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- ENCSR000EQJ/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EQJ/cherimoya.fold_0.fit.json +1 -0
- ENCSR000EQJ/cherimoya.fold_0.log +21 -0
- ENCSR000EQJ/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000EQJ/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000EQJ/cherimoya.fold_1.fit.json +1 -0
- ENCSR000EQJ/cherimoya.fold_1.log +21 -0
- ENCSR000EQJ/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000EQJ/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EQJ/cherimoya.fold_2.log +21 -0
- ENCSR000EQJ/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR000EQJ/cherimoya.fold_3.fit.json +1 -0
- ENCSR000EQJ/cherimoya.fold_3.log +21 -0
- ENCSR000EQJ/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR000EQJ/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR000EQJ/cherimoya.fold_4.log +21 -0
- ENCSR021YFW/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR021YFW/cherimoya.fold_0.log +21 -0
- ENCSR021YFW/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR021YFW/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR021YFW/cherimoya.fold_1.fit.json +1 -0
- ENCSR021YFW/cherimoya.fold_1.log +21 -0
- ENCSR021YFW/cherimoya.fold_2.fit.json +1 -0
- ENCSR021YFW/cherimoya.fold_2.log +21 -0
- ENCSR021YFW/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR021YFW/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR021YFW/cherimoya.fold_3.fit.json +1 -0
- ENCSR021YFW/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR021YFW/cherimoya.fold_4.fit.json +1 -0
- ENCSR021YFW/cherimoya.fold_4.log +21 -0
- ENCSR134BSY/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR134BSY/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR134BSY/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR134BSY/cherimoya.fold_3.log +21 -0
- ENCSR134BSY/cherimoya.fold_4.fit.json +1 -0
- ENCSR134BSY/cherimoya.fold_4.log +21 -0
- ENCSR239MQN/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR239MQN/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR239MQN/cherimoya.fold_2.fit.json +1 -0
- ENCSR362ZFC/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR362ZFC/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR362ZFC/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR362ZFC/cherimoya.fold_3.log +21 -0
- ENCSR362ZFC/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR362ZFC/cherimoya.fold_4.fit.json +1 -0
- ENCSR362ZFC/cherimoya.fold_4.log +21 -0
- ENCSR362ZFC/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR498RLX/cherimoya.fold_0.log +21 -0
- ENCSR498RLX/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR498RLX/cherimoya.fold_3.log +21 -0
ENCSR000EQJ/cherimoya.fold_0.evaluate.json
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{
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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"model": "cherimoya.fold_0.torch",
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"n_filters": 128,
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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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"negatives": [
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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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"ENCFF084VMN.bigWig"
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"training_chroms": [
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"chr2",
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"chr5",
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"chr11",
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"chrX",
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}
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ENCSR000EQJ/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": ["ENCFF084VMN.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000EQJ/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 2070 27.044350385665894 3.7972331047058105 1191.0648193359375 1.7803375720977783 1928.40380859375 0.24089354276657104 0.5153485 17.50998306274414 True
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2 6210 22.79000163078308 0.4034407138824463 1228.20703125 1.4207243919372559 1359.3992919921875 0.4666154384613037 0.6316246 5.545340061187744 False
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3 8280 22.771698474884033 0.4083528518676758 1032.7811279296875 1.576041579246521 1325.08154296875 0.4751688539981842 0.6505036 3.756054162979126 True
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4 10350 22.74264097213745 0.39557933807373047 1135.447265625 1.053971529006958 1307.330078125 0.483422189950943 0.6579178 3.038994312286377 True
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5 12420 22.72909379005432 0.6861743927001953 832.2073974609375 1.1623934507369995 1292.8897705078125 0.48903554677963257 0.6540884 2.2777116298675537 False
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7 16560 22.74799871444702 0.4051539897918701 1206.879150390625 1.1891828775405884 1279.3409423828125 0.4948805272579193 0.66687167 1.3641598224639893 True
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9 20700 22.751403093338013 0.39661240577697754 889.2323608398438 1.2278409004211426 1248.1727294921875 0.50574791431427 0.68292123 1.0909100770950317 True
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10 22770 22.755861043930054 0.39965343475341797 974.4262084960938 1.1029059886932373 1237.9034423828125 0.510084867477417 0.68949854 1.0612330436706543 True
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11 24840 22.750221490859985 0.40985941886901855 811.6378173828125 0.8986003398895264 1232.474609375 0.5130730867385864 0.6972066 1.0137171745300293 True
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12 26910 22.800966501235962 0.40547752380371094 909.9299926757812 0.6828771829605103 1211.386962890625 0.5212725400924683 0.7068427 0.9540410041809082 True
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13 28980 22.850012063980103 0.40511131286621094 1056.97216796875 1.0901176929473877 1209.5665283203125 0.5196994543075562 0.71525085 0.9114272594451904 True
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14 31050 22.748440980911255 0.4063844680786133 906.6643676757812 1.2116706371307373 1209.1563720703125 0.5191311240196228 0.72571325 0.8850583434104919 True
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| 17 |
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15 33120 22.75580382347107 0.40859055519104004 754.2706298828125 0.8740578889846802 1207.676025390625 0.5190094709396362 0.73269874 0.8610939979553223 True
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| 18 |
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16 35190 22.76837944984436 0.8595418930053711 1084.936767578125 0.8149093389511108 1205.048828125 0.5231899619102478 0.7390314 0.8347246646881104 True
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| 19 |
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17 37260 22.782123804092407 0.42052340507507324 844.5795288085938 0.6219490766525269 1203.433349609375 0.5220761299133301 0.7431944 0.8209156394004822 True
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18 39330 22.74879479408264 0.4141099452972412 764.231689453125 0.8076956868171692 1210.252685546875 0.5181246995925903 0.7449517 0.8201032280921936 True
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19 41400 22.764743089675903 0.4106168746948242 1038.420654296875 0.5152843594551086 1211.6270751953125 0.5174868106842041 0.74438995 0.8243897557258606 False
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ENCSR000EQJ/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 |
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1210.252685546875 0.30283910036087036 0.5181246995925903 0.24670535326004028 0.7449517250061035 0.6679576635360718 0.8201032280921936
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ENCSR000EQJ/cherimoya.fold_1.evaluate.json
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{
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| 2 |
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"adam_lr": 0.001,
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| 3 |
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| 4 |
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| 5 |
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"chroms": [
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"chr12",
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"chr17"
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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,
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| 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",
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| 20 |
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"valid_peaks.fold_1.bed"
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],
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| 22 |
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"lw_lr": 0.001,
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| 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,
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| 31 |
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"n_layers": 9,
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| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_1",
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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"
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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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"out_window": 1000,
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| 41 |
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"performance_filename": "cherimoya.fold_1.performance.tsv",
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| 42 |
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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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"ENCFF084VMN.bigWig"
|
| 49 |
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],
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| 50 |
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"skip": false,
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| 51 |
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"summits": false,
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| 52 |
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"training_chroms": [
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| 53 |
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"chr1",
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| 54 |
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"chr3",
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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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| 60 |
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"chr11",
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"chr13",
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"chr14",
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| 63 |
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"chr15",
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"chr18",
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"chr19",
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"chr20",
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| 67 |
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"chr21",
|
| 68 |
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"chr22",
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| 69 |
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"chrX",
|
| 70 |
+
"chrY"
|
| 71 |
+
],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
+
"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR000EQJ/cherimoya.fold_1.fit.json
ADDED
|
@@ -0,0 +1 @@
|
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| 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": ["ENCFF084VMN.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EQJ/cherimoya.fold_1.log
ADDED
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| 1 |
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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?
|
| 2 |
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ENCSR000EQJ/cherimoya.fold_1.performance.tsv
ADDED
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@@ -0,0 +1,2 @@
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| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
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1446.460693359375 0.28643500804901123 0.5318558216094971 0.2783310115337372 0.7760709524154663 0.719372034072876 0.8599284291267395
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ENCSR000EQJ/cherimoya.fold_2.fit.json
ADDED
|
@@ -0,0 +1 @@
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|
| 1 |
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{"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": ["ENCFF084VMN.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EQJ/cherimoya.fold_2.log
ADDED
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@@ -0,0 +1,21 @@
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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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0 2222 29.15363311767578 3.7285091876983643 1200.7232666015625 1.7628706693649292 2067.200439453125 0.26726922392845154 0.51447576 17.20492172241211 True
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ENCSR000EQJ/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
|
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ENCSR000EQJ/cherimoya.fold_3.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
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{"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": ["ENCFF084VMN.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EQJ/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 2129 28.09843635559082 3.805603265762329 769.4221801757812 2.19191837310791 2050.566650390625 0.26045432686805725 0.5188378 19.6904296875 True
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ENCSR000EQJ/cherimoya.fold_3.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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| 1 |
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
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1308.2294921875 0.2975449562072754 0.5180112719535828 0.2579341232776642 0.7435750961303711 0.6738461256027222 0.9039509892463684
|
ENCSR000EQJ/cherimoya.fold_4.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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ENCSR000EQJ/cherimoya.fold_4.log
ADDED
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@@ -0,0 +1,21 @@
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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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0 2141 28.198755025863647 5.8531174659729 875.68408203125 1.1535494327545166 1883.27734375 0.25186797976493835 0.49783126 17.058387756347656 True
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ENCSR021YFW/cherimoya.fold_0.evaluate.json
ADDED
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|
ENCSR021YFW/cherimoya.fold_0.log
ADDED
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@@ -0,0 +1,21 @@
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|
| 1 |
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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?
|
| 2 |
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ENCSR021YFW/cherimoya.fold_0.performance.tsv
ADDED
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@@ -0,0 +1,2 @@
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|
| 1 |
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
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ENCSR021YFW/cherimoya.fold_1.evaluate.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr12",
|
| 7 |
+
"chr17"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
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"device": "cuda",
|
| 11 |
+
"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 |
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"loci": [
|
| 19 |
+
"train_peaks.fold_1.bed",
|
| 20 |
+
"valid_peaks.fold_1.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
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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_1.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_1",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_1.bed",
|
| 37 |
+
"valid_nonpeaks.fold_1.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_1.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
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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 |
+
"ENCFF544UOM.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr3",
|
| 55 |
+
"chr4",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr7",
|
| 59 |
+
"chr10",
|
| 60 |
+
"chr11",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr15",
|
| 64 |
+
"chr18",
|
| 65 |
+
"chr19",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr21",
|
| 68 |
+
"chr22",
|
| 69 |
+
"chrX",
|
| 70 |
+
"chrY"
|
| 71 |
+
],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
+
"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR021YFW/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": ["ENCFF544UOM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR021YFW/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 2402 30.929723262786865 4.462075233459473 823.1100463867188 1.2630698680877686 2015.621337890625 0.26101958751678467 0.5243191 16.697307586669922 True
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16 40834 26.093868017196655 0.6929178237915039 960.85009765625 0.6222805976867676 1257.930908203125 0.4793213903903961 0.8094782 0.7808800935745239 True
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|
ENCSR021YFW/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": ["ENCFF544UOM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR021YFW/cherimoya.fold_2.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 2600 33.32406497001648 4.605780601501465 840.217041015625 1.3268969058990479 1679.501953125 0.2658022940158844 0.5053931 9.401928901672363 True
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|
| 6 |
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4 13000 28.624520778656006 1.107781171798706 1019.6851196289062 1.2303972244262695 1184.770263671875 0.41638267040252686 0.70245326 2.4117555618286133 True
|
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|
| 9 |
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| 10 |
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8 23400 28.08309054374695 0.5087664127349854 833.036376953125 1.108893632888794 1147.120849609375 0.4284275472164154 0.7318193 1.3361291885375977 True
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| 11 |
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|
| 12 |
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10 28600 28.103265285491943 0.5053930282592773 848.6106567382812 0.7415440082550049 1119.490478515625 0.4407946765422821 0.7475664 1.112015962600708 True
|
| 13 |
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|
| 14 |
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| 15 |
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14 39000 28.123647451400757 0.5435316562652588 886.2103271484375 0.6781798601150513 1083.6180419921875 0.453161358833313 0.7756537 0.7864387035369873 True
|
| 17 |
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15 41600 28.192145109176636 0.5103039741516113 693.7495727539062 0.7054868936538696 1079.5670166015625 0.45459604263305664 0.7808681 0.7598214149475098 True
|
| 18 |
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16 44200 28.161781072616577 0.5075433254241943 1043.5894775390625 0.8246943950653076 1082.1939697265625 0.4534435272216797 0.7847794 0.7377603650093079 True
|
| 19 |
+
17 46800 28.195074796676636 0.5135736465454102 1063.1121826171875 0.7366712093353271 1080.4061279296875 0.45477941632270813 0.7864354 0.7276574373245239 True
|
| 20 |
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18 49400 28.154503107070923 0.5076775550842285 844.8251342773438 0.3354613184928894 1081.6973876953125 0.4541156589984894 0.78441185 0.7268552780151367 False
|
| 21 |
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19 52000 28.122362852096558 0.504429817199707 776.959228515625 0.4924703538417816 1083.6204833984375 0.4531621038913727 0.78625464 0.7288773059844971 False
|
ENCSR021YFW/cherimoya.fold_2.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
1080.4061279296875 0.3297733962535858 0.45477941632270813 0.23443983495235443 0.7864354252815247 0.7171720266342163 0.7276574373245239
|
ENCSR021YFW/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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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 |
+
"chr6",
|
| 7 |
+
"chr21"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_3.bed",
|
| 20 |
+
"valid_peaks.fold_3.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
+
"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"model": "cherimoya.fold_3.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_3",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_3.bed",
|
| 37 |
+
"valid_nonpeaks.fold_3.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_3.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
+
"reverse_complement": false,
|
| 45 |
+
"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF544UOM.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 |
+
}
|
ENCSR021YFW/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": ["ENCFF544UOM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR021YFW/cherimoya.fold_4.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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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": [
|
| 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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"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 |
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],
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| 16 |
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|
| 17 |
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"in_window": 2114,
|
| 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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"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_4.torch",
|
| 28 |
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"muon_lr": 0.025,
|
| 29 |
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"muon_wd": 0.03,
|
| 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_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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"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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"ENCFF544UOM.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 |
+
"chrY"
|
| 69 |
+
],
|
| 70 |
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"validation_chroms": [
|
| 71 |
+
"chr10",
|
| 72 |
+
"chr18"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR021YFW/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": ["ENCFF544UOM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR021YFW/cherimoya.fold_4.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 2496 32.107789516448975 3.801298141479492 793.3616943359375 1.013034462928772 1530.99853515625 0.26703307032585144 0.49692857 13.278882026672363 True
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2 7488 27.42555809020996 0.4713134765625 1283.9888916015625 1.1251657009124756 1172.4329833984375 0.3994465172290802 0.63227624 3.9674320220947266 False
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| 5 |
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3 9984 27.409178256988525 0.47449398040771484 722.85400390625 1.2787595987319946 1136.2076416015625 0.41204744577407837 0.642929 3.519580125808716 True
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5 14976 27.41876530647278 0.47805356979370117 970.5742797851562 1.1386778354644775 1102.617919921875 0.42427244782447815 0.66994333 2.5306897163391113 True
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6 17472 27.450562477111816 0.48024725914001465 1003.9708862304688 1.058020830154419 1089.42724609375 0.4310816824436188 0.6750718 2.259812831878662 True
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| 9 |
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7 19968 27.43010115623474 0.47945380210876465 845.1516723632812 0.877278745174408 1086.8345947265625 0.4325864911079407 0.6801465 1.7531901597976685 True
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8 22464 27.436874628067017 0.4884634017944336 939.0491943359375 1.0275782346725464 1078.8885498046875 0.43583112955093384 0.6882415 1.4840080738067627 True
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| 11 |
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9 24960 27.453599214553833 0.8307714462280273 785.4232788085938 0.8709145188331604 1072.264892578125 0.4370458424091339 0.70285314 1.3414335250854492 True
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| 12 |
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10 27456 27.427240133285522 0.46939778327941895 840.3021850585938 1.1851272583007812 1062.997314453125 0.4410629868507385 0.70948774 1.186937689781189 True
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15 39936 27.365253448486328 0.4713099002838135 811.2186889648438 0.7051289677619934 1022.919921875 0.45596736669540405 0.7529567 0.803812563419342 True
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16 42432 27.087109088897705 7.439943075180054 721.60693359375 0.562300980091095 1022.4281005859375 0.45639264583587646 0.75935286 0.7701162099838257 True
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| 19 |
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17 44928 26.9426007270813 0.4896235466003418 944.5242919921875 0.3879663050174713 1022.807861328125 0.4551919102668762 0.7631376 0.7550233602523804 True
|
| 20 |
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18 47424 26.988604307174683 0.48381996154785156 868.8726806640625 0.8505393862724304 1018.8096923828125 0.4590360224246979 0.76255876 0.7531898617744446 False
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| 21 |
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19 49920 27.024489402770996 0.9584188461303711 851.242919921875 0.42304742336273193 1022.4952392578125 0.4568806290626526 0.7634647 0.753365159034729 True
|
ENCSR134BSY/cherimoya.fold_0.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
230.43226623535156 0.5464569330215454 0.207253098487854 0.0536595955491066 0.8760669827461243 0.798171877861023 0.2651565968990326
|
ENCSR134BSY/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 |
+
281.4863586425781 0.5218573212623596 0.2382364124059677 0.07145336270332336 0.8879678845405579 0.8459702134132385 0.32526662945747375
|
ENCSR134BSY/cherimoya.fold_2.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
249.8652801513672 0.5356284976005554 0.22034038603305817 0.06420227885246277 0.8735784292221069 0.8228446841239929 0.28947940468788147
|
ENCSR134BSY/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 2763 34.41844820976257 6.3710691928863525 173.10910034179688 0.3818855285644531 293.628662109375 0.13762614130973816 0.6589927 4.035760879516602 True
|
| 3 |
+
1 5526 30.820039987564087 1.2838506698608398 212.34091186523438 0.34077197313308716 272.3076477050781 0.1796494871377945 0.73935425 1.9088258743286133 True
|
| 4 |
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2 8289 30.82068109512329 0.5299398899078369 196.46595764160156 0.22945573925971985 266.6282958984375 0.18766824901103973 0.745124 1.3940436840057373 True
|
| 5 |
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3 11052 30.788675546646118 0.5278213024139404 236.85812377929688 0.46816593408584595 264.2252197265625 0.19220620393753052 0.7500145 1.0037177801132202 True
|
| 6 |
+
4 13815 30.782976388931274 0.5365877151489258 168.35504150390625 0.4316096901893616 261.4761657714844 0.19577963650226593 0.7796814 0.7891942858695984 True
|
| 7 |
+
5 16578 30.730536937713623 0.5320696830749512 251.20492553710938 0.4964931309223175 259.8296203613281 0.19942598044872284 0.78912246 0.6869470477104187 True
|
| 8 |
+
6 19341 30.772714853286743 1.04831862449646 167.42776489257812 0.34031933546066284 258.0100402832031 0.20338785648345947 0.7917218 0.6223828196525574 True
|
| 9 |
+
7 22104 30.792418003082275 0.5273094177246094 188.75808715820312 0.32897982001304626 256.9669494628906 0.20599190890789032 0.80020463 0.5852983593940735 True
|
| 10 |
+
8 24867 30.81711769104004 0.5213911533355713 207.84141540527344 0.3234519362449646 256.25372314453125 0.20820093154907227 0.8088155 0.5467560887336731 True
|
| 11 |
+
9 27630 30.78938341140747 1.4270634651184082 237.3170166015625 0.5718826651573181 255.54295349121094 0.20975612103939056 0.81796557 0.5015634894371033 True
|
| 12 |
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10 30393 30.79139256477356 0.553314208984375 267.5400390625 0.49087655544281006 254.47218322753906 0.212197408080101 0.82479 0.4625796675682068 True
|
| 13 |
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11 33156 30.938171863555908 0.5396440029144287 199.7976531982422 0.49021947383880615 253.948486328125 0.21236145496368408 0.8318782 0.43920913338661194 True
|
| 14 |
+
12 35919 30.9572651386261 0.5368452072143555 174.21224975585938 0.2584633231163025 252.86094665527344 0.21495938301086426 0.83878165 0.4169735312461853 True
|
| 15 |
+
13 38682 30.900853872299194 0.5402226448059082 181.75723266601562 0.20029862225055695 252.5093536376953 0.2160094976425171 0.84504056 0.3998163938522339 True
|
| 16 |
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14 41445 30.924585342407227 0.5357518196105957 175.29827880859375 0.24676895141601562 251.55941772460938 0.21742773056030273 0.8514259 0.37888091802597046 True
|
| 17 |
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15 44208 30.940805912017822 0.5292375087738037 226.05545043945312 0.35539066791534424 250.3918914794922 0.2197868674993515 0.85786504 0.3586132824420929 True
|
| 18 |
+
16 46971 30.94309687614441 0.5265119075775146 176.12710571289062 0.23033407330513 250.27870178222656 0.21951039135456085 0.86096096 0.3431263267993927 True
|
| 19 |
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17 49734 30.945079565048218 0.5201015472412109 206.66766357421875 0.29501357674598694 250.34027099609375 0.21949593722820282 0.86462116 0.33523982763290405 True
|
| 20 |
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18 52497 30.925368070602417 0.522777795791626 178.34381103515625 0.2600007653236389 250.5438690185547 0.21905718743801117 0.8635438 0.33226415514945984 False
|
| 21 |
+
19 55260 30.93842053413391 0.5370762348175049 236.23074340820312 0.21910488605499268 250.62814331054688 0.21848507225513458 0.86393553 0.3327481150627136 False
|
ENCSR134BSY/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": ["ENCFF517EIH.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR134BSY/cherimoya.fold_4.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 2741 34.47172522544861 4.365090608596802 215.16375732421875 0.494247704744339 236.5105438232422 0.12129343301057816 0.6753142 3.0973963737487793 True
|
| 3 |
+
1 5482 30.609673738479614 0.6378870010375977 223.69825744628906 0.5549255013465881 220.81533813476562 0.1584092527627945 0.7400085 1.1177459955215454 True
|
| 4 |
+
2 8223 30.615219116210938 1.8179409503936768 207.95858764648438 0.4388737976551056 217.80929565429688 0.16305281221866608 0.7445974 0.7281159162521362 True
|
| 5 |
+
3 10964 30.579057693481445 11.235529661178589 173.93572998046875 0.4159461557865143 215.30621337890625 0.16780531406402588 0.7659533 0.5211998820304871 True
|
| 6 |
+
4 13705 30.58845329284668 0.6946966648101807 171.49298095703125 0.35833632946014404 212.75204467773438 0.1728184074163437 0.7888585 0.44327446818351746 True
|
| 7 |
+
5 16446 30.683483362197876 0.6231405735015869 151.26705932617188 0.3015155792236328 211.505126953125 0.17561666667461395 0.79359484 0.43031206727027893 True
|
| 8 |
+
6 19187 30.66846513748169 0.6234524250030518 221.40716552734375 0.4278457760810852 210.95924377441406 0.17787012457847595 0.8014678 0.40125569701194763 True
|
| 9 |
+
7 21928 30.618244886398315 0.6222338676452637 140.87701416015625 0.4037005305290222 209.91539001464844 0.17959566414356232 0.8130831 0.3590680658817291 True
|
| 10 |
+
8 24669 30.624698162078857 0.6301224231719971 127.236328125 0.40983518958091736 209.15611267089844 0.18167820572853088 0.8191294 0.3407590985298157 True
|
| 11 |
+
9 27410 30.599812507629395 0.6266252994537354 209.02694702148438 0.3616326153278351 208.49867248535156 0.1831161230802536 0.8275135 0.324436753988266 True
|
| 12 |
+
10 30151 30.54210638999939 0.6089365482330322 222.94772338867188 0.33897772431373596 207.80557250976562 0.18442212045192719 0.8319377 0.31045442819595337 True
|
| 13 |
+
11 32892 30.6155526638031 0.6261522769927979 224.07415771484375 0.23969727754592896 207.20230102539062 0.1863137185573578 0.84145087 0.2918177545070648 True
|
| 14 |
+
12 35633 30.601637363433838 0.6387138366699219 219.8672332763672 0.365913987159729 206.9089813232422 0.18686717748641968 0.8456807 0.28110092878341675 True
|
| 15 |
+
13 38374 30.559295654296875 0.6117198467254639 206.19720458984375 0.2628830671310425 206.33848571777344 0.1891694813966751 0.85196465 0.26832929253578186 True
|
| 16 |
+
14 41115 30.53099298477173 0.6341657638549805 218.61962890625 0.4877394735813141 206.11341857910156 0.1891901195049286 0.8566939 0.2556344270706177 True
|
| 17 |
+
15 43856 30.6019344329834 0.6064610481262207 242.59835815429688 0.28441810607910156 205.7122344970703 0.190195694565773 0.8597545 0.2467517852783203 True
|
| 18 |
+
16 46597 30.618889570236206 0.6168918609619141 158.189208984375 0.304360568523407 205.3177947998047 0.19103297591209412 0.86312747 0.24122117459774017 True
|
| 19 |
+
17 49338 30.565760135650635 0.6182780265808105 169.20486450195312 0.2765207886695862 205.17318725585938 0.1914345920085907 0.86516416 0.23713399469852448 True
|
| 20 |
+
18 52079 30.54136061668396 0.5994491577148438 159.680908203125 0.16774466633796692 205.44992065429688 0.1906661093235016 0.8647615 0.23879626393318176 False
|
| 21 |
+
19 54820 30.57761836051941 0.6079447269439697 144.64646911621094 0.1345653235912323 205.52529907226562 0.19072064757347107 0.8632601 0.23996637761592865 False
|
ENCSR239MQN/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
|
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|
|
|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr8",
|
| 7 |
+
"chr20"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_0.bed",
|
| 20 |
+
"valid_peaks.fold_0.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
+
"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"model": "cherimoya.fold_0.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_0",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_0.bed",
|
| 37 |
+
"valid_nonpeaks.fold_0.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_0.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
+
"reverse_complement": false,
|
| 45 |
+
"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF363PCM.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr2",
|
| 54 |
+
"chr4",
|
| 55 |
+
"chr5",
|
| 56 |
+
"chr7",
|
| 57 |
+
"chr9",
|
| 58 |
+
"chr10",
|
| 59 |
+
"chr11",
|
| 60 |
+
"chr12",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr15",
|
| 64 |
+
"chr16",
|
| 65 |
+
"chr17",
|
| 66 |
+
"chr18",
|
| 67 |
+
"chr19",
|
| 68 |
+
"chr21",
|
| 69 |
+
"chr22",
|
| 70 |
+
"chrX",
|
| 71 |
+
"chrY"
|
| 72 |
+
],
|
| 73 |
+
"validation_chroms": [
|
| 74 |
+
"chr8",
|
| 75 |
+
"chr20"
|
| 76 |
+
],
|
| 77 |
+
"verbose": true
|
| 78 |
+
}
|
ENCSR239MQN/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
|
|
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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 |
+
"chr12",
|
| 7 |
+
"chr17"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_1.bed",
|
| 20 |
+
"valid_peaks.fold_1.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
+
"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"model": "cherimoya.fold_1.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_1",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_1.bed",
|
| 37 |
+
"valid_nonpeaks.fold_1.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_1.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
+
"reverse_complement": false,
|
| 45 |
+
"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF363PCM.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr3",
|
| 55 |
+
"chr4",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr7",
|
| 59 |
+
"chr10",
|
| 60 |
+
"chr11",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr15",
|
| 64 |
+
"chr18",
|
| 65 |
+
"chr19",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr21",
|
| 68 |
+
"chr22",
|
| 69 |
+
"chrX",
|
| 70 |
+
"chrY"
|
| 71 |
+
],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
+
"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR239MQN/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": ["ENCFF363PCM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR362ZFC/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
|
|
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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 |
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|
| 8 |
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| 9 |
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| 10 |
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| 11 |
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|
| 13 |
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|
| 14 |
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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_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"
|
| 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_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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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF022CQQ.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 |
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"chr4",
|
| 55 |
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"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 |
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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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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
ENCSR362ZFC/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
| 1 |
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| 4 |
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| 5 |
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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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| 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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"lw_lr": 0.001,
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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_1.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_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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"valid_nonpeaks.fold_1.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_1.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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"ENCFF022CQQ.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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"chr3",
|
| 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 |
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|
| 76 |
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"verbose": true
|
| 77 |
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}
|
ENCSR362ZFC/cherimoya.fold_2.evaluate.json
ADDED
|
@@ -0,0 +1,76 @@
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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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|
|
|
|
|
|
|
|
|
|
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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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|
| 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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|
| 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_2",
|
| 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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|
| 42 |
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| 43 |
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| 44 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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"skip": false,
|
| 51 |
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| 52 |
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"training_chroms": [
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| 53 |
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| 54 |
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|
| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 59 |
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|
| 60 |
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| 61 |
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| 62 |
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|
| 63 |
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|
| 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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| 73 |
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|
| 74 |
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| 75 |
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|
| 76 |
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|
ENCSR362ZFC/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 2746 35.05759024620056 3.550398111343384 507.68927001953125 0.11631829291582108 609.2992553710938 0.27327194809913635 0.8395432 3.146623373031616 True
|
| 3 |
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1 5492 30.56109070777893 0.5382578372955322 551.34765625 0.11969691514968872 588.6614990234375 0.30986419320106506 0.8769635 0.46826204657554626 True
|
| 4 |
+
2 8238 30.63030171394348 0.510446310043335 672.2568969726562 0.08896304666996002 585.5771484375 0.31202226877212524 0.8905094 0.16064608097076416 True
|
| 5 |
+
3 10984 30.417879581451416 0.5245242118835449 606.4801025390625 0.04738609865307808 585.97119140625 0.3121877610683441 0.8845762 0.12582528591156006 False
|
| 6 |
+
4 13730 29.845527172088623 0.48111724853515625 519.2418212890625 0.06970302760601044 582.4127197265625 0.3161000609397888 0.8951621 0.10963510721921921 True
|
| 7 |
+
5 16476 29.870405435562134 0.4923083782196045 552.0526123046875 0.07752397656440735 580.7950439453125 0.31956833600997925 0.9012833 0.10134313255548477 True
|
| 8 |
+
6 19222 29.899819135665894 0.5266532897949219 605.0927734375 0.05630883574485779 580.0811157226562 0.32080647349357605 0.9052262 0.10784322768449783 True
|
| 9 |
+
7 21968 29.87861180305481 0.5066351890563965 585.732177734375 0.09381453692913055 579.9609985351562 0.32031938433647156 0.90866977 0.10332790017127991 True
|
| 10 |
+
8 24714 29.860994577407837 0.4908020496368408 512.6262817382812 0.06942752003669739 579.5401000976562 0.32166826725006104 0.9078937 0.1045987606048584 False
|
| 11 |
+
9 27460 29.87774109840393 0.5192818641662598 534.7329711914062 0.07729882746934891 578.1128540039062 0.32395678758621216 0.91329074 0.09692484885454178 True
|
| 12 |
+
10 30206 29.93566656112671 0.49828553199768066 550.55419921875 0.05679759755730629 577.9738159179688 0.3241088390350342 0.91541135 0.09262242913246155 True
|
| 13 |
+
11 32952 30.007757425308228 0.5052986145019531 539.767822265625 0.09368434548377991 576.78759765625 0.3266496956348419 0.9183304 0.09013565629720688 True
|
| 14 |
+
12 35698 29.988683938980103 0.4983992576599121 534.3540649414062 0.054411713033914566 576.68994140625 0.3268178105354309 0.91855717 0.08735387772321701 True
|
| 15 |
+
13 38444 30.00960874557495 0.5072057247161865 574.3035888671875 0.06929358839988708 576.5430297851562 0.3266671299934387 0.9220398 0.08021827787160873 True
|
| 16 |
+
14 41190 30.0546452999115 2.4883158206939697 554.4661254882812 0.08052442222833633 575.5924072265625 0.3288078308105469 0.92520744 0.07724856585264206 True
|
| 17 |
+
15 43936 30.19123888015747 0.629633903503418 528.8052978515625 0.06116090714931488 575.5064697265625 0.328161358833313 0.9269921 0.07219865173101425 True
|
| 18 |
+
16 46682 30.169182777404785 0.5367879867553711 565.7440185546875 0.04262899234890938 574.6605224609375 0.3300783932209015 0.92881626 0.06978994607925415 True
|
| 19 |
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17 49428 30.129449605941772 0.6025807857513428 558.8138427734375 0.04279477894306183 575.25146484375 0.32887670397758484 0.93169236 0.06780333817005157 True
|
| 20 |
+
18 52174 30.07578182220459 0.5613608360290527 506.01983642578125 0.031118134036660194 575.0830078125 0.3299873173236847 0.93198323 0.0667024552822113 True
|
| 21 |
+
19 54920 29.962646961212158 0.5236907005310059 548.7009887695312 0.042177654802799225 575.2731323242188 0.32961568236351013 0.93129885 0.0668795108795166 False
|
ENCSR362ZFC/cherimoya.fold_4.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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"chroms": [
|
| 6 |
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"chr10",
|
| 7 |
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"chr18"
|
| 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 |
+
"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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"train_peaks.fold_4.bed",
|
| 20 |
+
"valid_peaks.fold_4.bed"
|
| 21 |
+
],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_4.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
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"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 |
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"valid_nonpeaks.fold_4.bed"
|
| 38 |
+
],
|
| 39 |
+
"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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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF022CQQ.bigWig"
|
| 49 |
+
],
|
| 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 |
+
"chr3",
|
| 56 |
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"chr4",
|
| 57 |
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"chr5",
|
| 58 |
+
"chr6",
|
| 59 |
+
"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 |
+
"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 |
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"chr10",
|
| 72 |
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"chr18"
|
| 73 |
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],
|
| 74 |
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"verbose": true
|
| 75 |
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}
|
ENCSR362ZFC/cherimoya.fold_4.fit.json
ADDED
|
@@ -0,0 +1 @@
|
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|
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|
| 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": ["ENCFF022CQQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR362ZFC/cherimoya.fold_4.log
ADDED
|
@@ -0,0 +1,21 @@
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| 1 |
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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?
|
| 2 |
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ENCSR362ZFC/cherimoya.fold_4.performance.tsv
ADDED
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@@ -0,0 +1,2 @@
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|
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|
| 1 |
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
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565.4508056640625 0.40336301922798157 0.3215106427669525 0.13528762757778168 0.9479396343231201 0.9344499111175537 0.04682989418506622
|
ENCSR498RLX/cherimoya.fold_0.log
ADDED
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@@ -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 2735 35.90578556060791 4.176584959030151 327.7049560546875 0.42653560638427734 561.4047241210938 0.2861587703227997 0.69316936 3.972677707672119 True
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|
ENCSR498RLX/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 |
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484.49237060546875 0.402817964553833 0.3865920901298523 0.14713194966316223 0.8459340929985046 0.8216161727905273 0.25797218084335327
|
ENCSR498RLX/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 2747 35.41402530670166 3.7596945762634277 465.0926818847656 0.33420616388320923 558.5183715820312 0.2951347529888153 0.6651977 5.00238561630249 True
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| 19 |
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17 49446 30.15435767173767 0.5959506034851074 457.67852783203125 0.21038004755973816 480.5541687011719 0.3956458568572998 0.84105545 0.2842194139957428 True
|
| 20 |
+
18 52193 30.028716564178467 0.5595660209655762 402.43475341796875 0.17407995462417603 480.3343811035156 0.39567816257476807 0.84134203 0.28514766693115234 True
|
| 21 |
+
19 54940 29.890862703323364 0.5549178123474121 401.0428466796875 0.18291130661964417 480.9766540527344 0.3941771686077118 0.83957535 0.28640756011009216 False
|