": 10423737088.0, "loss_sum": 6349798.497620825, "oloss_sum": 58157.9409404777, "pacc1_sum": 67420.92876144158, "sloss_sum": 46943.82476125465, "vloss_sum": 69667.7545522189, "Ioloss_sum": 58145.42806923973, "Ipacc1_sum": 67470.09198194055, "Isloss_sum": 46925.15662587423, "Ivloss_sum": 69237.99588973173, "fploss_sum": 20425.563640946624, "p0loss_sum": 209306.7310869858, "p1loss_sum": 36339.85682307814, "pslr_batch": 0.0005890510510510507, "ptentr_sum": 119294.39210849123, "skloss_sum": 8497.211251857392, "smloss_sum": 5205.690907660746, "Ifploss_sum": 20414.573450308348, "Ip0loss_sum": 209196.14233229193, "Ip1loss_sum": 36322.15390091149, "Iskloss_sum": 8493.569572336226, "Ismloss_sum": 5189.827784923624, "exgnorm_sum": 327.1073108202552, "gnorm_batch": 66824.43428140561, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 991.6160902413071, "vsquare_sum": 50117.53934689449, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 981.6802514413406, "Ivsquare_sum": 50589.861688803656, "esstloss_sum": 1482.3541983845212, "evstloss_sum": 1764.8217447906693, "leadloss_sum": 563.9578589232658, "tdvloss1_sum": 15728.985036102476, "tdvloss2_sum": 9257.684391135046, "tdvloss3_sum": 6767.443157279543, "Iesstloss_sum": 1478.7744423852505, "Ievstloss_sum": 1700.8945360396237, "Ileadloss_sum": 545.8503837637395, "Itdvloss1_sum": 15398.952959763747, "Itdvloss2_sum": 8977.3665035364, "Itdvloss3_sum": 6516.777018247205, "sbcdfloss_sum": 8449.2253747838, "sbpdfloss_sum": 5909.274603474789, "sdregloss_sum": 2.4502158402581515, "vtimeloss_sum": 7278.603250687441, "Isbcdfloss_sum": 8422.128981323953, "Isbpdfloss_sum": 5883.777864518272, "Isdregloss_sum": 1.44451065242187, "Ivtimeloss_sum": 7269.275751332905, "p0softloss_sum": 652339.9892981851, "p1softloss_sum": 87135.52545318553, "ptsoftentr_sum": 635561.0608332795, "wdnormal_batch": 0.0344398149517611, "Ip0softloss_sum": 652301.0664726493, "Ip1softloss_sum": 87130.42682083786, "gnorm_cap_batch": 237066.19145147628, "norm_noreg_batch": 1657042.1182043636, "window_end_batch": 291379134356.98096, "norm_normal_batch": 3273542.407245583, "norm_output_batch": 704065.5233285968, "window_start_batch": 281690404324.56055, "sekiweightscale_sum": 710594.0606850266, "norm_normal_gamma_batch": 2186330.370263658, "norm_output_noreg_batch": 58980.33069693501 }, "weights": { "wsum": 4032265600.0, "nsamp": 4032265600.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 56.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127995.427028339, "gnorm_batch": 56.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 56.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 56.1001001001001, "norm_noreg_batch": 56.1001001001001, "window_end_batch": 56.1001001001001, "norm_normal_batch": 56.1001001001001, "norm_output_batch": 56.1001001001001, "window_start_batch": 56.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 56.1001001001001, "norm_output_noreg_batch": 56.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800083.9396972656, "nsamp": 800256.0, "loss_sum": 19888002.052734375, "oloss_sum": 181818.3980064392, "pacc1_sum": 209677.419921875, "sloss_sum": 146640.93102645874, "vloss_sum": 223307.60661697388, "Ioloss_sum": 181771.0821876526, "Ipacc1_sum": 209593.0499267578, "Isloss_sum": 146577.6618118286, "Ivloss_sum": 228551.35207748413, "fploss_sum": 63995.07591629028, "p0loss_sum": 659978.5439758301, "p1loss_sum": 114011.74542999268, "ptentr_sum": 373432.64625549316, "skloss_sum": 36649.898792266846, "smloss_sum": 16804.8329423666, "wsum_train": 10422816435.817764, "Ifploss_sum": 63951.241048812866, "Ip0loss_sum": 660353.6995697021, "Ip1loss_sum": 113992.408203125, "Iskloss_sum": 36605.59585893154, "Ismloss_sum": 16811.08911895752, "nsamp_train": 10423737088.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3252.7626237273216, "vsquare_sum": 158003.4765510559, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3258.840360611677, "Ivsquare_sum": 161817.17694473267, "esstloss_sum": 4801.058648458682, "evstloss_sum": 7354.5408725738525, "leadloss_sum": 1750.8262594267726, "tdvloss1_sum": 53821.68789386749, "tdvloss2_sum": 32573.022506713867, "tdvloss3_sum": 24079.553708314896, "Iesstloss_sum": 4847.59241535794, "Ievstloss_sum": 9771.881407171488, "Ileadloss_sum": 1756.2501398138702, "Itdvloss1_sum": 58495.08067703247, "Itdvloss2_sum": 36844.02093076706, "Itdvloss3_sum": 28056.241928100586, "sbcdfloss_sum": 26997.674516677856, "sbpdfloss_sum": 18626.979254722595, "sdregloss_sum": 8.330665001645684, "vtimeloss_sum": 22289.31701695919, "Isbcdfloss_sum": 27038.380643367767, "Isbpdfloss_sum": 18721.627698898315, "Isdregloss_sum": 5.097520000708755, "Ivtimeloss_sum": 22277.385155439377, "p0softloss_sum": 2038926.5755615234, "p1softloss_sum": 272461.23457336426, "ptsoftentr_sum": 1985850.7001953125, "Ip0softloss_sum": 2039081.5356445312, "Ip1softloss_sum": 272463.7389907837, "norm_noreg_batch": 92333.29696875, "norm_normal_batch": 182408.0955703125, "norm_output_batch": 39231.81896484375, "sekiweightscale_sum": 2800293.7889404297, "norm_normal_gamma_batch": 121826.5696875, "norm_output_noreg_batch": 3286.4940754394534 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4032265600.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4032265600.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.82955712073995, "log_gamma_uncertainty": 0.03701045347517183, "log_gamma_lower_confidence": 80.75553621378961, "log_gamma_upper_confidence": 80.90357802769029, "log_gamma_game_count": 3673, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10394318080-d5183224492/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10394318080-d5183224492", "created_at": "2025-08-27T08:06:06.838423Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10394318080-d5183224492.bin.gz", "model_file_bytes": 271449062, "model_file_sha256": "edd0edcbc525609358390f842315542e7b15ae9958cb69c5e9e0fa6a66137963", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10394318080-d5183224492.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10364186880-d5172634913/?format=api", "train_step": 10394318080, "total_num_data_rows": 5183224492, "extra_stats": { "sums": { "wsum": 10393402283.164932, "nsamp": 10394318080.0, "loss_sum": 6347188.520912558, "oloss_sum": 58072.290690392416, "pacc1_sum": 67592.33482194698, "sloss_sum": 46884.89266646163, "vloss_sum": 69420.6543191153, "Ioloss_sum": 58058.920606746404, "Ipacc1_sum": 67609.41854723793, "Isloss_sum": 46866.630254162075, "Ivloss_sum": 68974.70627204473, "fploss_sum": 20443.5242679157, "p0loss_sum": 209095.65668275533, "p1loss_sum": 36306.577133639206, "pslr_batch": 0.00046305105105105083, "ptentr_sum": 119298.62776114832, "skloss_sum": 8370.300745735987, "smloss_sum": 5201.78894068553, "Ifploss_sum": 20432.52589539447, "Ip0loss_sum": 209000.13413701314, "Ip1loss_sum": 36286.29016690578, "Iskloss_sum": 8355.534300387646, "Ismloss_sum": 5187.794237760497, "exgnorm_sum": 179739.3924127968, "gnorm_batch": 52990.03613861374, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 982.0599458318434, "vsquare_sum": 50267.618800441174, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 971.1029235483429, "Ivsquare_sum": 50851.667344464586, "esstloss_sum": 1313.9273398896034, "evstloss_sum": 1755.3215760875792, "leadloss_sum": 545.1966761806897, "tdvloss1_sum": 15659.771914357183, "tdvloss2_sum": 9231.535219707173, "tdvloss3_sum": 6745.1146824398575, "Iesstloss_sum": 1280.3182002573571, "Ievstloss_sum": 1671.0555034506049, "Ileadloss_sum": 524.2186311909138, "Itdvloss1_sum": 15308.950406518836, "Itdvloss2_sum": 8931.488756058638, "Itdvloss3_sum": 6479.706791978747, "sbcdfloss_sum": 8430.970869674806, "sbpdfloss_sum": 5899.80983113688, "sdregloss_sum": 2.6253843561763017, "vtimeloss_sum": 7218.765428163264, "Isbcdfloss_sum": 8406.698148992748, "Isbpdfloss_sum": 5873.911728123842, "Isdregloss_sum": 1.585766708734968, "Ivtimeloss_sum": 7205.5156228888445, "p0softloss_sum": 652128.8920397498, "p1softloss_sum": 87146.42061212301, "ptsoftentr_sum": 635349.9604550714, "wdnormal_batch": 0.027062310279794437, "Ip0softloss_sum": 652090.7041141768, "Ip1softloss_sum": 87141.57054091716, "gnorm_cap_batch": 186356.93616776538, "norm_noreg_batch": 1302720.3137170686, "window_end_batch": 228580718938.49048, "norm_normal_batch": 2572782.4615305625, "norm_output_batch": 553460.6199923435, "window_start_batch": 220975255188.91693, "sekiweightscale_sum": 721413.2265950772, "norm_normal_gamma_batch": 1718507.0359123023, "norm_output_noreg_batch": 46363.56190185531 }, "weights": { "wsum": 4017556096.0, "nsamp": 4017556096.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 44.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127985.42302383667, "gnorm_batch": 44.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 44.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 44.1001001001001, "norm_noreg_batch": 44.1001001001001, "window_end_batch": 44.1001001001001, "norm_normal_batch": 44.1001001001001, "norm_output_batch": 44.1001001001001, "window_start_batch": 44.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 44.1001001001001, "norm_output_noreg_batch": 44.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800084.2996826172, "nsamp": 800256.0, "loss_sum": 19862144.810058594, "oloss_sum": 181698.68675231934, "pacc1_sum": 209821.00994873047, "sloss_sum": 146638.6716156006, "vloss_sum": 220783.57417678833, "Ioloss_sum": 181647.9573287964, "Ipacc1_sum": 209895.00994873047, "Isloss_sum": 146573.86154174805, "Ivloss_sum": 220599.24782562256, "fploss_sum": 64114.03098678589, "p0loss_sum": 658050.6145935059, "p1loss_sum": 114054.00717163086, "ptentr_sum": 372093.7462463379, "skloss_sum": 34852.8883626461, "smloss_sum": 16691.220561861992, "wsum_train": 10393402283.164932, "Ifploss_sum": 64068.05725860596, "Ip0loss_sum": 657914.2475128174, "Ip1loss_sum": 114007.3636264801, "Iskloss_sum": 34819.835485458374, "Ismloss_sum": 16678.418062329292, "nsamp_train": 10394318080.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3210.074124068022, "vsquare_sum": 154171.08290481567, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3200.0368378162384, "Ivsquare_sum": 158327.42250061035, "esstloss_sum": 4652.448167923838, "evstloss_sum": 5911.860978409648, "leadloss_sum": 1691.9217427372932, "tdvloss1_sum": 51192.24433469772, "tdvloss2_sum": 30085.588268756866, "tdvloss3_sum": 21724.613240003586, "Iesstloss_sum": 4646.159112662077, "Ievstloss_sum": 6085.610975697637, "Ileadloss_sum": 1653.1908790171146, "Itdvloss1_sum": 51031.443148612976, "Itdvloss2_sum": 29941.444778442383, "Itdvloss3_sum": 21593.490594625473, "sbcdfloss_sum": 26816.817954063416, "sbpdfloss_sum": 18527.568830013275, "sdregloss_sum": 8.088972802157514, "vtimeloss_sum": 22487.20242893696, "Isbcdfloss_sum": 26776.150322914124, "Isbpdfloss_sum": 18470.17788219452, "Isdregloss_sum": 5.196771917369915, "Ivtimeloss_sum": 22468.20126605034, "p0softloss_sum": 2037855.045288086, "p1softloss_sum": 272731.45080566406, "ptsoftentr_sum": 1985147.76953125, "Ip0softloss_sum": 2037841.5634765625, "Ip1softloss_sum": 272720.6296005249, "norm_noreg_batch": 92342.33916796875, "norm_normal_batch": 182369.5334296875, "norm_output_batch": 39231.59916796875, "sekiweightscale_sum": 2800295.04888916, "norm_normal_gamma_batch": 121814.89603125, "norm_output_noreg_batch": 3286.4444685058593 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4017556096.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4017556096.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.93262966561744, "log_gamma_uncertainty": 0.0366877834799025, "log_gamma_lower_confidence": 80.85925409865763, "log_gamma_upper_confidence": 81.00600523257725, "log_gamma_game_count": 3786, "log_gamma_offset": -1.1 }, { "url": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10364186880-d5172634913/?format=api", "run": "https://katagotraining.org/api/runs/kata1/?format=api", "name": "kata1-b28c512nbt-s10364186880-d5172634913", "created_at": "2025-08-26T01:24:54.494985Z", "network_size": "b28c512nbt", "is_random": false, "training_games_enabled": false, "disable_new_training_games": false, "rating_games_enabled": true, "model_file": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s10364186880-d5172634913.bin.gz", "model_file_bytes": 271448086, "model_file_sha256": "b08d0e43de53ffd5d178642dc5f85b564f80fd213e96983b34a63a3ca363fef8", "model_zip_file": "https://media.katagotraining.org/uploaded/networks/zips/kata1/kata1-b28c512nbt-s10364186880-d5172634913.zip", "parent_network": "https://katagotraining.org/api/networks/kata1-b28c512nbt-s10334533376-d5163291453/?format=api", "train_step": 10364186880, "total_num_data_rows": 5172634913, "extra_stats": { "sums": { "wsum": 10363276115.492447, "nsamp": 10364186880.0, "loss_sum": 6345618.368509895, "oloss_sum": 58084.81798966148, "pacc1_sum": 67554.88537040161, "sloss_sum": 46892.50108418704, "vloss_sum": 69685.23106241196, "Ioloss_sum": 58071.99414500237, "Ipacc1_sum": 67580.5161560071, "Isloss_sum": 46873.434292882695, "Ivloss_sum": 69244.60963464133, "fploss_sum": 20462.184474037007, "p0loss_sum": 209039.35623100496, "p1loss_sum": 36254.43594830681, "pslr_batch": 0.00023205105105105115, "ptentr_sum": 119164.1912989673, "skloss_sum": 8299.639884869923, "smloss_sum": 5247.148340798478, "Ifploss_sum": 20450.447205431814, "Ip0loss_sum": 208940.89295213067, "Ip1loss_sum": 36236.95469355926, "Iskloss_sum": 8294.240669873661, "Ismloss_sum": 5228.445284023427, "exgnorm_sum": 6.211459846896533, "gnorm_batch": 28670.9086189037, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 985.4556323140689, "vsquare_sum": 50097.20360430927, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 972.4739993876485, "Ivsquare_sum": 50676.898131712755, "esstloss_sum": 1318.0947459587967, "evstloss_sum": 1744.029020759227, "leadloss_sum": 545.0764966948, "tdvloss1_sum": 15670.515267384944, "tdvloss2_sum": 9174.861398558569, "tdvloss3_sum": 6688.1280032151835, "Iesstloss_sum": 1300.3107524360555, "Ievstloss_sum": 1671.793969055952, "Ileadloss_sum": 529.8208318929691, "Itdvloss1_sum": 15332.948329562943, "Itdvloss2_sum": 8890.217940877785, "Itdvloss3_sum": 6436.217691032727, "sbcdfloss_sum": 8481.188118857483, "sbpdfloss_sum": 5910.69026893043, "sdregloss_sum": 2.710820992960573, "vtimeloss_sum": 7317.796677330681, "Isbcdfloss_sum": 8450.161257142581, "Isbpdfloss_sum": 5883.546835527264, "Isdregloss_sum": 1.4726776764377074, "Ivtimeloss_sum": 7307.179782239752, "p0softloss_sum": 651965.2864847847, "p1softloss_sum": 87088.26155306773, "ptsoftentr_sum": 635174.6300475701, "wdnormal_batch": 0.0135541690647838, "Ip0softloss_sum": 651931.8915537674, "Ip1softloss_sum": 87083.57366630035, "gnorm_cap_batch": 93389.9681476286, "norm_noreg_batch": 652895.2325327098, "window_end_batch": 114315749358.57257, "norm_normal_batch": 1288942.7017135643, "norm_output_batch": 277356.61947670777, "window_start_batch": 110509759779.43944, "sekiweightscale_sum": 712241.9233488007, "norm_normal_gamma_batch": 861107.1357681345, "norm_output_noreg_batch": 23234.55233976725 }, "weights": { "wsum": 4002490496.0, "nsamp": 4002490496.0, "loss_sum": 127999.99999999262, "oloss_sum": 127999.99999999262, "pacc1_sum": 127999.99999999262, "sloss_sum": 127999.99999999262, "vloss_sum": 127999.99999999262, "Ioloss_sum": 127999.99999999262, "Ipacc1_sum": 127999.99999999262, "Isloss_sum": 127999.99999999262, "Ivloss_sum": 127999.99999999262, "fploss_sum": 127999.99999999262, "p0loss_sum": 127999.99999999262, "p1loss_sum": 127999.99999999262, "pslr_batch": 22.1001001001001, "ptentr_sum": 127999.99999999262, "skloss_sum": 127999.99999999262, "smloss_sum": 127999.99999999262, "Ifploss_sum": 127999.99999999262, "Ip0loss_sum": 127999.99999999262, "Ip1loss_sum": 127999.99999999262, "Iskloss_sum": 127999.99999999262, "Ismloss_sum": 127999.99999999262, "exgnorm_sum": 127995.85283470846, "gnorm_batch": 22.1001001001001, "qscloss_sum": 127999.99999999262, "qwlloss_sum": 127999.99999999262, "tdsloss_sum": 127999.99999999262, "vsquare_sum": 127999.99999999262, "Iqscloss_sum": 127999.99999999262, "Iqwlloss_sum": 127999.99999999262, "Itdsloss_sum": 127999.99999999262, "Ivsquare_sum": 127999.99999999262, "esstloss_sum": 127999.99999999262, "evstloss_sum": 127999.99999999262, "leadloss_sum": 127999.99999999262, "tdvloss1_sum": 127999.99999999262, "tdvloss2_sum": 127999.99999999262, "tdvloss3_sum": 127999.99999999262, "Iesstloss_sum": 127999.99999999262, "Ievstloss_sum": 127999.99999999262, "Ileadloss_sum": 127999.99999999262, "Itdvloss1_sum": 127999.99999999262, "Itdvloss2_sum": 127999.99999999262, "Itdvloss3_sum": 127999.99999999262, "sbcdfloss_sum": 127999.99999999262, "sbpdfloss_sum": 127999.99999999262, "sdregloss_sum": 127999.99999999262, "vtimeloss_sum": 127999.99999999262, "Isbcdfloss_sum": 127999.99999999262, "Isbpdfloss_sum": 127999.99999999262, "Isdregloss_sum": 127999.99999999262, "Ivtimeloss_sum": 127999.99999999262, "p0softloss_sum": 127999.99999999262, "p1softloss_sum": 127999.99999999262, "ptsoftentr_sum": 127999.99999999262, "wdnormal_batch": 22.1001001001001, "Ip0softloss_sum": 127999.99999999262, "Ip1softloss_sum": 127999.99999999262, "gnorm_cap_batch": 22.1001001001001, "norm_noreg_batch": 22.1001001001001, "window_end_batch": 22.1001001001001, "norm_normal_batch": 22.1001001001001, "norm_output_batch": 22.1001001001001, "window_start_batch": 22.1001001001001, "sekiweightscale_sum": 127999.99999999262, "norm_normal_gamma_batch": 22.1001001001001, "norm_output_noreg_batch": 22.1001001001001 }, "last_val_metrics": { "sums": { "wsum": 800103.1397705078, "nsamp": 800256.0, "loss_sum": 19861479.93359375, "oloss_sum": 181937.38187789917, "pacc1_sum": 210348.0199584961, "sloss_sum": 146820.0941848755, "vloss_sum": 221486.979927063, "Ioloss_sum": 181894.99771118164, "Ipacc1_sum": 210428.2699584961, "Isloss_sum": 146757.95944213867, "Ivloss_sum": 221505.1516304016, "fploss_sum": 64002.07996940613, "p0loss_sum": 658490.0805511475, "p1loss_sum": 113812.32745361328, "ptentr_sum": 373016.30573272705, "skloss_sum": 34506.95125424862, "smloss_sum": 16732.196350216866, "wsum_train": 10363276115.492447, "Ifploss_sum": 63956.08571815491, "Ip0loss_sum": 658409.3704071045, "Ip1loss_sum": 113764.89676094055, "Iskloss_sum": 34497.589428544044, "Ismloss_sum": 16732.049867212772, "nsamp_train": 10364186880.0, "qscloss_sum": 0.0, "qwlloss_sum": 0.0, "tdsloss_sum": 3285.5261310636997, "vsquare_sum": 155524.52062606812, "Iqscloss_sum": 0.0, "Iqwlloss_sum": 0.0, "Itdsloss_sum": 3288.0248961150646, "Ivsquare_sum": 158481.41443252563, "esstloss_sum": 5037.432061841711, "evstloss_sum": 6322.116991788149, "leadloss_sum": 1918.1309877708554, "tdvloss1_sum": 51582.86324977875, "tdvloss2_sum": 30534.891821861267, "tdvloss3_sum": 22241.52754354477, "Iesstloss_sum": 5020.0555584374815, "Ievstloss_sum": 6477.870457530022, "Ileadloss_sum": 1916.986016023904, "Itdvloss1_sum": 51652.381207466125, "Itdvloss2_sum": 30614.690398216248, "Itdvloss3_sum": 22315.01192188263, "sbcdfloss_sum": 26855.16265463829, "sbpdfloss_sum": 18534.67949771881, "sdregloss_sum": 7.445839712338056, "vtimeloss_sum": 22523.71667945385, "Isbcdfloss_sum": 26837.120317935944, "Isbpdfloss_sum": 18480.991302013397, "Isdregloss_sum": 4.749718666513218, "Ivtimeloss_sum": 22512.76546049118, "p0softloss_sum": 2038296.3911743164, "p1softloss_sum": 272251.3553009033, "ptsoftentr_sum": 1985519.3055419922, "Ip0softloss_sum": 2038282.4750976562, "Ip1softloss_sum": 272241.15520477295, "norm_noreg_batch": 92350.21522265625, "norm_normal_batch": 182317.55146875, "norm_output_batch": 39231.34884375, "sekiweightscale_sum": 2800360.9891967773, "norm_normal_gamma_batch": 121801.31746875, "norm_output_noreg_batch": 3286.4666008300783 }, "weights": { "wsum": 400128.0, "nsamp": 400128.0, "loss_sum": 400128.0, "oloss_sum": 400128.0, "pacc1_sum": 400128.0, "sloss_sum": 400128.0, "vloss_sum": 400128.0, "Ioloss_sum": 400128.0, "Ipacc1_sum": 400128.0, "Isloss_sum": 400128.0, "Ivloss_sum": 400128.0, "fploss_sum": 400128.0, "p0loss_sum": 400128.0, "p1loss_sum": 400128.0, "ptentr_sum": 400128.0, "skloss_sum": 400128.0, "smloss_sum": 400128.0, "wsum_train": 4002490496.0, "Ifploss_sum": 400128.0, "Ip0loss_sum": 400128.0, "Ip1loss_sum": 400128.0, "Iskloss_sum": 400128.0, "Ismloss_sum": 400128.0, "nsamp_train": 4002490496.0, "qscloss_sum": 400128.0, "qwlloss_sum": 400128.0, "tdsloss_sum": 400128.0, "vsquare_sum": 400128.0, "Iqscloss_sum": 400128.0, "Iqwlloss_sum": 400128.0, "Itdsloss_sum": 400128.0, "Ivsquare_sum": 400128.0, "esstloss_sum": 400128.0, "evstloss_sum": 400128.0, "leadloss_sum": 400128.0, "tdvloss1_sum": 400128.0, "tdvloss2_sum": 400128.0, "tdvloss3_sum": 400128.0, "Iesstloss_sum": 400128.0, "Ievstloss_sum": 400128.0, "Ileadloss_sum": 400128.0, "Itdvloss1_sum": 400128.0, "Itdvloss2_sum": 400128.0, "Itdvloss3_sum": 400128.0, "sbcdfloss_sum": 400128.0, "sbpdfloss_sum": 400128.0, "sdregloss_sum": 400128.0, "vtimeloss_sum": 400128.0, "Isbcdfloss_sum": 400128.0, "Isbpdfloss_sum": 400128.0, "Isdregloss_sum": 400128.0, "Ivtimeloss_sum": 400128.0, "p0softloss_sum": 400128.0, "p1softloss_sum": 400128.0, "ptsoftentr_sum": 400128.0, "Ip0softloss_sum": 400128.0, "Ip1softloss_sum": 400128.0, "norm_noreg_batch": 3.126, "norm_normal_batch": 3.126, "norm_output_batch": 3.126, "sekiweightscale_sum": 400128.0, "norm_normal_gamma_batch": 3.126, "norm_output_noreg_batch": 3.126 } } }, "notes": "", "log_gamma": 80.91557782387936, "log_gamma_uncertainty": 0.03654562508644717, "log_gamma_lower_confidence": 80.84248657370647, "log_gamma_upper_confidence": 80.98866907405225, "log_gamma_game_count": 3715, "log_gamma_offset": -1.1 } ] }