Add files using upload-large-folder tool
Browse files- ENCSR237VSF/cherimoya.fold_0.log +21 -0
- ENCSR237VSF/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR237VSF/cherimoya.fold_1.log +21 -0
- ENCSR237VSF/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR237VSF/cherimoya.fold_2.fit.json +1 -0
- ENCSR237VSF/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR237VSF/cherimoya.fold_3.fit.json +1 -0
- ENCSR237VSF/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR237VSF/cherimoya.fold_4.fit.json +1 -0
- ENCSR237VSF/cherimoya.fold_4.log +21 -0
- ENCSR237VSF/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR539WBA/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR539WBA/cherimoya.fold_0.fit.json +1 -0
- ENCSR539WBA/cherimoya.fold_0.log +21 -0
- ENCSR539WBA/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR539WBA/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR539WBA/cherimoya.fold_1.fit.json +1 -0
- ENCSR539WBA/cherimoya.fold_1.log +21 -0
- ENCSR539WBA/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR539WBA/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR539WBA/cherimoya.fold_2.fit.json +1 -0
- ENCSR539WBA/cherimoya.fold_2.log +21 -0
- ENCSR539WBA/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR539WBA/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR539WBA/cherimoya.fold_3.fit.json +1 -0
- ENCSR539WBA/cherimoya.fold_3.log +21 -0
- ENCSR539WBA/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR539WBA/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR539WBA/cherimoya.fold_4.fit.json +1 -0
- ENCSR539WBA/cherimoya.fold_4.log +21 -0
- ENCSR539WBA/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR682ZZT/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR682ZZT/cherimoya.fold_0.log +21 -0
- ENCSR682ZZT/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR682ZZT/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR682ZZT/cherimoya.fold_1.fit.json +1 -0
- ENCSR682ZZT/cherimoya.fold_1.log +21 -0
- ENCSR682ZZT/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR682ZZT/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR682ZZT/cherimoya.fold_2.fit.json +1 -0
- ENCSR682ZZT/cherimoya.fold_2.log +21 -0
- ENCSR682ZZT/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR682ZZT/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR682ZZT/cherimoya.fold_3.fit.json +1 -0
- ENCSR682ZZT/cherimoya.fold_3.log +21 -0
- ENCSR682ZZT/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR682ZZT/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR682ZZT/cherimoya.fold_4.fit.json +1 -0
- ENCSR682ZZT/cherimoya.fold_4.log +21 -0
- ENCSR682ZZT/cherimoya.fold_4.performance.tsv +2 -0
ENCSR237VSF/cherimoya.fold_0.log
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ENCSR237VSF/cherimoya.fold_1.evaluate.json
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ENCSR237VSF/cherimoya.fold_1.log
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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?
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| 2 |
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ENCSR237VSF/cherimoya.fold_2.evaluate.json
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| 7 |
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"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 |
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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 |
+
"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 |
+
"model": "cherimoya.fold_2.torch",
|
| 28 |
+
"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_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 |
+
"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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"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 |
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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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"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 |
+
"chr14",
|
| 63 |
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"chr16",
|
| 64 |
+
"chr17",
|
| 65 |
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"chr18",
|
| 66 |
+
"chr19",
|
| 67 |
+
"chr20",
|
| 68 |
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"chr21",
|
| 69 |
+
"chrX"
|
| 70 |
+
],
|
| 71 |
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"validation_chroms": [
|
| 72 |
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"chr22",
|
| 73 |
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"chr7"
|
| 74 |
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|
| 75 |
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"verbose": true
|
| 76 |
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}
|
ENCSR237VSF/cherimoya.fold_2.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
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| 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": ["ENCFF048OAZ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR237VSF/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 |
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358.0743103027344 0.29147377610206604 0.6495245099067688 0.22821368277072906 0.8012335896492004 0.7509703040122986 0.25461044907569885
|
ENCSR237VSF/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": ["ENCFF048OAZ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR237VSF/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 |
+
351.384033203125 0.29084545373916626 0.650801420211792 0.22651536762714386 0.7828104496002197 0.7293403148651123 0.2668841779232025
|
ENCSR237VSF/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": ["ENCFF048OAZ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR237VSF/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 |
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0 1882 25.198927640914917 12.544899463653564 325.38458251953125 0.4624571204185486 472.2493591308594 0.4277324974536896 0.5749906 10.607929229736328 True
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| 5 |
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3 7528 20.76765727996826 0.37882208824157715 307.1123352050781 0.2712881565093994 366.40625 0.6251341700553894 0.6992364 0.4247072637081146 False
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4 9410 20.765239000320435 0.426800012588501 313.9044494628906 0.32276153564453125 363.8168029785156 0.6306400895118713 0.7149532 0.33537426590919495 True
|
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5 11292 20.348159790039062 0.39113593101501465 280.76177978515625 0.3930583596229553 362.09283447265625 0.634851336479187 0.72148573 0.3369240462779999 True
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| 8 |
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6 13174 20.35181975364685 0.3759651184082031 269.5063781738281 0.154854416847229 361.2353515625 0.6368740200996399 0.7205276 0.3460042476654053 False
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| 9 |
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| 11 |
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11 22584 20.431684732437134 0.3832366466522217 307.4100341796875 0.2804940640926361 356.1554260253906 0.6465161442756653 0.7558503 0.2897847592830658 True
|
| 14 |
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12 24466 20.373446226119995 0.37865114212036133 312.8873596191406 0.20355048775672913 355.37255859375 0.648349404335022 0.7671268 0.28035831451416016 True
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13 26348 20.408979177474976 0.3734142780303955 275.0078125 0.3137533366680145 354.6307678222656 0.6496113538742065 0.77413964 0.26908430457115173 True
|
| 16 |
+
14 28230 20.37961769104004 1.0706725120544434 307.869140625 0.2104276865720749 354.1157531738281 0.650765061378479 0.78237677 0.26409658789634705 True
|
| 17 |
+
15 30112 20.350236177444458 0.3712947368621826 284.25531005859375 0.2191789746284485 353.8523254394531 0.6513288021087646 0.791778 0.25883743166923523 True
|
| 18 |
+
16 31994 20.373558282852173 0.37331128120422363 277.3200988769531 0.20110057294368744 353.69439697265625 0.6516789793968201 0.7950883 0.25779345631599426 True
|
| 19 |
+
17 33876 20.36071538925171 1.5811166763305664 332.9520263671875 0.17991754412651062 353.79986572265625 0.6515005230903625 0.79734063 0.2589314579963684 True
|
| 20 |
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18 35758 20.327088594436646 1.1902751922607422 290.51995849609375 0.17319494485855103 353.9314880371094 0.6511456370353699 0.797768 0.26090213656425476 True
|
| 21 |
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19 37640 20.424679279327393 0.3743281364440918 269.9728088378906 0.08485061675310135 354.06402587890625 0.650746762752533 0.79613626 0.26417917013168335 False
|
ENCSR237VSF/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 |
+
353.9314880371094 0.29158201813697815 0.6511456370353699 0.22670570015907288 0.7977679967880249 0.7303820252418518 0.26090213656425476
|
ENCSR539WBA/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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"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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"chr8",
|
| 7 |
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"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 |
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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_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 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_0.torch",
|
| 28 |
+
"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 |
+
"train_nonpeaks.fold_0.bed",
|
| 37 |
+
"valid_nonpeaks.fold_0.bed"
|
| 38 |
+
],
|
| 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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"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
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"ENCFF858XXM.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 |
+
"chr7",
|
| 57 |
+
"chr9",
|
| 58 |
+
"chr10",
|
| 59 |
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"chr11",
|
| 60 |
+
"chr12",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"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 |
+
"chr8",
|
| 75 |
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"chr20"
|
| 76 |
+
],
|
| 77 |
+
"verbose": true
|
| 78 |
+
}
|
ENCSR539WBA/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": ["ENCFF858XXM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR539WBA/cherimoya.fold_0.log
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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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 2725 34.83401536941528 4.7293312549591064 960.6893310546875 0.8713008165359497 1119.4105224609375 0.3019947409629822 0.58977413 6.9039387702941895 True
|
| 3 |
+
1 5450 30.355715036392212 0.6199383735656738 639.6754760742188 1.1912412643432617 923.9529418945312 0.42169517278671265 0.6548159 3.7106902599334717 True
|
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ENCSR539WBA/cherimoya.fold_0.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
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785.9404296875 0.3190411329269409 0.5001726150512695 0.22028803825378418 0.7505836486816406 0.6852352619171143 0.6057348251342773
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ENCSR539WBA/cherimoya.fold_1.evaluate.json
ADDED
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@@ -0,0 +1,77 @@
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| 14 |
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| 27 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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],
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| 39 |
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| 40 |
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| 49 |
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| 59 |
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| 60 |
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| 62 |
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| 65 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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"chrY"
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| 72 |
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"chr12",
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| 76 |
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|
| 77 |
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|
ENCSR539WBA/cherimoya.fold_1.fit.json
ADDED
|
@@ -0,0 +1 @@
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|
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|
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|
| 1 |
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{"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": ["ENCFF858XXM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR539WBA/cherimoya.fold_1.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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|
ENCSR539WBA/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 |
+
916.1135864257812 0.3030344247817993 0.515051007270813 0.24527306854724884 0.774287760257721 0.7323417663574219 0.6224316954612732
|
ENCSR539WBA/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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"chr7"
|
| 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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"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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|
| 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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|
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|
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
+
"ENCFF858XXM.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr8",
|
| 59 |
+
"chr9",
|
| 60 |
+
"chr10",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr16",
|
| 64 |
+
"chr17",
|
| 65 |
+
"chr18",
|
| 66 |
+
"chr19",
|
| 67 |
+
"chr20",
|
| 68 |
+
"chr21",
|
| 69 |
+
"chrX"
|
| 70 |
+
],
|
| 71 |
+
"validation_chroms": [
|
| 72 |
+
"chr22",
|
| 73 |
+
"chr7"
|
| 74 |
+
],
|
| 75 |
+
"verbose": true
|
| 76 |
+
}
|
ENCSR539WBA/cherimoya.fold_2.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
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|
| 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": ["ENCFF858XXM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR539WBA/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 |
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0 2892 36.58228874206543 3.8894004821777344 747.9025268554688 0.8727337121963501 1185.583251953125 0.31223127245903015 0.58935636 6.433857440948486 True
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2 8676 32.26209354400635 0.5886471271514893 846.4888305664062 0.9045855402946472 955.8948364257812 0.43745729327201843 0.65893936 2.684941530227661 True
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3 11568 31.85856032371521 0.5678081512451172 838.5363159179688 1.2121763229370117 935.7205200195312 0.44781824946403503 0.66317755 2.6543381214141846 True
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5 17352 31.586249113082886 0.5713739395141602 870.0106201171875 0.9532725214958191 906.83837890625 0.4614897072315216 0.6734185 1.6994214057922363 False
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6 20244 31.525959491729736 0.5601906776428223 720.8167114257812 0.6623976230621338 897.159423828125 0.4674190580844879 0.6742871 1.7479280233383179 False
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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10 31812 31.52550506591797 0.5756113529205322 570.625 0.818313479423523 866.4467163085938 0.485790878534317 0.70032 1.2933087348937988 True
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11 34704 31.596803426742554 0.5718719959259033 614.1163330078125 0.6470295190811157 856.10205078125 0.4931420683860779 0.7095648 1.1119993925094604 True
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|
| 18 |
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16 49164 31.573259353637695 0.621910810470581 691.393798828125 0.5524160861968994 832.9226684570312 0.5053856372833252 0.73957783 0.68560391664505 True
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| 19 |
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17 52056 31.74122977256775 0.586514949798584 536.9456787109375 0.48109135031700134 833.2861938476562 0.505482017993927 0.7424375 0.644563615322113 True
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|
| 21 |
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19 57840 31.54724097251892 0.5833015441894531 459.3717346191406 0.6761982440948486 834.7210083007812 0.5050833225250244 0.74130404 0.6345572471618652 False
|
ENCSR539WBA/cherimoya.fold_2.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 |
+
833.2861938476562 0.31327012181282043 0.505482017993927 0.22978618741035461 0.742437481880188 0.6880282163619995 0.644563615322113
|
ENCSR539WBA/cherimoya.fold_3.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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"adam_wd": 0.0,
|
| 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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"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 |
+
],
|
| 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_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 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_3",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
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"train_nonpeaks.fold_3.bed",
|
| 37 |
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"valid_nonpeaks.fold_3.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_3.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 |
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"signals": [
|
| 48 |
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"ENCFF858XXM.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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"chr7",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr11",
|
| 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 |
+
],
|
| 70 |
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"validation_chroms": [
|
| 71 |
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"chr6",
|
| 72 |
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"chr21"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR539WBA/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": ["ENCFF858XXM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR539WBA/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 2764 35.65935468673706 3.871384859085083 753.5322265625 1.2569355964660645 1118.40576171875 0.3115888237953186 0.60741574 8.815874099731445 True
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| 14 |
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17 49752 30.178516387939453 0.5591981410980225 729.365478515625 0.6571415662765503 787.9498291015625 0.5031113028526306 0.76624775 0.6137212514877319 True
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18 52516 30.134204149246216 0.5753662586212158 601.1328125 0.4023416042327881 789.3392333984375 0.5025929808616638 0.76526576 0.6022801399230957 False
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|
ENCSR539WBA/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 |
+
787.9498291015625 0.3167210519313812 0.5031113624572754 0.22530071437358856 0.7662477493286133 0.7036142349243164 0.6137212514877319
|
ENCSR539WBA/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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|
| 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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"model": "cherimoya.fold_4.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_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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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF858XXM.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 |
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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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}
|
ENCSR539WBA/cherimoya.fold_4.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
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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": ["ENCFF858XXM.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR539WBA/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 |
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0 2820 36.21890926361084 3.9268462657928467 766.9956665039062 1.2111334800720215 1056.48486328125 0.30186545848846436 0.58277273 6.619998455047607 True
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| 5 |
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3 11280 31.65363097190857 0.6170051097869873 678.178466796875 0.7893656492233276 836.4326171875 0.44140952825546265 0.6550343 1.9755820035934448 True
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4 14100 31.56918954849243 0.6224350929260254 655.5596313476562 0.7886185050010681 820.5984497070312 0.4519720673561096 0.6581131 1.3898001909255981 True
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| 9 |
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| 19 |
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| 20 |
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|
ENCSR539WBA/cherimoya.fold_4.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
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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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755.3547973632812 0.3219678997993469 0.49518153071403503 0.21985527873039246 0.7329166531562805 0.6654066443443298 0.6142348647117615
|
ENCSR682ZZT/cherimoya.fold_0.evaluate.json
ADDED
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@@ -0,0 +1,78 @@
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|
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|
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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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|
| 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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"lw_lr": 0.001,
|
| 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_0.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_0",
|
| 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_0.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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|
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"performance_filename": "cherimoya.fold_0.performance.tsv",
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|
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF531SKB.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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"chr2",
|
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"chr4",
|
| 55 |
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"chr5",
|
| 56 |
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"chr7",
|
| 57 |
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"chr9",
|
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"chr10",
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| 59 |
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"chr11",
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"chr12",
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"chr13",
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"chr14",
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"chr15",
|
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr18",
|
| 67 |
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"chr19",
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| 68 |
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"chr21",
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| 69 |
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"chr22",
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| 70 |
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"chrX",
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| 71 |
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"chrY"
|
| 72 |
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],
|
| 73 |
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"validation_chroms": [
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"chr8",
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|
| 76 |
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],
|
| 77 |
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"verbose": true
|
| 78 |
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}
|
ENCSR682ZZT/cherimoya.fold_0.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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0 2738 33.74838614463806 26.978660345077515 541.626708984375 0.3935549557209015 791.9026489257812 0.27060186862945557 0.65218484 5.62482213973999 True
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| 19 |
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|
| 20 |
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18 52022 29.666249990463257 0.5696854591369629 601.1724853515625 0.2388351410627365 663.2230224609375 0.419828861951828 0.80066013 0.2954331040382385 True
|
| 21 |
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|
ENCSR682ZZT/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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663.2230224609375 0.36111217737197876 0.419828861951828 0.18221451342105865 0.8006601333618164 0.7450594305992126 0.2954331040382385
|
ENCSR682ZZT/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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| 1 |
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| 2 |
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| 5 |
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| 6 |
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| 13 |
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|
| 14 |
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| 16 |
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| 17 |
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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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|
| 32 |
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|
| 33 |
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"name": "cherimoya.fold_1",
|
| 34 |
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|
| 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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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF531SKB.bigWig"
|
| 49 |
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],
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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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|
| 54 |
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"chr3",
|
| 55 |
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"chr4",
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| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr7",
|
| 59 |
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"chr10",
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| 60 |
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"chr11",
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| 61 |
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| 62 |
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"chr14",
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| 63 |
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"chr15",
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| 64 |
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|
| 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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}
|
ENCSR682ZZT/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": ["ENCFF531SKB.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR682ZZT/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 |
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0 2723 34.772427558898926 6.884843111038208 549.9417724609375 0.6689381003379822 889.8753051757812 0.2711680829524994 0.6576716 5.943587303161621 True
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| 21 |
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19 54460 29.432968378067017 0.6797354221343994 512.5696411132812 0.2912196218967438 725.347900390625 0.43349188566207886 0.81844145 0.31250613927841187 False
|
ENCSR682ZZT/cherimoya.fold_1.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
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|
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|
|
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
724.968017578125 0.3492993116378784 0.43359798192977905 0.19271710515022278 0.8189179301261902 0.7787887454032898 0.31179067492485046
|
ENCSR682ZZT/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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"chr7"
|
| 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 |
+
],
|
| 16 |
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"expansion": 2,
|
| 17 |
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|
| 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 |
+
],
|
| 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 |
+
"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_2",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
+
"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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|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF531SKB.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"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 |
+
],
|
| 71 |
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"validation_chroms": [
|
| 72 |
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"chr22",
|
| 73 |
+
"chr7"
|
| 74 |
+
],
|
| 75 |
+
"verbose": true
|
| 76 |
+
}
|
ENCSR682ZZT/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": ["ENCFF531SKB.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR682ZZT/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 |
+
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ENCSR682ZZT/cherimoya.fold_2.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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668.468017578125 0.3594553768634796 0.42208319902420044 0.18105484545230865 0.7973064184188843 0.7456632852554321 0.3044711947441101
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ENCSR682ZZT/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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| 13 |
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| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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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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| 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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|
| 32 |
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|
| 33 |
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"name": "cherimoya.fold_3",
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| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
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| 36 |
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"train_nonpeaks.fold_3.bed",
|
| 37 |
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"valid_nonpeaks.fold_3.bed"
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| 38 |
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],
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| 39 |
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| 40 |
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| 41 |
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| 44 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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|
| 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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| 57 |
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"chr7",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
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| 60 |
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| 61 |
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"chr12",
|
| 62 |
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"chr13",
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| 63 |
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"chr15",
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| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr19",
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| 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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}
|
ENCSR682ZZT/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": ["ENCFF531SKB.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR682ZZT/cherimoya.fold_3.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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| 10 |
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18 52573 30.05063033103943 0.5330410003662109 527.9279174804688 0.3605087995529175 655.9580688476562 0.42191722989082336 0.8158347 0.2997042238712311 True
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|
ENCSR682ZZT/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 |
+
655.9580688476562 0.3610008955001831 0.4219171702861786 0.18116344511508942 0.8158347010612488 0.7635238170623779 0.2997042238712311
|
ENCSR682ZZT/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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"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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|
| 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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"expansion": 2,
|
| 17 |
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|
| 18 |
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"loci": [
|
| 19 |
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"train_peaks.fold_4.bed",
|
| 20 |
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"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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"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 |
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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_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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|
| 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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|
| 44 |
+
"reverse_complement": false,
|
| 45 |
+
"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF531SKB.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"chr4",
|
| 57 |
+
"chr5",
|
| 58 |
+
"chr6",
|
| 59 |
+
"chr8",
|
| 60 |
+
"chr9",
|
| 61 |
+
"chr11",
|
| 62 |
+
"chr12",
|
| 63 |
+
"chr14",
|
| 64 |
+
"chr15",
|
| 65 |
+
"chr16",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr22",
|
| 68 |
+
"chrY"
|
| 69 |
+
],
|
| 70 |
+
"validation_chroms": [
|
| 71 |
+
"chr10",
|
| 72 |
+
"chr18"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR682ZZT/cherimoya.fold_4.fit.json
ADDED
|
@@ -0,0 +1 @@
|
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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": ["ENCFF531SKB.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR682ZZT/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 2828 34.23486304283142 3.5125107765197754 611.4305419921875 0.6513535976409912 748.7369995117188 0.27105003595352173 0.6412425 5.402970790863037 True
|
| 3 |
+
1 5656 30.952637195587158 0.6208081245422363 668.3515625 0.6226550340652466 679.6049194335938 0.3524172604084015 0.6992632 1.3967199325561523 True
|
| 4 |
+
2 8484 31.14152479171753 0.5980851650238037 532.3796997070312 0.7592881917953491 668.395263671875 0.3668501675128937 0.7038663 0.6597788333892822 True
|
| 5 |
+
3 11312 31.172470569610596 0.5921399593353271 587.8132934570312 0.5542465448379517 661.1380004882812 0.37391218543052673 0.71631104 0.6262059807777405 True
|
| 6 |
+
4 14140 31.130179166793823 0.5872344970703125 483.4979248046875 0.46468621492385864 655.927978515625 0.3813636600971222 0.72276074 0.6171025633811951 True
|
| 7 |
+
5 16968 32.22445297241211 0.6031525135040283 442.9512634277344 0.48906949162483215 653.7469482421875 0.38388168811798096 0.7260769 0.5371313691139221 True
|
| 8 |
+
6 19796 31.259572982788086 0.5933308601379395 557.0947265625 0.34972137212753296 651.620361328125 0.3874872326850891 0.72762775 0.5320317149162292 True
|
| 9 |
+
7 22624 31.29647445678711 0.574364423751831 448.32916259765625 0.45468127727508545 647.0186767578125 0.39313870668411255 0.73135537 0.4434486925601959 True
|
| 10 |
+
8 25452 31.329509496688843 0.5710210800170898 563.0614013671875 0.36227887868881226 645.597900390625 0.39511096477508545 0.7391685 0.42234691977500916 True
|
| 11 |
+
9 28280 31.224456310272217 0.5711138248443604 506.957763671875 0.5899261832237244 643.8829345703125 0.39758437871932983 0.7462641 0.38728198409080505 True
|
| 12 |
+
10 31108 31.21869659423828 1.195706844329834 528.1251220703125 0.31276577711105347 641.6144409179688 0.40078380703926086 0.74711466 0.39266350865364075 True
|
| 13 |
+
11 33936 31.340203523635864 13.224200963973999 499.41925048828125 0.4236043095588684 639.6404418945312 0.4015074074268341 0.7534047 0.3552551567554474 True
|
| 14 |
+
12 36764 31.21881341934204 0.6011786460876465 544.8801879882812 0.35419756174087524 637.5615844726562 0.4047802984714508 0.76179427 0.3368110656738281 True
|
| 15 |
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13 39592 30.853695392608643 0.5816535949707031 498.0541687011719 0.26030758023262024 636.257568359375 0.40659719705581665 0.7727121 0.319148987531662 True
|
| 16 |
+
14 42420 30.617342472076416 0.5719819068908691 624.8687133789062 0.21689070761203766 634.4676513671875 0.4087618887424469 0.77885836 0.30475789308547974 True
|
| 17 |
+
15 45248 30.68034052848816 0.5645308494567871 518.9027709960938 0.3345373272895813 633.6907348632812 0.40945735573768616 0.7868084 0.3000904619693756 True
|
| 18 |
+
16 48076 30.700053930282593 0.5706419944763184 502.35833740234375 0.2936561703681946 632.6653442382812 0.4110149145126343 0.78914386 0.2918430268764496 True
|
| 19 |
+
17 50904 30.669814586639404 0.5726852416992188 578.3514404296875 0.2533252239227295 632.8319091796875 0.4110695421695709 0.7912328 0.291210412979126 True
|
| 20 |
+
18 53732 30.623786687850952 0.5637726783752441 479.47723388671875 0.29511895775794983 632.9071044921875 0.4114404320716858 0.7939862 0.28937849402427673 True
|
| 21 |
+
19 56560 30.617557764053345 0.567962646484375 612.568603515625 0.21675264835357666 633.8672485351562 0.4094235599040985 0.7923235 0.28973183035850525 False
|
ENCSR682ZZT/cherimoya.fold_4.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 |
+
632.9071044921875 0.3679981231689453 0.4114404320716858 0.17462410032749176 0.7939862012863159 0.7370702028274536 0.28937849402427673
|