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- ENCSR000EOB/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EOB/cherimoya.fold_0.log +21 -0
- ENCSR000EOB/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000EOB/cherimoya.fold_1.fit.json +1 -0
- ENCSR000EOB/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000EOB/cherimoya.fold_2.log +21 -0
- ENCSR000EOB/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR000EOB/cherimoya.fold_3.log +21 -0
- ENCSR000EOB/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR000EOB/cherimoya.fold_4.evaluate.json +75 -0
- ENCSR000EOB/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR000EOH/cherimoya.fold_0.log +21 -0
- ENCSR000EOH/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000EOH/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000EOH/cherimoya.fold_2.log +21 -0
- ENCSR000EOH/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR000EOH/cherimoya.fold_3.performance.tsv +2 -0
- ENCSR000EOH/cherimoya.fold_4.log +21 -0
- ENCSR000EOK/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EOK/cherimoya.fold_0.log +21 -0
- ENCSR000EOK/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000EOK/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000EOK/cherimoya.fold_1.fit.json +1 -0
- ENCSR000EOK/cherimoya.fold_1.log +21 -0
- ENCSR000EOK/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000EOK/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EOK/cherimoya.fold_2.log +21 -0
- ENCSR000EOK/cherimoya.fold_3.fit.json +1 -0
- ENCSR000EOK/cherimoya.fold_4.fit.json +1 -0
- ENCSR000EOK/cherimoya.fold_4.log +21 -0
- ENCSR000EOK/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR000EPU/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EPU/cherimoya.fold_0.fit.json +1 -0
- ENCSR000EPU/cherimoya.fold_0.log +21 -0
- ENCSR000EPU/cherimoya.fold_0.performance.tsv +2 -0
- ENCSR000EPU/cherimoya.fold_1.evaluate.json +77 -0
- ENCSR000EPU/cherimoya.fold_1.performance.tsv +2 -0
- ENCSR000EPU/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000EPU/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EPU/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR000EPU/cherimoya.fold_3.fit.json +1 -0
- ENCSR000EPU/cherimoya.fold_4.fit.json +1 -0
- ENCSR000EPU/cherimoya.fold_4.log +21 -0
- ENCSR000EPU/cherimoya.fold_4.performance.tsv +2 -0
- ENCSR000EQI/cherimoya.fold_0.evaluate.json +78 -0
- ENCSR000EQI/cherimoya.fold_0.log +21 -0
- ENCSR000EQI/cherimoya.fold_2.evaluate.json +76 -0
- ENCSR000EQI/cherimoya.fold_2.fit.json +1 -0
- ENCSR000EQI/cherimoya.fold_3.evaluate.json +75 -0
- ENCSR000EQI/cherimoya.fold_4.evaluate.json +75 -0
ENCSR000EOB/cherimoya.fold_0.evaluate.json
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{
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"adam_lr": 0.001,
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"batch_size": 64,
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"chroms": [
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"chr8",
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"chr20"
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"dtype": "bfloat16",
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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],
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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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"lw_lr": 0.001,
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"lw_momentum": 0.9,
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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_warmup_epochs": 2,
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"name": "cherimoya.fold_0",
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"negative_ratio": 0.25,
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"negatives": [
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],
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"num_workers": 1,
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"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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"ENCFF284GLX.bigWig"
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"training_chroms": [
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"chr2",
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"chr5",
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"chr22",
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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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ENCSR000EOB/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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ENCSR000EOB/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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ENCSR000EOB/cherimoya.fold_1.fit.json
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{"n_filters": 128, "name": "cherimoya.fold_1", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr1", "chr3", "chr4", "chr5", "chr6", "chr7", "chr10", "chr11", "chr13", "chr14", "chr15", "chr18", "chr19", "chr20", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr12", "chr17"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_1.bed", "valid_peaks.fold_1.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_1.bed", "valid_nonpeaks.fold_1.bed"], "signals": ["ENCFF284GLX.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
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ENCSR000EOB/cherimoya.fold_1.performance.tsv
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
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1324.2449951171875 0.2811812162399292 0.5461293458938599 0.2754055857658386 0.705449640750885 0.65762859582901 0.8426376581192017
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ENCSR000EOB/cherimoya.fold_2.log
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
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| 2 |
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ENCSR000EOB/cherimoya.fold_3.evaluate.json
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| 1 |
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| 14 |
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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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| 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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|
| 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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| 55 |
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| 58 |
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| 60 |
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| 61 |
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| 62 |
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| 63 |
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| 65 |
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| 66 |
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| 67 |
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| 69 |
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|
ENCSR000EOB/cherimoya.fold_3.log
ADDED
|
@@ -0,0 +1,21 @@
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| 1 |
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Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
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0 2803 35.07053279876709 3.795255422592163 1003.0009765625 1.3022050857543945 1936.1524658203125 0.3102506101131439 0.39319602 11.8826904296875 True
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|
ENCSR000EOB/cherimoya.fold_3.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
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|
| 1 |
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
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1266.1348876953125 0.2867611348628998 0.5386710166931152 0.2666684091091156 0.6760440468788147 0.6278200745582581 0.873449981212616
|
ENCSR000EOB/cherimoya.fold_4.evaluate.json
ADDED
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|
| 1 |
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{
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|
| 32 |
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| 75 |
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|
ENCSR000EOB/cherimoya.fold_4.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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|
|
|
|
|
|
|
|
|
| 1 |
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profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
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1207.5574951171875 0.290040522813797 0.5371237993240356 0.2599653899669647 0.6535980701446533 0.602826714515686 0.8761734366416931
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ENCSR000EOH/cherimoya.fold_0.log
ADDED
|
@@ -0,0 +1,21 @@
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|
|
|
|
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|
|
|
|
|
|
|
|
|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
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0 2729 34.84740471839905 4.066203594207764 836.9634399414062 1.6799982786178589 1602.0020751953125 0.3064846396446228 0.37427196 11.259699821472168 True
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| 17 |
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| 18 |
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16 46393 30.265880823135376 0.5712909698486328 647.8145141601562 1.1068949699401855 1010.3839721679688 0.5782967805862427 0.6549354 0.835716962814331 True
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ENCSR000EOH/cherimoya.fold_1.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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1118.7071533203125 0.2688828408718109 0.5817227959632874 0.2758198082447052 0.6984608769416809 0.6618789434432983 0.8132713437080383
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ENCSR000EOH/cherimoya.fold_2.evaluate.json
ADDED
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@@ -0,0 +1,76 @@
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|
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|
ENCSR000EOH/cherimoya.fold_2.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 2890 36.8348822593689 3.9629948139190674 985.5133056640625 1.7389200925827026 1571.779296875 0.31580889225006104 0.3786972 10.637005805969238 True
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15 46240 31.428889989852905 0.5148510932922363 890.0291748046875 1.1038954257965088 1011.5217895507812 0.5711509585380554 0.6493255 0.8945699334144592 True
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| 18 |
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16 49130 31.493799209594727 0.5316793918609619 853.88671875 0.8808286190032959 1004.7929077148438 0.5763046145439148 0.6601784 0.8437296152114868 True
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| 19 |
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17 52020 31.461053609848022 0.4986405372619629 853.3536376953125 0.7430709600448608 1001.0407104492188 0.578649640083313 0.66538656 0.8201337456703186 True
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|
ENCSR000EOH/cherimoya.fold_3.evaluate.json
ADDED
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@@ -0,0 +1,75 @@
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|
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|
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"chr15",
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|
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|
ENCSR000EOH/cherimoya.fold_3.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
1043.208984375 0.2738659381866455 0.5781639814376831 0.26503786444664 0.6775715947151184 0.6427392363548279 0.8053515553474426
|
ENCSR000EOH/cherimoya.fold_4.log
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 2895 38.09669828414917 4.336047649383545 1036.8076171875 2.0969290733337402 1530.144287109375 0.31084802746772766 0.3898359 8.09954833984375 True
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| 11 |
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| 16 |
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ENCSR000EOK/cherimoya.fold_0.evaluate.json
ADDED
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@@ -0,0 +1,78 @@
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|
ENCSR000EOK/cherimoya.fold_0.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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| 2 |
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ENCSR000EOK/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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| 2 |
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ENCSR000EOK/cherimoya.fold_1.evaluate.json
ADDED
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@@ -0,0 +1,77 @@
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| 33 |
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|
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|
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|
| 66 |
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|
| 67 |
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|
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|
| 69 |
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"chrX",
|
| 70 |
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"chrY"
|
| 71 |
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],
|
| 72 |
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"validation_chroms": [
|
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"chr12",
|
| 74 |
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|
| 75 |
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],
|
| 76 |
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"verbose": true
|
| 77 |
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}
|
ENCSR000EOK/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": ["ENCFF777OTQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOK/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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0 2756 36.39201235771179 7.3905417919158936 844.828857421875 1.6786470413208008 1455.6905517578125 0.3219875395298004 0.28341565 10.408811569213867 True
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| 4 |
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| 5 |
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| 9 |
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11 33072 30.658138275146484 0.5970041751861572 583.44384765625 1.238703727722168 982.359375 0.55680912733078 0.5482781 1.273830771446228 True
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| 15 |
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13 38584 30.695693731307983 0.5937092304229736 774.0590209960938 1.085932731628418 966.6314086914062 0.563912570476532 0.5884325 1.024043321609497 True
|
| 16 |
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14 41340 33.573302268981934 20.565863847732544 608.2764282226562 1.0046615600585938 958.9299926757812 0.5685753226280212 0.6081786 0.9401728510856628 True
|
| 17 |
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15 44096 30.74327516555786 1.5272953510284424 776.7821655273438 1.5421050786972046 955.3006591796875 0.5678148865699768 0.625861 0.8444888591766357 True
|
| 18 |
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16 46852 30.80439782142639 2.37549090385437 762.2158813476562 0.8544906377792358 949.7533569335938 0.5720254778862 0.63907796 0.7764284610748291 True
|
| 19 |
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17 49608 31.653042554855347 34.56757593154907 640.644775390625 0.5169417262077332 946.6961059570312 0.5727019309997559 0.64487505 0.7355883121490479 True
|
| 20 |
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|
ENCSR000EOK/cherimoya.fold_2.evaluate.json
ADDED
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@@ -0,0 +1,76 @@
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| 1 |
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{
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| 2 |
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"adam_lr": 0.001,
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| 3 |
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| 4 |
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"batch_size": 64,
|
| 5 |
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"chroms": [
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| 6 |
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"chr22",
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| 7 |
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"chr7"
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| 8 |
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| 9 |
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"device": "cuda",
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| 12 |
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"early_stopping": 20,
|
| 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"
|
| 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,
|
| 18 |
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"loci": [
|
| 19 |
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"train_peaks.fold_2.bed",
|
| 20 |
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"valid_peaks.fold_2.bed"
|
| 21 |
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],
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| 22 |
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"lw_lr": 0.001,
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| 23 |
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"lw_momentum": 0.9,
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| 24 |
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"lw_wd": 0.0,
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| 25 |
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"max_epochs": 20,
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| 26 |
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"max_jitter": 0,
|
| 27 |
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"model": "cherimoya.fold_2.torch",
|
| 28 |
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"muon_lr": 0.025,
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| 29 |
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"muon_wd": 0.03,
|
| 30 |
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"n_filters": 128,
|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_2",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_2.bed",
|
| 37 |
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"valid_nonpeaks.fold_2.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_2.performance.tsv",
|
| 42 |
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| 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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| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
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| 48 |
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"ENCFF777OTQ.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"chr2",
|
| 55 |
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"chr3",
|
| 56 |
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"chr5",
|
| 57 |
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"chr6",
|
| 58 |
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"chr8",
|
| 59 |
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"chr9",
|
| 60 |
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"chr10",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr16",
|
| 64 |
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"chr17",
|
| 65 |
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"chr18",
|
| 66 |
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"chr19",
|
| 67 |
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"chr20",
|
| 68 |
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"chr21",
|
| 69 |
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"chrX"
|
| 70 |
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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 |
+
}
|
ENCSR000EOK/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": ["ENCFF777OTQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOK/cherimoya.fold_2.log
ADDED
|
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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 2902 37.093541860580444 5.958627700805664 759.6746826171875 1.6372935771942139 1341.2158203125 0.3413150906562805 0.27970287 8.487799644470215 True
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ENCSR000EOK/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": ["ENCFF777OTQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOK/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": ["ENCFF777OTQ.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EOK/cherimoya.fold_4.log
ADDED
|
@@ -0,0 +1,21 @@
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| 1 |
+
Epoch Iteration Training Time Validation Time Training MNLL Training Count MSE Validation MNLL Validation Profile Pearson Validation Count Pearson Validation Count MSE Saved?
|
| 2 |
+
0 2930 37.61768817901611 3.608914375305176 751.6065673828125 1.4919745922088623 1344.575439453125 0.34889477491378784 0.2934713 8.55655288696289 True
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4 14650 32.62399649620056 0.5860004425048828 809.5578002929688 1.018355131149292 991.2554321289062 0.5303858518600464 0.42878026 3.3073041439056396 True
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5 17580 33.27105951309204 0.5597636699676514 920.3508911132812 1.4939100742340088 983.456787109375 0.5341610908508301 0.4434225 2.3380701541900635 True
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9 29300 32.58638668060303 0.5689616203308105 888.6158447265625 1.115675926208496 955.4136352539062 0.5483273863792419 0.511498 1.3352453708648682 True
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10 32230 32.636481046676636 0.553128719329834 640.184326171875 0.7564690113067627 942.45166015625 0.5580724477767944 0.52954006 1.2221667766571045 True
|
| 13 |
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| 16 |
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14 43950 32.59658718109131 0.551842212677002 535.1649169921875 0.7186647057533264 915.1389770507812 0.5710452198982239 0.59863645 0.8457346558570862 True
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| 17 |
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15 46880 32.64058828353882 0.5642743110656738 618.844970703125 0.5175399780273438 910.354736328125 0.5724711418151855 0.61532634 0.7741813063621521 True
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| 18 |
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16 49810 32.652868032455444 0.5529670715332031 758.9442138671875 0.7640923261642456 902.0078125 0.5789336562156677 0.6244271 0.7367585301399231 True
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17 52740 32.657042264938354 0.5603725910186768 549.726318359375 0.6397639513015747 906.4971923828125 0.5735978484153748 0.6300553 0.7116585373878479 True
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18 55670 32.626362562179565 0.5583343505859375 611.001708984375 0.6613197326660156 903.8857421875 0.576018750667572 0.63311195 0.6953377723693848 True
|
| 21 |
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19 58600 32.62090730667114 0.557506799697876 794.7465209960938 0.47168684005737305 905.1678466796875 0.5744336247444153 0.633117 0.6939680576324463 True
|
ENCSR000EOK/cherimoya.fold_4.performance.tsv
ADDED
|
@@ -0,0 +1,2 @@
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| 1 |
+
profile_mnll profile_jsd profile_pearson profile_spearman count_pearson count_spearman count_mse
|
| 2 |
+
905.1678466796875 0.2814479172229767 0.5744335651397705 0.2533254623413086 0.6331170201301575 0.5964640378952026 0.6939680576324463
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ENCSR000EPU/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
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| 1 |
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{
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| 5 |
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"chr8",
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| 13 |
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| 14 |
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"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
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| 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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],
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| 22 |
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"lw_lr": 0.001,
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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|
| 30 |
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|
| 31 |
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"n_layers": 9,
|
| 32 |
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"n_warmup_epochs": 2,
|
| 33 |
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"name": "cherimoya.fold_0",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
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"negatives": [
|
| 36 |
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"train_nonpeaks.fold_0.bed",
|
| 37 |
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"valid_nonpeaks.fold_0.bed"
|
| 38 |
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],
|
| 39 |
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"num_workers": 1,
|
| 40 |
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"out_window": 1000,
|
| 41 |
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"performance_filename": "cherimoya.fold_0.performance.tsv",
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| 42 |
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| 43 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF173YDE.bigWig"
|
| 49 |
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],
|
| 50 |
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"skip": false,
|
| 51 |
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"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr2",
|
| 54 |
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"chr4",
|
| 55 |
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"chr5",
|
| 56 |
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"chr7",
|
| 57 |
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"chr9",
|
| 58 |
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"chr10",
|
| 59 |
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"chr11",
|
| 60 |
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"chr12",
|
| 61 |
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"chr13",
|
| 62 |
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"chr14",
|
| 63 |
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"chr15",
|
| 64 |
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"chr16",
|
| 65 |
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"chr17",
|
| 66 |
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"chr18",
|
| 67 |
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"chr19",
|
| 68 |
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"chr21",
|
| 69 |
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"chr22",
|
| 70 |
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"chrX",
|
| 71 |
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"chrY"
|
| 72 |
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],
|
| 73 |
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"validation_chroms": [
|
| 74 |
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"chr8",
|
| 75 |
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"chr20"
|
| 76 |
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],
|
| 77 |
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"verbose": true
|
| 78 |
+
}
|
ENCSR000EPU/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": ["ENCFF173YDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EPU/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 2707 34.566250801086426 3.8928232192993164 200.54074096679688 0.6891966462135315 341.822998046875 0.2051311731338501 0.27689096 4.3442063331604 True
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| 3 |
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| 4 |
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2 8121 30.01600408554077 0.5744071006774902 224.6845703125 0.6209197044372559 291.1894226074219 0.33505502343177795 0.45184723 1.7761605978012085 True
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| 5 |
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3 10828 29.928614139556885 0.5761301517486572 231.1437530517578 0.840802788734436 287.48358154296875 0.34377509355545044 0.4763115 1.2296473979949951 True
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| 8 |
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6 18949 29.336570978164673 1.5458357334136963 190.38897705078125 0.5322750806808472 282.46746826171875 0.3546808362007141 0.5268331 0.9056124091148376 True
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| 9 |
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| 10 |
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8 24363 29.41228747367859 0.5789496898651123 225.18295288085938 0.43837666511535645 280.2726745605469 0.3599107563495636 0.5647404 0.7411889433860779 True
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| 11 |
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11 32484 29.42703628540039 0.5661230087280273 257.78314208984375 0.6410524845123291 277.2042541503906 0.36766040325164795 0.60798883 0.5839604139328003 True
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| 15 |
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13 37898 29.41625738143921 0.6874644756317139 193.43922424316406 0.2809380292892456 275.5711669921875 0.37156543135643005 0.64069307 0.5048786997795105 True
|
| 16 |
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14 40605 29.357338190078735 0.5906801223754883 234.93148803710938 0.6429277658462524 275.0258483886719 0.3724869191646576 0.6525202 0.456691175699234 True
|
| 17 |
+
15 43312 29.396079301834106 0.5910449028015137 195.40817260742188 0.318762868642807 273.9998779296875 0.3763350546360016 0.6636536 0.4357914328575134 True
|
| 18 |
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16 46019 29.398613691329956 0.5679478645324707 208.02572631835938 0.3934467136859894 273.9478454589844 0.37621816992759705 0.67376727 0.414948433637619 True
|
| 19 |
+
17 48726 29.37372064590454 0.5974748134613037 266.02801513671875 0.35515284538269043 273.4805603027344 0.3779824376106262 0.67602134 0.4031619727611542 True
|
| 20 |
+
18 51433 29.35082745552063 0.5594377517700195 244.40272521972656 0.2488226443529129 273.8570556640625 0.3758282959461212 0.67572993 0.3997296988964081 False
|
| 21 |
+
19 54140 29.349515914916992 0.5794060230255127 222.69735717773438 0.20672395825386047 273.556640625 0.37787824869155884 0.67528343 0.4019143283367157 False
|
ENCSR000EPU/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 |
+
273.4805603027344 0.45595404505729675 0.37798240780830383 0.08667901903390884 0.6760213375091553 0.6167259812355042 0.4031619727611542
|
ENCSR000EPU/cherimoya.fold_1.evaluate.json
ADDED
|
@@ -0,0 +1,77 @@
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|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
+
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|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
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"chr12",
|
| 7 |
+
"chr17"
|
| 8 |
+
],
|
| 9 |
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"controls": null,
|
| 10 |
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"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
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"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_1.bed",
|
| 20 |
+
"valid_peaks.fold_1.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"model": "cherimoya.fold_1.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_1",
|
| 34 |
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"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_1.bed",
|
| 37 |
+
"valid_nonpeaks.fold_1.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_1.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
+
"reverse_complement": false,
|
| 45 |
+
"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF173YDE.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr3",
|
| 55 |
+
"chr4",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr7",
|
| 59 |
+
"chr10",
|
| 60 |
+
"chr11",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr15",
|
| 64 |
+
"chr18",
|
| 65 |
+
"chr19",
|
| 66 |
+
"chr20",
|
| 67 |
+
"chr21",
|
| 68 |
+
"chr22",
|
| 69 |
+
"chrX",
|
| 70 |
+
"chrY"
|
| 71 |
+
],
|
| 72 |
+
"validation_chroms": [
|
| 73 |
+
"chr12",
|
| 74 |
+
"chr17"
|
| 75 |
+
],
|
| 76 |
+
"verbose": true
|
| 77 |
+
}
|
ENCSR000EPU/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 |
+
295.0360412597656 0.450965940952301 0.37855997681617737 0.0911434218287468 0.7025798559188843 0.6524674892425537 0.44115087389945984
|
ENCSR000EPU/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 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_2.bed",
|
| 20 |
+
"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 |
+
"performance_filename": "cherimoya.fold_2.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 |
+
"ENCFF173YDE.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr8",
|
| 59 |
+
"chr9",
|
| 60 |
+
"chr10",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr16",
|
| 64 |
+
"chr17",
|
| 65 |
+
"chr18",
|
| 66 |
+
"chr19",
|
| 67 |
+
"chr20",
|
| 68 |
+
"chr21",
|
| 69 |
+
"chrX"
|
| 70 |
+
],
|
| 71 |
+
"validation_chroms": [
|
| 72 |
+
"chr22",
|
| 73 |
+
"chr7"
|
| 74 |
+
],
|
| 75 |
+
"verbose": true
|
| 76 |
+
}
|
ENCSR000EPU/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": ["ENCFF173YDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EPU/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr6",
|
| 7 |
+
"chr21"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_3.bed",
|
| 20 |
+
"valid_peaks.fold_3.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
+
"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"model": "cherimoya.fold_3.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_3",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_3.bed",
|
| 37 |
+
"valid_nonpeaks.fold_3.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_3.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
+
"reverse_complement": false,
|
| 45 |
+
"reverse_complement_average": false,
|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
+
"ENCFF173YDE.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 |
+
}
|
ENCSR000EPU/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": ["ENCFF173YDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EPU/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": ["ENCFF173YDE.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EPU/cherimoya.fold_4.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 2921 37.004841804504395 3.91144061088562 225.2191619873047 0.8873162269592285 332.02606201171875 0.21593204140663147 0.30899483 3.7701122760772705 True
|
| 3 |
+
1 5842 31.960158824920654 3.0671122074127197 224.3699493408203 0.6249706745147705 288.85369873046875 0.32694169878959656 0.44947535 1.640133023262024 True
|
| 4 |
+
2 8763 32.46068334579468 0.5706589221954346 241.87554931640625 0.8165361881256104 285.9114990234375 0.3320451080799103 0.45890224 1.2689182758331299 True
|
| 5 |
+
3 11684 32.02574110031128 0.5616428852081299 228.24459838867188 0.6561527252197266 281.752685546875 0.34278836846351624 0.48559028 1.021385669708252 True
|
| 6 |
+
4 14605 31.693994998931885 0.5509629249572754 232.82089233398438 0.4623047113418579 280.4044494628906 0.346359521150589 0.49348187 1.073111891746521 True
|
| 7 |
+
5 17526 31.615995168685913 1.6772325038909912 251.6884002685547 0.6276731491088867 279.00933837890625 0.35131943225860596 0.5050183 1.038232684135437 True
|
| 8 |
+
6 20447 31.725082635879517 0.5487182140350342 228.5098876953125 0.38895508646965027 279.0391540527344 0.3513163626194 0.50998765 1.0605348348617554 True
|
| 9 |
+
7 23368 31.68916153907776 0.5471999645233154 252.5834197998047 0.660251259803772 277.6573181152344 0.3527163863182068 0.53913933 0.928081750869751 True
|
| 10 |
+
8 26289 31.677857160568237 0.5397994518280029 201.87246704101562 0.44531166553497314 275.97222900390625 0.3585284948348999 0.559453 0.8377875685691833 True
|
| 11 |
+
9 29210 31.645938873291016 0.546771764755249 228.69821166992188 0.5427064299583435 274.8307189941406 0.36259132623672485 0.56755364 0.7842034697532654 True
|
| 12 |
+
10 32131 31.716774463653564 0.551936149597168 198.2558135986328 0.31326085329055786 274.0300598144531 0.3631640076637268 0.58894527 0.6984399557113647 True
|
| 13 |
+
11 35052 31.665588855743408 0.5454199314117432 284.9574279785156 0.4575456380844116 272.58099365234375 0.368508905172348 0.6068039 0.636735200881958 True
|
| 14 |
+
12 37973 31.765748739242554 0.5364370346069336 213.951416015625 0.26703667640686035 272.360595703125 0.36717990040779114 0.6238016 0.5906224846839905 True
|
| 15 |
+
13 40894 31.66740870475769 0.5517737865447998 227.1158905029297 0.48297247290611267 271.16162109375 0.3697841465473175 0.6394292 0.5246855020523071 True
|
| 16 |
+
14 43815 31.66868758201599 0.5533349514007568 249.17999267578125 0.2654695510864258 270.99560546875 0.36907675862312317 0.6524241 0.4752310514450073 True
|
| 17 |
+
15 46736 31.67169952392578 22.976211547851562 238.55868530273438 0.2680124044418335 269.879150390625 0.37385234236717224 0.663348 0.43367165327072144 True
|
| 18 |
+
16 49657 31.737301349639893 0.5457353591918945 171.78802490234375 0.23437856137752533 269.7867126464844 0.3721487522125244 0.67134583 0.4099484086036682 True
|
| 19 |
+
17 52578 31.73408341407776 0.5655887126922607 188.84664916992188 0.3236168622970581 269.4842834472656 0.3729113042354584 0.6750318 0.3935239315032959 True
|
| 20 |
+
18 55499 31.756566524505615 0.5525407791137695 220.05209350585938 0.2108164131641388 269.8624267578125 0.37039488554000854 0.67436016 0.3932943046092987 False
|
| 21 |
+
19 58420 31.761144161224365 0.9002585411071777 185.07302856445312 0.30935508012771606 269.36102294921875 0.37346532940864563 0.6729062 0.3954395055770874 False
|
ENCSR000EPU/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 |
+
269.4842834472656 0.45822227001190186 0.3729113042354584 0.08252567052841187 0.6750317811965942 0.6220771074295044 0.3935239315032959
|
ENCSR000EQI/cherimoya.fold_0.evaluate.json
ADDED
|
@@ -0,0 +1,78 @@
|
|
|
|
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|
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|
|
|
|
| 1 |
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{
|
| 2 |
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"adam_lr": 0.001,
|
| 3 |
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"adam_wd": 0.0,
|
| 4 |
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"batch_size": 64,
|
| 5 |
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"chroms": [
|
| 6 |
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"chr8",
|
| 7 |
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"chr20"
|
| 8 |
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|
| 9 |
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|
| 10 |
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"device": "cuda",
|
| 11 |
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"dtype": "bfloat16",
|
| 12 |
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"early_stopping": 20,
|
| 13 |
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"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
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|
| 16 |
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"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
+
"train_peaks.fold_0.bed",
|
| 20 |
+
"valid_peaks.fold_0.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
+
"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
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"max_epochs": 20,
|
| 26 |
+
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|
| 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 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_0",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_0.bed",
|
| 37 |
+
"valid_nonpeaks.fold_0.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_0.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
+
"residual_scale": 0.15,
|
| 44 |
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"reverse_complement": false,
|
| 45 |
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|
| 46 |
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"sequences": "hg38.fa",
|
| 47 |
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"signals": [
|
| 48 |
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"ENCFF256TZT.bigWig"
|
| 49 |
+
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|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr2",
|
| 54 |
+
"chr4",
|
| 55 |
+
"chr5",
|
| 56 |
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"chr7",
|
| 57 |
+
"chr9",
|
| 58 |
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"chr10",
|
| 59 |
+
"chr11",
|
| 60 |
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"chr12",
|
| 61 |
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"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
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"chr15",
|
| 64 |
+
"chr16",
|
| 65 |
+
"chr17",
|
| 66 |
+
"chr18",
|
| 67 |
+
"chr19",
|
| 68 |
+
"chr21",
|
| 69 |
+
"chr22",
|
| 70 |
+
"chrX",
|
| 71 |
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"chrY"
|
| 72 |
+
],
|
| 73 |
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"validation_chroms": [
|
| 74 |
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"chr8",
|
| 75 |
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"chr20"
|
| 76 |
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|
| 77 |
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"verbose": true
|
| 78 |
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|
ENCSR000EQI/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 1949 25.18838334083557 3.2987661361694336 1174.308349609375 2.3685758113861084 2985.4052734375 0.22031055390834808 0.43719834 25.841142654418945 True
|
| 3 |
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1 3898 21.678823947906494 0.5296330451965332 1416.4227294921875 1.9635794162750244 2203.300048828125 0.4105038642883301 0.55818117 12.234840393066406 True
|
| 4 |
+
2 5847 21.61219048500061 0.3696913719177246 1594.274658203125 2.167358875274658 2050.108154296875 0.4502294957637787 0.57223415 10.43796157836914 True
|
| 5 |
+
3 7796 21.62359309196472 0.3729677200317383 1375.0301513671875 1.8982517719268799 1929.162841796875 0.47471287846565247 0.5745237 7.425966262817383 True
|
| 6 |
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|
| 7 |
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5 11694 21.73073148727417 0.3751053810119629 1413.34228515625 1.924441933631897 1788.672607421875 0.5069702863693237 0.5824896 3.2462196350097656 False
|
| 8 |
+
6 13643 21.66306495666504 0.37752676010131836 1660.5401611328125 2.026743173599243 1751.7269287109375 0.5149598717689514 0.5879444 2.5438106060028076 True
|
| 9 |
+
7 15592 21.679713249206543 0.37963104248046875 1258.215576171875 1.9719347953796387 1710.3310546875 0.5201559662818909 0.60538054 1.9685566425323486 True
|
| 10 |
+
8 17541 21.646289825439453 0.3757152557373047 1731.9814453125 1.658425211906433 1675.747802734375 0.5309023261070251 0.614742 1.9219322204589844 True
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| 11 |
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|
| 12 |
+
10 21439 21.703771352767944 5.3297905921936035 1016.7191772460938 1.9715243577957153 1636.4237060546875 0.5445128083229065 0.6189694 1.5394543409347534 True
|
| 13 |
+
11 23388 21.708746433258057 0.39359235763549805 1280.4639892578125 1.3079748153686523 1622.318359375 0.546337902545929 0.62561315 1.5082862377166748 True
|
| 14 |
+
12 25337 21.375684022903442 0.38333845138549805 1429.076171875 1.4034764766693115 1601.5404052734375 0.5522637963294983 0.63871217 1.4607882499694824 True
|
| 15 |
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13 27286 21.27719473838806 0.39875102043151855 1228.369140625 1.58247971534729 1572.6151123046875 0.5591359734535217 0.6491495 1.3683147430419922 True
|
| 16 |
+
14 29235 21.277026653289795 0.3807179927825928 1499.629150390625 1.8846337795257568 1566.164794921875 0.5593981742858887 0.6591661 1.3289686441421509 True
|
| 17 |
+
15 31184 21.22108554840088 0.38219213485717773 1082.08544921875 1.2048208713531494 1560.0672607421875 0.558415412902832 0.6681237 1.2854660749435425 True
|
| 18 |
+
16 33133 21.237597942352295 0.38320112228393555 928.2265625 1.390457272529602 1539.4495849609375 0.566805899143219 0.6735802 1.257973551750183 True
|
| 19 |
+
17 35082 21.18302822113037 0.377288818359375 908.3373413085938 0.8102144002914429 1534.3248291015625 0.567520022392273 0.6786383 1.23538339138031 True
|
| 20 |
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|
| 21 |
+
19 38980 21.279221534729004 0.3810851573944092 1123.3505859375 1.5348483324050903 1543.9146728515625 0.5620036125183105 0.68123055 1.2283451557159424 True
|
ENCSR000EQI/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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
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|
| 4 |
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"batch_size": 64,
|
| 5 |
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"chroms": [
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| 6 |
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"chr22",
|
| 7 |
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"chr7"
|
| 8 |
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],
|
| 9 |
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|
| 10 |
+
"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 |
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"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
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"loci": [
|
| 19 |
+
"train_peaks.fold_2.bed",
|
| 20 |
+
"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 |
+
"performance_filename": "cherimoya.fold_2.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 |
+
"ENCFF256TZT.bigWig"
|
| 49 |
+
],
|
| 50 |
+
"skip": false,
|
| 51 |
+
"summits": false,
|
| 52 |
+
"training_chroms": [
|
| 53 |
+
"chr1",
|
| 54 |
+
"chr2",
|
| 55 |
+
"chr3",
|
| 56 |
+
"chr5",
|
| 57 |
+
"chr6",
|
| 58 |
+
"chr8",
|
| 59 |
+
"chr9",
|
| 60 |
+
"chr10",
|
| 61 |
+
"chr13",
|
| 62 |
+
"chr14",
|
| 63 |
+
"chr16",
|
| 64 |
+
"chr17",
|
| 65 |
+
"chr18",
|
| 66 |
+
"chr19",
|
| 67 |
+
"chr20",
|
| 68 |
+
"chr21",
|
| 69 |
+
"chrX"
|
| 70 |
+
],
|
| 71 |
+
"validation_chroms": [
|
| 72 |
+
"chr22",
|
| 73 |
+
"chr7"
|
| 74 |
+
],
|
| 75 |
+
"verbose": true
|
| 76 |
+
}
|
ENCSR000EQI/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": ["ENCFF256TZT.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}
|
ENCSR000EQI/cherimoya.fold_3.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr6",
|
| 7 |
+
"chr21"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_3.bed",
|
| 20 |
+
"valid_peaks.fold_3.bed"
|
| 21 |
+
],
|
| 22 |
+
"lw_lr": 0.001,
|
| 23 |
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"lw_momentum": 0.9,
|
| 24 |
+
"lw_wd": 0.0,
|
| 25 |
+
"max_epochs": 20,
|
| 26 |
+
"max_jitter": 0,
|
| 27 |
+
"model": "cherimoya.fold_3.torch",
|
| 28 |
+
"muon_lr": 0.025,
|
| 29 |
+
"muon_wd": 0.03,
|
| 30 |
+
"n_filters": 128,
|
| 31 |
+
"n_layers": 9,
|
| 32 |
+
"n_warmup_epochs": 2,
|
| 33 |
+
"name": "cherimoya.fold_3",
|
| 34 |
+
"negative_ratio": 0.25,
|
| 35 |
+
"negatives": [
|
| 36 |
+
"train_nonpeaks.fold_3.bed",
|
| 37 |
+
"valid_nonpeaks.fold_3.bed"
|
| 38 |
+
],
|
| 39 |
+
"num_workers": 1,
|
| 40 |
+
"out_window": 1000,
|
| 41 |
+
"performance_filename": "cherimoya.fold_3.performance.tsv",
|
| 42 |
+
"random_state": null,
|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
+
"sequences": "hg38.fa",
|
| 47 |
+
"signals": [
|
| 48 |
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"ENCFF256TZT.bigWig"
|
| 49 |
+
],
|
| 50 |
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"skip": false,
|
| 51 |
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|
| 52 |
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"training_chroms": [
|
| 53 |
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"chr1",
|
| 54 |
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"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 |
+
}
|
ENCSR000EQI/cherimoya.fold_4.evaluate.json
ADDED
|
@@ -0,0 +1,75 @@
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|
|
| 1 |
+
{
|
| 2 |
+
"adam_lr": 0.001,
|
| 3 |
+
"adam_wd": 0.0,
|
| 4 |
+
"batch_size": 64,
|
| 5 |
+
"chroms": [
|
| 6 |
+
"chr10",
|
| 7 |
+
"chr18"
|
| 8 |
+
],
|
| 9 |
+
"controls": null,
|
| 10 |
+
"device": "cuda",
|
| 11 |
+
"dtype": "bfloat16",
|
| 12 |
+
"early_stopping": 20,
|
| 13 |
+
"exclusion_lists": [
|
| 14 |
+
"https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"
|
| 15 |
+
],
|
| 16 |
+
"expansion": 2,
|
| 17 |
+
"in_window": 2114,
|
| 18 |
+
"loci": [
|
| 19 |
+
"train_peaks.fold_4.bed",
|
| 20 |
+
"valid_peaks.fold_4.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_4.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_4",
|
| 34 |
+
"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 |
+
"performance_filename": "cherimoya.fold_4.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 |
+
"ENCFF256TZT.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 |
+
}
|