jmschr commited on
Commit
9853f09
·
verified ·
1 Parent(s): c79605a

Add files using upload-large-folder tool

Browse files
Files changed (50) hide show
  1. ENCSR006IMH/cherimoya.fold_0.evaluate.json +78 -0
  2. ENCSR006IMH/cherimoya.fold_0.fit.json +1 -0
  3. ENCSR006IMH/cherimoya.fold_0.log +21 -0
  4. ENCSR006IMH/cherimoya.fold_1.log +21 -0
  5. ENCSR006IMH/cherimoya.fold_2.performance.tsv +2 -0
  6. ENCSR015BGH/cherimoya.fold_2.fit.json +1 -0
  7. ENCSR015BGH/cherimoya.fold_4.fit.json +1 -0
  8. ENCSR063UNG/cherimoya.fold_3.performance.tsv +2 -0
  9. ENCSR171ADO/cherimoya.fold_0.fit.json +1 -0
  10. ENCSR171ADO/cherimoya.fold_0.performance.tsv +2 -0
  11. ENCSR171ADO/cherimoya.fold_1.log +21 -0
  12. ENCSR171ADO/cherimoya.fold_3.evaluate.json +75 -0
  13. ENCSR171ADO/cherimoya.fold_4.log +21 -0
  14. ENCSR275LCF/cherimoya.fold_0.fit.json +1 -0
  15. ENCSR275LCF/cherimoya.fold_1.log +21 -0
  16. ENCSR275LCF/cherimoya.fold_2.log +21 -0
  17. ENCSR275LCF/cherimoya.fold_4.evaluate.json +75 -0
  18. ENCSR314IOV/cherimoya.fold_1.fit.json +1 -0
  19. ENCSR314IOV/cherimoya.fold_4.evaluate.json +75 -0
  20. ENCSR324OTS/cherimoya.fold_4.log +21 -0
  21. ENCSR422SUG/cherimoya.fold_0.evaluate.json +78 -0
  22. ENCSR455GUW/cherimoya.fold_2.log +21 -0
  23. ENCSR455GUW/cherimoya.fold_3.evaluate.json +75 -0
  24. ENCSR455GUW/cherimoya.fold_3.log +21 -0
  25. ENCSR455GUW/cherimoya.fold_3.performance.tsv +2 -0
  26. ENCSR455GUW/cherimoya.fold_4.evaluate.json +75 -0
  27. ENCSR635AIF/cherimoya.fold_3.fit.json +1 -0
  28. ENCSR635AIF/cherimoya.fold_4.log +21 -0
  29. ENCSR635URJ/cherimoya.fold_0.evaluate.json +78 -0
  30. ENCSR635URJ/cherimoya.fold_0.performance.tsv +2 -0
  31. ENCSR635URJ/cherimoya.fold_3.performance.tsv +2 -0
  32. ENCSR635URJ/cherimoya.fold_4.performance.tsv +2 -0
  33. ENCSR718HWW/cherimoya.fold_0.evaluate.json +78 -0
  34. ENCSR718HWW/cherimoya.fold_0.performance.tsv +2 -0
  35. ENCSR718HWW/cherimoya.fold_1.evaluate.json +77 -0
  36. ENCSR718HWW/cherimoya.fold_1.log +21 -0
  37. ENCSR718HWW/cherimoya.fold_1.performance.tsv +2 -0
  38. ENCSR718HWW/cherimoya.fold_2.fit.json +1 -0
  39. ENCSR718HWW/cherimoya.fold_3.evaluate.json +75 -0
  40. ENCSR718HWW/cherimoya.fold_3.performance.tsv +2 -0
  41. ENCSR718HWW/cherimoya.fold_4.evaluate.json +75 -0
  42. ENCSR718HWW/cherimoya.fold_4.fit.json +1 -0
  43. ENCSR718HWW/cherimoya.fold_4.log +21 -0
  44. ENCSR718HWW/cherimoya.fold_4.performance.tsv +2 -0
  45. ENCSR784GVR/cherimoya.fold_0.log +21 -0
  46. ENCSR784GVR/cherimoya.fold_0.performance.tsv +2 -0
  47. ENCSR784GVR/cherimoya.fold_1.performance.tsv +2 -0
  48. ENCSR784GVR/cherimoya.fold_2.performance.tsv +2 -0
  49. ENCSR784GVR/cherimoya.fold_3.evaluate.json +75 -0
  50. ENCSR784GVR/cherimoya.fold_3.fit.json +1 -0
ENCSR006IMH/cherimoya.fold_0.evaluate.json ADDED
@@ -0,0 +1,78 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr8",
7
+ "chr20"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_0.bed",
20
+ "valid_peaks.fold_0.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_0.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_0",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_0.bed",
37
+ "valid_nonpeaks.fold_0.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_0.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF886MZJ.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr2",
54
+ "chr4",
55
+ "chr5",
56
+ "chr7",
57
+ "chr9",
58
+ "chr10",
59
+ "chr11",
60
+ "chr12",
61
+ "chr13",
62
+ "chr14",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr18",
67
+ "chr19",
68
+ "chr21",
69
+ "chr22",
70
+ "chrX",
71
+ "chrY"
72
+ ],
73
+ "validation_chroms": [
74
+ "chr8",
75
+ "chr20"
76
+ ],
77
+ "verbose": true
78
+ }
ENCSR006IMH/cherimoya.fold_0.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_0", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr2", "chr4", "chr5", "chr7", "chr9", "chr10", "chr11", "chr12", "chr13", "chr14", "chr15", "chr16", "chr17", "chr18", "chr19", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr8", "chr20"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_0.bed", "valid_peaks.fold_0.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_0.bed", "valid_nonpeaks.fold_0.bed"], "signals": ["ENCFF886MZJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR006IMH/cherimoya.fold_0.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2741 34.13235545158386 3.4599719047546387 509.7928466796875 0.5980992317199707 822.4437866210938 0.3155028223991394 0.67975414 7.833829402923584 True
3
+ 1 5482 30.22807216644287 0.5850553512573242 622.86279296875 0.7674704790115356 690.7657470703125 0.417820006608963 0.7370115 2.3682568073272705 True
4
+ 2 8223 30.16675353050232 0.5677535533905029 606.8114013671875 0.5514491200447083 674.3369140625 0.4287457764148712 0.7442399 1.1037299633026123 True
5
+ 3 10964 30.198289394378662 0.564995527267456 524.0249633789062 0.6845356822013855 659.4425659179688 0.43629008531570435 0.7555609 0.989160418510437 True
6
+ 4 13705 30.143914222717285 1.4705631732940674 729.275146484375 0.750934362411499 654.8012084960938 0.43931522965431213 0.7623403 1.0387922525405884 True
7
+ 5 16446 30.14015030860901 0.748009443283081 602.9713134765625 0.4620613157749176 650.3778076171875 0.44093239307403564 0.7670546 0.8648579716682434 True
8
+ 6 19187 29.619426250457764 0.563126802444458 565.59716796875 0.4736735224723816 644.3604736328125 0.4460047483444214 0.7768799 0.8879139423370361 True
9
+ 7 21928 29.552499771118164 0.5637545585632324 485.926025390625 0.3328557014465332 641.7902221679688 0.44870975613594055 0.7801993 1.0605772733688354 True
10
+ 8 24669 29.615351676940918 0.5568997859954834 658.9727172851562 0.5881201028823853 638.4473876953125 0.45035016536712646 0.7879807 0.9411870837211609 True
11
+ 9 27410 29.585944175720215 1.3148224353790283 621.5557861328125 0.5759766101837158 631.5835571289062 0.45742636919021606 0.80012196 0.7088387608528137 True
12
+ 10 30151 29.61733102798462 0.5619339942932129 779.3452758789062 0.81395423412323 629.079345703125 0.4587397575378418 0.8034594 0.7157754898071289 True
13
+ 11 32892 29.67552638053894 0.5610442161560059 549.8330078125 0.42629656195640564 623.873291015625 0.4623555839061737 0.8131549 0.5905939936637878 True
14
+ 12 35633 29.679892539978027 0.5648031234741211 618.5048217773438 0.43294763565063477 622.1973876953125 0.4630008041858673 0.8197025 0.5195541381835938 True
15
+ 13 38374 29.640393495559692 0.562241792678833 611.640380859375 0.35329386591911316 617.7391357421875 0.4665885269641876 0.8274018 0.45902779698371887 True
16
+ 14 41115 29.584860801696777 0.5622193813323975 596.1913452148438 0.3654240369796753 614.3468017578125 0.46962857246398926 0.8331903 0.39887481927871704 True
17
+ 15 43856 29.590746879577637 0.5655713081359863 545.2828369140625 0.38065439462661743 613.4183959960938 0.4709267318248749 0.8371481 0.37039294838905334 True
18
+ 16 46597 30.05258011817932 27.670000791549683 405.00396728515625 0.3498610556125641 613.14208984375 0.47027865052223206 0.84144795 0.34447526931762695 True
19
+ 17 49338 29.65929388999939 10.777717113494873 647.6842041015625 0.31933915615081787 611.9175415039062 0.4713875651359558 0.843638 0.33173254132270813 True
20
+ 18 52079 29.64537501335144 0.5584990978240967 476.108154296875 0.34568479657173157 611.2101440429688 0.47192516922950745 0.8441543 0.3288075029850006 True
21
+ 19 54820 29.56949234008789 0.5613758563995361 553.072021484375 0.1821553111076355 611.7406005859375 0.4717172086238861 0.8425132 0.3295038342475891 False
ENCSR006IMH/cherimoya.fold_1.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2709 34.44934034347534 3.7077419757843018 566.3749389648438 0.6740551590919495 1003.6134643554688 0.3128981590270996 0.68840927 7.28476619720459 True
3
+ 1 5418 29.864062786102295 0.7330617904663086 658.9735107421875 0.6439180970191956 831.3367919921875 0.4288681745529175 0.75637645 3.061920166015625 True
4
+ 2 8127 29.863713264465332 0.711127519607544 497.9637451171875 0.6737476587295532 806.9866943359375 0.4414209723472595 0.7642433 1.6918421983718872 True
5
+ 3 10836 29.92629861831665 2.7810537815093994 534.65087890625 0.6726654171943665 796.91455078125 0.444714218378067 0.76998806 1.641456961631775 True
6
+ 4 13545 29.970092058181763 2.023996591567993 489.7840881347656 0.45150673389434814 784.00390625 0.45274025201797485 0.779605 1.2582273483276367 True
7
+ 5 16254 29.696962594985962 0.7038640975952148 567.332275390625 0.5468653440475464 784.0930786132812 0.4517463147640228 0.7773958 1.3246952295303345 False
8
+ 6 18963 29.306774377822876 0.709723711013794 450.94830322265625 0.4937886595726013 767.0933837890625 0.4615333378314972 0.79421306 0.9534328579902649 True
9
+ 7 21672 29.315926551818848 0.7021224498748779 651.1068115234375 0.38974058628082275 761.4343872070312 0.4647012948989868 0.8032215 0.8708787560462952 True
10
+ 8 24381 29.288944482803345 1.5936932563781738 632.51708984375 0.45832908153533936 756.1040649414062 0.4678260385990143 0.8135488 0.8196509480476379 True
11
+ 9 27090 29.305485248565674 0.7152633666992188 623.764892578125 0.47146332263946533 749.3907470703125 0.47425562143325806 0.81756645 0.7743589878082275 True
12
+ 10 29799 29.321407794952393 0.7078413963317871 564.6141357421875 0.34762221574783325 744.150634765625 0.47719091176986694 0.8237262 0.7269375324249268 True
13
+ 11 32508 29.304203987121582 0.6973886489868164 648.5928955078125 0.4254184365272522 738.993896484375 0.4796751141548157 0.83055335 0.62889164686203 True
14
+ 12 35217 29.322861433029175 0.7114653587341309 543.1824340820312 0.3956681489944458 733.8482055664062 0.48188671469688416 0.8381569 0.5603562593460083 True
15
+ 13 37926 29.324650049209595 0.6945633888244629 638.307373046875 0.40362221002578735 730.7990112304688 0.48247262835502625 0.84552735 0.49412909150123596 True
16
+ 14 40635 29.33468461036682 2.111602783203125 523.1976318359375 0.2532740533351898 725.5618896484375 0.48780882358551025 0.8523251 0.4354393780231476 True
17
+ 15 43344 29.274211406707764 0.6921310424804688 625.5634155273438 0.28026527166366577 722.586181640625 0.4894826114177704 0.85825086 0.39170554280281067 True
18
+ 16 46053 29.354363203048706 0.6946423053741455 631.0907592773438 0.31829482316970825 721.1474609375 0.4883306622505188 0.8608169 0.3623630106449127 True
19
+ 17 48762 29.374295234680176 0.7050213813781738 599.8353881835938 0.18011724948883057 721.21337890625 0.48826295137405396 0.86383164 0.3483715057373047 True
20
+ 18 51471 29.313445568084717 1.1559185981750488 432.7860107421875 0.2853434085845947 719.982666015625 0.4907340109348297 0.8651901 0.3412270247936249 True
21
+ 19 54180 29.311495065689087 0.7000656127929688 494.5514831542969 0.26601237058639526 720.0078125 0.49055424332618713 0.8633697 0.3397941291332245 False
ENCSR006IMH/cherimoya.fold_2.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 656.6923828125 0.3416811227798462 0.47723114490509033 0.19728508591651917 0.846444845199585 0.8217790126800537 0.34742745757102966
ENCSR015BGH/cherimoya.fold_2.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_2", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr5", "chr6", "chr8", "chr9", "chr10", "chr13", "chr14", "chr16", "chr17", "chr18", "chr19", "chr20", "chr21", "chrX"], "validation_chroms": ["chr22", "chr7"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_2.bed", "valid_peaks.fold_2.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_2.bed", "valid_nonpeaks.fold_2.bed"], "signals": ["ENCFF317RCC.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR015BGH/cherimoya.fold_4.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_4", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr4", "chr5", "chr6", "chr8", "chr9", "chr11", "chr12", "chr14", "chr15", "chr16", "chr20", "chr22", "chrY"], "validation_chroms": ["chr10", "chr18"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_4.bed", "valid_peaks.fold_4.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_4.bed", "valid_nonpeaks.fold_4.bed"], "signals": ["ENCFF317RCC.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR063UNG/cherimoya.fold_3.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 406.0044250488281 0.28446438908576965 0.6417419910430908 0.2642229199409485 0.710710883140564 0.6770976781845093 0.4458576440811157
ENCSR171ADO/cherimoya.fold_0.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_0", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr2", "chr4", "chr5", "chr7", "chr9", "chr10", "chr11", "chr12", "chr13", "chr14", "chr15", "chr16", "chr17", "chr18", "chr19", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr8", "chr20"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_0.bed", "valid_peaks.fold_0.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_0.bed", "valid_nonpeaks.fold_0.bed"], "signals": ["ENCFF847PIB.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR171ADO/cherimoya.fold_0.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 498.4523620605469 0.4804828464984894 0.2826839089393616 0.08151926845312119 0.7317070364952087 0.6937841176986694 0.398478627204895
ENCSR171ADO/cherimoya.fold_1.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2745 34.57272005081177 3.887476921081543 430.06817626953125 0.5407185554504395 686.5017700195312 0.15959018468856812 0.5247276 4.3745808601379395 True
3
+ 1 5490 30.320929765701294 1.0298643112182617 424.84515380859375 0.875388503074646 630.3651123046875 0.22522230446338654 0.60411745 2.381126642227173 True
4
+ 2 8235 31.279640436172485 47.09919595718384 416.81781005859375 0.7282464504241943 615.4756469726562 0.23495277762413025 0.6129482 1.2926019430160522 True
5
+ 3 10980 33.73987436294556 51.44720125198364 431.412841796875 0.7101836204528809 598.9271850585938 0.2469858080148697 0.644833 0.8592128157615662 True
6
+ 4 13725 33.71792793273926 0.7389035224914551 451.9388732910156 0.7409863471984863 586.6435546875 0.25456511974334717 0.6623521 0.7835198044776917 True
7
+ 5 16470 30.292428731918335 0.7074487209320068 464.0133361816406 1.2206792831420898 577.8910522460938 0.25959596037864685 0.6789266 0.7695742249488831 True
8
+ 6 19215 30.264716863632202 0.7064650058746338 398.9259948730469 0.7502814531326294 574.8570556640625 0.2623032033443451 0.68754166 0.7813159227371216 True
9
+ 7 21960 30.268495321273804 0.7085833549499512 343.32452392578125 0.42849278450012207 564.1920166015625 0.2649039328098297 0.6958017 0.6975399851799011 True
10
+ 8 24705 30.34822702407837 1.1799912452697754 416.6207275390625 0.8225725889205933 557.2332763671875 0.2695380747318268 0.7044345 0.6240564584732056 True
11
+ 9 27450 30.332117080688477 40.378740310668945 460.6408996582031 0.5270830392837524 554.0245971679688 0.2714749872684479 0.71410555 0.5734290480613708 True
12
+ 10 30195 30.411463737487793 32.95270276069641 366.90264892578125 0.670405387878418 552.0130615234375 0.2745612859725952 0.72103393 0.5384077429771423 True
13
+ 11 32940 31.3533616065979 0.7271344661712646 382.08770751953125 0.3674793243408203 547.1641845703125 0.27845898270606995 0.7287005 0.4909397065639496 True
14
+ 12 35685 31.163235902786255 0.7077043056488037 323.2071228027344 0.5841124057769775 542.9422607421875 0.28244972229003906 0.73786193 0.46847182512283325 True
15
+ 13 38430 30.381035566329956 0.7083728313446045 403.1483154296875 0.4871964156627655 540.434814453125 0.284877747297287 0.7455949 0.44261372089385986 True
16
+ 14 41175 30.33002281188965 34.27392220497131 364.81939697265625 0.41253405809402466 537.6015625 0.2883908152580261 0.7535301 0.43516725301742554 True
17
+ 15 43920 34.34474754333496 0.73075270652771 351.5094909667969 0.44652920961380005 536.2357177734375 0.28974300622940063 0.7588718 0.4216442406177521 True
18
+ 16 46665 30.65525984764099 1.0967905521392822 406.7273864746094 0.5093604326248169 535.9097290039062 0.2903103828430176 0.76313734 0.40881991386413574 True
19
+ 17 49410 31.144570112228394 39.12432146072388 338.739501953125 0.2914554178714752 535.1160278320312 0.29225578904151917 0.7645903 0.4070426821708679 True
20
+ 18 52155 30.844056129455566 1.631403923034668 406.00360107421875 0.44449856877326965 535.7506103515625 0.291463702917099 0.76607984 0.4064755439758301 True
21
+ 19 54900 30.461546659469604 2.2865700721740723 335.85040283203125 0.3725593686103821 536.0223999023438 0.29140505194664 0.7669749 0.4056662619113922 True
ENCSR171ADO/cherimoya.fold_3.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr6",
7
+ "chr21"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_3.bed",
20
+ "valid_peaks.fold_3.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_3.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_3",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_3.bed",
37
+ "valid_nonpeaks.fold_3.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_3.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF847PIB.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr7",
58
+ "chr8",
59
+ "chr9",
60
+ "chr11",
61
+ "chr12",
62
+ "chr13",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr19",
67
+ "chrX",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr6",
72
+ "chr21"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR171ADO/cherimoya.fold_4.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2910 35.98124957084656 3.6821224689483643 486.58709716796875 0.8236732482910156 596.8999633789062 0.14885853230953217 0.49978563 2.9183855056762695 True
3
+ 1 5820 32.340903759002686 0.59844970703125 450.6168212890625 0.8320959806442261 550.3330078125 0.20640254020690918 0.56285346 1.5712159872055054 True
4
+ 2 8730 32.25725984573364 0.5801565647125244 477.16168212890625 0.9933000802993774 542.9781494140625 0.20944902300834656 0.5638431 0.8701744675636292 True
5
+ 3 11640 32.1170072555542 0.57757568359375 447.92926025390625 0.7685675621032715 527.0858154296875 0.22669930756092072 0.5886672 0.7435942888259888 True
6
+ 4 14550 32.085949182510376 7.540979623794556 454.0961608886719 0.7195370197296143 518.22265625 0.2338946908712387 0.6122854 0.6248466372489929 True
7
+ 5 17460 32.284252405166626 0.5960898399353027 331.2559509277344 0.30837327241897583 509.7541809082031 0.2405451089143753 0.6298996 0.5693946480751038 True
8
+ 6 20370 32.160380601882935 0.5944771766662598 448.03564453125 0.5210422277450562 506.4769287109375 0.24252083897590637 0.6412795 0.5764257907867432 True
9
+ 7 23280 32.27308487892151 0.5954427719116211 374.0251159667969 0.5537177324295044 502.1484680175781 0.2465573400259018 0.6511325 0.5438363552093506 True
10
+ 8 26190 32.2032265663147 0.5841083526611328 402.014892578125 0.6349756717681885 498.0610656738281 0.25163447856903076 0.6637796 0.5750243663787842 True
11
+ 9 29100 32.16305232048035 1.4844732284545898 416.5582275390625 0.674079179763794 494.8235778808594 0.25558045506477356 0.6742521 0.5314832329750061 True
12
+ 10 32010 32.27275896072388 0.5860397815704346 477.231689453125 0.435463011264801 492.41522216796875 0.2581218481063843 0.68254894 0.5176990628242493 True
13
+ 11 34920 32.18064069747925 0.9286384582519531 422.482666015625 0.7554721832275391 489.1401062011719 0.2621966302394867 0.6927995 0.5212496519088745 True
14
+ 12 37830 32.34069633483887 0.6042444705963135 412.44091796875 0.6130102276802063 487.4684753417969 0.2645254135131836 0.7014123 0.5196843147277832 True
15
+ 13 40740 32.25746011734009 0.6161680221557617 364.537109375 0.494794636964798 484.916015625 0.2680831849575043 0.7106675 0.48575359582901 True
16
+ 14 43650 32.146506786346436 0.5797479152679443 447.3478088378906 0.40395790338516235 483.3036804199219 0.26967373490333557 0.72022665 0.4467428922653198 True
17
+ 15 46560 32.003878116607666 0.6037075519561768 369.0462341308594 0.48479223251342773 481.8992004394531 0.27199217677116394 0.7279079 0.42084547877311707 True
18
+ 16 49470 31.930954217910767 3.0138678550720215 398.82183837890625 0.6180548071861267 480.5865478515625 0.2752872407436371 0.7320805 0.40468892455101013 True
19
+ 17 52380 32.015336990356445 0.5809955596923828 403.8699951171875 0.31723105907440186 479.7273864746094 0.27646613121032715 0.7353821 0.39005550742149353 True
20
+ 18 55290 31.907315969467163 0.5825161933898926 402.30157470703125 0.4842776656150818 479.97149658203125 0.275143027305603 0.7384318 0.38594794273376465 True
21
+ 19 58200 31.725223064422607 0.5790021419525146 466.45526123046875 0.3245812952518463 479.8824768066406 0.2757800221443176 0.73668236 0.38696423172950745 False
ENCSR275LCF/cherimoya.fold_0.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_0", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr2", "chr4", "chr5", "chr7", "chr9", "chr10", "chr11", "chr12", "chr13", "chr14", "chr15", "chr16", "chr17", "chr18", "chr19", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr8", "chr20"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_0.bed", "valid_peaks.fold_0.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_0.bed", "valid_nonpeaks.fold_0.bed"], "signals": ["ENCFF339WNQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR275LCF/cherimoya.fold_1.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2477 32.03170943260193 3.473604679107666 307.3702392578125 1.1450941562652588 403.9913635253906 0.4564128518104553 0.4927904 7.15521764755249 True
3
+ 1 4954 27.612818956375122 0.5492594242095947 256.191650390625 0.7262043952941895 352.681640625 0.56888747215271 0.5874431 2.266099691390991 True
4
+ 2 7431 27.61476159095764 0.5399994850158691 243.91000366210938 0.7508013248443604 344.1055908203125 0.5845664143562317 0.600459 0.7882983684539795 True
5
+ 3 9908 27.82799220085144 43.90472674369812 308.94384765625 0.6440305709838867 341.47381591796875 0.5902696847915649 0.6034737 0.7218579649925232 True
6
+ 4 12385 27.900875091552734 27.001164436340332 265.12664794921875 0.8340516686439514 339.5976257324219 0.5949941873550415 0.60638875 0.7498640418052673 True
7
+ 5 14862 28.02880311012268 1.3623576164245605 258.6231384277344 0.8484026789665222 338.3707580566406 0.5978448987007141 0.60829663 0.7412365674972534 True
8
+ 6 17339 27.67533588409424 0.541846752166748 259.4964294433594 0.6529236435890198 337.9402770996094 0.5991612672805786 0.6105527 0.7010636925697327 True
9
+ 7 19816 27.732683181762695 0.7201721668243408 251.56857299804688 0.8660541772842407 336.68963623046875 0.6019077301025391 0.61909914 0.667222797870636 True
10
+ 8 22293 27.649714469909668 0.5311195850372314 253.75466918945312 0.5857570171356201 335.35540771484375 0.6046529412269592 0.6265648 0.6415835618972778 True
11
+ 9 24770 27.552029132843018 0.5244078636169434 237.10943603515625 0.5541489124298096 334.2867126464844 0.6068218350410461 0.63778234 0.6017594933509827 True
12
+ 10 27247 27.0679669380188 0.5902237892150879 259.04840087890625 0.6982510089874268 333.4990234375 0.6089356541633606 0.641238 0.6037618517875671 True
13
+ 11 29724 27.080815315246582 0.5299549102783203 219.23040771484375 0.8338643312454224 332.76275634765625 0.6111447811126709 0.6511488 0.5713569521903992 True
14
+ 12 32201 27.085707902908325 0.5313711166381836 262.5513916015625 0.5211459994316101 331.1041259765625 0.6133072972297668 0.65722024 0.554721474647522 True
15
+ 13 34678 27.049434423446655 0.5230898857116699 255.60125732421875 0.672531008720398 331.0325012207031 0.614664614200592 0.66613406 0.5466050505638123 True
16
+ 14 37155 27.064095735549927 12.091009378433228 254.0999298095703 0.5898310542106628 330.1476745605469 0.6161409616470337 0.6749527 0.5236998200416565 True
17
+ 15 39632 27.069191932678223 0.5300850868225098 273.237548828125 0.43296974897384644 329.2354736328125 0.6172629594802856 0.681373 0.5067776441574097 True
18
+ 16 42109 27.101533889770508 0.5877649784088135 212.61122131347656 0.4756465256214142 329.2980041503906 0.6175008416175842 0.6862584 0.5052299499511719 True
19
+ 17 44586 27.095500707626343 0.5299301147460938 202.26983642578125 0.5069904327392578 329.25897216796875 0.6171956062316895 0.6858753 0.5117241144180298 False
20
+ 18 47063 27.050528287887573 0.5286910533905029 233.61627197265625 0.3844466209411621 329.6723937988281 0.6166225671768188 0.68334943 0.5197248458862305 False
21
+ 19 49540 27.058460235595703 24.36214566230774 246.80996704101562 0.35312503576278687 329.4093017578125 0.6163852214813232 0.6804244 0.5256408452987671 False
ENCSR275LCF/cherimoya.fold_2.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2575 35.993059396743774 25.091503620147705 249.00936889648438 0.7889633774757385 403.373046875 0.45690682530403137 0.51759815 5.960465908050537 True
3
+ 1 5150 28.818150281906128 0.5035159587860107 266.5926513671875 0.975945234298706 350.5303955078125 0.5684526562690735 0.57783324 2.526066541671753 True
4
+ 2 7725 28.73466658592224 0.4709653854370117 247.92910766601562 1.062058448791504 341.63128662109375 0.5860244035720825 0.59419453 1.2775591611862183 True
5
+ 3 10300 28.78375506401062 0.4759068489074707 288.30596923828125 0.6204220056533813 338.55133056640625 0.5912432670593262 0.6010927 0.9989546537399292 True
6
+ 4 12875 28.784817934036255 0.48917484283447266 269.51177978515625 0.8002105951309204 337.0601806640625 0.5947836637496948 0.6037029 0.8780564665794373 True
7
+ 5 15450 28.7706036567688 0.47069525718688965 324.9536437988281 0.854942262172699 335.89031982421875 0.5972775816917419 0.60423994 0.8596556782722473 True
8
+ 6 18025 28.785277366638184 0.4765279293060303 303.2417297363281 1.1106715202331543 334.58441162109375 0.6000184416770935 0.61390436 0.7320095896720886 True
9
+ 7 20600 28.75900363922119 0.4716043472290039 253.50372314453125 0.9365776777267456 333.4908142089844 0.6024491190910339 0.6182662 0.6825869679450989 True
10
+ 8 23175 28.731841802597046 0.4690256118774414 224.3682861328125 1.1327754259109497 332.49658203125 0.6045991778373718 0.62400293 0.6615772843360901 True
11
+ 9 25750 28.743152141571045 21.725051879882812 237.49557495117188 0.6722487807273865 331.3927917480469 0.6068732142448425 0.6292032 0.6498083472251892 True
12
+ 10 28325 30.69600820541382 0.4752678871154785 236.968505859375 0.5368151664733887 330.4950866699219 0.6087316870689392 0.6365728 0.624756932258606 True
13
+ 11 30900 28.782629251480103 0.47095775604248047 250.78262329101562 0.7730875015258789 329.57037353515625 0.6107456684112549 0.6424984 0.6077958941459656 True
14
+ 12 33475 28.304887533187866 0.4590325355529785 307.24700927734375 0.6681349873542786 328.68463134765625 0.6124721765518188 0.65065736 0.5958017110824585 True
15
+ 13 36050 28.110675811767578 0.4549894332885742 261.20758056640625 0.6639806032180786 328.0252380371094 0.6139816641807556 0.6555486 0.5869213938713074 True
16
+ 14 38625 28.135371923446655 24.093139171600342 267.0640869140625 0.44098690152168274 327.34393310546875 0.6150848269462585 0.65940624 0.5851081609725952 True
17
+ 15 41200 32.40316820144653 21.263466596603394 273.385009765625 0.34212619066238403 326.89373779296875 0.6161360144615173 0.66561854 0.5773034691810608 True
18
+ 16 43775 33.68508219718933 30.849835634231567 232.40643310546875 0.4483609199523926 326.79180908203125 0.616117000579834 0.6637783 0.5807360410690308 False
19
+ 17 46350 33.74211120605469 29.42792010307312 273.802001953125 0.43386393785476685 326.75079345703125 0.6158432364463806 0.66558266 0.5791705846786499 False
20
+ 18 48925 29.733198642730713 0.46816229820251465 268.1358337402344 0.3191600441932678 327.00701904296875 0.6153319478034973 0.6623756 0.590833842754364 False
21
+ 19 51500 28.184288501739502 0.46416568756103516 240.87130737304688 0.45330387353897095 327.16436767578125 0.6148870587348938 0.65983886 0.5998086333274841 False
ENCSR275LCF/cherimoya.fold_4.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr10",
7
+ "chr18"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_4.bed",
20
+ "valid_peaks.fold_4.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_4.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_4",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_4.bed",
37
+ "valid_nonpeaks.fold_4.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_4.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF339WNQ.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr5",
58
+ "chr6",
59
+ "chr8",
60
+ "chr9",
61
+ "chr11",
62
+ "chr12",
63
+ "chr14",
64
+ "chr15",
65
+ "chr16",
66
+ "chr20",
67
+ "chr22",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr10",
72
+ "chr18"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR314IOV/cherimoya.fold_1.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_1", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr3", "chr4", "chr5", "chr6", "chr7", "chr10", "chr11", "chr13", "chr14", "chr15", "chr18", "chr19", "chr20", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr12", "chr17"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_1.bed", "valid_peaks.fold_1.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_1.bed", "valid_nonpeaks.fold_1.bed"], "signals": ["ENCFF164OUX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR314IOV/cherimoya.fold_4.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr10",
7
+ "chr18"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_4.bed",
20
+ "valid_peaks.fold_4.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_4.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_4",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_4.bed",
37
+ "valid_nonpeaks.fold_4.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_4.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF164OUX.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr5",
58
+ "chr6",
59
+ "chr8",
60
+ "chr9",
61
+ "chr11",
62
+ "chr12",
63
+ "chr14",
64
+ "chr15",
65
+ "chr16",
66
+ "chr20",
67
+ "chr22",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr10",
72
+ "chr18"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR324OTS/cherimoya.fold_4.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 1726 23.729403972625732 3.119046926498413 570.1337890625 1.075539231300354 1207.3939208984375 0.17753075063228607 0.5120785 18.040260314941406 True
3
+ 1 3452 19.006049394607544 0.3850064277648926 880.984619140625 1.176842212677002 1044.9530029296875 0.30543026328086853 0.6294122 7.623148441314697 True
4
+ 2 5178 18.968012809753418 0.33211469650268555 702.166748046875 0.5879428386688232 943.291015625 0.35400405526161194 0.6350916 3.8411526679992676 True
5
+ 3 6904 18.97613024711609 0.3232920169830322 699.3745727539062 0.7365133762359619 906.9276733398438 0.3712407946586609 0.6449653 2.5510900020599365 True
6
+ 4 8630 18.974868297576904 0.38410449028015137 757.17578125 0.9464794993400574 891.1828002929688 0.3780975937843323 0.6576285 1.8828901052474976 True
7
+ 5 10356 18.9824059009552 0.33208441734313965 696.4658203125 0.7163658142089844 873.0433349609375 0.3878350257873535 0.66889805 1.531403660774231 True
8
+ 6 12082 19.00178551673889 0.34359288215637207 738.2646484375 0.5818576216697693 861.5056762695312 0.39456236362457275 0.683693 1.2879122495651245 True
9
+ 7 13808 19.134014129638672 0.32926249504089355 678.4229736328125 0.8066502809524536 852.9600219726562 0.3992997109889984 0.68723553 1.2320799827575684 True
10
+ 8 15534 19.049307346343994 1.9666211605072021 669.8560791015625 0.6334948539733887 846.8617553710938 0.40387022495269775 0.6953279 1.1286994218826294 True
11
+ 9 17260 19.024598121643066 1.9483907222747803 617.3507080078125 0.5385358929634094 841.4698486328125 0.4059170186519623 0.7042228 1.0037007331848145 True
12
+ 10 18986 19.01370859146118 0.33245849609375 596.265869140625 0.670666515827179 837.8281860351562 0.4078102111816406 0.70899576 0.8913991451263428 True
13
+ 11 20712 19.018234252929688 0.3367640972137451 533.7453002929688 0.5939840078353882 833.742431640625 0.4105154871940613 0.71413887 0.8240675926208496 True
14
+ 12 22438 19.059832096099854 0.33304667472839355 782.8870239257812 0.6639578938484192 827.7548217773438 0.41532549262046814 0.71823496 0.7869253158569336 True
15
+ 13 24164 19.043282508850098 0.3266260623931885 495.24957275390625 0.6577139496803284 823.49072265625 0.4163389801979065 0.72743887 0.7286360263824463 True
16
+ 14 25890 19.063077211380005 0.33240675926208496 579.7548828125 0.5080048441886902 817.6991577148438 0.42006540298461914 0.73470247 0.687990128993988 True
17
+ 15 27616 19.03239893913269 1.0412249565124512 641.226318359375 0.43624356389045715 813.5401000976562 0.4220528304576874 0.7414737 0.6665624976158142 True
18
+ 16 29342 19.022534370422363 0.32682061195373535 653.2374877929688 0.4911305904388428 812.2459106445312 0.4218619763851166 0.7453797 0.6534641981124878 True
19
+ 17 31068 19.02978277206421 0.33508992195129395 581.7734985351562 0.43905535340309143 815.70703125 0.4182646870613098 0.7468939 0.6413628458976746 True
20
+ 18 32794 18.99128222465515 0.3351705074310303 534.33935546875 0.38095998764038086 815.93017578125 0.41860270500183105 0.74788636 0.6412296295166016 True
21
+ 19 34520 19.073869228363037 0.32417845726013184 684.50244140625 0.45151305198669434 815.6266479492188 0.41866353154182434 0.7479411 0.6435161232948303 True
ENCSR422SUG/cherimoya.fold_0.evaluate.json ADDED
@@ -0,0 +1,78 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr8",
7
+ "chr20"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_0.bed",
20
+ "valid_peaks.fold_0.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_0.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_0",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_0.bed",
37
+ "valid_nonpeaks.fold_0.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_0.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF572AFM.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr2",
54
+ "chr4",
55
+ "chr5",
56
+ "chr7",
57
+ "chr9",
58
+ "chr10",
59
+ "chr11",
60
+ "chr12",
61
+ "chr13",
62
+ "chr14",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr18",
67
+ "chr19",
68
+ "chr21",
69
+ "chr22",
70
+ "chrX",
71
+ "chrY"
72
+ ],
73
+ "validation_chroms": [
74
+ "chr8",
75
+ "chr20"
76
+ ],
77
+ "verbose": true
78
+ }
ENCSR455GUW/cherimoya.fold_2.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2868 36.329684019088745 3.986574172973633 289.04840087890625 0.43737804889678955 409.1285400390625 0.1977226436138153 0.65709686 3.105984926223755 True
3
+ 1 5736 31.237223148345947 0.7327380180358887 272.9253234863281 0.44681090116500854 375.1943664550781 0.25414228439331055 0.74131 1.1209819316864014 True
4
+ 2 8604 31.60969066619873 0.8489618301391602 373.0382080078125 0.43903398513793945 368.4299011230469 0.2643602192401886 0.7552613 1.1102039813995361 True
5
+ 3 11472 31.63330578804016 0.5856366157531738 351.94091796875 0.35592731833457947 366.5382385253906 0.26645946502685547 0.7613555 0.5683000087738037 True
6
+ 4 14340 31.595335483551025 0.6207058429718018 288.6015319824219 0.44133490324020386 364.5469970703125 0.26965805888175964 0.7688076 0.5217805504798889 True
7
+ 5 17208 31.60213017463684 0.5748646259307861 308.9610595703125 0.3253147602081299 363.26129150390625 0.272533655166626 0.77332515 0.5640831589698792 True
8
+ 6 20076 31.66646718978882 2.014584541320801 245.40260314941406 0.46031200885772705 362.85028076171875 0.2729606330394745 0.77628523 0.5382850766181946 True
9
+ 7 22944 31.716593027114868 0.5685842037200928 291.12841796875 0.2556290626525879 361.4403991699219 0.275568425655365 0.7830004 0.5623577237129211 True
10
+ 8 25812 31.64341449737549 0.5656402111053467 249.8838653564453 0.2822522819042206 360.4426574707031 0.276714026927948 0.79012334 0.5133783221244812 True
11
+ 9 28680 31.59406042098999 0.5622210502624512 312.1188049316406 0.28977563977241516 359.2302551269531 0.27997809648513794 0.7971888 0.4765455424785614 True
12
+ 10 31548 31.65604567527771 0.5550262928009033 277.22650146484375 0.24982790648937225 358.59576416015625 0.2801401913166046 0.803176 0.4319365918636322 True
13
+ 11 34416 31.642024755477905 0.5721004009246826 251.2068634033203 0.4022069573402405 357.1811218261719 0.28266632556915283 0.8082555 0.3999219834804535 True
14
+ 12 37284 31.635114669799805 1.9846231937408447 300.2171325683594 0.2491392344236374 356.40863037109375 0.283723384141922 0.81511563 0.35888731479644775 True
15
+ 13 40152 31.66861605644226 0.5770738124847412 283.89788818359375 0.33840450644493103 355.7745666503906 0.28467342257499695 0.8224349 0.32482749223709106 True
16
+ 14 43020 31.632400512695312 0.5628523826599121 373.189453125 0.24714070558547974 355.5923156738281 0.2838979959487915 0.8277591 0.2994197607040405 True
17
+ 15 45888 32.08833432197571 0.5760421752929688 280.618896484375 0.284193217754364 354.1946105957031 0.2880614399909973 0.8315773 0.27157142758369446 True
18
+ 16 48756 31.779345750808716 0.5720374584197998 297.887451171875 0.1840696632862091 354.0210266113281 0.2883192300796509 0.8337238 0.2578382194042206 True
19
+ 17 51624 31.687530040740967 0.5605301856994629 295.1192626953125 0.35397863388061523 354.4408874511719 0.287029504776001 0.8351036 0.24632768332958221 True
20
+ 18 54492 31.635905265808105 0.5746400356292725 298.52874755859375 0.2845323085784912 354.1399230957031 0.2876015901565552 0.8372543 0.24387149512767792 True
21
+ 19 57360 31.616625547409058 0.565692663192749 313.406005859375 0.18764448165893555 353.9803771972656 0.28725045919418335 0.8344203 0.24394674599170685 False
ENCSR455GUW/cherimoya.fold_3.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr6",
7
+ "chr21"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_3.bed",
20
+ "valid_peaks.fold_3.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_3.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_3",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_3.bed",
37
+ "valid_nonpeaks.fold_3.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_3.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF060XUA.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr7",
58
+ "chr8",
59
+ "chr9",
60
+ "chr11",
61
+ "chr12",
62
+ "chr13",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr19",
67
+ "chrX",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr6",
72
+ "chr21"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR455GUW/cherimoya.fold_3.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2753 35.26570725440979 3.975111246109009 287.86236572265625 0.44543948769569397 390.1772766113281 0.19814534485340118 0.63819474 3.56166410446167 True
3
+ 1 5506 30.39003896713257 0.6402709484100342 301.45263671875 0.32670995593070984 360.46942138671875 0.2504783868789673 0.72191983 1.4110666513442993 True
4
+ 2 8259 30.388938665390015 0.60624098777771 356.69189453125 0.44443479180336 354.159423828125 0.2593081593513489 0.7453969 1.050115704536438 True
5
+ 3 11012 30.577378749847412 9.080997705459595 285.52691650390625 0.3340821862220764 351.8360900878906 0.2632843852043152 0.7499593 0.7346181869506836 True
6
+ 4 13765 29.824572801589966 1.6255860328674316 256.031494140625 0.27261748909950256 349.85247802734375 0.2657283842563629 0.75809824 0.6548966765403748 True
7
+ 5 16518 29.93280816078186 0.583094596862793 312.01922607421875 0.4097312092781067 348.9305114746094 0.26740044355392456 0.76331574 0.6867246031761169 True
8
+ 6 19271 29.902688026428223 1.0250589847564697 333.1518249511719 0.39169466495513916 347.5224304199219 0.2700749337673187 0.7697161 0.6626864671707153 True
9
+ 7 22024 29.926830291748047 0.5762491226196289 285.053955078125 0.24930909276008606 346.6600036621094 0.272185742855072 0.77225095 0.6514021754264832 True
10
+ 8 24777 29.922652006149292 0.580230712890625 326.180908203125 0.3477398753166199 345.7309875488281 0.2732973098754883 0.77827317 0.618404746055603 True
11
+ 9 27530 29.92076086997986 0.5779769420623779 283.58026123046875 0.2289063036441803 345.095458984375 0.273750901222229 0.78626156 0.5803788900375366 True
12
+ 10 30283 29.93267822265625 0.5788114070892334 284.84918212890625 0.266170471906662 343.5250244140625 0.27762526273727417 0.7927488 0.5338397026062012 True
13
+ 11 33036 30.036113262176514 0.5771770477294922 321.4567565917969 0.3131924867630005 342.5199890136719 0.2793598771095276 0.80188197 0.4709714949131012 True
14
+ 12 35789 29.91007900238037 0.5798132419586182 318.8316650390625 0.26886290311813354 341.49847412109375 0.2814413905143738 0.80837727 0.4310269355773926 True
15
+ 13 38542 30.052616357803345 0.5807859897613525 308.93701171875 0.3868594765663147 340.708740234375 0.2823546230792999 0.81587964 0.39115914702415466 True
16
+ 14 41295 30.005227088928223 0.5802574157714844 337.86737060546875 0.2759310305118561 340.3246765136719 0.28344228863716125 0.8246604 0.3434942662715912 True
17
+ 15 44048 29.935688972473145 0.5790951251983643 252.19198608398438 0.31425923109054565 339.46783447265625 0.2854340970516205 0.82979935 0.3110314905643463 True
18
+ 16 46801 30.06808042526245 0.5777542591094971 284.47113037109375 0.2661116421222687 339.67108154296875 0.28369981050491333 0.83454716 0.2840370833873749 True
19
+ 17 49554 29.896685123443604 0.5880486965179443 298.80853271484375 0.30140092968940735 339.3217468261719 0.2842049300670624 0.83527046 0.2678127586841583 True
20
+ 18 52307 29.965556859970093 0.5693919658660889 268.3399658203125 0.28529825806617737 339.2657775878906 0.2836769223213196 0.8340755 0.26096972823143005 False
21
+ 19 55060 29.90938711166382 0.5795755386352539 286.0721130371094 0.18898510932922363 339.3994140625 0.28416094183921814 0.83280367 0.25905367732048035 False
ENCSR455GUW/cherimoya.fold_3.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 339.3217468261719 0.4961189925670624 0.28420495986938477 0.07807055115699768 0.8352704644203186 0.8017272353172302 0.2678127586841583
ENCSR455GUW/cherimoya.fold_4.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr10",
7
+ "chr18"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_4.bed",
20
+ "valid_peaks.fold_4.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_4.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_4",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_4.bed",
37
+ "valid_nonpeaks.fold_4.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_4.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF060XUA.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr5",
58
+ "chr6",
59
+ "chr8",
60
+ "chr9",
61
+ "chr11",
62
+ "chr12",
63
+ "chr14",
64
+ "chr15",
65
+ "chr16",
66
+ "chr20",
67
+ "chr22",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr10",
72
+ "chr18"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR635AIF/cherimoya.fold_3.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_3", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr4", "chr7", "chr8", "chr9", "chr11", "chr12", "chr13", "chr15", "chr16", "chr17", "chr19", "chrX", "chrY"], "validation_chroms": ["chr6", "chr21"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_3.bed", "valid_peaks.fold_3.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_3.bed", "valid_nonpeaks.fold_3.bed"], "signals": ["ENCFF110UZK.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR635AIF/cherimoya.fold_4.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 1276 17.752639770507812 3.8479795455932617 117.66664123535156 0.6600984334945679 164.2349090576172 0.24462853372097015 0.53319806 8.841336250305176 True
3
+ 1 2552 14.035725831985474 0.26830434799194336 107.50936126708984 0.7743600606918335 145.68798828125 0.3072868287563324 0.5605476 4.329068660736084 True
4
+ 2 3828 14.055353879928589 0.26157116889953613 117.64912414550781 1.1059167385101318 138.34596252441406 0.35413506627082825 0.62317926 2.1767618656158447 True
5
+ 3 5104 14.038535118103027 0.2604939937591553 101.04815673828125 0.45452064275741577 134.59278869628906 0.3762160539627075 0.6395926 1.0997563600540161 True
6
+ 4 6380 14.042327880859375 0.2596609592437744 95.08821868896484 0.74779212474823 133.02239990234375 0.3833998441696167 0.66522694 0.6967047452926636 True
7
+ 5 7656 14.064316511154175 0.2614479064941406 105.63691711425781 0.7470235824584961 132.08885192871094 0.38797879219055176 0.6742111 0.5822296738624573 True
8
+ 6 8932 14.064993381500244 0.262286901473999 108.95397186279297 0.526223361492157 131.5135040283203 0.3915737569332123 0.6888817 0.5194863080978394 True
9
+ 7 10208 14.04737663269043 0.2617785930633545 88.64460754394531 0.6242884993553162 131.18450927734375 0.39366868138313293 0.6929031 0.5007759928703308 True
10
+ 8 11484 14.036831617355347 0.27524876594543457 101.23956298828125 0.7137764692306519 130.89698791503906 0.3955575227737427 0.7009373 0.47366565465927124 True
11
+ 9 12760 14.052185535430908 0.2716958522796631 98.70901489257812 0.5224059820175171 130.63014221191406 0.3971301019191742 0.7044941 0.45038720965385437 True
12
+ 10 14036 14.074368000030518 0.25975918769836426 105.1920166015625 0.3833397328853607 130.33682250976562 0.39912572503089905 0.7088541 0.4424988925457001 True
13
+ 11 15312 14.100708723068237 0.26146745681762695 97.45276641845703 0.41506868600845337 130.06837463378906 0.40081900358200073 0.7109432 0.4358260929584503 True
14
+ 12 16588 14.025699138641357 0.26106834411621094 138.43545532226562 0.4058656096458435 129.78350830078125 0.40221717953681946 0.7174797 0.4191431403160095 True
15
+ 13 17864 14.028434038162231 0.2614707946777344 100.87556457519531 0.5572336316108704 129.63755798339844 0.4031270742416382 0.72000414 0.41680121421813965 True
16
+ 14 19140 14.072437047958374 0.2614452838897705 95.563720703125 0.35987377166748047 129.48580932617188 0.4038419723510742 0.7256384 0.4165467619895935 True
17
+ 15 20416 14.084805965423584 0.25989389419555664 111.18172454833984 0.39964550733566284 129.43576049804688 0.4040590524673462 0.72830695 0.4193938672542572 True
18
+ 16 21692 14.087218284606934 0.2622551918029785 103.00556182861328 0.2844873070716858 129.46315002441406 0.403497576713562 0.728424 0.42137086391448975 True
19
+ 17 22968 14.082494258880615 0.2592809200286865 102.7109375 0.4175906777381897 129.58404541015625 0.40248391032218933 0.72965264 0.42816707491874695 True
20
+ 18 24244 14.026873111724854 0.26378846168518066 93.35055541992188 0.425889253616333 129.72535705566406 0.4015856981277466 0.72912437 0.4352148771286011 False
21
+ 19 25520 14.052944421768188 0.26103663444519043 101.78247833251953 0.21548782289028168 129.77975463867188 0.4009495973587036 0.72610074 0.44089820981025696 False
ENCSR635URJ/cherimoya.fold_0.evaluate.json ADDED
@@ -0,0 +1,78 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr8",
7
+ "chr20"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_0.bed",
20
+ "valid_peaks.fold_0.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_0.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_0",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_0.bed",
37
+ "valid_nonpeaks.fold_0.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_0.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF758CSY.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr2",
54
+ "chr4",
55
+ "chr5",
56
+ "chr7",
57
+ "chr9",
58
+ "chr10",
59
+ "chr11",
60
+ "chr12",
61
+ "chr13",
62
+ "chr14",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr18",
67
+ "chr19",
68
+ "chr21",
69
+ "chr22",
70
+ "chrX",
71
+ "chrY"
72
+ ],
73
+ "validation_chroms": [
74
+ "chr8",
75
+ "chr20"
76
+ ],
77
+ "verbose": true
78
+ }
ENCSR635URJ/cherimoya.fold_0.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 337.7461853027344 0.49159112572669983 0.28228288888931274 0.09713772684335709 0.8707073330879211 0.822209894657135 0.487633615732193
ENCSR635URJ/cherimoya.fold_3.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 356.9551696777344 0.4779171347618103 0.29910239577293396 0.10103313624858856 0.856124758720398 0.8211716413497925 0.5672261118888855
ENCSR635URJ/cherimoya.fold_4.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 309.7318115234375 0.5011825561523438 0.2703758776187897 0.09079030156135559 0.8630942106246948 0.8068674206733704 0.4860619008541107
ENCSR718HWW/cherimoya.fold_0.evaluate.json ADDED
@@ -0,0 +1,78 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr8",
7
+ "chr20"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_0.bed",
20
+ "valid_peaks.fold_0.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_0.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_0",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_0.bed",
37
+ "valid_nonpeaks.fold_0.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_0.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF737AXP.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr2",
54
+ "chr4",
55
+ "chr5",
56
+ "chr7",
57
+ "chr9",
58
+ "chr10",
59
+ "chr11",
60
+ "chr12",
61
+ "chr13",
62
+ "chr14",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr18",
67
+ "chr19",
68
+ "chr21",
69
+ "chr22",
70
+ "chrX",
71
+ "chrY"
72
+ ],
73
+ "validation_chroms": [
74
+ "chr8",
75
+ "chr20"
76
+ ],
77
+ "verbose": true
78
+ }
ENCSR718HWW/cherimoya.fold_0.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 420.96624755859375 0.24010606110095978 0.7212379574775696 0.2875724136829376 0.7006004452705383 0.6781706809997559 0.8889700770378113
ENCSR718HWW/cherimoya.fold_1.evaluate.json ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr12",
7
+ "chr17"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_1.bed",
20
+ "valid_peaks.fold_1.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_1.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_1",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_1.bed",
37
+ "valid_nonpeaks.fold_1.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_1.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF737AXP.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr3",
55
+ "chr4",
56
+ "chr5",
57
+ "chr6",
58
+ "chr7",
59
+ "chr10",
60
+ "chr11",
61
+ "chr13",
62
+ "chr14",
63
+ "chr15",
64
+ "chr18",
65
+ "chr19",
66
+ "chr20",
67
+ "chr21",
68
+ "chr22",
69
+ "chrX",
70
+ "chrY"
71
+ ],
72
+ "validation_chroms": [
73
+ "chr12",
74
+ "chr17"
75
+ ],
76
+ "verbose": true
77
+ }
ENCSR718HWW/cherimoya.fold_1.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2260 29.697530269622803 3.6427650451660156 390.09674072265625 2.0476088523864746 703.2814331054688 0.5243206024169922 0.56412494 12.863000869750977 True
3
+ 1 4520 24.62694001197815 2.8239238262176514 389.28741455078125 1.579736590385437 545.9078979492188 0.670561671257019 0.64433813 7.801551818847656 True
4
+ 2 6780 24.577805519104004 0.6423912048339844 333.5730285644531 1.8362104892730713 512.3890991210938 0.6997472047805786 0.6367586 2.6169657707214355 False
5
+ 3 9040 25.116708993911743 11.213545799255371 343.73065185546875 1.8638917207717896 503.55755615234375 0.7095164656639099 0.6424419 1.9775538444519043 False
6
+ 4 11300 24.22242307662964 0.6446118354797363 342.8232116699219 1.3090037107467651 499.4186096191406 0.7135846018791199 0.6442683 1.758210301399231 False
7
+ 5 13560 24.25552725791931 18.786267518997192 369.1391906738281 1.3910579681396484 496.7970886230469 0.7167980670928955 0.6533478 1.6185542345046997 True
8
+ 6 15820 26.440704822540283 0.638817310333252 320.5848388671875 1.7905064821243286 494.1213684082031 0.720072865486145 0.64924246 1.4904613494873047 False
9
+ 7 18080 24.312639713287354 0.6512670516967773 430.4456481933594 1.6070423126220703 490.5939636230469 0.7232271432876587 0.66252095 1.3536241054534912 True
10
+ 8 20340 24.172234058380127 0.640134334564209 304.68267822265625 1.4219083786010742 488.02838134765625 0.7261906862258911 0.6682146 1.1942776441574097 True
11
+ 9 22600 25.91370177268982 0.6355831623077393 344.18524169921875 0.8282513618469238 485.7242736816406 0.7286005020141602 0.6809246 1.103476643562317 True
12
+ 10 24860 24.15685248374939 33.60837769508362 283.0576171875 1.0470445156097412 481.9333190917969 0.7319729328155518 0.692591 1.0168931484222412 True
13
+ 11 27120 24.343326568603516 0.631091833114624 240.93939208984375 1.1503310203552246 479.21875 0.7343852519989014 0.69606376 0.9578886032104492 True
14
+ 12 29380 24.20676898956299 0.6380090713500977 254.29019165039062 1.5686771869659424 476.3343200683594 0.736906111240387 0.706125 0.9297019243240356 True
15
+ 13 31640 24.163957118988037 0.6403775215148926 315.1370544433594 0.8483455181121826 474.2362976074219 0.7391862869262695 0.71524805 0.892935037612915 True
16
+ 14 33900 24.197855472564697 10.413432836532593 323.319091796875 0.9812016487121582 472.42474365234375 0.7405636310577393 0.7215316 0.8884315490722656 True
17
+ 15 36160 24.1738224029541 0.637312650680542 263.4919128417969 0.7024667263031006 470.4049072265625 0.7418099641799927 0.7303589 0.8610615730285645 True
18
+ 16 38420 24.190104484558105 0.6366362571716309 219.17393493652344 0.6807856559753418 469.91162109375 0.741973340511322 0.736895 0.8556587100028992 True
19
+ 17 40680 24.18290424346924 0.6401612758636475 340.7707824707031 0.6502535939216614 470.1434631347656 0.741651177406311 0.7356898 0.8746991157531738 False
20
+ 18 42940 24.314750909805298 2.8622007369995117 293.17236328125 0.8008272647857666 470.4666442871094 0.7410523891448975 0.73231393 0.889495849609375 False
21
+ 19 45200 24.327829599380493 32.95804572105408 281.68505859375 0.6299761533737183 470.71002197265625 0.7407843470573425 0.73143196 0.9080716371536255 False
ENCSR718HWW/cherimoya.fold_1.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 469.91162109375 0.22169682383537292 0.7419734001159668 0.3181335926055908 0.7368950247764587 0.7313334941864014 0.8556587100028992
ENCSR718HWW/cherimoya.fold_2.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_2", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr5", "chr6", "chr8", "chr9", "chr10", "chr13", "chr14", "chr16", "chr17", "chr18", "chr19", "chr20", "chr21", "chrX"], "validation_chroms": ["chr22", "chr7"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_2.bed", "valid_peaks.fold_2.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_2.bed", "valid_nonpeaks.fold_2.bed"], "signals": ["ENCFF737AXP.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR718HWW/cherimoya.fold_3.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr6",
7
+ "chr21"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_3.bed",
20
+ "valid_peaks.fold_3.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_3.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_3",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_3.bed",
37
+ "valid_nonpeaks.fold_3.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_3.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF737AXP.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr7",
58
+ "chr8",
59
+ "chr9",
60
+ "chr11",
61
+ "chr12",
62
+ "chr13",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr19",
67
+ "chrX",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr6",
72
+ "chr21"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR718HWW/cherimoya.fold_3.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 431.4703063964844 0.23576965928077698 0.7239054441452026 0.2966819107532501 0.6992622017860413 0.6819552779197693 0.9564449191093445
ENCSR718HWW/cherimoya.fold_4.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr10",
7
+ "chr18"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_4.bed",
20
+ "valid_peaks.fold_4.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_4.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_4",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_4.bed",
37
+ "valid_nonpeaks.fold_4.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_4.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF737AXP.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr5",
58
+ "chr6",
59
+ "chr8",
60
+ "chr9",
61
+ "chr11",
62
+ "chr12",
63
+ "chr14",
64
+ "chr15",
65
+ "chr16",
66
+ "chr20",
67
+ "chr22",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr10",
72
+ "chr18"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR718HWW/cherimoya.fold_4.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_4", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr4", "chr5", "chr6", "chr8", "chr9", "chr11", "chr12", "chr14", "chr15", "chr16", "chr20", "chr22", "chrY"], "validation_chroms": ["chr10", "chr18"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_4.bed", "valid_peaks.fold_4.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_4.bed", "valid_nonpeaks.fold_4.bed"], "signals": ["ENCFF737AXP.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
ENCSR718HWW/cherimoya.fold_4.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2331 30.18987536430359 3.4439644813537598 331.0504150390625 1.4224849939346313 600.4796752929688 0.5144796967506409 0.53614837 13.1671724319458 True
3
+ 1 4662 25.443190813064575 0.4348866939544678 359.21429443359375 1.530452847480774 465.5159606933594 0.6613869071006775 0.5804669 6.00262451171875 True
4
+ 2 6993 25.482391357421875 0.42575740814208984 439.12896728515625 1.584145426750183 448.0455322265625 0.6783263087272644 0.58536345 1.7135565280914307 True
5
+ 3 9324 25.382318019866943 0.4244520664215088 409.3616638183594 1.2946009635925293 442.07281494140625 0.6863420605659485 0.5890191 1.3945553302764893 True
6
+ 4 11655 25.43208932876587 0.507136344909668 376.7232666015625 1.1607985496520996 437.7178649902344 0.692261815071106 0.5915315 1.3192617893218994 True
7
+ 5 13986 25.385746955871582 0.4342613220214844 344.5157775878906 1.1625523567199707 435.4079284667969 0.6954858899116516 0.5948996 1.221571683883667 True
8
+ 6 16317 25.446861028671265 0.4279038906097412 322.1689453125 1.2635828256607056 433.640625 0.6987494230270386 0.6052253 1.1024624109268188 True
9
+ 7 18648 25.405900239944458 1.6500775814056396 287.93475341796875 1.490560531616211 432.0208435058594 0.7014248371124268 0.60915154 1.1121182441711426 True
10
+ 8 20979 25.473546743392944 0.42522215843200684 280.535400390625 1.1114671230316162 428.8097229003906 0.7049157023429871 0.61933607 1.0312551259994507 True
11
+ 9 23310 25.409699201583862 0.4295036792755127 359.4256591796875 1.2226219177246094 426.1965637207031 0.7079302072525024 0.63126165 0.981304407119751 True
12
+ 10 25641 25.359114170074463 0.4248929023742676 319.4551696777344 1.5054723024368286 424.064208984375 0.7106372117996216 0.64020437 0.9442771077156067 True
13
+ 11 27972 25.478239059448242 20.026265382766724 341.3478698730469 1.5265699625015259 422.14312744140625 0.713131844997406 0.64663965 0.9385421276092529 True
14
+ 12 30303 26.071155548095703 0.4344043731689453 355.51812744140625 0.8956148624420166 420.07940673828125 0.7153576016426086 0.65883595 0.9097239375114441 True
15
+ 13 32634 26.505580186843872 3.2113614082336426 376.59564208984375 1.5502376556396484 418.6528625488281 0.7166762351989746 0.6700064 0.8800936937332153 True
16
+ 14 34965 25.52575945854187 0.8765969276428223 385.9077453613281 0.9319936037063599 417.1148376464844 0.7183317542076111 0.677263 0.8721184134483337 True
17
+ 15 37296 25.467196941375732 0.42197155952453613 301.81982421875 0.9645889401435852 416.5192565917969 0.7189596891403198 0.6821804 0.8750700354576111 True
18
+ 16 39627 25.48859930038452 0.4217715263366699 284.23699951171875 1.27874755859375 416.0081787109375 0.7192818522453308 0.6866979 0.887256920337677 True
19
+ 17 41958 25.50472116470337 0.42266178131103516 325.3304443359375 0.5608611106872559 415.76885986328125 0.7192105650901794 0.6886054 0.8903260231018066 True
20
+ 18 44289 25.370587587356567 0.41762638092041016 358.48980712890625 0.688309371471405 415.9458923339844 0.7185947299003601 0.68635255 0.9160190224647522 False
21
+ 19 46620 24.901841640472412 0.42084431648254395 250.34397888183594 0.6182568073272705 416.4516906738281 0.7180792689323425 0.68469083 0.9360160827636719 False
ENCSR718HWW/cherimoya.fold_4.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 415.76885986328125 0.24142493307590485 0.7192105650901794 0.2866058051586151 0.6886054277420044 0.6606391668319702 0.8903260231018066
ENCSR784GVR/cherimoya.fold_0.log ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
2
+ 0 2757 34.68637824058533 3.6523935794830322 380.42333984375 0.30073627829551697 451.6513366699219 0.2178993970155716 0.72750604 3.2543303966522217 True
3
+ 1 5514 30.064512491226196 0.587982177734375 382.2271728515625 0.20736181735992432 422.50860595703125 0.27177804708480835 0.78518116 0.7986518740653992 True
4
+ 2 8271 29.995399236679077 0.5655109882354736 395.08331298828125 0.38429099321365356 419.144287109375 0.2758640944957733 0.7888555 0.7919498085975647 True
5
+ 3 11028 29.980273485183716 0.5657558441162109 320.6516418457031 0.2953258752822876 414.4428405761719 0.2823759615421295 0.80468726 0.37102004885673523 True
6
+ 4 13785 31.157843112945557 23.432175874710083 322.26800537109375 0.26534584164619446 411.7047424316406 0.28771838545799255 0.8119926 0.37502437829971313 True
7
+ 5 16542 29.937092065811157 0.5699882507324219 382.3941345214844 0.21074794232845306 410.27423095703125 0.2898353636264801 0.8206784 0.334869921207428 True
8
+ 6 19299 30.03231906890869 19.258618354797363 337.4764709472656 0.32234734296798706 408.9166564941406 0.29243189096450806 0.82689583 0.34438610076904297 True
9
+ 7 22056 29.92197847366333 32.14983415603638 373.26824951171875 0.3214392066001892 407.9709777832031 0.2941933274269104 0.8309129 0.35448285937309265 True
10
+ 8 24813 31.37948203086853 0.6224524974822998 394.23492431640625 0.24546682834625244 407.34564208984375 0.2949621379375458 0.8367898 0.34285563230514526 True
11
+ 9 27570 30.21268606185913 0.8920247554779053 323.9408264160156 0.26781949400901794 405.7957763671875 0.2994077801704407 0.83891094 0.31652072072029114 True
12
+ 10 30327 30.012027502059937 0.5887682437896729 418.1280212402344 0.18729762732982635 405.6295166015625 0.2993403971195221 0.8429194 0.2848171591758728 True
13
+ 11 33084 29.984060525894165 2.229379653930664 339.2402038574219 0.25375115871429443 404.681884765625 0.30083414912223816 0.8461264 0.26143720746040344 True
14
+ 12 35841 30.063910245895386 22.175684928894043 358.27923583984375 0.3544684648513794 404.1192626953125 0.30105921626091003 0.8493681 0.24328279495239258 True
15
+ 13 38598 30.243602514266968 0.5868237018585205 321.0536804199219 0.17070189118385315 403.3234558105469 0.30220797657966614 0.8543242 0.22099944949150085 True
16
+ 14 41355 30.136773824691772 3.2570598125457764 375.10516357421875 0.17837822437286377 401.9454040527344 0.3054645359516144 0.8586728 0.2014205902814865 True
17
+ 15 44112 30.016239166259766 2.2970499992370605 379.8455810546875 0.16410771012306213 401.39849853515625 0.3059219717979431 0.86113113 0.18295763432979584 True
18
+ 16 46869 30.05253505706787 5.686189651489258 360.6387939453125 0.15685927867889404 401.07806396484375 0.3063901662826538 0.8636196 0.17516207695007324 True
19
+ 17 49626 30.010600090026855 0.6294639110565186 335.60833740234375 0.13889795541763306 401.5036926269531 0.305449903011322 0.86240697 0.1713535636663437 False
20
+ 18 52383 29.981748819351196 0.582780122756958 355.8526611328125 0.125876784324646 401.33795166015625 0.30589956045150757 0.86134857 0.17033985257148743 False
21
+ 19 55140 29.934035062789917 0.5685250759124756 326.60772705078125 0.18234515190124512 401.4632568359375 0.30599817633628845 0.862109 0.17022323608398438 False
ENCSR784GVR/cherimoya.fold_0.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 401.07806396484375 0.4606645405292511 0.3063901662826538 0.10019171983003616 0.8636196255683899 0.8382306098937988 0.17516207695007324
ENCSR784GVR/cherimoya.fold_1.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 436.2970275878906 0.4503229856491089 0.3184128701686859 0.10809676349163055 0.8793278932571411 0.8679641485214233 0.18430888652801514
ENCSR784GVR/cherimoya.fold_2.performance.tsv ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
2
+ 416.4456787109375 0.45404118299484253 0.3157808780670166 0.10603336989879608 0.858051598072052 0.8369311094284058 0.18520532548427582
ENCSR784GVR/cherimoya.fold_3.evaluate.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "adam_lr": 0.001,
3
+ "adam_wd": 0.0,
4
+ "batch_size": 64,
5
+ "chroms": [
6
+ "chr6",
7
+ "chr21"
8
+ ],
9
+ "controls": null,
10
+ "device": "cuda",
11
+ "dtype": "bfloat16",
12
+ "early_stopping": 20,
13
+ "exclusion_lists": [
14
+ "https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
15
+ ],
16
+ "expansion": 2,
17
+ "in_window": 2114,
18
+ "loci": [
19
+ "train_peaks.fold_3.bed",
20
+ "valid_peaks.fold_3.bed"
21
+ ],
22
+ "lw_lr": 0.001,
23
+ "lw_momentum": 0.9,
24
+ "lw_wd": 0.0,
25
+ "max_epochs": 20,
26
+ "max_jitter": 0,
27
+ "model": "cherimoya.fold_3.torch",
28
+ "muon_lr": 0.025,
29
+ "muon_wd": 0.03,
30
+ "n_filters": 128,
31
+ "n_layers": 9,
32
+ "n_warmup_epochs": 2,
33
+ "name": "cherimoya.fold_3",
34
+ "negative_ratio": 0.25,
35
+ "negatives": [
36
+ "train_nonpeaks.fold_3.bed",
37
+ "valid_nonpeaks.fold_3.bed"
38
+ ],
39
+ "num_workers": 1,
40
+ "out_window": 1000,
41
+ "performance_filename": "cherimoya.fold_3.performance.tsv",
42
+ "random_state": null,
43
+ "residual_scale": 0.15,
44
+ "reverse_complement": false,
45
+ "reverse_complement_average": false,
46
+ "sequences": "hg38.fa",
47
+ "signals": [
48
+ "ENCFF905KXK.bigWig"
49
+ ],
50
+ "skip": false,
51
+ "summits": false,
52
+ "training_chroms": [
53
+ "chr1",
54
+ "chr2",
55
+ "chr3",
56
+ "chr4",
57
+ "chr7",
58
+ "chr8",
59
+ "chr9",
60
+ "chr11",
61
+ "chr12",
62
+ "chr13",
63
+ "chr15",
64
+ "chr16",
65
+ "chr17",
66
+ "chr19",
67
+ "chrX",
68
+ "chrY"
69
+ ],
70
+ "validation_chroms": [
71
+ "chr6",
72
+ "chr21"
73
+ ],
74
+ "verbose": true
75
+ }
ENCSR784GVR/cherimoya.fold_3.fit.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n_filters": 128, "name": "cherimoya.fold_3", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr4", "chr7", "chr8", "chr9", "chr11", "chr12", "chr13", "chr15", "chr16", "chr17", "chr19", "chrX", "chrY"], "validation_chroms": ["chr6", "chr21"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_3.bed", "valid_peaks.fold_3.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_3.bed", "valid_nonpeaks.fold_3.bed"], "signals": ["ENCFF905KXK.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}