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QLoRA memory requirement with 3B model loads GPU with 10GB of memory with 4bit quantization #1237

QLoRA memory requirement with 3B model loads GPU with 10GB of memory with 4bit quantization

QLoRA memory requirement with 3B model loads GPU with 10GB of memory with 4bit quantization #1237

Workflow file for this run

name: "Benchmark on Comment"
# https://docs.github.com/en/actions/using-workflows/events-that-trigger-workflows
on:
issue_comment:
types: [created]
jobs:
Benchmark:
strategy:
fail-fast: true
matrix:
python-version: [3.9]
os: [self-hosted]
name: Benchmark
# Only run if it#s a PR and the comment contains /Benchmark
if: github.event.issue.pull_request && startsWith(github.event.comment.body, '/benchmark-trl-experiments') && contains(FromJSON('["vwxyzjn", "younesbelkada", "lvwerra", "lewtun"]'), github.actor)
runs-on: ${{ matrix.os }}
steps:
- name: Get branch of PR
uses: xt0rted/pull-request-comment-branch@v1
id: comment-branch
- name: Set latest commit status as pending
uses: myrotvorets/set-commit-status-action@master
with:
sha: ${{ steps.comment-branch.outputs.head_sha }}
token: ${{ secrets.GITHUB_TOKEN }}
status: pending
- name: Checkout `main` branch
uses: actions/checkout@v3
- name: Checkout PR branch
run: gh pr checkout $PR_NUMBER
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
PR_NUMBER: ${{ github.event.issue.number }}
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v4
with:
python-version: ${{ matrix.python-version }}
# - name: Cleanup pip packages (specific to self-hosted runners)
# run: |
# echo PATH is $PATH
# echo PYTHONPATH is $PYTHONPATH
# echo which python is $(which python)
# echo which pip is $(which pip)
# pip_list=$(pip list --format=freeze | grep -v "^pip==" | grep -v "^setuptools==")
# if [ ! -z "$pip_list" ]; then
# echo "$pip_list" | xargs pip uninstall -y
# fi
- name: Print python depdenencies
run: pip list --format=freeze
- name: Install dependencies
run: |
pip install .[test,benchmark]
- name: Login
run: wandb login ${{ secrets.WANDB_API_KEY }} && huggingface-cli login --token ${{ secrets.HUGGING_FACE_HUB_TOKEN }}
- name: Run benchmark
env:
GITHUB_CONTEXT: ${{ toJson(github) }}
PERSONAL_ACCESS_TOKEN_GITHUB: ${{ secrets.PERSONAL_ACCESS_TOKEN_GITHUB }}
run: |
COMMENT="${{ github.event.comment.body }}"
if [[ "$COMMENT" == *"/benchmark-trl-experiments benchmark/benchmark_level1.sh"* ]]; then
echo "Running benchmark/benchmark_level1.sh"
BENCHMARK_SCRIPT="benchmark/benchmark_level1.sh" BENCHMARK_PLOT_SCRIPT="benchmark/benchmark_level1_plot.sh" bash benchmark/benchmark_and_report.sh
elif [[ "$COMMENT" == *"/benchmark-trl-experiments benchmark/benchmark_level2.sh"* ]]; then
echo "Running benchmark/benchmark_level2.sh"
BENCHMARK_SCRIPT="benchmark/benchmark_level2.sh" BENCHMARK_PLOT_SCRIPT="benchmark/benchmark_level2_plot.sh" bash benchmark/benchmark_and_report.sh
elif [[ "$COMMENT" == *"/benchmark-trl-experiments benchmark/benchmark_level3.sh"* ]]; then
echo "Running benchmark/benchmark_level3.sh"
BENCHMARK_SCRIPT="benchmark/benchmark_level3.sh" BENCHMARK_PLOT_SCRIPT="benchmark/benchmark_level3_plot.sh" bash benchmark/benchmark_and_report.sh
else
echo "Invalid command in comment. Skipping execution."
fi
# send message to PR
- name: Setup Node.js 16
uses: actions/setup-node@v3
with:
node-version: 16
- name: Add workflow result as comment on PR
uses: actions/github-script@v6
if: always()
with:
script: |
const name = '${{ github.workflow }}';
const url = '${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}';
const success = '${{ job.status }}' === 'success';
const body = `${name}: ${success ? 'succeeded ✅' : 'failed ❌'}\n${url}`;
await github.rest.issues.createComment({
issue_number: context.issue.number,
owner: context.repo.owner,
repo: context.repo.repo,
body: body
})
- name: Set latest commit status as ${{ job.status }}
uses: myrotvorets/set-commit-status-action@master
if: always()
with:
sha: ${{ steps.comment-branch.outputs.head_sha }}
token: ${{ secrets.GITHUB_TOKEN }}
status: ${{ job.status }}