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- ENCSR227FVE/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR227FVE/cherimoya.fold_0.fit.json +1 -0
- ENCSR227FVE/cherimoya.fold_0.log +21 -0
- ENCSR227FVE/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR227FVE/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR227FVE/cherimoya.fold_1.log +21 -0
- ENCSR227FVE/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR227FVE/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR227FVE/cherimoya.fold_2.fit.json +1 -0
- ENCSR227FVE/cherimoya.fold_2.log +21 -0
- ENCSR227FVE/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR227FVE/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR227FVE/cherimoya.fold_3.fit.json +1 -0
- ENCSR227FVE/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR227FVE/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR227FVE/cherimoya.fold_4.fit.json +1 -0
- ENCSR227FVE/cherimoya.fold_4.log +21 -0
- ENCSR227FVE/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR237VSF/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR237VSF/cherimoya.fold_0.fit.json +1 -0
- ENCSR237VSF/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR237VSF/cherimoya.fold_1.fit.json +1 -0
- ENCSR237VSF/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR237VSF/cherimoya.fold_2.log +21 -0
- ENCSR237VSF/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR237VSF/cherimoya.fold_3.log +21 -0
- ENCSR237VSF/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR260UJJ/cherimoya.fold_1.fit.json +1 -0
- ENCSR260UJJ/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR260UJJ/cherimoya.fold_3.log +21 -0
- ENCSR260UJJ/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR324SGE/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR324SGE/cherimoya.fold_0.fit.json +1 -0
- ENCSR324SGE/cherimoya.fold_0.log +21 -0
- ENCSR324SGE/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR324SGE/cherimoya.fold_1.log +21 -0
- ENCSR324SGE/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR324SGE/cherimoya.fold_2.log +21 -0
- ENCSR324SGE/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR324SGE/cherimoya.fold_3.fit.json +1 -0
- ENCSR324SGE/cherimoya.fold_3.log +21 -0
- ENCSR324SGE/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR324SGE/cherimoya.fold_4.log +21 -0
- ENCSR459AYS/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR459AYS/cherimoya.fold_0.fit.json +1 -0
- ENCSR459AYS/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR459AYS/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR459AYS/cherimoya.fold_1.fit.json +1 -0
- ENCSR459AYS/cherimoya.fold_1.log +21 -0
- ENCSR459AYS/cherimoya.fold_1.performance.tsv +2 -0
ENCSR227FVE/cherimoya.fold_0.evaluate.json
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{
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"chr8",
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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"train_peaks.fold_0.bed",
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"lw_lr": 0.001,
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"model": "cherimoya.fold_0.torch",
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"n_layers": 9,
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"n_warmup_epochs": 2,
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"name": "cherimoya.fold_0",
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"negative_ratio": 0.25,
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"train_nonpeaks.fold_0.bed",
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],
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"num_workers": 1,
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"out_window": 1000,
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"performance_filename": "cherimoya.fold_0.performance.tsv",
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"sequences": "hg38.fa",
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"signals": [
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"ENCFF066OLQ.bigWig"
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"chr2",
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"chr5",
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"chr10",
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"chrX",
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"chrY"
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"validation_chroms": [
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"chr8",
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"verbose": true
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}
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ENCSR227FVE/cherimoya.fold_0.fit.json
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{"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": ["ENCFF066OLQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR227FVE/cherimoya.fold_0.log
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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| 2 |
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0 3530 43.66683030128479 4.267845153808594 709.9896850585938 0.6018866300582886 919.2848510742188 0.7205832004547119 0.6224405 3.674468994140625 True
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1 7060 39.10040020942688 0.7288193702697754 762.7694091796875 0.6928625106811523 802.1045532226562 0.7873495817184448 0.6463524 1.0803464651107788 True
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2 10590 39.08802008628845 0.776397705078125 629.1621704101562 0.6579045057296753 783.825927734375 0.7931605577468872 0.6638051 0.7981210947036743 True
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3 14120 39.11501169204712 0.7170312404632568 762.5960693359375 0.5518168210983276 776.8015747070312 0.7971336245536804 0.668441 0.6476281881332397 True
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4 17650 39.15072584152222 0.6920878887176514 713.25244140625 0.6703356504440308 772.3702392578125 0.7996764779090881 0.6669306 0.5767209529876709 False
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5 21180 39.047446966171265 0.6933104991912842 728.2139892578125 0.6147811412811279 767.80078125 0.8026193380355835 0.67245376 0.5767520666122437 True
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6 24710 39.05095052719116 0.6929745674133301 693.2281494140625 0.5742573738098145 764.7205810546875 0.8043283820152283 0.6711791 0.5621962547302246 False
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7 28240 39.13314247131348 0.679373025894165 716.6146240234375 0.573981761932373 761.4475708007812 0.806151807308197 0.675634 0.5342311859130859 True
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8 31770 38.72888255119324 0.6712751388549805 658.447998046875 0.4053441882133484 758.4391479492188 0.8079638481140137 0.68321455 0.5273908972740173 True
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9 35300 38.32466125488281 0.6699090003967285 710.4639892578125 0.8216996192932129 755.1163940429688 0.8096844553947449 0.6886888 0.492970734834671 True
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10 38830 38.34632062911987 0.6695871353149414 679.172607421875 0.44082680344581604 750.695556640625 0.8119339346885681 0.69345236 0.48597875237464905 True
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11 42360 38.31764221191406 1.3656506538391113 631.2847900390625 0.7744346261024475 747.5179443359375 0.8139320015907288 0.69762903 0.4763874113559723 True
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12 45890 38.276350021362305 0.6712582111358643 567.240478515625 0.3691246509552002 744.2244262695312 0.8160420656204224 0.707775 0.47184231877326965 True
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| 15 |
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13 49420 38.2770254611969 2.1648309230804443 580.6988525390625 0.5169034004211426 741.9618530273438 0.8176012635231018 0.71483773 0.46257099509239197 True
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| 16 |
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14 52950 38.27741074562073 0.6749155521392822 534.449951171875 0.5927694439888 739.2352905273438 0.8188747763633728 0.72090834 0.4566008448600769 True
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| 17 |
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15 56480 38.3329918384552 0.670320987701416 639.9339599609375 0.35684946179389954 738.1256103515625 0.8201078176498413 0.7262778 0.45723623037338257 True
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| 18 |
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16 60010 38.40016531944275 0.6771776676177979 647.8656005859375 0.46462783217430115 737.4219360351562 0.8203346133232117 0.72678643 0.46086788177490234 True
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| 19 |
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17 63540 38.36884903907776 0.6769671440124512 597.7007446289062 0.3562766909599304 738.7413330078125 0.8197669386863708 0.72189265 0.4682035744190216 False
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| 20 |
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18 67070 38.300222873687744 2.4934093952178955 519.2181396484375 0.3505738079547882 739.7059936523438 0.8191633224487305 0.7199441 0.4780861437320709 False
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19 70600 38.366673707962036 0.6682608127593994 598.88427734375 0.2150631844997406 739.9929809570312 0.8187374472618103 0.71405727 0.48821017146110535 False
|
ENCSR227FVE/cherimoya.fold_0.performance.tsv
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
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| 2 |
+
737.4219360351562 0.14312797784805298 0.8203346133232117 0.49498504400253296 0.7267864346504211 0.6792208552360535 0.46086788177490234
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ENCSR227FVE/cherimoya.fold_1.evaluate.json
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{
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"adam_lr": 0.001,
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| 3 |
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| 4 |
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"batch_size": 64,
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| 5 |
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"chroms": [
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"chr12",
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"chr17"
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"controls": null,
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"device": "cuda",
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"dtype": "bfloat16",
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"early_stopping": 20,
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| 13 |
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"exclusion_lists": [
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| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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| 15 |
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],
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| 16 |
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"expansion": 2,
|
| 17 |
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"in_window": 2114,
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| 18 |
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"loci": [
|
| 19 |
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"train_peaks.fold_1.bed",
|
| 20 |
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"valid_peaks.fold_1.bed"
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| 21 |
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],
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| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
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| 24 |
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"lw_wd": 0.0,
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| 25 |
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"max_epochs": 20,
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| 26 |
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"max_jitter": 0,
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| 27 |
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"model": "cherimoya.fold_1.torch",
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"muon_lr": 0.025,
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"muon_wd": 0.03,
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| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_1",
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| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_1.bed",
|
| 37 |
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"valid_nonpeaks.fold_1.bed"
|
| 38 |
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],
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| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
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| 41 |
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"performance_filename": "cherimoya.fold_1.performance.tsv",
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"random_state": null,
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| 43 |
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"residual_scale": 0.15,
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"reverse_complement": false,
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| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF066OLQ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
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| 53 |
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"chr1",
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"chr3",
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| 55 |
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"chr4",
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"chr5",
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"chr6",
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"chr7",
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"chr10",
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"chr11",
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| 61 |
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"chr13",
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| 62 |
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"chr14",
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| 63 |
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"chr15",
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"chr18",
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| 65 |
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"chr19",
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| 66 |
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"chr20",
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| 67 |
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"chr21",
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| 68 |
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"chr22",
|
| 69 |
+
"chrX",
|
| 70 |
+
"chrY"
|
| 71 |
+
],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
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"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR227FVE/cherimoya.fold_1.log
ADDED
|
@@ -0,0 +1,21 @@
|
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| 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 3483 44.360822439193726 4.709451913833618 786.4068603515625 0.6850931644439697 1032.9915771484375 0.7249438762664795 0.63984114 5.057506084442139 True
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| 5 |
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| 9 |
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7 27864 38.68864989280701 0.9682013988494873 689.48828125 0.4409891963005066 840.4676513671875 0.8157461285591125 0.7052743 0.509804904460907 True
|
| 10 |
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8 31347 39.41313862800598 0.9581151008605957 675.00244140625 0.588312029838562 834.722900390625 0.8181588649749756 0.7114165 0.4939401149749756 True
|
| 11 |
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|
| 12 |
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10 38313 38.65880632400513 0.9378092288970947 673.2755126953125 0.4608316421508789 824.4176025390625 0.8237165212631226 0.7268334 0.4709400534629822 True
|
| 13 |
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11 41796 38.5918824672699 0.95318603515625 564.0401000976562 0.6634823679924011 820.6995239257812 0.8259282112121582 0.73167706 0.4640854001045227 True
|
| 14 |
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12 45279 37.919663190841675 1.0329313278198242 607.3026123046875 0.45272114872932434 816.9263305664062 0.828133225440979 0.7380417 0.45410260558128357 True
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| 15 |
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|
| 16 |
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14 52245 37.99146223068237 1.999180793762207 647.3157348632812 0.4762634038925171 810.4140625 0.8317957520484924 0.74791497 0.46024754643440247 True
|
| 17 |
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15 55728 37.86348295211792 0.9330246448516846 647.248779296875 0.2692021131515503 809.3265991210938 0.8328171372413635 0.750904 0.4536324143409729 True
|
| 18 |
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16 59211 37.90659785270691 0.9238128662109375 554.3780517578125 0.2640115022659302 808.8576049804688 0.8330957293510437 0.7527502 0.4611155390739441 True
|
| 19 |
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17 62694 37.88924741744995 0.9267082214355469 697.5098266601562 0.37018322944641113 809.8598022460938 0.8324708938598633 0.7494901 0.4737815856933594 False
|
| 20 |
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18 66177 37.87765288352966 0.9258074760437012 545.7532958984375 0.32142239809036255 811.4842529296875 0.8316924571990967 0.74511296 0.48272082209587097 False
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| 21 |
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|
ENCSR227FVE/cherimoya.fold_1.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
808.8576049804688 0.1310376524925232 0.8330957293510437 0.5280348062515259 0.7527502179145813 0.7310130596160889 0.4611155390739441
|
ENCSR227FVE/cherimoya.fold_2.evaluate.json
ADDED
|
@@ -0,0 +1,76 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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"chr22",
|
| 7 |
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|
| 8 |
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| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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],
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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"valid_peaks.fold_2.bed"
|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_2.torch",
|
| 28 |
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"muon_lr": 0.025,
|
| 29 |
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"muon_wd": 0.03,
|
| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_2",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_2.bed",
|
| 37 |
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"valid_nonpeaks.fold_2.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_2.performance.tsv",
|
| 42 |
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|
| 43 |
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|
| 44 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF066OLQ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr10",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr16",
|
| 64 |
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"chr17",
|
| 65 |
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"chr18",
|
| 66 |
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"chr19",
|
| 67 |
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"chr20",
|
| 68 |
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"chr21",
|
| 69 |
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"chrX"
|
| 70 |
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],
|
| 71 |
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"validation_chroms": [
|
| 72 |
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"chr22",
|
| 73 |
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"chr7"
|
| 74 |
+
],
|
| 75 |
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"verbose": true
|
| 76 |
+
}
|
ENCSR227FVE/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": ["ENCFF066OLQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR227FVE/cherimoya.fold_2.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 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 3705 45.716166257858276 4.100842237472534 608.5297241210938 0.7651562690734863 935.552490234375 0.7252370119094849 0.6408722 3.4961416721343994 True
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1 7410 40.98006319999695 1.5196359157562256 700.9235229492188 0.6578061580657959 812.623046875 0.788549542427063 0.6780246 0.9951353073120117 True
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15 59280 40.15262413024902 2.3395116329193115 643.8721923828125 0.3929763734340668 753.7362670898438 0.821816086769104 0.7420609 0.4410931169986725 True
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18 70395 40.483017683029175 0.7301516532897949 639.8394775390625 0.3352709412574768 755.9295043945312 0.8210376501083374 0.7348037 0.4637286067008972 False
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| 21 |
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19 74100 40.180020332336426 0.7329483032226562 596.6954956054688 0.21815094351768494 756.022216796875 0.8206860423088074 0.731969 0.47205984592437744 False
|
ENCSR227FVE/cherimoya.fold_2.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
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|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
753.5095825195312 0.14027895033359528 0.8220703601837158 0.5035122632980347 0.7427363395690918 0.7011861801147461 0.4434177279472351
|
ENCSR227FVE/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
+
{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
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|
| 4 |
+
"batch_size": 64,
|
| 5 |
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"chroms": [
|
| 6 |
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"chr6",
|
| 7 |
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"chr21"
|
| 8 |
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],
|
| 9 |
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"controls": null,
|
| 10 |
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|
| 11 |
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"dtype": "bfloat16",
|
| 12 |
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|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
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"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
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"train_peaks.fold_3.bed",
|
| 20 |
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"valid_peaks.fold_3.bed"
|
| 21 |
+
],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
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"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 |
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"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 |
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"residual_scale": 0.15,
|
| 44 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF066OLQ.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 |
+
}
|
ENCSR227FVE/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": ["ENCFF066OLQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR227FVE/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 |
+
739.822021484375 0.14238004386425018 0.820812463760376 0.49236252903938293 0.736675500869751 0.6952012181282043 0.45197635889053345
|
ENCSR227FVE/cherimoya.fold_4.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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| 6 |
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|
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| 10 |
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|
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|
| 13 |
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|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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"model": "cherimoya.fold_4.torch",
|
| 28 |
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|
| 29 |
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|
| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_4",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_4.bed",
|
| 37 |
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"valid_nonpeaks.fold_4.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_4.performance.tsv",
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF066OLQ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr4",
|
| 57 |
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"chr5",
|
| 58 |
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"chr6",
|
| 59 |
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"chr8",
|
| 60 |
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"chr9",
|
| 61 |
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"chr11",
|
| 62 |
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"chr12",
|
| 63 |
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"chr14",
|
| 64 |
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"chr15",
|
| 65 |
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"chr16",
|
| 66 |
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"chr20",
|
| 67 |
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"chr22",
|
| 68 |
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"chrY"
|
| 69 |
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],
|
| 70 |
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"validation_chroms": [
|
| 71 |
+
"chr10",
|
| 72 |
+
"chr18"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR227FVE/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": ["ENCFF066OLQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR227FVE/cherimoya.fold_4.log
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
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|
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|
|
|
|
| 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 3601 44.59463024139404 4.3733744621276855 664.975830078125 0.6994885802268982 896.1905517578125 0.7230514287948608 0.6241021 4.140100002288818 True
|
| 3 |
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1 7202 40.0510036945343 0.9320180416107178 715.613525390625 1.0590784549713135 793.8335571289062 0.7881467342376709 0.65442127 0.9804836511611938 True
|
| 4 |
+
2 10803 39.6640567779541 1.4014997482299805 622.208251953125 0.5711537599563599 775.9468994140625 0.7953002452850342 0.6688015 0.5952709913253784 True
|
| 5 |
+
3 14404 39.19211030006409 0.9081404209136963 664.0579833984375 0.7172985672950745 767.9861450195312 0.799045205116272 0.6741742 0.5743350982666016 True
|
| 6 |
+
4 18005 39.109628438949585 0.7228207588195801 743.5485229492188 0.6710803508758545 762.6436767578125 0.8022378087043762 0.6710576 0.49852603673934937 False
|
| 7 |
+
5 21606 39.08369469642639 0.7043280601501465 663.2289428710938 0.6160691976547241 760.0900268554688 0.8044722080230713 0.6784153 0.518426239490509 True
|
| 8 |
+
6 25207 39.05967688560486 0.8034462928771973 719.3253784179688 0.49745047092437744 756.88720703125 0.806668221950531 0.6764887 0.5165952444076538 False
|
| 9 |
+
7 28808 39.076273918151855 0.71122145652771 614.6055908203125 0.5397481322288513 753.8367919921875 0.8081809282302856 0.6823228 0.48805609345436096 True
|
| 10 |
+
8 32409 39.102354526519775 0.7058236598968506 549.090576171875 0.7515629529953003 750.0950317382812 0.8104084730148315 0.6877336 0.48545607924461365 True
|
| 11 |
+
9 36010 39.05054974555969 0.7220048904418945 646.6632080078125 0.6220788359642029 747.0762329101562 0.8120510578155518 0.6863779 0.4878298342227936 False
|
| 12 |
+
10 39611 39.07979416847229 0.7129011154174805 687.2713623046875 0.5686733722686768 743.7984008789062 0.8144055604934692 0.694069 0.46331143379211426 True
|
| 13 |
+
11 43212 39.08031129837036 0.7181951999664307 526.4967041015625 0.4354327321052551 741.1129150390625 0.8164216876029968 0.6993563 0.46394863724708557 True
|
| 14 |
+
12 46813 39.027870893478394 0.7400436401367188 558.5867919921875 0.46204623579978943 737.5928955078125 0.8185511827468872 0.7023606 0.45512229204177856 True
|
| 15 |
+
13 50414 39.033671617507935 0.8567395210266113 633.00634765625 0.346996545791626 734.5222778320312 0.8204691410064697 0.7166261 0.45044562220573425 True
|
| 16 |
+
14 54015 39.13032102584839 1.5675830841064453 642.150634765625 0.3449547290802002 733.252197265625 0.8219106197357178 0.722327 0.44168588519096375 True
|
| 17 |
+
15 57616 39.13086676597595 0.8402438163757324 558.8367919921875 0.44241246581077576 731.403564453125 0.8228554725646973 0.7275435 0.4276599586009979 True
|
| 18 |
+
16 61217 39.04721188545227 0.7664608955383301 542.061767578125 0.28031760454177856 730.7135009765625 0.8233704566955566 0.7289447 0.4355721175670624 True
|
| 19 |
+
17 64818 39.08113622665405 1.9353854656219482 564.691650390625 0.3534691631793976 731.7709350585938 0.8229984045028687 0.7280728 0.43631404638290405 False
|
| 20 |
+
18 68419 39.09169149398804 0.714724063873291 638.8009033203125 0.26844078302383423 732.6151123046875 0.8224954605102539 0.7268273 0.444454550743103 False
|
| 21 |
+
19 72020 39.104775190353394 0.7146828174591064 554.916015625 0.2566072940826416 732.999267578125 0.8221533298492432 0.7232453 0.45124804973602295 False
|
ENCSR227FVE/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 |
+
730.7135009765625 0.14158973097801208 0.8233705163002014 0.4946909248828888 0.728944718837738 0.6857743859291077 0.4355721175670624
|
ENCSR237VSF/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
|
|
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|
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|
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|
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|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
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|
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|
|
|
|
|
|
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|
|
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|
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|
|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
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"chr8",
|
| 7 |
+
"chr20"
|
| 8 |
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],
|
| 9 |
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"controls": null,
|
| 10 |
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"device": "cuda",
|
| 11 |
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"dtype": "bfloat16",
|
| 12 |
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"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 |
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"valid_peaks.fold_0.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_0.torch",
|
| 28 |
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"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_0",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
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"train_nonpeaks.fold_0.bed",
|
| 37 |
+
"valid_nonpeaks.fold_0.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_0.performance.tsv",
|
| 42 |
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"random_state": null,
|
| 43 |
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"residual_scale": 0.15,
|
| 44 |
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|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF048OAZ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"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 |
+
}
|
ENCSR237VSF/cherimoya.fold_0.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
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|
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|
| 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": ["ENCFF048OAZ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR237VSF/cherimoya.fold_0.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
347.8326721191406 0.2954064607620239 0.6442741751670837 0.22204045951366425 0.782267153263092 0.721614420413971 0.26100432872772217
|
ENCSR237VSF/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": ["ENCFF048OAZ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR237VSF/cherimoya.fold_1.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
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|
|
|
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|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
364.9596252441406 0.2861279249191284 0.6565359234809875 0.23359592258930206 0.807664692401886 0.7694545388221741 0.2350500226020813
|
ENCSR237VSF/cherimoya.fold_2.log
ADDED
|
@@ -0,0 +1,21 @@
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| 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 1928 25.62791633605957 3.6701102256774902 331.4110107421875 0.4517226219177246 472.05859375 0.4354879558086395 0.5556562 9.996221542358398 True
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| 8 |
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|
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|
| 10 |
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8 17352 21.23084592819214 0.3632166385650635 294.7289733886719 0.23239627480506897 363.4982604980469 0.6384334564208984 0.73950857 0.30134934186935425 True
|
| 11 |
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9 19280 21.231053113937378 0.3569786548614502 264.02447509765625 0.2847176790237427 362.4837341308594 0.640524685382843 0.7443107 0.29398372769355774 True
|
| 12 |
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10 21208 20.844635248184204 0.35822343826293945 276.9664001464844 0.22536638379096985 361.35614013671875 0.6427981853485107 0.7579153 0.28313958644866943 True
|
| 13 |
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11 23136 20.89224123954773 0.35616254806518555 287.4817810058594 0.250436395406723 360.4504089355469 0.6446221470832825 0.76489437 0.2752038538455963 True
|
| 14 |
+
12 25064 20.866456031799316 0.36045050621032715 282.592529296875 0.3384365439414978 359.703369140625 0.6460335850715637 0.77196 0.271293967962265 True
|
| 15 |
+
13 26992 20.846590280532837 0.5368964672088623 266.81494140625 0.18784692883491516 359.0212707519531 0.6474227905273438 0.77942944 0.26634839177131653 True
|
| 16 |
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14 28920 20.884278774261475 0.3584907054901123 357.5946960449219 0.12682664394378662 358.4896240234375 0.6485311388969421 0.7875394 0.2623738646507263 True
|
| 17 |
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15 30848 20.88193130493164 0.36526966094970703 284.5523986816406 0.20070049166679382 358.1441955566406 0.649235188961029 0.794254 0.2587520480155945 True
|
| 18 |
+
16 32776 20.891014575958252 0.3502500057220459 286.68572998046875 0.18017226457595825 357.90924072265625 0.6498135328292847 0.7994509 0.255392849445343 True
|
| 19 |
+
17 34704 20.902199506759644 0.3616950511932373 287.9306640625 0.14771407842636108 357.8534851074219 0.6499353051185608 0.8009331 0.25218576192855835 True
|
| 20 |
+
18 36632 20.87945032119751 0.362459659576416 292.11895751953125 0.12073713541030884 358.0743103027344 0.6495245099067688 0.8012336 0.25461044907569885 True
|
| 21 |
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19 38560 20.8862464427948 0.36075401306152344 271.5085144042969 0.17243854701519012 358.1663818359375 0.6491537094116211 0.7984594 0.2557254433631897 False
|
ENCSR237VSF/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
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|
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|
|
|
|
|
| 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 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF048OAZ.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
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"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
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"chr4",
|
| 57 |
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"chr7",
|
| 58 |
+
"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr11",
|
| 61 |
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"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 |
+
}
|
ENCSR237VSF/cherimoya.fold_3.log
ADDED
|
@@ -0,0 +1,21 @@
|
|
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|
|
| 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 1860 25.0444016456604 4.302057504653931 330.1294860839844 0.4342503547668457 469.4069519042969 0.43090295791625977 0.55814976 10.859302520751953 True
|
| 3 |
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1 3720 20.552858114242554 0.48851561546325684 349.5384216308594 0.32987111806869507 396.41644287109375 0.5549156069755554 0.65138805 3.3181354999542236 True
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| 4 |
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2 5580 20.528104782104492 0.619135856628418 291.78607177734375 0.3484354615211487 370.10003662109375 0.6155515313148499 0.66055906 1.0540268421173096 True
|
| 5 |
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|
| 6 |
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4 9300 20.505653381347656 0.3835020065307617 305.82550048828125 0.3196393847465515 361.6639404296875 0.6302265524864197 0.66854036 0.3789662718772888 False
|
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7 14880 20.543240785598755 0.3771176338195801 334.41864013671875 0.33990857005119324 357.77337646484375 0.6375207901000977 0.69740343 0.3271845579147339 True
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8 16740 20.527534246444702 0.38214731216430664 262.4308166503906 0.2426951676607132 356.4451599121094 0.6401087045669556 0.7143485 0.31098392605781555 True
|
| 11 |
+
9 18600 20.50947880744934 0.38210248947143555 322.82379150390625 0.3424259126186371 355.60113525390625 0.6419311761856079 0.71886504 0.30469197034835815 True
|
| 12 |
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10 20460 20.504204750061035 0.3793158531188965 299.91357421875 0.41546350717544556 354.78228759765625 0.6437167525291443 0.7276424 0.301262766122818 True
|
| 13 |
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11 22320 20.489890098571777 0.3832101821899414 231.68527221679688 0.2140692174434662 353.9878845214844 0.6455329656600952 0.73933977 0.2901812195777893 True
|
| 14 |
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12 24180 20.501753330230713 0.3830573558807373 313.2588195800781 0.2192465215921402 353.0083923339844 0.6472562551498413 0.750503 0.2796652019023895 True
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13 26040 20.53790783882141 0.381227970123291 306.55078125 0.19984513521194458 352.3597412109375 0.648708164691925 0.7553507 0.27589401602745056 True
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| 16 |
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14 27900 20.525506258010864 0.3787417411804199 302.385009765625 0.2322235107421875 351.7635803222656 0.65003502368927 0.7657902 0.27111685276031494 True
|
| 17 |
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15 29760 20.517313957214355 0.3843200206756592 333.6527099609375 0.23279768228530884 351.4388732910156 0.6507676839828491 0.77463186 0.26581069827079773 True
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| 18 |
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16 31620 20.534189462661743 0.950808048248291 254.9189910888672 0.12320730090141296 351.22113037109375 0.6512889266014099 0.78012294 0.2633008062839508 True
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| 19 |
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17 33480 20.513328790664673 0.3745410442352295 258.93572998046875 0.2504150867462158 351.1446838378906 0.6512423157691956 0.78182685 0.2643621265888214 True
|
| 20 |
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18 35340 20.503827571868896 0.37441349029541016 243.59991455078125 0.09806127846240997 351.384033203125 0.6508014798164368 0.78281045 0.2668841779232025 True
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|
ENCSR237VSF/cherimoya.fold_4.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
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{
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| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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"exclusion_lists": [
|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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"loci": [
|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_4.torch",
|
| 28 |
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"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_4",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"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 |
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"random_state": null,
|
| 43 |
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"residual_scale": 0.15,
|
| 44 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
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"ENCFF048OAZ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"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 |
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"validation_chroms": [
|
| 71 |
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"chr10",
|
| 72 |
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"chr18"
|
| 73 |
+
],
|
| 74 |
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"verbose": true
|
| 75 |
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}
|
ENCSR260UJJ/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": ["ENCFF493BVO.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR260UJJ/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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| 6 |
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| 7 |
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|
| 8 |
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| 9 |
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| 10 |
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|
| 11 |
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| 12 |
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|
| 13 |
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|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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| 22 |
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|
| 23 |
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|
| 24 |
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|
| 26 |
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|
| 27 |
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"model": "cherimoya.fold_3.torch",
|
| 28 |
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|
| 29 |
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|
| 30 |
+
"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_3",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_3.bed",
|
| 37 |
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"valid_nonpeaks.fold_3.bed"
|
| 38 |
+
],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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|
| 41 |
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"performance_filename": "cherimoya.fold_3.performance.tsv",
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF493BVO.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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| 53 |
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| 54 |
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|
| 55 |
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"chr3",
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| 56 |
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"chr4",
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| 57 |
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"chr7",
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| 58 |
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"chr8",
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| 59 |
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"chr9",
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| 60 |
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"chr11",
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| 61 |
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"chr12",
|
| 62 |
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"chr13",
|
| 63 |
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"chr15",
|
| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr19",
|
| 67 |
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"chrX",
|
| 68 |
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"chrY"
|
| 69 |
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],
|
| 70 |
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"validation_chroms": [
|
| 71 |
+
"chr6",
|
| 72 |
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"chr21"
|
| 73 |
+
],
|
| 74 |
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"verbose": true
|
| 75 |
+
}
|
ENCSR260UJJ/cherimoya.fold_3.log
ADDED
|
@@ -0,0 +1,21 @@
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|
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|
|
|
|
| 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 34.53665280342102 3.5183262825012207 242.30520629882812 0.31971296668052673 297.1771240234375 0.16264940798282623 0.71972686 3.0101282596588135 True
|
| 3 |
+
1 5514 30.63182806968689 0.506227970123291 224.17010498046875 0.28699153661727905 283.79388427734375 0.19056671857833862 0.74832237 1.067001461982727 True
|
| 4 |
+
2 8271 30.574904203414917 1.070390224456787 251.63140869140625 0.27404218912124634 280.879638671875 0.1917034089565277 0.78318876 0.7814200520515442 True
|
| 5 |
+
3 11028 30.55028533935547 0.4901127815246582 234.73013305664062 0.301034152507782 278.4873046875 0.19595344364643097 0.7893503 0.499495267868042 True
|
| 6 |
+
4 13785 30.539405822753906 0.5011806488037109 278.89190673828125 0.329200804233551 277.4118957519531 0.19775748252868652 0.8079209 0.420302152633667 True
|
| 7 |
+
5 16542 30.584394216537476 0.4920382499694824 210.77886962890625 0.2999933362007141 276.2025146484375 0.20005442202091217 0.8158589 0.40375053882598877 True
|
| 8 |
+
6 19299 30.553105354309082 0.4963657855987549 178.7666015625 0.17102853953838348 275.71856689453125 0.20102259516716003 0.82028717 0.3872623145580292 True
|
| 9 |
+
7 22056 30.57388210296631 0.5067927837371826 234.54849243164062 0.3000327944755554 275.3197326660156 0.20157650113105774 0.8268953 0.36591362953186035 True
|
| 10 |
+
8 24813 30.550709009170532 0.5054910182952881 206.96939086914062 0.29563549160957336 274.3758850097656 0.20368805527687073 0.82876265 0.3651284873485565 True
|
| 11 |
+
9 27570 30.55692148208618 0.4986608028411865 244.6648406982422 0.22209417819976807 273.9366149902344 0.20489978790283203 0.83563966 0.3453480005264282 True
|
| 12 |
+
10 30327 30.57413601875305 0.5073602199554443 203.83612060546875 0.17653273046016693 273.05902099609375 0.20733514428138733 0.8411123 0.3098822832107544 True
|
| 13 |
+
11 33084 30.70163106918335 0.49964451789855957 216.5845184326172 0.15554234385490417 272.7113037109375 0.2073628306388855 0.84764767 0.28436771035194397 True
|
| 14 |
+
12 35841 30.70222759246826 0.527484655380249 231.41879272460938 0.22703546285629272 272.37481689453125 0.20858699083328247 0.8533414 0.2602284848690033 True
|
| 15 |
+
13 38598 30.897369146347046 0.5072042942047119 200.2225341796875 0.210718035697937 272.12628173828125 0.20851726830005646 0.85852426 0.23545868694782257 True
|
| 16 |
+
14 41355 30.929583311080933 0.5135247707366943 202.58367919921875 0.14339956641197205 271.637939453125 0.20928794145584106 0.86508507 0.2271745800971985 True
|
| 17 |
+
15 44112 33.02308917045593 7.515156269073486 209.2822265625 0.14961834251880646 270.9941711425781 0.21078626811504364 0.8681647 0.21281975507736206 True
|
| 18 |
+
16 46869 30.150951147079468 0.4971451759338379 188.89410400390625 0.15300387144088745 271.025634765625 0.21054315567016602 0.8719695 0.2067674994468689 True
|
| 19 |
+
17 49626 29.99175786972046 0.49998021125793457 192.88531494140625 0.12512630224227905 270.8883361816406 0.21072901785373688 0.87254906 0.20478959381580353 True
|
| 20 |
+
18 52383 30.042622804641724 0.4898707866668701 285.29412841796875 0.161225825548172 270.7585754394531 0.21103940904140472 0.87003064 0.2052878588438034 False
|
| 21 |
+
19 55140 29.95675301551819 0.4949774742126465 278.40850830078125 0.17721068859100342 270.87677001953125 0.21050342917442322 0.87096477 0.2054539918899536 False
|
ENCSR260UJJ/cherimoya.fold_4.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
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|
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|
|
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|
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|
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|
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|
|
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|
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|
|
|
|
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|
|
|
|
|
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|
|
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|
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|
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|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
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|
| 4 |
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"batch_size": 64,
|
| 5 |
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"chroms": [
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| 6 |
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"chr10",
|
| 7 |
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"chr18"
|
| 8 |
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| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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"early_stopping": 20,
|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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],
|
| 16 |
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|
| 17 |
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|
| 18 |
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"loci": [
|
| 19 |
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|
| 20 |
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"valid_peaks.fold_4.bed"
|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_4.torch",
|
| 28 |
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"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_4",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_4.bed",
|
| 37 |
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"valid_nonpeaks.fold_4.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
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"performance_filename": "cherimoya.fold_4.performance.tsv",
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| 42 |
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"sequences": "hg38.fa",
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| 47 |
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| 48 |
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"ENCFF493BVO.bigWig"
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| 49 |
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],
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| 50 |
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| 52 |
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| 53 |
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"chr1",
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| 55 |
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"chr8",
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"chr12",
|
| 63 |
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"chr14",
|
| 64 |
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"chr15",
|
| 65 |
+
"chr16",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr22",
|
| 68 |
+
"chrY"
|
| 69 |
+
],
|
| 70 |
+
"validation_chroms": [
|
| 71 |
+
"chr10",
|
| 72 |
+
"chr18"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR324SGE/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
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|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
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"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr8",
|
| 7 |
+
"chr20"
|
| 8 |
+
],
|
| 9 |
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"controls": null,
|
| 10 |
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"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 |
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"in_window": 2114,
|
| 18 |
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"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 |
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"performance_filename": "cherimoya.fold_0.performance.tsv",
|
| 42 |
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"random_state": null,
|
| 43 |
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"residual_scale": 0.15,
|
| 44 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF444AFX.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
+
"chr2",
|
| 54 |
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"chr4",
|
| 55 |
+
"chr5",
|
| 56 |
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"chr7",
|
| 57 |
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"chr9",
|
| 58 |
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"chr10",
|
| 59 |
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"chr11",
|
| 60 |
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"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 |
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"validation_chroms": [
|
| 74 |
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"chr8",
|
| 75 |
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"chr20"
|
| 76 |
+
],
|
| 77 |
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"verbose": true
|
| 78 |
+
}
|
ENCSR324SGE/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": ["ENCFF444AFX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR324SGE/cherimoya.fold_0.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 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 |
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0 2218 28.393365144729614 18.348974227905273 138.62937927246094 1.0727564096450806 247.19309997558594 0.144990012049675 0.60083836 5.003173351287842 True
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1 4436 24.538305521011353 1.408106803894043 195.8773651123047 0.8672980070114136 224.35610961914062 0.2079688012599945 0.72009254 2.5185256004333496 True
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| 5 |
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| 6 |
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| 9 |
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7 17744 24.620192050933838 16.634378910064697 170.58912658691406 0.8607897162437439 210.57528686523438 0.237322136759758 0.7919882 0.7277272939682007 True
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| 10 |
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8 19962 24.10910177230835 0.4580652713775635 189.53326416015625 0.7454648017883301 209.6673126220703 0.2410908341407776 0.79610467 0.7062754034996033 True
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| 11 |
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11 26616 23.994304418563843 0.45892906188964844 196.65475463867188 0.6167690753936768 208.17861938476562 0.24543796479701996 0.8161541 0.5624225735664368 True
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12 28834 24.040535926818848 0.46463704109191895 167.92013549804688 0.6289867758750916 207.7134552001953 0.2460889220237732 0.82240903 0.5330141186714172 True
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14 33270 23.988666534423828 0.4708232879638672 190.55125427246094 0.637136697769165 206.43243408203125 0.25005680322647095 0.8320123 0.49053043127059937 True
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15 35488 23.99995183944702 3.067905902862549 152.04083251953125 0.4337536096572876 206.48829650878906 0.24917709827423096 0.8359035 0.4771636128425598 True
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| 19 |
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17 39924 24.020946979522705 0.46689319610595703 197.18777465820312 0.3959590196609497 206.17733764648438 0.25033167004585266 0.8371592 0.46975451707839966 False
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| 20 |
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| 21 |
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|
ENCSR324SGE/cherimoya.fold_0.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
206.4149627685547 0.5301069617271423 0.24947620928287506 0.06857019662857056 0.8380914926528931 0.7839112877845764 0.46979910135269165
|
ENCSR324SGE/cherimoya.fold_1.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 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 2189 28.189408540725708 3.661965847015381 196.2327880859375 0.8806418776512146 304.3712463378906 0.15927015244960785 0.6041034 6.353775978088379 True
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| 3 |
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1 4378 24.17719316482544 0.6273386478424072 178.22891235351562 1.1429417133331299 275.47216796875 0.22778022289276123 0.7309655 3.37736439704895 True
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| 4 |
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2 6567 24.116816759109497 0.6013014316558838 189.7269287109375 0.7694877982139587 267.4297180175781 0.24400335550308228 0.7559414 2.098330020904541 True
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3 8756 24.122928142547607 0.600212574005127 258.5490417480469 1.4177948236465454 263.1660461425781 0.24959799647331238 0.7688234 1.483769178390503 True
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| 6 |
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4 10945 24.10430932044983 0.5865828990936279 171.85365295410156 0.8061397075653076 260.65875244140625 0.2543173134326935 0.7785878 1.2255017757415771 True
|
| 7 |
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5 13134 24.18920588493347 0.6001191139221191 176.13961791992188 0.7800170183181763 259.3712463378906 0.2570260167121887 0.7856759 1.0710456371307373 True
|
| 8 |
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6 15323 24.133412837982178 0.6033520698547363 200.72262573242188 0.7500616908073425 258.53326416015625 0.25841274857521057 0.7929311 1.0246083736419678 True
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| 9 |
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7 17512 23.973053693771362 0.5966804027557373 231.07485961914062 0.7653601169586182 257.7890625 0.2595841586589813 0.7988691 0.967623770236969 True
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| 10 |
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8 19701 23.693300008773804 0.6038544178009033 181.86903381347656 0.6866326332092285 256.81597900390625 0.261403888463974 0.8102997 0.8395839333534241 True
|
| 11 |
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9 21890 23.684037685394287 0.6023669242858887 182.30043029785156 0.6181423664093018 254.67794799804688 0.26691433787345886 0.8208176 0.7329065203666687 True
|
| 12 |
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10 24079 23.696985483169556 0.5871949195861816 150.3317413330078 0.7043798565864563 254.5026092529297 0.2668672502040863 0.829148 0.6613932251930237 True
|
| 13 |
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11 26268 23.666139364242554 2.205540180206299 182.4234619140625 0.524287760257721 252.98191833496094 0.2714526057243347 0.8349887 0.6370489001274109 True
|
| 14 |
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12 28457 23.648834943771362 0.5947461128234863 158.56968688964844 0.45392096042633057 252.54232788085938 0.2714833617210388 0.8429257 0.5670488476753235 True
|
| 15 |
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13 30646 23.65273427963257 0.5948166847229004 145.45249938964844 0.4856191873550415 252.2476348876953 0.27253618836402893 0.84668505 0.5385026931762695 True
|
| 16 |
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14 32835 23.670835256576538 0.6000831127166748 170.05221557617188 0.4433028995990753 251.4142303466797 0.27404406666755676 0.851485 0.517303466796875 True
|
| 17 |
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15 35024 23.68955683708191 2.25366473197937 161.39031982421875 0.46288907527923584 251.16720581054688 0.2748284339904785 0.8560497 0.5018259286880493 True
|
| 18 |
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16 37213 23.695858240127563 0.5915679931640625 153.6696319580078 0.3291803002357483 250.574462890625 0.27608561515808105 0.8581765 0.4986831247806549 True
|
| 19 |
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17 39402 23.690179109573364 0.5985605716705322 170.7220001220703 0.2628669738769531 250.77459716796875 0.2753668427467346 0.85625374 0.5057982206344604 False
|
| 20 |
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18 41591 23.693277835845947 0.5901937484741211 169.54327392578125 0.3541003465652466 251.6385040283203 0.2719048857688904 0.8546873 0.5091648697853088 False
|
| 21 |
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19 43780 23.678600788116455 0.5855135917663574 164.9044952392578 0.3943891227245331 251.3258056640625 0.27398058772087097 0.8538793 0.5123361945152283 False
|
ENCSR324SGE/cherimoya.fold_2.evaluate.json
ADDED
|
@@ -0,0 +1,76 @@
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|
|
|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
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"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
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"chroms": [
|
| 6 |
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"chr22",
|
| 7 |
+
"chr7"
|
| 8 |
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],
|
| 9 |
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"controls": null,
|
| 10 |
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"device": "cuda",
|
| 11 |
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"dtype": "bfloat16",
|
| 12 |
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"early_stopping": 20,
|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
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"expansion": 2,
|
| 17 |
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"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
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"train_peaks.fold_2.bed",
|
| 20 |
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"valid_peaks.fold_2.bed"
|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_2.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
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"muon_wd": 0.03,
|
| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_2",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_2.bed",
|
| 37 |
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"valid_nonpeaks.fold_2.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_2.performance.tsv",
|
| 42 |
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"random_state": null,
|
| 43 |
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"residual_scale": 0.15,
|
| 44 |
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"reverse_complement": false,
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| 45 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF444AFX.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr10",
|
| 61 |
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"chr13",
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| 62 |
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"chr14",
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| 63 |
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"chr16",
|
| 64 |
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"chr17",
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| 65 |
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"chr18",
|
| 66 |
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"chr19",
|
| 67 |
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"chr20",
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| 68 |
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"chr21",
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| 69 |
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"chrX"
|
| 70 |
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|
| 71 |
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"validation_chroms": [
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| 72 |
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"chr22",
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| 73 |
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|
| 74 |
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| 75 |
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|
| 76 |
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|
ENCSR324SGE/cherimoya.fold_2.log
ADDED
|
@@ -0,0 +1,21 @@
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| 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 2360 29.99496340751648 4.277297496795654 165.59304809570312 0.8229321837425232 253.73785400390625 0.15190087258815765 0.59487116 4.641678810119629 True
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| 5 |
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3 9440 26.001599073410034 0.46085071563720703 218.95130920410156 0.6593953371047974 219.6861572265625 0.22711192071437836 0.76213366 1.0069645643234253 True
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4 11800 25.999012231826782 0.44943737983703613 170.59564208984375 0.8748534917831421 217.39939880371094 0.23378752171993256 0.7733985 0.8911265730857849 True
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| 7 |
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5 14160 26.029401063919067 1.1115269660949707 148.2290802001953 0.830046534538269 216.99554443359375 0.23411187529563904 0.7819522 0.9057306051254272 True
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| 8 |
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6 16520 25.972270250320435 0.45224881172180176 210.2896270751953 0.5926814675331116 216.35293579101562 0.23571054637432098 0.79028964 0.8238926529884338 True
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| 9 |
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7 18880 25.507373571395874 0.4498152732849121 147.1453857421875 0.5517684817314148 215.3152618408203 0.2387913167476654 0.79598224 0.7905170917510986 True
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| 10 |
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8 21240 25.48680806159973 0.48712158203125 164.89453125 0.7372163534164429 214.7703399658203 0.24124035239219666 0.8009256 0.7763879895210266 True
|
| 11 |
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9 23600 25.559235095977783 0.45003533363342285 181.84725952148438 0.6563204526901245 213.88600158691406 0.24388174712657928 0.80734223 0.7074428200721741 True
|
| 12 |
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10 25960 25.49006175994873 0.44945240020751953 132.18511962890625 0.5755117535591125 213.7498779296875 0.2432984560728073 0.815629 0.6511982679367065 True
|
| 13 |
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11 28320 25.531683683395386 1.4203975200653076 131.0143280029297 0.4333648085594177 212.8119354248047 0.24619771540164948 0.8212971 0.5879725217819214 True
|
| 14 |
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12 30680 25.64145302772522 0.4539015293121338 138.61282348632812 0.49103620648384094 212.1651611328125 0.24784694612026215 0.82804334 0.559898316860199 True
|
| 15 |
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13 33040 25.63147282600403 0.4657254219055176 150.03524780273438 0.5367158651351929 211.7833251953125 0.24896135926246643 0.8328101 0.5236280560493469 True
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| 16 |
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14 35400 25.63408064842224 0.45101356506347656 180.6837158203125 0.7438994646072388 211.61668395996094 0.24908852577209473 0.8363766 0.5022373795509338 True
|
| 17 |
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15 37760 25.71116805076599 20.685975074768066 205.236328125 0.35696113109588623 211.1314239501953 0.2503505349159241 0.8382956 0.480164110660553 True
|
| 18 |
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16 40120 25.607829570770264 0.4464411735534668 152.73004150390625 0.3051908314228058 211.29696655273438 0.24898530542850494 0.84009373 0.4694034457206726 True
|
| 19 |
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17 42480 25.62674617767334 0.4523043632507324 134.62010192871094 0.36938053369522095 211.24386596679688 0.24942313134670258 0.84025395 0.46763738989830017 True
|
| 20 |
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18 44840 25.70394992828369 0.4464569091796875 175.83370971679688 0.45202791690826416 211.22438049316406 0.24993081390857697 0.83815527 0.4684773087501526 False
|
| 21 |
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19 47200 25.708872318267822 0.45037293434143066 232.24391174316406 0.30472004413604736 211.65948486328125 0.24826645851135254 0.8374256 0.4722824990749359 False
|
ENCSR324SGE/cherimoya.fold_3.evaluate.json
ADDED
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@@ -0,0 +1,75 @@
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| 1 |
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{
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| 4 |
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|
| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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"controls": null,
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| 10 |
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"device": "cuda",
|
| 11 |
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"dtype": "bfloat16",
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| 12 |
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|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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],
|
| 16 |
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"expansion": 2,
|
| 17 |
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"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
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|
| 20 |
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|
| 21 |
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],
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| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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|
| 25 |
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"max_epochs": 20,
|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_3.torch",
|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_3",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
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| 36 |
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|
| 37 |
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|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF444AFX.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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|
| 52 |
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| 53 |
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| 54 |
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|
| 55 |
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|
| 56 |
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"chr4",
|
| 57 |
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"chr7",
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| 58 |
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"chr8",
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| 59 |
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"chr9",
|
| 60 |
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"chr11",
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| 61 |
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"chr12",
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| 62 |
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"chr13",
|
| 63 |
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"chr15",
|
| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr19",
|
| 67 |
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"chrX",
|
| 68 |
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"chrY"
|
| 69 |
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],
|
| 70 |
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"validation_chroms": [
|
| 71 |
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"chr6",
|
| 72 |
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"chr21"
|
| 73 |
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],
|
| 74 |
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"verbose": true
|
| 75 |
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}
|
ENCSR324SGE/cherimoya.fold_3.fit.json
ADDED
|
@@ -0,0 +1 @@
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|
|
|
|
|
|
| 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": ["ENCFF444AFX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR324SGE/cherimoya.fold_3.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 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 2247 28.689820051193237 4.271438121795654 144.33856201171875 0.7158937454223633 263.4279479980469 0.1574420928955078 0.5538527 6.161850452423096 True
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1 4494 24.89174747467041 0.47962522506713867 184.9821014404297 0.7436798810958862 237.91659545898438 0.2242586612701416 0.6991356 2.9853997230529785 True
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2 6741 24.8294620513916 0.458331823348999 168.2235870361328 0.7221907377243042 232.43751525878906 0.23451396822929382 0.71838754 1.8309521675109863 True
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| 5 |
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3 8988 24.781005144119263 0.45348548889160156 167.28485107421875 0.7161492109298706 229.35935974121094 0.24034523963928223 0.7317676 1.3931396007537842 True
|
| 6 |
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4 11235 24.784037113189697 0.4656345844268799 179.23074340820312 0.710999608039856 227.79446411132812 0.24341081082820892 0.74710625 1.182879090309143 True
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10 24717 24.801320791244507 10.735034942626953 171.35711669921875 0.7125388383865356 223.2449188232422 0.25595587491989136 0.8009578 0.7224496006965637 True
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13 31458 24.247374534606934 0.4462738037109375 190.60476684570312 0.5031967163085938 221.25025939941406 0.26118090748786926 0.8182346 0.5955185890197754 True
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| 18 |
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16 38199 24.621713161468506 0.46165037155151367 145.07594299316406 0.43679386377334595 220.9392852783203 0.26091456413269043 0.8304459 0.5354505181312561 True
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18 42693 24.28848958015442 0.7297120094299316 203.34295654296875 0.3313491940498352 220.8199920654297 0.2614183723926544 0.83058935 0.5374278426170349 False
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| 21 |
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19 44940 24.316455364227295 15.531542539596558 164.6973114013672 0.4980270564556122 220.81930541992188 0.2613738775253296 0.82837594 0.5393787026405334 False
|
ENCSR324SGE/cherimoya.fold_3.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
220.7306671142578 0.520643413066864 0.2618069350719452 0.07165050506591797 0.8313444256782532 0.7893409729003906 0.5316237211227417
|
ENCSR324SGE/cherimoya.fold_4.log
ADDED
|
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|
| 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 2284 29.025232315063477 3.4623966217041016 186.7857666015625 0.7995419502258301 230.6019744873047 0.14275407791137695 0.5679392 4.688440322875977 True
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| 3 |
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1 4568 25.23775839805603 0.4549391269683838 185.47222900390625 0.9761345386505127 210.9482879638672 0.20030401647090912 0.7103549 2.655775785446167 True
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| 4 |
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2 6852 25.217292308807373 0.45099496841430664 169.66275024414062 0.6870361566543579 204.86387634277344 0.21451617777347565 0.7255311 1.5707781314849854 True
|
| 5 |
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3 9136 25.175995111465454 0.4555072784423828 199.9481658935547 0.8536120653152466 201.69175720214844 0.21887996792793274 0.7490124 1.0037275552749634 True
|
| 6 |
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9 22840 25.440181732177734 0.4486820697784424 195.60317993164062 0.5977016687393188 196.8269500732422 0.2315012663602829 0.7969574 0.6122108697891235 True
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11 27408 25.207414627075195 0.4612910747528076 158.29608154296875 0.5356003046035767 195.91943359375 0.23336000740528107 0.81134737 0.5425633788108826 True
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| 14 |
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12 29692 25.239168643951416 0.45888686180114746 217.7021942138672 0.5393525958061218 195.32066345214844 0.2352876365184784 0.81723946 0.5107237100601196 True
|
| 15 |
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13 31976 25.229739665985107 0.4593319892883301 187.45367431640625 0.40625977516174316 194.77769470214844 0.23685912787914276 0.8215871 0.48615244030952454 True
|
| 16 |
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14 34260 25.185206174850464 0.4600186347961426 193.79222106933594 0.48418962955474854 194.30226135253906 0.23823972046375275 0.8275503 0.4674745798110962 True
|
| 17 |
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15 36544 25.185410499572754 0.457017183303833 118.19294738769531 0.3577876091003418 194.29971313476562 0.23767712712287903 0.8310517 0.45628461241722107 True
|
| 18 |
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16 38828 25.255797386169434 0.45675015449523926 192.8167724609375 0.4372880458831787 194.21783447265625 0.23864929378032684 0.83343834 0.44983264803886414 True
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| 19 |
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17 41112 24.828405618667603 0.44627952575683594 147.43829345703125 0.41212406754493713 194.25222778320312 0.23846524953842163 0.8344547 0.44498658180236816 True
|
| 20 |
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18 43396 24.689772129058838 0.45143651962280273 150.23565673828125 0.418051540851593 194.2672576904297 0.23884107172489166 0.8333325 0.44527173042297363 False
|
| 21 |
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19 45680 24.70019006729126 0.45331525802612305 169.70252990722656 0.40385574102401733 194.2407684326172 0.23894892632961273 0.8325073 0.44753217697143555 False
|
ENCSR459AYS/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
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|
| 1 |
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{
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| 13 |
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| 14 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_0",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_0.bed",
|
| 37 |
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"valid_nonpeaks.fold_0.bed"
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| 38 |
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],
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| 39 |
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"num_workers": 1,
|
| 40 |
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| 41 |
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| 42 |
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| 44 |
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| 45 |
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| 46 |
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"sequences": "hg38.fa",
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| 47 |
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"signals": [
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| 48 |
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"ENCFF303NJL.bigWig"
|
| 49 |
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| 50 |
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| 51 |
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|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr2",
|
| 54 |
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"chr4",
|
| 55 |
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"chr5",
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| 56 |
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"chr7",
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| 57 |
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"chr9",
|
| 58 |
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"chr10",
|
| 59 |
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"chr11",
|
| 60 |
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"chr12",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr15",
|
| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr18",
|
| 67 |
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"chr19",
|
| 68 |
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"chr21",
|
| 69 |
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"chr22",
|
| 70 |
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"chrX",
|
| 71 |
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"chrY"
|
| 72 |
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],
|
| 73 |
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"validation_chroms": [
|
| 74 |
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"chr8",
|
| 75 |
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"chr20"
|
| 76 |
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],
|
| 77 |
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"verbose": true
|
| 78 |
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}
|
ENCSR459AYS/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": ["ENCFF303NJL.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR459AYS/cherimoya.fold_0.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
480.158447265625 0.22410181164741516 0.739701509475708 0.3096396028995514 0.7664315700531006 0.703520655632019 0.3555661141872406
|
ENCSR459AYS/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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"chr17"
|
| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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|
| 13 |
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|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_1",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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|
| 37 |
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|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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|
| 41 |
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|
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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"training_chroms": [
|
| 53 |
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|
| 54 |
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|
| 55 |
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"chr4",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr7",
|
| 59 |
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"chr10",
|
| 60 |
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"chr11",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr15",
|
| 64 |
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"chr18",
|
| 65 |
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"chr19",
|
| 66 |
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"chr20",
|
| 67 |
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"chr21",
|
| 68 |
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"chr22",
|
| 69 |
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"chrX",
|
| 70 |
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"chrY"
|
| 71 |
+
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|
| 72 |
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"validation_chroms": [
|
| 73 |
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"chr12",
|
| 74 |
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|
| 75 |
+
],
|
| 76 |
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"verbose": true
|
| 77 |
+
}
|
ENCSR459AYS/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": ["ENCFF303NJL.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR459AYS/cherimoya.fold_1.log
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
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|
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|
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|
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|
|
| 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 2808 36.889564990997314 3.814570426940918 493.06024169921875 0.5792295336723328 687.45068359375 0.5405087471008301 0.6008661 6.596150875091553 True
|
| 3 |
+
1 5616 30.6528377532959 1.173069715499878 418.47576904296875 0.6314966082572937 570.0812377929688 0.6924790143966675 0.67564386 2.095752000808716 True
|
| 4 |
+
2 8424 30.617584943771362 4.227202653884888 439.8322448730469 0.460605263710022 549.7255859375 0.7101516723632812 0.6861029 0.8692447543144226 True
|
| 5 |
+
3 11232 30.55759334564209 0.802398681640625 412.4979248046875 0.534839391708374 539.5432739257812 0.7192240953445435 0.7034614 0.6440284252166748 True
|
| 6 |
+
4 14040 30.69576334953308 41.93082666397095 408.5792541503906 0.5288690328598022 535.0499877929688 0.7238354086875916 0.71159035 0.6029852032661438 True
|
| 7 |
+
5 16848 33.09922170639038 0.7494852542877197 450.8507995605469 0.35150420665740967 532.1856079101562 0.7268511652946472 0.717317 0.5074515342712402 True
|
| 8 |
+
6 19656 30.62740421295166 0.7553043365478516 424.6751708984375 0.6480023860931396 529.6976928710938 0.729651927947998 0.7260277 0.4766329228878021 True
|
| 9 |
+
7 22464 30.694655895233154 25.631736278533936 397.96661376953125 0.47967588901519775 527.0337524414062 0.7325165867805481 0.733465 0.43093380331993103 True
|
| 10 |
+
8 25272 31.09538197517395 0.7679040431976318 469.3838195800781 0.5119485259056091 525.5201416015625 0.7347244024276733 0.7363781 0.43121659755706787 True
|
| 11 |
+
9 28080 31.715435028076172 1.5696804523468018 415.8525390625 0.36601993441581726 522.2835083007812 0.7377464175224304 0.7425553 0.4128955602645874 True
|
| 12 |
+
10 30888 30.803505182266235 0.7443406581878662 409.626220703125 0.31587010622024536 520.2932739257812 0.7399624586105347 0.7537115 0.38407301902770996 True
|
| 13 |
+
11 33696 30.592939615249634 0.747819185256958 457.459228515625 0.4163731634616852 517.5148315429688 0.7426136136054993 0.762143 0.3696157932281494 True
|
| 14 |
+
12 36504 30.553450107574463 0.7414247989654541 440.79766845703125 0.32802876830101013 515.2823486328125 0.7449037432670593 0.7707326 0.35413339734077454 True
|
| 15 |
+
13 39312 30.65576696395874 0.742255449295044 442.7386474609375 0.40916016697883606 513.1047973632812 0.7470280528068542 0.7808291 0.3392775058746338 True
|
| 16 |
+
14 42120 30.685678243637085 0.7510268688201904 382.1375732421875 0.36662742495536804 511.17584228515625 0.7487788200378418 0.78992724 0.3277301788330078 True
|
| 17 |
+
15 44928 30.67310357093811 2.204450845718384 391.048828125 0.24170926213264465 509.8909606933594 0.7498394250869751 0.7972862 0.3175491392612457 True
|
| 18 |
+
16 47736 30.70063281059265 0.7639803886413574 381.4462890625 0.25157952308654785 509.11395263671875 0.7503915429115295 0.80103886 0.30909961462020874 True
|
| 19 |
+
17 50544 30.76749038696289 0.7605695724487305 380.1567687988281 0.20700103044509888 509.0311584472656 0.7503432035446167 0.8025377 0.3095214366912842 True
|
| 20 |
+
18 53352 30.700138568878174 0.7684652805328369 385.7571105957031 0.3127763867378235 509.13800048828125 0.750113844871521 0.80368537 0.31018832325935364 True
|
| 21 |
+
19 56160 30.727720260620117 0.7492556571960449 439.08624267578125 0.3347339630126953 509.2517395019531 0.7498379349708557 0.801991 0.3122766315937042 False
|
ENCSR459AYS/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 |
+
509.13800048828125 0.21502861380577087 0.7501139044761658 0.3276827335357666 0.8036853671073914 0.7624703645706177 0.31018832325935364
|