Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fold0/scratch_n5/RUN.json +94 -0
- paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fold0/scratch_n5/history.json +463 -0
- paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fold0/scratch_n5/train.log +81 -0
- paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fold0_scratch_20261005/arms/scratch_full__raw/labels/labels.manifest.json +155 -0
paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fold0/scratch_n5/RUN.json
ADDED
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{
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| 2 |
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"schema": "pbisc_sdd.ft_intradataset.run.v1",
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| 3 |
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| 4 |
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"source_checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
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| 5 |
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"dataset_dir": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis",
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| 6 |
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"condition_npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/conditions_raw_fixed.npz",
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"condition_npz_sha256": "ce8b61d7dcd3e62b9e63d52189cfb5bba881f87a661384277a7949a629231cb4",
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| 23 |
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| 27 |
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| 28 |
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| 30 |
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| 37 |
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"model_config",
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"diffusion_config",
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| 40 |
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"value_scaler",
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],
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"test_rows_never_loaded_for_training": [
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"Abd-S39",
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"Abd-S47",
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"Res-S139",
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"Res-S26",
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"checkpoint_sha256": "11665f81339df56bbcdd85ab6bd5c0d032f66df8d320bd56c20db98b7c384427",
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}
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paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fold0/scratch_n5/history.json
ADDED
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| 1 |
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[
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| 421 |
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| 422 |
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| 426 |
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| 427 |
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| 428 |
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| 430 |
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| 436 |
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"sec": 3478.0
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| 438 |
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| 439 |
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| 440 |
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|
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"sec": 3520.5
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| 445 |
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{
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|
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| 448 |
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"train_loss": 0.10422185615450144,
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"sec": 3568.0
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| 450 |
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| 451 |
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{
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| 452 |
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"step": 75000,
|
| 453 |
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"inner_val_loss": 0.12251919933727809,
|
| 454 |
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"sec": 3614.0
|
| 456 |
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| 457 |
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{
|
| 458 |
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"step": 76000,
|
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"inner_val_loss": 0.12255823026810374,
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"train_loss": 0.10418861244618893,
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"sec": 3660.7
|
| 462 |
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}
|
| 463 |
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]
|
paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fold0/scratch_n5/train.log
ADDED
|
@@ -0,0 +1,81 @@
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| 1 |
+
2026-10-05T11:26:54 random init of every denoiser weight (seed 20260627); no pretrained weights used
|
| 2 |
+
2026-10-05T11:26:58 mode=full trainable=54,185,184 rows train/inner/test=5/7/17 cells(train)=35,179
|
| 3 |
+
2026-10-05T11:27:00 step 0 inner-val loss 1.78181 (random init)
|
| 4 |
+
2026-10-05T11:27:48 step 1000 train 0.24036 inner-val 0.36119 best 0.36119@1000 (47s)
|
| 5 |
+
2026-10-05T11:28:39 step 2000 train 0.15277 inner-val 0.18580 best 0.18580@2000 (97s)
|
| 6 |
+
2026-10-05T11:29:28 step 3000 train 0.14937 inner-val 0.15496 best 0.15496@3000 (146s)
|
| 7 |
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2026-10-05T11:30:15 step 4000 train 0.14743 inner-val 0.14882 best 0.14882@4000 (194s)
|
| 8 |
+
2026-10-05T11:31:06 step 5000 train 0.14675 inner-val 0.14696 best 0.14696@5000 (244s)
|
| 9 |
+
2026-10-05T11:31:56 step 6000 train 0.14610 inner-val 0.14609 best 0.14609@6000 (294s)
|
| 10 |
+
2026-10-05T11:32:45 step 7000 train 0.14523 inner-val 0.14553 best 0.14553@7000 (344s)
|
| 11 |
+
2026-10-05T11:33:36 step 8000 train 0.14486 inner-val 0.14509 best 0.14509@8000 (394s)
|
| 12 |
+
2026-10-05T11:34:22 step 9000 train 0.14425 inner-val 0.14465 best 0.14465@9000 (441s)
|
| 13 |
+
2026-10-05T11:35:09 step 10000 train 0.14365 inner-val 0.14419 best 0.14419@10000 (488s)
|
| 14 |
+
2026-10-05T11:35:58 step 11000 train 0.14302 inner-val 0.14368 best 0.14368@11000 (536s)
|
| 15 |
+
2026-10-05T11:36:47 step 12000 train 0.14200 inner-val 0.14300 best 0.14300@12000 (585s)
|
| 16 |
+
2026-10-05T11:37:37 step 13000 train 0.14056 inner-val 0.14197 best 0.14197@13000 (635s)
|
| 17 |
+
2026-10-05T11:38:27 step 14000 train 0.13883 inner-val 0.14058 best 0.14058@14000 (686s)
|
| 18 |
+
2026-10-05T11:39:18 step 15000 train 0.13688 inner-val 0.13911 best 0.13911@15000 (737s)
|
| 19 |
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2026-10-05T11:40:09 step 16000 train 0.13483 inner-val 0.13775 best 0.13775@16000 (788s)
|
| 20 |
+
2026-10-05T11:41:00 step 17000 train 0.13274 inner-val 0.13646 best 0.13646@17000 (839s)
|
| 21 |
+
2026-10-05T11:41:51 step 18000 train 0.13114 inner-val 0.13538 best 0.13538@18000 (890s)
|
| 22 |
+
2026-10-05T11:42:40 step 19000 train 0.12985 inner-val 0.13446 best 0.13446@19000 (939s)
|
| 23 |
+
2026-10-05T11:43:28 step 20000 train 0.12812 inner-val 0.13354 best 0.13354@20000 (986s)
|
| 24 |
+
2026-10-05T11:44:17 step 21000 train 0.12694 inner-val 0.13271 best 0.13271@21000 (1036s)
|
| 25 |
+
2026-10-05T11:45:02 step 22000 train 0.12563 inner-val 0.13191 best 0.13191@22000 (1080s)
|
| 26 |
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2026-10-05T11:45:47 step 23000 train 0.12429 inner-val 0.13118 best 0.13118@23000 (1125s)
|
| 27 |
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2026-10-05T11:46:31 step 24000 train 0.12354 inner-val 0.13052 best 0.13052@24000 (1170s)
|
| 28 |
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2026-10-05T11:47:16 step 25000 train 0.12203 inner-val 0.12988 best 0.12988@25000 (1215s)
|
| 29 |
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2026-10-05T11:48:01 step 26000 train 0.12081 inner-val 0.12925 best 0.12925@26000 (1259s)
|
| 30 |
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2026-10-05T11:48:46 step 27000 train 0.12024 inner-val 0.12874 best 0.12874@27000 (1304s)
|
| 31 |
+
2026-10-05T11:49:34 step 28000 train 0.11934 inner-val 0.12822 best 0.12822@28000 (1352s)
|
| 32 |
+
2026-10-05T11:50:24 step 29000 train 0.11846 inner-val 0.12773 best 0.12773@29000 (1402s)
|
| 33 |
+
2026-10-05T11:51:14 step 30000 train 0.11768 inner-val 0.12733 best 0.12733@30000 (1452s)
|
| 34 |
+
2026-10-05T11:52:03 step 31000 train 0.11693 inner-val 0.12691 best 0.12691@31000 (1502s)
|
| 35 |
+
2026-10-05T11:52:53 step 32000 train 0.11626 inner-val 0.12656 best 0.12656@32000 (1551s)
|
| 36 |
+
2026-10-05T11:53:43 step 33000 train 0.11575 inner-val 0.12622 best 0.12622@33000 (1601s)
|
| 37 |
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2026-10-05T11:54:33 step 34000 train 0.11500 inner-val 0.12596 best 0.12596@34000 (1652s)
|
| 38 |
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2026-10-05T11:55:23 step 35000 train 0.11421 inner-val 0.12560 best 0.12560@35000 (1702s)
|
| 39 |
+
2026-10-05T11:56:13 step 36000 train 0.11383 inner-val 0.12527 best 0.12527@36000 (1751s)
|
| 40 |
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2026-10-05T11:57:03 step 37000 train 0.11312 inner-val 0.12502 best 0.12502@37000 (1801s)
|
| 41 |
+
2026-10-05T11:57:53 step 38000 train 0.11271 inner-val 0.12477 best 0.12477@38000 (1852s)
|
| 42 |
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2026-10-05T11:58:43 step 39000 train 0.11254 inner-val 0.12451 best 0.12451@39000 (1902s)
|
| 43 |
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2026-10-05T11:59:32 step 40000 train 0.11181 inner-val 0.12433 best 0.12433@40000 (1951s)
|
| 44 |
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2026-10-05T12:00:22 step 41000 train 0.11158 inner-val 0.12413 best 0.12413@41000 (2001s)
|
| 45 |
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2026-10-05T12:01:09 step 42000 train 0.11138 inner-val 0.12392 best 0.12392@42000 (2048s)
|
| 46 |
+
2026-10-05T12:01:55 step 43000 train 0.11065 inner-val 0.12376 best 0.12376@43000 (2093s)
|
| 47 |
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2026-10-05T12:02:39 step 44000 train 0.11045 inner-val 0.12363 best 0.12363@44000 (2138s)
|
| 48 |
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2026-10-05T12:03:24 step 45000 train 0.10986 inner-val 0.12347 best 0.12347@45000 (2183s)
|
| 49 |
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2026-10-05T12:04:09 step 46000 train 0.10959 inner-val 0.12331 best 0.12331@46000 (2228s)
|
| 50 |
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2026-10-05T12:04:54 step 47000 train 0.10932 inner-val 0.12317 best 0.12317@47000 (2272s)
|
| 51 |
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2026-10-05T12:05:39 step 48000 train 0.10875 inner-val 0.12307 best 0.12307@48000 (2317s)
|
| 52 |
+
2026-10-05T12:06:24 step 49000 train 0.10920 inner-val 0.12295 best 0.12295@49000 (2362s)
|
| 53 |
+
2026-10-05T12:07:09 step 50000 train 0.10913 inner-val 0.12269 best 0.12269@50000 (2407s)
|
| 54 |
+
2026-10-05T12:07:53 step 51000 train 0.10818 inner-val 0.12271 best 0.12269@50000 (2453s)
|
| 55 |
+
2026-10-05T12:08:41 step 52000 train 0.10780 inner-val 0.12270 best 0.12269@50000 (2501s)
|
| 56 |
+
2026-10-05T12:09:31 step 53000 train 0.10764 inner-val 0.12263 best 0.12263@53000 (2550s)
|
| 57 |
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2026-10-05T12:10:22 step 54000 train 0.10757 inner-val 0.12258 best 0.12258@54000 (2600s)
|
| 58 |
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2026-10-05T12:11:13 step 55000 train 0.10714 inner-val 0.12257 best 0.12257@55000 (2651s)
|
| 59 |
+
2026-10-05T12:12:02 step 56000 train 0.10699 inner-val 0.12255 best 0.12255@56000 (2701s)
|
| 60 |
+
2026-10-05T12:12:52 step 57000 train 0.10690 inner-val 0.12250 best 0.12250@57000 (2751s)
|
| 61 |
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2026-10-05T12:13:41 step 58000 train 0.10688 inner-val 0.12246 best 0.12246@58000 (2800s)
|
| 62 |
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2026-10-05T12:14:31 step 59000 train 0.10664 inner-val 0.12245 best 0.12245@59000 (2850s)
|
| 63 |
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2026-10-05T12:15:20 step 60000 train 0.10605 inner-val 0.12240 best 0.12240@60000 (2899s)
|
| 64 |
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2026-10-05T12:16:10 step 61000 train 0.10628 inner-val 0.12240 best 0.12240@61000 (2948s)
|
| 65 |
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2026-10-05T12:17:00 step 62000 train 0.10603 inner-val 0.12239 best 0.12239@62000 (2998s)
|
| 66 |
+
2026-10-05T12:17:48 step 63000 train 0.10581 inner-val 0.12239 best 0.12239@62000 (3047s)
|
| 67 |
+
2026-10-05T12:18:37 step 64000 train 0.10582 inner-val 0.12237 best 0.12237@64000 (3096s)
|
| 68 |
+
2026-10-05T12:19:25 step 65000 train 0.10579 inner-val 0.12237 best 0.12237@64000 (3145s)
|
| 69 |
+
2026-10-05T12:20:15 step 66000 train 0.10572 inner-val 0.12229 best 0.12229@66000 (3193s)
|
| 70 |
+
2026-10-05T12:21:03 step 67000 train 0.10528 inner-val 0.12231 best 0.12229@66000 (3243s)
|
| 71 |
+
2026-10-05T12:21:51 step 68000 train 0.10525 inner-val 0.12234 best 0.12229@66000 (3291s)
|
| 72 |
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2026-10-05T12:22:40 step 69000 train 0.10518 inner-val 0.12234 best 0.12229@66000 (3340s)
|
| 73 |
+
2026-10-05T12:23:29 step 70000 train 0.10520 inner-val 0.12239 best 0.12229@66000 (3389s)
|
| 74 |
+
2026-10-05T12:24:15 step 71000 train 0.10476 inner-val 0.12242 best 0.12229@66000 (3435s)
|
| 75 |
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2026-10-05T12:24:58 step 72000 train 0.10481 inner-val 0.12242 best 0.12229@66000 (3478s)
|
| 76 |
+
2026-10-05T12:25:41 step 73000 train 0.10457 inner-val 0.12245 best 0.12229@66000 (3520s)
|
| 77 |
+
2026-10-05T12:26:28 step 74000 train 0.10422 inner-val 0.12247 best 0.12229@66000 (3568s)
|
| 78 |
+
2026-10-05T12:27:14 step 75000 train 0.10428 inner-val 0.12252 best 0.12229@66000 (3614s)
|
| 79 |
+
2026-10-05T12:28:01 step 76000 train 0.10419 inner-val 0.12256 best 0.12229@66000 (3661s)
|
| 80 |
+
2026-10-05T12:28:01 early stop: no improvement in 10 evaluations
|
| 81 |
+
2026-10-05T12:28:07 saved /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fold0/scratch_n5/checkpoint_ft.pt (selected step 66000, inner-val 0.12229 vs pretrained 1.78181); sha 11665f81339d
|
paper-releases/pbisc-diffusion/updates/20261005T063808Z-no-pretraining-ablation-f0/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fold0_scratch_20261005/arms/scratch_full__raw/labels/labels.manifest.json
ADDED
|
@@ -0,0 +1,155 @@
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| 1 |
+
{
|
| 2 |
+
"dataset_id": "Ye2026_sepsis",
|
| 3 |
+
"split": "generated",
|
| 4 |
+
"input_h5ad": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fold0_scratch_20261005/arms/scratch_full__raw/query.h5ad",
|
| 5 |
+
"method": "scratch_full__raw",
|
| 6 |
+
"out_parquet": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fold0_scratch_20261005/arms/scratch_full__raw/labels/labels.parquet",
|
| 7 |
+
"training_source": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/reference/aifi_reference_f01common.h5ad",
|
| 8 |
+
"target_truth_used_for_fitting": false,
|
| 9 |
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| 10 |
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| 11 |
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| 13 |
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| 14 |
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| 15 |
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"DC",
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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"ASDC",
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| 20 |
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"CD16 monocyte",
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| 22 |
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"CD56bright NK cell",
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| 23 |
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"CD56dim NK cell",
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| 24 |
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"CD8aa",
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| 25 |
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"DN T cell",
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| 26 |
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| 27 |
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"Erythrocyte",
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| 28 |
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"ILC",
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| 29 |
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"Intermediate monocyte",
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| 30 |
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"MAIT",
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| 31 |
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"Memory B cell",
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| 32 |
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"Memory CD4 T cell",
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| 33 |
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"Memory CD8 T cell",
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| 34 |
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"Naive B cell",
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| 35 |
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"Naive CD4 T cell",
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| 36 |
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"Naive CD8 T cell",
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| 37 |
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"Plasma cell",
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| 38 |
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"Platelet",
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| 39 |
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"Progenitor cell",
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| 40 |
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| 41 |
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"Proliferating T cell",
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| 42 |
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"Transitional B cell",
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| 43 |
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"Treg",
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| 44 |
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"cDC1",
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| 45 |
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"cDC2",
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| 46 |
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"gdT",
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"pDC"
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| 48 |
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],
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| 50 |
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"n_genes": 1005,
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| 51 |
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"note": "Evaluation-only annotation with a frozen AIFI scANVI (zero query-training epochs); L1 outside PBMC5 -> Other, never dropped.",
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"label_source_column": "AIFI_L2 (reference) -> AIFI_L2_TO_L1 -> PBMC5 + Other",
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"subset": false,
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"rule": "query is subset/reordered to the model's gene list; zero-padding of absent model genes is refused unless --allow-missing-genes"
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},
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"kind": "generated_npz",
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"readout": "poisson",
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"seed": 20260916,
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"set": "scratch_full__raw",
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"source_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold0/scratch_full__raw.npz",
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"held_out_summary": {
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},
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"label_counts": {
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"celltype_l1_pred": {
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"Other": 704,
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"DC": 109
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"DC": 109,
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"ILC": 70,
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"CD16 monocyte": 660,
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"MAIT": 229,
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"cDC2": 91,
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},
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"confidence": {
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