Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16/train.log +83 -0
- paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/RUN.json +584 -0
- paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/history.json +1933 -0
- paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/milestones.json +22 -0
paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16/train.log
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| 1 |
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2026-10-02T22:14:02 split=hoL_ji2025_chili K=1000 mode=lora trainable=1,296,224 balance=cohort immicro: train 95 rows / 347,061 cells, inner 12; ye2026_sepsis: train 73 rows / 529,816 cells, inner 9; imperial_eskd: train 146 rows / 462,172 cells, inner 11; giroux2022: train 24 rows / 254,250 cells, inner 0; liu2021: train 40 rows / 147,532 cells, inner 4
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2026-10-02T22:14:04 step 0 inner-val loss 0.11207 (pretrained) {'immicro': 0.10636159498244524, 'ye2026_sepsis': 0.12489082664251328, 'imperial_eskd': 0.10889218679883263, 'liu2021': 0.1081176083534956}
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2026-10-02T22:14:15 step 250 train 0.10578 inner-val 0.11139 best 0.11139@250 (11s) immicro=0.1058 ye2026_sepsis=0.1243 imperial_eskd=0.1081 liu2021=0.1075
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| 4 |
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2026-10-02T22:14:26 step 500 train 0.10326 inner-val 0.10979 best 0.10979@500 (21s) immicro=0.1044 ye2026_sepsis=0.1226 imperial_eskd=0.1063 liu2021=0.1058
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2026-10-02T22:14:36 step 750 train 0.10287 inner-val 0.10798 best 0.10798@750 (32s) immicro=0.1031 ye2026_sepsis=0.1205 imperial_eskd=0.1042 liu2021=0.1041
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2026-10-02T22:14:47 step 1000 train 0.10294 inner-val 0.10644 best 0.10644@1000 (42s) immicro=0.1021 ye2026_sepsis=0.1184 imperial_eskd=0.1025 liu2021=0.1028
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2026-10-02T22:14:57 step 1250 train 0.10286 inner-val 0.10537 best 0.10537@1250 (53s) immicro=0.1012 ye2026_sepsis=0.1168 imperial_eskd=0.1014 liu2021=0.1020
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2026-10-02T22:15:09 step 1500 train 0.10246 inner-val 0.10470 best 0.10470@1500 (64s) immicro=0.1006 ye2026_sepsis=0.1159 imperial_eskd=0.1008 liu2021=0.1015
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2026-10-02T22:15:21 step 1750 train 0.10249 inner-val 0.10428 best 0.10428@1750 (76s) immicro=0.1001 ye2026_sepsis=0.1153 imperial_eskd=0.1004 liu2021=0.1012
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| 10 |
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2026-10-02T22:15:33 step 2000 train 0.10213 inner-val 0.10400 best 0.10400@2000 (88s) immicro=0.0998 ye2026_sepsis=0.1150 imperial_eskd=0.1002 liu2021=0.1011
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| 11 |
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2026-10-02T22:15:44 step 2250 train 0.10233 inner-val 0.10381 best 0.10381@2250 (100s) immicro=0.0996 ye2026_sepsis=0.1147 imperial_eskd=0.1000 liu2021=0.1010
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| 12 |
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2026-10-02T22:15:56 step 2500 train 0.10232 inner-val 0.10367 best 0.10367@2500 (112s) immicro=0.0994 ye2026_sepsis=0.1146 imperial_eskd=0.0998 liu2021=0.1009
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| 13 |
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2026-10-02T22:16:08 step 2750 train 0.10233 inner-val 0.10357 best 0.10357@2750 (124s) immicro=0.0993 ye2026_sepsis=0.1144 imperial_eskd=0.0998 liu2021=0.1008
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| 14 |
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2026-10-02T22:16:19 step 3000 train 0.10244 inner-val 0.10350 best 0.10350@3000 (135s) immicro=0.0992 ye2026_sepsis=0.1143 imperial_eskd=0.0997 liu2021=0.1008
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| 15 |
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2026-10-02T22:16:30 step 3250 train 0.10251 inner-val 0.10345 best 0.10345@3250 (146s) immicro=0.0991 ye2026_sepsis=0.1143 imperial_eskd=0.0996 liu2021=0.1008
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| 16 |
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2026-10-02T22:16:40 step 3500 train 0.10224 inner-val 0.10340 best 0.10340@3500 (156s) immicro=0.0990 ye2026_sepsis=0.1142 imperial_eskd=0.0996 liu2021=0.1008
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| 17 |
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2026-10-02T22:16:51 step 3750 train 0.10221 inner-val 0.10337 best 0.10337@3750 (167s) immicro=0.0990 ye2026_sepsis=0.1141 imperial_eskd=0.0996 liu2021=0.1007
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| 18 |
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2026-10-02T22:17:03 step 4000 train 0.10229 inner-val 0.10334 best 0.10334@4000 (179s) immicro=0.0990 ye2026_sepsis=0.1141 imperial_eskd=0.0995 liu2021=0.1007
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| 19 |
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2026-10-02T22:17:15 step 4250 train 0.10248 inner-val 0.10332 best 0.10332@4250 (190s) immicro=0.0989 ye2026_sepsis=0.1141 imperial_eskd=0.0995 liu2021=0.1007
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| 20 |
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2026-10-02T22:17:27 step 4500 train 0.10189 inner-val 0.10330 best 0.10330@4500 (203s) immicro=0.0989 ye2026_sepsis=0.1141 imperial_eskd=0.0995 liu2021=0.1007
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| 21 |
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2026-10-02T22:17:38 step 4750 train 0.10205 inner-val 0.10328 best 0.10328@4750 (213s) immicro=0.0989 ye2026_sepsis=0.1140 imperial_eskd=0.0995 liu2021=0.1007
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| 22 |
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2026-10-02T22:17:48 step 5000 train 0.10225 inner-val 0.10327 best 0.10327@5000 (224s) immicro=0.0989 ye2026_sepsis=0.1140 imperial_eskd=0.0995 liu2021=0.1007
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| 23 |
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2026-10-02T22:18:00 step 5250 train 0.10211 inner-val 0.10325 best 0.10325@5250 (235s) immicro=0.0989 ye2026_sepsis=0.1140 imperial_eskd=0.0995 liu2021=0.1007
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| 24 |
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2026-10-02T22:18:11 step 5500 train 0.10192 inner-val 0.10324 best 0.10324@5500 (247s) immicro=0.0988 ye2026_sepsis=0.1140 imperial_eskd=0.0994 liu2021=0.1007
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| 25 |
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2026-10-02T22:18:23 step 5750 train 0.10204 inner-val 0.10323 best 0.10323@5750 (259s) immicro=0.0988 ye2026_sepsis=0.1140 imperial_eskd=0.0994 liu2021=0.1007
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| 26 |
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2026-10-02T22:18:36 step 6000 train 0.10227 inner-val 0.10322 best 0.10322@6000 (271s) immicro=0.0988 ye2026_sepsis=0.1140 imperial_eskd=0.0994 liu2021=0.1007
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| 27 |
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2026-10-02T22:18:48 step 6250 train 0.10230 inner-val 0.10321 best 0.10321@6250 (283s) immicro=0.0988 ye2026_sepsis=0.1140 imperial_eskd=0.0994 liu2021=0.1007
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| 28 |
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2026-10-02T22:19:00 step 6500 train 0.10201 inner-val 0.10321 best 0.10321@6500 (295s) immicro=0.0988 ye2026_sepsis=0.1140 imperial_eskd=0.0994 liu2021=0.1007
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| 29 |
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2026-10-02T22:19:12 step 6750 train 0.10199 inner-val 0.10320 best 0.10320@6750 (308s) immicro=0.0988 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1007
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| 30 |
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2026-10-02T22:19:24 step 7000 train 0.10211 inner-val 0.10319 best 0.10319@7000 (320s) immicro=0.0988 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1007
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| 31 |
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2026-10-02T22:19:36 step 7250 train 0.10215 inner-val 0.10318 best 0.10318@7250 (332s) immicro=0.0988 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1007
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| 32 |
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2026-10-02T22:19:48 step 7500 train 0.10208 inner-val 0.10318 best 0.10318@7500 (344s) immicro=0.0988 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1006
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| 33 |
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2026-10-02T22:20:00 step 7750 train 0.10206 inner-val 0.10317 best 0.10317@7750 (356s) immicro=0.0988 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1006
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| 34 |
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2026-10-02T22:20:12 step 8000 train 0.10176 inner-val 0.10317 best 0.10317@8000 (368s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1006
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| 35 |
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2026-10-02T22:20:24 step 8250 train 0.10206 inner-val 0.10316 best 0.10316@8250 (380s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1006
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| 36 |
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2026-10-02T22:20:36 step 8500 train 0.10170 inner-val 0.10316 best 0.10316@8500 (392s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0994 liu2021=0.1006
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| 37 |
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2026-10-02T22:20:48 step 8750 train 0.10224 inner-val 0.10315 best 0.10315@8750 (404s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 38 |
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2026-10-02T22:21:00 step 9000 train 0.10217 inner-val 0.10315 best 0.10315@9000 (416s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 39 |
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2026-10-02T22:21:12 step 9250 train 0.10210 inner-val 0.10314 best 0.10314@9250 (428s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 40 |
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2026-10-02T22:21:25 step 9500 train 0.10174 inner-val 0.10314 best 0.10314@9500 (440s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 41 |
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2026-10-02T22:21:37 step 9750 train 0.10168 inner-val 0.10314 best 0.10314@9750 (452s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 42 |
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2026-10-02T22:21:49 step 10000 train 0.10180 inner-val 0.10314 best 0.10314@10000 (464s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 43 |
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2026-10-02T22:22:01 step 10250 train 0.10190 inner-val 0.10313 best 0.10313@10250 (477s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 44 |
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2026-10-02T22:22:13 step 10500 train 0.10201 inner-val 0.10313 best 0.10313@10500 (489s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 45 |
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2026-10-02T22:22:25 step 10750 train 0.10181 inner-val 0.10313 best 0.10313@10750 (501s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 46 |
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2026-10-02T22:22:37 step 11000 train 0.10200 inner-val 0.10312 best 0.10312@11000 (513s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 47 |
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2026-10-02T22:22:49 step 11250 train 0.10161 inner-val 0.10312 best 0.10312@11250 (525s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 48 |
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2026-10-02T22:23:02 step 11500 train 0.10193 inner-val 0.10312 best 0.10312@11500 (537s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 49 |
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2026-10-02T22:23:14 step 11750 train 0.10193 inner-val 0.10311 best 0.10311@11750 (550s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 50 |
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2026-10-02T22:23:26 step 12000 train 0.10151 inner-val 0.10311 best 0.10311@12000 (562s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 51 |
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2026-10-02T22:23:38 step 12250 train 0.10195 inner-val 0.10311 best 0.10311@12000 (574s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 52 |
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2026-10-02T22:23:50 step 12500 train 0.10182 inner-val 0.10311 best 0.10311@12000 (586s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 53 |
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2026-10-02T22:24:02 step 12750 train 0.10191 inner-val 0.10312 best 0.10311@12000 (598s) immicro=0.0987 ye2026_sepsis=0.1140 imperial_eskd=0.0993 liu2021=0.1006
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| 54 |
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2026-10-02T22:24:14 step 13000 train 0.10211 inner-val 0.10311 best 0.10311@12000 (610s) immicro=0.0987 ye2026_sepsis=0.1140 imperial_eskd=0.0993 liu2021=0.1006
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| 55 |
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2026-10-02T22:24:27 step 13250 train 0.10196 inner-val 0.10311 best 0.10311@13250 (622s) immicro=0.0987 ye2026_sepsis=0.1140 imperial_eskd=0.0993 liu2021=0.1006
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| 56 |
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2026-10-02T22:24:39 step 13500 train 0.10179 inner-val 0.10311 best 0.10311@13500 (634s) immicro=0.0987 ye2026_sepsis=0.1140 imperial_eskd=0.0993 liu2021=0.1006
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| 57 |
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2026-10-02T22:24:51 step 13750 train 0.10206 inner-val 0.10310 best 0.10310@13750 (646s) immicro=0.0987 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1006
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| 58 |
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2026-10-02T22:25:03 step 14000 train 0.10163 inner-val 0.10310 best 0.10310@14000 (658s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0993 liu2021=0.1005
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| 59 |
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2026-10-02T22:25:15 step 14250 train 0.10164 inner-val 0.10310 best 0.10310@14250 (670s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 60 |
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2026-10-02T22:25:27 step 14500 train 0.10170 inner-val 0.10309 best 0.10309@14500 (682s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 61 |
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2026-10-02T22:25:39 step 14750 train 0.10187 inner-val 0.10309 best 0.10309@14750 (695s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 62 |
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2026-10-02T22:25:51 step 15000 train 0.10196 inner-val 0.10309 best 0.10309@15000 (707s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 63 |
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2026-10-02T22:26:04 step 15250 train 0.10168 inner-val 0.10309 best 0.10309@15250 (719s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 64 |
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2026-10-02T22:26:16 step 15500 train 0.10220 inner-val 0.10308 best 0.10308@15500 (732s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 65 |
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2026-10-02T22:26:28 step 15750 train 0.10169 inner-val 0.10308 best 0.10308@15750 (744s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 66 |
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2026-10-02T22:26:40 step 16000 train 0.10160 inner-val 0.10308 best 0.10308@15750 (756s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 67 |
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2026-10-02T22:26:52 step 16250 train 0.10189 inner-val 0.10308 best 0.10308@16250 (768s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 68 |
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2026-10-02T22:27:05 step 16500 train 0.10181 inner-val 0.10307 best 0.10307@16500 (780s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 69 |
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2026-10-02T22:27:17 step 16750 train 0.10181 inner-val 0.10307 best 0.10307@16500 (792s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 70 |
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2026-10-02T22:27:29 step 17000 train 0.10196 inner-val 0.10307 best 0.10307@17000 (804s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 71 |
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2026-10-02T22:27:41 step 17250 train 0.10200 inner-val 0.10307 best 0.10307@17250 (817s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 72 |
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2026-10-02T22:27:53 step 17500 train 0.10172 inner-val 0.10306 best 0.10306@17500 (829s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 73 |
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2026-10-02T22:28:04 step 17750 train 0.10152 inner-val 0.10306 best 0.10306@17750 (839s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 74 |
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2026-10-02T22:28:14 step 18000 train 0.10205 inner-val 0.10306 best 0.10306@17750 (850s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
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| 75 |
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2026-10-02T22:28:24 step 18250 train 0.10159 inner-val 0.10306 best 0.10306@18250 (860s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 76 |
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2026-10-02T22:28:35 step 18500 train 0.10148 inner-val 0.10306 best 0.10306@18250 (871s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 77 |
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2026-10-02T22:28:45 step 18750 train 0.10181 inner-val 0.10306 best 0.10306@18750 (881s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 78 |
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2026-10-02T22:28:56 step 19000 train 0.10185 inner-val 0.10306 best 0.10306@18750 (891s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 79 |
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2026-10-02T22:29:06 step 19250 train 0.10184 inner-val 0.10306 best 0.10306@19250 (902s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
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| 80 |
+
2026-10-02T22:29:17 step 19500 train 0.10163 inner-val 0.10305 best 0.10305@19500 (912s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
|
| 81 |
+
2026-10-02T22:29:27 step 19750 train 0.10159 inner-val 0.10305 best 0.10305@19750 (923s) immicro=0.0986 ye2026_sepsis=0.1140 imperial_eskd=0.0992 liu2021=0.1005
|
| 82 |
+
2026-10-02T22:29:38 step 20000 train 0.10176 inner-val 0.10305 best 0.10305@20000 (934s) immicro=0.0986 ye2026_sepsis=0.1139 imperial_eskd=0.0992 liu2021=0.1005
|
| 83 |
+
2026-10-02T22:29:42 saved /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16/checkpoint_ft.pt (selected step 20000, inner-val 0.10305 vs pretrained 0.11207); sha 6763c22fbbc0
|
paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/RUN.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"schema": "pbisc_sdd.ft_crosscohort.run.v1",
|
| 3 |
+
"source_checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
|
| 4 |
+
"source_checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
|
| 5 |
+
"split": "hoL_ji2025_chili",
|
| 6 |
+
"split_file": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/splits/hoL_ji2025_chili.json",
|
| 7 |
+
"split_sha256": "1efe2e8a540137380f689ea29d64f99189981b8fcc636824c7ae858db989f787",
|
| 8 |
+
"held_out": "ji2025_chili",
|
| 9 |
+
"recipe_k": 1000,
|
| 10 |
+
"balance": "cohort",
|
| 11 |
+
"mode": "lora",
|
| 12 |
+
"trainable": {
|
| 13 |
+
"mode": "lora",
|
| 14 |
+
"lora_layers": [
|
| 15 |
+
"time_encoder.0",
|
| 16 |
+
"time_encoder.2",
|
| 17 |
+
"condition_encoder.0",
|
| 18 |
+
"condition_encoder.3",
|
| 19 |
+
"context_mixer.2",
|
| 20 |
+
"down_blocks.0.input_projection",
|
| 21 |
+
"down_blocks.0.context_projection.1",
|
| 22 |
+
"down_blocks.1.input_projection",
|
| 23 |
+
"down_blocks.1.context_projection.1",
|
| 24 |
+
"down_blocks.2.input_projection",
|
| 25 |
+
"down_blocks.2.context_projection.1",
|
| 26 |
+
"down_blocks.3.input_projection",
|
| 27 |
+
"down_blocks.3.context_projection.1",
|
| 28 |
+
"up_blocks.0.input_projection",
|
| 29 |
+
"up_blocks.0.context_projection.1",
|
| 30 |
+
"up_blocks.1.input_projection",
|
| 31 |
+
"up_blocks.1.context_projection.1",
|
| 32 |
+
"up_blocks.2.input_projection",
|
| 33 |
+
"up_blocks.2.context_projection.1",
|
| 34 |
+
"output_trunk.0",
|
| 35 |
+
"value_head",
|
| 36 |
+
"active_head"
|
| 37 |
+
],
|
| 38 |
+
"lora_rank": 16,
|
| 39 |
+
"lora_alpha": 16.0,
|
| 40 |
+
"n_trainable": 1296224,
|
| 41 |
+
"n_total_base": 54185184,
|
| 42 |
+
"trainable_tensors": 44
|
| 43 |
+
},
|
| 44 |
+
"lr": 0.0005,
|
| 45 |
+
"warmup": 200,
|
| 46 |
+
"batch_size": 256,
|
| 47 |
+
"ema_decay": 0.999,
|
| 48 |
+
"max_steps": 200000,
|
| 49 |
+
"steps_run": 40000,
|
| 50 |
+
"eval_every": 250,
|
| 51 |
+
"patience": 8,
|
| 52 |
+
"selected_step": 38250,
|
| 53 |
+
"selected_inner_val_loss": 0.1029594385728353,
|
| 54 |
+
"pretrained_inner_val_loss": 0.11206555419432168,
|
| 55 |
+
"cohorts": [
|
| 56 |
+
{
|
| 57 |
+
"cohort": "immicro",
|
| 58 |
+
"condition_npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/data/immicro/conditions_raw_K1000.npz",
|
| 59 |
+
"condition_npz_sha256": "2be5717d19e86bdf38e4838d4bd2886a211ba78bfbfe749c458305a3e0ac2dcc",
|
| 60 |
+
"train_rows": [
|
| 61 |
+
"HS1",
|
| 62 |
+
"HS2",
|
| 63 |
+
"HS3",
|
| 64 |
+
"HS6",
|
| 65 |
+
"HS7",
|
| 66 |
+
"HS8",
|
| 67 |
+
"HS9",
|
| 68 |
+
"HS10",
|
| 69 |
+
"HS12",
|
| 70 |
+
"HS13",
|
| 71 |
+
"HS14",
|
| 72 |
+
"HS15",
|
| 73 |
+
"HS16",
|
| 74 |
+
"HS17",
|
| 75 |
+
"HS18",
|
| 76 |
+
"HS19",
|
| 77 |
+
"HS20",
|
| 78 |
+
"HS21",
|
| 79 |
+
"HS23",
|
| 80 |
+
"HS24",
|
| 81 |
+
"HS25",
|
| 82 |
+
"HS28",
|
| 83 |
+
"HS29",
|
| 84 |
+
"HS30",
|
| 85 |
+
"HS32",
|
| 86 |
+
"HS34",
|
| 87 |
+
"HS35",
|
| 88 |
+
"HS36",
|
| 89 |
+
"HS37",
|
| 90 |
+
"HS38",
|
| 91 |
+
"HS39",
|
| 92 |
+
"HS40",
|
| 93 |
+
"HS41",
|
| 94 |
+
"HS42",
|
| 95 |
+
"HS43",
|
| 96 |
+
"HS44",
|
| 97 |
+
"HS45",
|
| 98 |
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"HS47",
|
| 99 |
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"HS48",
|
| 100 |
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"HS49",
|
| 101 |
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"HS50",
|
| 102 |
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"HS51",
|
| 103 |
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"HS52",
|
| 104 |
+
"HS53",
|
| 105 |
+
"HS54",
|
| 106 |
+
"HS56",
|
| 107 |
+
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],
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"max_abs_weight_change": 17.053394317626953,
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"n_tensors_changed": 22,
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"seed": 20261002,
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"wall_seconds": 1834.4,
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"smoke": false,
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"block": 20000,
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"saturation_frac": 0.01,
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"stop_reason": "saturated",
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| 558 |
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"milestones": [
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| 559 |
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{
|
| 560 |
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"milestone_step": 20000,
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"selected_step": 20000,
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"selected_inner_val_loss": 0.10304877331546235,
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"reason": "block_end",
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| 566 |
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"checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/checkpoint_ft_s20000.pt",
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{
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"reason": "saturated",
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"reload_forward_max_abs_diff": 0.0
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| 584 |
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}
|
paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/history.json
ADDED
|
@@ -0,0 +1,1933 @@
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"liu2021": 0.10037022829055786
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| 1929 |
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},
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| 1930 |
+
"train_loss": 0.101646315574646,
|
| 1931 |
+
"sec": 1832.0
|
| 1932 |
+
}
|
| 1933 |
+
]
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paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/milestones.json
ADDED
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[
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{
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"milestone_step": 20000,
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"selected_step": 20000,
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| 5 |
+
"selected_inner_val_loss": 0.10304877331546235,
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| 6 |
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"block_improvement": 0.009016780878859335,
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| 7 |
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"total_improvement": 0.009016780878859335,
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| 8 |
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"reason": "block_end",
|
| 9 |
+
"checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/checkpoint_ft_s20000.pt",
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| 10 |
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"checkpoint_sha256": "b43a23a338a13ebebc3d3172cc90aa5fb5be5a605a025c974cb924607902d726"
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},
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{
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"milestone_step": 40000,
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"selected_step": 38250,
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| 15 |
+
"selected_inner_val_loss": 0.1029594385728353,
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| 16 |
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"block_improvement": 8.933474262705354e-05,
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| 17 |
+
"total_improvement": 0.009106115621486388,
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| 18 |
+
"reason": "saturated",
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| 19 |
+
"checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_ji2025_chili/K1000/lora16sat/checkpoint_ft_s40000.pt",
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| 20 |
+
"checkpoint_sha256": "13be590810a16d828a5ea0da0dda52a2a48edd60cddc221e2c456fcbbaa2ccb2"
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+
}
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+
]
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