-
Notifications
You must be signed in to change notification settings - Fork 8
/
Copy path.test_durations
1944 lines (1944 loc) · 240 KB
/
.test_durations
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
{
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[conv1d_nn_pert]": 0.43132958400001087,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[conv1d_nn_up]": 0.45537266600000237,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[conv1d_no_grad_up]": 0.16775741700000424,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[conv2d_nn_pert]": 0.2300589169999796,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[conv2d_nn_up]": 0.23810029099999497,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[conv3d_nn_pert]": 0.29128650099998765,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[conv3d_nn_up]": 0.3192986260000197,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[simple_nn_class_up]": 0.4983248759999981,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[simple_nn_pert]": 0.10730166499999427,
"tests/influence/test_influence_calculator.py::test_dask_ekfac_influence[simple_nn_up]": 0.12581345899999974,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_pert-arnoldi]": 0.51321570799999,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_pert-cg]": 0.6235390840000008,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_pert-direct]": 0.4739107489999981,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_pert-nystroem-sketch]": 0.4732599169999929,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_up-arnoldi]": 0.5027860849999968,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_up-cg]": 0.6119710409999968,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_up-direct]": 0.4687156250000015,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_nn_up-nystroem-sketch]": 0.4756422090000001,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_no_grad_up-arnoldi]": 0.15964041700000564,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_no_grad_up-cg]": 0.22334066599999858,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_no_grad_up-direct]": 0.1324677090000037,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv1d_no_grad_up-nystroem-sketch]": 0.13324425000000417,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_pert-arnoldi]": 0.38097341699999987,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_pert-cg]": 0.45923416600000166,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_pert-direct]": 0.2839644999999962,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_pert-nystroem-sketch]": 0.30373720800000825,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_up-arnoldi]": 0.3448819159999985,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_up-cg]": 0.44519304000000304,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_up-direct]": 0.2691480830000046,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv2d_nn_up-nystroem-sketch]": 0.2616392910000016,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_pert-arnoldi]": 0.5481415829999996,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_pert-cg]": 0.6859302910000018,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_pert-direct]": 0.3822477489999976,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_pert-nystroem-sketch]": 0.37734333300000245,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_up-arnoldi]": 0.525526167999999,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_up-cg]": 1.2020060410000006,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_up-direct]": 0.41654370799999896,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[conv3d_nn_up-nystroem-sketch]": 0.34900454200000297,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_class_up-arnoldi]": 2.992850666999992,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_class_up-cg]": 0.9017401250000034,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_class_up-direct]": 1.8999851259999971,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_class_up-nystroem-sketch]": 0.6108929160000116,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_pert-arnoldi]": 0.15527220799999952,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_pert-cg]": 0.26309154200000506,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_pert-direct]": 0.12717812399999673,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_pert-nystroem-sketch]": 0.12159175100000397,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_up-arnoldi]": 0.14978929299999777,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_up-cg]": 0.2514275409999982,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_up-direct]": 0.11747687399998341,
"tests/influence/test_influence_calculator.py::test_dask_influence_factors[simple_nn_up-nystroem-sketch]": 0.1145409580000063,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[conv1d_nn_pert]": 0.651105874999999,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[conv1d_nn_up]": 0.8520010829999975,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[conv1d_no_grad_up]": 0.3543362930000029,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[conv2d_nn_pert]": 0.6278027910000006,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[conv2d_nn_up]": 0.6691117079999955,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[conv3d_nn_pert]": 0.7259534579999993,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[conv3d_nn_up]": 12.794377042000008,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[simple_nn_class_up]": 0.8348781249999959,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[simple_nn_pert]": 0.30330429199999287,
"tests/influence/test_influence_calculator.py::test_dask_influence_nn[simple_nn_up]": 0.3987939569999952,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[conv1d_nn_pert]": 0.5619622500000219,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[conv1d_nn_up]": 1.0785220820000063,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[conv1d_no_grad_up]": 0.17646845800000222,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[conv2d_nn_pert]": 0.4403438750000106,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[conv2d_nn_up]": 0.3701964169999883,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[conv3d_nn_pert]": 0.5504077920000015,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[conv3d_nn_up]": 0.5106777090000065,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[simple_nn_class_up]": 0.8876540840000047,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[simple_nn_pert]": 0.18539291599999785,
"tests/influence/test_influence_calculator.py::test_sequential_calculator[simple_nn_up]": 0.17388537500001178,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[conv1d_nn_pert]": 0.48412345800001333,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[conv1d_nn_up]": 0.4777501249999858,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[conv1d_no_grad_up]": 0.12972545899998522,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[conv2d_nn_pert]": 0.25512779199999613,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[conv2d_nn_up]": 0.2527224999999902,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[conv3d_nn_pert]": 0.391478458999984,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[conv3d_nn_up]": 1.5326180829999743,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[simple_nn_class_up]": 0.45327558399999646,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[simple_nn_pert]": 0.11529004199999804,
"tests/influence/test_influence_calculator.py::test_thread_safety_violation_error[simple_nn_up]": 0.13096058400000743,
"tests/influence/test_influences.py::test_influence_linear_model[cg-train_set_size_200-perturbation]": 0.8664472580130678,
"tests/influence/test_influences.py::test_influence_linear_model[cg-train_set_size_200-up]": 0.18988716599415056,
"tests/influence/test_influences.py::test_influence_linear_model[direct-train_set_size_200-perturbation]": 0.66577532098745,
"tests/influence/test_influences.py::test_influence_linear_model[direct-train_set_size_200-up]": 0.14689689996885136,
"tests/influence/test_influences.py::test_influence_linear_model[lissa-train_set_size_200-perturbation]": 29.66190878400812,
"tests/influence/test_influences.py::test_influence_linear_model[lissa-train_set_size_200-up]": 31.928044888016302,
"tests/influence/test_influences.py::test_influences_arnoldi[conv1d_nn_pert-cg-inversion_method_kwargs0]": 2.3822218760324176,
"tests/influence/test_influences.py::test_influences_arnoldi[conv1d_nn_pert-lissa-inversion_method_kwargs1]": 2.3658500429883134,
"tests/influence/test_influences.py::test_influences_arnoldi[conv1d_nn_up-cg-inversion_method_kwargs0]": 2.868267879995983,
"tests/influence/test_influences.py::test_influences_arnoldi[conv1d_nn_up-lissa-inversion_method_kwargs1]": 2.457031903992174,
"tests/influence/test_influences.py::test_influences_arnoldi[conv2d_nn_pert-cg-inversion_method_kwargs0]": 37.735455957998056,
"tests/influence/test_influences.py::test_influences_arnoldi[conv2d_nn_pert-lissa-inversion_method_kwargs1]": 39.84842704902985,
"tests/influence/test_influences.py::test_influences_arnoldi[conv2d_nn_up-cg-inversion_method_kwargs0]": 31.690374068013625,
"tests/influence/test_influences.py::test_influences_arnoldi[conv2d_nn_up-lissa-inversion_method_kwargs1]": 32.61307214802946,
"tests/influence/test_influences.py::test_influences_arnoldi[conv3d_nn_pert-cg-inversion_method_kwargs0]": 12.726008000987349,
"tests/influence/test_influences.py::test_influences_arnoldi[conv3d_nn_pert-lissa-inversion_method_kwargs1]": 19.553361862985184,
"tests/influence/test_influences.py::test_influences_arnoldi[conv3d_nn_up-cg-inversion_method_kwargs0]": 13.836377908999566,
"tests/influence/test_influences.py::test_influences_arnoldi[conv3d_nn_up-lissa-inversion_method_kwargs1]": 14.150672011019196,
"tests/influence/test_influences.py::test_influences_arnoldi[simple_nn_pert-cg-inversion_method_kwargs0]": 4.048168402019655,
"tests/influence/test_influences.py::test_influences_arnoldi[simple_nn_pert-lissa-inversion_method_kwargs1]": 4.404760570003418,
"tests/influence/test_influences.py::test_influences_arnoldi[simple_nn_up-cg-inversion_method_kwargs0]": 3.647188978997292,
"tests/influence/test_influences.py::test_influences_arnoldi[simple_nn_up-lissa-inversion_method_kwargs1]": 3.7973901859950274,
"tests/influence/test_influences.py::test_influences_nn[conv1d_nn_pert-cg-inversion_method_kwargs0]": 1.5923064970120322,
"tests/influence/test_influences.py::test_influences_nn[conv1d_nn_pert-lissa-inversion_method_kwargs1]": 3.2020452640135773,
"tests/influence/test_influences.py::test_influences_nn[conv1d_nn_up-cg-inversion_method_kwargs0]": 1.4804198430210818,
"tests/influence/test_influences.py::test_influences_nn[conv1d_nn_up-lissa-inversion_method_kwargs1]": 2.925347449025139,
"tests/influence/test_influences.py::test_influences_nn[conv2d_nn_pert-cg-inversion_method_kwargs0]": 0.9362441220146138,
"tests/influence/test_influences.py::test_influences_nn[conv2d_nn_pert-lissa-inversion_method_kwargs1]": 2.538086088025011,
"tests/influence/test_influences.py::test_influences_nn[conv2d_nn_up-cg-inversion_method_kwargs0]": 0.8035285160294734,
"tests/influence/test_influences.py::test_influences_nn[conv2d_nn_up-lissa-inversion_method_kwargs1]": 2.322104330989532,
"tests/influence/test_influences.py::test_influences_nn[conv3d_nn_pert-cg-inversion_method_kwargs0]": 0.9271317529783119,
"tests/influence/test_influences.py::test_influences_nn[conv3d_nn_pert-lissa-inversion_method_kwargs1]": 2.394592270022258,
"tests/influence/test_influences.py::test_influences_nn[conv3d_nn_up-cg-inversion_method_kwargs0]": 0.585946897015674,
"tests/influence/test_influences.py::test_influences_nn[conv3d_nn_up-lissa-inversion_method_kwargs1]": 1.98005986501812,
"tests/influence/test_influences.py::test_influences_nn[simple_nn_pert-cg-inversion_method_kwargs0]": 0.535838584008161,
"tests/influence/test_influences.py::test_influences_nn[simple_nn_pert-lissa-inversion_method_kwargs1]": 1.2813036919687875,
"tests/influence/test_influences.py::test_influences_nn[simple_nn_up-cg-inversion_method_kwargs0]": 0.49523214003420435,
"tests/influence/test_influences.py::test_influences_nn[simple_nn_up-lissa-inversion_method_kwargs1]": 1.1954537569836248,
"tests/influence/test_torch_differentiable.py::test_inversion_methods[problem_dimension=(2, 5)]": 3.4345830409729388,
"tests/influence/test_torch_differentiable.py::test_inversion_methods[problem_dimension=(5, 10)]": 15.252498073037714,
"tests/influence/test_torch_differentiable.py::test_linear_grad[problem_dimension=(10, 10)]": 0.021300127991707996,
"tests/influence/test_torch_differentiable.py::test_linear_grad[problem_dimension=(10, 5)]": 0.022089153004344553,
"tests/influence/test_torch_differentiable.py::test_linear_grad[problem_dimension=(2, 2)]": 0.02272466098656878,
"tests/influence/test_torch_differentiable.py::test_linear_grad[problem_dimension=(5, 10)]": 0.02305612197960727,
"tests/influence/test_torch_differentiable.py::test_linear_hessian[problem_dimension=(10, 10)]": 0.04802688199561089,
"tests/influence/test_torch_differentiable.py::test_linear_hessian[problem_dimension=(10, 5)]": 0.029498956981115043,
"tests/influence/test_torch_differentiable.py::test_linear_hessian[problem_dimension=(2, 2)]": 0.008306053990963846,
"tests/influence/test_torch_differentiable.py::test_linear_hessian[problem_dimension=(5, 10)]": 0.02729206799995154,
"tests/influence/test_torch_differentiable.py::test_linear_mixed_derivative[problem_dimension=(10, 10)]": 1.1375327199930325,
"tests/influence/test_torch_differentiable.py::test_linear_mixed_derivative[problem_dimension=(10, 5)]": 0.6565052080259193,
"tests/influence/test_torch_differentiable.py::test_linear_mixed_derivative[problem_dimension=(2, 2)]": 0.12738980996073224,
"tests/influence/test_torch_differentiable.py::test_linear_mixed_derivative[problem_dimension=(5, 10)]": 0.7345308819785714,
"tests/influence/test_util.py::test_align_structure_error[source0-target0]": 0.0035728389921132475,
"tests/influence/test_util.py::test_align_structure_error[source1-target1]": 0.00344742598826997,
"tests/influence/test_util.py::test_align_structure_error[source2-unsupported]": 0.002687585016246885,
"tests/influence/test_util.py::test_align_structure_success[source0-target0]": 0.01585831498960033,
"tests/influence/test_util.py::test_align_structure_success[source1-target1]": 0.004216398985590786,
"tests/influence/test_util.py::test_align_structure_success[source2-target2]": 0.0037963670038152486,
"tests/influence/test_util.py::test_get_hvp_function[model_data0-4-avg]": 0.02852429696940817,
"tests/influence/test_util.py::test_get_hvp_function[model_data0-4-full]": 0.021426614985102788,
"tests/influence/test_util.py::test_get_hvp_function[model_data1-5-avg]": 0.05665982299251482,
"tests/influence/test_util.py::test_get_hvp_function[model_data1-5-full]": 0.050573221989907324,
"tests/influence/test_util.py::test_get_hvp_function[model_data2-10-avg]": 0.021057549020042643,
"tests/influence/test_util.py::test_get_hvp_function[model_data2-10-full]": 0.018426671042107046,
"tests/influence/test_util.py::test_get_hvp_function[model_data3-8-avg]": 0.031162786995992064,
"tests/influence/test_util.py::test_get_hvp_function[model_data3-8-full]": 0.021520195034099743,
"tests/influence/test_util.py::test_get_hvp_function[model_data4-4-avg]": 0.2791911210224498,
"tests/influence/test_util.py::test_get_hvp_function[model_data4-4-full]": 0.1754539380199276,
"tests/influence/test_util.py::test_hvp[model_data0-1e-05]": 0.011600336991250515,
"tests/influence/test_util.py::test_hvp[model_data1-1e-05]": 0.031869401020230725,
"tests/influence/test_util.py::test_hvp[model_data2-1e-05]": 0.007384836004348472,
"tests/influence/test_util.py::test_hvp[model_data3-1e-05]": 0.00941651500761509,
"tests/influence/test_util.py::test_hvp[model_data4-1e-05]": 0.012950405973242596,
"tests/influence/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data0-4-200-0.0001]": 4.667632230994059,
"tests/influence/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data1-5-70-0.001]": 2.487104450992774,
"tests/influence/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data2-10-50-0.0001]": 1.6815319799643476,
"tests/influence/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data3-8-160-1e-05]": 4.422049004002474,
"tests/influence/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data4-4-250-1e-05]": 9.08382142597111,
"tests/influence/test_util.py::test_lanzcos_low_rank_hessian_approx_exception": 0.0035210640053264797,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_analytical_comparison[model_data0-0.001]": 0.019142959000006954,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_analytical_comparison[model_data1-0.001]": 0.05523275000000183,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_analytical_comparison[model_data2-0.001]": 0.012029915999988816,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_analytical_comparison[model_data3-0.001]": 0.029662917000010225,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_analytical_comparison[model_data4-0.001]": 0.09113075100000856,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_flattening_commutation[model_data0-0.001]": 0.012470208999999954,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_flattening_commutation[model_data1-0.001]": 0.04564554200000259,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_flattening_commutation[model_data2-0.001]": 0.011319790000001717,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_flattening_commutation[model_data3-0.001]": 0.02147883400000694,
"tests/influence/torch/test_batch_operation.py::TestGaussNewtonBatchOperation::test_flattening_commutation[model_data4-0.001]": 0.09054695900000809,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_analytical_comparison[model_data0-1e-05]": 0.007067583999997851,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_analytical_comparison[model_data1-1e-05]": 0.011431916000006481,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_analytical_comparison[model_data2-1e-05]": 0.0048319579999969164,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_analytical_comparison[model_data3-1e-05]": 0.007124791999999047,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_analytical_comparison[model_data4-1e-05]": 0.007452251000003685,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_flattening_commutation[model_data0-1e-05]": 0.005890332999996417,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_flattening_commutation[model_data1-1e-05]": 0.010210459000006722,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_flattening_commutation[model_data2-1e-05]": 0.005509583999995016,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_flattening_commutation[model_data3-1e-05]": 0.00556841699999211,
"tests/influence/torch/test_batch_operation.py::TestHessianBatchOperation::test_flattening_commutation[model_data4-1e-05]": 0.007537166999995293,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[1.0-model_data0-0.001]": 0.08350925000000586,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[1.0-model_data1-0.001]": 0.6489732089999904,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[1.0-model_data2-0.001]": 0.06376483300000757,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[1.0-model_data3-0.001]": 0.124969667000002,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[1.0-model_data4-0.001]": 1.1295125829999932,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[10-model_data0-0.001]": 0.0756395829999974,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[10-model_data1-0.001]": 0.6062510000000003,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[10-model_data2-0.001]": 0.06081945799998323,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[10-model_data3-0.001]": 0.14334591699999066,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[10-model_data4-0.001]": 1.0807617080000114,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[100-model_data0-0.001]": 0.0705673750000102,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[100-model_data1-0.001]": 0.6153970409999943,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[100-model_data2-0.001]": 0.06444825000001231,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[100-model_data3-0.001]": 0.12604675100000406,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_analytical_comparison[100-model_data4-0.001]": 1.084048375000009,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[1.0-model_data0-0.001]": 0.08403875000000482,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[1.0-model_data1-0.001]": 0.6394599990000103,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[1.0-model_data2-0.001]": 0.0596419589999897,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[1.0-model_data3-0.001]": 0.12685791699998106,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[1.0-model_data4-0.001]": 1.103699500000019,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[10-model_data0-0.001]": 0.07274379199999714,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[10-model_data1-0.001]": 0.6765269590000145,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[10-model_data2-0.001]": 0.11417491599999607,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[10-model_data3-0.001]": 0.15647399899998504,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[10-model_data4-0.001]": 1.158258709000009,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[100-model_data0-0.001]": 0.08159112500000276,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[100-model_data1-0.001]": 0.5939525010000182,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[100-model_data2-0.001]": 0.05573370700000169,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[100-model_data3-0.001]": 0.1429452499999968,
"tests/influence/torch/test_batch_operation.py::TestInverseHarmonicMeanBatchOperation::test_flattening_commutation[100-model_data4-0.001]": 1.166151833000015,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-1-7-x_dim_10]": 0.004450291999987144,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-1-7-x_dim_11]": 0.0036078339999789932,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-1-7-x_dim_12]": 0.0027566259999929343,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-10-12-x_dim_10]": 0.0025059589999898435,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-10-12-x_dim_11]": 0.0030279590000077405,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-10-12-x_dim_12]": 0.0026256660000001375,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-3-5-x_dim_10]": 0.002850666999989926,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-3-5-x_dim_11]": 0.0031244569999842042,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-3-5-x_dim_12]": 0.0017407079999998132,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-4-10-x_dim_10]": 0.003369333999998503,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-4-10-x_dim_11]": 0.004512374999990243,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-4-10-x_dim_12]": 0.002046626000009155,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-6-6-x_dim_10]": 0.002975125999995498,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-6-6-x_dim_11]": 0.002086957999992478,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[0.5-6-6-x_dim_12]": 0.0038972079999979314,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-1-7-x_dim_10]": 0.002306416999985572,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-1-7-x_dim_11]": 0.0024177930000064407,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-1-7-x_dim_12]": 0.002631874000002199,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-10-12-x_dim_10]": 0.005288167000017552,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-10-12-x_dim_11]": 0.0029232920000055174,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-10-12-x_dim_12]": 0.002445708000010427,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-3-5-x_dim_10]": 0.002736873999992895,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-3-5-x_dim_11]": 0.003140250000001288,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-3-5-x_dim_12]": 0.001970374000009656,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-4-10-x_dim_10]": 0.002191916000001015,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-4-10-x_dim_11]": 0.002502750000004994,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-4-10-x_dim_12]": 0.002252499999997326,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-6-6-x_dim_10]": 0.0023331670000033,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-6-6-x_dim_11]": 0.002037416000021608,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[1.0-6-6-x_dim_12]": 0.004114957999988178,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-1-7-x_dim_10]": 0.0028292909999976246,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-1-7-x_dim_11]": 0.00231154100001163,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-1-7-x_dim_12]": 0.0018681669999978112,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-10-12-x_dim_10]": 0.0021152909999955227,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-10-12-x_dim_11]": 0.0024508329999974876,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-10-12-x_dim_12]": 0.0021522919999910073,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-3-5-x_dim_10]": 0.0017680830000017522,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-3-5-x_dim_11]": 0.002552626000010605,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-3-5-x_dim_12]": 0.002397874999985561,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-4-10-x_dim_10]": 0.002440957999993998,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-4-10-x_dim_11]": 0.002089376000000698,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-4-10-x_dim_12]": 0.0023013750000018263,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-6-6-x_dim_10]": 0.0021933329999939133,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-6-6-x_dim_11]": 0.0025817910000114352,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[10-6-6-x_dim_12]": 0.0022625839999932396,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-1-7-x_dim_10]": 0.0022178749999994807,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-1-7-x_dim_11]": 0.0058747499999896036,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-1-7-x_dim_12]": 0.002122458000002325,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-10-12-x_dim_10]": 0.0019571669999862706,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-10-12-x_dim_11]": 0.0030617929999721127,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-10-12-x_dim_12]": 0.002215208999999163,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-3-5-x_dim_10]": 0.0023357070000002977,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-3-5-x_dim_11]": 0.001987123999995788,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-3-5-x_dim_12]": 0.003997334000004571,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-4-10-x_dim_10]": 0.002020915999992212,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-4-10-x_dim_11]": 0.007813834000003794,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-4-10-x_dim_12]": 0.001964916000005701,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-6-6-x_dim_10]": 0.0019867489999967347,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-6-6-x_dim_11]": 0.003055042999989155,
"tests/influence/torch/test_batch_operation.py::test_generate_inverse_rank_one_updates[100-6-6-x_dim_12]": 0.0022277909999957046,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[1-7-x_dim_10]": 0.0018246249999975817,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[1-7-x_dim_11]": 0.003714667000011218,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[1-7-x_dim_12]": 0.0022450419999984206,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[10-12-x_dim_10]": 0.002081165999996415,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[10-12-x_dim_11]": 0.002096749999992653,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[10-12-x_dim_12]": 0.0028576670000006743,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[3-5-x_dim_10]": 0.002986624000001825,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[3-5-x_dim_11]": 0.0022472079999857897,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[3-5-x_dim_12]": 0.0021960409999906005,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[4-10-x_dim_10]": 0.0030319590000118524,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[4-10-x_dim_11]": 0.0025678340000041544,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[4-10-x_dim_12]": 0.0024044580000150972,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[6-6-x_dim_10]": 0.0038317080000211945,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[6-6-x_dim_11]": 0.0020034149999901274,
"tests/influence/torch/test_batch_operation.py::test_generate_rank_one_mvp[6-6-x_dim_12]": 0.002724500999988777,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[0.1-1-7-7]": 0.0023313340000044036,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[0.1-10-1-12]": 0.0029350830000112182,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[0.1-3-2-5]": 0.001971667000020716,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[0.1-4-5-10]": 0.003138457999980915,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[0.1-6-6-6]": 0.002093166999998175,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[1.0-1-7-7]": 0.0019044160000021293,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[1.0-10-1-12]": 0.0028228329999961943,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[1.0-3-2-5]": 0.0027732479999968973,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[1.0-4-5-10]": 0.002491082999995342,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[1.0-6-6-6]": 0.004980708000005052,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[10-1-7-7]": 0.002050084000003949,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[10-10-1-12]": 0.003790123999991124,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[10-3-2-5]": 0.00411583300000018,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[10-4-5-10]": 0.001866209999988655,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[10-6-6-6]": 0.0028565839999998843,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[100-1-7-7]": 0.0018997909999995954,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[100-10-1-12]": 0.002419541999998387,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[100-3-2-5]": 0.002467249999995147,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[100-4-5-10]": 0.0019452909999984058,
"tests/influence/torch/test_batch_operation.py::test_inverse_rank_one_update[100-6-6-6]": 0.0024118339999859018,
"tests/influence/torch/test_batch_operation.py::test_rank_one_mvp[1-7-7]": 0.0019864589999798454,
"tests/influence/torch/test_batch_operation.py::test_rank_one_mvp[10-1-12]": 0.001963207999992278,
"tests/influence/torch/test_batch_operation.py::test_rank_one_mvp[3-2-5]": 0.004034498999985203,
"tests/influence/torch/test_batch_operation.py::test_rank_one_mvp[4-5-30]": 0.002671751000022482,
"tests/influence/torch/test_batch_operation.py::test_rank_one_mvp[6-6-6]": 0.0023408760000194206,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data0-4-avg]": 0.09026216600001646,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data0-4-full]": 0.04159820799999636,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data1-5-avg]": 0.25338604099998463,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data1-5-full]": 0.1729279580000025,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data2-10-avg]": 0.045979292000012606,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data2-10-full]": 0.02781566699999871,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data3-8-avg]": 0.102830124999997,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data3-8-full]": 0.04990558200000805,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data4-4-avg]": 1.5287557499999878,
"tests/influence/torch/test_functional.py::test_get_hessian[model_data4-4-full]": 0.568455541999981,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data0-4-avg-no_precomputed_grad]": 0.015023416999994765,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data0-4-avg-precomputed_grad]": 0.015211249999993015,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data0-4-full-no_precomputed_grad]": 0.012400998999993362,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data0-4-full-precomputed_grad]": 0.008769749999999021,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data1-5-avg-no_precomputed_grad]": 0.018872083999994516,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data1-5-avg-precomputed_grad]": 0.020437876000002575,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data1-5-full-no_precomputed_grad]": 0.01689408300001105,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data1-5-full-precomputed_grad]": 0.014661791999984075,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data2-10-avg-no_precomputed_grad]": 0.008866167999997288,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data2-10-avg-precomputed_grad]": 0.008859790000016687,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data2-10-full-no_precomputed_grad]": 0.008545832999999448,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data2-10-full-precomputed_grad]": 0.00662920800000677,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data3-8-avg-no_precomputed_grad]": 0.013674248999990368,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data3-8-avg-precomputed_grad]": 0.010963624000012828,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data3-8-full-no_precomputed_grad]": 0.009283834000001434,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data3-8-full-precomputed_grad]": 0.008750333999998361,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data4-4-avg-no_precomputed_grad]": 0.13158029200000954,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data4-4-avg-precomputed_grad]": 0.09699237600001709,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data4-4-full-no_precomputed_grad]": 0.0642515839999902,
"tests/influence/torch/test_functional.py::test_get_hvp_function[model_data4-4-full-precomputed_grad]": 0.05747937600000341,
"tests/influence/torch/test_functional.py::test_hvp[model_data0-1e-05]": 0.00747920899999599,
"tests/influence/torch/test_functional.py::test_hvp[model_data1-1e-05]": 0.010524708999994914,
"tests/influence/torch/test_functional.py::test_hvp[model_data2-1e-05]": 0.006555624000000648,
"tests/influence/torch/test_functional.py::test_hvp[model_data3-1e-05]": 0.009679916999999705,
"tests/influence/torch/test_functional.py::test_hvp[model_data4-1e-05]": 0.007456082999993896,
"tests/influence/torch/test_functional.py::test_matrix_jacobian_product[100-5-110]": 0.002759791000016776,
"tests/influence/torch/test_functional.py::test_matrix_jacobian_product[25-10-500]": 0.0038672910000059346,
"tests/influence/torch/test_functional.py::test_matrix_jacobian_product[46-1-632]": 0.004783041999999682,
"tests/influence/torch/test_functional.py::test_matrix_jacobian_product[50-3-120]": 0.003730791999998928,
"tests/influence/torch/test_functional.py::test_mixed_derivatives[100-5-512]": 0.6141673339999869,
"tests/influence/torch/test_functional.py::test_mixed_derivatives[25-10-734]": 0.09366595800000255,
"tests/influence/torch/test_functional.py::test_mixed_derivatives[46-1-1000]": 0.295417958999991,
"tests/influence/torch/test_functional.py::test_mixed_derivatives[50-3-100]": 0.025610709000005727,
"tests/influence/torch/test_functional.py::test_per_sample_gradient[100-5-120]": 0.005546916000014335,
"tests/influence/torch/test_functional.py::test_per_sample_gradient[25-10-550]": 0.012574167000011016,
"tests/influence/torch/test_functional.py::test_per_sample_gradient[46-6-632]": 0.007598833000002969,
"tests/influence/torch/test_functional.py::test_per_sample_gradient[50-3-120]": 0.005969792000001917,
"tests/influence/torch/test_functional.py::test_randomized_nystroem_approximation[10-5]": 0.003853582999994387,
"tests/influence/torch/test_functional.py::test_randomized_nystroem_approximation[2-1]": 0.0026312500000216232,
"tests/influence/torch/test_functional.py::test_randomized_nystroem_approximation[20-20]": 0.0019925419999964333,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_matrix_jacobian_product[100-5-110]": 0.004103583999992111,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_matrix_jacobian_product[25-10-500]": 0.005382499999996071,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_matrix_jacobian_product[46-1-632]": 0.0048013749999995525,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_matrix_jacobian_product[50-3-120]": 0.0030920410000021548,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_mixed_derivatives[100-5-512]": 0.6941977079999901,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_mixed_derivatives[25-10-734]": 0.0745026669999902,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_mixed_derivatives[46-1-1000]": 0.28605874999999514,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_mixed_derivatives[50-3-100]": 0.019459208999990096,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_per_sample_gradient[100-5-120]": 0.008323791999998775,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_per_sample_gradient[25-10-550]": 0.0059072490000033895,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_per_sample_gradient[46-6-632]": 0.0064655420000008235,
"tests/influence/torch/test_gradient_provider.py::TestTorchPerSampleAutograd::test_per_sample_gradient[50-3-120]": 0.005660624000014991,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-DirectInfluence]": 0.8415014580001525,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.838419292000026,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory10]": 1.082461541999976,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory2]": 0.9457075849999796,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory3]": 1.8453670000000102,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory4]": 2.0391716249999945,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory5]": 0.9548502910000707,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory6]": 0.9316611249999482,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory7]": 1.015195666000011,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory8]": 1.0190230829999791,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.FULL-composable_influence_factory9]": 1.0613228750000303,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-DirectInfluence]": 0.9063901240000405,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.9109799579998707,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.9614832500001285,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.8694097919999422,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory3]": 2.4113045840000495,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory4]": 2.379490624999903,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.7182412920001298,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.671262833000128,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.7463090420000071,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.8299008750001349,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory9]": 1.0155312090000734,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.8112092919998304,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.8272197080000296,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.9158389179999631,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.9061103759999014,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 2.486573708000037,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 2.921622376000073,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.9295030420000785,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.9233015849999902,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 1.1510555420001083,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 0.9048188330001494,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 0.8858350840001776,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-DirectInfluence]": 0.8079822499997817,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.8181351250001399,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory10]": 0.9621025830000463,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory2]": 0.7889667090000785,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory3]": 1.739402666999922,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory4]": 2.287153460000013,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory5]": 0.8393106250000528,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory6]": 0.8376550420000513,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory7]": 0.8880560830000377,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory8]": 0.9343973340000957,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.FULL-composable_influence_factory9]": 0.9240472919999547,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-DirectInfluence]": 0.6995510839999497,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.7273275420001255,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.984702291000076,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.8016007080000236,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory3]": 2.1388227089998963,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory4]": 2.428766123999935,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.8573283340001581,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.954338708000023,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.9880881249999902,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.9443467079998982,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.9852687070000457,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.8920888329998888,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.9333528739999792,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 1.085314374999939,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.8897551669999757,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 2.97628966700006,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 3.6571152079999365,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.9178112509999892,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.9120024169999397,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 0.9881973759999028,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 1.0077237909999894,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 1.048199749999867,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-DirectInfluence]": 0.18006374899999855,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.19033762499998375,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory10]": 0.24260949999995773,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory2]": 0.1814157499999851,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory3]": 0.7364672919999862,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory4]": 0.8298317070000394,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory5]": 0.17828491599988183,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory6]": 0.17711933399993995,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory7]": 0.20667212600000084,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory8]": 0.1942749169999729,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.FULL-composable_influence_factory9]": 0.2214965419999544,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-DirectInfluence]": 0.19626812600000676,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.1991462920000231,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.220861583000044,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.17979100000007975,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory3]": 0.7750398339999265,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory4]": 0.8336980000000267,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.18771204200004377,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.17423895899997888,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.20374612400007663,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.20444354100010287,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.22511258300005466,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.21804404199997407,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.2228068339999254,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.29805833299997175,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.2019862079999939,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 1.0795248740000147,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 0.9269115409999813,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.19672808299998223,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.2041508329999715,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 0.2390291680000587,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 0.23184791699998186,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv1d_no_grad_up-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 0.31018016599995235,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-DirectInfluence]": 1.5416360840000607,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.4252265830000397,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory10]": 0.5190839589999996,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory2]": 0.5610793320000766,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory3]": 2.768947209000089,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory4]": 2.42802949899999,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory5]": 1.6052112500000248,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory6]": 0.6232357910000701,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory7]": 1.6822312499999725,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory8]": 0.8206277920000957,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.FULL-composable_influence_factory9]": 0.5473290829999087,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-DirectInfluence]": 0.5014217499999631,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.5111412910000581,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.6511065839999901,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.5185374579999689,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory3]": 1.8360410830000546,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory4]": 1.3384995830000435,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.5004471660000718,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.6192402909999828,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.6928253329999734,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.6007204169999341,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.6676334990000896,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.7097861250000506,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.6834672920000457,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.8411172500000248,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.6675355000000991,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 2.524666207999985,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 2.0330884999999626,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.6729267499999878,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.6725360410000576,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 0.8357207089999292,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 0.7603846670000394,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 0.8965005830000337,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-DirectInfluence]": 0.3578487089999953,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.36721366599988414,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory10]": 0.429458084000089,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory2]": 0.3619149580000567,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory3]": 1.1937053349998905,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory4]": 0.8785022930001105,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory5]": 0.36027112500005387,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory6]": 0.33240108400013924,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory7]": 0.4822601249999252,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory8]": 0.39160337500004516,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.FULL-composable_influence_factory9]": 0.45811841700003697,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-DirectInfluence]": 0.42452362500011986,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.47444579199986947,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.65942162500005,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.4323482500000182,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory3]": 1.9455495830000018,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory4]": 1.5289607500000102,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.5235960839999052,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.5372703749998209,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.70471662500006,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.5922154180000234,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.6652439990000403,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.5068215830000327,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.5678540420000218,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.5528567910000675,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.527595500999837,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 2.6839055010001402,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 3.396394375,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.43408245799992073,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.39388029100007316,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 0.65223795899999,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 0.4874358329999495,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv2d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 0.6124383750000106,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-DirectInfluence]": 0.5609818750000386,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.8648125419999815,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory10]": 0.8586870829999498,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory2]": 0.7724193330000162,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory3]": 2.6770052499999792,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory4]": 1.2701289999999972,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory5]": 0.8336841659998981,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory6]": 0.7414043319998882,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory7]": 0.9597556659998645,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory8]": 0.6156019989999777,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.FULL-composable_influence_factory9]": 0.7814088339999898,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-DirectInfluence]": 0.6156768339999417,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.6113606250000316,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.8528208750000204,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.5962472919999868,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory3]": 3.276919458000009,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory4]": 3.5131864159999395,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory5]": 1.1994593750000604,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.6588882089999402,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory7]": 1.087856792000025,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory8]": 1.2272172920000912,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.8261581660000274,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.7541449170000192,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 1.2926537070000563,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 1.5997638750000078,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.762772792000078,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 4.301951250000002,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 5.237831333999964,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 1.1837597090000145,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 2.0852741660000333,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 2.3461784579999403,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 2.1955190830001357,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 2.3841267490000746,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-DirectInfluence]": 1.164956957999948,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-InverseHarmonicMeanInfluence]": 1.061979124000004,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory10]": 0.5957806249999749,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory2]": 0.4913935010000614,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory3]": 3.179402458000027,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory4]": 2.0921387490000143,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory5]": 0.7661123330000237,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory6]": 1.7642073750000122,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory7]": 0.7027935829999592,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory8]": 0.49266500099997756,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.FULL-composable_influence_factory9]": 0.5943016670000247,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-DirectInfluence]": 0.6925092089999225,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.5159032910000292,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.7147378750000826,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.4966008759999454,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory3]": 3.7868285010000022,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory4]": 1.359901083000068,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.4834004990000267,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory6]": 1.1732566659999861,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory7]": 1.3059661660000188,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.56921541600002,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.6460402910000198,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-DirectInfluence]": 1.141983291000031,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.559547082999984,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.8181278330000055,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 1.1894005849999871,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 4.568556125999976,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 6.115350500999966,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 1.7814640409999924,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 1.7631237909999982,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 3.5888830829999847,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 1.9573827920000326,
"tests/influence/torch/test_influence_model.py::test_composable_influence[conv3d_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 2.1814003340000454,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-DirectInfluence]": 0.5369160839999836,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.591595500999972,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory10]": 0.7899190410000188,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory2]": 0.5264369590000229,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory3]": 1.201162249000049,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory4]": 1.1619218739999724,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory5]": 0.533399041999985,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory6]": 0.5360758739999483,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory7]": 0.8838856659999692,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory8]": 0.7844932089998906,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.FULL-composable_influence_factory9]": 0.7781246250000322,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-DirectInfluence]": 0.5049045830000409,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.5949128769999561,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.7499572079999552,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.5587319170000455,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory3]": 1.1529086269999311,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory4]": 1.1571114590000775,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.5385216660000083,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.534391998999979,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.8625597070000026,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.8130919170000652,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.7569597500000214,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.5889493340000058,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.6348584159999859,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.9341602499999908,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.5747387499999377,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 1.618506209999964,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 1.752586708000024,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.5693799169999352,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.5520855830000642,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 0.926067167000042,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 0.8166517909999698,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_class_up-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 0.9525300010000706,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-DirectInfluence]": 0.12844637499995315,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.13042783299999883,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory10]": 0.17631833399997277,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory2]": 0.12445420700004206,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory3]": 0.640660167999954,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory4]": 0.6264341670000135,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory5]": 0.1287477500000591,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory6]": 0.12424879100007047,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory7]": 0.1626399169999786,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory8]": 0.1726309160000028,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.FULL-composable_influence_factory9]": 0.1785642080000116,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-DirectInfluence]": 0.16638970799999697,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.17423983300000145,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.24506154200003039,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.1596328329999892,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory3]": 1.11881879200007,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory4]": 0.7599790410000651,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.15791429199998674,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.15700145800002474,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.20780245899999272,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.9496232920000125,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.24599649900005716,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.22653008400004637,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.24258420800003933,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.3316159579999862,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.21019112500005122,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 1.6587393750000388,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 1.264553374000002,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.20913299899996218,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.20728608499996426,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 0.2639148339999906,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 0.26970608300001686,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_pert-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 0.3351076669999884,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-DirectInfluence]": 0.1592659159999812,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-InverseHarmonicMeanInfluence]": 0.16193683400001646,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory10]": 0.16916170800004693,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory2]": 0.12224054199992906,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory3]": 0.6283692500000484,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory4]": 0.6214981659999808,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory5]": 0.11799295700001267,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory6]": 0.1170663339999578,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory7]": 0.1524219579999908,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory8]": 0.14574579099996754,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.FULL-composable_influence_factory9]": 0.16816558399995074,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-DirectInfluence]": 0.1463815419999719,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-InverseHarmonicMeanInfluence]": 0.16006095899996353,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory10]": 0.2199580410000408,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory2]": 0.1411334569999667,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory3]": 1.1153804159999936,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory4]": 0.9054995840000402,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory5]": 0.1428625409999995,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory6]": 0.14545362500001602,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory7]": 0.18970475000003262,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory8]": 0.19335333200001514,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.LAYER_WISE-composable_influence_factory9]": 0.22769641799999363,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-DirectInfluence]": 0.20171383399997467,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-InverseHarmonicMeanInfluence]": 0.2028835840000056,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory10]": 0.29816658399994367,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory2]": 0.18967112599995062,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory3]": 1.513473624000028,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory4]": 1.3129528340000434,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory5]": 0.18278979199993728,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory6]": 0.17918216600003234,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory7]": 0.23992658300005587,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory8]": 0.24198966699998437,
"tests/influence/torch/test_influence_model.py::test_composable_influence[simple_nn_up-BlockMode.PARAMETER_WISE-composable_influence_factory9]": 0.3052825420000431,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[block-cg-train_set_size_200-perturbation]": 0.4044728759999998,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[block-cg-train_set_size_200-up]": 0.27248916700000336,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[cg-train_set_size_200-perturbation]": 3.85156837400001,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[cg-train_set_size_200-up]": 3.6951574179999938,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[direct-train_set_size_200-perturbation]": 0.40222274999999286,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[direct-train_set_size_200-up]": 0.23508104199996183,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[lissa-train_set_size_200-perturbation]": 14.032900541000004,
"tests/influence/torch/test_influence_model.py::test_influence_linear_model[lissa-train_set_size_200-up]": 13.932953166000004,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[conv1d_nn_pert]": 2.6213616719978745,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[conv1d_nn_up]": 2.9271264809995046,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[conv1d_no_grad_up]": 1.1280039110006328,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[conv2d_nn_pert]": 16.078887900001064,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[conv2d_nn_up]": 16.092805495001812,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[conv3d_nn_pert]": 5.826150597002197,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[conv3d_nn_up]": 5.808433192996745,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[simple_nn_class_up]": 3.4398634410008526,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[simple_nn_pert]": 1.783800326000346,
"tests/influence/torch/test_influence_model.py::test_influences_arnoldi[simple_nn_up]": 1.5235134640006436,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_pert-None-False]": 2.001901583999995,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_pert-None-True]": 0.6146789160000026,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_pert-preconditioner0-False]": 2.2653098760000034,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_pert-preconditioner0-True]": 1.3029275000000098,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_pert-preconditioner1-False]": 0.8614796679999586,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_pert-preconditioner1-True]": 0.6745459159999427,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_up-None-False]": 0.8650876659999653,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_up-None-True]": 0.5859449590000168,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_up-preconditioner0-False]": 1.5387878749999686,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_up-preconditioner0-True]": 0.937468749000061,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_up-preconditioner1-False]": 0.8641157089999751,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_nn_up-preconditioner1-True]": 0.989381374000061,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_no_grad_up-None-False]": 0.4005759589999798,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_no_grad_up-None-True]": 0.1917659169999979,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_no_grad_up-preconditioner0-False]": 0.9501327920000335,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_no_grad_up-preconditioner0-True]": 0.4431828759999803,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_no_grad_up-preconditioner1-False]": 0.49629662499995675,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv1d_no_grad_up-preconditioner1-True]": 0.6606379170000309,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_pert-None-False]": 0.8629036659999656,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_pert-None-True]": 0.701574418000007,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_pert-preconditioner0-False]": 0.6321145410000213,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_pert-preconditioner0-True]": 0.4393540410000014,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_pert-preconditioner1-False]": 0.6627888740000003,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_pert-preconditioner1-True]": 0.407217916000036,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_up-None-False]": 0.6816723330000514,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_up-None-True]": 0.39770187499999565,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_up-preconditioner0-False]": 0.735934082999961,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_up-preconditioner0-True]": 0.3917116669999814,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_up-preconditioner1-False]": 0.7240287500000022,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv2d_nn_up-preconditioner1-True]": 1.8263989579999702,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_pert-None-False]": 0.9969958759999145,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_pert-None-True]": 0.5609919999999988,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_pert-preconditioner0-False]": 1.7595806250000123,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_pert-preconditioner0-True]": 0.5199250009999901,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_pert-preconditioner1-False]": 0.981826040000044,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_pert-preconditioner1-True]": 1.2391807919999565,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_up-None-False]": 0.966002374000027,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_up-None-True]": 0.525559874999999,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_up-preconditioner0-False]": 1.0260303340000405,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_up-preconditioner0-True]": 0.4903224579999801,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_up-preconditioner1-False]": 1.0816557929999817,
"tests/influence/torch/test_influence_model.py::test_influences_cg[conv3d_nn_up-preconditioner1-True]": 1.7977789569999914,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_class_up-None-False]": 4.082429584999943,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_class_up-None-True]": 0.7701433750000319,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_class_up-preconditioner0-False]": 4.3447609170000305,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_class_up-preconditioner0-True]": 0.789651790999983,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_class_up-preconditioner1-False]": 4.329980624000029,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_class_up-preconditioner1-True]": 1.7206884589999731,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_pert-None-False]": 0.593199707999986,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_pert-None-True]": 0.37393412599999465,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_pert-preconditioner0-False]": 0.6420684170000186,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_pert-preconditioner0-True]": 0.17675408299999162,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_pert-preconditioner1-False]": 0.45857895900002177,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_pert-preconditioner1-True]": 0.20321508299997504,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_up-None-False]": 0.6911051680000355,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_up-None-True]": 0.2076557069999012,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_up-preconditioner0-False]": 0.6539606669999785,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_up-preconditioner0-True]": 0.20289779099999805,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_up-preconditioner1-False]": 0.5151401670000268,
"tests/influence/torch/test_influence_model.py::test_influences_cg[simple_nn_up-preconditioner1-True]": 0.279177208999954,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[conv1d_nn_pert]": 0.6623132509999436,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[conv1d_nn_up]": 0.5527141250000227,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[conv1d_no_grad_up]": 0.19124154100001078,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[conv2d_nn_pert]": 0.4743300009999416,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[conv2d_nn_up]": 1.389960207999934,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[conv3d_nn_pert]": 0.5156318749999969,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[conv3d_nn_up]": 0.3874256250000485,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[simple_nn_class_up]": 0.6258325830000331,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[simple_nn_pert]": 0.13693129199998566,
"tests/influence/torch/test_influence_model.py::test_influences_ekfac[simple_nn_up]": 0.20751875000001974,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[conv1d_nn_pert-lissa]": 1.2219326259999832,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[conv1d_nn_up-lissa]": 1.269271083999996,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[conv1d_no_grad_up-lissa]": 0.4326763750000282,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[conv2d_nn_pert-lissa]": 0.806398082999948,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[conv2d_nn_up-lissa]": 0.8335186250000106,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[conv3d_nn_pert-lissa]": 1.2034838739999998,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[conv3d_nn_up-lissa]": 1.0849527499999851,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[simple_nn_class_up-lissa]": 0.947867500000001,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[simple_nn_pert-lissa]": 0.49785266700001785,
"tests/influence/torch/test_influence_model.py::test_influences_lissa[simple_nn_up-lissa]": 0.5109376249999968,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv1d_nn_pert-arnoldi]": 2.0440216669999813,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv1d_nn_pert-nystroem]": 0.5995094999999537,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv1d_nn_up-arnoldi]": 0.7480454579999218,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv1d_nn_up-nystroem]": 0.7557531659999768,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv1d_no_grad_up-arnoldi]": 0.8381101249999574,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv1d_no_grad_up-nystroem]": 0.28092162500001905,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv2d_nn_pert-arnoldi]": 56.306968875999985,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv2d_nn_pert-nystroem]": 0.3767976670000053,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv2d_nn_up-arnoldi]": 54.60505929200002,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv2d_nn_up-nystroem]": 0.3541645829999993,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv3d_nn_pert-arnoldi]": 53.04504825000001,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv3d_nn_pert-nystroem]": 0.8080686669999864,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv3d_nn_up-arnoldi]": 48.17157958399997,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[conv3d_nn_up-nystroem]": 0.4535322080000128,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[simple_nn_class_up-arnoldi]": 1.0771565410000221,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[simple_nn_class_up-nystroem]": 0.6166222089999565,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[simple_nn_pert-arnoldi]": 1.8813650009999492,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[simple_nn_pert-nystroem]": 0.8266765419999729,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[simple_nn_up-arnoldi]": 1.896749375000013,
"tests/influence/torch/test_influence_model.py::test_influences_low_rank[simple_nn_up-nystroem]": 0.30406379199996536,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv1d_nn_pert-cg]": 1.2415003680216614,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv1d_nn_pert-lissa]": 1.446426609007176,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv1d_nn_up-cg]": 1.3278332729823887,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv1d_nn_up-lissa]": 1.458945247984957,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv1d_no_grad_up-cg]": 0.48686093898140825,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv1d_no_grad_up-lissa]": 0.5758301080204546,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv2d_nn_pert-cg]": 0.7778827689762693,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv2d_nn_pert-lissa]": 0.9706131120037753,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv2d_nn_up-cg]": 0.820894897042308,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv2d_nn_up-lissa]": 1.0038924609834794,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv3d_nn_pert-cg]": 0.8033803289872594,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv3d_nn_pert-lissa]": 1.055458217015257,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv3d_nn_up-cg]": 0.8625257119711023,
"tests/influence/torch/test_influence_model.py::test_influences_nn[conv3d_nn_up-lissa]": 1.0259976829984225,
"tests/influence/torch/test_influence_model.py::test_influences_nn[simple_nn_class_up-cg]": 3.199327295005787,
"tests/influence/torch/test_influence_model.py::test_influences_nn[simple_nn_class_up-lissa]": 1.6534321949875448,
"tests/influence/torch/test_influence_model.py::test_influences_nn[simple_nn_pert-cg]": 0.49723594496026635,
"tests/influence/torch/test_influence_model.py::test_influences_nn[simple_nn_pert-lissa]": 0.8214586230169516,
"tests/influence/torch/test_influence_model.py::test_influences_nn[simple_nn_up-cg]": 0.5237956949567888,
"tests/influence/torch/test_influence_model.py::test_influences_nn[simple_nn_up-lissa]": 0.8058031850086991,
"tests/influence/torch/test_operator.py::test_hessian_operator[model_data0-4]": 0.011861207999970702,
"tests/influence/torch/test_operator.py::test_hessian_operator[model_data1-5]": 0.020501667000019097,
"tests/influence/torch/test_operator.py::test_hessian_operator[model_data2-10]": 0.008788584000058108,
"tests/influence/torch/test_operator.py::test_hessian_operator[model_data3-8]": 0.01079333300003782,
"tests/influence/torch/test_operator.py::test_hessian_operator[model_data4-4]": 0.10238991700003908,
"tests/influence/torch/test_pre_conditioner.py::test_jacobi_preconditioner_condition_number[1]": 0.002775541999994857,
"tests/influence/torch/test_pre_conditioner.py::test_jacobi_preconditioner_condition_number[3]": 0.002710459000013543,
"tests/influence/torch/test_pre_conditioner.py::test_jacobi_preconditioner_condition_number[5]": 0.0023913740000693906,
"tests/influence/torch/test_pre_conditioner.py::test_nystroem_preconditioner_condition_number": 0.15443920899997465,
"tests/influence/torch/test_util.py::TestModelParameterDictBuilder::test_build[BlockMode.FULL]": 0.0020295010000026537,
"tests/influence/torch/test_util.py::TestModelParameterDictBuilder::test_build[BlockMode.LAYER_WISE]": 0.004040208000006373,
"tests/influence/torch/test_util.py::TestModelParameterDictBuilder::test_build[BlockMode.PARAMETER_WISE]": 0.0033743749999999295,
"tests/influence/torch/test_util.py::test_align_structure_error[source0-target0]": 0.0014863330000007835,
"tests/influence/torch/test_util.py::test_align_structure_error[source1-target1]": 0.001492583000000991,
"tests/influence/torch/test_util.py::test_align_structure_error[source2-unsupported]": 0.0015079159999977776,
"tests/influence/torch/test_util.py::test_align_structure_success[source0-target0]": 0.0015540420000004218,
"tests/influence/torch/test_util.py::test_align_structure_success[source1-target1]": 0.0015054160000023131,
"tests/influence/torch/test_util.py::test_align_structure_success[source2-target2]": 0.0015359999999997598,
"tests/influence/torch/test_util.py::test_batch_hvp[model_data0-1e-05]": 0.005168209000089519,
"tests/influence/torch/test_util.py::test_batch_hvp[model_data1-1e-05]": 0.008372208000025694,
"tests/influence/torch/test_util.py::test_batch_hvp[model_data2-1e-05]": 0.0049159170000052654,
"tests/influence/torch/test_util.py::test_batch_hvp[model_data3-1e-05]": 0.004305332999990696,
"tests/influence/torch/test_util.py::test_batch_hvp[model_data4-1e-05]": 0.00679204099992603,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data0-4-avg]": 0.008985001000041848,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data0-4-full]": 0.007733834000021034,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data1-5-avg]": 0.014554916999998113,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data1-5-full]": 0.011500584000032177,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data2-10-avg]": 0.006971833000022798,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data2-10-full]": 0.006401126000014301,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data3-8-avg]": 0.029885207999999608,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data3-8-full]": 0.008723084000000103,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data4-4-avg]": 0.06712216599999943,
"tests/influence/torch/test_util.py::test_get_hvp_function[model_data4-4-full]": 0.05365770800000025,
"tests/influence/torch/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data0-4-200-0.0001]": 3.6178578450053465,
"tests/influence/torch/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data1-5-70-0.001]": 3.19126154697733,
"tests/influence/torch/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data2-10-50-0.0001]": 0.3648842849652283,
"tests/influence/torch/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data3-8-160-1e-05]": 5.310517774982145,
"tests/influence/torch/test_util.py::test_lanzcos_low_rank_hessian_approx[model_data4-4-250-1e-05]": 6.977912158996332,
"tests/influence/torch/test_util.py::test_lanzcos_low_rank_hessian_approx_exception": 0.010342207009671256,
"tests/influence/torch/test_util.py::test_operator_spectral_approximation[model_data0-4-200-0.0001]": 1.7386237910000002,
"tests/influence/torch/test_util.py::test_operator_spectral_approximation[model_data1-5-70-0.001]": 2.200531917,
"tests/influence/torch/test_util.py::test_operator_spectral_approximation[model_data2-10-50-0.0001]": 0.3879101250000003,
"tests/influence/torch/test_util.py::test_operator_spectral_approximation[model_data3-8-160-1e-05]": 1.588567124999999,
"tests/influence/torch/test_util.py::test_operator_spectral_approximation[model_data4-4-250-1e-05]": 4.2009190830000005,
"tests/influence/torch/test_util.py::test_operator_spectral_approximation_exception": 0.0020108749999998565,
"tests/influence/torch/test_util.py::test_safe_torch_linalg_eigh": 0.0016067500000005452,
"tests/influence/torch/test_util.py::test_safe_torch_linalg_eigh_exception": 34.686580207000006,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions0-30-5]": 0.026978751000001466,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions0-30-6]": 0.02115845800000038,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions0-45-5]": 0.049738251000000844,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions0-45-6]": 0.03084845799999769,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions0-50-5]": 0.039715833999999006,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions0-50-6]": 0.04171320900000097,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions1-30-5]": 0.014819376000000162,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions1-30-6]": 0.013800375000000642,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions1-45-5]": 0.0187801659999991,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions1-45-6]": 0.017018041999998346,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions1-50-5]": 0.02062995800000067,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions1-50-6]": 0.019002582999998907,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions2-30-5]": 0.015556750000000008,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions2-30-6]": 0.013839374999999876,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions2-45-5]": 0.018977666000001392,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions2-45-6]": 0.017646206999998526,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions2-50-5]": 0.020841208000000222,
"tests/influence/torch/test_util.py::test_torch_dataset_to_dask_array[tailing_dimensions2-50-6]": 0.019332416999999325,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data0-3-expected_chunks0]": 0.0017603330000000028,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data1-2-expected_chunks1]": 0.0016877500000020973,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data2-2-expected_chunks2]": 0.0017764580000019237,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data3-3-expected_chunks3]": 0.0017324579999922207,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data4-5-expected_chunks4]": 0.0018278340000037474,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data5-42-expected_chunks5]": 0.001726000999994426,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data6-42-expected_chunks6]": 0.0017967500000040104,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data7-4-expected_chunks7]": 0.0017146670000016684,
"tests/parallel/test_parallel.py::test_chunkification[joblib-data8-4-expected_chunks8]": 0.001685124999994514,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data0-3-expected_chunks0]": 0.0018865420000082622,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data1-2-expected_chunks1]": 0.0019129989999981944,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data2-2-expected_chunks2]": 0.0018462089999928821,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data3-3-expected_chunks3]": 0.0019364580000029719,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data4-5-expected_chunks4]": 0.0018678750000162836,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data5-42-expected_chunks5]": 0.0019150829999858843,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data6-42-expected_chunks6]": 0.0021122919999925216,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data7-4-expected_chunks7]": 0.002074249000003192,
"tests/parallel/test_parallel.py::test_chunkification[ray-external-data8-4-expected_chunks8]": 0.0020721259999874064,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data0-3-expected_chunks0]": 0.0022285840000009216,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data1-2-expected_chunks1]": 0.0018999160000063853,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data2-2-expected_chunks2]": 0.0026775839999970685,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data3-3-expected_chunks3]": 0.0021513339999899017,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data4-5-expected_chunks4]": 0.0022843329999986395,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data5-42-expected_chunks5]": 0.0020169580000057863,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data6-42-expected_chunks6]": 0.00205091700000537,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data7-4-expected_chunks7]": 0.0022070409999983553,
"tests/parallel/test_parallel.py::test_chunkification[ray-local-data8-4-expected_chunks8]": 0.002242791999996996,
"tests/parallel/test_parallel.py::test_effective_n_jobs[joblib]": 0.004603459000001919,
"tests/parallel/test_parallel.py::test_effective_n_jobs[ray-external]": 3.1730697489999926,
"tests/parallel/test_parallel.py::test_effective_n_jobs[ray-local]": 3.7088704159999963,
"tests/parallel/test_parallel.py::test_future_cancellation[joblib]": 0.0018549579999955768,
"tests/parallel/test_parallel.py::test_future_cancellation[ray-external]": 1.0618081240000095,
"tests/parallel/test_parallel.py::test_future_cancellation[ray-local]": 0.0788140009999907,
"tests/parallel/test_parallel.py::test_futures_executor_map[joblib]": 1.2313669580000024,
"tests/parallel/test_parallel.py::test_futures_executor_map[ray-external]": 0.09913354199998992,
"tests/parallel/test_parallel.py::test_futures_executor_map[ray-local]": 0.09694429200000343,
"tests/parallel/test_parallel.py::test_futures_executor_map_with_max_workers[joblib]": 1.5092700419999971,
"tests/parallel/test_parallel.py::test_futures_executor_map_with_max_workers[ray-external]": 1.0923551249999974,
"tests/parallel/test_parallel.py::test_futures_executor_map_with_max_workers[ray-local]": 1.0831139169999986,
"tests/parallel/test_parallel.py::test_futures_executor_submit[joblib]": 1.3966402089999974,
"tests/parallel/test_parallel.py::test_futures_executor_submit[ray-external]": 0.05230612499998699,
"tests/parallel/test_parallel.py::test_futures_executor_submit[ray-local]": 0.04843562499999621,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-1-list-indices0-expected0]": 1.2928649169999957,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-1-list-indices1-expected1]": 0.6841327090000036,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-1-list-indices2-expected2]": 0.01516112399999514,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-1-numpy-indices4-45]": 0.012432249999996259,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-1-range-indices3-expected3]": 0.013049083000005623,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-2-list-indices0-expected0]": 0.0020584990000003245,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-2-list-indices1-expected1]": 0.014575833000009197,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-2-list-indices2-expected2]": 0.01261575100000556,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-2-numpy-indices4-45]": 0.014593501999989655,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-2-range-indices3-expected3]": 0.013693167000006667,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-4-list-indices0-expected0]": 0.002003624999993292,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-4-list-indices1-expected1]": 0.01379145800000714,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-4-list-indices2-expected2]": 0.013719208000004812,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-4-numpy-indices4-45]": 0.013367750000000456,
"tests/parallel/test_parallel.py::test_map_reduce_job[joblib-4-range-indices3-expected3]": 0.013193791000006172,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-1-list-indices0-expected0]": 0.0024085829999904718,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-1-list-indices1-expected1]": 0.0022613339999963955,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-1-list-indices2-expected2]": 0.003279584000011937,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-1-numpy-indices4-45]": 0.0021717080000058786,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-1-range-indices3-expected3]": 0.0021271650000045383,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-2-list-indices0-expected0]": 0.00204216699999904,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-2-list-indices1-expected1]": 0.0021456260000149996,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-2-list-indices2-expected2]": 0.002090376000012384,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-2-numpy-indices4-45]": 0.002443623000004891,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-2-range-indices3-expected3]": 0.0023636250000009795,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-4-list-indices0-expected0]": 0.0021843750000130058,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-4-list-indices1-expected1]": 0.002085375999996586,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-4-list-indices2-expected2]": 0.0024083750000016835,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-4-numpy-indices4-45]": 0.0022754160000033608,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-external-4-range-indices3-expected3]": 0.0023607089999870823,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-1-list-indices0-expected0]": 0.002882458999998505,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-1-list-indices1-expected1]": 0.002257792000001757,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-1-list-indices2-expected2]": 0.0021686249999959273,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-1-numpy-indices4-45]": 0.0022697919999998817,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-1-range-indices3-expected3]": 0.002308999999996786,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-2-list-indices0-expected0]": 0.002588667999994243,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-2-list-indices1-expected1]": 0.0022449989999984155,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-2-list-indices2-expected2]": 0.002282041999997375,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-2-numpy-indices4-45]": 0.0027391669999943247,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-2-range-indices3-expected3]": 0.003632875999997509,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-4-list-indices0-expected0]": 0.0021993329999929756,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-4-list-indices1-expected1]": 0.0027980830000018386,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-4-list-indices2-expected2]": 0.0026342500000069435,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-4-numpy-indices4-45]": 0.002705458000001215,
"tests/parallel/test_parallel.py::test_map_reduce_job[ray-local-4-range-indices3-expected3]": 0.003267207000007488,
"tests/parallel/test_parallel.py::test_map_reduce_job_partial_map_and_reduce_func[joblib]": 0.013749584000002812,
"tests/parallel/test_parallel.py::test_map_reduce_job_partial_map_and_reduce_func[ray-external]": 0.002025834000008331,
"tests/parallel/test_parallel.py::test_map_reduce_job_partial_map_and_reduce_func[ray-local]": 0.002636708000004262,
"tests/parallel/test_parallel.py::test_map_reduce_seeding[joblib-42-12]": 0.035594167000006394,
"tests/parallel/test_parallel.py::test_map_reduce_seeding[ray-external-42-12]": 0.0028155010000148195,
"tests/parallel/test_parallel.py::test_map_reduce_seeding[ray-local-42-12]": 0.0027905419999996184,
"tests/parallel/test_parallel.py::test_wrap_function[joblib]": 0.0015835409999880312,
"tests/parallel/test_parallel.py::test_wrap_function[ray-external]": 2.395930875000005,