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benchmark.yml
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name: Run Simple R Script on HPC via Slurm
on:
push:
branches:
- feature/ci-cd-pipeline
jobs:
Benchmarking-pipeline:
runs-on: ubuntu-latest
steps:
- name: Checkout Repository
uses: actions/checkout@v3
- name: Set Up SSH Access
run: |
mkdir -p ~/.ssh
touch ~/.ssh/id_rsa
chmod 600 ~/.ssh/id_rsa
echo "${{ secrets.SSH_PRIVATE_KEY }}" > ~/.ssh/id_rsa
ssh-keyscan -H login-00.discovery.neu.edu >> ~/.ssh/known_hosts || exit 1
- name: Transfer Files to HPC
run: |
scp benchmark/benchmark.R benchmark/config.slurm raina.ans@login-00.discovery.neu.edu:/work/VitekLab/Projects/Benchmarking || exit 1
- name: Submit Slurm Job and Capture Job ID
id: submit_job
run: |
ssh raina.ans@login-00.discovery.neu.edu "cd R && sbatch config.slurm" | tee slurm_job_id.txt
slurm_job_id=$(grep -oP '\d+' slurm_job_id.txt)
echo "Slurm Job ID is $slurm_job_id"
echo "slurm_job_id=$slurm_job_id" >> $GITHUB_ENV
- name: Monitor Slurm Job
run: |
ssh raina.ans@login-00.discovery.neu.edu "
while squeue -j ${{ env.slurm_job_id }} | grep -q ${{ env.slurm_job_id }}; do
echo 'Job Id : ${{ env.slurm_job_id }} is still running...'
sleep 10
done
echo 'Job has completed.'
"
- name: Fetch Output
run: |
# scp raina.ans@login-00.discovery.neu.edu:/work/VitekLab/Projects/Benchmarking/job_output.txt job_output.txt
# scp raina.ans@login-00.discovery.neu.edu:/work/VitekLab/Projects/Benchmarking/job_error.txt job_error.txt
scp raina.ans@login-00.discovery.neu.edu:/home/raina.ans/R/job_output.txt job_output.txt
scp raina.ans@login-00.discovery.neu.edu:/home/raina.ans/R/job_error.txt job_error.txt
- name: Check Metrics in Output
run: |
THRESHOLD_FPR=0.2
METRICS=$(tail -n 20 job_output.txt | grep -E 'FPR|Accuracy|Recall|FDR' | tail -n 3)
echo METRICS
FPR=$(echo "$METRICS" | grep -oP 'FPR\s+\K[0-9.]+')
ACCURACY=$(echo "$METRICS" | grep -oP 'Accuracy\s+\K[0-9.]+')
RECALL=$(echo "$METRICS" | grep -oP 'Recall\s+\K[0-9.]+')
echo "Extracted Metrics - FPR: $FPR, Accuracy: $ACCURACY, Recall: $RECALL"
if (( $(echo "$FPR > $THRESHOLD_FPR" | bc -l) )) ||
(( $(echo "$ACCURACY < $THRESHOLD_ACCURACY" | bc -l) )) ||
(( $(echo "$RECALL < $THRESHOLD_RECALL" | bc -l) )); then
echo "Metrics did not meet the thresholds."
exit 1
else
echo "Metrics are within acceptable range."
fi
- name: Upload Output as Artifact
uses: actions/upload-artifact@v4
with:
name: benchmark-output
path: |
job_output.txt
job_error.txt