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cifar_benchmark.yaml
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name: CIFAR-10 benchmark CML
on:
workflow_dispatch:
inputs:
git-ref:
description: Repo reference (branch, tag or SHA)
default: "main"
required: true
type: string
benchmark:
description: Benchmark to run (cifar-10-8b or cifar-10-16b)
default: "cifar-10-16b"
type: choice
options:
- "cifar-10-8b"
- "cifar-10-16b"
instance_type:
description: Instance type on which to launch benchmarks
default: "m6i.metal"
type: choice
options:
- "m6i.metal"
- "u-6tb1.112xlarge"
num_samples:
description: Number of samples to use
default: "3"
type: string
required: true
# FIXME: Add recurrent launching
# https://github.com/zama-ai/concrete-ml-internal/issues/1851
# Global environnement variables
env:
# Github action url (used by slack notification)
ACTION_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
AGENT_TOOLSDIRECTORY: /opt/hostedtoolcache
RUNNER_TOOL_CACHE: /opt/hostedtoolcache
# Jobs
jobs:
start-cifar-runner:
name: Launch AWS instances
runs-on: ubuntu-20.04
defaults:
run:
shell: bash
container:
image: ubuntu:20.04
outputs:
label: ${{ steps.start-cifar10-8bit-runner.outputs.label }}
ec2-instance-id: ${{ steps.start-cifar10-8bit-runner.outputs.ec2-instance-id || '' }}
steps:
- name: Configure AWS credentials
uses: aws-actions/configure-aws-credentials@010d0da01d0b5a38af31e9c3470dbfdabdecca3a
with:
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
aws-region: ${{ secrets.AWS_REGION }}
- name: Start CIFAR-10 8-bit runner
id: start-cifar10-8bit-runner
uses: machulav/ec2-github-runner@2c4d1dcf2c54673ed3bfd194c4b6919ed396a209
with:
mode: start
github-token: ${{ secrets.EC2_RUNNER_BOT_TOKEN }}
ec2-image-id: ${{ secrets.AWS_EC2_AMI }}
ec2-instance-type: ${{ github.event.inputs.instance_type }}
subnet-id: ${{ secrets.AWS_EC2_SUBNET_ID }}
security-group-id: ${{ secrets.AWS_EC2_SECURITY_GROUP_ID }}
aws-resource-tags: >
[
{"Key": "Name", "Value": "cml-benchmark-cifar10"},
{"Key": "GitHubRepository", "Value": "${{ github.repository }}"},
{"Key": "Actor", "Value": "${{ github.actor }}"},
{"Key": "Action", "Value": "${{ github.action }}"},
{"Key": "GitHash", "Value": "${{ github.sha }}"},
{"Key": "RefName", "Value": "${{ github.ref_name }}"},
{"Key": "RunId", "Value": "${{ github.run_id }}"},
{"Key": "Team", "Value": "CML"}
]
run-cifar-10:
needs: [start-cifar-runner]
name: Run benchmark
runs-on: ${{ needs.start-cifar-runner.outputs.label }}
env:
PIP_INDEX_URL: ${{ secrets.PIP_INDEX_URL }}
PIP_EXTRA_INDEX_URL: ${{ secrets.PIP_EXTRA_INDEX_URL }}
steps:
- name: Add masks
run: |
echo "::add-mask::${{ secrets.INTERNAL_PYPI_URL_FOR_MASK }}"
echo "::add-mask::${{ secrets.INTERNAL_REPO_URL_FOR_MASK }}"
echo "::add-mask::${{ secrets.INTERNAL_PYPI_URL }}"
echo "::add-mask::${{ secrets.INTERNAL_REPO_URL }}"
- name: Checkout code
uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
lfs: true
ref: ${{ github.event.inputs.git-ref }}
- name: Set up Python
uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c
with:
python-version: "3.8"
- name: Install dependencies
id: install-deps
run: |
apt update
apt install --no-install-recommends -y gnome-keyring
apt install -y graphviz* graphviz-dev libgraphviz-dev pkg-config python3-dev
apt-mark hold docker.io
./script/make_utils/setup_os_deps.sh
make setup_env
# CIFAR-10-8b benchmark
- name: Benchmark - CIFAR-10-8b
if: github.event.inputs.benchmark == 'cifar-10-8b'
run: |
source .venv/bin/activate
NUM_SAMPLES=${{ github.event.inputs.num_samples }} python3 ./use_case_examples/cifar/cifar_brevitas_with_model_splitting/infer_fhe.py
python3 ./benchmarks/convert_cifar.py --model-name "8-bit-split-v0"
# CIFAR-10-16b benchmark
- name: Benchmark - CIFAR-10-16b
if: github.event.inputs.benchmark == 'cifar-10-16b'
run: |
source .venv/bin/activate
NUM_SAMPLES=${{ github.event.inputs.num_samples }} python3 ./use_case_examples/cifar/cifar_brevitas_training/evaluate_one_example_fhe.py
python3 ./benchmarks/convert_cifar.py --model-name "16-bits-trained-v0"
- name: Archive raw predictions
uses: actions/upload-artifact@v4
with:
name: predictions.csv
path: inference_results.csv
- name: Archive metrics
uses: actions/upload-artifact@v4
with:
name: metrics.json
path: to_upload.json
- name: Archive MLIR
uses: actions/upload-artifact@v4
with:
name: mlir.txt
path: cifar10.mlir
- name: Archive Graph
uses: actions/upload-artifact@v4
with:
name: graph.txt
path: cifar10.graph
- name: Archive client
uses: actions/upload-artifact@v4
with:
name: client.zip
path: client_server/client.zip
- name: Archive server
uses: actions/upload-artifact@v4
with:
name: server.zip
path: client_server/server.zip
# We need to keep this as the last step to avoid not uploading the artifacts
# if the step crashes
- name: Upload results
id: upload-results
run: |
# Log the json
cat to_upload.json | jq
# We need to sleep to avoid log issues
sleep 1.
# Upload the json to the benchmark database
curl --fail-with-body \
-H "Authorization: Bearer ${{ secrets.NEW_ML_PROGRESS_TRACKER_TOKEN }}" \
-H "Content-Type: application/json; charset=UTF-8" \
--json @to_upload.json \
-X POST "${{ secrets.NEW_ML_PROGRESS_TRACKER_URL }}experiment"
stop-runner:
name: Stop EC2 runner
needs: [run-cifar-10, start-cifar-runner]
runs-on: ubuntu-20.04
timeout-minutes: 2
if: ${{ always() }}
steps:
- name: Configure AWS credentials
uses: aws-actions/configure-aws-credentials@010d0da01d0b5a38af31e9c3470dbfdabdecca3a
with:
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
aws-region: ${{ secrets.AWS_REGION }}
- name: Stop EC2 runner
uses: machulav/ec2-github-runner@2c4d1dcf2c54673ed3bfd194c4b6919ed396a209
if: ${{ always() }}
with:
mode: stop
github-token: ${{ secrets.EC2_RUNNER_BOT_TOKEN }}
label: ${{ needs.start-cifar-runner.outputs.label }}
ec2-instance-id: ${{ needs.start-cifar-runner.outputs.ec2-instance-id }}
slack-notification:
runs-on: ubuntu-20.04
needs: [run-cifar-10]
steps:
- name: Slack Notification
if: ${{ always() }}
continue-on-error: true
uses: rtCamp/action-slack-notify@b24d75fe0e728a4bf9fc42ee217caa686d141ee8
env:
SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
SLACK_ICON: https://pbs.twimg.com/profile_images/1274014582265298945/OjBKP9kn_400x400.png
SLACK_COLOR: ${{ needs.run-cifar-10.result }}
SLACK_MESSAGE: "Benchmark action: ${{ github.event.inputs.benchmark }} (${{ env.ACTION_RUN_URL }}) ended with result: ${{ needs.run-cifar-10.result }}"
SLACK_USERNAME: ${{ secrets.BOT_USERNAME }}
SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}