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- ENCSR000ENC/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000ENC/cherimoya.fold_0.fit.json +1 -0
- ENCSR000ENC/cherimoya.fold_0.log +21 -0
- ENCSR000ENC/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000ENC/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000ENC/cherimoya.fold_1.fit.json +1 -0
- ENCSR000ENC/cherimoya.fold_1.log +21 -0
- ENCSR000ENC/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000ENC/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000ENC/cherimoya.fold_2.fit.json +1 -0
- ENCSR000ENC/cherimoya.fold_2.log +21 -0
- ENCSR000ENC/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR000ENC/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR000ENC/cherimoya.fold_3.fit.json +1 -0
- ENCSR000ENC/cherimoya.fold_3.log +21 -0
- ENCSR000ENC/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR000ENC/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR000ENC/cherimoya.fold_4.fit.json +1 -0
- ENCSR000ENC/cherimoya.fold_4.log +21 -0
- ENCSR000ENC/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR000ENZ/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000ENZ/cherimoya.fold_0.fit.json +1 -0
- ENCSR000ENZ/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000ENZ/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000ENZ/cherimoya.fold_1.fit.json +1 -0
- ENCSR000ENZ/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000ENZ/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000ENZ/cherimoya.fold_2.fit.json +1 -0
- ENCSR000ENZ/cherimoya.fold_2.log +21 -0
- ENCSR000ENZ/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR000ENZ/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR000ENZ/cherimoya.fold_3.fit.json +1 -0
- ENCSR000ENZ/cherimoya.fold_3.log +21 -0
- ENCSR000ENZ/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR000ENZ/cherimoya.fold_4.log +21 -0
- ENCSR038XTK/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR038XTK/cherimoya.fold_0.fit.json +1 -0
- ENCSR038XTK/cherimoya.fold_0.log +21 -0
- ENCSR038XTK/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR038XTK/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR038XTK/cherimoya.fold_1.fit.json +1 -0
- ENCSR038XTK/cherimoya.fold_1.log +21 -0
- ENCSR038XTK/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR038XTK/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR038XTK/cherimoya.fold_2.fit.json +1 -0
- ENCSR038XTK/cherimoya.fold_2.log +21 -0
- ENCSR038XTK/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR038XTK/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR038XTK/cherimoya.fold_3.fit.json +1 -0
- ENCSR038XTK/cherimoya.fold_3.log +21 -0
ENCSR000ENC/cherimoya.fold_0.evaluate.json
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{
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"device": "cuda",
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"early_stopping": 20,
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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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],
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"lw_lr": 0.001,
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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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],
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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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"sequences": "hg38.fa",
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"signals": [
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"ENCFF110RWJ.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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"chr5",
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"chr7",
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"chr9",
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"chr10",
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"chr11",
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"chr12",
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"chrX",
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"chrY"
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"validation_chroms": [
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"chr8",
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}
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ENCSR000ENC/cherimoya.fold_0.fit.json
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{"n_filters": 128, "name": "cherimoya.fold_0", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr2", "chr4", "chr5", "chr7", "chr9", "chr10", "chr11", "chr12", "chr13", "chr14", "chr15", "chr16", "chr17", "chr18", "chr19", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr8", "chr20"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_0.bed", "valid_peaks.fold_0.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_0.bed", "valid_nonpeaks.fold_0.bed"], "signals": ["ENCFF110RWJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000ENC/cherimoya.fold_0.log
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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| 2 |
+
0 2740 34.00453519821167 3.6854288578033447 246.81875610351562 1.0352660417556763 417.88568115234375 0.24019435048103333 0.33537108 4.143385410308838 True
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1 5480 30.52657675743103 0.6740596294403076 311.83843994140625 1.0637625455856323 356.5878601074219 0.3744623363018036 0.46999195 3.148599147796631 True
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2 8220 30.52662229537964 0.6253345012664795 247.77825927734375 0.547420859336853 348.8628234863281 0.3831324279308319 0.48690385 1.761738657951355 True
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3 10960 30.495360851287842 0.6698498725891113 247.21585083007812 0.760353147983551 344.7062683105469 0.38691022992134094 0.51268667 1.1501697301864624 True
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| 6 |
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4 13700 30.470671892166138 15.33127498626709 238.84791564941406 0.6754802465438843 340.89044189453125 0.39296817779541016 0.5282699 0.9796476364135742 True
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5 16440 30.636676788330078 0.5975980758666992 301.05999755859375 1.0559823513031006 339.8416748046875 0.39594459533691406 0.53042173 0.9387168288230896 True
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6 19180 30.48263430595398 0.5963747501373291 259.5229797363281 1.0068844556808472 337.8921813964844 0.40115734934806824 0.544269 0.9487254023551941 True
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| 9 |
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7 21920 30.430662870407104 0.633859395980835 301.7684631347656 0.8587448000907898 335.5761413574219 0.40697357058525085 0.55499905 0.8878253698348999 True
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9 27400 30.44719934463501 0.600543737411499 280.5508117675781 0.4369024634361267 334.1554870605469 0.4073841869831085 0.5794666 0.8231382966041565 True
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10 30140 30.46973180770874 0.6361706256866455 279.78509521484375 0.6794487237930298 332.8729553222656 0.4109170734882355 0.5903093 0.7585737705230713 True
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| 13 |
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11 32880 30.531606435775757 0.6278834342956543 333.63885498046875 1.0369855165481567 330.6639099121094 0.4172295033931732 0.6008279 0.6922178268432617 True
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12 35620 30.552862644195557 0.6005368232727051 227.9235076904297 0.47056275606155396 329.21966552734375 0.4213980436325073 0.6122557 0.6424126625061035 True
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13 38360 30.618929862976074 0.6117520332336426 250.28146362304688 0.42570793628692627 329.04034423828125 0.4188583493232727 0.6232394 0.6050238013267517 True
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| 16 |
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14 41100 30.451261043548584 0.59881591796875 277.041259765625 0.7414792776107788 328.5665283203125 0.42098763585090637 0.63670117 0.575425386428833 True
|
| 17 |
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15 43840 30.451614379882812 0.6129894256591797 244.7251434326172 0.627058744430542 326.3126220703125 0.42535677552223206 0.6454431 0.5567829012870789 True
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| 18 |
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16 46580 30.488311767578125 0.6049494743347168 295.9871826171875 0.4282081425189972 326.70306396484375 0.42513808608055115 0.6525122 0.5363434553146362 True
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| 19 |
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17 49320 30.47335958480835 0.5933995246887207 245.82081604003906 0.45453715324401855 326.4085388183594 0.4245568513870239 0.6549063 0.5325533151626587 True
|
| 20 |
+
18 52060 30.51934838294983 0.6014842987060547 279.523681640625 0.5642543435096741 326.1875305175781 0.4274667501449585 0.65318507 0.5360701680183411 False
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| 21 |
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19 54800 30.594886541366577 0.6063022613525391 231.33448791503906 0.3755734860897064 326.1707763671875 0.427068829536438 0.65176 0.5399546027183533 False
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ENCSR000ENC/cherimoya.fold_0.performance.tsv
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
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| 2 |
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326.4085388183594 0.4218399226665497 0.42455682158470154 0.11236263066530228 0.6549062728881836 0.5988498330116272 0.5325533151626587
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ENCSR000ENC/cherimoya.fold_1.evaluate.json
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{
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"adam_lr": 0.001,
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| 3 |
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| 4 |
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"batch_size": 64,
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| 5 |
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"chroms": [
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"chr12",
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"chr17"
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| 9 |
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"controls": null,
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"device": "cuda",
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"early_stopping": 20,
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| 13 |
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"exclusion_lists": [
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| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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| 15 |
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],
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| 16 |
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"expansion": 2,
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| 17 |
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"in_window": 2114,
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| 18 |
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"loci": [
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| 19 |
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"train_peaks.fold_1.bed",
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| 20 |
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"valid_peaks.fold_1.bed"
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| 21 |
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],
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| 22 |
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"lw_lr": 0.001,
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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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"max_jitter": 0,
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| 27 |
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"model": "cherimoya.fold_1.torch",
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"muon_lr": 0.025,
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"muon_wd": 0.03,
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| 30 |
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"n_filters": 128,
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| 31 |
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"n_layers": 9,
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"n_warmup_epochs": 2,
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| 33 |
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"name": "cherimoya.fold_1",
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| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_1.bed",
|
| 37 |
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"valid_nonpeaks.fold_1.bed"
|
| 38 |
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],
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| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
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| 41 |
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"performance_filename": "cherimoya.fold_1.performance.tsv",
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| 42 |
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"random_state": null,
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| 43 |
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"residual_scale": 0.15,
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| 44 |
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"reverse_complement": false,
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| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF110RWJ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
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| 51 |
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"summits": false,
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| 52 |
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"training_chroms": [
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| 53 |
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"chr1",
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| 54 |
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"chr3",
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| 55 |
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"chr4",
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| 56 |
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"chr5",
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"chr6",
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"chr7",
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"chr10",
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| 60 |
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"chr11",
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| 61 |
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"chr13",
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"chr14",
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| 63 |
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"chr15",
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| 64 |
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"chr18",
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| 65 |
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"chr19",
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| 66 |
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"chr20",
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| 67 |
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"chr21",
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"chr22",
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| 69 |
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"chrX",
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| 70 |
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"chrY"
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| 71 |
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],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
+
"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR000ENC/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": ["ENCFF110RWJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENC/cherimoya.fold_1.log
ADDED
|
@@ -0,0 +1,21 @@
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| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 2757 34.239161252975464 4.979675054550171 224.4237060546875 1.0592995882034302 473.91424560546875 0.24454377591609955 0.3584893 4.679784297943115 True
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| 4 |
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|
| 5 |
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|
| 6 |
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4 13785 30.682337284088135 0.6935470104217529 209.34780883789062 0.49868592619895935 385.5211181640625 0.40272384881973267 0.5463641 1.288954496383667 True
|
| 7 |
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5 16542 30.63373875617981 0.9273343086242676 266.9379577636719 0.9810212254524231 382.3859558105469 0.4075767993927002 0.56662947 1.1796165704727173 True
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| 8 |
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6 19299 30.62252902984619 0.6815478801727295 253.2542724609375 0.7795290946960449 380.5578918457031 0.40919429063796997 0.5816139 1.1241384744644165 True
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7 22056 30.707130193710327 0.6917140483856201 250.5343475341797 0.6931944489479065 378.3572692871094 0.413958340883255 0.5904212 1.0616282224655151 True
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| 10 |
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8 24813 30.65864896774292 0.6998052597045898 297.5944519042969 0.6327725648880005 376.69610595703125 0.4175509512424469 0.60741925 0.9555345773696899 True
|
| 11 |
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9 27570 30.59735345840454 0.6886172294616699 305.9547119140625 0.9475235939025879 374.6876525878906 0.420407235622406 0.6162382 0.9022906422615051 True
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| 12 |
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|
| 13 |
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11 33084 30.60167145729065 0.6946206092834473 300.49786376953125 0.7024456262588501 371.2390441894531 0.424822062253952 0.6428301 0.7311233282089233 True
|
| 14 |
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12 35841 30.9686119556427 0.7339141368865967 257.3118591308594 0.6040594577789307 370.033447265625 0.42687100172042847 0.6558432 0.6788351535797119 True
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| 16 |
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14 41355 30.66781234741211 29.190086364746094 315.39581298828125 0.5219542384147644 367.4062805175781 0.4315606355667114 0.6828102 0.6063353419303894 True
|
| 17 |
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15 44112 31.19438886642456 1.199122667312622 251.64556884765625 0.38980159163475037 365.8710632324219 0.43401920795440674 0.6887676 0.5881511569023132 True
|
| 18 |
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16 46869 30.634395122528076 0.7119102478027344 347.10064697265625 0.4136711061000824 365.25213623046875 0.4348619282245636 0.69642127 0.565353274345398 True
|
| 19 |
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17 49626 30.621304750442505 0.6999073028564453 264.493896484375 0.5607011318206787 365.498779296875 0.43233221769332886 0.6999976 0.5568481683731079 True
|
| 20 |
+
18 52383 30.714770078659058 0.6995162963867188 268.56842041015625 0.6168617010116577 365.0158996582031 0.4352041184902191 0.7005036 0.5547738075256348 True
|
| 21 |
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19 55140 30.784366369247437 0.8037233352661133 208.9603271484375 0.38685429096221924 365.66839599609375 0.4335452616214752 0.69918746 0.5564649701118469 False
|
ENCSR000ENC/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 |
+
365.0158996582031 0.4115762710571289 0.4352041482925415 0.12046842277050018 0.7005035877227783 0.648590624332428 0.5547738075256348
|
ENCSR000ENC/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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"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"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 |
+
"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_2.bed",
|
| 20 |
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"valid_peaks.fold_2.bed"
|
| 21 |
+
],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
+
"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
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"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 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"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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"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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"ENCFF110RWJ.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 |
+
"chr20",
|
| 68 |
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"chr21",
|
| 69 |
+
"chrX"
|
| 70 |
+
],
|
| 71 |
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"validation_chroms": [
|
| 72 |
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"chr22",
|
| 73 |
+
"chr7"
|
| 74 |
+
],
|
| 75 |
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"verbose": true
|
| 76 |
+
}
|
ENCSR000ENC/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": ["ENCFF110RWJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENC/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 2899 36.61024451255798 3.4044647216796875 259.9472961425781 1.0448553562164307 426.80963134765625 0.2490793913602829 0.33647686 3.6696972846984863 True
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| 3 |
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1 5798 32.13504195213318 0.6009135246276855 309.495361328125 1.0310407876968384 362.2278747558594 0.3775014281272888 0.4574408 2.6980531215667725 True
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2 8697 32.122074365615845 0.5236904621124268 246.38743591308594 0.7809429168701172 355.0586853027344 0.3864292502403259 0.49379978 1.6898906230926514 True
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5 17394 32.12892293930054 1.032961130142212 274.46343994140625 0.8172698020935059 346.59735107421875 0.3983605206012726 0.54465634 0.9631824493408203 True
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6 20293 32.22449707984924 0.5141723155975342 317.8258056640625 0.45505794882774353 344.13348388671875 0.40463176369667053 0.56232643 0.9258260130882263 True
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| 13 |
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11 34788 32.11146259307861 0.5186862945556641 254.68800354003906 0.5945762395858765 336.3131103515625 0.4200443923473358 0.6185357 0.7294771671295166 True
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13 40586 32.20172357559204 1.2291667461395264 316.2079772949219 0.47140175104141235 334.3027648925781 0.4225153923034668 0.6364288 0.6612439155578613 True
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15 46384 31.54851794242859 0.5219411849975586 220.78111267089844 0.5176824331283569 332.3153381347656 0.42958036065101624 0.6592768 0.5874840021133423 True
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| 18 |
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16 49283 31.58234429359436 0.5205752849578857 238.5905303955078 0.37314853072166443 331.5755920410156 0.42921650409698486 0.66591984 0.560847818851471 True
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| 19 |
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17 52182 31.445326566696167 0.5134732723236084 282.6349182128906 0.564477801322937 331.3007507324219 0.42742830514907837 0.6719111 0.5454139113426208 True
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18 55081 31.498862504959106 0.514481782913208 255.988037109375 0.5027801990509033 332.5086975097656 0.42435815930366516 0.67177683 0.543057918548584 False
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19 57980 31.49716353416443 0.5208957195281982 308.2344055175781 0.33020684123039246 331.49761962890625 0.4268523156642914 0.6703905 0.5454647541046143 False
|
ENCSR000ENC/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 |
+
331.3007507324219 0.4196928143501282 0.427428275346756 0.11443755775690079 0.6719111204147339 0.6164830327033997 0.5454139113426208
|
ENCSR000ENC/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr6",
|
| 7 |
+
"chr21"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
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"device": "cuda",
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| 11 |
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| 12 |
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| 13 |
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|
| 14 |
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| 15 |
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| 16 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 26 |
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| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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"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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|
| 37 |
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|
| 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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|
| 45 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF110RWJ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr4",
|
| 57 |
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"chr7",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr11",
|
| 61 |
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"chr12",
|
| 62 |
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"chr13",
|
| 63 |
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"chr15",
|
| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr19",
|
| 67 |
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"chrX",
|
| 68 |
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"chrY"
|
| 69 |
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],
|
| 70 |
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"validation_chroms": [
|
| 71 |
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"chr6",
|
| 72 |
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"chr21"
|
| 73 |
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],
|
| 74 |
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"verbose": true
|
| 75 |
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|
ENCSR000ENC/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": ["ENCFF110RWJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENC/cherimoya.fold_3.log
ADDED
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@@ -0,0 +1,21 @@
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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|
ENCSR000ENC/cherimoya.fold_3.performance.tsv
ADDED
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@@ -0,0 +1,2 @@
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|
| 1 |
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
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342.2068176269531 0.41643059253692627 0.4314054846763611 0.11568258702754974 0.6699371337890625 0.621936559677124 0.5586546063423157
|
ENCSR000ENC/cherimoya.fold_4.evaluate.json
ADDED
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@@ -0,0 +1,75 @@
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|
| 1 |
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{
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|
| 5 |
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| 6 |
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| 14 |
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| 15 |
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| 17 |
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| 20 |
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| 21 |
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| 23 |
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|
| 26 |
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|
| 27 |
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"model": "cherimoya.fold_4.torch",
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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_4",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
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| 36 |
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|
| 37 |
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|
| 40 |
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"sequences": "hg38.fa",
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|
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|
| 74 |
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|
| 75 |
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|
ENCSR000ENC/cherimoya.fold_4.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"n_filters": 128, "name": "cherimoya.fold_4", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr4", "chr5", "chr6", "chr8", "chr9", "chr11", "chr12", "chr14", "chr15", "chr16", "chr20", "chr22", "chrY"], "validation_chroms": ["chr10", "chr18"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_4.bed", "valid_peaks.fold_4.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_4.bed", "valid_nonpeaks.fold_4.bed"], "signals": ["ENCFF110RWJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENC/cherimoya.fold_4.log
ADDED
|
@@ -0,0 +1,21 @@
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|
|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
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0 2893 36.47584939002991 3.4552483558654785 261.9356384277344 1.0459301471710205 417.0556335449219 0.24887773394584656 0.3451111 3.4635109901428223 True
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17 52074 31.5042405128479 0.551262378692627 252.94815063476562 0.36854422092437744 328.3350524902344 0.4279066324234009 0.6509995 0.5470645427703857 True
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| 20 |
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18 54967 31.410882234573364 1.1724369525909424 268.47857666015625 0.29426783323287964 327.4172058105469 0.43130040168762207 0.65052974 0.5468153357505798 False
|
| 21 |
+
19 57860 31.50360655784607 0.6296546459197998 272.6391906738281 0.2962476313114166 328.4578857421875 0.42766132950782776 0.6489488 0.5496994256973267 False
|
ENCSR000ENC/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 |
+
328.3350524902344 0.4199923276901245 0.4279066324234009 0.10947006940841675 0.6509994864463806 0.5970726013183594 0.5470645427703857
|
ENCSR000ENZ/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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| 2 |
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| 10 |
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| 11 |
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|
| 13 |
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|
| 14 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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|
| 21 |
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| 22 |
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| 23 |
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| 24 |
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|
| 26 |
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|
| 27 |
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| 28 |
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| 29 |
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| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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"name": "cherimoya.fold_0",
|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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| 39 |
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|
| 40 |
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|
| 41 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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|
| 59 |
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|
| 60 |
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| 61 |
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| 62 |
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| 63 |
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| 64 |
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|
| 65 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 72 |
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| 73 |
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| 74 |
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| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
+
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|
ENCSR000ENZ/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": ["ENCFF050TSV.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENZ/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 |
+
1373.8154296875 0.2660757303237915 0.5607792139053345 0.2916850447654724 0.6729263067245483 0.6397372484207153 0.781807541847229
|
ENCSR000ENZ/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
|
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|
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|
| 1 |
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| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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| 9 |
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| 10 |
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| 11 |
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|
| 13 |
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| 14 |
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| 20 |
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| 21 |
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| 23 |
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| 24 |
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| 28 |
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|
| 29 |
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| 30 |
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|
| 31 |
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|
| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 47 |
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| 48 |
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| 50 |
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| 51 |
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| 52 |
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| 54 |
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| 55 |
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| 56 |
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"chr5",
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| 57 |
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"chr6",
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| 58 |
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"chr7",
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| 59 |
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"chr10",
|
| 60 |
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"chr11",
|
| 61 |
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| 62 |
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"chr14",
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| 63 |
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"chr15",
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| 64 |
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| 65 |
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"chr19",
|
| 66 |
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"chr20",
|
| 67 |
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"chr21",
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| 68 |
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| 69 |
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"chrX",
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| 70 |
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|
| 71 |
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|
| 72 |
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"validation_chroms": [
|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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"verbose": true
|
| 77 |
+
}
|
ENCSR000ENZ/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": ["ENCFF050TSV.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENZ/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 |
+
1509.065185546875 0.26021721959114075 0.5610264539718628 0.30516326427459717 0.7105333805084229 0.6843364238739014 0.7686319947242737
|
ENCSR000ENZ/cherimoya.fold_2.evaluate.json
ADDED
|
@@ -0,0 +1,76 @@
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|
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|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
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|
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|
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|
|
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|
|
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|
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|
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|
|
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|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
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"batch_size": 64,
|
| 5 |
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|
| 6 |
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|
| 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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|
| 13 |
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|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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],
|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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"model": "cherimoya.fold_2.torch",
|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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"name": "cherimoya.fold_2",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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|
| 37 |
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|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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|
| 41 |
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"performance_filename": "cherimoya.fold_2.performance.tsv",
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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],
|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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"chr6",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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|
| 64 |
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"chr17",
|
| 65 |
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"chr18",
|
| 66 |
+
"chr19",
|
| 67 |
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"chr20",
|
| 68 |
+
"chr21",
|
| 69 |
+
"chrX"
|
| 70 |
+
],
|
| 71 |
+
"validation_chroms": [
|
| 72 |
+
"chr22",
|
| 73 |
+
"chr7"
|
| 74 |
+
],
|
| 75 |
+
"verbose": true
|
| 76 |
+
}
|
ENCSR000ENZ/cherimoya.fold_2.fit.json
ADDED
|
@@ -0,0 +1 @@
|
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|
| 1 |
+
{"n_filters": 128, "name": "cherimoya.fold_2", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr5", "chr6", "chr8", "chr9", "chr10", "chr13", "chr14", "chr16", "chr17", "chr18", "chr19", "chr20", "chr21", "chrX"], "validation_chroms": ["chr22", "chr7"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_2.bed", "valid_peaks.fold_2.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_2.bed", "valid_nonpeaks.fold_2.bed"], "signals": ["ENCFF050TSV.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENZ/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 2901 36.823938608169556 4.87580132484436 1377.02880859375 1.1191234588623047 2051.186767578125 0.320197731256485 0.40913302 9.176267623901367 True
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| 17 |
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15 46416 31.483826398849487 0.5464386940002441 1018.4213256835938 0.7917494773864746 1365.2945556640625 0.5543783903121948 0.67193496 0.7885796427726746 True
|
| 18 |
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|
| 19 |
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|
ENCSR000ENZ/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 |
+
1364.240478515625 0.27012646198272705 0.5537410974502563 0.2907203733921051 0.6840260028839111 0.6468825936317444 0.763831377029419
|
ENCSR000ENZ/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
| 1 |
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{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
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"adam_wd": 0.0,
|
| 4 |
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"batch_size": 64,
|
| 5 |
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"chroms": [
|
| 6 |
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"chr6",
|
| 7 |
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"chr21"
|
| 8 |
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],
|
| 9 |
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"controls": null,
|
| 10 |
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"device": "cuda",
|
| 11 |
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"dtype": "bfloat16",
|
| 12 |
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"early_stopping": 20,
|
| 13 |
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"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
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"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 |
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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 |
+
"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 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_3",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
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"train_nonpeaks.fold_3.bed",
|
| 37 |
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"valid_nonpeaks.fold_3.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_3.performance.tsv",
|
| 42 |
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"random_state": null,
|
| 43 |
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"residual_scale": 0.15,
|
| 44 |
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"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF050TSV.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr4",
|
| 57 |
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"chr7",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr11",
|
| 61 |
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"chr12",
|
| 62 |
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"chr13",
|
| 63 |
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"chr15",
|
| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
+
"chr19",
|
| 67 |
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"chrX",
|
| 68 |
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"chrY"
|
| 69 |
+
],
|
| 70 |
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"validation_chroms": [
|
| 71 |
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"chr6",
|
| 72 |
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"chr21"
|
| 73 |
+
],
|
| 74 |
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"verbose": true
|
| 75 |
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}
|
ENCSR000ENZ/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": ["ENCFF050TSV.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000ENZ/cherimoya.fold_3.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 2812 35.73586463928223 3.8441121578216553 1469.061279296875 1.9766998291015625 2163.06298828125 0.3258291184902191 0.4192033 11.61483097076416 True
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|
ENCSR000ENZ/cherimoya.fold_4.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 |
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"batch_size": 64,
|
| 5 |
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"chroms": [
|
| 6 |
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"chr10",
|
| 7 |
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"chr18"
|
| 8 |
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],
|
| 9 |
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"controls": null,
|
| 10 |
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|
| 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 |
+
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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|
| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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"name": "cherimoya.fold_4",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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|
| 37 |
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"valid_nonpeaks.fold_4.bed"
|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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| 42 |
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| 44 |
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| 45 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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| 53 |
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| 54 |
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|
| 55 |
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|
| 56 |
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"chr4",
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| 57 |
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| 58 |
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"chr6",
|
| 59 |
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|
| 60 |
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| 61 |
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| 62 |
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| 63 |
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| 64 |
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| 65 |
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| 66 |
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"chr20",
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| 67 |
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| 68 |
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|
| 69 |
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|
| 70 |
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| 71 |
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| 73 |
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| 74 |
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|
| 75 |
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|
ENCSR000ENZ/cherimoya.fold_4.log
ADDED
|
@@ -0,0 +1,21 @@
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| 1 |
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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| 2 |
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|
ENCSR038XTK/cherimoya.fold_0.evaluate.json
ADDED
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@@ -0,0 +1,78 @@
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{
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|
| 13 |
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| 14 |
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| 15 |
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| 17 |
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|
| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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"name": "cherimoya.fold_0",
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| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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| 36 |
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|
| 37 |
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| 38 |
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| 39 |
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|
| 40 |
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|
| 41 |
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| 46 |
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|
| 49 |
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| 50 |
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| 52 |
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| 55 |
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| 65 |
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| 67 |
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| 68 |
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"chr22",
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| 77 |
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|
| 78 |
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|
ENCSR038XTK/cherimoya.fold_0.fit.json
ADDED
|
@@ -0,0 +1 @@
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|
|
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|
| 1 |
+
{"n_filters": 128, "name": "cherimoya.fold_0", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr2", "chr4", "chr5", "chr7", "chr9", "chr10", "chr11", "chr12", "chr13", "chr14", "chr15", "chr16", "chr17", "chr18", "chr19", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr8", "chr20"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_0.bed", "valid_peaks.fold_0.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_0.bed", "valid_nonpeaks.fold_0.bed"], "signals": ["ENCFF635FWG.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR038XTK/cherimoya.fold_0.log
ADDED
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@@ -0,0 +1,21 @@
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|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
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0 2689 34.256040811538696 4.207052946090698 1465.50244140625 1.0413484573364258 2445.138916015625 0.26201924681663513 0.39479184 10.82468318939209 True
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ENCSR038XTK/cherimoya.fold_0.performance.tsv
ADDED
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@@ -0,0 +1,2 @@
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| 1 |
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
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1600.249755859375 0.2733213007450104 0.5473329424858093 0.28394263982772827 0.674301266670227 0.6439432501792908 0.5780248641967773
|
ENCSR038XTK/cherimoya.fold_1.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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|
| 4 |
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"batch_size": 64,
|
| 5 |
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|
| 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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"early_stopping": 20,
|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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|
| 16 |
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"expansion": 2,
|
| 17 |
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|
| 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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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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"model": "cherimoya.fold_1.torch",
|
| 28 |
+
"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 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_1.bed",
|
| 37 |
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"valid_nonpeaks.fold_1.bed"
|
| 38 |
+
],
|
| 39 |
+
"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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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF635FWG.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr3",
|
| 55 |
+
"chr4",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr7",
|
| 59 |
+
"chr10",
|
| 60 |
+
"chr11",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr15",
|
| 64 |
+
"chr18",
|
| 65 |
+
"chr19",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr21",
|
| 68 |
+
"chr22",
|
| 69 |
+
"chrX",
|
| 70 |
+
"chrY"
|
| 71 |
+
],
|
| 72 |
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"validation_chroms": [
|
| 73 |
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"chr12",
|
| 74 |
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"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR038XTK/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": ["ENCFF635FWG.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR038XTK/cherimoya.fold_1.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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|
ENCSR038XTK/cherimoya.fold_1.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
|
|
|
|
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
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1701.1781005859375 0.26589977741241455 0.5534850358963013 0.29461708664894104 0.7090296745300293 0.690774142742157 0.5679087042808533
|
ENCSR038XTK/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 |
+
"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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|
| 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 |
+
"train_peaks.fold_2.bed",
|
| 20 |
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"valid_peaks.fold_2.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_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 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_2.bed",
|
| 37 |
+
"valid_nonpeaks.fold_2.bed"
|
| 38 |
+
],
|
| 39 |
+
"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 |
+
"ENCFF635FWG.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr8",
|
| 59 |
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"chr9",
|
| 60 |
+
"chr10",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
+
"chr16",
|
| 64 |
+
"chr17",
|
| 65 |
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"chr18",
|
| 66 |
+
"chr19",
|
| 67 |
+
"chr20",
|
| 68 |
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"chr21",
|
| 69 |
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"chrX"
|
| 70 |
+
],
|
| 71 |
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"validation_chroms": [
|
| 72 |
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"chr22",
|
| 73 |
+
"chr7"
|
| 74 |
+
],
|
| 75 |
+
"verbose": true
|
| 76 |
+
}
|
ENCSR038XTK/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": ["ENCFF635FWG.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR038XTK/cherimoya.fold_2.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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|
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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 2872 36.6044716835022 4.13548469543457 1476.7308349609375 1.2861121892929077 2472.2646484375 0.27557188272476196 0.39219874 10.813459396362305 True
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|
ENCSR038XTK/cherimoya.fold_2.performance.tsv
ADDED
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@@ -0,0 +1,2 @@
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
1633.5765380859375 0.2702721059322357 0.5492931604385376 0.28553861379623413 0.6658895015716553 0.6390413641929626 0.6157057285308838
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ENCSR038XTK/cherimoya.fold_3.evaluate.json
ADDED
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@@ -0,0 +1,75 @@
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| 1 |
+
{
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| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr6",
|
| 7 |
+
"chr21"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
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"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
+
"train_peaks.fold_3.bed",
|
| 20 |
+
"valid_peaks.fold_3.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
+
"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"model": "cherimoya.fold_3.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_3",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_3.bed",
|
| 37 |
+
"valid_nonpeaks.fold_3.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_3.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
+
"reverse_complement": false,
|
| 45 |
+
"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF635FWG.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"chr4",
|
| 57 |
+
"chr7",
|
| 58 |
+
"chr8",
|
| 59 |
+
"chr9",
|
| 60 |
+
"chr11",
|
| 61 |
+
"chr12",
|
| 62 |
+
"chr13",
|
| 63 |
+
"chr15",
|
| 64 |
+
"chr16",
|
| 65 |
+
"chr17",
|
| 66 |
+
"chr19",
|
| 67 |
+
"chrX",
|
| 68 |
+
"chrY"
|
| 69 |
+
],
|
| 70 |
+
"validation_chroms": [
|
| 71 |
+
"chr6",
|
| 72 |
+
"chr21"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR038XTK/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": ["ENCFF635FWG.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR038XTK/cherimoya.fold_3.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 2801 35.32649207115173 4.466070652008057 1190.6925048828125 1.3724769353866577 2468.33056640625 0.2724655568599701 0.4340527 12.779276847839355 True
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| 3 |
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| 4 |
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2 8403 30.809401750564575 0.5559515953063965 1578.5330810546875 1.0700650215148926 1895.0438232421875 0.4754416048526764 0.506237 2.9984042644500732 True
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| 8 |
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| 9 |
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