Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_composition_summary.csv +11 -0
- paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_legacy_architecture_k15.csv +5 -0
- paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_pc.csv +11 -0
- paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_pc_receipt.json +381 -0
paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_composition_summary.csv
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| 1 |
+
family,method,comp_l1_mean,comp_l1_sd,n_donors
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| 2 |
+
architecture_floor1pct,real_R2_independent,0.18095238095238098,0.07888891615273831,42
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| 3 |
+
architecture_floor1pct,bern6k,0.27476190476190476,0.15766958497297978,42
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| 4 |
+
architecture_floor1pct,bernctx2048,0.22142857142857145,0.11273909938267522,42
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| 5 |
+
architecture_floor1pct,bern4xctx512,0.21761904761904763,0.11528986848236321,42
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| 6 |
+
architecture_floor1pct,bern4x,0.29095238095238096,0.14253471162696843,42
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| 7 |
+
panel_floor0.1pct,real_R2_independent,0.18095238095238098,0.07888891615273831,42
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| 8 |
+
panel_floor0.1pct,f012k,0.19952380952380955,0.11352344511162273,42
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| 9 |
+
panel_floor0.1pct,f013k,0.23,0.12970886725240663,42
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| 10 |
+
panel_floor0.1pct,f016k,0.23285714285714285,0.12263938241228592,42
|
| 11 |
+
panel_floor0.1pct,f01p15k,0.3333333333333333,0.15036000160049484,42
|
paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_legacy_architecture_k15.csv
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| 1 |
+
method,coverage_1x,precision_1x,f1_1x,real_cells,generated_cells,local_k,genes,source_csv,comparability
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| 2 |
+
bern6k,0.7959625,0.6923333333333334,0.7405400975948442,80000,63000,15,2980,/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/analysis/scsemi_benchmark_diffusion_20260913/metrics/real_manifold_withbern6k_epochs/real_manifold_coverage_metrics.csv,legacy k15 2980 genes; separate recipe
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| 3 |
+
bernctx2048,0.8109,0.6934444444444444,0.7475869001632308,80000,63000,15,2980,/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/analysis/scsemi_benchmark_diffusion_20260913/metrics/real_manifold_withbernctx2048_epochs/real_manifold_coverage_metrics.csv,legacy k15 2980 genes; separate recipe
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| 4 |
+
bern4xctx512,0.808825,0.5643650793650794,0.6648352506719524,80000,63000,15,2980,/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/analysis/scsemi_benchmark_diffusion_20260913/metrics/real_manifold_withbern4xctx512_epochs/real_manifold_coverage_metrics.csv,legacy k15 2980 genes; separate recipe
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| 5 |
+
bern4x,0.849575,0.6583015873015873,0.7418068239027392,80000,63000,15,2980,/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/analysis/scsemi_benchmark_diffusion_20260913/metrics/real_manifold_withbern4x_epochs/real_manifold_coverage_metrics.csv,legacy k15 2980 genes; separate recipe
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paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_pc.csv
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| 1 |
+
family,method,n_genes,n_donors,real_cells,candidate_cells,local_k,coverage,precision,f1,median_real_to_candidate_distance,median_candidate_to_real_distance
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| 2 |
+
architecture_floor1pct,real_R2_independent,1006,42,4200,4200,10,1.0,0.8126190476190476,0.8966241954551425,11.43948230336391,11.312646662970728
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| 3 |
+
architecture_floor1pct,bern6k,1006,42,4200,4200,10,0.7811904761904762,0.78,0.7805947842000915,12.330143523693913,11.310041626019569
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| 4 |
+
architecture_floor1pct,bernctx2048,1006,42,4200,4200,10,0.8042857142857143,0.7390476190476191,0.7702878300348216,12.31999480188515,11.394410727380624
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| 5 |
+
architecture_floor1pct,bern4xctx512,1006,42,4200,4200,10,0.8521428571428571,0.6992857142857143,0.7681840305182845,12.217860820368157,11.775453303283705
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| 6 |
+
architecture_floor1pct,bern4x,1006,42,4200,4200,10,0.8283333333333334,0.7135714285714285,0.7666815935762817,12.242028875146168,11.667169359134578
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| 7 |
+
panel_floor0.1pct,real_R2_independent,1006,42,4200,4200,10,1.0,0.8126190476190476,0.8966241954551425,11.43948230336391,11.312646662970728
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| 8 |
+
panel_floor0.1pct,f012k,1006,42,4200,4200,10,0.835,0.6764285714285714,0.7473960302457466,12.289152810947819,11.819870037238093
|
| 9 |
+
panel_floor0.1pct,f013k,1006,42,4200,4200,10,0.7647619047619048,0.5754761904761905,0.6567523623412769,12.562609315452331,12.258440446490601
|
| 10 |
+
panel_floor0.1pct,f016k,1006,42,4200,4200,10,0.7811904761904762,0.7397619047619047,0.7599119629066403,12.304954092681584,11.574438314751847
|
| 11 |
+
panel_floor0.1pct,f01p15k,1006,42,4200,4200,10,0.7428571428571429,0.8330952380952381,0.7853927006669112,12.463818484734645,11.280941607185827
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paper-releases/pbisc-diffusion/updates/20261012T130738Z-strictpairs-implementation/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/archive/20261012T130738Z-strictpairs-implementation/snapshot/source_data/ablation_pretrain_pc_receipt.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"schema": "pbisc.fig2.pretrain_pc.v1",
|
| 3 |
+
"recipe": {
|
| 4 |
+
"n_pcs": 50,
|
| 5 |
+
"pca_fit": "real R1 only; randomized SVD; all common measured genes",
|
| 6 |
+
"normalization": "panel CP10k and log1p, independent per cell",
|
| 7 |
+
"readout": "generated_counts as Poisson rate; one draw after common-gene subset; real counts untouched",
|
| 8 |
+
"poisson_seed": 20260916,
|
| 9 |
+
"local_k": 10,
|
| 10 |
+
"real_split_seed": 20261012,
|
| 11 |
+
"generated_row_seed": 20261012,
|
| 12 |
+
"per_donor_per_set": 100,
|
| 13 |
+
"distance": "Euclidean in fixed real-R1 PCA50; exact brute kNN in bounded batches",
|
| 14 |
+
"cells_as_replicates": false
|
| 15 |
+
},
|
| 16 |
+
"gene_axis": {
|
| 17 |
+
"ids_sha256": "de028778aad9ba06a4f013757ca0276b248f97c6b4e872670389b31e0cf6b575",
|
| 18 |
+
"n": 1006,
|
| 19 |
+
"source": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/analysis/floor01_benchmark_20260923/metrics/panel_2980_all_diffusion/pbmc5_other/evaluation_manifest.json"
|
| 20 |
+
},
|
| 21 |
+
"truth_source": "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/results/scsemiprofiler_vs_pbisc_heldout_20260629/inputs/004_A_GSE135779_SLE_PBMC/primary_kmeans/target_truth_sc.h5ad",
|
| 22 |
+
"families": {
|
| 23 |
+
"architecture_floor1pct": {
|
| 24 |
+
"status": "complete",
|
| 25 |
+
"donor_ids": [
|
| 26 |
+
"GSM4029896_JB17001",
|
| 27 |
+
"GSM4029899_JB17004",
|
| 28 |
+
"GSM4029900_JB17005",
|
| 29 |
+
"GSM4029901_JB17006",
|
| 30 |
+
"GSM4029902_JB17007",
|
| 31 |
+
"GSM4029903_JB17008",
|
| 32 |
+
"GSM4029904_JB17015",
|
| 33 |
+
"GSM4029907_JB17010",
|
| 34 |
+
"GSM4029908_JB17019",
|
| 35 |
+
"GSM4029909_JB17020",
|
| 36 |
+
"GSM4029910_JB17021",
|
| 37 |
+
"GSM4029911_JB17022",
|
| 38 |
+
"GSM4029912_JB17023",
|
| 39 |
+
"GSM4029913_JB17024",
|
| 40 |
+
"GSM4029914_JB17017",
|
| 41 |
+
"GSM4029918_JB18065",
|
| 42 |
+
"GSM4029919_JB18066",
|
| 43 |
+
"GSM4029920_JB18067",
|
| 44 |
+
"GSM4029921_JB18068",
|
| 45 |
+
"GSM4029922_JB18069",
|
| 46 |
+
"GSM4029924_JB18071",
|
| 47 |
+
"GSM4029925_JB18072",
|
| 48 |
+
"GSM4029926_JB18073",
|
| 49 |
+
"GSM4029927_JB18074",
|
| 50 |
+
"GSM4029929_JB18076",
|
| 51 |
+
"GSM4029930_JB18077",
|
| 52 |
+
"GSM4029931_JB18078",
|
| 53 |
+
"GSM4029932_JB18079",
|
| 54 |
+
"GSM4029933_JB18080",
|
| 55 |
+
"GSM4029934_JB18081",
|
| 56 |
+
"GSM4029937_JB18086",
|
| 57 |
+
"GSM4029938_JB18083",
|
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| 363 |
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| 364 |
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|
| 365 |
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|
| 366 |
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|
| 367 |
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|
| 368 |
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|
| 369 |
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| 370 |
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|
| 371 |
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}
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}
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| 373 |
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}
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| 374 |
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}
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| 375 |
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},
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| 376 |
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"limitations": [
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| 377 |
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"One generation seed and one Poisson readout seed; donor is the biological unit.",
|
| 378 |
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"Architecture floor-1% and panel floor-0.1% families are distinct comparisons.",
|
| 379 |
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"Legacy architecture manifold scores use k=15 and a different unbalanced, unpoissonized recipe; they are not mixed into this table."
|
| 380 |
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]
|
| 381 |
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}
|