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_imperial_eskd/K1000/lora16sat/RUN.json +542 -0
- paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/history.json +1772 -0
- paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/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_imperial_eskd/K1000/lora16sat/train.log +165 -0
paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/RUN.json
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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_imperial_eskd",
|
| 6 |
+
"split_file": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/splits/hoL_imperial_eskd.json",
|
| 7 |
+
"split_sha256": "dc497bb9a090f5762cf897e1e1b297cb63e33e459eedfcc3c0a181d4e66b62c4",
|
| 8 |
+
"held_out": "imperial_eskd",
|
| 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 |
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"n_total_base": 54185184,
|
| 42 |
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"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 |
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"steps_run": 40000,
|
| 50 |
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"eval_every": 250,
|
| 51 |
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"patience": 8,
|
| 52 |
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"selected_step": 39750,
|
| 53 |
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"selected_inner_val_loss": 0.10475060781808915,
|
| 54 |
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"pretrained_inner_val_loss": 0.11369983355204265,
|
| 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 |
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"train_rows": [
|
| 61 |
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| 62 |
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| 63 |
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| 64 |
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| 65 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 71 |
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| 72 |
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"checkpoint_sha256": "f9576c358c19d1d7882d773fa6ccc408475a9cb2113591c862cfe7b30984adb1"
|
| 526 |
+
},
|
| 527 |
+
{
|
| 528 |
+
"milestone_step": 40000,
|
| 529 |
+
"selected_step": 39750,
|
| 530 |
+
"selected_inner_val_loss": 0.10475060781808915,
|
| 531 |
+
"block_improvement": 8.21803179052033e-05,
|
| 532 |
+
"total_improvement": 0.0089492257339535,
|
| 533 |
+
"reason": "saturated",
|
| 534 |
+
"checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/checkpoint_ft_s40000.pt",
|
| 535 |
+
"checkpoint_sha256": "e24ed58dacdd3a104a2d1bde626e0f1130bf6b8243591fe507821a4a88262e28"
|
| 536 |
+
}
|
| 537 |
+
],
|
| 538 |
+
"written_utc": "2026-10-02T19:45:04.696154+00:00",
|
| 539 |
+
"last_milestone_max_abs_diff": 0.0,
|
| 540 |
+
"checkpoint_sha256": "98eaa829ed177dd3bb7207e90f09024747a14ec920bd0e148ab062a8e82df39e",
|
| 541 |
+
"reload_forward_max_abs_diff": 0.0
|
| 542 |
+
}
|
paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/history.json
ADDED
|
@@ -0,0 +1,1772 @@
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|
| 1743 |
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"immicro": 0.09837755654007196,
|
| 1744 |
+
"ye2026_sepsis": 0.11381151527166367,
|
| 1745 |
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"liu2021": 0.1020713010802865
|
| 1746 |
+
},
|
| 1747 |
+
"train_loss": 0.10314891672134399,
|
| 1748 |
+
"sec": 1787.4
|
| 1749 |
+
},
|
| 1750 |
+
{
|
| 1751 |
+
"step": 39750,
|
| 1752 |
+
"inner_val_loss": 0.10475060781808915,
|
| 1753 |
+
"inner_val_per_cohort": {
|
| 1754 |
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"immicro": 0.09837383932123582,
|
| 1755 |
+
"ye2026_sepsis": 0.1138098393049505,
|
| 1756 |
+
"liu2021": 0.10206814482808113
|
| 1757 |
+
},
|
| 1758 |
+
"train_loss": 0.1031123556792736,
|
| 1759 |
+
"sec": 1799.0
|
| 1760 |
+
},
|
| 1761 |
+
{
|
| 1762 |
+
"step": 40000,
|
| 1763 |
+
"inner_val_loss": 0.10475528909376375,
|
| 1764 |
+
"inner_val_per_cohort": {
|
| 1765 |
+
"immicro": 0.0983732867365082,
|
| 1766 |
+
"ye2026_sepsis": 0.11382889954580201,
|
| 1767 |
+
"liu2021": 0.102063680998981
|
| 1768 |
+
},
|
| 1769 |
+
"train_loss": 0.10297613689303398,
|
| 1770 |
+
"sec": 1810.7
|
| 1771 |
+
}
|
| 1772 |
+
]
|
paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/milestones.json
ADDED
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+
[
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| 2 |
+
{
|
| 3 |
+
"milestone_step": 20000,
|
| 4 |
+
"selected_step": 19750,
|
| 5 |
+
"selected_inner_val_loss": 0.10483278813599435,
|
| 6 |
+
"block_improvement": 0.008867045416048297,
|
| 7 |
+
"total_improvement": 0.008867045416048297,
|
| 8 |
+
"reason": "block_end",
|
| 9 |
+
"checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/checkpoint_ft_s20000.pt",
|
| 10 |
+
"checkpoint_sha256": "f9576c358c19d1d7882d773fa6ccc408475a9cb2113591c862cfe7b30984adb1"
|
| 11 |
+
},
|
| 12 |
+
{
|
| 13 |
+
"milestone_step": 40000,
|
| 14 |
+
"selected_step": 39750,
|
| 15 |
+
"selected_inner_val_loss": 0.10475060781808915,
|
| 16 |
+
"block_improvement": 8.21803179052033e-05,
|
| 17 |
+
"total_improvement": 0.0089492257339535,
|
| 18 |
+
"reason": "saturated",
|
| 19 |
+
"checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/checkpoint_ft_s40000.pt",
|
| 20 |
+
"checkpoint_sha256": "e24ed58dacdd3a104a2d1bde626e0f1130bf6b8243591fe507821a4a88262e28"
|
| 21 |
+
}
|
| 22 |
+
]
|
paper-releases/pbisc-diffusion/updates/20261003T103040Z-crosscohort-k1000-saturation/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/train.log
ADDED
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|
| 1 |
+
2026-10-03T04:14:50 split=hoL_imperial_eskd 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; giroux2022: train 24 rows / 254,250 cells, inner 0; liu2021: train 40 rows / 147,532 cells, inner 4
|
| 2 |
+
2026-10-03T04:14:51 step 0 inner-val loss 0.11370 (pretrained) {'immicro': 0.10636159498244524, 'ye2026_sepsis': 0.12489082664251328, 'liu2021': 0.10984707903116941}
|
| 3 |
+
2026-10-03T04:15:01 step 250 train 0.10722 inner-val 0.11305 best 0.11305@250 (10s) immicro=0.1057 ye2026_sepsis=0.1243 liu2021=0.1092
|
| 4 |
+
2026-10-03T04:15:12 step 500 train 0.10469 inner-val 0.11150 best 0.11150@500 (21s) immicro=0.1043 ye2026_sepsis=0.1227 liu2021=0.1075
|
| 5 |
+
2026-10-03T04:15:24 step 750 train 0.10446 inner-val 0.10975 best 0.10975@750 (32s) immicro=0.1030 ye2026_sepsis=0.1205 liu2021=0.1058
|
| 6 |
+
2026-10-03T04:15:35 step 1000 train 0.10390 inner-val 0.10823 best 0.10823@1000 (44s) immicro=0.1019 ye2026_sepsis=0.1183 liu2021=0.1045
|
| 7 |
+
2026-10-03T04:15:47 step 1250 train 0.10406 inner-val 0.10715 best 0.10715@1250 (56s) immicro=0.1011 ye2026_sepsis=0.1167 liu2021=0.1036
|
| 8 |
+
2026-10-03T04:15:59 step 1500 train 0.10383 inner-val 0.10644 best 0.10644@1500 (68s) immicro=0.1004 ye2026_sepsis=0.1157 liu2021=0.1032
|
| 9 |
+
2026-10-03T04:16:10 step 1750 train 0.10383 inner-val 0.10600 best 0.10600@1750 (79s) immicro=0.1000 ye2026_sepsis=0.1151 liu2021=0.1029
|
| 10 |
+
2026-10-03T04:16:21 step 2000 train 0.10366 inner-val 0.10572 best 0.10572@2000 (90s) immicro=0.0997 ye2026_sepsis=0.1147 liu2021=0.1028
|
| 11 |
+
2026-10-03T04:16:33 step 2250 train 0.10373 inner-val 0.10553 best 0.10553@2250 (102s) immicro=0.0995 ye2026_sepsis=0.1145 liu2021=0.1026
|
| 12 |
+
2026-10-03T04:16:43 step 2500 train 0.10394 inner-val 0.10539 best 0.10539@2500 (112s) immicro=0.0993 ye2026_sepsis=0.1143 liu2021=0.1026
|
| 13 |
+
2026-10-03T04:16:54 step 2750 train 0.10359 inner-val 0.10530 best 0.10530@2750 (123s) immicro=0.0992 ye2026_sepsis=0.1142 liu2021=0.1025
|
| 14 |
+
2026-10-03T04:17:06 step 3000 train 0.10368 inner-val 0.10523 best 0.10523@3000 (135s) immicro=0.0991 ye2026_sepsis=0.1141 liu2021=0.1025
|
| 15 |
+
2026-10-03T04:17:17 step 3250 train 0.10379 inner-val 0.10518 best 0.10518@3250 (146s) immicro=0.0990 ye2026_sepsis=0.1141 liu2021=0.1024
|
| 16 |
+
2026-10-03T04:17:29 step 3500 train 0.10379 inner-val 0.10514 best 0.10514@3500 (158s) immicro=0.0990 ye2026_sepsis=0.1140 liu2021=0.1024
|
| 17 |
+
2026-10-03T04:17:41 step 3750 train 0.10358 inner-val 0.10511 best 0.10511@3750 (170s) immicro=0.0989 ye2026_sepsis=0.1140 liu2021=0.1024
|
| 18 |
+
2026-10-03T04:17:52 step 4000 train 0.10343 inner-val 0.10509 best 0.10509@4000 (181s) immicro=0.0989 ye2026_sepsis=0.1140 liu2021=0.1024
|
| 19 |
+
2026-10-03T04:18:04 step 4250 train 0.10373 inner-val 0.10507 best 0.10507@4250 (193s) immicro=0.0989 ye2026_sepsis=0.1140 liu2021=0.1024
|
| 20 |
+
2026-10-03T04:18:16 step 4500 train 0.10373 inner-val 0.10506 best 0.10506@4500 (204s) immicro=0.0988 ye2026_sepsis=0.1140 liu2021=0.1024
|
| 21 |
+
2026-10-03T04:18:27 step 4750 train 0.10352 inner-val 0.10505 best 0.10505@4750 (216s) immicro=0.0988 ye2026_sepsis=0.1139 liu2021=0.1024
|
| 22 |
+
2026-10-03T04:18:39 step 5000 train 0.10377 inner-val 0.10503 best 0.10503@5000 (228s) immicro=0.0988 ye2026_sepsis=0.1139 liu2021=0.1024
|
| 23 |
+
2026-10-03T04:18:51 step 5250 train 0.10338 inner-val 0.10503 best 0.10503@5250 (240s) immicro=0.0988 ye2026_sepsis=0.1139 liu2021=0.1024
|
| 24 |
+
2026-10-03T04:19:02 step 5500 train 0.10352 inner-val 0.10502 best 0.10502@5500 (251s) immicro=0.0988 ye2026_sepsis=0.1139 liu2021=0.1024
|
| 25 |
+
2026-10-03T04:19:14 step 5750 train 0.10307 inner-val 0.10501 best 0.10501@5750 (263s) immicro=0.0988 ye2026_sepsis=0.1139 liu2021=0.1024
|
| 26 |
+
2026-10-03T04:19:25 step 6000 train 0.10340 inner-val 0.10500 best 0.10500@6000 (274s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 27 |
+
2026-10-03T04:19:37 step 6250 train 0.10368 inner-val 0.10499 best 0.10499@6250 (285s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 28 |
+
2026-10-03T04:19:47 step 6500 train 0.10364 inner-val 0.10498 best 0.10498@6500 (296s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 29 |
+
2026-10-03T04:19:58 step 6750 train 0.10333 inner-val 0.10497 best 0.10497@6750 (307s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 30 |
+
2026-10-03T04:20:09 step 7000 train 0.10337 inner-val 0.10496 best 0.10496@7000 (318s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 31 |
+
2026-10-03T04:20:20 step 7250 train 0.10355 inner-val 0.10496 best 0.10496@7250 (329s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 32 |
+
2026-10-03T04:20:30 step 7500 train 0.10347 inner-val 0.10495 best 0.10495@7500 (338s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 33 |
+
2026-10-03T04:20:39 step 7750 train 0.10332 inner-val 0.10495 best 0.10495@7750 (348s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 34 |
+
2026-10-03T04:20:49 step 8000 train 0.10304 inner-val 0.10495 best 0.10495@7750 (358s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 35 |
+
2026-10-03T04:20:59 step 8250 train 0.10352 inner-val 0.10494 best 0.10494@8250 (368s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 36 |
+
2026-10-03T04:21:10 step 8500 train 0.10311 inner-val 0.10494 best 0.10494@8500 (379s) immicro=0.0987 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 37 |
+
2026-10-03T04:21:21 step 8750 train 0.10354 inner-val 0.10493 best 0.10493@8750 (390s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 38 |
+
2026-10-03T04:21:33 step 9000 train 0.10332 inner-val 0.10493 best 0.10493@9000 (402s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 39 |
+
2026-10-03T04:21:45 step 9250 train 0.10334 inner-val 0.10493 best 0.10493@9000 (413s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 40 |
+
2026-10-03T04:21:56 step 9500 train 0.10344 inner-val 0.10493 best 0.10493@9000 (425s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 41 |
+
2026-10-03T04:22:08 step 9750 train 0.10322 inner-val 0.10492 best 0.10492@9750 (436s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 42 |
+
2026-10-03T04:22:19 step 10000 train 0.10319 inner-val 0.10492 best 0.10492@10000 (448s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 43 |
+
2026-10-03T04:22:31 step 10250 train 0.10333 inner-val 0.10491 best 0.10491@10250 (460s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 44 |
+
2026-10-03T04:22:42 step 10500 train 0.10343 inner-val 0.10491 best 0.10491@10500 (471s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 45 |
+
2026-10-03T04:22:54 step 10750 train 0.10338 inner-val 0.10491 best 0.10491@10500 (482s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1023
|
| 46 |
+
2026-10-03T04:23:05 step 11000 train 0.10348 inner-val 0.10490 best 0.10490@11000 (494s) immicro=0.0986 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 47 |
+
2026-10-03T04:23:17 step 11250 train 0.10317 inner-val 0.10490 best 0.10490@11250 (506s) immicro=0.0986 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 48 |
+
2026-10-03T04:23:28 step 11500 train 0.10341 inner-val 0.10490 best 0.10490@11250 (517s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 49 |
+
2026-10-03T04:23:40 step 11750 train 0.10327 inner-val 0.10490 best 0.10490@11750 (529s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 50 |
+
2026-10-03T04:23:52 step 12000 train 0.10301 inner-val 0.10490 best 0.10490@12000 (540s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 51 |
+
2026-10-03T04:24:03 step 12250 train 0.10314 inner-val 0.10489 best 0.10489@12250 (552s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 52 |
+
2026-10-03T04:24:15 step 12500 train 0.10340 inner-val 0.10489 best 0.10489@12500 (564s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 53 |
+
2026-10-03T04:24:26 step 12750 train 0.10329 inner-val 0.10489 best 0.10489@12500 (575s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 54 |
+
2026-10-03T04:24:38 step 13000 train 0.10348 inner-val 0.10489 best 0.10489@13000 (587s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 55 |
+
2026-10-03T04:24:50 step 13250 train 0.10346 inner-val 0.10488 best 0.10489@13000 (598s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 56 |
+
2026-10-03T04:25:01 step 13500 train 0.10334 inner-val 0.10489 best 0.10489@13000 (610s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 57 |
+
2026-10-03T04:25:13 step 13750 train 0.10334 inner-val 0.10488 best 0.10488@13750 (622s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 58 |
+
2026-10-03T04:25:24 step 14000 train 0.10331 inner-val 0.10488 best 0.10488@14000 (633s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 59 |
+
2026-10-03T04:25:36 step 14250 train 0.10305 inner-val 0.10487 best 0.10487@14250 (645s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 60 |
+
2026-10-03T04:25:47 step 14500 train 0.10347 inner-val 0.10487 best 0.10487@14500 (656s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 61 |
+
2026-10-03T04:25:59 step 14750 train 0.10343 inner-val 0.10487 best 0.10487@14500 (668s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 62 |
+
2026-10-03T04:26:11 step 15000 train 0.10357 inner-val 0.10487 best 0.10487@14500 (679s) immicro=0.0986 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 63 |
+
2026-10-03T04:26:22 step 15250 train 0.10318 inner-val 0.10487 best 0.10487@14500 (691s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 64 |
+
2026-10-03T04:26:34 step 15500 train 0.10350 inner-val 0.10487 best 0.10487@15500 (703s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 65 |
+
2026-10-03T04:26:46 step 15750 train 0.10316 inner-val 0.10486 best 0.10486@15750 (714s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 66 |
+
2026-10-03T04:26:57 step 16000 train 0.10313 inner-val 0.10486 best 0.10486@16000 (726s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 67 |
+
2026-10-03T04:27:09 step 16250 train 0.10331 inner-val 0.10486 best 0.10486@16000 (738s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 68 |
+
2026-10-03T04:27:20 step 16500 train 0.10337 inner-val 0.10486 best 0.10486@16500 (749s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 69 |
+
2026-10-03T04:27:32 step 16750 train 0.10301 inner-val 0.10486 best 0.10486@16750 (760s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 70 |
+
2026-10-03T04:27:43 step 17000 train 0.10337 inner-val 0.10486 best 0.10486@16750 (772s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 71 |
+
2026-10-03T04:27:55 step 17250 train 0.10348 inner-val 0.10486 best 0.10486@16750 (784s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 72 |
+
2026-10-03T04:28:06 step 17500 train 0.10323 inner-val 0.10485 best 0.10485@17500 (795s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 73 |
+
2026-10-03T04:28:18 step 17750 train 0.10298 inner-val 0.10485 best 0.10485@17500 (807s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 74 |
+
2026-10-03T04:28:30 step 18000 train 0.10367 inner-val 0.10485 best 0.10485@18000 (818s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 75 |
+
2026-10-03T04:28:41 step 18250 train 0.10301 inner-val 0.10485 best 0.10485@18250 (830s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 76 |
+
2026-10-03T04:28:52 step 18500 train 0.10341 inner-val 0.10485 best 0.10485@18500 (841s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 77 |
+
2026-10-03T04:29:04 step 18750 train 0.10308 inner-val 0.10485 best 0.10485@18750 (853s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 78 |
+
2026-10-03T04:29:14 step 19000 train 0.10316 inner-val 0.10484 best 0.10484@19000 (862s) immicro=0.0985 ye2026_sepsis=0.1139 liu2021=0.1022
|
| 79 |
+
2026-10-03T04:29:24 step 19250 train 0.10317 inner-val 0.10484 best 0.10484@19250 (873s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 80 |
+
2026-10-03T04:29:34 step 19500 train 0.10318 inner-val 0.10483 best 0.10483@19500 (883s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 81 |
+
2026-10-03T04:29:44 step 19750 train 0.10321 inner-val 0.10483 best 0.10483@19750 (893s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 82 |
+
2026-10-03T04:29:55 step 20000 train 0.10326 inner-val 0.10483 best 0.10483@19750 (904s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 83 |
+
2026-10-03T04:29:57 block end 20000: best 0.10483@19750; block improvement 0.008867 (100.00 % of total 0.008867) -> continue
|
| 84 |
+
2026-10-03T04:30:08 step 20250 train 0.10314 inner-val 0.10483 best 0.10483@19750 (917s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 85 |
+
2026-10-03T04:30:20 step 20500 train 0.10307 inner-val 0.10483 best 0.10483@19750 (929s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 86 |
+
2026-10-03T04:30:31 step 20750 train 0.10326 inner-val 0.10483 best 0.10483@20750 (940s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 87 |
+
2026-10-03T04:30:41 step 21000 train 0.10328 inner-val 0.10483 best 0.10483@21000 (949s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 88 |
+
2026-10-03T04:30:51 step 21250 train 0.10293 inner-val 0.10483 best 0.10483@21000 (960s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 89 |
+
2026-10-03T04:31:01 step 21500 train 0.10289 inner-val 0.10483 best 0.10483@21500 (970s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 90 |
+
2026-10-03T04:31:12 step 21750 train 0.10329 inner-val 0.10483 best 0.10483@21750 (980s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 91 |
+
2026-10-03T04:31:22 step 22000 train 0.10329 inner-val 0.10483 best 0.10483@21750 (991s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 92 |
+
2026-10-03T04:31:33 step 22250 train 0.10316 inner-val 0.10483 best 0.10483@21750 (1002s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 93 |
+
2026-10-03T04:31:44 step 22500 train 0.10313 inner-val 0.10483 best 0.10483@21750 (1013s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 94 |
+
2026-10-03T04:31:55 step 22750 train 0.10309 inner-val 0.10483 best 0.10483@21750 (1024s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 95 |
+
2026-10-03T04:32:07 step 23000 train 0.10347 inner-val 0.10483 best 0.10483@23000 (1036s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 96 |
+
2026-10-03T04:32:19 step 23250 train 0.10346 inner-val 0.10482 best 0.10482@23250 (1047s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 97 |
+
2026-10-03T04:32:30 step 23500 train 0.10326 inner-val 0.10482 best 0.10482@23500 (1059s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 98 |
+
2026-10-03T04:32:41 step 23750 train 0.10312 inner-val 0.10482 best 0.10482@23750 (1070s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 99 |
+
2026-10-03T04:32:51 step 24000 train 0.10338 inner-val 0.10482 best 0.10482@23750 (1080s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 100 |
+
2026-10-03T04:33:00 step 24250 train 0.10293 inner-val 0.10482 best 0.10482@23750 (1089s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 101 |
+
2026-10-03T04:33:10 step 24500 train 0.10298 inner-val 0.10482 best 0.10482@23750 (1099s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 102 |
+
2026-10-03T04:33:20 step 24750 train 0.10311 inner-val 0.10482 best 0.10482@24750 (1109s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 103 |
+
2026-10-03T04:33:30 step 25000 train 0.10295 inner-val 0.10481 best 0.10481@25000 (1119s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 104 |
+
2026-10-03T04:33:41 step 25250 train 0.10297 inner-val 0.10481 best 0.10481@25000 (1130s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 105 |
+
2026-10-03T04:33:53 step 25500 train 0.10313 inner-val 0.10481 best 0.10481@25000 (1141s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 106 |
+
2026-10-03T04:34:03 step 25750 train 0.10308 inner-val 0.10481 best 0.10481@25000 (1152s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 107 |
+
2026-10-03T04:34:14 step 26000 train 0.10318 inner-val 0.10481 best 0.10481@26000 (1162s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 108 |
+
2026-10-03T04:34:25 step 26250 train 0.10320 inner-val 0.10481 best 0.10481@26250 (1174s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 109 |
+
2026-10-03T04:34:37 step 26500 train 0.10322 inner-val 0.10481 best 0.10481@26250 (1186s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 110 |
+
2026-10-03T04:34:49 step 26750 train 0.10304 inner-val 0.10481 best 0.10481@26250 (1197s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 111 |
+
2026-10-03T04:35:00 step 27000 train 0.10341 inner-val 0.10481 best 0.10481@26250 (1209s) immicro=0.0985 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 112 |
+
2026-10-03T04:35:11 step 27250 train 0.10331 inner-val 0.10481 best 0.10481@26250 (1220s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 113 |
+
2026-10-03T04:35:23 step 27500 train 0.10309 inner-val 0.10481 best 0.10481@26250 (1232s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 114 |
+
2026-10-03T04:35:35 step 27750 train 0.10324 inner-val 0.10481 best 0.10481@26250 (1243s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 115 |
+
2026-10-03T04:35:46 step 28000 train 0.10303 inner-val 0.10480 best 0.10480@28000 (1255s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 116 |
+
2026-10-03T04:35:58 step 28250 train 0.10313 inner-val 0.10480 best 0.10480@28250 (1266s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 117 |
+
2026-10-03T04:36:09 step 28500 train 0.10287 inner-val 0.10480 best 0.10480@28250 (1278s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1022
|
| 118 |
+
2026-10-03T04:36:21 step 28750 train 0.10308 inner-val 0.10480 best 0.10480@28750 (1290s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 119 |
+
2026-10-03T04:36:32 step 29000 train 0.10310 inner-val 0.10480 best 0.10480@29000 (1301s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 120 |
+
2026-10-03T04:36:44 step 29250 train 0.10341 inner-val 0.10479 best 0.10479@29250 (1313s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 121 |
+
2026-10-03T04:36:56 step 29500 train 0.10285 inner-val 0.10479 best 0.10479@29250 (1324s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 122 |
+
2026-10-03T04:37:07 step 29750 train 0.10305 inner-val 0.10479 best 0.10479@29250 (1336s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 123 |
+
2026-10-03T04:37:19 step 30000 train 0.10280 inner-val 0.10479 best 0.10479@30000 (1348s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 124 |
+
2026-10-03T04:37:31 step 30250 train 0.10296 inner-val 0.10479 best 0.10479@30250 (1359s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 125 |
+
2026-10-03T04:37:42 step 30500 train 0.10292 inner-val 0.10479 best 0.10479@30500 (1371s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 126 |
+
2026-10-03T04:37:54 step 30750 train 0.10315 inner-val 0.10479 best 0.10479@30500 (1382s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 127 |
+
2026-10-03T04:38:05 step 31000 train 0.10279 inner-val 0.10479 best 0.10479@31000 (1394s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 128 |
+
2026-10-03T04:38:17 step 31250 train 0.10305 inner-val 0.10479 best 0.10479@31000 (1406s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 129 |
+
2026-10-03T04:38:29 step 31500 train 0.10271 inner-val 0.10479 best 0.10479@31000 (1417s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 130 |
+
2026-10-03T04:38:40 step 31750 train 0.10310 inner-val 0.10479 best 0.10479@31000 (1429s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 131 |
+
2026-10-03T04:38:51 step 32000 train 0.10305 inner-val 0.10478 best 0.10478@32000 (1440s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 132 |
+
2026-10-03T04:39:03 step 32250 train 0.10312 inner-val 0.10478 best 0.10478@32250 (1452s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 133 |
+
2026-10-03T04:39:15 step 32500 train 0.10290 inner-val 0.10478 best 0.10478@32250 (1464s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 134 |
+
2026-10-03T04:39:26 step 32750 train 0.10313 inner-val 0.10478 best 0.10478@32250 (1475s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 135 |
+
2026-10-03T04:39:38 step 33000 train 0.10306 inner-val 0.10478 best 0.10478@33000 (1487s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 136 |
+
2026-10-03T04:39:49 step 33250 train 0.10306 inner-val 0.10478 best 0.10478@33000 (1498s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 137 |
+
2026-10-03T04:40:01 step 33500 train 0.10270 inner-val 0.10478 best 0.10478@33000 (1510s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 138 |
+
2026-10-03T04:40:12 step 33750 train 0.10301 inner-val 0.10478 best 0.10478@33750 (1521s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 139 |
+
2026-10-03T04:40:24 step 34000 train 0.10318 inner-val 0.10477 best 0.10477@34000 (1533s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 140 |
+
2026-10-03T04:40:35 step 34250 train 0.10308 inner-val 0.10477 best 0.10477@34000 (1544s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 141 |
+
2026-10-03T04:40:47 step 34500 train 0.10308 inner-val 0.10477 best 0.10477@34000 (1556s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 142 |
+
2026-10-03T04:40:58 step 34750 train 0.10310 inner-val 0.10477 best 0.10477@34750 (1567s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 143 |
+
2026-10-03T04:41:10 step 35000 train 0.10323 inner-val 0.10477 best 0.10477@35000 (1579s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 144 |
+
2026-10-03T04:41:22 step 35250 train 0.10288 inner-val 0.10476 best 0.10477@35000 (1590s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 145 |
+
2026-10-03T04:41:33 step 35500 train 0.10330 inner-val 0.10476 best 0.10476@35500 (1602s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 146 |
+
2026-10-03T04:41:45 step 35750 train 0.10300 inner-val 0.10476 best 0.10476@35500 (1613s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 147 |
+
2026-10-03T04:41:56 step 36000 train 0.10310 inner-val 0.10476 best 0.10476@35500 (1625s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 148 |
+
2026-10-03T04:42:08 step 36250 train 0.10312 inner-val 0.10476 best 0.10476@35500 (1636s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 149 |
+
2026-10-03T04:42:19 step 36500 train 0.10278 inner-val 0.10476 best 0.10476@36500 (1648s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 150 |
+
2026-10-03T04:42:31 step 36750 train 0.10307 inner-val 0.10476 best 0.10476@36750 (1660s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 151 |
+
2026-10-03T04:42:43 step 37000 train 0.10280 inner-val 0.10476 best 0.10476@36750 (1671s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 152 |
+
2026-10-03T04:42:54 step 37250 train 0.10300 inner-val 0.10476 best 0.10476@36750 (1683s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 153 |
+
2026-10-03T04:43:06 step 37500 train 0.10318 inner-val 0.10476 best 0.10476@36750 (1695s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 154 |
+
2026-10-03T04:43:17 step 37750 train 0.10298 inner-val 0.10476 best 0.10476@36750 (1706s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 155 |
+
2026-10-03T04:43:29 step 38000 train 0.10322 inner-val 0.10476 best 0.10476@36750 (1718s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 156 |
+
2026-10-03T04:43:40 step 38250 train 0.10314 inner-val 0.10476 best 0.10476@38250 (1729s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 157 |
+
2026-10-03T04:43:52 step 38500 train 0.10300 inner-val 0.10476 best 0.10476@38250 (1741s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 158 |
+
2026-10-03T04:44:04 step 38750 train 0.10291 inner-val 0.10476 best 0.10476@38250 (1752s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 159 |
+
2026-10-03T04:44:15 step 39000 train 0.10299 inner-val 0.10475 best 0.10475@39000 (1764s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 160 |
+
2026-10-03T04:44:27 step 39250 train 0.10295 inner-val 0.10475 best 0.10475@39000 (1776s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 161 |
+
2026-10-03T04:44:39 step 39500 train 0.10315 inner-val 0.10475 best 0.10475@39000 (1787s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 162 |
+
2026-10-03T04:44:50 step 39750 train 0.10311 inner-val 0.10475 best 0.10475@39750 (1799s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 163 |
+
2026-10-03T04:45:02 step 40000 train 0.10298 inner-val 0.10476 best 0.10475@39750 (1811s) immicro=0.0984 ye2026_sepsis=0.1138 liu2021=0.1021
|
| 164 |
+
2026-10-03T04:45:03 block end 40000: best 0.10475@39750; block improvement 0.000082 (0.92 % of total 0.008949) -> saturated, stop
|
| 165 |
+
2026-10-03T04:45:07 saved /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_imperial_eskd/K1000/lora16sat/checkpoint_ft.pt (selected step 39750, inner-val 0.10475 vs pretrained 0.11370); sha 98eaa829ed17
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