Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/score/contrast.csv +14 -0
- paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/score/per_donor.csv +11 -0
- paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/score/summary.json +751 -0
- paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/scoring_support.json +45 -0
paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/score/contrast.csv
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
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
|
| 2 |
+
lora,T cell,mean_cp10k,2870,0.6631265853728078,0.7344048019011988,0.4670495249614149,0.5395235474343575,5,5,5,5,55877,9321,,,,,,,,,,,
|
| 3 |
+
lora,T cell,pseudobulk_log1p_cpm,2870,0.371485040719346,0.6900634955326531,0.2527165207639843,0.284212144802611,5,5,5,5,55877,9321,,,,,,,,,,,
|
| 4 |
+
lora,B cell,mean_cp10k,3061,0.2925989610866921,0.565884313340693,0.1608945387708825,0.2929270554715147,5,5,5,5,4890,776,,,,,,,,,,,
|
| 5 |
+
lora,B cell,pseudobulk_log1p_cpm,3061,0.1170765920354445,0.4704332503129004,0.0641456386014538,0.1295598953522298,5,5,5,5,4890,776,,,,,,,,,,,
|
| 6 |
+
lora,Monocyte,mean_cp10k,3017,0.3657364980723787,0.5561945453231222,0.1509583855847481,0.4569352941809483,5,5,5,5,21294,2778,,,,,,,,,,,
|
| 7 |
+
lora,Monocyte,pseudobulk_log1p_cpm,3017,0.1702847466295969,0.6573550923248582,0.0307788419606781,0.2246629357229864,5,5,5,5,21294,2778,,,,,,,,,,,
|
| 8 |
+
lora,NK cell,mean_cp10k,2940,0.4472912287558259,0.6558646674649503,0.2842241710325422,0.3792998523868367,5,5,5,5,12579,1322,,,,,,,,,,,
|
| 9 |
+
lora,NK cell,pseudobulk_log1p_cpm,2940,0.1547172121195283,0.5646910960578172,0.0772087764689645,0.1626466347999063,5,5,5,5,12579,1322,,,,,,,,,,,
|
| 10 |
+
lora,T cell,welch_top50_deg,5498,,,,,5,5,5,5,55877,9321,True,0.0,0.0,0.0,3.0,0.0,3.0,0.0,0.0,1.0,1.0
|
| 11 |
+
lora,B cell,welch_top50_deg,5498,,,,,5,5,5,5,4890,776,True,0.0,,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0
|
| 12 |
+
lora,Monocyte,welch_top50_deg,5498,,,,,5,5,5,5,21294,2778,True,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,1.0
|
| 13 |
+
lora,NK cell,welch_top50_deg,5498,,,,,5,5,5,5,12579,1322,True,0.0,,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0
|
| 14 |
+
lora,DC,welch_top50_deg,5498,,,,,5,5,5,5,1773,375,True,0.0,,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0
|
paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/score/per_donor.csv
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
arm,donor,group,n_generated_cells,n_observed_cells,n_reference_cells,gen_T cell,obs_T cell,gen_B cell,obs_B cell,gen_Monocyte,obs_Monocyte,gen_NK cell,obs_NK cell,gen_DC,obs_DC,gen_Other,obs_Other,comp_l1,comp_l1_obs_loo_null,pb_r,pb_own_rank,pb_top1,precision,coverage,precision_depth_matched,coverage_depth_matched,mono_pct_gen,mono_pct_obs,median_umi_gen,median_umi_obs
|
| 2 |
+
lora,450905_d0,mild,1500,5914,150,0.5026666666666667,0.3094352384173148,0.044,0.0361853229624619,0.3393333333333333,0.4293202570172472,0.0853333333333333,0.120899560365235,0.0206666666666666,0.0099763273588096,0.008,0.0941832938789313,0.4234728891894939,0.5987967413223616,0.8785277453953022,2,False,1.0,0.9133333333333332,0.9933333333333332,0.96,33.93333333333333,42.93202570172472,593.0,574.5
|
| 3 |
+
lora,450905_d14,mild,1500,7407,150,0.61,0.4422843256379101,0.0446666666666666,0.0292966113136222,0.1853333333333333,0.2742000810044552,0.1053333333333333,0.1578236803024166,0.0213333333333333,0.0298366410152558,0.0333333333333333,0.0665586607263399,0.3661714594302687,0.330631705821744,0.8736027844299484,2,False,1.0,0.98,1.0,1.0,18.53333333333333,27.420008100445525,496.0,558.0
|
| 4 |
+
lora,7085CA_d0,mild,1500,12585,150,0.4566666666666666,0.2166070719110051,0.0513333333333333,0.0247914183551847,0.3746666666666666,0.5874453714739769,0.0953333333333333,0.1319825188716726,0.0146666666666666,0.0177195073500198,0.0073333333333333,0.0214541120381406,0.5332030194676202,0.8949626862138647,0.8861215630154395,1,True,1.0,0.92,1.0,0.9866666666666668,37.46666666666666,58.74453714739769,596.5,640.0
|
| 5 |
+
lora,7085CA_d7,mild,1500,9515,150,0.5913333333333334,0.521492380451918,0.052,0.0722017866526537,0.1613333333333333,0.1011035207566999,0.1313333333333333,0.2725170782974251,0.0253333333333333,0.019863373620599,0.0386666666666666,0.0128218602207041,0.322771063233491,0.4348078856615509,0.8640947374830064,3,False,1.0,0.9866666666666668,1.0,1.0,16.133333333333333,10.110352075669994,465.0,502.0
|
| 6 |
+
lora,7085CA_d14,mild,1500,11887,150,0.6373333333333333,0.472533019264743,0.0413333333333333,0.0713384369479263,0.1466666666666666,0.162109867922941,0.1013333333333333,0.2427021115504332,0.0353333333333333,0.0185917388744006,0.038,0.0327248254395558,0.3736341661759345,0.3709079832657155,0.8666074096998785,2,False,1.0,0.94,1.0,1.0,14.666666666666666,16.2109867922941,460.5,536.0
|
| 7 |
+
lora,B85D75_d0,severe,1500,11441,150,0.716,0.7173324010138974,0.05,0.0312035661218424,0.0973333333333333,0.1144130757800891,0.0793333333333333,0.0603968184599248,0.02,0.0165195350056813,0.0373333333333333,0.0601346036185648,0.0824268274917694,0.4453152798334465,0.8656891666514337,3,False,1.0,0.9933333333333332,1.0,1.0,9.733333333333333,11.441307578008916,452.0,347.0
|
| 8 |
+
lora,B85D75_d7,severe,1500,12328,150,0.7046666666666667,0.6435756002595717,0.0666666666666666,0.0644873458792991,0.1273333333333333,0.1374107722258273,0.0513333333333333,0.0420181700194678,0.0233333333333333,0.0277417261518494,0.0266666666666666,0.0847663854639844,0.1451711010166558,0.4045481459575713,0.8708057566460601,1,True,1.0,0.9866666666666668,1.0,0.9933333333333332,12.733333333333333,13.741077222582735,457.0,363.0
|
| 9 |
+
lora,180E1A_d0,severe,1500,7157,150,0.6726666666666666,0.7019700992035769,0.056,0.0413581109403381,0.1313333333333333,0.131759116948442,0.0733333333333333,0.0655302501047925,0.036,0.0132737180382841,0.0306666666666666,0.0461087047645661,0.090342508499837,0.4544373307053366,0.8674781048381301,2,False,1.0,0.9933333333333332,1.0,1.0,13.133333333333333,13.175911694844208,462.0,433.0
|
| 10 |
+
lora,180E1A_d7,severe,1500,10591,150,0.6826666666666666,0.7348692285903126,0.0573333333333333,0.0490982910017939,0.132,0.0906429987725427,0.0806666666666666,0.0828061561703333,0.0193333333333333,0.0104805967330752,0.028,0.0321027287319422,0.1168895603185094,0.5242880319872557,0.8615920786832327,5,False,1.0,0.9933333333333332,1.0,0.9933333333333332,13.2,9.064299877254273,455.5,408.0
|
| 11 |
+
lora,180E1A_d14,severe,1500,12511,150,0.64,0.680840860043162,0.054,0.0514747022620094,0.1566666666666666,0.1227719606746063,0.078,0.0800095915594277,0.034,0.0098313484133962,0.0373333333333333,0.0550715370473982,0.1211773106333093,0.424657551112119,0.8691456202232917,3,False,1.0,0.9866666666666668,1.0,1.0,15.666666666666668,12.277196067460634,458.5,342.0
|
paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/score/summary.json
ADDED
|
@@ -0,0 +1,751 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema": "paired_ft_scores.v1",
|
| 3 |
+
"dataset": "giroux2022",
|
| 4 |
+
"written_utc": "2026-10-15T06:52:52.652114+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 |
+
"giroux2022",
|
| 9 |
+
"--out",
|
| 10 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/recoveries/giroux_width_comparison_20261015/draw4/score",
|
| 11 |
+
"--arm",
|
| 12 |
+
"lora=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/generated/giroux2022/disease/draw4/lora.npz",
|
| 13 |
+
"--condition",
|
| 14 |
+
"lora=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/data/giroux2022/disease/draw4/test_raw.npz",
|
| 15 |
+
"--donors",
|
| 16 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/recoveries/giroux_width_comparison_20261015/draw4/test_samples.txt",
|
| 17 |
+
"--threads",
|
| 18 |
+
"2",
|
| 19 |
+
"--case-groups",
|
| 20 |
+
"severe",
|
| 21 |
+
"--control-groups",
|
| 22 |
+
"mild",
|
| 23 |
+
"--exclude-genes",
|
| 24 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/sex_linked_genes/sex_linked_genes_exclude.csv"
|
| 25 |
+
],
|
| 26 |
+
"arms": [
|
| 27 |
+
"lora"
|
| 28 |
+
],
|
| 29 |
+
"donors": [
|
| 30 |
+
"450905_d0",
|
| 31 |
+
"450905_d14",
|
| 32 |
+
"7085CA_d0",
|
| 33 |
+
"7085CA_d7",
|
| 34 |
+
"7085CA_d14",
|
| 35 |
+
"B85D75_d0",
|
| 36 |
+
"B85D75_d7",
|
| 37 |
+
"180E1A_d0",
|
| 38 |
+
"180E1A_d7",
|
| 39 |
+
"180E1A_d14"
|
| 40 |
+
],
|
| 41 |
+
"n_donors": 10,
|
| 42 |
+
"reference": {
|
| 43 |
+
"cache": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/giroux2022",
|
| 44 |
+
"reference_sha256": "dd0152f7bde41da80e1c71dabf54ee561982f36dc99a336b65fca419880a1593",
|
| 45 |
+
"features_sha256": "fb41b91617e3ff786d5153c4dc7869d66191ca5947ff28161d24215a24f819e5",
|
| 46 |
+
"n_r1_cells": 1500,
|
| 47 |
+
"pca": {
|
| 48 |
+
"n_components": 50,
|
| 49 |
+
"explained_variance_ratio_sum": 0.2558751106262207,
|
| 50 |
+
"n_fit_cells": 1500
|
| 51 |
+
},
|
| 52 |
+
"r2_control": {
|
| 53 |
+
"precision": 0.9993333333333333,
|
| 54 |
+
"coverage": 1.0,
|
| 55 |
+
"density": 6.356199999999999,
|
| 56 |
+
"n_query": 1500,
|
| 57 |
+
"depth_matched": {
|
| 58 |
+
"precision": 0.9986666666666667,
|
| 59 |
+
"coverage": 1.0,
|
| 60 |
+
"density": 6.294933333333334
|
| 61 |
+
}
|
| 62 |
+
},
|
| 63 |
+
"observed_l1_loo_null_mean": 0.4883353341880966
|
| 64 |
+
},
|
| 65 |
+
"contrast_definition": {
|
| 66 |
+
"enabled": true,
|
| 67 |
+
"rule": "explicit --case-groups / --control-groups",
|
| 68 |
+
"group_source": "features groups",
|
| 69 |
+
"case_groups": [
|
| 70 |
+
"severe"
|
| 71 |
+
],
|
| 72 |
+
"control_groups": [
|
| 73 |
+
"mild"
|
| 74 |
+
],
|
| 75 |
+
"n_case_donors": 5,
|
| 76 |
+
"n_control_donors": 5,
|
| 77 |
+
"n_donors_in_neither": 0,
|
| 78 |
+
"case": [
|
| 79 |
+
false,
|
| 80 |
+
false,
|
| 81 |
+
false,
|
| 82 |
+
false,
|
| 83 |
+
false,
|
| 84 |
+
true,
|
| 85 |
+
true,
|
| 86 |
+
true,
|
| 87 |
+
true,
|
| 88 |
+
true
|
| 89 |
+
],
|
| 90 |
+
"ctrl": [
|
| 91 |
+
true,
|
| 92 |
+
true,
|
| 93 |
+
true,
|
| 94 |
+
true,
|
| 95 |
+
true,
|
| 96 |
+
false,
|
| 97 |
+
false,
|
| 98 |
+
false,
|
| 99 |
+
false,
|
| 100 |
+
false
|
| 101 |
+
],
|
| 102 |
+
"groups": [
|
| 103 |
+
"mild",
|
| 104 |
+
"mild",
|
| 105 |
+
"mild",
|
| 106 |
+
"mild",
|
| 107 |
+
"mild",
|
| 108 |
+
"severe",
|
| 109 |
+
"severe",
|
| 110 |
+
"severe",
|
| 111 |
+
"severe",
|
| 112 |
+
"severe"
|
| 113 |
+
]
|
| 114 |
+
},
|
| 115 |
+
"deg_definition": {
|
| 116 |
+
"enabled": true,
|
| 117 |
+
"score": "top-50 DEG overlap per cell type (benchmark total_top50_overlap, Welch backend)",
|
| 118 |
+
"source": "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py",
|
| 119 |
+
"functions": [
|
| 120 |
+
"welch_bh_deg",
|
| 121 |
+
"top_deg_genes",
|
| 122 |
+
"jaccard"
|
| 123 |
+
],
|
| 124 |
+
"reproduces": "utility_studies_final6k_20260925/sle top-50 DEG 81 (1,006 genes) / 84 (2,279 genes) = sum over the six gated types of top50_overlap_count",
|
| 125 |
+
"top_n": 50,
|
| 126 |
+
"fdr": 0.05,
|
| 127 |
+
"n_genes": 5498,
|
| 128 |
+
"types": [
|
| 129 |
+
"T cell",
|
| 130 |
+
"B cell",
|
| 131 |
+
"Monocyte",
|
| 132 |
+
"NK cell",
|
| 133 |
+
"DC"
|
| 134 |
+
],
|
| 135 |
+
"aggregates_source": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/giroux2022/deg_reference.npz",
|
| 136 |
+
"aggregates_sha256": "412c44bba7481b0b851c3b12e695f1b7ff662163e1f7849d3a64359dfce6d50e",
|
| 137 |
+
"aggregates_note": null,
|
| 138 |
+
"types_not_scored_observed": [],
|
| 139 |
+
"observed": {
|
| 140 |
+
"T cell": {
|
| 141 |
+
"n_significant": 0,
|
| 142 |
+
"n_tested": 5182,
|
| 143 |
+
"n_case_donors": 5,
|
| 144 |
+
"n_control_donors": 5,
|
| 145 |
+
"n_cells": 55877,
|
| 146 |
+
"top_list_size": 0
|
| 147 |
+
},
|
| 148 |
+
"B cell": {
|
| 149 |
+
"n_significant": 0,
|
| 150 |
+
"n_tested": 4807,
|
| 151 |
+
"n_case_donors": 5,
|
| 152 |
+
"n_control_donors": 5,
|
| 153 |
+
"n_cells": 4890,
|
| 154 |
+
"top_list_size": 0
|
| 155 |
+
},
|
| 156 |
+
"Monocyte": {
|
| 157 |
+
"n_significant": 1,
|
| 158 |
+
"n_tested": 5109,
|
| 159 |
+
"n_case_donors": 5,
|
| 160 |
+
"n_control_donors": 5,
|
| 161 |
+
"n_cells": 21294,
|
| 162 |
+
"top_list_size": 1
|
| 163 |
+
},
|
| 164 |
+
"NK cell": {
|
| 165 |
+
"n_significant": 0,
|
| 166 |
+
"n_tested": 4929,
|
| 167 |
+
"n_case_donors": 5,
|
| 168 |
+
"n_control_donors": 5,
|
| 169 |
+
"n_cells": 12579,
|
| 170 |
+
"top_list_size": 0
|
| 171 |
+
},
|
| 172 |
+
"DC": {
|
| 173 |
+
"n_significant": 0,
|
| 174 |
+
"n_tested": 4638,
|
| 175 |
+
"n_case_donors": 5,
|
| 176 |
+
"n_control_donors": 5,
|
| 177 |
+
"n_cells": 1773,
|
| 178 |
+
"top_list_size": 0
|
| 179 |
+
}
|
| 180 |
+
},
|
| 181 |
+
"broadcast": "welch_bh_deg + top_deg_genes on the arm's condition bulk_counts (scoring genes, case|control donors), one list compared with every type's observed list (sle_broadcast.py broadcast_input_bulk); not part of the published benchmark"
|
| 182 |
+
},
|
| 183 |
+
"headline": {
|
| 184 |
+
"lora": {
|
| 185 |
+
"comp_l1": 0.2575259905456889,
|
| 186 |
+
"comp_l1_obs_loo_null": 0.4883353341880966,
|
| 187 |
+
"precision": 1.0,
|
| 188 |
+
"coverage": 0.9693333333333334,
|
| 189 |
+
"precision_dm": 0.9993333333333333,
|
| 190 |
+
"coverage_dm": 0.9933333333333333,
|
| 191 |
+
"pb_r_median": 0.8683118625307109,
|
| 192 |
+
"pb_top1": 0.2,
|
| 193 |
+
"mono_pct_gen": 18.519999999999996,
|
| 194 |
+
"mono_pct_obs": 21.511770225768277,
|
| 195 |
+
"median_umi_gen": 483.0,
|
| 196 |
+
"median_umi_obs": 447.0,
|
| 197 |
+
"contrast_mean_cp10k_r_gen": 0.4421883183219261,
|
| 198 |
+
"contrast_pseudobulk_log1p_cpm_r_gen": 0.20339089787597897,
|
| 199 |
+
"contrast_mean_cp10k_r_broadcast": 0.6280870820074911,
|
| 200 |
+
"contrast_pseudobulk_log1p_cpm_r_broadcast": 0.5956357335570572,
|
| 201 |
+
"deg_top50_T": 0,
|
| 202 |
+
"deg_top50_B": 0,
|
| 203 |
+
"deg_top50_Mono": 0,
|
| 204 |
+
"deg_top50_NK": 0,
|
| 205 |
+
"deg_top50_DC": 0,
|
| 206 |
+
"deg_top50_sum": 0,
|
| 207 |
+
"deg_top50_max": 1,
|
| 208 |
+
"deg_top50_sum_4type": 0,
|
| 209 |
+
"deg_top50_sum_broadcast": 0,
|
| 210 |
+
"seconds": 4.7
|
| 211 |
+
}
|
| 212 |
+
},
|
| 213 |
+
"per_arm": {
|
| 214 |
+
"lora": {
|
| 215 |
+
"arm": "lora",
|
| 216 |
+
"npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/generated/giroux2022/disease/draw4/lora.npz",
|
| 217 |
+
"npz_sha256": "7dc39e3963038c6e4c41d2681b5be1135bce425de1514732c4b91af899249afc",
|
| 218 |
+
"receipt_verified": true,
|
| 219 |
+
"generation": {
|
| 220 |
+
"checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/runs/giroux2022/disease/draw4/lora/checkpoint_ft.pt",
|
| 221 |
+
"checkpoint_sha256": "ccd39f782235579aae57cd576348a44f26f57e5c62d068b5d2554a6e87c68ea4",
|
| 222 |
+
"input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/data/giroux2022/disease/draw4/test_raw.npz",
|
| 223 |
+
"input_condition_sha256": "1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f",
|
| 224 |
+
"seed": 20260928,
|
| 225 |
+
"steps": 50,
|
| 226 |
+
"support_readout": "bernoulli",
|
| 227 |
+
"weights": "ema"
|
| 228 |
+
},
|
| 229 |
+
"condition_for_broadcast": {
|
| 230 |
+
"path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/data/giroux2022/disease/draw4/test_raw.npz",
|
| 231 |
+
"sha256": "1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f"
|
| 232 |
+
},
|
| 233 |
+
"poisson": {
|
| 234 |
+
"seed": 20260916,
|
| 235 |
+
"rule": "whole NPZ, rows in NPZ order",
|
| 236 |
+
"nnz_whole_npz": 3706513,
|
| 237 |
+
"median_library_whole_npz_panel": 1449.5,
|
| 238 |
+
"n_rows_whole_npz": 15000
|
| 239 |
+
},
|
| 240 |
+
"annotation": {
|
| 241 |
+
"model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
|
| 242 |
+
"zero_padded_model_genes": 0,
|
| 243 |
+
"label_counts": {
|
| 244 |
+
"T cell": 9321,
|
| 245 |
+
"Monocyte": 2778,
|
| 246 |
+
"NK cell": 1322,
|
| 247 |
+
"B cell": 776,
|
| 248 |
+
"Other": 428,
|
| 249 |
+
"DC": 375
|
| 250 |
+
},
|
| 251 |
+
"mean_l2_max_prob": 0.8912148882766565,
|
| 252 |
+
"predict_seconds": 3.1
|
| 253 |
+
},
|
| 254 |
+
"n_donors": 10,
|
| 255 |
+
"n_generated_cells": 15000,
|
| 256 |
+
"composition": {
|
| 257 |
+
"l1_mean": 0.2575259905456889,
|
| 258 |
+
"l1_median": 0.23397108212507342,
|
| 259 |
+
"l1_obs_loo_null_mean": 0.4883353341880966,
|
| 260 |
+
"l1_generated_loo_mean_vs_observed_mean": 0.4169110929337795,
|
| 261 |
+
"composition_top1": 0.1,
|
| 262 |
+
"mean_fraction_generated": {
|
| 263 |
+
"T cell": 0.6214,
|
| 264 |
+
"B cell": 0.051733,
|
| 265 |
+
"Monocyte": 0.1852,
|
| 266 |
+
"NK cell": 0.088133,
|
| 267 |
+
"DC": 0.025,
|
| 268 |
+
"Other": 0.028533
|
| 269 |
+
},
|
| 270 |
+
"mean_fraction_observed": {
|
| 271 |
+
"T cell": 0.544094,
|
| 272 |
+
"B cell": 0.047144,
|
| 273 |
+
"Monocyte": 0.215118,
|
| 274 |
+
"NK cell": 0.125669,
|
| 275 |
+
"DC": 0.017383,
|
| 276 |
+
"Other": 0.050593
|
| 277 |
+
}
|
| 278 |
+
},
|
| 279 |
+
"pseudobulk": {
|
| 280 |
+
"n_genes": 5563,
|
| 281 |
+
"r_median": 0.8683118625307109,
|
| 282 |
+
"r_mean": 0.8703664967065722,
|
| 283 |
+
"top1": 0.2,
|
| 284 |
+
"n_top1": 2,
|
| 285 |
+
"own_rank_median": 2.0,
|
| 286 |
+
"chance_top1": 0.1
|
| 287 |
+
},
|
| 288 |
+
"precision_coverage": {
|
| 289 |
+
"precision": 1.0,
|
| 290 |
+
"coverage": 0.9693333333333334,
|
| 291 |
+
"density": 5.388133333333333,
|
| 292 |
+
"n_query": 1500,
|
| 293 |
+
"n_reference": 1500
|
| 294 |
+
},
|
| 295 |
+
"precision_coverage_depth_matched": {
|
| 296 |
+
"precision": 0.9993333333333333,
|
| 297 |
+
"coverage": 0.9933333333333333,
|
| 298 |
+
"density": 3.3584666666666663,
|
| 299 |
+
"detected_median_before": {
|
| 300 |
+
"R1": 252.0,
|
| 301 |
+
"Q": 170.0
|
| 302 |
+
},
|
| 303 |
+
"detected_median_after": {
|
| 304 |
+
"R1": 170.0,
|
| 305 |
+
"Q": 170.0
|
| 306 |
+
}
|
| 307 |
+
},
|
| 308 |
+
"monocyte_pct": {
|
| 309 |
+
"generated_mean_over_donors": 18.519999999999996,
|
| 310 |
+
"observed_mean_over_donors": 21.511770225768277,
|
| 311 |
+
"generated_pooled_cells": 18.52
|
| 312 |
+
},
|
| 313 |
+
"median_umi_per_cell_scoring_genes": {
|
| 314 |
+
"generated_pooled": 483.0,
|
| 315 |
+
"observed_pooled": 447.0,
|
| 316 |
+
"generated_mean_of_donor_medians": 489.6000061035156,
|
| 317 |
+
"observed_mean_of_donor_medians": 470.35
|
| 318 |
+
},
|
| 319 |
+
"contrast": {
|
| 320 |
+
"mean_cp10k": {
|
| 321 |
+
"per_type": {
|
| 322 |
+
"T cell": {
|
| 323 |
+
"r_generated": 0.6631265853728078,
|
| 324 |
+
"r_broadcast": 0.7344048019011988,
|
| 325 |
+
"partial_r_generated_given_broadcast": 0.46704952496141494,
|
| 326 |
+
"r_generated_vs_broadcast": 0.5395235474343575,
|
| 327 |
+
"n_genes": 2870
|
| 328 |
+
},
|
| 329 |
+
"B cell": {
|
| 330 |
+
"r_generated": 0.2925989610866921,
|
| 331 |
+
"r_broadcast": 0.565884313340693,
|
| 332 |
+
"partial_r_generated_given_broadcast": 0.1608945387708825,
|
| 333 |
+
"r_generated_vs_broadcast": 0.2929270554715147,
|
| 334 |
+
"n_genes": 3061
|
| 335 |
+
},
|
| 336 |
+
"Monocyte": {
|
| 337 |
+
"r_generated": 0.3657364980723787,
|
| 338 |
+
"r_broadcast": 0.5561945453231222,
|
| 339 |
+
"partial_r_generated_given_broadcast": 0.1509583855847481,
|
| 340 |
+
"r_generated_vs_broadcast": 0.4569352941809483,
|
| 341 |
+
"n_genes": 3017
|
| 342 |
+
},
|
| 343 |
+
"NK cell": {
|
| 344 |
+
"r_generated": 0.44729122875582594,
|
| 345 |
+
"r_broadcast": 0.6558646674649503,
|
| 346 |
+
"partial_r_generated_given_broadcast": 0.28422417103254227,
|
| 347 |
+
"r_generated_vs_broadcast": 0.3792998523868367,
|
| 348 |
+
"n_genes": 2940
|
| 349 |
+
}
|
| 350 |
+
},
|
| 351 |
+
"mean_r_generated": 0.4421883183219261,
|
| 352 |
+
"mean_r_broadcast": 0.6280870820074911,
|
| 353 |
+
"mean_partial_r": 0.26578165508739693
|
| 354 |
+
},
|
| 355 |
+
"pseudobulk_log1p_cpm": {
|
| 356 |
+
"per_type": {
|
| 357 |
+
"T cell": {
|
| 358 |
+
"r_generated": 0.371485040719346,
|
| 359 |
+
"r_broadcast": 0.6900634955326531,
|
| 360 |
+
"partial_r_generated_given_broadcast": 0.2527165207639843,
|
| 361 |
+
"r_generated_vs_broadcast": 0.28421214480261103,
|
| 362 |
+
"n_genes": 2870
|
| 363 |
+
},
|
| 364 |
+
"B cell": {
|
| 365 |
+
"r_generated": 0.11707659203544454,
|
| 366 |
+
"r_broadcast": 0.4704332503129004,
|
| 367 |
+
"partial_r_generated_given_broadcast": 0.06414563860145382,
|
| 368 |
+
"r_generated_vs_broadcast": 0.12955989535222984,
|
| 369 |
+
"n_genes": 3061
|
| 370 |
+
},
|
| 371 |
+
"Monocyte": {
|
| 372 |
+
"r_generated": 0.17028474662959694,
|
| 373 |
+
"r_broadcast": 0.6573550923248582,
|
| 374 |
+
"partial_r_generated_given_broadcast": 0.030778841960678104,
|
| 375 |
+
"r_generated_vs_broadcast": 0.22466293572298648,
|
| 376 |
+
"n_genes": 3017
|
| 377 |
+
},
|
| 378 |
+
"NK cell": {
|
| 379 |
+
"r_generated": 0.15471721211952835,
|
| 380 |
+
"r_broadcast": 0.5646910960578172,
|
| 381 |
+
"partial_r_generated_given_broadcast": 0.0772087764689645,
|
| 382 |
+
"r_generated_vs_broadcast": 0.16264663479990635,
|
| 383 |
+
"n_genes": 2940
|
| 384 |
+
}
|
| 385 |
+
},
|
| 386 |
+
"mean_r_generated": 0.20339089787597897,
|
| 387 |
+
"mean_r_broadcast": 0.5956357335570572,
|
| 388 |
+
"mean_partial_r": 0.10621244444877019
|
| 389 |
+
}
|
| 390 |
+
},
|
| 391 |
+
"deg_top50": {
|
| 392 |
+
"types_scored": [
|
| 393 |
+
"T cell",
|
| 394 |
+
"B cell",
|
| 395 |
+
"Monocyte",
|
| 396 |
+
"NK cell",
|
| 397 |
+
"DC"
|
| 398 |
+
],
|
| 399 |
+
"types_not_scored": {},
|
| 400 |
+
"per_type": {
|
| 401 |
+
"T cell": {
|
| 402 |
+
"deg_scored": true,
|
| 403 |
+
"top50_overlap": 0,
|
| 404 |
+
"top50_jaccard": 0.0,
|
| 405 |
+
"obs_top_list_size": 0,
|
| 406 |
+
"gen_top_list_size": 3,
|
| 407 |
+
"top50_overlap_broadcast": 0,
|
| 408 |
+
"top50_jaccard_broadcast": 0.0,
|
| 409 |
+
"n_cells_obs": 55877,
|
| 410 |
+
"n_cells_gen": 9321
|
| 411 |
+
},
|
| 412 |
+
"B cell": {
|
| 413 |
+
"deg_scored": true,
|
| 414 |
+
"top50_overlap": 0,
|
| 415 |
+
"top50_jaccard": null,
|
| 416 |
+
"obs_top_list_size": 0,
|
| 417 |
+
"gen_top_list_size": 0,
|
| 418 |
+
"top50_overlap_broadcast": 0,
|
| 419 |
+
"top50_jaccard_broadcast": 0.0,
|
| 420 |
+
"n_cells_obs": 4890,
|
| 421 |
+
"n_cells_gen": 776
|
| 422 |
+
},
|
| 423 |
+
"Monocyte": {
|
| 424 |
+
"deg_scored": true,
|
| 425 |
+
"top50_overlap": 0,
|
| 426 |
+
"top50_jaccard": 0.0,
|
| 427 |
+
"obs_top_list_size": 1,
|
| 428 |
+
"gen_top_list_size": 0,
|
| 429 |
+
"top50_overlap_broadcast": 0,
|
| 430 |
+
"top50_jaccard_broadcast": 0.0,
|
| 431 |
+
"n_cells_obs": 21294,
|
| 432 |
+
"n_cells_gen": 2778
|
| 433 |
+
},
|
| 434 |
+
"NK cell": {
|
| 435 |
+
"deg_scored": true,
|
| 436 |
+
"top50_overlap": 0,
|
| 437 |
+
"top50_jaccard": null,
|
| 438 |
+
"obs_top_list_size": 0,
|
| 439 |
+
"gen_top_list_size": 0,
|
| 440 |
+
"top50_overlap_broadcast": 0,
|
| 441 |
+
"top50_jaccard_broadcast": 0.0,
|
| 442 |
+
"n_cells_obs": 12579,
|
| 443 |
+
"n_cells_gen": 1322
|
| 444 |
+
},
|
| 445 |
+
"DC": {
|
| 446 |
+
"deg_scored": true,
|
| 447 |
+
"top50_overlap": 0,
|
| 448 |
+
"top50_jaccard": null,
|
| 449 |
+
"obs_top_list_size": 0,
|
| 450 |
+
"gen_top_list_size": 0,
|
| 451 |
+
"top50_overlap_broadcast": 0,
|
| 452 |
+
"top50_jaccard_broadcast": 0.0,
|
| 453 |
+
"n_cells_obs": 1773,
|
| 454 |
+
"n_cells_gen": 375
|
| 455 |
+
}
|
| 456 |
+
},
|
| 457 |
+
"sum": 0,
|
| 458 |
+
"sum_4type": 0,
|
| 459 |
+
"max": 1,
|
| 460 |
+
"mean": 0.0,
|
| 461 |
+
"sum_broadcast": 0,
|
| 462 |
+
"sum_broadcast_4type": 0,
|
| 463 |
+
"broadcast_n_significant": 1,
|
| 464 |
+
"seconds": 0.03
|
| 465 |
+
},
|
| 466 |
+
"seconds": 4.7
|
| 467 |
+
}
|
| 468 |
+
},
|
| 469 |
+
"code_sha256": {
|
| 470 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
|
| 471 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
|
| 472 |
+
"/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",
|
| 473 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py": "48b12d794782b840838853e93e0fc55fab00532c4b3698f4588e926b985d2881",
|
| 474 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/immicro/tools/immicro_common.py": "c5c30e917148cc5e664e91ea30c11bbdff9b6d1f53a3e0a13e16b1917eff37e9",
|
| 475 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/predict_scanvi.py": "482ee5dcf4d72b54bc36cbb6dcff62e5030bc7afc46cb5fb01eca73a82ee45a5",
|
| 476 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/poisson_readout.py": "8bfa080942fbcdc89ae23b276524a1a83266fb8cbc56b9af279e50f82e6cde38"
|
| 477 |
+
},
|
| 478 |
+
"seconds": 5.4,
|
| 479 |
+
"gene_exclusion": {
|
| 480 |
+
"file": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/sex_linked_genes/sex_linked_genes_exclude.csv",
|
| 481 |
+
"sha256": "e3a0f3f225d94d7c193d94ea020b1ab097fa657c0601fce4301b9a09a9c243de",
|
| 482 |
+
"n_listed": 196,
|
| 483 |
+
"n_scoring_genes": 5563,
|
| 484 |
+
"n_dropped_from_scoring_genes": 65,
|
| 485 |
+
"n_scoring_genes_kept": 5498,
|
| 486 |
+
"dropped": [
|
| 487 |
+
{
|
| 488 |
+
"gene_id": "ENSG00000124343",
|
| 489 |
+
"symbol": "XG"
|
| 490 |
+
},
|
| 491 |
+
{
|
| 492 |
+
"gene_id": "ENSG00000183943",
|
| 493 |
+
"symbol": "PRKX"
|
| 494 |
+
},
|
| 495 |
+
{
|
| 496 |
+
"gene_id": "ENSG00000146938",
|
| 497 |
+
"symbol": "NLGN4X"
|
| 498 |
+
},
|
| 499 |
+
{
|
| 500 |
+
"gene_id": "ENSG00000130021",
|
| 501 |
+
"symbol": "PUDP"
|
| 502 |
+
},
|
| 503 |
+
{
|
| 504 |
+
"gene_id": "ENSG00000101846",
|
| 505 |
+
"symbol": "STS"
|
| 506 |
+
},
|
| 507 |
+
{
|
| 508 |
+
"gene_id": "ENSG00000011201",
|
| 509 |
+
"symbol": "ANOS1"
|
| 510 |
+
},
|
| 511 |
+
{
|
| 512 |
+
"gene_id": "ENSG00000177138",
|
| 513 |
+
"symbol": "FAM9B"
|
| 514 |
+
},
|
| 515 |
+
{
|
| 516 |
+
"gene_id": "ENSG00000101849",
|
| 517 |
+
"symbol": "TBL1X"
|
| 518 |
+
},
|
| 519 |
+
{
|
| 520 |
+
"gene_id": "ENSG00000146950",
|
| 521 |
+
"symbol": "SHROOM2"
|
| 522 |
+
},
|
| 523 |
+
{
|
| 524 |
+
"gene_id": "ENSG00000182287",
|
| 525 |
+
"symbol": "AP1S2"
|
| 526 |
+
},
|
| 527 |
+
{
|
| 528 |
+
"gene_id": "ENSG00000047230",
|
| 529 |
+
"symbol": "CTPS2"
|
| 530 |
+
},
|
| 531 |
+
{
|
| 532 |
+
"gene_id": "ENSG00000086712",
|
| 533 |
+
"symbol": "TXLNG"
|
| 534 |
+
},
|
| 535 |
+
{
|
| 536 |
+
"gene_id": "ENSG00000188158",
|
| 537 |
+
"symbol": "NHS"
|
| 538 |
+
},
|
| 539 |
+
{
|
| 540 |
+
"gene_id": "ENSG00000177324",
|
| 541 |
+
"symbol": "BEND2"
|
| 542 |
+
},
|
| 543 |
+
{
|
| 544 |
+
"gene_id": "ENSG00000086717",
|
| 545 |
+
"symbol": "PPEF1"
|
| 546 |
+
},
|
| 547 |
+
{
|
| 548 |
+
"gene_id": "ENSG00000149970",
|
| 549 |
+
"symbol": "CNKSR2"
|
| 550 |
+
},
|
| 551 |
+
{
|
| 552 |
+
"gene_id": "ENSG00000102174",
|
| 553 |
+
"symbol": "PHEX"
|
| 554 |
+
},
|
| 555 |
+
{
|
| 556 |
+
"gene_id": "ENSG00000165186",
|
| 557 |
+
"symbol": "PTCHD1"
|
| 558 |
+
},
|
| 559 |
+
{
|
| 560 |
+
"gene_id": "ENSG00000169306",
|
| 561 |
+
"symbol": "IL1RAPL1"
|
| 562 |
+
},
|
| 563 |
+
{
|
| 564 |
+
"gene_id": "ENSG00000147036",
|
| 565 |
+
"symbol": "LANCL3"
|
| 566 |
+
},
|
| 567 |
+
{
|
| 568 |
+
"gene_id": "ENSG00000047597",
|
| 569 |
+
"symbol": "XK"
|
| 570 |
+
},
|
| 571 |
+
{
|
| 572 |
+
"gene_id": "ENSG00000180182",
|
| 573 |
+
"symbol": "MED14"
|
| 574 |
+
},
|
| 575 |
+
{
|
| 576 |
+
"gene_id": "ENSG00000183690",
|
| 577 |
+
"symbol": "EFHC2"
|
| 578 |
+
},
|
| 579 |
+
{
|
| 580 |
+
"gene_id": "ENSG00000147050",
|
| 581 |
+
"symbol": "KDM6A"
|
| 582 |
+
},
|
| 583 |
+
{
|
| 584 |
+
"gene_id": "ENSG00000147117",
|
| 585 |
+
"symbol": "ZNF157"
|
| 586 |
+
},
|
| 587 |
+
{
|
| 588 |
+
"gene_id": "ENSG00000102265",
|
| 589 |
+
"symbol": "TIMP1"
|
| 590 |
+
},
|
| 591 |
+
{
|
| 592 |
+
"gene_id": "ENSG00000158423",
|
| 593 |
+
"symbol": "RIBC1"
|
| 594 |
+
},
|
| 595 |
+
{
|
| 596 |
+
"gene_id": "ENSG00000155659",
|
| 597 |
+
"symbol": "VSIG4"
|
| 598 |
+
},
|
| 599 |
+
{
|
| 600 |
+
"gene_id": "ENSG00000204165",
|
| 601 |
+
"symbol": "CXorf65"
|
| 602 |
+
},
|
| 603 |
+
{
|
| 604 |
+
"gene_id": "ENSG00000204131",
|
| 605 |
+
"symbol": "NHSL2"
|
| 606 |
+
},
|
| 607 |
+
{
|
| 608 |
+
"gene_id": "ENSG00000078589",
|
| 609 |
+
"symbol": "P2RY10"
|
| 610 |
+
},
|
| 611 |
+
{
|
| 612 |
+
"gene_id": "ENSG00000147138",
|
| 613 |
+
"symbol": "GPR174"
|
| 614 |
+
},
|
| 615 |
+
{
|
| 616 |
+
"gene_id": "ENSG00000198157",
|
| 617 |
+
"symbol": "HMGN5"
|
| 618 |
+
},
|
| 619 |
+
{
|
| 620 |
+
"gene_id": "ENSG00000147180",
|
| 621 |
+
"symbol": "ZNF711"
|
| 622 |
+
},
|
| 623 |
+
{
|
| 624 |
+
"gene_id": "ENSG00000124429",
|
| 625 |
+
"symbol": "POF1B"
|
| 626 |
+
},
|
| 627 |
+
{
|
| 628 |
+
"gene_id": "ENSG00000126733",
|
| 629 |
+
"symbol": "DACH2"
|
| 630 |
+
},
|
| 631 |
+
{
|
| 632 |
+
"gene_id": "ENSG00000102290",
|
| 633 |
+
"symbol": "PCDH11X"
|
| 634 |
+
},
|
| 635 |
+
{
|
| 636 |
+
"gene_id": "ENSG00000102362",
|
| 637 |
+
"symbol": "SYTL4"
|
| 638 |
+
},
|
| 639 |
+
{
|
| 640 |
+
"gene_id": "ENSG00000182489",
|
| 641 |
+
"symbol": "XKRX"
|
| 642 |
+
},
|
| 643 |
+
{
|
| 644 |
+
"gene_id": "ENSG00000166432",
|
| 645 |
+
"symbol": "ZMAT1"
|
| 646 |
+
},
|
| 647 |
+
{
|
| 648 |
+
"gene_id": "ENSG00000189108",
|
| 649 |
+
"symbol": "IL1RAPL2"
|
| 650 |
+
},
|
| 651 |
+
{
|
| 652 |
+
"gene_id": "ENSG00000198088",
|
| 653 |
+
"symbol": "NUP62CL"
|
| 654 |
+
},
|
| 655 |
+
{
|
| 656 |
+
"gene_id": "ENSG00000147234",
|
| 657 |
+
"symbol": "FRMPD3"
|
| 658 |
+
},
|
| 659 |
+
{
|
| 660 |
+
"gene_id": "ENSG00000080561",
|
| 661 |
+
"symbol": "MID2"
|
| 662 |
+
},
|
| 663 |
+
{
|
| 664 |
+
"gene_id": "ENSG00000197565",
|
| 665 |
+
"symbol": "COL4A6"
|
| 666 |
+
},
|
| 667 |
+
{
|
| 668 |
+
"gene_id": "ENSG00000072315",
|
| 669 |
+
"symbol": "TRPC5"
|
| 670 |
+
},
|
| 671 |
+
{
|
| 672 |
+
"gene_id": "ENSG00000187823",
|
| 673 |
+
"symbol": "RTL4"
|
| 674 |
+
},
|
| 675 |
+
{
|
| 676 |
+
"gene_id": "ENSG00000125675",
|
| 677 |
+
"symbol": "GRIA3"
|
| 678 |
+
},
|
| 679 |
+
{
|
| 680 |
+
"gene_id": "ENSG00000183918",
|
| 681 |
+
"symbol": "SH2D1A"
|
| 682 |
+
},
|
| 683 |
+
{
|
| 684 |
+
"gene_id": "ENSG00000056277",
|
| 685 |
+
"symbol": "ZNF280C"
|
| 686 |
+
},
|
| 687 |
+
{
|
| 688 |
+
"gene_id": "ENSG00000171004",
|
| 689 |
+
"symbol": "HS6ST2"
|
| 690 |
+
},
|
| 691 |
+
{
|
| 692 |
+
"gene_id": "ENSG00000170965",
|
| 693 |
+
"symbol": "PLAC1"
|
| 694 |
+
},
|
| 695 |
+
{
|
| 696 |
+
"gene_id": "ENSG00000022267",
|
| 697 |
+
"symbol": "FHL1"
|
| 698 |
+
},
|
| 699 |
+
{
|
| 700 |
+
"gene_id": "ENSG00000102245",
|
| 701 |
+
"symbol": "CD40LG"
|
| 702 |
+
},
|
| 703 |
+
{
|
| 704 |
+
"gene_id": "ENSG00000129682",
|
| 705 |
+
"symbol": "FGF13"
|
| 706 |
+
},
|
| 707 |
+
{
|
| 708 |
+
"gene_id": "ENSG00000155966",
|
| 709 |
+
"symbol": "AFF2"
|
| 710 |
+
},
|
| 711 |
+
{
|
| 712 |
+
"gene_id": "ENSG00000011677",
|
| 713 |
+
"symbol": "GABRA3"
|
| 714 |
+
},
|
| 715 |
+
{
|
| 716 |
+
"gene_id": "ENSG00000183837",
|
| 717 |
+
"symbol": "PNMA3"
|
| 718 |
+
},
|
| 719 |
+
{
|
| 720 |
+
"gene_id": "ENSG00000067646",
|
| 721 |
+
"symbol": "ZFY"
|
| 722 |
+
},
|
| 723 |
+
{
|
| 724 |
+
"gene_id": "ENSG00000099715",
|
| 725 |
+
"symbol": "PCDH11Y"
|
| 726 |
+
},
|
| 727 |
+
{
|
| 728 |
+
"gene_id": "ENSG00000114374",
|
| 729 |
+
"symbol": "USP9Y"
|
| 730 |
+
},
|
| 731 |
+
{
|
| 732 |
+
"gene_id": "ENSG00000067048",
|
| 733 |
+
"symbol": "DDX3Y"
|
| 734 |
+
},
|
| 735 |
+
{
|
| 736 |
+
"gene_id": "ENSG00000183878",
|
| 737 |
+
"symbol": "UTY"
|
| 738 |
+
},
|
| 739 |
+
{
|
| 740 |
+
"gene_id": "ENSG00000165246",
|
| 741 |
+
"symbol": "NLGN4Y"
|
| 742 |
+
},
|
| 743 |
+
{
|
| 744 |
+
"gene_id": "ENSG00000012817",
|
| 745 |
+
"symbol": "KDM5D"
|
| 746 |
+
}
|
| 747 |
+
],
|
| 748 |
+
"applies_to": "group contrast (logFC r generated / broadcast / partial: dropped from each type's detected-gene set) and top-50 DEG (observed, generated and broadcast tests: columns dropped before log1p CPM, Welch and BH); all other metrics use every scoring gene"
|
| 749 |
+
},
|
| 750 |
+
"core_reused_from": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/recoveries/giroux_width_comparison_20261015/draw4/score"
|
| 751 |
+
}
|
paper-releases/pbisc-diffusion/updates/20261015T121654Z-x1-nine-core40-deck/diffusion/dataset/server_1/model8/plans/paper_figures_strictpairs_20261012/recoveries/x1_priority_completion_20261015/evaluation/units/giroux2022/disease/draw4/lora/scoring_support.json
ADDED
|
@@ -0,0 +1,45 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema": "pbisc.paper.strict-score-binding.v1",
|
| 3 |
+
"support_sha256": "df74fb20effc23b7784248bf76e32951803075e492251168f3d5f83dfdec81ea",
|
| 4 |
+
"cohort": "giroux2022",
|
| 5 |
+
"unit": "draw4_n5",
|
| 6 |
+
"test_sample_ids": [
|
| 7 |
+
"450905_d0",
|
| 8 |
+
"450905_d14",
|
| 9 |
+
"7085CA_d0",
|
| 10 |
+
"7085CA_d7",
|
| 11 |
+
"7085CA_d14",
|
| 12 |
+
"B85D75_d0",
|
| 13 |
+
"B85D75_d7",
|
| 14 |
+
"180E1A_d0",
|
| 15 |
+
"180E1A_d7",
|
| 16 |
+
"180E1A_d14"
|
| 17 |
+
],
|
| 18 |
+
"test_donor_ids": [
|
| 19 |
+
"450905",
|
| 20 |
+
"450905",
|
| 21 |
+
"7085CA",
|
| 22 |
+
"7085CA",
|
| 23 |
+
"7085CA",
|
| 24 |
+
"B85D75",
|
| 25 |
+
"B85D75",
|
| 26 |
+
"180E1A",
|
| 27 |
+
"180E1A",
|
| 28 |
+
"180E1A"
|
| 29 |
+
],
|
| 30 |
+
"arm_bindings": {
|
| 31 |
+
"lora": {
|
| 32 |
+
"arm": "lora",
|
| 33 |
+
"npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/generated/giroux2022/disease/draw4/lora.npz",
|
| 34 |
+
"npz_sha256": "7dc39e3963038c6e4c41d2681b5be1135bce425de1514732c4b91af899249afc",
|
| 35 |
+
"receipt": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/generated/giroux2022/disease/draw4/lora.log",
|
| 36 |
+
"receipt_sha256": "986e4876a6b229da8e23539f432e50c6dd5f6f3d69a45c7d52f13add9aa53149",
|
| 37 |
+
"source_binding": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/runs/giroux2022/disease/draw4/lora/RUN.json",
|
| 38 |
+
"source_binding_sha256": "237e2b577cc2fd6f634a0eb4681896c6b3fdcd4157e0406ed1818193a76f773b",
|
| 39 |
+
"condition_npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paper_figures_strictpairs_20261012/data/giroux2022/disease/draw4/test_raw.npz",
|
| 40 |
+
"condition_sha256": "1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f",
|
| 41 |
+
"checkpoint_sha256": "ccd39f782235579aae57cd576348a44f26f57e5c62d068b5d2554a6e87c68ea4",
|
| 42 |
+
"support_sha256": "df74fb20effc23b7784248bf76e32951803075e492251168f3d5f83dfdec81ea"
|
| 43 |
+
}
|
| 44 |
+
}
|
| 45 |
+
}
|