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- ENCSR000ENZ/cherimoya.fold_0.log +21 -0
- ENCSR000ENZ/cherimoya.fold_1.log +21 -0
- ENCSR000ENZ/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR000ENZ/cherimoya.fold_4.fit.json +1 -0
- ENCSR000ENZ/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR000EOA/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EOA/cherimoya.fold_0.fit.json +1 -0
- ENCSR000EOA/cherimoya.fold_0.log +21 -0
- ENCSR000EOA/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000EOA/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000EOA/cherimoya.fold_1.fit.json +1 -0
- ENCSR000EOA/cherimoya.fold_1.log +21 -0
- ENCSR000EOA/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000EOA/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000EOA/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EOA/cherimoya.fold_2.log +21 -0
- ENCSR000EOA/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR000EOA/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR000EOA/cherimoya.fold_3.fit.json +1 -0
- ENCSR000EOA/cherimoya.fold_3.log +21 -0
- ENCSR000EOA/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR000EOA/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR000EOA/cherimoya.fold_4.fit.json +1 -0
- ENCSR000EOA/cherimoya.fold_4.log +21 -0
- ENCSR000EOA/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR000EOB/cherimoya.fold_0.fit.json +1 -0
- ENCSR000EOB/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000EOB/cherimoya.fold_1.log +21 -0
- ENCSR000EOB/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000EOB/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EOB/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR000EOB/cherimoya.fold_3.fit.json +1 -0
- ENCSR000EOB/cherimoya.fold_4.fit.json +1 -0
- ENCSR000EOB/cherimoya.fold_4.log +21 -0
- ENCSR000EOH/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EOH/cherimoya.fold_0.fit.json +1 -0
- ENCSR000EOH/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000EOH/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000EOH/cherimoya.fold_1.fit.json +1 -0
- ENCSR000EOH/cherimoya.fold_1.log +21 -0
- ENCSR000EOH/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EOH/cherimoya.fold_2.performance.tsv +2 -0
- ENCSR000EOH/cherimoya.fold_3.fit.json +1 -0
- ENCSR000EOH/cherimoya.fold_3.log +21 -0
- ENCSR000EOH/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR000EOH/cherimoya.fold_4.fit.json +1 -0
- ENCSR000EOH/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR000EOK/cherimoya.fold_0.fit.json +1 -0
- ENCSR000EOK/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000EOK/cherimoya.fold_2.performance.tsv +2 -0
ENCSR000ENZ/cherimoya.fold_0.log
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ENCSR000ENZ/cherimoya.fold_1.log
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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ENCSR000ENZ/cherimoya.fold_3.performance.tsv
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
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1450.2247314453125 0.26577869057655334 0.5565680265426636 0.2956450879573822 0.6820013523101807 0.651059091091156 0.8103817701339722
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ENCSR000ENZ/cherimoya.fold_4.fit.json
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{"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": ["ENCFF050TSV.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000ENZ/cherimoya.fold_4.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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1382.162109375 0.2678837776184082 0.5531715154647827 0.2898005247116089 0.666109561920166 0.63015216588974 0.7870113253593445
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ENCSR000EOA/cherimoya.fold_0.evaluate.json
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{
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"adam_lr": 0.001,
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| 3 |
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"adam_wd": 0.0,
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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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"chr8",
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"chr20"
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],
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"controls": null,
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"device": "cuda",
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"dtype": "bfloat16",
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"early_stopping": 20,
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| 13 |
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"exclusion_lists": [
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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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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"train_peaks.fold_0.bed",
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"valid_peaks.fold_0.bed"
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],
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| 22 |
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"lw_lr": 0.001,
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| 23 |
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"lw_momentum": 0.9,
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| 24 |
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"lw_wd": 0.0,
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| 25 |
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"max_epochs": 20,
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| 26 |
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"max_jitter": 0,
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| 27 |
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"model": "cherimoya.fold_0.torch",
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| 28 |
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"muon_lr": 0.025,
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| 29 |
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"muon_wd": 0.03,
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| 30 |
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"n_filters": 128,
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| 31 |
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"n_layers": 9,
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| 32 |
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"n_warmup_epochs": 2,
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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,
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| 35 |
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"negatives": [
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"train_nonpeaks.fold_0.bed",
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| 37 |
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"valid_nonpeaks.fold_0.bed"
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],
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| 39 |
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"num_workers": 1,
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| 40 |
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"out_window": 1000,
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| 41 |
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"performance_filename": "cherimoya.fold_0.performance.tsv",
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| 42 |
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"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,
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| 46 |
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"sequences": "hg38.fa",
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| 47 |
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"signals": [
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| 48 |
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"ENCFF987UFJ.bigWig"
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| 49 |
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],
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| 50 |
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"skip": false,
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| 51 |
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"summits": false,
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| 52 |
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"training_chroms": [
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| 53 |
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"chr2",
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| 54 |
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"chr4",
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| 55 |
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"chr5",
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| 56 |
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"chr7",
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| 57 |
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"chr9",
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"chr10",
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| 59 |
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"chr11",
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"chr12",
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"chr13",
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"chr14",
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"chr15",
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| 64 |
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"chr16",
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| 65 |
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"chr17",
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| 66 |
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"chr18",
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| 67 |
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"chr19",
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| 68 |
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"chr21",
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| 69 |
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"chr22",
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| 70 |
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"chrX",
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| 71 |
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"chrY"
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| 72 |
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],
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| 73 |
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"validation_chroms": [
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| 74 |
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"chr8",
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| 75 |
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"chr20"
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| 76 |
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],
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| 77 |
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"verbose": true
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| 78 |
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}
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ENCSR000EOA/cherimoya.fold_0.fit.json
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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": ["ENCFF987UFJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOA/cherimoya.fold_0.log
ADDED
|
@@ -0,0 +1,21 @@
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| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 1907 24.58652925491333 4.9516284465789795 501.2655029296875 2.005547046661377 708.5983276367188 0.1960415095090866 0.28416133 12.126189231872559 True
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| 9 |
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| 10 |
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| 16 |
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|
| 17 |
+
15 30512 20.565478801727295 1.095714807510376 297.2927551269531 0.619614839553833 481.1691589355469 0.4678175747394562 0.60460913 0.9358378052711487 True
|
| 18 |
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16 32419 20.5859375 0.4976367950439453 395.2710876464844 0.6646455526351929 481.67864990234375 0.4656752943992615 0.6175146 0.9030709266662598 True
|
| 19 |
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17 34326 20.614705324172974 0.37727856636047363 380.03045654296875 0.46915197372436523 481.1844787597656 0.4659057855606079 0.62115854 0.8940922021865845 True
|
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|
ENCSR000EOA/cherimoya.fold_0.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
482.1864929199219 0.37654638290405273 0.4632870554924011 0.1537049561738968 0.6219712495803833 0.5716661810874939 0.8955707550048828
|
ENCSR000EOA/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
| 1 |
+
{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr12",
|
| 7 |
+
"chr17"
|
| 8 |
+
],
|
| 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_1.bed",
|
| 20 |
+
"valid_peaks.fold_1.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_1.torch",
|
| 28 |
+
"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 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_1.performance.tsv",
|
| 42 |
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"random_state": null,
|
| 43 |
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"residual_scale": 0.15,
|
| 44 |
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|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF987UFJ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr3",
|
| 55 |
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"chr4",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
+
"chr7",
|
| 59 |
+
"chr10",
|
| 60 |
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"chr11",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr15",
|
| 64 |
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"chr18",
|
| 65 |
+
"chr19",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr21",
|
| 68 |
+
"chr22",
|
| 69 |
+
"chrX",
|
| 70 |
+
"chrY"
|
| 71 |
+
],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
+
"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR000EOA/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": ["ENCFF987UFJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOA/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 1908 24.56434202194214 5.228343963623047 513.7646484375 1.4573888778686523 787.8201904296875 0.19497212767601013 0.30598065 13.793767929077148 True
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| 3 |
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| 4 |
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2 5724 20.992410898208618 0.5161721706390381 311.6709899902344 1.0080112218856812 583.4195556640625 0.412004292011261 0.50728446 4.650838375091553 True
|
| 5 |
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3 7632 20.98218870162964 0.5037310123443604 490.2786560058594 1.9083586931228638 569.6234741210938 0.42467013001441956 0.5047129 3.4100894927978516 False
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| 6 |
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| 8 |
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| 9 |
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| 11 |
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| 12 |
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| 13 |
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11 22896 20.814237594604492 0.5016601085662842 337.2328796386719 1.1693732738494873 534.3566284179688 0.45920050144195557 0.5948456 1.0689926147460938 True
|
| 14 |
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12 24804 20.586320161819458 0.4942820072174072 387.7178955078125 1.1807907819747925 530.8909301757812 0.4615890383720398 0.606651 0.9982902407646179 True
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14 28620 20.60329008102417 0.49874305725097656 399.65216064453125 1.2067632675170898 526.2281494140625 0.4671345055103302 0.63637215 0.938000500202179 True
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| 17 |
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15 30528 20.557396411895752 0.49880480766296387 430.5689697265625 1.0610045194625854 523.3770141601562 0.47029590606689453 0.64669645 0.9123926758766174 True
|
| 18 |
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16 32436 20.514265060424805 1.1042468547821045 360.5660400390625 0.6613861322402954 522.6073608398438 0.47089651226997375 0.65272427 0.906266450881958 True
|
| 19 |
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17 34344 20.79957151412964 26.519674062728882 389.5733642578125 1.0038655996322632 522.0650024414062 0.47177717089653015 0.6554929 0.906409740447998 True
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| 20 |
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18 36252 20.63980221748352 0.5068526268005371 373.60760498046875 0.7139251232147217 522.5362548828125 0.47141358256340027 0.65471506 0.9131900668144226 False
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| 21 |
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19 38160 20.67496919631958 0.5038325786590576 359.4743347167969 0.6053158044815063 523.7947387695312 0.46891576051712036 0.654883 0.9178116321563721 False
|
ENCSR000EOA/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 |
+
522.0650024414062 0.36940163373947144 0.47177717089653015 0.16017183661460876 0.655492901802063 0.6072821021080017 0.906409740447998
|
ENCSR000EOA/cherimoya.fold_2.evaluate.json
ADDED
|
@@ -0,0 +1,76 @@
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|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr22",
|
| 7 |
+
"chr7"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
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| 15 |
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| 16 |
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| 19 |
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| 20 |
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| 21 |
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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_2",
|
| 34 |
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|
| 35 |
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"negatives": [
|
| 36 |
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|
| 37 |
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|
| 38 |
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| 39 |
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|
| 40 |
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|
| 41 |
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| 42 |
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| 43 |
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| 44 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF987UFJ.bigWig"
|
| 49 |
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],
|
| 50 |
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|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr10",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr16",
|
| 64 |
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"chr17",
|
| 65 |
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"chr18",
|
| 66 |
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"chr19",
|
| 67 |
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"chr20",
|
| 68 |
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"chr21",
|
| 69 |
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"chrX"
|
| 70 |
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],
|
| 71 |
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"validation_chroms": [
|
| 72 |
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"chr22",
|
| 73 |
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"chr7"
|
| 74 |
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],
|
| 75 |
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"verbose": true
|
| 76 |
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}
|
ENCSR000EOA/cherimoya.fold_2.fit.json
ADDED
|
@@ -0,0 +1 @@
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| 1 |
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{"n_filters": 128, "name": "cherimoya.fold_2", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr5", "chr6", "chr8", "chr9", "chr10", "chr13", "chr14", "chr16", "chr17", "chr18", "chr19", "chr20", "chr21", "chrX"], "validation_chroms": ["chr22", "chr7"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_2.bed", "valid_peaks.fold_2.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_2.bed", "valid_nonpeaks.fold_2.bed"], "signals": ["ENCFF987UFJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000EOA/cherimoya.fold_2.log
ADDED
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@@ -0,0 +1,21 @@
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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|
ENCSR000EOA/cherimoya.fold_2.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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478.9111022949219 0.3777148425579071 0.46562543511390686 0.15230564773082733 0.624181866645813 0.5701503753662109 0.9195047616958618
|
ENCSR000EOA/cherimoya.fold_3.evaluate.json
ADDED
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@@ -0,0 +1,75 @@
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| 1 |
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{
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|
| 5 |
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|
| 8 |
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| 14 |
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|
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"model": "cherimoya.fold_3.torch",
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|
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| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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"name": "cherimoya.fold_3",
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|
| 35 |
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"negatives": [
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|
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|
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],
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"chr9",
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],
|
| 74 |
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"verbose": true
|
| 75 |
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}
|
ENCSR000EOA/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": ["ENCFF987UFJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOA/cherimoya.fold_3.log
ADDED
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@@ -0,0 +1,21 @@
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|
| 1 |
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
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0 1945 24.953604698181152 3.2873764038085938 436.6722412109375 1.6254568099975586 742.8589477539062 0.1972878873348236 0.3146089 12.232699394226074 True
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ENCSR000EOA/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 |
+
503.6614990234375 0.37542739510536194 0.4644705653190613 0.1583031862974167 0.628206193447113 0.5834247469902039 0.9252176284790039
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ENCSR000EOA/cherimoya.fold_4.evaluate.json
ADDED
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@@ -0,0 +1,75 @@
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| 1 |
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| 5 |
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| 6 |
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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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| 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",
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| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
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| 36 |
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|
| 37 |
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| 38 |
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],
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| 39 |
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| 40 |
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| 41 |
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| 46 |
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"sequences": "hg38.fa",
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| 47 |
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"signals": [
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| 48 |
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|
| 49 |
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| 50 |
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"skip": false,
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| 51 |
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| 63 |
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| 65 |
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| 66 |
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| 67 |
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| 68 |
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"chrY"
|
| 69 |
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|
| 70 |
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"validation_chroms": [
|
| 71 |
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"chr10",
|
| 72 |
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|
| 73 |
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|
| 74 |
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"verbose": true
|
| 75 |
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}
|
ENCSR000EOA/cherimoya.fold_4.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
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{"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": ["ENCFF987UFJ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOA/cherimoya.fold_4.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
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0 1978 25.359277486801147 3.9010095596313477 390.8923645019531 1.015280842781067 698.2527465820312 0.19927512109279633 0.27566695 10.907011985778809 True
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|
ENCSR000EOA/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 |
+
478.04412841796875 0.3807329833507538 0.46027490496635437 0.1517760008573532 0.6181726455688477 0.5775396823883057 0.902802586555481
|
ENCSR000EOB/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": ["ENCFF284GLX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOB/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
|
|
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|
|
|
|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 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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|
| 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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"in_window": 2114,
|
| 18 |
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|
| 19 |
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|
| 20 |
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"valid_peaks.fold_1.bed"
|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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"model": "cherimoya.fold_1.torch",
|
| 28 |
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"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 |
+
"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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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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|
| 41 |
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"performance_filename": "cherimoya.fold_1.performance.tsv",
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF284GLX.bigWig"
|
| 49 |
+
],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr3",
|
| 55 |
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"chr4",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr7",
|
| 59 |
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"chr10",
|
| 60 |
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"chr11",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr15",
|
| 64 |
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"chr18",
|
| 65 |
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"chr19",
|
| 66 |
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"chr20",
|
| 67 |
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"chr21",
|
| 68 |
+
"chr22",
|
| 69 |
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"chrX",
|
| 70 |
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"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 |
+
}
|
ENCSR000EOB/cherimoya.fold_1.log
ADDED
|
@@ -0,0 +1,21 @@
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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 2745 34.02438521385193 4.507237911224365 876.8623046875 1.714471697807312 2071.540771484375 0.3142566680908203 0.41323844 12.343533515930176 True
|
| 3 |
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1 5490 30.23030138015747 1.020047664642334 1349.4395751953125 1.6168241500854492 1602.5858154296875 0.47240304946899414 0.5468787 9.29541015625 True
|
| 4 |
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2 8235 30.128150463104248 0.7039961814880371 1045.788818359375 1.0328823328018188 1548.485107421875 0.48833802342414856 0.5394757 5.434917449951172 False
|
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|
ENCSR000EOB/cherimoya.fold_2.evaluate.json
ADDED
|
@@ -0,0 +1,76 @@
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| 1 |
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| 14 |
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| 19 |
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| 20 |
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| 21 |
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],
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| 27 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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"name": "cherimoya.fold_2",
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"negative_ratio": 0.25,
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| 35 |
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"negatives": [
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| 36 |
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|
| 37 |
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| 38 |
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],
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| 39 |
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| 40 |
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| 41 |
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"sequences": "hg38.fa",
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| 47 |
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"signals": [
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| 48 |
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"ENCFF284GLX.bigWig"
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| 49 |
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| 53 |
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| 54 |
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| 55 |
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"chr3",
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| 56 |
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"chr5",
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| 57 |
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"chr6",
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| 58 |
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"chr8",
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| 59 |
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"chr9",
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| 60 |
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"chr10",
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| 61 |
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"chr13",
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| 62 |
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"chr14",
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| 63 |
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"chr16",
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| 64 |
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"chr17",
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| 65 |
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"chr18",
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| 66 |
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"chr19",
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| 67 |
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"chr20",
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| 68 |
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"chr21",
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| 69 |
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"chrX"
|
| 70 |
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],
|
| 71 |
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"validation_chroms": [
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| 72 |
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| 75 |
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| 76 |
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|
ENCSR000EOB/cherimoya.fold_2.fit.json
ADDED
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@@ -0,0 +1 @@
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|
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|
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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": ["ENCFF284GLX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000EOB/cherimoya.fold_2.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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1218.509765625 0.2889483869075775 0.5401251912117004 0.26255157589912415 0.6732866168022156 0.6174439787864685 0.8490583300590515
|
ENCSR000EOB/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": ["ENCFF284GLX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOB/cherimoya.fold_4.fit.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
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|
| 1 |
+
{"n_filters": 128, "name": "cherimoya.fold_4", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr2", "chr3", "chr4", "chr5", "chr6", "chr8", "chr9", "chr11", "chr12", "chr14", "chr15", "chr16", "chr20", "chr22", "chrY"], "validation_chroms": ["chr10", "chr18"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_4.bed", "valid_peaks.fold_4.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_4.bed", "valid_nonpeaks.fold_4.bed"], "signals": ["ENCFF284GLX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000EOB/cherimoya.fold_4.log
ADDED
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@@ -0,0 +1,21 @@
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| 1 |
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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| 2 |
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11 34416 31.29023575782776 0.5503392219543457 736.796142578125 0.8158513307571411 1239.8404541015625 0.5281645059585571 0.5865799 1.0648082494735718 True
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|
ENCSR000EOH/cherimoya.fold_0.evaluate.json
ADDED
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@@ -0,0 +1,78 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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"chroms": [
|
| 6 |
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"chr8",
|
| 7 |
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"chr20"
|
| 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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"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
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|
| 20 |
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"valid_peaks.fold_0.bed"
|
| 21 |
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],
|
| 22 |
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"lw_lr": 0.001,
|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_0.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_0",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_0.bed",
|
| 37 |
+
"valid_nonpeaks.fold_0.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_0.performance.tsv",
|
| 42 |
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|
| 43 |
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|
| 44 |
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"reverse_complement": false,
|
| 45 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF961WLA.bigWig"
|
| 49 |
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],
|
| 50 |
+
"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
+
"chr2",
|
| 54 |
+
"chr4",
|
| 55 |
+
"chr5",
|
| 56 |
+
"chr7",
|
| 57 |
+
"chr9",
|
| 58 |
+
"chr10",
|
| 59 |
+
"chr11",
|
| 60 |
+
"chr12",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr15",
|
| 64 |
+
"chr16",
|
| 65 |
+
"chr17",
|
| 66 |
+
"chr18",
|
| 67 |
+
"chr19",
|
| 68 |
+
"chr21",
|
| 69 |
+
"chr22",
|
| 70 |
+
"chrX",
|
| 71 |
+
"chrY"
|
| 72 |
+
],
|
| 73 |
+
"validation_chroms": [
|
| 74 |
+
"chr8",
|
| 75 |
+
"chr20"
|
| 76 |
+
],
|
| 77 |
+
"verbose": true
|
| 78 |
+
}
|
ENCSR000EOH/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": ["ENCFF961WLA.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOH/cherimoya.fold_0.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
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|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
1012.2623291015625 0.27519506216049194 0.5755221843719482 0.26223069429397583 0.6634188890457153 0.6205682754516602 0.8072635531425476
|
ENCSR000EOH/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
| 1 |
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{
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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 |
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|
| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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|
| 13 |
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"exclusion_lists": [
|
| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
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],
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| 16 |
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| 17 |
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| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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],
|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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"model": "cherimoya.fold_1.torch",
|
| 28 |
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|
| 29 |
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|
| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_1",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_1.bed",
|
| 37 |
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"valid_nonpeaks.fold_1.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_1.performance.tsv",
|
| 42 |
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| 43 |
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| 44 |
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|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF961WLA.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr3",
|
| 55 |
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"chr4",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr7",
|
| 59 |
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"chr10",
|
| 60 |
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"chr11",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr15",
|
| 64 |
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"chr18",
|
| 65 |
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"chr19",
|
| 66 |
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"chr20",
|
| 67 |
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"chr21",
|
| 68 |
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"chr22",
|
| 69 |
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"chrX",
|
| 70 |
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"chrY"
|
| 71 |
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],
|
| 72 |
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"validation_chroms": [
|
| 73 |
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"chr12",
|
| 74 |
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"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR000EOH/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": ["ENCFF961WLA.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOH/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 2754 35.10789656639099 4.4373695850372314 795.01171875 1.5719870328903198 1796.297119140625 0.30565351247787476 0.40344658 10.343483924865723 True
|
| 3 |
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1 5508 30.557811975479126 0.7911639213562012 931.6332397460938 2.2678303718566895 1345.5386962890625 0.4997712969779968 0.5316127 5.9325714111328125 True
|
| 4 |
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2 8262 30.56511116027832 0.826528787612915 1457.546630859375 1.596788763999939 1325.6229248046875 0.5029265284538269 0.5293599 2.86624813079834 False
|
| 5 |
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3 11016 30.5223126411438 1.5341153144836426 913.619873046875 1.640281319618225 1276.6749267578125 0.5205985903739929 0.54979926 2.1038856506347656 True
|
| 6 |
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4 13770 30.56456232070923 0.7797431945800781 704.4732666015625 0.912756085395813 1254.01513671875 0.5334309935569763 0.5546979 2.019666910171509 True
|
| 7 |
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5 16524 30.52796697616577 0.6942007541656494 862.76416015625 1.167841911315918 1243.787841796875 0.5383413434028625 0.55463445 1.899253487586975 False
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| 8 |
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| 11 |
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9 27540 30.52861762046814 0.7012062072753906 856.0386962890625 1.0743567943572998 1191.07275390625 0.555583119392395 0.6071751 1.3982439041137695 True
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| 13 |
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| 14 |
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12 35802 30.607516050338745 8.483587265014648 802.6890869140625 1.08120858669281 1158.86669921875 0.5666387677192688 0.6368624 1.2048029899597168 True
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15 44064 30.67341923713684 0.7492043972015381 804.5751342773438 1.0937185287475586 1125.6307373046875 0.5807821750640869 0.6837759 0.9008749723434448 True
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| 19 |
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| 20 |
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18 52326 30.594684600830078 0.9429004192352295 777.2182006835938 0.7013937830924988 1121.9132080078125 0.5788166522979736 0.6977324 0.8200446963310242 True
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| 21 |
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19 55080 30.582133769989014 0.6813194751739502 868.3373413085938 0.6966434121131897 1118.7071533203125 0.5817227959632874 0.6984609 0.8132713437080383 True
|
ENCSR000EOH/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": ["ENCFF961WLA.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOH/cherimoya.fold_2.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
1003.965576171875 0.27691006660461426 0.5754286646842957 0.26065143942832947 0.6710216999053955 0.6302308440208435 0.801141083240509
|
ENCSR000EOH/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": ["ENCFF961WLA.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOH/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 2806 36.42350172996521 7.695530891418457 1100.869873046875 2.1088790893554688 1634.4207763671875 0.31694620847702026 0.41833043 9.768898010253906 True
|
| 3 |
+
1 5612 31.181398153305054 0.8563897609710693 812.2448120117188 2.425405502319336 1229.5206298828125 0.49674347043037415 0.5196884 6.6794328689575195 True
|
| 4 |
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2 8418 31.16130566596985 0.5907340049743652 893.140380859375 1.4687151908874512 1202.892333984375 0.5085359215736389 0.50897473 4.328682899475098 False
|
| 5 |
+
3 11224 31.120112895965576 0.5920143127441406 572.4589233398438 1.7713812589645386 1166.5408935546875 0.525925874710083 0.53688025 2.587310314178467 True
|
| 6 |
+
4 14030 31.177147388458252 0.5886111259460449 908.885498046875 1.431398868560791 1160.198486328125 0.5262391567230225 0.53902096 2.578214168548584 True
|
| 7 |
+
5 16836 31.270550966262817 0.5706944465637207 905.6204223632812 1.70981764793396 1143.2022705078125 0.5383084416389465 0.54317766 2.490724563598633 True
|
| 8 |
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6 19642 31.228739023208618 1.6141412258148193 981.6163330078125 1.155539631843567 1140.8245849609375 0.5388384461402893 0.54016984 2.5331151485443115 False
|
| 9 |
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7 22448 31.149168968200684 1.6442415714263916 756.4024658203125 1.348237156867981 1136.1549072265625 0.5426913499832153 0.54480773 2.1089794635772705 True
|
| 10 |
+
8 25254 31.166553258895874 16.158040523529053 871.1172485351562 1.5293223857879639 1122.379150390625 0.5484277606010437 0.5592533 1.9921314716339111 True
|
| 11 |
+
9 28060 31.313870906829834 1.3736636638641357 804.4290771484375 1.2110322713851929 1112.453857421875 0.5524398684501648 0.5625244 1.799100637435913 True
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| 12 |
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10 30866 31.1746883392334 0.5885672569274902 974.7282104492188 0.935467004776001 1096.2786865234375 0.5604070425033569 0.57517153 1.4981157779693604 True
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| 13 |
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11 33672 31.22125005722046 0.6025261878967285 874.9207153320312 1.3843262195587158 1084.4002685546875 0.565542459487915 0.58621395 1.3473803997039795 True
|
| 14 |
+
12 36478 31.192577123641968 0.5984394550323486 900.8088989257812 1.1244182586669922 1076.725830078125 0.5659732222557068 0.60753405 1.1647729873657227 True
|
| 15 |
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13 39284 31.19126582145691 0.5937211513519287 977.9300537109375 1.0775930881500244 1066.9168701171875 0.5703989267349243 0.6245814 1.0627167224884033 True
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| 16 |
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14 42090 31.23538613319397 0.5839951038360596 786.95751953125 1.0630851984024048 1065.0543212890625 0.5662698149681091 0.64155376 0.9858688116073608 True
|
| 17 |
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15 44896 31.243804216384888 0.6187467575073242 751.3310546875 1.2169182300567627 1049.0487060546875 0.5759188532829285 0.65735537 0.9166346192359924 True
|
| 18 |
+
16 47702 31.186945915222168 0.6033422946929932 764.5013427734375 0.5696368217468262 1045.41650390625 0.5778193473815918 0.6695018 0.8547480702400208 True
|
| 19 |
+
17 50508 31.217418909072876 0.607006311416626 731.7643432617188 0.6128467321395874 1051.3721923828125 0.5722231268882751 0.6754118 0.8205823302268982 True
|
| 20 |
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18 53314 31.171505451202393 0.5848336219787598 790.7263793945312 0.977503776550293 1045.5751953125 0.5751761794090271 0.67726004 0.8038016557693481 True
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| 21 |
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|
ENCSR000EOH/cherimoya.fold_4.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,
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| 3 |
+
"adam_wd": 0.0,
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| 4 |
+
"batch_size": 64,
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| 5 |
+
"chroms": [
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| 6 |
+
"chr10",
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| 7 |
+
"chr18"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
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| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
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"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
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| 16 |
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"expansion": 2,
|
| 17 |
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"in_window": 2114,
|
| 18 |
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"loci": [
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| 19 |
+
"train_peaks.fold_4.bed",
|
| 20 |
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"valid_peaks.fold_4.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
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"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_4.torch",
|
| 28 |
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"muon_lr": 0.025,
|
| 29 |
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"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_4",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_4.bed",
|
| 37 |
+
"valid_nonpeaks.fold_4.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_4.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
+
"reverse_complement": false,
|
| 45 |
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"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF961WLA.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"chr4",
|
| 57 |
+
"chr5",
|
| 58 |
+
"chr6",
|
| 59 |
+
"chr8",
|
| 60 |
+
"chr9",
|
| 61 |
+
"chr11",
|
| 62 |
+
"chr12",
|
| 63 |
+
"chr14",
|
| 64 |
+
"chr15",
|
| 65 |
+
"chr16",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr22",
|
| 68 |
+
"chrY"
|
| 69 |
+
],
|
| 70 |
+
"validation_chroms": [
|
| 71 |
+
"chr10",
|
| 72 |
+
"chr18"
|
| 73 |
+
],
|
| 74 |
+
"verbose": true
|
| 75 |
+
}
|
ENCSR000EOH/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": ["ENCFF961WLA.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOH/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 |
+
988.4027709960938 0.2774263322353363 0.5735683441162109 0.25854071974754333 0.6630110144615173 0.6203355193138123 0.7914794087409973
|
ENCSR000EOK/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": ["ENCFF777OTQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOK/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 |
+
945.1451416015625 0.27914106845855713 0.5746200680732727 0.25633537769317627 0.6497101187705994 0.6146687269210815 0.7156282663345337
|
ENCSR000EOK/cherimoya.fold_2.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
897.4558715820312 0.2844477891921997 0.5677341222763062 0.25021323561668396 0.6296749711036682 0.5940616726875305 0.7112013697624207
|