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/fold0/README.md +73 -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/fold1/README.md +73 -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/fold2/README.md +73 -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/pooled/summary.json +1620 -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/fold0/README.md
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| 1 |
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# score_ft.py output: ye2026_sepsis, 17 scored donors
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| 2 |
+
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| 3 |
+
Arms: scsemi_n5__raw, scsemi_n10__raw, scsemi_n20__raw, scsemi_n40__raw. Every arm is scored on the same donors against the same observed reference.
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| 4 |
+
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| 5 |
+
## Inputs and fixed contracts
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| 6 |
+
- Observed reference: `/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/reference.npz` (sha bac12da8a241), built from datadir:/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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observed cells sum exactly to the features pseudobulk of every donor. Observed labels: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/observed_labels/labels/labels.parquet.
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- Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
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(`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
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depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
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- Labels: frozen f01common scANVI (`predict_scanvi.py`, CPU, zero query epochs), six-type gate ['T cell', 'B cell', 'Monocyte', 'NK cell', 'DC', 'Other']; query genes =
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the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1006 genes).
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- Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5975 genes).
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## Definitions
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1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
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`comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
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donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
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| 19 |
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fraction of donors whose generated composition is closest (L1) to their own observed composition.
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2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
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| 21 |
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genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
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| 22 |
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observed pseudobulk among the 17 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
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+
3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
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(randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
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+
Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
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permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
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n = min(150, n_cells // 2) (2550 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
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without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
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(Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
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| 30 |
+
Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
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+
their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
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| 32 |
+
perfect-generator control: precision 0.9969, coverage 1.0000.
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| 33 |
+
**Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
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| 34 |
+
genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
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| 35 |
+
un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
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| 36 |
+
0.9961, coverage 1.0000.
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| 37 |
+
4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
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| 38 |
+
Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
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| 39 |
+
5. **Group contrast** (T, B, Monocyte, NK): case groups ['adult_sepsis', 'ped_sepsis'] (n = 12) vs control groups ['adult_HC', 'adult_ICU_ctrl', 'ped_HC', 'ped_ICU_ctrl'] (n = 5); rule: explicit --case-groups / --control-groups; groups from features groups.
|
| 40 |
+
Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
|
| 41 |
+
cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
|
| 42 |
+
cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
|
| 43 |
+
logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
|
| 44 |
+
statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
|
| 45 |
+
evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
|
| 46 |
+
the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
|
| 47 |
+
observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
|
| 48 |
+
CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
|
| 49 |
+
generated logFC on the bulk logFC (residual_specificity.py).
|
| 50 |
+
6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
|
| 51 |
+
`bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
|
| 52 |
+
with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
|
| 53 |
+
generated separately: donor x type summed counts on all 5975 scoring genes (donors of the two groups with
|
| 54 |
+
>= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
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| 55 |
+
genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
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| 56 |
+
first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
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| 57 |
+
the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
|
| 58 |
+
the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
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| 59 |
+
is defined; an arm whose generated test is undefined for a scored type gets overlap 0. Types: T cell, B cell, Monocyte, NK cell, DC
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| 60 |
+
(aggregates: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/deg_reference.npz).
|
| 61 |
+
**Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
|
| 62 |
+
published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 12 + 5
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| 63 |
+
donors), one whole-PBMC top-50 list, compared with every type's observed list.
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+
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+
## Files
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- `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
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+
- `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
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+
Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
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+
- `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
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top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
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+
- `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
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| 72 |
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UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
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| 73 |
+
top-50 gene lists, Ensembl ids, rank order).
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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/fold1/README.md
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| 1 |
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# score_ft.py output: ye2026_sepsis, 17 scored donors
|
| 2 |
+
|
| 3 |
+
Arms: scsemi_n5__raw, scsemi_n10__raw, scsemi_n20__raw, scsemi_n40__raw. Every arm is scored on the same donors against the same observed reference.
|
| 4 |
+
|
| 5 |
+
## Inputs and fixed contracts
|
| 6 |
+
- Observed reference: `/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/reference.npz` (sha bac12da8a241), built from datadir:/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis;
|
| 7 |
+
observed cells sum exactly to the features pseudobulk of every donor. Observed labels: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/observed_labels/labels/labels.parquet.
|
| 8 |
+
- Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
|
| 9 |
+
(`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
|
| 10 |
+
depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
|
| 11 |
+
- Labels: frozen f01common scANVI (`predict_scanvi.py`, CPU, zero query epochs), six-type gate ['T cell', 'B cell', 'Monocyte', 'NK cell', 'DC', 'Other']; query genes =
|
| 12 |
+
the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1006 genes).
|
| 13 |
+
- Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5975 genes).
|
| 14 |
+
|
| 15 |
+
## Definitions
|
| 16 |
+
1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
|
| 17 |
+
`comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
|
| 18 |
+
donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
|
| 19 |
+
fraction of donors whose generated composition is closest (L1) to their own observed composition.
|
| 20 |
+
2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
|
| 21 |
+
genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
|
| 22 |
+
observed pseudobulk among the 17 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
|
| 23 |
+
3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
|
| 24 |
+
(randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
|
| 25 |
+
Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
|
| 26 |
+
permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
|
| 27 |
+
n = min(150, n_cells // 2) (2550 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
|
| 28 |
+
without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
|
| 29 |
+
(Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
|
| 30 |
+
Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
|
| 31 |
+
their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
|
| 32 |
+
perfect-generator control: precision 0.9980, coverage 1.0000.
|
| 33 |
+
**Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
|
| 34 |
+
genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
|
| 35 |
+
un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
|
| 36 |
+
0.9965, coverage 1.0000.
|
| 37 |
+
4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
|
| 38 |
+
Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
|
| 39 |
+
5. **Group contrast** (T, B, Monocyte, NK): case groups ['adult_sepsis', 'ped_sepsis'] (n = 12) vs control groups ['adult_HC', 'adult_ICU_ctrl', 'ped_HC', 'ped_ICU_ctrl'] (n = 5); rule: explicit --case-groups / --control-groups; groups from features groups.
|
| 40 |
+
Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
|
| 41 |
+
cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
|
| 42 |
+
cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
|
| 43 |
+
logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
|
| 44 |
+
statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
|
| 45 |
+
evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
|
| 46 |
+
the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
|
| 47 |
+
observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
|
| 48 |
+
CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
|
| 49 |
+
generated logFC on the bulk logFC (residual_specificity.py).
|
| 50 |
+
6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
|
| 51 |
+
`bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
|
| 52 |
+
with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
|
| 53 |
+
generated separately: donor x type summed counts on all 5975 scoring genes (donors of the two groups with
|
| 54 |
+
>= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
|
| 55 |
+
genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
|
| 56 |
+
first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
|
| 57 |
+
the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
|
| 58 |
+
the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
|
| 59 |
+
is defined; an arm whose generated test is undefined for a scored type gets overlap 0. Types: T cell, B cell, Monocyte, NK cell, DC
|
| 60 |
+
(aggregates: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/deg_reference.npz).
|
| 61 |
+
**Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
|
| 62 |
+
published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 12 + 5
|
| 63 |
+
donors), one whole-PBMC top-50 list, compared with every type's observed list.
|
| 64 |
+
|
| 65 |
+
## Files
|
| 66 |
+
- `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
|
| 67 |
+
- `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
|
| 68 |
+
Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
|
| 69 |
+
- `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
|
| 70 |
+
top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
|
| 71 |
+
- `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
|
| 72 |
+
UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
|
| 73 |
+
top-50 gene lists, Ensembl ids, rank order).
|
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/fold2/README.md
ADDED
|
@@ -0,0 +1,73 @@
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|
| 1 |
+
# score_ft.py output: ye2026_sepsis, 16 scored donors
|
| 2 |
+
|
| 3 |
+
Arms: scsemi_n5__raw, scsemi_n10__raw, scsemi_n20__raw, scsemi_n40__raw. Every arm is scored on the same donors against the same observed reference.
|
| 4 |
+
|
| 5 |
+
## Inputs and fixed contracts
|
| 6 |
+
- Observed reference: `/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/reference.npz` (sha bac12da8a241), built from datadir:/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis;
|
| 7 |
+
observed cells sum exactly to the features pseudobulk of every donor. Observed labels: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/observed_labels/labels/labels.parquet.
|
| 8 |
+
- Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
|
| 9 |
+
(`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
|
| 10 |
+
depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
|
| 11 |
+
- Labels: frozen f01common scANVI (`predict_scanvi.py`, CPU, zero query epochs), six-type gate ['T cell', 'B cell', 'Monocyte', 'NK cell', 'DC', 'Other']; query genes =
|
| 12 |
+
the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1006 genes).
|
| 13 |
+
- Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5975 genes).
|
| 14 |
+
|
| 15 |
+
## Definitions
|
| 16 |
+
1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
|
| 17 |
+
`comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
|
| 18 |
+
donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
|
| 19 |
+
fraction of donors whose generated composition is closest (L1) to their own observed composition.
|
| 20 |
+
2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
|
| 21 |
+
genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
|
| 22 |
+
observed pseudobulk among the 16 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
|
| 23 |
+
3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
|
| 24 |
+
(randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
|
| 25 |
+
Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
|
| 26 |
+
permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
|
| 27 |
+
n = min(150, n_cells // 2) (2400 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
|
| 28 |
+
without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
|
| 29 |
+
(Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
|
| 30 |
+
Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
|
| 31 |
+
their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
|
| 32 |
+
perfect-generator control: precision 0.9971, coverage 1.0000.
|
| 33 |
+
**Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
|
| 34 |
+
genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
|
| 35 |
+
un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
|
| 36 |
+
0.9962, coverage 1.0000.
|
| 37 |
+
4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
|
| 38 |
+
Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
|
| 39 |
+
5. **Group contrast** (T, B, Monocyte, NK): case groups ['adult_sepsis', 'ped_sepsis'] (n = 12) vs control groups ['adult_HC', 'adult_ICU_ctrl', 'ped_HC', 'ped_ICU_ctrl'] (n = 4); rule: explicit --case-groups / --control-groups; groups from features groups.
|
| 40 |
+
Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
|
| 41 |
+
cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
|
| 42 |
+
cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
|
| 43 |
+
logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
|
| 44 |
+
statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
|
| 45 |
+
evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
|
| 46 |
+
the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
|
| 47 |
+
observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
|
| 48 |
+
CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
|
| 49 |
+
generated logFC on the bulk logFC (residual_specificity.py).
|
| 50 |
+
6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
|
| 51 |
+
`bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
|
| 52 |
+
with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
|
| 53 |
+
generated separately: donor x type summed counts on all 5975 scoring genes (donors of the two groups with
|
| 54 |
+
>= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
|
| 55 |
+
genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
|
| 56 |
+
first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
|
| 57 |
+
the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
|
| 58 |
+
the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
|
| 59 |
+
is defined; an arm whose generated test is undefined for a scored type gets overlap 0. Types: T cell, B cell, Monocyte, NK cell, DC
|
| 60 |
+
(aggregates: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/deg_reference.npz).
|
| 61 |
+
**Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
|
| 62 |
+
published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 12 + 4
|
| 63 |
+
donors), one whole-PBMC top-50 list, compared with every type's observed list.
|
| 64 |
+
|
| 65 |
+
## Files
|
| 66 |
+
- `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
|
| 67 |
+
- `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
|
| 68 |
+
Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
|
| 69 |
+
- `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
|
| 70 |
+
top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
|
| 71 |
+
- `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
|
| 72 |
+
UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
|
| 73 |
+
top-50 gene lists, Ensembl ids, rank order).
|
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/pooled/summary.json
ADDED
|
@@ -0,0 +1,1620 @@
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|
| 1 |
+
{
|
| 2 |
+
"schema": "paired_ft_scores.v1",
|
| 3 |
+
"dataset": "ye2026_sepsis",
|
| 4 |
+
"written_utc": "2026-10-08T02:10:25.362379+00:00",
|
| 5 |
+
"command": [
|
| 6 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py",
|
| 7 |
+
"--dataset",
|
| 8 |
+
"ye2026_sepsis",
|
| 9 |
+
"--out",
|
| 10 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/pooled",
|
| 11 |
+
"--threads",
|
| 12 |
+
"8",
|
| 13 |
+
"--arm",
|
| 14 |
+
"scsemi_n5__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/pooled_scsemi_budget_20261002/scsemi_n5__raw.npz",
|
| 15 |
+
"--arm",
|
| 16 |
+
"scsemi_n10__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/pooled_scsemi_budget_20261002/scsemi_n10__raw.npz",
|
| 17 |
+
"--arm",
|
| 18 |
+
"scsemi_n20__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/pooled_scsemi_budget_20261002/scsemi_n20__raw.npz",
|
| 19 |
+
"--arm",
|
| 20 |
+
"scsemi_n40__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/pooled_scsemi_budget_20261002/scsemi_n40__raw.npz",
|
| 21 |
+
"--case-groups",
|
| 22 |
+
"adult_sepsis,ped_sepsis",
|
| 23 |
+
"--control-groups",
|
| 24 |
+
"adult_HC,adult_ICU_ctrl,ped_HC,ped_ICU_ctrl"
|
| 25 |
+
],
|
| 26 |
+
"arms": [
|
| 27 |
+
"scsemi_n5__raw",
|
| 28 |
+
"scsemi_n10__raw",
|
| 29 |
+
"scsemi_n20__raw",
|
| 30 |
+
"scsemi_n40__raw"
|
| 31 |
+
],
|
| 32 |
+
"donors": [
|
| 33 |
+
"Abd-PS04",
|
| 34 |
+
"Abd-PS05",
|
| 35 |
+
"Abd-PS07",
|
| 36 |
+
"Abd-PS19",
|
| 37 |
+
"Abd-PS20",
|
| 38 |
+
"Abd-PS23",
|
| 39 |
+
"Abd-PS27",
|
| 40 |
+
"Abd-S102",
|
| 41 |
+
"Abd-S103",
|
| 42 |
+
"Abd-S120",
|
| 43 |
+
"Abd-S123",
|
| 44 |
+
"Abd-S156",
|
| 45 |
+
"Abd-S39",
|
| 46 |
+
"Abd-S42",
|
| 47 |
+
"Abd-S47",
|
| 48 |
+
"Abd-S51",
|
| 49 |
+
"Abd-S54",
|
| 50 |
+
"Abd-S57",
|
| 51 |
+
"Abd-S66",
|
| 52 |
+
"Abd-S79",
|
| 53 |
+
"Abd-S83",
|
| 54 |
+
"Abd-S98",
|
| 55 |
+
"HC01",
|
| 56 |
+
"HC05",
|
| 57 |
+
"HC07",
|
| 58 |
+
"HC09",
|
| 59 |
+
"HC12",
|
| 60 |
+
"HC13",
|
| 61 |
+
"HC16",
|
| 62 |
+
"IC10",
|
| 63 |
+
"IC15",
|
| 64 |
+
"IC16",
|
| 65 |
+
"IC19",
|
| 66 |
+
"IC22",
|
| 67 |
+
"IC23",
|
| 68 |
+
"PHC01",
|
| 69 |
+
"PHC02",
|
| 70 |
+
"PHC03",
|
| 71 |
+
"PHC05",
|
| 72 |
+
"PIC01",
|
| 73 |
+
"PIC02",
|
| 74 |
+
"PIC04",
|
| 75 |
+
"PIC05",
|
| 76 |
+
"Res-PS02",
|
| 77 |
+
"Res-PS03",
|
| 78 |
+
"Res-PS12",
|
| 79 |
+
"Res-PS16",
|
| 80 |
+
"Res-PS21",
|
| 81 |
+
"Res-PS22",
|
| 82 |
+
"Res-PS25",
|
| 83 |
+
"Res-PS26",
|
| 84 |
+
"Res-S10",
|
| 85 |
+
"Res-S125",
|
| 86 |
+
"Res-S127",
|
| 87 |
+
"Res-S136",
|
| 88 |
+
"Res-S139",
|
| 89 |
+
"Res-S146",
|
| 90 |
+
"Res-S149",
|
| 91 |
+
"Res-S150",
|
| 92 |
+
"Res-S164",
|
| 93 |
+
"Res-S166",
|
| 94 |
+
"Res-S174",
|
| 95 |
+
"Res-S177",
|
| 96 |
+
"Res-S184",
|
| 97 |
+
"Res-S19",
|
| 98 |
+
"Res-S26",
|
| 99 |
+
"Res-S40",
|
| 100 |
+
"Res-S77",
|
| 101 |
+
"Res-S87",
|
| 102 |
+
"Skin-S140",
|
| 103 |
+
"Skin-S142",
|
| 104 |
+
"Skin-S152",
|
| 105 |
+
"Skin-S38",
|
| 106 |
+
"Skin-S43",
|
| 107 |
+
"Skin-S46",
|
| 108 |
+
"Skin-S52",
|
| 109 |
+
"Skin-S74",
|
| 110 |
+
"Uri-S134",
|
| 111 |
+
"Uri-S147",
|
| 112 |
+
"Uri-S157",
|
| 113 |
+
"Uri-S20",
|
| 114 |
+
"Uri-S93"
|
| 115 |
+
],
|
| 116 |
+
"n_donors": 82,
|
| 117 |
+
"reference": {
|
| 118 |
+
"cache": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis",
|
| 119 |
+
"reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
|
| 120 |
+
"features_sha256": "0cfda4b0cf1caf5e5319d071697c228d894e992fd090e2b3ed450bd6c9887d46",
|
| 121 |
+
"n_r1_cells": 12300,
|
| 122 |
+
"pca": {
|
| 123 |
+
"n_components": 50,
|
| 124 |
+
"explained_variance_ratio_sum": 0.33549821376800537,
|
| 125 |
+
"n_fit_cells": 12300
|
| 126 |
+
},
|
| 127 |
+
"r2_control": {
|
| 128 |
+
"precision": 0.9804878048780488,
|
| 129 |
+
"coverage": 0.9996747967479674,
|
| 130 |
+
"density": 1.2890731707317074,
|
| 131 |
+
"n_query": 12300,
|
| 132 |
+
"depth_matched": {
|
| 133 |
+
"precision": 0.9795934959349594,
|
| 134 |
+
"coverage": 0.9998373983739838,
|
| 135 |
+
"density": 1.2835853658536585
|
| 136 |
+
}
|
| 137 |
+
},
|
| 138 |
+
"observed_l1_loo_null_mean": 0.515468004498372
|
| 139 |
+
},
|
| 140 |
+
"contrast_definition": {
|
| 141 |
+
"enabled": true,
|
| 142 |
+
"rule": "explicit --case-groups / --control-groups",
|
| 143 |
+
"group_source": "features groups",
|
| 144 |
+
"case_groups": [
|
| 145 |
+
"adult_sepsis",
|
| 146 |
+
"ped_sepsis"
|
| 147 |
+
],
|
| 148 |
+
"control_groups": [
|
| 149 |
+
"adult_HC",
|
| 150 |
+
"adult_ICU_ctrl",
|
| 151 |
+
"ped_HC",
|
| 152 |
+
"ped_ICU_ctrl"
|
| 153 |
+
],
|
| 154 |
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"n_case_donors": 61,
|
| 155 |
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"n_control_donors": 21,
|
| 156 |
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"n_donors_in_neither": 0,
|
| 157 |
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"case": [
|
| 158 |
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true,
|
| 159 |
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true,
|
| 160 |
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| 161 |
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