Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw0_scsemi5rt/per_donor.csv

@@ -0,0 +1,143 @@
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paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw0_scsemi5rt/summary.json

@@ -0,0 +1,1003 @@
+{
+ "schema": "paired_ft_scores.v1",
+ "dataset": "imperial_eskd",
+ "written_utc": "2026-10-03T16:47:21.076461+00:00",
+ "command": [
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py",
+  "--dataset",
+  "imperial_eskd",
+  "--out",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw0_scsemi5rt",
+  "--threads",
+  "6",
+  "--donors",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/imperial_eskd/fewshot_n5/draw0/test_samples.txt",
+  "--case-groups",
+  "covid_positive",
+  "--control-groups",
+  "covid_negative",
+  "--arm",
+  "scsemi5rt=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/imperial_eskd/fewshot_n5/draw0/scsemi5rt__raw.npz"
+ ],
+ "arms": [
+  "scsemi5rt"
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+ "donors": [
+  "C20_1004",
+  "C20_1404",
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+  "C21_1704",
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+  "C33_1901",
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+     "R1": 346.0,
+     "Q": 128.0
+    },
+    "detected_median_after": {
+     "R1": 128.0,
+     "Q": 128.0
+    }
+   },
+   "monocyte_pct": {
+    "generated_mean_over_donors": 19.82394366197183,
+    "observed_mean_over_donors": 16.452413804761996,
+    "generated_pooled_cells": 19.823943661971832
+   },
+   "median_umi_per_cell_scoring_genes": {
+    "generated_pooled": 1290.0,
+    "observed_pooled": 1356.0,
+    "generated_mean_of_donor_medians": 1289.873291015625,
+    "observed_mean_of_donor_medians": 1285.5070422535211
+   },
+   "contrast": {
+    "mean_cp10k": {
+     "per_type": {
+      "T cell": {
+       "r_generated": 0.6437209861081425,
+       "r_broadcast": 0.6380552424293308,
+       "partial_r_generated_given_broadcast": 0.5997166550372004,
+       "r_generated_vs_broadcast": 0.3242593836465595,
+       "n_genes": 3037
+      },
+      "B cell": {
+       "r_generated": 0.45966235033623626,
+       "r_broadcast": 0.6193771360577306,
+       "partial_r_generated_given_broadcast": 0.40734373586136624,
+       "r_generated_vs_broadcast": 0.2410289932352622,
+       "n_genes": 3192
+      },
+      "Monocyte": {
+       "r_generated": 0.45054885486873314,
+       "r_broadcast": 0.7641972589048694,
+       "partial_r_generated_given_broadcast": 0.27200295577616884,
+       "r_generated_vs_broadcast": 0.3769339675175203,
+       "n_genes": 2882
+      },
+      "NK cell": {
+       "r_generated": 0.5559894752203993,
+       "r_broadcast": 0.6484527334122577,
+       "partial_r_generated_given_broadcast": 0.47636994117971126,
+       "r_generated_vs_broadcast": 0.3293787223540223,
+       "n_genes": 2972
+      }
+     },
+     "mean_r_generated": 0.5274804166333777,
+     "mean_r_broadcast": 0.6675205927010471,
+     "mean_partial_r": 0.4388583219636117
+    },
+    "pseudobulk_log1p_cpm": {
+     "per_type": {
+      "T cell": {
+       "r_generated": 0.37763474489224047,
+       "r_broadcast": 0.6369550836029715,
+       "partial_r_generated_given_broadcast": 0.3283365707014771,
+       "r_generated_vs_broadcast": 0.2038352159084815,
+       "n_genes": 3037
+      },
+      "B cell": {
+       "r_generated": 0.06032884038651704,
+       "r_broadcast": 0.481685993632798,
+       "partial_r_generated_given_broadcast": 0.008068633887031898,
+       "r_generated_vs_broadcast": 0.11065583601996153,
+       "n_genes": 3192
+      },
+      "Monocyte": {
+       "r_generated": 0.316696096555932,
+       "r_broadcast": 0.7195560908581415,
+       "partial_r_generated_given_broadcast": 0.12537030508790128,
+       "r_generated_vs_broadcast": 0.32573251231364675,
+       "n_genes": 2882
+      },
+      "NK cell": {
+       "r_generated": 0.2500464016220439,
+       "r_broadcast": 0.5900041444062439,
+       "partial_r_generated_given_broadcast": 0.16536834551594828,
+       "r_generated_vs_broadcast": 0.20217697372985227,
+       "n_genes": 2972
+      }
+     },
+     "mean_r_generated": 0.25117652086418335,
+     "mean_r_broadcast": 0.6070503281250388,
+     "mean_partial_r": 0.15678596379808962
+    }
+   },
+   "deg_top50": {
+    "types_scored": [
+     "T cell",
+     "B cell",
+     "Monocyte",
+     "NK cell",
+     "DC"
+    ],
+    "types_not_scored": {},
+    "per_type": {
+     "T cell": {
+      "deg_scored": true,
+      "top50_overlap": 12,
+      "top50_jaccard": 0.13636363636363635,
+      "obs_top_list_size": 50,
+      "gen_top_list_size": 50,
+      "top50_overlap_broadcast": 14,
+      "top50_jaccard_broadcast": 0.16279069767441862,
+      "n_cells_obs": 230847,
+      "n_cells_gen": 112564
+     },
+     "B cell": {
+      "deg_scored": true,
+      "top50_overlap": 8,
+      "top50_jaccard": 0.08695652173913043,
+      "obs_top_list_size": 50,
+      "gen_top_list_size": 50,
+      "top50_overlap_broadcast": 11,
+      "top50_jaccard_broadcast": 0.12359550561797752,
+      "n_cells_obs": 45466,
+      "n_cells_gen": 9944
+     },
+     "Monocyte": {
+      "deg_scored": true,
+      "top50_overlap": 8,
+      "top50_jaccard": 0.08695652173913043,
+      "obs_top_list_size": 50,
+      "gen_top_list_size": 50,
+      "top50_overlap_broadcast": 21,
+      "top50_jaccard_broadcast": 0.26582278481012656,
+      "n_cells_obs": 68170,
+      "n_cells_gen": 39457
+     },
+     "NK cell": {
+      "deg_scored": true,
+      "top50_overlap": 9,
+      "top50_jaccard": 0.0989010989010989,
+      "obs_top_list_size": 50,
+      "gen_top_list_size": 50,
+      "top50_overlap_broadcast": 13,
+      "top50_jaccard_broadcast": 0.14942528735632185,
+      "n_cells_obs": 64913,
+      "n_cells_gen": 22265
+     },
+     "DC": {
+      "deg_scored": true,
+      "top50_overlap": 8,
+      "top50_jaccard": 0.08695652173913043,
+      "obs_top_list_size": 50,
+      "gen_top_list_size": 50,
+      "top50_overlap_broadcast": 12,
+      "top50_jaccard_broadcast": 0.13636363636363635,
+      "n_cells_obs": 11578,
+      "n_cells_gen": 7444
+     }
+    },
+    "sum": 45,
+    "sum_4type": 37,
+    "max": 250,
+    "mean": 9.0,
+    "sum_broadcast": 71,
+    "sum_broadcast_4type": 59,
+    "broadcast_n_significant": 2247,
+    "seconds": 0.49
+   },
+   "seconds": 43.7
+  }
+ },
+ "code_sha256": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/umap/cell_immicro_5arm/tools/stage_b_embed.py": "d056cfdf38fb0e5f478756f370174e993b75d0c973c48e02e21749175a4ca2da",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py": "48b12d794782b840838853e93e0fc55fab00532c4b3698f4588e926b985d2881",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/immicro/tools/immicro_common.py": "c5c30e917148cc5e664e91ea30c11bbdff9b6d1f53a3e0a13e16b1917eff37e9",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/predict_scanvi.py": "482ee5dcf4d72b54bc36cbb6dcff62e5030bc7afc46cb5fb01eca73a82ee45a5",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/poisson_readout.py": "8bfa080942fbcdc89ae23b276524a1a83266fb8cbc56b9af279e50f82e6cde38"
+ },
+ "seconds": 51.9
+}

paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw1_scsemi5nt/README.md

@@ -0,0 +1,73 @@
+# score_ft.py output: imperial_eskd, 143 scored donors
+
+Arms: scsemi5nt.  Every arm is scored on the same donors against the same observed reference.
+
+## Inputs and fixed contracts
+- Observed reference: `/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/imperial_eskd/reference.npz` (sha 34b4caa3f8a6), built from datadir:/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/imperial_eskd;
+  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/imperial_eskd/observed_labels/labels/labels.parquet.
+- Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
+  (`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
+  depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
+- 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 =
+  the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1005 genes).
+- Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5927 genes).
+
+## Definitions
+1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
+   `comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
+   donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
+   fraction of donors whose generated composition is closest (L1) to their own observed composition.
+2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
+   genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
+   observed pseudobulk among the 143 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
+3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
+   (randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
+   Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
+   permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
+   n = min(150, n_cells // 2) (21395 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
+   without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
+   (Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
+   Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
+   their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
+   perfect-generator control: precision 0.9685, coverage 0.9998.
+   **Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
+   genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
+   un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
+   0.9689, coverage 0.9996.
+4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
+   Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
+5. **Group contrast** (T, B, Monocyte, NK): case groups ['covid_positive'] (n = 102) vs control groups ['covid_negative'] (n = 32); rule: explicit --case-groups / --control-groups; groups from features groups.
+   Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
+   cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
+   cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
+   logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
+   statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
+   evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
+   the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
+   observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
+   CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
+   generated logFC on the bulk logFC (residual_specificity.py).
+6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
+   `bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
+   with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
+   generated separately: donor x type summed counts on all 5927 scoring genes (donors of the two groups with
+   >= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
+   genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
+   first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
+   the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
+   the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
+   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
+   (aggregates: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/imperial_eskd/deg_reference.npz).
+   **Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
+   published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 102 + 32
+   donors), one whole-PBMC top-50 list, compared with every type's observed list.
+
+## Files
+- `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
+- `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
+  Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
+- `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
+  top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
+- `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
+  UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
+  top-50 gene lists, Ensembl ids, rank order).

paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw1_scsemi5nt/contrast.csv

@@ -0,0 +1,14 @@
+arm,celltype,statistic,n_genes,r_generated,r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,n_case_donors_obs,n_control_donors_obs,n_case_donors_gen,n_control_donors_gen,n_cells_obs,n_cells_gen,deg_scored,top50_overlap,top50_jaccard,obs_top_list_size,gen_top_list_size,n_sig_obs,n_sig_gen,top50_overlap_broadcast,top50_jaccard_broadcast,broadcast_top_list_size,n_sig_broadcast
+scsemi5nt,T cell,mean_cp10k,3031,0.7521056929346437,0.6393101171199623,0.725414641414561,0.36365849901272146,102,32,102,32,239681,129058,,,,,,,,,,,
+scsemi5nt,T cell,pseudobulk_log1p_cpm,3031,0.6199468885518131,0.6360064629967949,0.5434244867673813,0.35947146504949223,102,32,102,32,239681,129058,,,,,,,,,,,
+scsemi5nt,B cell,mean_cp10k,3188,0.48594883074899853,0.6236351264700181,0.4077963239285833,0.2900246411555376,102,32,102,32,44946,20294,,,,,,,,,,,
+scsemi5nt,B cell,pseudobulk_log1p_cpm,3188,0.141107810185296,0.4862172069397853,0.0706341183312844,0.16501091501548099,102,32,102,32,44946,20294,,,,,,,,,,,
+scsemi5nt,Monocyte,mean_cp10k,2883,0.6278000467278493,0.7132449085093915,0.3485338316746407,0.6083692188630848,101,32,102,32,76538,27509,,,,,,,,,,,
+scsemi5nt,Monocyte,pseudobulk_log1p_cpm,2883,0.5144714274571375,0.7072577030580933,0.29347600923432504,0.46820697105924974,101,32,102,32,76538,27509,,,,,,,,,,,
+scsemi5nt,NK cell,mean_cp10k,2966,0.667974264310296,0.6685247181490744,0.5789535501823146,0.41246655936034843,102,32,102,32,68326,15716,,,,,,,,,,,
+scsemi5nt,NK cell,pseudobulk_log1p_cpm,2966,0.3866601174724863,0.5979896628156075,0.2665941296205608,0.30647008573986106,102,32,102,32,68326,15716,,,,,,,,,,,
+scsemi5nt,T cell,welch_top50_deg,5927,,,,,102,32,102,32,239681,129058,True,28,0.3888888888888889,50,50,827,3483,17,0.20481927710843373,50,1949
+scsemi5nt,B cell,welch_top50_deg,5927,,,,,102,32,102,32,44946,20294,True,10,0.1111111111111111,50,50,255,2489,13,0.14942528735632185,50,1949
+scsemi5nt,Monocyte,welch_top50_deg,5927,,,,,101,32,102,32,76538,27509,True,21,0.26582278481012656,50,50,260,2032,24,0.3157894736842105,50,1949
+scsemi5nt,NK cell,welch_top50_deg,5927,,,,,102,32,102,32,68326,15716,True,21,0.26582278481012656,50,50,386,2102,17,0.20481927710843373,50,1949
+scsemi5nt,DC,welch_top50_deg,5927,,,,,102,32,102,32,12644,5549,True,11,0.12359550561797752,50,50,242,1994,15,0.17647058823529413,50,1949