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Archive 4 checkpoints (1-4)

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paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/ye2026_sepsis/fewshot_n5/draw0/en.csv ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset,design,unit,set,cellset,distance,n_samples,n_cells_real,n_cells_gen,n_pcs,lb,ub,dif_mean,en,lb_exact,lb_queries,n_representative_rows,en_reps_at_lb,seconds
2
+ ye2026_sepsis,fewshot,draw0,real_R2,pc,sq,77,11550,11550,100,155.32008011762116,303.9220499913664,186.61799435077498,0.21061574257558668,True,"[11550, 11550]",,,8.6
3
+ ye2026_sepsis,fewshot,draw0,real_R2,pc,l2,77,11550,11550,100,12.178810018847411,16.753866389829323,13.211688573886516,0.22576302263515613,True,"[11550, 11550]",,,8.6
4
+ ye2026_sepsis,fewshot,draw0,real_R2,all,sq,77,278163,278206,100,124.84538832369427,212.60118286469827,133.19268838395394,0.09511964541964671,False,"[20000, 20000]",,,73.8
5
+ ye2026_sepsis,fewshot,draw0,real_R2,all,l2,77,278163,278206,100,10.940921579647604,14.221208488346894,11.268509226075158,0.099865546991879,False,"[20000, 20000]",,,73.8
6
+ ye2026_sepsis,fewshot,draw0,zs_raw,pc,sq,77,11550,11550,100,240.33524364214657,263.7775511616484,635.9965878487536,16.878088638563153,True,"[11550, 11550]",,,9.7
7
+ ye2026_sepsis,fewshot,draw0,zs_raw,pc,l2,77,11550,11550,100,14.817833625529223,15.547974523920082,24.65616105556571,13.474560118079886,True,"[11550, 11550]",,,9.7
8
+ ye2026_sepsis,fewshot,draw0,zs_raw,all,sq,77,556369,115500,100,139.5711783706238,199.13618581436802,444.6717914909469,5.122145135438342,False,"[20000, 20000]",,,84.6
9
+ ye2026_sepsis,fewshot,draw0,zs_raw,all,l2,77,556369,115500,100,11.472697271854999,13.794146162876096,20.82819056809507,4.0300233756707975,False,"[20000, 20000]",,,84.6
10
+ ye2026_sepsis,fewshot,draw0,zs_cal,pc,sq,77,11550,11550,100,170.75174155747365,291.5259770928091,335.28160465024206,1.3622927304278498,True,"[11550, 11550]",,,11.9
11
+ ye2026_sepsis,fewshot,draw0,zs_cal,pc,l2,77,11550,11550,100,12.76530004313196,16.42421615057941,17.89266650233441,1.4013347965989376,True,"[11550, 11550]",,,11.9
12
+ ye2026_sepsis,fewshot,draw0,zs_cal,all,sq,77,556369,115500,100,126.82101396319061,203.22592156551806,269.23634959916865,1.8639553414189296,False,"[20000, 20000]",,,84.9
13
+ ye2026_sepsis,fewshot,draw0,zs_cal,all,l2,77,556369,115500,100,11.026324818913388,13.944939440911005,16.115958140326704,1.7438524713241401,False,"[20000, 20000]",,,84.9
14
+ ye2026_sepsis,fewshot,draw0,lora5,pc,sq,77,11550,11550,100,180.7559597817598,291.8807765989568,311.7996340499766,1.1792476066240611,True,"[11550, 11550]",,,12.1
15
+ ye2026_sepsis,fewshot,draw0,lora5,pc,l2,77,11550,11550,100,13.142450474463061,16.439029031785083,17.177831081505765,1.2241117682694778,True,"[11550, 11550]",,,12.1
16
+ ye2026_sepsis,fewshot,draw0,lora5,all,sq,77,556369,115500,100,129.80133707508455,203.63740682868726,234.78230548746967,1.4218114366422212,False,"[20000, 20000]",,,98.2
17
+ ye2026_sepsis,fewshot,draw0,lora5,all,l2,77,556369,115500,100,11.155556467484292,13.960538285008887,14.998120020853504,1.3699067599519363,False,"[20000, 20000]",,,98.2
18
+ ye2026_sepsis,fewshot,draw0,zs_pseudo,pc,sq,77,11550,11550,100,170.14140931242144,292.622818214285,310.4460845076325,1.145518135798292,True,"[11550, 11550]",,,11.4
19
+ ye2026_sepsis,fewshot,draw0,zs_pseudo,pc,l2,77,11550,11550,100,12.744936372420828,16.45435764292215,17.272264699975352,1.2204945185270537,True,"[11550, 11550]",,,11.4
20
+ ye2026_sepsis,fewshot,draw0,zs_pseudo,all,sq,77,556369,115500,100,126.80785281514572,203.39766305519314,250.35613630778315,1.613116459035647,False,"[20000, 20000]",,,84.3
21
+ ye2026_sepsis,fewshot,draw0,zs_pseudo,all,l2,77,556369,115500,100,11.025161076826372,13.949724315993219,15.580922389700184,1.5577578394822684,False,"[20000, 20000]",,,84.3
22
+ ye2026_sepsis,fewshot,draw0,scsemi5,pc,sq,77,11550,11550,100,107.20964123754105,291.2741336480139,514.7949250875819,2.214361273662199,True,"[11550, 11550]",5.0,2.079339244780358,9.9
23
+ ye2026_sepsis,fewshot,draw0,scsemi5,pc,l2,77,11550,11550,100,9.653977441850696,16.315830992912154,22.190366456280028,1.881816962552691,True,"[11550, 11550]",5.0,1.7670720258116734,9.9
24
+ ye2026_sepsis,fewshot,draw0,scsemi5,all,sq,77,556369,115500,100,107.3593312376781,200.7183843769605,520.3030632748294,4.423178236620291,False,"[20000, 20000]",5.0,4.153472246582469,83.5
25
+ ye2026_sepsis,fewshot,draw0,scsemi5,all,l2,77,556369,115500,100,9.903122243581464,13.828137366380352,22.200005855243596,3.1329519064103253,False,"[20000, 20000]",5.0,2.9419182535804276,83.5
paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/ye2026_sepsis/fewshot_n5/draw0/en_per_sample.csv ADDED
The diff for this file is too large to render. See raw diff
 
paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/ye2026_sepsis/fewshot_n5/draw0/manifest.json ADDED
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+ {
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+ "schema": "paired_ft_extra_metrics.v1",
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+ "dataset": "ye2026_sepsis",
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+ "design": "fewshot",
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+ "unit": "draw0",
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+ "written_utc": "2026-10-01T15:23:43.314637+00:00",
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+ "command": [
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+ "tools/extra_metrics.py",
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+ "--design",
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+ "fewshot",
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+ "--dataset",
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+ "ye2026_sepsis",
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+ "--draws",
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+ "0,1,2,3,4",
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+ "--threads",
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+ "6",
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+ "--fetch-dir",
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+ "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch"
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+ ],
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+ "threads": 6,
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+ "donors": [
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+ "Abd-PS04",
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+ "Abd-PS05",
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+ "Abd-PS07",
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+ "Abd-PS19",
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+ "Abd-PS20",
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+ "Abd-PS23",
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+ "Abd-PS27",
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+ "Abd-S102",
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+ "Abd-S103",
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+ "Abd-S120",
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+ "Abd-S123",
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+ "Abd-S156",
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+ "Abd-S39",
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+ "Abd-S42",
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+ "Abd-S47",
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+ "Abd-S51",
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+ "Abd-S54",
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+ "Abd-S57",
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+ "Abd-S79",
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+ "Abd-S83",
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+ "Abd-S98",
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+ "HC01",
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+ "HC05",
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+ "HC09",
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+ "HC12",
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+ "HC13",
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+ "HC16",
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+ "IC10",
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+ "IC15",
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+ "IC16",
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+ "IC19",
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+ "IC22",
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+ "IC23",
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+ "PHC01",
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+ "PHC02",
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+ "PHC03",
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+ "PHC05",
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+ "PIC01",
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+ "PIC02",
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+ "PIC04",
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+ "PIC05",
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+ "Res-PS02",
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+ "Res-PS03",
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+ "Res-PS12",
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+ "Res-PS16",
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+ "Res-PS21",
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+ "Res-PS22",
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+ "Res-PS25",
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+ "Res-PS26",
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+ "Res-S10",
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+ "Res-S125",
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+ "Res-S136",
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+ "Res-S139",
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+ "Res-S146",
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+ "Res-S149",
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+ "Res-S164",
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+ "Res-S166",
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+ "Res-S174",
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+ "Res-S177",
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+ "Res-S184",
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+ "Res-S19",
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+ "Res-S26",
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+ "Res-S40",
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+ "Res-S87",
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+ "Skin-S140",
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+ "Skin-S142",
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+ "Skin-S152",
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+ "Skin-S38",
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+ "Skin-S43",
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+ "Skin-S46",
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+ "Skin-S52",
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+ "Uri-S134",
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+ "Uri-S147",
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+ "Uri-S157",
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+ "Uri-S20",
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+ "Uri-S93"
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+ ],
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+ "n_samples": 77,
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+ "calls": {
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+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fewshot_n5/draw0": {
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+ "arms": [
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+ "zs_raw",
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+ "zs_cal",
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+ "lora5",
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+ "zs_pseudo"
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+ ],
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+ "summary_sha256": "f15e3dfd767d764b893882c90f158264e5afb0b59171cf2325e77ab279c0c820"
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+ },
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+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fewshot_n5/draw0_scsemi5": {
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+ "arms": [
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+ "scsemi5"
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+ ],
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+ "summary_sha256": "f0d48551c18a9fc266b6d60b48b5d3131ee6b313b8b79e418ca388ef5b5f701b"
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+ }
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+ },
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+ "reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
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+ "bandwidth_m": 27.70796379267508,
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+ "params": {
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+ "seed": 20261001,
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+ "ks": [
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+ 3,
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+ 5,
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+ 10
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+ ],
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+ "knn_c2st_k": 5,
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+ "rf_trees": 300,
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+ "cv_folds": 5,
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+ "bw_multiples": [
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+ 0.5,
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+ 1.0,
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+ 2.0
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+ ],
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+ "bw_max_cells": 4000,
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+ "en_pcs": 100,
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+ "en_lb_max_queries_all_cells": 20000,
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+ "en_all_cells": true
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+ },
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+ "n_representative_rows": 5,
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+ "fetched_from_server2": [],
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+ "code_sha256": {
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+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/extra_metrics.py": "b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671",
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+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
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+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
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+ "/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"
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+ },
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+ "seconds": 1331.2,
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+ "max_abs_diff_k10_pooled": 0.0,
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+ "extra_metrics_py_sha256_ran": "ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9",
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+ "code_sha256_note": "code_sha256 was hashed when the unit finished; extra_metrics_py_sha256_ran is the file the process loaded at start (scores_extra/_code/). v1-v3 differ only in the collector and the per-unit lock; metric code identical (scores_extra/_code/README.md)"
152
+ }
paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/ye2026_sepsis/fewshot_n5/draw0/metrics.csv ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset,design,unit,label,set,real_side,mode,n_real,n_gen,precision_k3,coverage_k3,density_k3,expected_coverage_identical_k3,precision_k5,coverage_k5,density_k5,expected_coverage_identical_k5,precision_k10,coverage_k10,density_k10,expected_coverage_identical_k10,c2st_knn_auc,c2st_knn_auc_sd,c2st_rf_auc,c2st_rf_auc_sd,nn1_acc,nn1_acc_real,nn1_acc_gen,mmd2_bw0.5,mmd2_bw1,mmd2_bw2,mmd2_sum,mmd_bandwidth_m,seconds
2
+ ye2026_sepsis,fewshot,draw0,Real vs real control (held-out real cells),real_R2,R1,raw,11550,11550,0.8719480519480519,0.9258008658008658,1.3476767676767676,0.8750324682351671,0.9388744588744589,0.989004329004329,1.3326060606060606,0.9687702904505108,0.9814718614718615,0.9997402597402597,1.308891774891775,0.9990257609379009,0.5173966942148761,0.006978061087217586,0.5977722681359046,0.006547109607781996,0.5067099567099567,0.42207792207792205,0.5913419913419914,0.0001216041790503275,3.441549630900376e-05,3.737596459219006e-06,0.00015975727181855026,27.70796379267508,32.5
3
+ ye2026_sepsis,fewshot,draw0,Real vs real control (held-out real cells),real_R2,R1,dm,11550,11550,0.8657142857142858,0.921991341991342,1.3231457431457432,0.8750324682351671,0.935064935064935,0.9883982683982684,1.3147186147186147,0.9687702904505108,0.9809523809523809,0.9996536796536797,1.2988051948051949,0.9990257609379009,0.5149383070032421,0.00995943254345469,0.5901880212139952,0.006238277096909215,0.506017316017316,0.41974025974025975,0.5922943722943723,0.0001230260296095076,3.608292224099863e-05,3.249984194209077e-06,0.0001623589360447153,27.70796379267508,32.3
4
+ ye2026_sepsis,fewshot,draw0,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,11550,11550,,,,,,,,,,,,,0.4984260414909766,0.003824419997620756,0.49973527482618396,0.007831800023651851,0.5031168831168831,0.4973160173160173,0.5089177489177489,-5.440633199660372e-05,-3.285417064424756e-05,-1.1314431264786151e-05,-9.857493390563743e-05,27.70796379267508,28.0
5
+ ye2026_sepsis,fewshot,draw0,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,11550,11550,,,,,,,,,,,,,0.49808069563913715,0.002974489046583268,0.4926528550814265,0.00391000791698918,0.5061904761904762,0.49974025974025976,0.5126406926406927,-5.5549883289263136e-05,-3.2995656830348e-05,-1.107795946375667e-05,-9.96234995833678e-05,27.70796379267508,27.4
6
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R1,raw,11550,11550,0.36822510822510823,0.03393939393939394,0.23235209235209234,0.8750324682351671,0.4709090909090909,0.048225108225108226,0.2312034632034632,0.9687702904505108,0.6337662337662338,0.07532467532467532,0.23729004329004327,0.9990257609379009,0.9965180000374806,0.0012002871860373019,0.9989281497723056,0.0003132588621407246,0.9893939393939394,0.9846753246753247,0.9941125541125541,0.14961220438115388,0.18813290316509146,0.07972215270525385,0.41746726025149916,27.70796379267508,23.2
7
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R1,dm,11550,11550,0.3444155844155844,0.03142857142857143,0.20213564213564214,0.8750324682351671,0.43705627705627703,0.045714285714285714,0.19165367965367966,0.9687702904505108,0.6033766233766233,0.07307359307359307,0.18918614718614718,0.9990257609379009,0.9970605123592137,0.000586650646814541,0.998894585933547,0.0002715432676672835,0.9885281385281385,0.983982683982684,0.9930735930735931,0.15533743013834075,0.19004440357077168,0.07932856611692607,0.42471039982603853,27.70796379267508,22.3
8
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R2,raw,11550,11550,,,,,,,,,,,,,0.9974745788122412,0.0004492793352586679,0.9989613013249377,0.00019799211086315044,0.9899567099567099,0.9880519480519481,0.9918614718614719,0.1554506351689961,0.19057492753096705,0.08026554227917493,0.4262911049791381,27.70796379267508,21.2
9
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R2,dm,11550,11550,,,,,,,,,,,,,0.9972575851277149,0.00040403681090624485,0.9989620509360769,0.0001606278616553159,0.9893939393939394,0.9886580086580087,0.9901298701298701,0.16094826472190527,0.19259995052887746,0.07991629382452681,0.43346450907530953,27.70796379267508,20.4
10
+ ye2026_sepsis,fewshot,draw0,Zero-shot + calibration,zs_cal,R1,raw,11550,11550,0.5963636363636363,0.2438961038961039,0.46109668109668106,0.8750324682351671,0.7422510822510823,0.32796536796536796,0.48576623376623373,0.9687702904505108,0.8961904761904762,0.46805194805194805,0.5273852813852814,0.9990257609379009,0.9812017765783999,0.0020004764914069223,0.9852480650662467,0.0005031937191846997,0.9302164502164502,0.8911688311688312,0.9692640692640693,0.06859279627009351,0.03730289732627212,0.011450341573338019,0.11734603516970366,27.70796379267508,25.5
11
+ ye2026_sepsis,fewshot,draw0,Zero-shot + calibration,zs_cal,R1,dm,11550,11550,0.6581818181818182,0.4090909090909091,0.7427705627705627,0.8750324682351671,0.7894372294372294,0.5278787878787878,0.7810909090909091,0.9687702904505108,0.913073593073593,0.6858874458874459,0.8471948051948053,0.9990257609379009,0.9573283296789791,0.002336623576156655,0.9707431644834242,0.00068636831949143,0.8718614718614719,0.7942857142857143,0.9494372294372294,0.049602471153037286,0.028601959187553705,0.009509950309272819,0.08771438064986381,27.70796379267508,24.3
12
+ ye2026_sepsis,fewshot,draw0,Zero-shot + calibration,zs_cal,R2,raw,11550,11550,,,,,,,,,,,,,0.9834697813009502,0.00106551342716447,0.9860345195929611,0.0008744813900540945,0.9364935064935065,0.9167099567099567,0.9562770562770563,0.0662395913407755,0.03654249846686475,0.011352593761966734,0.11413468356960699,27.70796379267508,21.2
13
+ ye2026_sepsis,fewshot,draw0,Zero-shot + calibration,zs_cal,R2,dm,11550,11550,,,,,,,,,,,,,0.9579425985270141,0.002042946771702025,0.9719871629092408,0.0014008425158970653,0.8810389610389611,0.8251948051948051,0.9368831168831169,0.04840736757898001,0.028138277444980098,0.00936390064981718,0.08590954567377729,27.70796379267508,22.3
14
+ ye2026_sepsis,fewshot,draw0,"LoRA, 5 donors",lora5,R1,raw,11550,11550,0.6721212121212121,0.42294372294372296,0.660952380952381,0.8750324682351671,0.8023376623376623,0.5425974025974026,0.6918268398268398,0.9687702904505108,0.9267532467532468,0.7058874458874459,0.7356277056277056,0.9990257609379009,0.9380853057476433,0.006720571415030184,0.9456575963718821,0.004965926597635357,0.841991341991342,0.7955844155844156,0.8883982683982684,0.03505278504807535,0.02148270632247362,0.006929199036777023,0.063464690407326,27.70796379267508,25.6
15
+ ye2026_sepsis,fewshot,draw0,"LoRA, 5 donors",lora5,R1,dm,11550,11550,0.7361904761904762,0.5593939393939394,0.9994516594516595,0.8750324682351671,0.8440692640692641,0.6855411255411256,1.0195324675324675,0.9687702904505108,0.9395670995670996,0.8258008658008658,1.0458701298701298,0.9990257609379009,0.8988146773861061,0.004528941794392824,0.924378441183636,0.004355145722510622,0.794069264069264,0.708917748917749,0.8792207792207792,0.03106445788605411,0.01989668452266713,0.006686656724611328,0.05764779913333257,27.70796379267508,23.9
16
+ ye2026_sepsis,fewshot,draw0,"LoRA, 5 donors",lora5,R2,raw,11550,11550,,,,,,,,,,,,,0.9390664905080488,0.002119611192251778,0.9438143400610933,0.0052164476789665045,0.8438961038961039,0.8348051948051948,0.852987012987013,0.03290867969698025,0.02085134089465912,0.006863358434046063,0.06062337902568543,27.70796379267508,22.5
17
+ ye2026_sepsis,fewshot,draw0,"LoRA, 5 donors",lora5,R2,dm,11550,11550,,,,,,,,,,,,,0.8959414553700269,0.004337567031451544,0.9204320008995334,0.004306676872179729,0.792034632034632,0.7366233766233766,0.8474458874458874,0.03006002155468246,0.019611793671108435,0.006619663419034971,0.056291478644825865,27.70796379267508,23.1
18
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,11550,11550,0.638961038961039,0.26701298701298704,0.5414430014430014,0.8750324682351671,0.7855411255411255,0.35748917748917747,0.5806580086580087,0.9687702904505108,0.9193073593073593,0.5025108225108225,0.6316190476190476,0.9990257609379009,0.9762860703510053,0.0028620099720220926,0.9828957665710911,0.0005596403553172994,0.92004329004329,0.8753246753246753,0.9647619047619047,0.052103926120597055,0.028485756044359434,0.008645764946626944,0.08923544711158343,27.70796379267508,23.9
19
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,11550,11550,0.7245887445887446,0.4666666666666667,0.9226262626262627,0.8750324682351671,0.8341125541125541,0.5961904761904762,0.9612467532467532,0.9687702904505108,0.934978354978355,0.7567965367965368,1.0211341991341991,0.9990257609379009,0.9469175240344072,0.002779758169911668,0.9643306909540676,0.0014266468305530872,0.857012987012987,0.7693506493506493,0.9446753246753247,0.03310113584857732,0.019225528347769583,0.006461341394639053,0.05878800559098596,27.70796379267508,24.1
20
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,11550,11550,,,,,,,,,,,,,0.9787470062405127,0.0015666180827598063,0.9835568673750492,0.0005923244513750335,0.9279220779220779,0.9052813852813852,0.9505627705627706,0.050522734330525954,0.02791650608896168,0.008581062049843435,0.08702030246933107,27.70796379267508,21.6
21
+ ye2026_sepsis,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,11550,11550,,,,,,,,,,,,,0.9466401304323382,0.003659723198456773,0.9661200127433893,0.0013918987231852013,0.8545887445887446,0.7816450216450217,0.9275324675324675,0.03245792179757445,0.018943231330580845,0.006360408227974679,0.057761561356129976,27.70796379267508,22.4
22
+ ye2026_sepsis,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R1,raw,11550,11550,0.42848484848484847,0.028484848484848484,0.19379509379509377,0.8750324682351671,0.5821645021645022,0.04043290043290043,0.20628571428571427,0.9687702904505108,0.7842424242424243,0.061731601731601735,0.22164502164502164,0.9990257609379009,0.9979770806394181,0.0009389862466908408,0.9997715560053223,8.363677320283703e-05,0.9930735930735931,0.9881385281385281,0.998008658008658,0.33721205556716255,0.21245711534154554,0.07031760916796603,0.6199867800766741,27.70796379267508,23.1
23
+ ye2026_sepsis,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R1,dm,11550,11550,0.32,0.04424242424242424,0.16202020202020204,0.8750324682351671,0.4188744588744589,0.06675324675324676,0.1645021645021645,0.9687702904505108,0.5558441558441558,0.11021645021645021,0.16377489177489177,0.9990257609379009,0.9967307771593485,0.0004643698657074577,0.9995573733625681,0.0001249601853396815,0.989004329004329,0.9806926406926407,0.9973160173160173,0.23966861011867846,0.14746138584650814,0.04923989570278153,0.43636989166796813,27.70796379267508,24.6
24
+ ye2026_sepsis,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R2,raw,11550,11550,,,,,,,,,,,,,0.998768969846892,0.0004069633692689824,0.9998211240419034,9.696638690573455e-05,0.9947619047619047,0.9916017316017316,0.9979220779220779,0.33881475335169436,0.21320458833108802,0.07065275275124017,0.6226720944340225,27.70796379267508,23.0
25
+ ye2026_sepsis,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R2,dm,11550,11550,,,,,,,,,,,,,0.9966970259178052,0.0005993310995653076,0.9995420625550496,0.0001545837624265167,0.9901731601731601,0.9832034632034632,0.9971428571428571,0.23995048390360418,0.1469613252818467,0.04885732488120098,0.43576913406665185,27.70796379267508,22.4