Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/generated_cells.parquet +3 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/labels/labels.manifest.json +156 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/labels/labels.parquet +3 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n40__raw/deg_top50_lists.csv +55 -0
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/generated_cells.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:14f48738a4767c64a4930724e50939c53a7ce8c7c32c411a0b94081f63e4deef
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size 184852
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paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/labels/labels.manifest.json
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| 1 |
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{
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| 2 |
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"dataset_id": "Ye2026_sepsis",
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| 3 |
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"split": "generated",
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| 4 |
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"input_h5ad": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/query.h5ad",
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| 5 |
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"method": "scsemi_n20__raw",
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| 6 |
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"out_parquet": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/labels/labels.parquet",
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| 7 |
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"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",
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| 8 |
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"target_truth_used_for_fitting": false,
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| 9 |
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"classifier": "aifi_scanvi_rebuild_20260916_frozen_predict[aifi_scanvi_f01common_v1]",
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| 10 |
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"labels": [
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| 11 |
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"T cell",
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| 12 |
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"B cell",
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| 13 |
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"Monocyte",
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| 14 |
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"NK cell",
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| 15 |
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"DC",
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| 16 |
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"Other"
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| 17 |
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],
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| 18 |
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"l2_labels": [
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| 19 |
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"ASDC",
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| 20 |
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"CD14 monocyte",
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| 21 |
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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",
|
| 25 |
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"DN T cell",
|
| 26 |
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"Effector B cell",
|
| 27 |
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"Erythrocyte",
|
| 28 |
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"ILC",
|
| 29 |
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"Intermediate monocyte",
|
| 30 |
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"MAIT",
|
| 31 |
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"Memory B cell",
|
| 32 |
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"Memory CD4 T cell",
|
| 33 |
+
"Memory CD8 T cell",
|
| 34 |
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"Naive B cell",
|
| 35 |
+
"Naive CD4 T cell",
|
| 36 |
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"Naive CD8 T cell",
|
| 37 |
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"Plasma cell",
|
| 38 |
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"Platelet",
|
| 39 |
+
"Progenitor cell",
|
| 40 |
+
"Proliferating NK cell",
|
| 41 |
+
"Proliferating T cell",
|
| 42 |
+
"Transitional B cell",
|
| 43 |
+
"Treg",
|
| 44 |
+
"cDC1",
|
| 45 |
+
"cDC2",
|
| 46 |
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"gdT",
|
| 47 |
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"pDC"
|
| 48 |
+
],
|
| 49 |
+
"n_cells": 24000,
|
| 50 |
+
"n_genes": 1005,
|
| 51 |
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"note": "Evaluation-only annotation with a frozen AIFI scANVI (zero query-training epochs); L1 outside PBMC5 -> Other, never dropped.",
|
| 52 |
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"label_source_column": "AIFI_L2 (reference) -> AIFI_L2_TO_L1 -> PBMC5 + Other",
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| 53 |
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"query_train_epochs": 0,
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| 54 |
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"confidence_threshold": 0.0,
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| 55 |
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"subset": false,
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| 56 |
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"evaluator_aligned": true,
|
| 57 |
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"gene_space": {
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| 58 |
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"join_key": "ensembl_id",
|
| 59 |
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"model_genes": 1005,
|
| 60 |
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"query_genes": 1006,
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| 61 |
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"model_genes_missing_from_query_zero_padded": 0,
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| 62 |
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"query_genes_outside_model_dropped": 1,
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| 63 |
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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"
|
| 64 |
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},
|
| 65 |
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"readout": null,
|
| 66 |
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"query_build": {
|
| 67 |
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"kind": "generated_npz",
|
| 68 |
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"poisson_note": "one draw over the whole NPZ, then the scored donors' rows",
|
| 69 |
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"readout": "poisson",
|
| 70 |
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"seed": 20260916,
|
| 71 |
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"set": "scsemi_n20__raw",
|
| 72 |
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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/fold4/scsemi_n20__raw.npz",
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| 73 |
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"source_sha256": "06bfaef9c4dac1870c19f48de0f48c6ecfb87f75e98afa9f2a5460aa51fb3a59"
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| 74 |
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},
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| 75 |
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"model": {
|
| 76 |
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"scanvi_model_dir": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/runs/aifi_scanvi_f01common_v1/scanvi_model",
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| 77 |
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"model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
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| 78 |
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"model_manifest": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/runs/aifi_scanvi_f01common_v1/MODEL_MANIFEST.json",
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| 79 |
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"held_out_summary": {
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"l2_accuracy": 0.8692869740488788,
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"l2_macro_f1": 0.8500925599737216,
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"l1_accuracy": 0.9918367346938776,
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| 83 |
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"l1_macro_f1": 0.9715232379009036,
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"pbmc5_other_accuracy": 0.9920886873267826,
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"pbmc5_other_macro_f1": 0.9812088972148597
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}
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| 87 |
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},
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| 88 |
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"label_counts": {
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"celltype_l1_pred": {
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| 90 |
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"T cell": 11676,
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"Monocyte": 6513,
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| 92 |
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"B cell": 2515,
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"Other": 1809,
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"NK cell": 955,
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"DC": 532
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| 96 |
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},
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| 97 |
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"aifi_l1": {
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| 98 |
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"T cell": 11676,
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| 99 |
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"Monocyte": 6513,
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"Platelet": 780,
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"DC": 532,
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"Erythrocyte": 526,
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| 105 |
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"ILC": 499,
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| 107 |
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},
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"aifi_l2": {
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| 109 |
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"CD14 monocyte": 4001,
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| 111 |
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"Naive CD4 T cell": 2363,
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"gdT": 1629,
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"Intermediate monocyte": 1490,
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"Memory CD8 T cell": 1487,
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"CD8aa": 1376,
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"CD16 monocyte": 1022,
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| 117 |
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"Plasma cell": 924,
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| 118 |
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"Treg": 908,
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| 119 |
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"CD56dim NK cell": 800,
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| 120 |
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"Platelet": 780,
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"Memory B cell": 683,
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"Naive CD8 T cell": 619,
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"Naive B cell": 565,
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| 124 |
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"Erythrocyte": 526,
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| 125 |
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"ILC": 499,
|
| 126 |
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"cDC2": 491,
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| 127 |
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"Proliferating T cell": 333,
|
| 128 |
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"DN T cell": 197,
|
| 129 |
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"Effector B cell": 182,
|
| 130 |
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"Transitional B cell": 161,
|
| 131 |
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"MAIT": 155,
|
| 132 |
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"CD56bright NK cell": 94,
|
| 133 |
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"Proliferating NK cell": 61,
|
| 134 |
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"cDC1": 16,
|
| 135 |
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"ASDC": 14,
|
| 136 |
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"pDC": 11,
|
| 137 |
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"Progenitor cell": 4
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| 138 |
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}
|
| 139 |
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},
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| 140 |
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"confidence": {
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| 141 |
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"mean_l2_max_prob": 0.8792074739498397,
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"mean_l1_mass": 0.9507254362106323,
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"frac_l2_max_prob_ge_0.5": 0.9177916666666667
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},
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"timings_s": {
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"predict": 0.1,
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"total": 0.4
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},
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| 149 |
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"versions": {
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"scvi-tools": "1.4.1",
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"torch": "2.11.0+cu130",
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| 152 |
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"anndata": "0.12.19"
|
| 153 |
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},
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| 154 |
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"device": "cpu",
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"created_at_utc": "2026-10-08T02:08:16.191255+00:00"
|
| 156 |
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}
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paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n20__raw/labels/labels.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:903782cd1cba98b40bf09e1c5133da5379b7067c631b20c769a6d2331a1037ff
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| 3 |
+
size 611220
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paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/arms/scsemi_n40__raw/deg_top50_lists.csv
ADDED
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celltype,source,rank,gene_id
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| 2 |
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T cell,observed,1,ENSG00000272602
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| 3 |
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T cell,observed,2,ENSG00000154451
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| 4 |
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T cell,observed,3,ENSG00000100629
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| 5 |
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T cell,observed,4,ENSG00000172197
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| 6 |
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T cell,observed,5,ENSG00000197044
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| 7 |
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T cell,observed,6,ENSG00000150347
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| 8 |
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T cell,observed,7,ENSG00000100084
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| 9 |
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T cell,observed,8,ENSG00000148154
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| 10 |
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T cell,observed,9,ENSG00000119321
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| 11 |
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T cell,observed,10,ENSG00000124406
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| 12 |
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T cell,observed,11,ENSG00000142065
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| 13 |
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T cell,observed,12,ENSG00000122122
|
| 14 |
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T cell,observed,13,ENSG00000158161
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| 15 |
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T cell,observed,14,ENSG00000134318
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| 16 |
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T cell,observed,15,ENSG00000118308
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| 17 |
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T cell,observed,16,ENSG00000163138
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| 18 |
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T cell,observed,17,ENSG00000115365
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| 19 |
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T cell,observed,18,ENSG00000185305
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| 20 |
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T cell,observed,19,ENSG00000187790
|
| 21 |
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T cell,observed,20,ENSG00000177463
|
| 22 |
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T cell,observed,21,ENSG00000083642
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| 23 |
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T cell,observed,22,ENSG00000181804
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| 24 |
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T cell,observed,23,ENSG00000182504
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| 25 |
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T cell,observed,24,ENSG00000197603
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| 26 |
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T cell,observed,25,ENSG00000148356
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| 27 |
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T cell,observed,26,ENSG00000178974
|
| 28 |
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T cell,observed,27,ENSG00000197563
|
| 29 |
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T cell,observed,28,ENSG00000006715
|
| 30 |
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T cell,observed,29,ENSG00000136813
|
| 31 |
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T cell,observed,30,ENSG00000132842
|
| 32 |
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T cell,observed,31,ENSG00000100991
|
| 33 |
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T cell,observed,32,ENSG00000160654
|
| 34 |
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T cell,observed,33,ENSG00000165181
|
| 35 |
+
T cell,observed,34,ENSG00000118873
|
| 36 |
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T cell,observed,35,ENSG00000149806
|
| 37 |
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T cell,generated,1,ENSG00000161405
|
| 38 |
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T cell,generated,2,ENSG00000169252
|
| 39 |
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T cell,generated,3,ENSG00000172575
|
| 40 |
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T cell,generated,4,ENSG00000134698
|
| 41 |
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B cell,observed,1,ENSG00000182621
|
| 42 |
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B cell,observed,2,ENSG00000160593
|
| 43 |
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B cell,observed,3,ENSG00000155749
|
| 44 |
+
B cell,generated,1,ENSG00000122986
|
| 45 |
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Monocyte,observed,1,ENSG00000164659
|
| 46 |
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Monocyte,generated,1,ENSG00000081189
|
| 47 |
+
NK cell,generated,1,ENSG00000000938
|
| 48 |
+
NK cell,generated,2,ENSG00000152818
|
| 49 |
+
NK cell,generated,3,ENSG00000114127
|
| 50 |
+
NK cell,generated,4,ENSG00000197081
|
| 51 |
+
NK cell,generated,5,ENSG00000169252
|
| 52 |
+
NK cell,generated,6,ENSG00000114126
|
| 53 |
+
NK cell,generated,7,ENSG00000028137
|
| 54 |
+
NK cell,generated,8,ENSG00000139687
|
| 55 |
+
NK cell,generated,9,ENSG00000171552
|