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ENCSR000ELW/cherimoya.fold_0.evaluate.json

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+{
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+    "name": "cherimoya.fold_0",
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+    "performance_filename": "cherimoya.fold_0.performance.tsv",
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+    "training_chroms": [
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+        "chr5",
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+        "chr15",
+        "chr16",
+        "chr17",
+        "chr18",
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+        "chr21",
+        "chr22",
+        "chrX",
+        "chrY"
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+    "validation_chroms": [
+        "chr8",
+        "chr20"
+    ],
+    "verbose": true
+}

ENCSR000ELW/cherimoya.fold_0.fit.json

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+{"n_filters": 128, "name": "cherimoya.fold_0", "batch_size": 64, "reverse_complement": true, "reverse_complement_average": false, "early_stopping": 20, "dtype": "bfloat16", "device": "cuda", "verbose": true, "training_chroms": ["chr2", "chr4", "chr5", "chr7", "chr9", "chr10", "chr11", "chr12", "chr13", "chr14", "chr15", "chr16", "chr17", "chr18", "chr19", "chr21", "chr22", "chrX", "chrY"], "validation_chroms": ["chr8", "chr20"], "sequences": "hg38.fa", "loci": ["train_peaks.fold_0.bed", "valid_peaks.fold_0.bed"], "exclusion_lists": ["https://www.encodeproject.org/files/ENCFF940NTE/@@download/ENCFF940NTE.bed.gz"], "negatives": ["train_nonpeaks.fold_0.bed", "valid_nonpeaks.fold_0.bed"], "signals": ["ENCFF893PPI.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}

ENCSR000ELW/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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ENCSR000ELW/cherimoya.fold_0.performance.tsv

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+profile_mnll	profile_jsd	profile_pearson	profile_spearman	count_pearson	count_spearman	count_mse
+919.35546875	0.3331977427005768	0.4878983199596405	0.21235938370227814	0.703930675983429	0.630394697189331	0.8507192730903625

ENCSR000ELW/cherimoya.fold_1.evaluate.json

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+{
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+    "adam_wd": 0.0,
+    "batch_size": 64,
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+    "device": "cuda",
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+    "model": "cherimoya.fold_1.torch",
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+    "name": "cherimoya.fold_1",
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+        "valid_nonpeaks.fold_1.bed"
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+    "performance_filename": "cherimoya.fold_1.performance.tsv",
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+    "reverse_complement": false,
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+    "sequences": "hg38.fa",
+    "signals": [
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+    "skip": false,
+    "summits": false,
+    "training_chroms": [
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+        "chr3",
+        "chr4",
+        "chr5",
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+        "chr20",
+        "chr21",
+        "chr22",
+        "chrX",
+        "chrY"
+    ],
+    "validation_chroms": [
+        "chr12",
+        "chr17"
+    ],
+    "verbose": true
+}

ENCSR000ELW/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": ["ENCFF893PPI.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}

ENCSR000ELW/cherimoya.fold_2.fit.json

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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": ["ENCFF893PPI.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}

ENCSR000ELW/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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ENCSR000ELW/cherimoya.fold_2.performance.tsv

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+profile_mnll	profile_jsd	profile_pearson	profile_spearman	count_pearson	count_spearman	count_mse
+875.0263061523438	0.33055442571640015	0.49776074290275574	0.21507644653320312	0.7124742269515991	0.6451228857040405	0.7758853435516357

ENCSR000ELW/cherimoya.fold_3.evaluate.json

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+{
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+    "name": "cherimoya.fold_3",
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+    "performance_filename": "cherimoya.fold_3.performance.tsv",
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+    "training_chroms": [
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+        "chr15",
+        "chr16",
+        "chr17",
+        "chr19",
+        "chrX",
+        "chrY"
+    ],
+    "validation_chroms": [
+        "chr6",
+        "chr21"
+    ],
+    "verbose": true
+}

ENCSR000ELW/cherimoya.fold_3.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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ENCSR000ELW/cherimoya.fold_4.evaluate.json

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+}

ENCSR000ELW/cherimoya.fold_4.fit.json

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ENCSR000ELW/cherimoya.fold_4.log

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ENCSR000ELW/cherimoya.fold_4.performance.tsv

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ENCSR000EMJ/cherimoya.fold_0.evaluate.json

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+}

ENCSR000EMJ/cherimoya.fold_0.fit.json

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ENCSR000EMJ/cherimoya.fold_0.log

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ENCSR000EMJ/cherimoya.fold_0.performance.tsv

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ENCSR000EMJ/cherimoya.fold_1.evaluate.json

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+}

ENCSR000EMJ/cherimoya.fold_1.log

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ENCSR000EMJ/cherimoya.fold_1.performance.tsv

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ENCSR000EMJ/cherimoya.fold_2.log

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ENCSR000EMJ/cherimoya.fold_2.performance.tsv

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ENCSR000EMJ/cherimoya.fold_3.evaluate.json

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+}

ENCSR000EMJ/cherimoya.fold_3.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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ENCSR000EMJ/cherimoya.fold_4.evaluate.json

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+}

ENCSR000EMJ/cherimoya.fold_4.fit.json

@@ -0,0 +1 @@
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ENCSR000EMJ/cherimoya.fold_4.log

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ENCSR000EMJ/cherimoya.fold_4.performance.tsv

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ENCSR000EML/cherimoya.fold_0.fit.json

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ENCSR000EML/cherimoya.fold_0.performance.tsv

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ENCSR000EML/cherimoya.fold_1.log

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ENCSR000EMR/cherimoya.fold_0.fit.json

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ENCSR000EMR/cherimoya.fold_0.log

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ENCSR000EMR/cherimoya.fold_0.performance.tsv

@@ -0,0 +1,2 @@
+profile_mnll	profile_jsd	profile_pearson	profile_spearman	count_pearson	count_spearman	count_mse
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ENCSR000EMR/cherimoya.fold_1.evaluate.json

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+}

ENCSR000EMR/cherimoya.fold_1.fit.json

@@ -0,0 +1 @@
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ENCSR000EMR/cherimoya.fold_1.performance.tsv

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ENCSR000EMR/cherimoya.fold_2.evaluate.json

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+}

ENCSR000EMR/cherimoya.fold_2.fit.json

@@ -0,0 +1 @@
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ENCSR000EMR/cherimoya.fold_2.log

@@ -0,0 +1,21 @@
+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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ENCSR000EMR/cherimoya.fold_2.performance.tsv

@@ -0,0 +1,2 @@
+profile_mnll	profile_jsd	profile_pearson	profile_spearman	count_pearson	count_spearman	count_mse
+280.2392883300781	0.4221419394016266	0.4262866973876953	0.10506956279277802	0.6250912547111511	0.6136221885681152	0.5161388516426086

ENCSR000EMR/cherimoya.fold_3.evaluate.json

@@ -0,0 +1,75 @@
+{
+    "adam_lr": 0.001,
+    "adam_wd": 0.0,
+    "batch_size": 64,
+    "chroms": [
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+        "chr21"
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+    "controls": null,
+    "device": "cuda",
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+    "early_stopping": 20,
+    "exclusion_lists": [
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+    "loci": [
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+        "valid_peaks.fold_3.bed"
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+    "lw_wd": 0.0,
+    "max_epochs": 20,
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+    "model": "cherimoya.fold_3.torch",
+    "muon_lr": 0.025,
+    "muon_wd": 0.03,
+    "n_filters": 128,
+    "n_layers": 9,
+    "n_warmup_epochs": 2,
+    "name": "cherimoya.fold_3",
+    "negative_ratio": 0.25,
+    "negatives": [
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+        "valid_nonpeaks.fold_3.bed"
+    ],
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+    "performance_filename": "cherimoya.fold_3.performance.tsv",
+    "random_state": null,
+    "residual_scale": 0.15,
+    "reverse_complement": false,
+    "reverse_complement_average": false,
+    "sequences": "hg38.fa",
+    "signals": [
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+    ],
+    "skip": false,
+    "summits": false,
+    "training_chroms": [
+        "chr1",
+        "chr2",
+        "chr3",
+        "chr4",
+        "chr7",
+        "chr8",
+        "chr9",
+        "chr11",
+        "chr12",
+        "chr13",
+        "chr15",
+        "chr16",
+        "chr17",
+        "chr19",
+        "chrX",
+        "chrY"
+    ],
+    "validation_chroms": [
+        "chr6",
+        "chr21"
+    ],
+    "verbose": true
+}

ENCSR000EMR/cherimoya.fold_3.fit.json

@@ -0,0 +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": ["ENCFF398FTI.bigWig"], "controls": null, "random_state": null, "performance_filename": null, "num_workers": 1, "skip": false}

ENCSR000EMR/cherimoya.fold_3.performance.tsv

@@ -0,0 +1,2 @@
+profile_mnll	profile_jsd	profile_pearson	profile_spearman	count_pearson	count_spearman	count_mse
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ENCSR000EMR/cherimoya.fold_4.evaluate.json

@@ -0,0 +1,75 @@
+{
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+    "adam_wd": 0.0,
+    "batch_size": 64,
+    "chroms": [
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+    "muon_lr": 0.025,
+    "muon_wd": 0.03,
+    "n_filters": 128,
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+    "n_warmup_epochs": 2,
+    "name": "cherimoya.fold_4",
+    "negative_ratio": 0.25,
+    "negatives": [
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+        "valid_nonpeaks.fold_4.bed"
+    ],
+    "num_workers": 1,
+    "out_window": 1000,
+    "performance_filename": "cherimoya.fold_4.performance.tsv",
+    "random_state": null,
+    "residual_scale": 0.15,
+    "reverse_complement": false,
+    "reverse_complement_average": false,
+    "sequences": "hg38.fa",
+    "signals": [
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+    ],
+    "skip": false,
+    "summits": false,
+    "training_chroms": [
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+        "chr2",
+        "chr3",
+        "chr4",
+        "chr5",
+        "chr6",
+        "chr8",
+        "chr9",
+        "chr11",
+        "chr12",
+        "chr14",
+        "chr15",
+        "chr16",
+        "chr20",
+        "chr22",
+        "chrY"
+    ],
+    "validation_chroms": [
+        "chr10",
+        "chr18"
+    ],
+    "verbose": true
+}

ENCSR000EMR/cherimoya.fold_4.log

@@ -0,0 +1,21 @@
+Epoch	Iteration	Training Time	Validation Time	Training MNLL	Training Count MSE	Validation MNLL	Validation Profile Pearson	Validation Count Pearson	Validation Count MSE	Saved?
+0	982	14.935563087463379	2.930738925933838	252.94558715820312	1.4828238487243652	374.6667175292969	0.15373918414115906	0.3560413	16.895084381103516	True
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ENCSR000EMR/cherimoya.fold_4.performance.tsv

@@ -0,0 +1,2 @@
+profile_mnll	profile_jsd	profile_pearson	profile_spearman	count_pearson	count_spearman	count_mse
+281.0285339355469	0.4220869243144989	0.4264107346534729	0.10141845047473907	0.6056324243545532	0.5883158445358276	0.5044364929199219

ENCSR000ENK/cherimoya.fold_0.evaluate.json

@@ -0,0 +1,78 @@
+{
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+    "adam_wd": 0.0,
+    "batch_size": 64,
+    "chroms": [
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+        "chr20"
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+    "controls": null,
+    "device": "cuda",
+    "dtype": "bfloat16",
+    "early_stopping": 20,
+    "exclusion_lists": [
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+    "loci": [
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+        "valid_peaks.fold_0.bed"
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+    "model": "cherimoya.fold_0.torch",
+    "muon_lr": 0.025,
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+    "n_filters": 128,
+    "n_layers": 9,
+    "n_warmup_epochs": 2,
+    "name": "cherimoya.fold_0",
+    "negative_ratio": 0.25,
+    "negatives": [
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+        "valid_nonpeaks.fold_0.bed"
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+    "num_workers": 1,
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+    "performance_filename": "cherimoya.fold_0.performance.tsv",
+    "random_state": null,
+    "residual_scale": 0.15,
+    "reverse_complement": false,
+    "reverse_complement_average": false,
+    "sequences": "hg38.fa",
+    "signals": [
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+    "skip": false,
+    "summits": false,
+    "training_chroms": [
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+        "chr4",
+        "chr5",
+        "chr7",
+        "chr9",
+        "chr10",
+        "chr11",
+        "chr12",
+        "chr13",
+        "chr14",
+        "chr15",
+        "chr16",
+        "chr17",
+        "chr18",
+        "chr19",
+        "chr21",
+        "chr22",
+        "chrX",
+        "chrY"
+    ],
+    "validation_chroms": [
+        "chr8",
+        "chr20"
+    ],
+    "verbose": true
+}