Archive 4 checkpoints (1-4)
Browse files- 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/draw2/en.csv +25 -0
- 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/draw2/en_per_sample.csv +0 -0
- 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/draw2/manifest.json +152 -0
- 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/draw2/metrics.csv +25 -0
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/draw2/en.csv
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| 1 |
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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
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| 2 |
+
ye2026_sepsis,fewshot,draw2,real_R2,pc,sq,77,11550,11550,100,156.33239860597936,313.9132121107636,187.86727176176933,0.20011873561518675,True,"[11550, 11550]",,,13.4
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| 3 |
+
ye2026_sepsis,fewshot,draw2,real_R2,pc,l2,77,11550,11550,100,12.220484208869925,17.082575029185787,13.256128862937326,0.21300397140671282,True,"[11550, 11550]",,,13.4
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| 4 |
+
ye2026_sepsis,fewshot,draw2,real_R2,all,sq,77,280355,280396,100,125.11261801615271,213.9997871131819,133.9705507611215,0.09965367144609452,False,"[20000, 20000]",,,95.3
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| 5 |
+
ye2026_sepsis,fewshot,draw2,real_R2,all,l2,77,280355,280396,100,10.953926376895131,14.259640084398834,11.3024236468773,0.1054227016668466,False,"[20000, 20000]",,,95.3
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| 6 |
+
ye2026_sepsis,fewshot,draw2,zs_raw,pc,sq,77,11550,11550,100,242.18814860644352,272.0797553922017,639.1520271538132,13.280111751520241,True,"[11550, 11550]",,,14.2
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| 7 |
+
ye2026_sepsis,fewshot,draw2,zs_raw,pc,l2,77,11550,11550,100,14.880084441120779,15.838770703652708,24.729186700064215,10.27354061894197,True,"[11550, 11550]",,,14.2
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| 8 |
+
ye2026_sepsis,fewshot,draw2,zs_raw,all,sq,77,560751,115500,100,139.96813957817767,202.96442286173036,447.0010162018968,4.873825257939947,False,"[20000, 20000]",,,84.2
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| 9 |
+
ye2026_sepsis,fewshot,draw2,zs_raw,all,l2,77,560751,115500,100,11.491378346385142,13.91034701545076,20.88515265503576,3.8833799001948948,False,"[20000, 20000]",,,84.2
|
| 10 |
+
ye2026_sepsis,fewshot,draw2,zs_cal,pc,sq,77,11550,11550,100,172.52972292388878,301.5813991349317,340.84989316480073,1.3042850366829164,True,"[11550, 11550]",,,14.0
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| 11 |
+
ye2026_sepsis,fewshot,draw2,zs_cal,pc,l2,77,11550,11550,100,12.83487761365853,16.751283834444717,18.06830310718289,1.336282601571854,True,"[11550, 11550]",,,14.0
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| 12 |
+
ye2026_sepsis,fewshot,draw2,zs_cal,all,sq,77,560751,115500,100,127.38205593723875,207.21999069607656,274.0542934649406,1.837124644703634,False,"[20000, 20000]",,,102.5
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| 13 |
+
ye2026_sepsis,fewshot,draw2,zs_cal,all,l2,77,560751,115500,100,11.052044608419084,14.065243010718758,16.26262472719953,1.7292522506329917,False,"[20000, 20000]",,,102.5
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| 14 |
+
ye2026_sepsis,fewshot,draw2,lora5,pc,sq,77,11550,11550,100,179.95151328511506,301.34468226977754,304.18586866909794,1.0234048293086357,True,"[11550, 11550]",,,12.2
|
| 15 |
+
ye2026_sepsis,fewshot,draw2,lora5,pc,l2,77,11550,11550,100,13.118958801566114,16.76276342458205,16.925631293438204,1.0446972013338491,True,"[11550, 11550]",,,12.2
|
| 16 |
+
ye2026_sepsis,fewshot,draw2,lora5,all,sq,77,560751,115500,100,129.8365176770735,207.57546564482485,229.3520586085585,1.2801246162061173,False,"[20000, 20000]",,,81.0
|
| 17 |
+
ye2026_sepsis,fewshot,draw2,lora5,all,l2,77,560751,115500,100,11.15865349255498,14.081111811461186,14.801837108111984,1.2466161080855191,False,"[20000, 20000]",,,81.0
|
| 18 |
+
ye2026_sepsis,fewshot,draw2,zs_pseudo,pc,sq,77,11550,11550,100,171.1361009227734,302.36749948705176,311.87841709394866,1.0724744055991933,True,"[11550, 11550]",,,10.7
|
| 19 |
+
ye2026_sepsis,fewshot,draw2,zs_pseudo,pc,l2,77,11550,11550,100,12.784680518080929,16.78094753307693,17.3100384997731,1.1323963000246868,True,"[11550, 11550]",,,10.7
|
| 20 |
+
ye2026_sepsis,fewshot,draw2,zs_pseudo,all,sq,77,560751,115500,100,127.25580887538368,207.29064585478122,251.39894621599532,1.5511137652790923,False,"[20000, 20000]",,,94.5
|
| 21 |
+
ye2026_sepsis,fewshot,draw2,zs_pseudo,all,l2,77,560751,115500,100,11.045067820374092,14.067715039664664,15.611601940682796,1.5107731035117251,False,"[20000, 20000]",,,94.5
|
| 22 |
+
ye2026_sepsis,fewshot,draw2,scsemi5,pc,sq,77,11550,11550,100,117.21032042579252,300.6536759558449,466.8596082915857,1.9060340825945714,True,"[11550, 11550]",5.0,1.7898124921924634,12.5
|
| 23 |
+
ye2026_sepsis,fewshot,draw2,scsemi5,pc,l2,77,11550,11550,100,10.275027455131038,16.652004616733453,21.163068624136727,1.707398488827225,True,"[11550, 11550]",5.0,1.6032888248743453,12.5
|
| 24 |
+
ye2026_sepsis,fewshot,draw2,scsemi5,all,sq,77,560751,115500,100,109.64348885282939,204.63925837030507,446.5137772113031,3.5461609508463647,False,"[20000, 20000]",5.0,3.329931624575245,91.8
|
| 25 |
+
ye2026_sepsis,fewshot,draw2,scsemi5,all,l2,77,560751,115500,100,10.088121576070444,13.955306396178564,20.62131631889237,2.7237370937258265,False,"[20000, 20000]",5.0,2.5576555636205933,91.8
|
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/draw2/en_per_sample.csv
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The diff for this file is too large to render.
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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/draw2/manifest.json
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| 1 |
+
{
|
| 2 |
+
"schema": "paired_ft_extra_metrics.v1",
|
| 3 |
+
"dataset": "ye2026_sepsis",
|
| 4 |
+
"design": "fewshot",
|
| 5 |
+
"unit": "draw2",
|
| 6 |
+
"written_utc": "2026-10-01T16:08:53.274823+00:00",
|
| 7 |
+
"command": [
|
| 8 |
+
"tools/extra_metrics.py",
|
| 9 |
+
"--design",
|
| 10 |
+
"fewshot",
|
| 11 |
+
"--dataset",
|
| 12 |
+
"ye2026_sepsis",
|
| 13 |
+
"--draws",
|
| 14 |
+
"0,1,2,3,4",
|
| 15 |
+
"--threads",
|
| 16 |
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"6",
|
| 17 |
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"--fetch-dir",
|
| 18 |
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"/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch"
|
| 19 |
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],
|
| 20 |
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"threads": 6,
|
| 21 |
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"donors": [
|
| 22 |
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"Abd-PS04",
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| 23 |
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"Abd-PS05",
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| 24 |
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"Abd-PS07",
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| 25 |
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"Abd-PS19",
|
| 26 |
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"Abd-PS20",
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| 27 |
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"Abd-PS23",
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| 28 |
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"Abd-PS27",
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| 29 |
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"Abd-S102",
|
| 30 |
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"Abd-S103",
|
| 31 |
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"Abd-S120",
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| 32 |
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"Abd-S123",
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| 33 |
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"Abd-S156",
|
| 34 |
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"Abd-S39",
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| 35 |
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"Abd-S42",
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| 36 |
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"Abd-S47",
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| 37 |
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"Abd-S51",
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| 38 |
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"Abd-S54",
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| 39 |
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"Abd-S57",
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| 40 |
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"Abd-S66",
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| 41 |
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"Abd-S79",
|
| 42 |
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"Abd-S83",
|
| 43 |
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"Abd-S98",
|
| 44 |
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"HC01",
|
| 45 |
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"HC05",
|
| 46 |
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"HC07",
|
| 47 |
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"HC09",
|
| 48 |
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"HC12",
|
| 49 |
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"HC13",
|
| 50 |
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"HC16",
|
| 51 |
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"IC10",
|
| 52 |
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"IC15",
|
| 53 |
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"IC16",
|
| 54 |
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"IC19",
|
| 55 |
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"IC22",
|
| 56 |
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"IC23",
|
| 57 |
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"PHC01",
|
| 58 |
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"PHC02",
|
| 59 |
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"PHC03",
|
| 60 |
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"PHC05",
|
| 61 |
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"PIC02",
|
| 62 |
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"PIC04",
|
| 63 |
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"PIC05",
|
| 64 |
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"Res-PS02",
|
| 65 |
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"Res-PS03",
|
| 66 |
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"Res-PS12",
|
| 67 |
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"Res-PS16",
|
| 68 |
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"Res-PS21",
|
| 69 |
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"Res-PS22",
|
| 70 |
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"Res-PS25",
|
| 71 |
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"Res-PS26",
|
| 72 |
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"Res-S10",
|
| 73 |
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"Res-S125",
|
| 74 |
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"Res-S127",
|
| 75 |
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"Res-S139",
|
| 76 |
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"Res-S146",
|
| 77 |
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"Res-S149",
|
| 78 |
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"Res-S150",
|
| 79 |
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"Res-S164",
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| 80 |
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"Res-S166",
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| 81 |
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"Res-S174",
|
| 82 |
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"Res-S184",
|
| 83 |
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"Res-S19",
|
| 84 |
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"Res-S26",
|
| 85 |
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"Res-S40",
|
| 86 |
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"Res-S87",
|
| 87 |
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"Skin-S140",
|
| 88 |
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"Skin-S142",
|
| 89 |
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"Skin-S152",
|
| 90 |
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"Skin-S38",
|
| 91 |
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"Skin-S43",
|
| 92 |
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"Skin-S46",
|
| 93 |
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"Skin-S52",
|
| 94 |
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"Uri-S134",
|
| 95 |
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"Uri-S147",
|
| 96 |
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"Uri-S157",
|
| 97 |
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"Uri-S20",
|
| 98 |
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"Uri-S93"
|
| 99 |
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],
|
| 100 |
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"n_samples": 77,
|
| 101 |
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"calls": {
|
| 102 |
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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/draw2": {
|
| 103 |
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"arms": [
|
| 104 |
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"zs_raw",
|
| 105 |
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"zs_cal",
|
| 106 |
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"lora5",
|
| 107 |
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"zs_pseudo"
|
| 108 |
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],
|
| 109 |
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"summary_sha256": "7bbf0119ed8256de6f78ab9096cb5eb72e81b453bf7e27f330301f50a7f9a2f6"
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| 110 |
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},
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| 111 |
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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/draw2_scsemi5": {
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| 112 |
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"arms": [
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| 113 |
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"scsemi5"
|
| 114 |
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],
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| 115 |
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"summary_sha256": "8fa9369ab938a60e758e839e1ca04a77ef46816709483fc738209a5b1171c6f5"
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| 116 |
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}
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| 117 |
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},
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| 118 |
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"reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
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| 119 |
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"bandwidth_m": 27.91515930403532,
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"params": {
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| 121 |
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"seed": 20261001,
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| 122 |
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| 124 |
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| 125 |
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| 126 |
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| 127 |
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"knn_c2st_k": 5,
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| 128 |
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"rf_trees": 300,
|
| 129 |
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"cv_folds": 5,
|
| 130 |
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"bw_multiples": [
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| 131 |
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0.5,
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| 132 |
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| 133 |
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|
| 134 |
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],
|
| 135 |
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"bw_max_cells": 4000,
|
| 136 |
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"en_pcs": 100,
|
| 137 |
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"en_lb_max_queries_all_cells": 20000,
|
| 138 |
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"en_all_cells": true
|
| 139 |
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},
|
| 140 |
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"n_representative_rows": 5,
|
| 141 |
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"fetched_from_server2": [],
|
| 142 |
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"code_sha256": {
|
| 143 |
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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": "4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef",
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| 144 |
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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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| 145 |
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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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| 146 |
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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"
|
| 147 |
+
},
|
| 148 |
+
"seconds": 1364.5,
|
| 149 |
+
"max_abs_diff_k10_pooled": 0.0,
|
| 150 |
+
"extra_metrics_py_sha256_ran": "ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9",
|
| 151 |
+
"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/draw2/metrics.csv
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+
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,draw2,Real vs real control (held-out real cells),real_R2,R1,raw,11550,11550,0.8768831168831169,0.9262337662337662,1.3393939393939396,0.8750324682351671,0.9391341991341992,0.9858874458874459,1.329090909090909,0.9687702904505108,0.9816450216450217,0.9999134199134199,1.3056103896103894,0.9990257609379009,0.5170200895785312,0.008240455326922505,0.5945192368958601,0.004164234328352939,0.5075757575757576,0.4244155844155844,0.5907359307359308,0.00010562996959201376,1.9689981132886558e-05,-2.3326363602915734e-06,0.00012298731436460875,27.91515930403532,32.0
|
| 3 |
+
ye2026_sepsis,fewshot,draw2,Real vs real control (held-out real cells),real_R2,R1,dm,11550,11550,0.8697835497835498,0.9255411255411256,1.3366522366522366,0.8750324682351671,0.9361904761904762,0.9868398268398269,1.3185800865800865,0.9687702904505108,0.9798268398268398,0.9995670995670995,1.3005194805194804,0.9990257609379009,0.5137144918573491,0.004774636067774291,0.5914903956072786,0.007461236121028792,0.5079220779220779,0.4238961038961039,0.591948051948052,0.00010245130095010158,1.993919497311758e-05,-2.3967698243865243e-06,0.00011999372609883263,27.91515930403532,31.7
|
| 4 |
+
ye2026_sepsis,fewshot,draw2,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,11550,11550,,,,,,,,,,,,,0.501422743201964,0.011181500062233365,0.4992749948464234,0.0023330449158689404,0.5021645021645021,0.49653679653679655,0.5077922077922078,-6.229000470564516e-05,-3.957847794988645e-05,-1.3518403110701627e-05,-0.00011538688576623324,27.91515930403532,29.6
|
| 5 |
+
ye2026_sepsis,fewshot,draw2,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,11550,11550,,,,,,,,,,,,,0.4990301156275182,0.009395450485972272,0.5052111654579188,0.008387066893480549,0.5023809523809524,0.4973160173160173,0.5074458874458875,-6.480339091141651e-05,-3.939722047174854e-05,-1.2991151039365434e-05,-0.00011719176242253049,27.91515930403532,28.8
|
| 6 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R1,raw,11550,11550,0.33645021645021644,0.033766233766233764,0.19454545454545455,0.8750324682351671,0.45567099567099567,0.0470995670995671,0.20588744588744587,0.9687702904505108,0.6405194805194805,0.0748917748917749,0.23433766233766234,0.9990257609379009,0.9971170517793894,0.0008384703995749173,0.9989997001555443,0.0003831773694465349,0.9894372294372294,0.9852813852813853,0.9935930735930736,0.1527088868970232,0.19103029785099934,0.08053673246513537,0.42427591721315794,27.91515930403532,22.8
|
| 7 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R1,dm,11550,11550,0.30095238095238097,0.032640692640692644,0.16392496392496392,0.8750324682351671,0.4225974025974026,0.044848484848484846,0.17731601731601732,0.9687702904505108,0.5963636363636363,0.07272727272727272,0.19193073593073592,0.9990257609379009,0.9969523996926594,0.000997154288937662,0.9989126515620022,0.00038367980898526983,0.9890909090909091,0.9854545454545455,0.9927272727272727,0.15865625094235172,0.19274013820366498,0.0800160938140344,0.4314124829600511,27.91515930403532,25.3
|
| 8 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R2,raw,11550,11550,,,,,,,,,,,,,0.9972157943067034,0.0008688275799879409,0.9990307902775435,0.00023821926149565384,0.9899567099567099,0.9883116883116884,0.9916017316017316,0.15878229324796161,0.19384286096437853,0.08120148650361103,0.4338266407159512,27.91515930403532,20.4
|
| 9 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R2,dm,11550,11550,,,,,,,,,,,,,0.9973195779689286,0.0007234641697848249,0.9989747568448866,0.00023548748828474027,0.9890476190476191,0.9888311688311688,0.9892640692640693,0.16388014604776874,0.19515964535955255,0.08056507353666076,0.43960486494398204,27.91515930403532,19.8
|
| 10 |
+
ye2026_sepsis,fewshot,draw2,Zero-shot + calibration,zs_cal,R1,raw,11550,11550,0.6071861471861472,0.22614718614718615,0.4776911976911977,0.8750324682351671,0.7585281385281385,0.30883116883116885,0.5222164502164502,0.9687702904505108,0.904069264069264,0.4425974025974026,0.5569264069264069,0.9990257609379009,0.982313862183992,0.002000826690112741,0.9867475871891458,0.0009602313573147208,0.9358874458874459,0.8999134199134199,0.9718614718614719,0.06957797916069575,0.038508055505706906,0.011786221130958507,0.11987225579736116,27.91515930403532,23.8
|
| 11 |
+
ye2026_sepsis,fewshot,draw2,Zero-shot + calibration,zs_cal,R1,dm,11550,11550,0.671948051948052,0.4066666666666667,0.7658585858585858,0.8750324682351671,0.7909090909090909,0.521991341991342,0.7888311688311689,0.9687702904505108,0.9117748917748918,0.6775757575757576,0.8467532467532468,0.9990257609379009,0.9575894004984914,0.0019033251597399571,0.972956166488634,0.0023170475959450655,0.8743722943722944,0.7985281385281385,0.9502164502164502,0.05001749383322851,0.029276565030282642,0.009624336015864099,0.08891839487937525,27.91515930403532,26.2
|
| 12 |
+
ye2026_sepsis,fewshot,draw2,Zero-shot + calibration,zs_cal,R2,raw,11550,11550,,,,,,,,,,,,,0.9839116208466858,0.0023143058576187603,0.9874797511291019,0.000942417538787698,0.9381818181818182,0.9202597402597402,0.9561038961038961,0.06871959693065804,0.03831038595817926,0.011840406589665786,0.11887038947850309,27.91515930403532,21.2
|
| 13 |
+
ye2026_sepsis,fewshot,draw2,Zero-shot + calibration,zs_cal,R2,dm,11550,11550,,,,,,,,,,,,,0.9594298270272296,0.003263765663442229,0.973500084331253,0.0011347207081782397,0.8829437229437229,0.8303030303030303,0.9355844155844156,0.04991147791192052,0.02933322381861503,0.009648082244090306,0.08889278397462586,27.91515930403532,22.5
|
| 14 |
+
ye2026_sepsis,fewshot,draw2,"LoRA, 5 donors",lora5,R1,raw,11550,11550,0.6804329004329004,0.4895238095238095,0.7586147186147186,0.8750324682351671,0.7972294372294372,0.6078787878787879,0.7948051948051948,0.9687702904505108,0.9184415584415584,0.7606060606060606,0.843922077922078,0.9990257609379009,0.9224814939750005,0.005300021350747155,0.939071831487416,0.002968341480114955,0.8216450216450216,0.7596536796536797,0.8836363636363637,0.03361815203891133,0.019076739569348744,0.005961321714665457,0.05865621332292553,27.91515930403532,23.7
|
| 15 |
+
ye2026_sepsis,fewshot,draw2,"LoRA, 5 donors",lora5,R1,dm,11550,11550,0.7515151515151515,0.5937662337662337,1.1610966810966812,0.8750324682351671,0.8448484848484848,0.7133333333333334,1.1708571428571428,0.9687702904505108,0.9366233766233766,0.8434632034632035,1.1988658008658009,0.9990257609379009,0.8808124285526884,0.004073923475660535,0.9117285095856523,0.0027202182195875824,0.777012987012987,0.6870995670995671,0.8669264069264069,0.02752252693760726,0.01608014168012928,0.005227801282398303,0.04883046990013484,27.91515930403532,27.0
|
| 16 |
+
ye2026_sepsis,fewshot,draw2,"LoRA, 5 donors",lora5,R2,raw,11550,11550,,,,,,,,,,,,,0.9212679110211578,0.003618119434614802,0.9363598883079403,0.0031562424021972266,0.818008658008658,0.802943722943723,0.8330735930735931,0.031038890020346543,0.018311495021660074,0.005860043744813526,0.05521042878682014,27.91515930403532,20.6
|
| 17 |
+
ye2026_sepsis,fewshot,draw2,"LoRA, 5 donors",lora5,R2,dm,11550,11550,,,,,,,,,,,,,0.8829544049024569,0.007738759143108791,0.9079478270647101,0.0071268589117276905,0.7767532467532468,0.7174891774891775,0.836017316017316,0.026201609535425385,0.015625013366180385,0.005106985045949308,0.04693360794755508,27.91515930403532,24.3
|
| 18 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,11550,11550,0.6387012987012987,0.2665800865800866,0.5288311688311689,0.8750324682351671,0.7872727272727272,0.3612121212121212,0.5767619047619047,0.9687702904505108,0.9171428571428571,0.5038961038961038,0.6211861471861472,0.9990257609379009,0.9774336687843181,0.0014316421905858493,0.982462210228444,0.0011780653449012753,0.9219047619047619,0.8795670995670996,0.9642424242424242,0.05193860856613769,0.02839166893234779,0.008623838622399793,0.08895411612088527,27.91515930403532,27.3
|
| 19 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,11550,11550,0.7279653679653679,0.4662337662337662,0.9202886002886,0.8750324682351671,0.837056277056277,0.5973160173160174,0.9574545454545454,0.9687702904505108,0.9384415584415584,0.7510822510822511,1.002025974025974,0.9990257609379009,0.9471034650774909,0.0018879787078810767,0.964547965742771,0.0021801652494562026,0.858008658008658,0.7734199134199135,0.9425974025974025,0.0333132123403328,0.0193946246109169,0.006514814482771136,0.059222651434020834,27.91515930403532,24.7
|
| 20 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,11550,11550,,,,,,,,,,,,,0.9799571972039505,0.00287863677961173,0.9841018534135418,0.001152918936317425,0.9286580086580086,0.906060606060606,0.9512554112554112,0.05031874808723685,0.027825023093021928,0.008562327643464762,0.08670609882372354,27.91515930403532,21.7
|
| 21 |
+
ye2026_sepsis,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,11550,11550,,,,,,,,,,,,,0.9493921778077622,0.0010465924842357425,0.9665453233635052,0.0016400765623336517,0.8596536796536797,0.7941991341991342,0.9251082251082251,0.032683863381007705,0.019160253581469444,0.0064415444194574345,0.058285661381934584,27.91515930403532,24.1
|
| 22 |
+
ye2026_sepsis,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R1,raw,11550,11550,0.4782683982683983,0.0438961038961039,0.2522077922077922,0.8750324682351671,0.6117748917748917,0.06017316017316017,0.2545800865800866,0.9687702904505108,0.782077922077922,0.08493506493506493,0.24903896103896103,0.9990257609379009,0.9966275182249209,0.0008337036233734891,0.9993664099248514,0.00015865573607180884,0.9875757575757576,0.9791341991341991,0.996017316017316,0.2683840501530215,0.17206490858775148,0.05757553579179642,0.4980244945325694,27.91515930403532,24.0
|
| 23 |
+
ye2026_sepsis,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R1,dm,11550,11550,0.3252813852813853,0.07298701298701299,0.18115440115440115,0.8750324682351671,0.4406060606060606,0.10432900432900433,0.18611255411255412,0.9687702904505108,0.5984415584415584,0.16095238095238096,0.19367965367965367,0.9990257609379009,0.9939249077041286,0.001148630534993705,0.9987039036000075,0.0003343695188084546,0.9802597402597403,0.9678787878787879,0.9926406926406927,0.180182178499937,0.11085149421820173,0.03695129941351882,0.32798497213165756,27.91515930403532,25.7
|
| 24 |
+
ye2026_sepsis,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R2,raw,11550,11550,,,,,,,,,,,,,0.997273102078297,0.0006539898097180933,0.9995025018271771,0.00020966571302903674,0.9905627705627705,0.9857142857142858,0.9954112554112554,0.2697779960286658,0.17246571885879836,0.05771740566662609,0.49996112055409025,27.91515930403532,20.7
|
| 25 |
+
ye2026_sepsis,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R2,dm,11550,11550,,,,,,,,,,,,,0.9943267742358651,0.0008967617078976403,0.9987750416971197,0.0002816477132423242,0.9832900432900433,0.972987012987013,0.9935930735930736,0.18089701109750922,0.11053169981903954,0.036657960650904764,0.3280866715674535,27.91515930403532,23.8
|