diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..3fcecc9ae536b455a9fc56d57a261a93f4ab56e9 --- /dev/null +++ b/README.md @@ -0,0 +1,120 @@ +--- +license: mit +library_name: chrombpnet +tags: + - encode + - chrombpnet + - chromatin-accessibility + - DNASE + - thymus + - hg38 +--- +# ENCODE ChromBPNet Atlas +As part of the ENCODE 4 Project, we trained ChromBPNet models on 1,512 ENCODE DNAse-seq and ATAC-seq across 408 biosamples. Here, we provide all models for open-source use. + +For more information about the models, see: +- Main ENCODE 4 Paper +- [A unified lexicon of predictive DNA sequence motifs from ENCODE transcription factor binding and chromatin accessibility assays](https://doi.org/10.5281/zenodo.17123347) (Deshpande et al., Zenodo 2025) +- [ChromBPNet: bias factorized, base-resolution deep learning models of chromatin accessibility reveal cis-regulatory sequence syntax, transcription factor footprints and regulatory variants](https://doi.org/10.1101/2024.12.25.630221) (Pampari et al., bioRxiv 2024) + +## ChromBPNet model: DNASE in thymus (ENCSR682PKY) +- Model: ChromBPNet +- Assay: DNASE-seq +- Experiment: [ENCSR682PKY](https://www.encodeproject.org/experiments/ENCSR682PKY/) +- Model annotation: [ENCSR108MFV](https://www.encodeproject.org/annotations/ENCSR108MFV/) +- Biosample: thymus (Full name: Homo sapiens thymus tissue female embryo) +- Cell slim(s): None +- Organ slim(s): endocrine-gland,thymus,immune-organ +- Developmental slim(s): mesoderm,endoderm +- System slim(s): endocrine-system,immune-system +- Assembly: hg38 + +## Directory structure +- `fold_0`: Model of 5-fold cross-validation: Fold 0 + - `model.chrombpnet.fold_0.encid.h5`: full chrombpnet model that combines both bias and corrected model in .h5 format + - `model.chrombpnet_nobias.fold_0.encid.h5`: bias-corrected accessibility model in .h5 format (Use for all biological discovery) + - `model.bias_scaled.fold_0.encid.h5`: bias model in .h5 format + - `model.chrombpnet.fold_0.encid.tar`: full chrombpnet model that combines both bias and corrected model in SavedModel format. After being untarred, it results in a directory named "chrombpnet". + - `model.chrombpnet_nobias.fold_0.encid.tar`: bias-corrected accessibility model in SavedModel format (Use for all biological discovery). After being untarred, it results in a directory named "chrombpnet_wo_bias". + - `model.bias_scaled.fold_0.encid.tar`: bias model in SavedModel format. After being untarred, it results in a directory named "bias_model_scaled". + - `logs.models.fold_0.encid`: folder containing log files for training models +- `fold_1`: Model of 5-fold coss-validation: Fold 1 +- `fold_2`: Model of 5-fold cross-validation: Fold 2 +- `fold_3`: Model of 5-fold cross-validation: Fold 3 +- `fold_4`: Model of 5-fold cross-validation: Fold 4 + +# Instructions +## 1. Pseudocode for loading models in .h5 format + +(1) Use the code in python after appropriately defining `model_in_h5_format` and `inputs`. \ +(2) `inputs` is a one hot encoded sequence of shape (N,2114,4). Here N corresponds to the +number of tested sequences, 2114 is the input sequence length and 4 corresponds to [A,C,G,T]. + +```python +import tensorflow as tf +from tensorflow.keras.utils import get_custom_objects +from tensorflow.keras.models import load_model + +custom_objects={"tf": tf} +get_custom_objects().update(custom_objects) + +model=load_model(model_in_h5_format,compile=False) +outputs = model(inputs) +``` + +The list `outputs` consists of two elements. The first element has a shape of (N, 1000) and +contains logit predictions for a 1000-base-pair output. The second element, with a shape of +(N, 1), contains logcount predictions. To transform these predictions into per-base signals, +follow the provided pseudo code lines below. + +```python +import numpy as np + +def softmax(x, temp=1): + norm_x = x - np.mean(x,axis=1, keepdims=True) + return np.exp(temp*norm_x)/np.sum(np.exp(temp*norm_x), axis=1, keepdims=True) + +predictions = softmax(outputs[0]) * (np.exp(outputs[1])-1) +``` + +## 2. Pseudocode for loading models in .tar format + +(1) First untar the directory as follows `tar -xvf model.tar`. \ +(2) Use the code below in python after appropriately defining `model_dir_untared` and `inputs`. \ +(3) `inputs` is a one hot encoded sequence of shape (N,2114,4). Here N corresponds to the number +of tested sequences, 2114 is the input sequence length and 4 corresponds to ACGT. + +Reference: https://www.tensorflow.org/api_docs/python/tf/saved_model/load + +```python +import tensorflow as tf + +model = tf.saved_model.load('model_dir_untared') +outputs = model.signatures['serving_default'](**{'sequence':inputs.astype('float32')}) +``` + +The variable `outputs` represents a dictionary containing two key-value pairs. The first key +is `logits_profile_predictions`, holding a value with a shape of (N, 1000). This value corresponds +to logit predictions for a 1000-base-pair output. The second key, named `logcount_predictions``, +is associated with a value of shape (N, 1), representing logcount predictions. To transform these +predictions into per-base signals, utilize the provided pseudo code lines mentioned below. + +```python +import numpy as np +def softmax(x, temp=1): + norm_x = x - np.mean(x,axis=1, keepdims=True) + return np.exp(temp*norm_x)/np.sum(np.exp(temp*norm_x), axis=1, keepdims=True) + +predictions = softmax(outputs["logits_profile_predictions"]) * (np.exp(outputs["logcount_predictions"])-1) +``` + +## Docker image to load and use the models +- https://hub.docker.com/r/kundajelab/chrombpnet-atlas/ (tag:v1) + +## Code for ChromBPNet +- https://github.com/kundajelab/chrombpnet/ + +# License & citation +External data users may freely download, analyze and publish results based on any ENCODE data without restrictions. + +Released under the [ENCODE data-use policy](https://www.encodeproject.org/about/data-use-policy/). Please cite the ENCODE Project Consortium and the model software: [ChromBPNet](https://github.com/kundajelab/chrombpnet) (Pampari et al., bioRxiv 2024). \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.args.json b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.args.json new file mode 100644 index 0000000000000000000000000000000000000000..5f30af9aac5ab5eddceb360c8ce50239a84f4860 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.args.json @@ -0,0 +1,42 @@ +{ + "cmd": "pipeline", + "genome": "/oak/stanford/groups/akundaje/ziwei75/atac_seq_pipeline/hg38/GRCh38_no_alt_analysis_set_GCA_000001405.15.fasta", + "chrom_sizes": "/oak/stanford/groups/akundaje/ziwei75/atac_seq_pipeline/hg38/GRCh38_EBV.chrom.sizes.tsv", + "bigwig": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE/ENCSR682PKY/preprocessing/bigWigs/ENCSR682PKY.bigWig", + "output_dir": "/oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/", + "data_type": "DNASE", + "peaks": "/oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/auxiliary/filtered.peaks.bed", + "nonpeaks": "/oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/auxiliary/filtered.nonpeaks.bed", + "chr_fold_path": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/splits/fold_0.json", + "outlier_threshold": 0.9999, + "ATAC_ref_path": null, + "DNASE_ref_path": null, + "num_samples": 10000, + "inputlen": 2114, + "outputlen": 1000, + "seed": 1234, + "epochs": 50, + "early_stop": 5, + "learning_rate": 0.001, + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "architecture_from_file": "/home/groups/akundaje/ziwei75/anaconda3/envs/chrombpnet/lib/python3.8/site-packages/chrombpnet/training/models/chrombpnet_with_bias_model.py", + "file_prefix": null, + "html_prefix": "./", + "bias_model_path": "/oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_bias_model/bias_threshold_0.8/ENCSR682PKY/models/bias.h5", + "negative_sampling_ratio": 0.1, + "filters": 512, + "n_dilation_layers": 8, + "max_jitter": 500, + "batch_size": 64, + "output_prefix": "/oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/models/chrombpnet", + "chr": "chr8", + "pwm_width": 24, + "params": "/oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/logs/chrombpnet_model_params.tsv" +} \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.batch_loss.tsv 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None +0 7 127.38359069824219 783.1883544921875 273.654052734375 None None None +0 8 113.8150634765625 728.219970703125 272.9597473144531 None None None +0 9 102.87017822265625 678.7711181640625 267.2904357910156 None None None +0 10 94.03728485107422 647.1793212890625 271.0302734375 None None None +0 11 86.6362533569336 618.3397827148438 271.7948303222656 None None None +0 12 80.32231903076172 589.6693115234375 268.3800964355469 None None None +0 13 74.86467742919922 563.2327270507812 263.77410888671875 None None None +0 14 70.22406768798828 544.8487548828125 263.95257568359375 None None None +0 15 66.19422149658203 531.1900024414062 266.41314697265625 None None None +0 16 62.57820510864258 514.84814453125 264.5353698730469 None None None +0 17 59.4501953125 505.71881103515625 267.9180908203125 None None None +0 18 56.58107376098633 493.19427490234375 266.87005615234375 None None None +0 19 53.98759078979492 481.4248046875 265.4744873046875 None None None +0 20 51.65625762939453 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215.74000549316406 None None None +12 1515 0.5851584672927856 218.06809997558594 215.72735595703125 None None None +12 1516 0.5852065086364746 218.0438995361328 215.7029571533203 None None None +12 1517 0.5851216316223145 218.0589141845703 215.71832275390625 None None None +12 1518 0.5851977467536926 218.0419921875 215.7010955810547 None None None diff --git a/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.bias_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..a14a42b5ba1da7bc286d3c807188512ea0e0fb6a --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/models/bias_model_scaled.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_0/new_model_format/bias_model_scaled.tar with get_new_tf_model_format.py diff --git a/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_data_params.tsv b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..30e4ac94fa4806c5e6fcc782e1692df69f9637f9 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 0.0 +counts_sum_max_thresh 2035.96 +trainings_pts_post_thresh 105848 diff --git a/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e62b7337ab2802e73f9d4e51fdfa9777dfbea75 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/models/chrombpnet.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_0/new_model_format/chrombpnet.tar with get_new_tf_model_format.py diff --git a/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_model_params.tsv b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..9b2f0af807265ef49c4b83f01dd946333680caa8 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 4.0 +filters 512 +n_dil_layers 8 +bias_model_path /oak/stanford/groups/akundaje/ziwei75/chromatin_atlas_bias/DNase_model/bias_threshold_0.8/ENCSR682PKY/fold0/models/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/splits/fold_0.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..9525b02fc1bc1d900b9f8cbaadc5c65925ccb8fc --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR682PKY/logfile.modelling.fold_0.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting 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6867.35595703125 259.481201171875 None None None +0 4 1322.656982421875 5559.4560546875 268.8279113769531 None None None +0 5 1103.0028076171875 4678.93017578125 266.9192810058594 None None None +0 6 946.04443359375 4046.9765625 262.7987365722656 None None None +0 7 828.3706665039062 3577.43994140625 263.9572448730469 None None None +0 8 736.9254760742188 3214.405029296875 266.7032470703125 None None None +0 9 663.7453002929688 2923.12841796875 268.1471862792969 None None None +0 10 603.8373413085938 2682.940673828125 267.59130859375 None None None +0 11 553.875244140625 2479.182373046875 263.6813049316406 None None None +0 12 511.6417236328125 2308.714111328125 262.1471252441406 None None None +0 13 475.468994140625 2167.21923828125 265.3429870605469 None None None +0 14 444.1107177734375 2042.470947265625 266.0278625488281 None None None +0 15 416.72216796875 1935.7198486328125 268.8309631347656 None None None +0 16 392.4615783691406 1836.3912353515625 266.544677734375 None None None +0 17 370.9325256347656 1750.1063232421875 266.3759765625 None None None +0 18 351.6647033691406 1671.9410400390625 265.28204345703125 None None None +0 19 334.31634521484375 1601.9205322265625 264.65484619140625 None None None +0 20 318.6027526855469 1537.3795166015625 262.96820068359375 None None None +0 21 304.3503723144531 1479.927978515625 262.5262756347656 None None None +0 22 291.33612060546875 1428.132080078125 262.78741455078125 None None None +0 23 279.3705749511719 1378.5474853515625 261.0649719238281 None None None +0 24 268.38201904296875 1334.48779296875 260.9594421386719 None None None +0 25 258.2271728515625 1293.1241455078125 260.2152099609375 None None None +0 26 248.86041259765625 1255.68505859375 260.2431335449219 None None None +0 27 240.126708984375 1219.966064453125 259.4590148925781 None None None +0 28 232.01036071777344 1187.422607421875 259.3808898925781 None None None +0 29 224.4393768310547 1157.2825927734375 259.52484130859375 None None None +0 30 217.3376922607422 1127.583251953125 258.23223876953125 None None None +0 31 210.6861572265625 1100.4967041015625 257.7518310546875 None None None +0 32 204.4794921875 1077.781005859375 259.86279296875 None None None +0 33 198.59983825683594 1053.836181640625 259.4366455078125 None None None +0 34 193.07008361816406 1032.2337646484375 259.95330810546875 None None None +0 35 187.83914184570312 1011.5328979492188 260.1761474609375 None None None +0 36 182.91403198242188 994.0306396484375 262.37432861328125 None None None +0 37 178.2148895263672 975.0440063476562 262.18438720703125 None None None +0 38 173.73880004882812 955.8922119140625 260.93701171875 None None None +0 39 169.4812469482422 937.7199096679688 259.7948913574219 None None None +0 40 165.46900939941406 922.797607421875 260.9215393066406 None None None +0 41 161.6147003173828 907.198486328125 260.73968505859375 None None None +0 42 157.9489288330078 893.0013427734375 261.2056884765625 None None None +0 43 154.42623901367188 877.8533325195312 260.1484680175781 None None None +0 44 151.05160522460938 863.4027709960938 259.1964111328125 None None None +0 45 147.81846618652344 850.7996826171875 259.5258483886719 None None None +0 46 144.70994567871094 838.5328369140625 259.69305419921875 None None None +0 47 141.7294921875 826.7477416992188 259.8297424316406 None None None +0 48 138.88377380371094 815.7952880859375 260.26019287109375 None None None +0 49 136.1407470703125 804.47607421875 259.9131164550781 None None None +0 50 133.50537109375 795.12744140625 261.10601806640625 None None None +0 51 130.96542358398438 785.2894287109375 261.42779541015625 None None None +0 52 128.5181427001953 774.65185546875 260.5793151855469 None None None +0 53 126.16651153564453 765.0703735351562 260.4043884277344 None None None +0 54 123.90814971923828 756.2356567382812 260.6031188964844 None None None +0 55 121.72806549072266 747.5497436523438 260.63751220703125 None None None +0 56 119.63066101074219 739.6943359375 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b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_1/models/bias_model_scaled.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_1/new_model_format/bias_model_scaled.tar with get_new_tf_model_format.py diff --git a/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_data_params.tsv b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..9407e66987e512ea167a0a91732dc1e2d7b9fd70 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 0.0 +counts_sum_max_thresh 2022.76 +trainings_pts_post_thresh 109364 diff --git a/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..b93e8b19c1f3535b01b9bddc0da9654a97ba0cee --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_1/models/chrombpnet.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_1/new_model_format/chrombpnet.tar with get_new_tf_model_format.py diff --git a/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_model_params.tsv b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..6c222134e0d20b7792466a11d994c189e221f700 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 4.0 +filters 512 +n_dil_layers 8 +bias_model_path /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_1/models/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/splits/fold_1.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..3bde2aa31e51a15cf9cb0013b103e0d706bab649 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_1/models/chrombpnet_nobias.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_1/new_model_format/chrombpnet_nobias.tar with get_new_tf_model_format.py diff --git a/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.epoch_loss.csv b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..84adcc5c7ac422e78723b4638b7baf422afd984d --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR682PKY/logfile.modelling.fold_1.ENCSR682PKY.epoch_loss.csv @@ -0,0 +1,14 @@ 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240.69664001464844 226.68170166015625 None None None +0 1 2084.728515625 8551.5078125 212.59408569335938 None None None +0 2 1390.4468994140625 5797.69091796875 235.90342712402344 None None None +0 3 1044.0810546875 4431.68994140625 255.365966796875 None None None +0 4 836.1111450195312 3597.24462890625 252.8000946044922 None None None +0 5 697.6514282226562 3048.979248046875 258.3736267089844 None None None +0 6 598.4995727539062 2643.07470703125 249.07664489746094 None None None +0 7 524.3257446289062 2348.3671875 251.06439208984375 None None None +0 8 466.7257995605469 2126.817138671875 259.9141845703125 None None None +0 9 420.50030517578125 1939.637451171875 257.6366882324219 None None None +0 10 382.79559326171875 1792.62255859375 261.44061279296875 None None None +0 11 351.3831787109375 1670.7799072265625 265.2476806640625 None None None +0 12 324.72943115234375 1563.705810546875 264.78863525390625 None None None +0 13 301.86431884765625 1471.714599609375 264.25775146484375 None 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b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d1708f39652de9ddbfa7ef38d04c29ab47a197c --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_2/models/bias_model_scaled.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_2/new_model_format/bias_model_scaled.tar with get_new_tf_model_format.py diff --git a/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_data_params.tsv b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..79084f472f5743e5f5a1a36c7e619584d53c6981 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 0.0 +counts_sum_max_thresh 2018.64 +trainings_pts_post_thresh 112500 diff --git a/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc6a03a04d527ceb61a05ffaf6bf36ca0c393429 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_2/models/chrombpnet.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_2/new_model_format/chrombpnet.tar with get_new_tf_model_format.py diff --git a/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_model_params.tsv b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..15c4f383b74cd12408d70b0c43fa3f753b8ea681 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 4.0 +filters 512 +n_dil_layers 8 +bias_model_path /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_2/models/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/splits/fold_2.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c969ba61220d6445cf83a6a163e410dd5b78f35 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_2/models/chrombpnet_nobias.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_2/new_model_format/chrombpnet_nobias.tar with get_new_tf_model_format.py diff --git a/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.epoch_loss.csv b/fold_2/logs.models.fold_2.ENCSR682PKY/logfile.modelling.fold_2.ENCSR682PKY.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..3162a912d8d7c679ed0cb2dbeb05c3316ab40cdb --- /dev/null +++ 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b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..df00f1eccf6fbb5dd03ce4ee117d2aadabb39558 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.batch_loss.tsv @@ -0,0 +1,18577 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 4.131795406341553 288.1905822753906 271.66339111328125 None None None +0 1 1880.20068359375 7814.62939453125 293.8269348144531 None None None +0 2 1254.0084228515625 5293.01513671875 276.9817199707031 None None None +0 3 941.5415649414062 4033.282470703125 267.11651611328125 None None None +0 4 754.2667236328125 3286.50146484375 269.43505859375 None None None +0 5 629.3412475585938 2787.207275390625 269.8426818847656 None None None +0 6 540.0460205078125 2424.64013671875 264.4564514160156 None None None +0 7 473.2268371582031 2161.494873046875 268.5878601074219 None None None +0 8 421.1795349121094 1952.44091796875 267.7232666015625 None None None +0 9 379.5712890625 1785.267822265625 266.98291015625 None None None +0 10 345.6020812988281 1653.5972900390625 271.1893615722656 None None None +0 11 317.1651306152344 1535.2371826171875 266.5769958496094 None None None +0 12 293.18597412109375 1441.7293701171875 268.98583984375 None None None +0 13 272.58349609375 1358.231689453125 267.8979797363281 None None None +0 14 254.81466674804688 1290.572998046875 271.3145751953125 None None None +0 15 239.1599884033203 1225.3736572265625 268.7338562011719 None None None +0 16 225.3924102783203 1170.49169921875 268.92230224609375 None None None +0 17 213.15069580078125 1121.0625 268.45989990234375 None None None +0 18 202.26193237304688 1080.753173828125 271.70556640625 None None None +0 19 192.45895385742188 1044.5377197265625 274.7019958496094 None None None +0 20 183.53924560546875 1008.422607421875 274.26580810546875 None None None +0 21 175.42718505859375 974.9642333984375 273.255615234375 None None None +0 22 168.01954650878906 944.8201293945312 272.7420959472656 None None None +0 23 161.24188232421875 918.1428833007812 273.17547607421875 None None None +0 24 154.9526824951172 890.1172485351562 270.3066711425781 None None None +0 25 149.14938354492188 865.189208984375 268.5918273925781 None None None +0 26 143.82272338867188 844.7485961914062 269.4578552246094 None None None +0 27 138.84815979003906 823.3128662109375 267.9203796386719 None None None +0 28 134.22442626953125 803.6368408203125 266.7392578125 None None None +0 29 129.96392822265625 788.489990234375 268.6343688964844 None None None +0 30 125.91806030273438 770.830810546875 267.1587219238281 None None None +0 31 122.12785339355469 754.9511108398438 266.4397888183594 None None None +0 32 118.56785583496094 740.03466796875 265.7633056640625 None None None +0 33 115.20672607421875 725.1646728515625 264.3378601074219 None None None +0 34 112.09841918945312 714.189697265625 265.79608154296875 None None None +0 35 109.20841979980469 707.0161743164062 270.18255615234375 None None None +0 36 106.37650299072266 694.6861572265625 269.1802673339844 None None None +0 37 103.6897201538086 682.6268920898438 267.86810302734375 None None None +0 38 101.16858673095703 672.9192504882812 268.24505615234375 None None None +0 39 98.77033996582031 663.3925170898438 268.3113098144531 None None None +0 40 96.50666809082031 655.4423828125 269.4158020019531 None None None +0 41 94.3490219116211 647.211669921875 269.815673828125 None None None +0 42 92.27015686035156 639.0380859375 269.9575500488281 None None None +0 43 90.26974487304688 629.7516479492188 268.6727294921875 None None None +0 44 88.37571716308594 622.5438232421875 269.0409851074219 None None None +0 45 86.55912017822266 614.5870971679688 268.3506774902344 None None None +0 46 84.83574676513672 607.9507446289062 268.6077880859375 None None None +0 47 83.16719818115234 601.0469360351562 268.3782043457031 None None None +0 48 81.59417724609375 596.1115112304688 269.7348327636719 None None None +0 49 80.06598663330078 589.9216918945312 269.6577453613281 None None None +0 50 78.58618927001953 583.3071899414062 268.96246337890625 None None None +0 51 77.15442657470703 576.669677734375 268.0519714355469 None None None +0 52 75.78751373291016 570.6475830078125 267.49755859375 None None None +0 53 74.49502563476562 566.2330932617188 268.2529602050781 None None None +0 54 73.24833679199219 562.0650634765625 269.07171630859375 None None None +0 55 72.01602935791016 556.3444213867188 268.28033447265625 None None None +0 56 70.8394546508789 551.4365844726562 268.0787353515625 None None None +0 57 69.70001983642578 546.571044921875 267.77099609375 None None None +0 58 68.60791015625 542.5548095703125 268.1231689453125 None None None +0 59 67.5422134399414 537.862060546875 267.6932067871094 None None None +0 60 66.53060913085938 534.7868041992188 268.6644592285156 None None None +0 61 65.54121398925781 531.0182495117188 268.85345458984375 None None None +0 62 64.58279418945312 527.3577880859375 269.02667236328125 None None None +0 63 63.65684127807617 523.7035522460938 269.07623291015625 None None None +0 64 62.7626953125 520.3361206054688 269.285400390625 None None None +0 65 61.86625289916992 515.587890625 268.1229248046875 None None None +0 66 61.03306198120117 512.90673828125 268.7745361328125 None None None +0 67 60.21969985961914 510.42291259765625 269.544189453125 None None None +0 68 59.4065055847168 506.3912353515625 268.7652893066406 None None None +0 69 58.6331901550293 503.6209411621094 269.0882568359375 None None None +0 70 57.878753662109375 500.5534362792969 269.0384521484375 None None None +0 71 57.16002655029297 498.3332214355469 269.69317626953125 None None None +0 72 56.43989944458008 495.15020751953125 269.39068603515625 None None None +0 73 55.7331657409668 491.66680908203125 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42.14505386352539 437.0701599121094 268.4898986816406 None None None +0 101 41.7790412902832 435.7391662597656 268.6229553222656 None None None +0 102 41.42113494873047 434.4854431152344 268.80084228515625 None None None +0 103 41.06916809082031 433.33013916015625 269.053466796875 None None None +0 104 40.71512222290039 431.727783203125 268.8672790527344 None None None +0 105 40.36325454711914 429.9396057128906 268.486572265625 None None None +0 106 40.01485061645508 427.9793395996094 267.9199523925781 None None None +0 107 39.675838470458984 426.46624755859375 267.7629089355469 None None None +0 108 39.33799362182617 424.8328857421875 267.4809265136719 None None None +0 109 39.00076675415039 423.04620361328125 267.0431213378906 None None None +0 110 38.67304611206055 422.0638732910156 267.3717041015625 None None None +0 111 38.33620834350586 420.2037048339844 266.8589172363281 None None None +0 112 38.01227569580078 419.4395446777344 267.3904724121094 None None None +0 113 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34.011295318603516 403.26080322265625 267.2156066894531 None None None +0 127 33.75674819946289 402.46234130859375 267.43536376953125 None None None +0 128 33.50611114501953 401.2948913574219 267.27044677734375 None None None +0 129 33.25988006591797 400.07000732421875 267.030517578125 None None None +0 130 33.01747512817383 399.23175048828125 267.161865234375 None None None +0 131 32.778839111328125 398.2314758300781 267.1161193847656 None None None +0 132 32.541412353515625 397.059326171875 266.8936767578125 None None None +0 133 32.31231689453125 396.7742004394531 267.5249328613281 None None None +0 134 32.08375930786133 395.7987976074219 267.4637451171875 None None None +0 135 31.859085083007812 395.11895751953125 267.6826171875 None None None +0 136 31.63748550415039 394.3975524902344 267.8475646972656 None None None +0 137 31.418460845947266 393.53497314453125 267.861083984375 None None None +0 138 31.20163917541504 392.6065673828125 267.7999572753906 None None None +0 139 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None None None +11 1543 0.6209701895713806 221.6844482421875 219.2005157470703 None None None +11 1544 0.6209399700164795 221.70260620117188 219.2187957763672 None None None +11 1545 0.620856761932373 221.69293212890625 219.20945739746094 None None None +11 1546 0.6209620833396912 221.6708221435547 219.1869354248047 None None None +11 1547 0.6210199594497681 221.6519317626953 219.16781616210938 None None None diff --git a/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.bias_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0f4f63f551457c6a06f47b2e41c08a7203355a7 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_3/models/bias_model_scaled.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_3/new_model_format/bias_model_scaled.tar with get_new_tf_model_format.py diff --git a/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_data_params.tsv b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..be3e5a62a866b16af57af8de7227a46aaab2748f --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 0.0 +counts_sum_max_thresh 2013.19 +trainings_pts_post_thresh 108519 diff --git a/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..e93f8f622ca041726335ff8f9e54c5d45c1794f2 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_3/models/chrombpnet.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_3/new_model_format/chrombpnet.tar with get_new_tf_model_format.py diff --git a/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_model_params.tsv b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..e08ed4b60f9ea94d9349d60e072d2ddd4fd0c9dc --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 4.0 +filters 512 +n_dil_layers 8 +bias_model_path /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_3/models/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/splits/fold_3.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..e769b42a6f98f1cee862d961ce39f27fac0d1777 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_3/models/chrombpnet_nobias.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_3/new_model_format/chrombpnet_nobias.tar with get_new_tf_model_format.py diff --git a/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.epoch_loss.csv b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..ada4474019d96966b95148c9c0e4983ea6dfba2c --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR682PKY/logfile.modelling.fold_3.ENCSR682PKY.epoch_loss.csv @@ -0,0 +1,13 @@ 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+Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_4/models/bias_model_scaled.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_4/new_model_format/bias_model_scaled.tar with get_new_tf_model_format.py diff --git a/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_data_params.tsv b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..74e062c9fbab0c2cb5b9e33a769d0e1418199369 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 0.0 +counts_sum_max_thresh 1914.95 +trainings_pts_post_thresh 109687 diff --git a/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..f46f3bee06ce484df0e97cd9f70c738a14b46372 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_4/models/chrombpnet.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_4/new_model_format/chrombpnet.tar with get_new_tf_model_format.py diff --git a/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_model_params.tsv b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..d0ab5146ee1e2875cc0c02e9ad2d31196e9e607f --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 3.9 +filters 512 +n_dil_layers 8 +bias_model_path /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_4/models/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/splits/fold_4.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..86fb34ad1ef440890cbc550e2a40aeb1a1433919 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.chrombpnet_no_bias_formatting.stdout.txt @@ -0,0 +1 @@ +Converting /oak/stanford/groups/akundaje/vhecht/chromatin_atlas_bias_corrected/DNASE_model/ENCSR682PKY/fold_4/models/chrombpnet_nobias.h5 to /oak/stanford/groups/akundaje/vhecht/chromatin-atlas-2022/DNASE/ENCSR682PKY/fold_4/new_model_format/chrombpnet_nobias.tar with get_new_tf_model_format.py diff --git a/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.epoch_loss.csv b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..6002018c8dedbd6842d9930e7f2e206866596bef --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR682PKY/logfile.modelling.fold_4.ENCSR682PKY.epoch_loss.csv @@ -0,0 +1,13 @@ 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