#!/bin/bash set -e set -x DOWNLOAD_NAME=models_class1_experiments1 SCRATCH_DIR=${TMPDIR-/tmp}/mhcflurry-downloads-generation SCRIPT_ABSOLUTE_PATH="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)/$(basename "${BASH_SOURCE[0]}")" SCRIPT_DIR=$(dirname "$SCRIPT_ABSOLUTE_PATH") # Terminate children on exit trap "trap - SIGTERM && kill -- -$$" SIGINT SIGTERM EXIT mkdir -p "$SCRATCH_DIR" rm -rf "$SCRATCH_DIR/$DOWNLOAD_NAME" mkdir "$SCRATCH_DIR/$DOWNLOAD_NAME" # Send stdout and stderr to a logfile included with the archive. exec > >(tee -ia "$SCRATCH_DIR/$DOWNLOAD_NAME/LOG.txt") exec 2> >(tee -ia "$SCRATCH_DIR/$DOWNLOAD_NAME/LOG.txt" >&2) # Log some environment info date pip freeze git status cd $SCRATCH_DIR/$DOWNLOAD_NAME ALLELES="HLA-A*01:01 HLA-A*02:01 HLA-A*02:03 HLA-A*02:07 HLA-A*03:01 HLA-A*11:01 HLA-A*24:02 HLA-A*29:02 HLA-A*31:01 HLA-A*68:02 HLA-B*07:02 HLA-B*15:01 HLA-B*35:01 HLA-B*44:02 HLA-B*44:03 HLA-B*51:01 HLA-B*54:01 HLA-B*57:01" # Standard architecture on quantitative only cp $SCRIPT_DIR/hyperparameters-standard.yaml . mkdir models-standard-quantitative time mhcflurry-class1-train-allele-specific-models \ --data "$(mhcflurry-downloads path data_curated)/curated_training_data.csv.bz2" \ --only-quantitative \ --hyperparameters hyperparameters-standard.yaml \ --out-models-dir models-standard-quantitative \ --percent-rank-calibration-num-peptides-per-length 0 \ --allele $ALLELES 2>&1 | tee -a LOG.standard.txt & # Model variations on qualitative + quantitative for mod in 0local_noL1 0local 2local widelocal dense8 dense32 dense64 noL1 onehot embedding do cp $SCRIPT_DIR/hyperparameters-${mod}.yaml . mkdir models-${mod} time mhcflurry-class1-train-allele-specific-models \ --data "$(mhcflurry-downloads path data_curated)/curated_training_data.csv.bz2" \ --hyperparameters hyperparameters-${mod}.yaml \ --out-models-dir models-${mod} \ --percent-rank-calibration-num-peptides-per-length 0 \ --allele $ALLELES 2>&1 | tee -a LOG.${mod}.txt & done wait cp $SCRIPT_ABSOLUTE_PATH . for i in $(ls *.txt) do bzip2 $i done tar -cjf "../${DOWNLOAD_NAME}.tar.bz2" * echo "Created archive: $SCRATCH_DIR/$DOWNLOAD_NAME.tar.bz2"