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- ENCSR000EMS/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EMS/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000EMS/cherimoya.fold_1.fit.json +1 -0
- ENCSR000EMS/cherimoya.fold_1.log +21 -0
- ENCSR000EMS/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000EMS/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000EMS/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EMS/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR000EMS/cherimoya.fold_3.fit.json +1 -0
- ENCSR000EMS/cherimoya.fold_4.log +21 -0
- ENCSR000EMS/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR002IHL/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR002IHL/cherimoya.fold_0.fit.json +1 -0
- ENCSR002IHL/cherimoya.fold_0.log +21 -0
- ENCSR002IHL/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR002IHL/cherimoya.fold_1.fit.json +1 -0
- ENCSR002IHL/cherimoya.fold_1.log +21 -0
- ENCSR002IHL/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR002IHL/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR002IHL/cherimoya.fold_3.log +21 -0
- ENCSR002IHL/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR036VRV/cherimoya.fold_0.fit.json +1 -0
- ENCSR036VRV/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR036VRV/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR036VRV/cherimoya.fold_1.fit.json +1 -0
- ENCSR036VRV/cherimoya.fold_1.log +21 -0
- ENCSR036VRV/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR036VRV/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR036VRV/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR036VRV/cherimoya.fold_3.fit.json +1 -0
- ENCSR036VRV/cherimoya.fold_3.log +21 -0
- ENCSR036VRV/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR036VRV/cherimoya.fold_4.fit.json +1 -0
- ENCSR036VRV/cherimoya.fold_4.log +21 -0
- ENCSR036VRV/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR059IHA/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR059IHA/cherimoya.fold_0.fit.json +1 -0
- ENCSR059IHA/cherimoya.fold_0.log +21 -0
- ENCSR059IHA/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR059IHA/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR059IHA/cherimoya.fold_1.fit.json +1 -0
- ENCSR059IHA/cherimoya.fold_1.log +21 -0
- ENCSR059IHA/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR059IHA/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR059IHA/cherimoya.fold_2.fit.json +1 -0
- ENCSR059IHA/cherimoya.fold_2.log +21 -0
- ENCSR059IHA/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR059IHA/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR059IHA/cherimoya.fold_3.fit.json +1 -0
- ENCSR059IHA/cherimoya.fold_3.log +21 -0
ENCSR000EMS/cherimoya.fold_0.evaluate.json
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{
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"adam_lr": 0.001,
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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"train_peaks.fold_0.bed",
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"model": "cherimoya.fold_0.torch",
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"muon_lr": 0.025,
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"muon_wd": 0.03,
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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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"train_nonpeaks.fold_0.bed",
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"valid_nonpeaks.fold_0.bed"
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],
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"num_workers": 1,
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"out_window": 1000,
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"performance_filename": "cherimoya.fold_0.performance.tsv",
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"reverse_complement": false,
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"reverse_complement_average": false,
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"sequences": "hg38.fa",
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"signals": [
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"ENCFF720HUQ.bigWig"
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],
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"skip": false,
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"summits": false,
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"training_chroms": [
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"chr2",
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"chr4",
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"verbose": true
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}
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ENCSR000EMS/cherimoya.fold_1.evaluate.json
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{
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"adam_lr": 0.001,
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"device": "cuda",
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| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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"lw_lr": 0.001,
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"model": "cherimoya.fold_1.torch",
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"name": "cherimoya.fold_1",
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"negative_ratio": 0.25,
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"negatives": [
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],
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"sequences": "hg38.fa",
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"signals": [
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],
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"skip": false,
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"training_chroms": [
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"chrY"
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"validation_chroms": [
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"chr12",
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| 75 |
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| 76 |
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"verbose": true
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}
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ENCSR000EMS/cherimoya.fold_1.fit.json
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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": ["ENCFF720HUQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000EMS/cherimoya.fold_1.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 |
+
0 2747 35.116046667099 3.8934106826782227 1067.700439453125 1.5336036682128906 2002.9251708984375 0.3057100474834442 0.4973621 10.577190399169922 True
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1 5494 30.642791748046875 1.7853450775146484 1834.0460205078125 1.6782381534576416 1589.7249755859375 0.4377952218055725 0.638586 7.3684868812561035 True
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2 8241 30.67404532432556 0.7623305320739746 981.6014404296875 1.1145163774490356 1558.537109375 0.44482845067977905 0.6257677 5.513401985168457 False
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| 5 |
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3 10988 30.567628860473633 0.8241221904754639 874.8948974609375 1.2791996002197266 1488.6328125 0.4620334506034851 0.6410667 4.59263801574707 True
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| 6 |
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4 13735 30.603015661239624 0.7726547718048096 1101.4466552734375 1.5403501987457275 1455.1982421875 0.46834132075309753 0.6480118 3.4449570178985596 True
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| 7 |
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5 16482 30.56257390975952 0.768517017364502 953.8006591796875 1.075777530670166 1438.6522216796875 0.47295862436294556 0.6638383 2.5065319538116455 True
|
| 8 |
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6 19229 30.66482949256897 0.7546672821044922 845.4105224609375 1.0238783359527588 1423.0966796875 0.47897571325302124 0.67199564 2.0018622875213623 True
|
| 9 |
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7 21976 30.541735410690308 0.772681474685669 884.3153076171875 1.347087025642395 1414.533935546875 0.4792945683002472 0.68148607 1.9573861360549927 True
|
| 10 |
+
8 24723 30.54368495941162 0.7301058769226074 868.286376953125 1.0955867767333984 1396.8114013671875 0.49060216546058655 0.68843555 1.9101754426956177 True
|
| 11 |
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9 27470 30.59495711326599 0.7599959373474121 1216.75830078125 1.1530970335006714 1384.44775390625 0.4949754476547241 0.69024056 1.6598470211029053 True
|
| 12 |
+
10 30217 30.67011332511902 6.169574975967407 885.8604125976562 1.2758848667144775 1374.4586181640625 0.4962881803512573 0.69541293 1.4752169847488403 True
|
| 13 |
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11 32964 30.600355863571167 0.7860183715820312 836.2357177734375 1.0036122798919678 1355.4022216796875 0.5063982605934143 0.7011079 1.326756238937378 True
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| 14 |
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12 35711 30.68631935119629 0.7595252990722656 752.8509521484375 0.8269933462142944 1340.712890625 0.5071321725845337 0.70969254 1.1722114086151123 True
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| 15 |
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13 38458 30.661461114883423 0.7774574756622314 590.3858642578125 0.6767019033432007 1330.158935546875 0.5093973278999329 0.7192303 1.0895521640777588 True
|
| 16 |
+
14 41205 30.24389386177063 0.7649819850921631 706.0185546875 0.6927141547203064 1311.1531982421875 0.5135596990585327 0.7298961 1.0156419277191162 True
|
| 17 |
+
15 43952 29.97694683074951 0.7491283416748047 649.156982421875 0.7769124507904053 1304.2042236328125 0.5170959830284119 0.74012315 0.9435520768165588 True
|
| 18 |
+
16 46699 30.91422700881958 9.056476354598999 932.3580322265625 0.8835133910179138 1302.6656494140625 0.5148856043815613 0.74722666 0.8875049352645874 True
|
| 19 |
+
17 49446 30.043563842773438 0.7374312877655029 784.3071899414062 0.680069088935852 1301.15380859375 0.5140587687492371 0.7544384 0.8437982797622681 True
|
| 20 |
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18 52193 29.950097799301147 0.7435956001281738 810.506591796875 0.6351680159568787 1301.4862060546875 0.5121883749961853 0.75590706 0.824661910533905 True
|
| 21 |
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19 54940 29.952193021774292 0.7565042972564697 734.4942626953125 0.7136791944503784 1301.3173828125 0.5128125548362732 0.75661826 0.8205763101577759 True
|
ENCSR000EMS/cherimoya.fold_1.performance.tsv
ADDED
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|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
1301.3173828125 0.30436477065086365 0.5128125548362732 0.25386446714401245 0.7566182613372803 0.6869966387748718 0.8205763101577759
|
ENCSR000EMS/cherimoya.fold_2.evaluate.json
ADDED
|
@@ -0,0 +1,76 @@
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|
| 1 |
+
{
|
| 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 |
+
"chr22",
|
| 7 |
+
"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 |
+
"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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|
| 19 |
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|
| 20 |
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|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"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 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_2",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_2.bed",
|
| 37 |
+
"valid_nonpeaks.fold_2.bed"
|
| 38 |
+
],
|
| 39 |
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"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_2.performance.tsv",
|
| 42 |
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"random_state": null,
|
| 43 |
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"residual_scale": 0.15,
|
| 44 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF720HUQ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
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"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 |
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"validation_chroms": [
|
| 72 |
+
"chr22",
|
| 73 |
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"chr7"
|
| 74 |
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|
| 75 |
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"verbose": true
|
| 76 |
+
}
|
ENCSR000EMS/cherimoya.fold_2.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
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|
ENCSR000EMS/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 |
+
1139.87353515625 0.3153242766857147 0.5046218633651733 0.23858007788658142 0.7357011437416077 0.6549738645553589 0.7893197536468506
|
ENCSR000EMS/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": ["ENCFF720HUQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EMS/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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| 17 |
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|
| 18 |
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16 48586 31.153897285461426 11.523879289627075 932.1317749023438 0.6477868556976318 1048.2275390625 0.505301833152771 0.70269376 0.8044036030769348 True
|
| 19 |
+
17 51444 31.12548017501831 1.930093765258789 928.3134765625 0.6458597779273987 1048.5604248046875 0.5049391388893127 0.70688117 0.7879071831703186 True
|
| 20 |
+
18 54302 31.195880651474 0.576563835144043 888.9774169921875 0.7320088148117065 1052.9188232421875 0.5011671185493469 0.7066052 0.7899082899093628 False
|
| 21 |
+
19 57160 31.21770453453064 0.5682709217071533 752.736572265625 0.8146384954452515 1050.5810546875 0.5041362643241882 0.7062688 0.7892109155654907 False
|
ENCSR000EMS/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 |
+
1048.5604248046875 0.3198222517967224 0.5049391388893127 0.22517119348049164 0.7068811655044556 0.6095606684684753 0.7879071831703186
|
ENCSR002IHL/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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr8",
|
| 7 |
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"chr20"
|
| 8 |
+
],
|
| 9 |
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"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 |
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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 |
+
"ENCFF181BPQ.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr2",
|
| 54 |
+
"chr4",
|
| 55 |
+
"chr5",
|
| 56 |
+
"chr7",
|
| 57 |
+
"chr9",
|
| 58 |
+
"chr10",
|
| 59 |
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"chr11",
|
| 60 |
+
"chr12",
|
| 61 |
+
"chr13",
|
| 62 |
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"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 |
+
}
|
ENCSR002IHL/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": ["ENCFF181BPQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR002IHL/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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ENCSR002IHL/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
|
| 2 |
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ENCSR002IHL/cherimoya.fold_1.fit.json
ADDED
|
@@ -0,0 +1 @@
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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": ["ENCFF181BPQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR002IHL/cherimoya.fold_1.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 2698 34.643061876297 4.3447747230529785 661.8890380859375 0.23015356063842773 879.2228393554688 0.28128477931022644 0.81783515 6.354121208190918 True
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| 20 |
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|
ENCSR002IHL/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 |
+
690.8518676757812 0.4008926749229431 0.38402074575424194 0.1422288715839386 0.912960946559906 0.8966194987297058 0.12683410942554474
|
ENCSR002IHL/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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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 |
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"controls": null,
|
| 10 |
+
"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_3.bed",
|
| 20 |
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"valid_peaks.fold_3.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"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 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_3.bed",
|
| 37 |
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"valid_nonpeaks.fold_3.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"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 |
+
"signals": [
|
| 48 |
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"ENCFF181BPQ.bigWig"
|
| 49 |
+
],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
+
"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 |
+
"chr19",
|
| 67 |
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"chrX",
|
| 68 |
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"chrY"
|
| 69 |
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],
|
| 70 |
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"validation_chroms": [
|
| 71 |
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"chr6",
|
| 72 |
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"chr21"
|
| 73 |
+
],
|
| 74 |
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"verbose": true
|
| 75 |
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}
|
ENCSR002IHL/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 2727 34.70469617843628 5.043172359466553 532.03271484375 0.2023611068725586 734.5919189453125 0.28460630774497986 0.80603725 5.884713649749756 True
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1 5454 30.32076930999756 0.8363609313964844 575.5546264648438 0.2862061858177185 676.1730346679688 0.3408679664134979 0.79822445 0.8252658843994141 False
|
| 4 |
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2 8181 30.558704137802124 0.6188383102416992 574.619384765625 0.20850880444049835 664.9541625976562 0.35035207867622375 0.82087874 0.4821586310863495 True
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6 19089 30.31785225868225 0.6431770324707031 548.6526489257812 0.1493687629699707 650.5280151367188 0.3620293140411377 0.8542853 0.2887256145477295 True
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| 15 |
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13 38178 30.334006547927856 1.9347376823425293 486.5608215332031 0.0893239825963974 634.98876953125 0.37567079067230225 0.9003251 0.15775825083255768 True
|
| 16 |
+
14 40905 30.263492822647095 0.5890982151031494 576.8533325195312 0.11207004636526108 634.1614990234375 0.3756910264492035 0.90570617 0.14444884657859802 True
|
| 17 |
+
15 43632 30.235734462738037 0.5826358795166016 610.553466796875 0.22585107386112213 633.0331420898438 0.37676069140434265 0.90765566 0.13439977169036865 True
|
| 18 |
+
16 46359 29.835113048553467 0.5772485733032227 638.1099853515625 0.16948646306991577 632.151123046875 0.3779458999633789 0.9123466 0.1257345825433731 True
|
| 19 |
+
17 49086 29.81124448776245 0.603649377822876 692.0142211914062 0.13953910768032074 631.7066650390625 0.3778458833694458 0.9144148 0.12157813459634781 True
|
| 20 |
+
18 51813 29.842156648635864 0.6326954364776611 610.5236206054688 0.07035520672798157 632.0887451171875 0.37764251232147217 0.9141382 0.11936385184526443 False
|
| 21 |
+
19 54540 29.821248769760132 0.5779533386230469 532.6506958007812 0.11467517167329788 631.6151123046875 0.37814319133758545 0.91402996 0.11994306743144989 False
|
ENCSR002IHL/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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"chr10",
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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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| 13 |
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"exclusion_lists": [
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| 14 |
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| 16 |
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| 18 |
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| 19 |
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| 20 |
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|
| 21 |
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],
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| 22 |
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"lw_lr": 0.001,
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| 23 |
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| 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,
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| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_4",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_4.bed",
|
| 37 |
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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,
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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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"ENCFF181BPQ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
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| 53 |
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"chr1",
|
| 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 |
+
"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 |
+
"chr16",
|
| 66 |
+
"chr20",
|
| 67 |
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"chr22",
|
| 68 |
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"chrY"
|
| 69 |
+
],
|
| 70 |
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"validation_chroms": [
|
| 71 |
+
"chr10",
|
| 72 |
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"chr18"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR036VRV/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": ["ENCFF584UDH.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR036VRV/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 |
+
224.46664428710938 0.5283859968185425 0.23845437169075012 0.06003687158226967 0.8302844762802124 0.7709602117538452 0.29590797424316406
|
ENCSR036VRV/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
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|
|
|
|
| 1 |
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{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
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|
| 4 |
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"batch_size": 64,
|
| 5 |
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"chroms": [
|
| 6 |
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"chr12",
|
| 7 |
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"chr17"
|
| 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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|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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],
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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],
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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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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_1.torch",
|
| 28 |
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"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_1",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
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"train_nonpeaks.fold_1.bed",
|
| 37 |
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"valid_nonpeaks.fold_1.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_1.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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"ENCFF584UDH.bigWig"
|
| 49 |
+
],
|
| 50 |
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"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr3",
|
| 55 |
+
"chr4",
|
| 56 |
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"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 |
+
}
|
ENCSR036VRV/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": ["ENCFF584UDH.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR036VRV/cherimoya.fold_1.log
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
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|
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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 2740 34.43068194389343 3.8658530712127686 194.15106201171875 0.7997035980224609 288.67144775390625 0.14634011685848236 0.70843774 3.0892913341522217 True
|
| 3 |
+
1 5480 30.60508441925049 0.7333753108978271 194.76953125 0.6035955548286438 273.2562255859375 0.21636570990085602 0.7754856 0.8503144979476929 True
|
| 4 |
+
2 8220 30.5677011013031 0.7221791744232178 170.02944946289062 0.7330917119979858 269.0534973144531 0.2266913652420044 0.7949844 0.5858814716339111 True
|
| 5 |
+
3 10960 30.597872018814087 0.7256674766540527 201.40145874023438 0.33048349618911743 266.7905578613281 0.2350534051656723 0.80553466 0.4591307044029236 True
|
| 6 |
+
4 13700 30.563185691833496 0.7134981155395508 200.3612060546875 0.4340270757675171 265.3102722167969 0.2405213713645935 0.804496 0.46655330061912537 False
|
| 7 |
+
5 16440 30.59511661529541 0.7063844203948975 199.16778564453125 0.42717158794403076 264.8563537597656 0.241191565990448 0.81041163 0.42747125029563904 True
|
| 8 |
+
6 19180 30.557299375534058 2.0335822105407715 190.64608764648438 0.6037370562553406 263.9608154296875 0.24518178403377533 0.8113125 0.41144102811813354 True
|
| 9 |
+
7 21920 30.570671319961548 16.8677020072937 192.4030303955078 0.5973865985870361 263.576171875 0.24665558338165283 0.8112287 0.4004254937171936 False
|
| 10 |
+
8 24660 30.61864686012268 0.7059783935546875 166.97279357910156 0.42565202713012695 262.9000244140625 0.24957312643527985 0.81229603 0.3924427628517151 True
|
| 11 |
+
9 27400 30.5768039226532 2.0682685375213623 133.26121520996094 0.29996994137763977 262.2647705078125 0.25136908888816833 0.81602746 0.37831375002861023 True
|
| 12 |
+
10 30140 30.580090522766113 0.7257647514343262 207.45626831054688 0.48898279666900635 262.06707763671875 0.25243863463401794 0.81937903 0.37679174542427063 True
|
| 13 |
+
11 32880 30.70408034324646 0.7149343490600586 202.84791564941406 0.32035619020462036 261.6776428222656 0.25391241908073425 0.8227586 0.3913189470767975 True
|
| 14 |
+
12 35620 30.555922031402588 0.7124526500701904 158.94155883789062 0.40206092596054077 261.0511474609375 0.25680482387542725 0.82759285 0.39364391565322876 True
|
| 15 |
+
13 38360 30.559959650039673 0.71779465675354 177.17173767089844 0.49111849069595337 260.6978759765625 0.2579677402973175 0.83211315 0.3728651702404022 True
|
| 16 |
+
14 41100 30.50798988342285 0.7174162864685059 184.11984252929688 0.27462148666381836 260.6431579589844 0.2570745348930359 0.83757645 0.35833653807640076 True
|
| 17 |
+
15 43840 30.55329656600952 0.7060554027557373 151.55856323242188 0.41977643966674805 260.0169372558594 0.2599840462207794 0.8392743 0.35066741704940796 True
|
| 18 |
+
16 46580 30.536532163619995 0.7153768539428711 171.63145446777344 0.2997824549674988 259.90802001953125 0.26000675559043884 0.842151 0.33852943778038025 True
|
| 19 |
+
17 49320 30.52327036857605 0.7157955169677734 150.8148193359375 0.2726783752441406 260.0238037109375 0.25957632064819336 0.84372765 0.33164942264556885 True
|
| 20 |
+
18 52060 30.554750204086304 0.7331712245941162 185.79776000976562 0.272127628326416 260.1437072753906 0.25896507501602173 0.8445559 0.33067378401756287 True
|
| 21 |
+
19 54800 30.83348035812378 0.7146332263946533 177.18972778320312 0.29490676522254944 260.2117004394531 0.25866103172302246 0.8437962 0.3296932280063629 False
|
ENCSR036VRV/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 |
+
260.1437072753906 0.5099702477455139 0.25896507501602173 0.07030999660491943 0.8445559144020081 0.8081856369972229 0.33067378401756287
|
ENCSR036VRV/cherimoya.fold_2.performance.tsv
ADDED
|
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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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232.4088134765625 0.5242530703544617 0.24296681582927704 0.062269072979688644 0.8293079733848572 0.7778200507164001 0.3218352794647217
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ENCSR036VRV/cherimoya.fold_3.evaluate.json
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| 1 |
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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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| 5 |
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"chroms": [
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| 6 |
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"chr6",
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| 7 |
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"chr21"
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| 8 |
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| 9 |
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| 10 |
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"device": "cuda",
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"dtype": "bfloat16",
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"early_stopping": 20,
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| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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| 15 |
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],
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| 16 |
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"expansion": 2,
|
| 17 |
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"in_window": 2114,
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| 18 |
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"loci": [
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| 19 |
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"train_peaks.fold_3.bed",
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| 20 |
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"valid_peaks.fold_3.bed"
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| 21 |
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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,
|
| 27 |
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"model": "cherimoya.fold_3.torch",
|
| 28 |
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"muon_lr": 0.025,
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| 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_3",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_3.bed",
|
| 37 |
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"valid_nonpeaks.fold_3.bed"
|
| 38 |
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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",
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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,
|
| 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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"ENCFF584UDH.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",
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| 56 |
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"chr4",
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| 57 |
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"chr7",
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| 58 |
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"chr8",
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| 59 |
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"chr9",
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| 60 |
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"chr11",
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| 61 |
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"chr12",
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| 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",
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| 65 |
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"chr17",
|
| 66 |
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"chr19",
|
| 67 |
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"chrX",
|
| 68 |
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"chrY"
|
| 69 |
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],
|
| 70 |
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"validation_chroms": [
|
| 71 |
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"chr6",
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| 72 |
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"chr21"
|
| 73 |
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],
|
| 74 |
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"verbose": true
|
| 75 |
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}
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ENCSR036VRV/cherimoya.fold_3.fit.json
ADDED
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@@ -0,0 +1 @@
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| 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": ["ENCFF584UDH.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR036VRV/cherimoya.fold_3.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 |
+
0 2781 36.619142055511475 3.6459414958953857 181.21920776367188 0.7590691447257996 257.4387512207031 0.13860023021697998 0.7094662 3.264467716217041 True
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| 3 |
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1 5562 35.5166654586792 0.5854654312133789 186.17669677734375 0.6125245690345764 245.56883239746094 0.1971462070941925 0.7870709 0.7800403237342834 True
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| 4 |
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2 8343 31.033217668533325 0.5720832347869873 198.73187255859375 0.36975279450416565 242.27342224121094 0.2088616043329239 0.79641527 0.39935609698295593 True
|
| 5 |
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3 11124 33.34359788894653 30.535386323928833 196.6822509765625 0.47920334339141846 240.2950439453125 0.21580561995506287 0.8000282 0.4186094403266907 True
|
| 6 |
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4 13905 36.61015439033508 32.329357385635376 200.57177734375 0.566001832485199 239.50904846191406 0.2188793569803238 0.7985904 0.4404498040676117 False
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| 7 |
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5 16686 35.374226570129395 0.5702328681945801 203.8316650390625 0.4649108946323395 239.21728515625 0.2195391207933426 0.8023479 0.40009015798568726 True
|
| 8 |
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6 19467 30.361940383911133 0.554786205291748 222.96763610839844 0.5620390176773071 238.58274841308594 0.2226378321647644 0.80181545 0.4375239908695221 False
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| 9 |
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7 22248 30.29348874092102 0.5576076507568359 145.87371826171875 0.5216525197029114 238.35897827148438 0.22378689050674438 0.8029541 0.4208754599094391 True
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| 10 |
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8 25029 30.298133373260498 0.5590355396270752 171.12234497070312 0.5048036575317383 238.01104736328125 0.2255416214466095 0.809248 0.4165906310081482 True
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| 11 |
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9 27810 30.3324134349823 1.5906825065612793 216.37034606933594 0.3873615860939026 237.8549346923828 0.22560431063175201 0.8093499 0.38953766226768494 True
|
| 12 |
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10 30591 30.434545516967773 0.5587432384490967 188.87876892089844 0.4749934673309326 237.6541748046875 0.22739380598068237 0.80893636 0.42043885588645935 False
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| 13 |
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11 33372 30.326071739196777 0.5580828189849854 204.71051025390625 0.35233086347579956 236.8854522705078 0.23083633184432983 0.81244725 0.4236694276332855 True
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12 36153 30.321592330932617 0.5500683784484863 200.185302734375 0.29261839389801025 236.9325408935547 0.2305930107831955 0.81916225 0.39056429266929626 True
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| 15 |
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13 38934 30.566109895706177 41.1609628200531 163.4577178955078 0.4094420373439789 236.3057861328125 0.23300188779830933 0.8231476 0.3691357970237732 True
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| 16 |
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14 41715 30.446484565734863 0.552330732345581 179.33602905273438 0.3790760338306427 235.9993133544922 0.2343311458826065 0.82576895 0.38267219066619873 True
|
| 17 |
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15 44496 30.498194456100464 0.5555109977722168 189.55972290039062 0.27797940373420715 235.94322204589844 0.23444677889347076 0.82938284 0.3596155345439911 True
|
| 18 |
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16 47277 30.32878875732422 0.554532527923584 172.4458770751953 0.34392935037612915 235.85519409179688 0.23533764481544495 0.8339343 0.3387577533721924 True
|
| 19 |
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17 50058 30.292638301849365 31.35189938545227 199.38438415527344 0.339160293340683 235.80166625976562 0.23547622561454773 0.83554906 0.32489505410194397 True
|
| 20 |
+
18 52839 30.786032676696777 0.557262659072876 172.77944946289062 0.26623955368995667 236.09861755371094 0.23374854028224945 0.8358767 0.3243558704853058 True
|
| 21 |
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19 55620 30.29557776451111 0.9638864994049072 191.85012817382812 0.22279572486877441 235.9846649169922 0.23415622115135193 0.8338628 0.32775118947029114 False
|
ENCSR036VRV/cherimoya.fold_4.evaluate.json
ADDED
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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 |
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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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],
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| 9 |
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"controls": null,
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| 10 |
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"device": "cuda",
|
| 11 |
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"dtype": "bfloat16",
|
| 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_4.bed",
|
| 20 |
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"valid_peaks.fold_4.bed"
|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"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 |
+
"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 |
+
"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 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
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"ENCFF584UDH.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 |
+
}
|
ENCSR036VRV/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": ["ENCFF584UDH.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR036VRV/cherimoya.fold_4.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 |
+
0 2849 36.6051127910614 4.650286436080933 214.38671875 0.7390010356903076 241.48092651367188 0.1352328211069107 0.7148104 2.3510329723358154 True
|
| 3 |
+
1 5698 31.74833583831787 2.734010934829712 181.55845642089844 0.568746030330658 229.126220703125 0.19531387090682983 0.7750199 1.0310518741607666 True
|
| 4 |
+
2 8547 31.77907371520996 0.6104772090911865 172.8794708251953 0.5810467004776001 226.60325622558594 0.204789936542511 0.7836627 0.5884985327720642 True
|
| 5 |
+
3 11396 31.63533306121826 0.6102266311645508 177.47134399414062 0.5168144702911377 226.02615356445312 0.20690234005451202 0.79422116 0.5614976286888123 True
|
| 6 |
+
4 14245 31.77841305732727 0.6145908832550049 191.4007568359375 0.606423020362854 225.3133544921875 0.21148942410945892 0.7921013 0.5082834959030151 False
|
| 7 |
+
5 17094 31.809755325317383 0.6123175621032715 207.182861328125 0.5079542398452759 225.14256286621094 0.2113548368215561 0.7957012 0.5021556615829468 True
|
| 8 |
+
6 19943 31.80755043029785 0.611501932144165 172.92279052734375 0.39606454968452454 224.5761260986328 0.21439214050769806 0.79862463 0.49072280526161194 True
|
| 9 |
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| 13 |
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11 34188 31.61465835571289 2.548030376434326 155.4468994140625 0.4399896264076233 222.69898986816406 0.22476603090763092 0.809947 0.4134935140609741 True
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| 14 |
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12 37037 31.65155792236328 0.6023843288421631 142.31723022460938 0.47618597745895386 222.44911193847656 0.225588858127594 0.81116104 0.39044612646102905 True
|
| 15 |
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13 39886 31.606775045394897 0.5964436531066895 186.45640563964844 0.41718652844429016 221.82749938964844 0.22903257608413696 0.8172581 0.3637450039386749 True
|
| 16 |
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14 42735 31.65295958518982 0.5964353084564209 198.0055389404297 0.34177881479263306 221.72021484375 0.22930908203125 0.82226485 0.3369341492652893 True
|
| 17 |
+
15 45584 31.61650252342224 0.5925135612487793 185.9041748046875 0.26054251194000244 221.5044403076172 0.23008450865745544 0.82495636 0.31220293045043945 True
|
| 18 |
+
16 48433 31.682467937469482 0.5921609401702881 157.67929077148438 0.2677875757217407 221.3461456298828 0.2311355471611023 0.8283666 0.3053823709487915 True
|
| 19 |
+
17 51282 31.69359302520752 0.6048629283905029 201.4143524169922 0.23608915507793427 221.3863525390625 0.23046615719795227 0.8291735 0.29761791229248047 True
|
| 20 |
+
18 54131 31.675007104873657 0.6058022975921631 170.37384033203125 0.217748761177063 221.4964141845703 0.23016510903835297 0.8288503 0.29521673917770386 False
|
| 21 |
+
19 56980 31.66628861427307 0.5909824371337891 181.9735565185547 0.28792932629585266 221.5869140625 0.22977030277252197 0.82794994 0.29577210545539856 False
|
ENCSR036VRV/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 |
+
221.3863525390625 0.5328335165977478 0.23046617209911346 0.05662978067994118 0.8291735053062439 0.7617554664611816 0.29761791229248047
|
ENCSR059IHA/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
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| 1 |
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| 5 |
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| 6 |
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"chr8",
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| 8 |
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| 9 |
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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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],
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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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| 28 |
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| 29 |
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| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_0",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_0.bed",
|
| 37 |
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"valid_nonpeaks.fold_0.bed"
|
| 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_0.performance.tsv",
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| 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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"ENCFF144DDE.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",
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| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr18",
|
| 67 |
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"chr19",
|
| 68 |
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"chr21",
|
| 69 |
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"chr22",
|
| 70 |
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"chrX",
|
| 71 |
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"chrY"
|
| 72 |
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],
|
| 73 |
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"validation_chroms": [
|
| 74 |
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"chr8",
|
| 75 |
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"chr20"
|
| 76 |
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],
|
| 77 |
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"verbose": true
|
| 78 |
+
}
|
ENCSR059IHA/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": ["ENCFF144DDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR059IHA/cherimoya.fold_0.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 2288 30.074126958847046 3.8200113773345947 334.41632080078125 0.41859009861946106 555.75830078125 0.47158464789390564 0.56466264 8.239286422729492 True
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| 3 |
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1 4576 25.21984887123108 0.6141839027404785 342.511474609375 0.4718332290649414 458.2143249511719 0.6302273273468018 0.66928816 2.035898447036743 True
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| 4 |
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2 6864 25.24692153930664 0.4922800064086914 368.82867431640625 0.3318790793418884 439.9148864746094 0.657581090927124 0.67748433 0.5864952206611633 True
|
| 5 |
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3 9152 25.310516357421875 0.5053000450134277 383.0440368652344 0.502815842628479 434.4629821777344 0.6642200946807861 0.68531483 0.48128101229667664 True
|
| 6 |
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4 11440 25.25828981399536 0.4965665340423584 336.7271728515625 0.4169808626174927 432.3458251953125 0.6676455736160278 0.6919998 0.4318942427635193 True
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| 7 |
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5 13728 25.219079971313477 0.5080420970916748 346.225830078125 0.44249457120895386 430.3642272949219 0.6702687740325928 0.70225185 0.36939647793769836 True
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| 8 |
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6 16016 25.221306800842285 0.4998197555541992 407.7989501953125 0.3547874093055725 429.0517272949219 0.6725743412971497 0.699083 0.36651936173439026 False
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| 9 |
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| 10 |
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| 11 |
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9 22880 25.21078872680664 21.30545997619629 374.91162109375 0.35942479968070984 424.6746826171875 0.6795030236244202 0.7252934 0.3338469862937927 True
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| 12 |
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| 13 |
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11 27456 24.749093532562256 0.49944376945495605 341.7782287597656 0.2715907096862793 421.77838134765625 0.6835554242134094 0.74833655 0.31152787804603577 True
|
| 14 |
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12 29744 24.764628887176514 0.49393606185913086 356.9603576660156 0.2853047251701355 420.7264404296875 0.6849841475486755 0.7561822 0.29947930574417114 True
|
| 15 |
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13 32032 24.797268629074097 0.4997837543487549 355.92535400390625 0.32057297229766846 419.5414733886719 0.6869483590126038 0.76567835 0.288116991519928 True
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| 16 |
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14 34320 24.75821018218994 0.49553823471069336 338.81036376953125 0.1832776963710785 418.8359680175781 0.687706470489502 0.77158546 0.2841198742389679 True
|
| 17 |
+
15 36608 24.729224920272827 0.49772119522094727 324.15618896484375 0.21117304265499115 418.1780700683594 0.6886121034622192 0.77780807 0.2788652181625366 True
|
| 18 |
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16 38896 24.731431484222412 0.5258190631866455 329.1146240234375 0.1988772600889206 417.86181640625 0.6888300180435181 0.7806487 0.2746722102165222 True
|
| 19 |
+
17 41184 24.75091528892517 0.4970667362213135 327.57342529296875 0.25918394327163696 417.8642578125 0.6887084245681763 0.7826538 0.27627047896385193 True
|
| 20 |
+
18 43472 24.784146070480347 0.48799633979797363 369.4296875 0.17431136965751648 418.0943908691406 0.6882637739181519 0.782973 0.27820971608161926 True
|
| 21 |
+
19 45760 24.733460187911987 0.9920039176940918 333.6408996582031 0.21702830493450165 418.22625732421875 0.6879351735115051 0.7812563 0.280982106924057 False
|
ENCSR059IHA/cherimoya.fold_0.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
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|
|
|
|
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
418.0943908691406 0.2611147463321686 0.6882637739181519 0.26632553339004517 0.7829729914665222 0.7155231237411499 0.27820971608161926
|
ENCSR059IHA/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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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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"chr12",
|
| 7 |
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"chr17"
|
| 8 |
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],
|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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"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 |
+
"expansion": 2,
|
| 17 |
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|
| 18 |
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"loci": [
|
| 19 |
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"train_peaks.fold_1.bed",
|
| 20 |
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"valid_peaks.fold_1.bed"
|
| 21 |
+
],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
+
"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 |
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"muon_lr": 0.025,
|
| 29 |
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"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_1",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
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"train_nonpeaks.fold_1.bed",
|
| 37 |
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"valid_nonpeaks.fold_1.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_1.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 |
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"signals": [
|
| 48 |
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"ENCFF144DDE.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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"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 |
+
],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
+
"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR059IHA/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": ["ENCFF144DDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR059IHA/cherimoya.fold_1.log
ADDED
|
@@ -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?
|
| 2 |
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0 2280 29.68290686607361 3.985739231109619 372.78411865234375 0.4614199101924896 581.532470703125 0.47677308320999146 0.5668987 9.135870933532715 True
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|
ENCSR059IHA/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 |
+
436.1813049316406 0.25225305557250977 0.7017819881439209 0.2771606743335724 0.8071441650390625 0.7575408816337585 0.25567710399627686
|
ENCSR059IHA/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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"batch_size": 64,
|
| 5 |
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"chroms": [
|
| 6 |
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"chr22",
|
| 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 |
+
],
|
| 16 |
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"expansion": 2,
|
| 17 |
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"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
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"train_peaks.fold_2.bed",
|
| 20 |
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"valid_peaks.fold_2.bed"
|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
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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 |
+
"name": "cherimoya.fold_2",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_2.bed",
|
| 37 |
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"valid_nonpeaks.fold_2.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_2.performance.tsv",
|
| 42 |
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"random_state": null,
|
| 43 |
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|
| 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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"ENCFF144DDE.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr10",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr16",
|
| 64 |
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"chr17",
|
| 65 |
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"chr18",
|
| 66 |
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"chr19",
|
| 67 |
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"chr20",
|
| 68 |
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"chr21",
|
| 69 |
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"chrX"
|
| 70 |
+
],
|
| 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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}
|
ENCSR059IHA/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": ["ENCFF144DDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR059IHA/cherimoya.fold_2.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 2433 31.568492650985718 3.8501155376434326 346.1099853515625 0.4042919874191284 562.6943969726562 0.48473861813545227 0.56660485 7.464570999145508 True
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19 48660 26.339150428771973 1.0199174880981445 373.51385498046875 0.18689796328544617 429.40606689453125 0.6942108273506165 0.79133546 0.27838417887687683 False
|
ENCSR059IHA/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 |
+
428.984375 0.25622713565826416 0.6949748396873474 0.2729756534099579 0.7931842803955078 0.7387889623641968 0.2739402651786804
|
ENCSR059IHA/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
+
{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr6",
|
| 7 |
+
"chr21"
|
| 8 |
+
],
|
| 9 |
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"controls": null,
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| 10 |
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"device": "cuda",
|
| 11 |
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"dtype": "bfloat16",
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| 12 |
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"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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"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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|
| 25 |
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"max_epochs": 20,
|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_3.torch",
|
| 28 |
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"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_3",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_3.bed",
|
| 37 |
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"valid_nonpeaks.fold_3.bed"
|
| 38 |
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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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|
| 43 |
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|
| 44 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF144DDE.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 |
+
"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 |
+
"chr11",
|
| 61 |
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"chr12",
|
| 62 |
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"chr13",
|
| 63 |
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"chr15",
|
| 64 |
+
"chr16",
|
| 65 |
+
"chr17",
|
| 66 |
+
"chr19",
|
| 67 |
+
"chrX",
|
| 68 |
+
"chrY"
|
| 69 |
+
],
|
| 70 |
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"validation_chroms": [
|
| 71 |
+
"chr6",
|
| 72 |
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"chr21"
|
| 73 |
+
],
|
| 74 |
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"verbose": true
|
| 75 |
+
}
|
ENCSR059IHA/cherimoya.fold_3.fit.json
ADDED
|
@@ -0,0 +1 @@
|
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|
| 1 |
+
{"n_filters": 128, "name": "cherimoya.fold_3", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr4", "chr7", "chr8", "chr9", "chr11", "chr12", "chr13", "chr15", "chr16", "chr17", "chr19", "chrX", "chrY"], "validation_chroms": ["chr6", "chr21"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_3.bed", "valid_peaks.fold_3.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_3.bed", "valid_nonpeaks.fold_3.bed"], "signals": ["ENCFF144DDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR059IHA/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 |
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0 2347 30.47677707672119 3.6735944747924805 343.126220703125 0.3260766863822937 559.010986328125 0.4798245429992676 0.55150706 7.998239994049072 True
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2 7041 25.898383140563965 0.6885476112365723 361.7523193359375 0.2661511301994324 448.6044616699219 0.659435510635376 0.62893695 0.7822675704956055 False
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| 6 |
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11 28164 25.906683921813965 3.1330792903900146 340.33258056640625 0.4018609821796417 428.5572509765625 0.6872501969337463 0.7175276 0.34914079308509827 True
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15 37552 25.91408681869507 0.49878811836242676 335.32293701171875 0.19737884402275085 424.4153747558594 0.6932643055915833 0.7586718 0.31136655807495117 True
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| 18 |
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16 39899 25.902532815933228 0.5019710063934326 340.879638671875 0.20731185376644135 424.1024475097656 0.6937208771705627 0.7639253 0.3083072304725647 True
|
| 19 |
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17 42246 25.48132300376892 0.4859325885772705 338.3846130371094 0.1635964959859848 424.3227233886719 0.6933560371398926 0.76758057 0.3076801300048828 True
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18 44593 25.41275668144226 0.49698638916015625 355.66082763671875 0.2411102056503296 424.4529113769531 0.6931049823760986 0.7673061 0.3101832866668701 False
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19 46940 25.411181449890137 0.49483227729797363 337.85772705078125 0.1666633039712906 424.6764221191406 0.6927986741065979 0.7669338 0.3122657835483551 False
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