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full-evaluation.yml
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name: Full Model Evaluation
on:
workflow_dispatch:
inputs:
provision-and-deploy:
description: 'Whether to provision the deployment'
required: true
default: true
type: boolean
deploy-only:
description: 'Whether to deploy the application'
required: true
default: true
type: boolean
purge:
description: 'Whether to purge the deployment after evaluation'
required: true
default: false
type: boolean
fail-dev:
description: 'Whether to fail the deployment'
required: false
default: false
type: boolean
permissions:
id-token: write
contents: read
jobs:
deploy-azure:
if: ${{ inputs.provision-and-deploy == true || inputs.deploy-only == true }}
uses: ./.github/workflows/azure-dev.yml
secrets: inherit
with:
deploy-only: ${{ inputs.deploy-only }}
to-fail: ${{ inputs.fail-dev }}
evaluate-models:
if: ${{ (inputs.provision-and-deploy == false && inputs.deploy-only == false && (success() || failure())) || success() }}
needs: deploy-azure
runs-on: ubuntu-latest
strategy:
matrix:
os: ["ubuntu-20.04"]
python_version: ["3.11"]
env:
# azd required
AZURE_CLIENT_ID: ${{ vars.AZURE_CLIENT_ID }}
AZURE_TENANT_ID: ${{ vars.AZURE_TENANT_ID }}
AZURE_SUBSCRIPTION_ID: ${{ vars.AZURE_SUBSCRIPTION_ID }}
AZURE_ENV_NAME: ${{ vars.AZURE_ENV_NAME }}
AZURE_LOCATION: ${{ vars.AZURE_LOCATION }}
# project specific
AZURE_OPENAI_SERVICE: ${{ vars.AZURE_OPENAI_SERVICE }}
AZURE_OPENAI_API_VERSION: ${{ vars.AZURE_OPENAI_API_VERSION }}
AZURE_OPENAI_RESOURCE_GROUP: ${{ vars.AZURE_OPENAI_RESOURCE_GROUP }}
AZURE_COMPUTER_VISION_SERVICE: ${{ vars.AZURE_COMPUTER_VISION_SERVICE }}
AZURE_COMPUTER_VISION_RESOURCE_GROUP: ${{ vars.AZURE_COMPUTER_VISION_RESOURCE_GROUP }}
AZURE_COMPUTER_VISION_LOCATION: ${{ vars.AZURE_COMPUTER_VISION_LOCATION }}
AZURE_COMPUTER_VISION_SKU: ${{ vars.AZURE_COMPUTER_VISION_SKU }}
AZURE_FORMRECOGNIZER_SERVICE: ${{ vars.AZURE_FORMRECOGNIZER_SERVICE }}
AZURE_FORMRECOGNIZER_RESOURCE_GROUP: ${{ vars.AZURE_FORMRECOGNIZER_RESOURCE_GROUP }}
AZURE_FORMRECOGNIZER_SKU: ${{ vars.AZURE_FORMRECOGNIZER_SKU }}
AZURE_SEARCH_INDEX: ${{ vars.AZURE_SEARCH_INDEX }}
AZURE_SEARCH_SERVICE: ${{ vars.AZURE_SEARCH_SERVICE }}
AZURE_SEARCH_SERVICE_RESOURCE_GROUP: ${{ vars.AZURE_SEARCH_SERVICE_RESOURCE_GROUP }}
AZURE_SEARCH_SERVICE_LOCATION: ${{ vars.AZURE_SEARCH_SERVICE_LOCATION }}
AZURE_SEARCH_SERVICE_SKU: ${{ vars.AZURE_SEARCH_SERVICE_SKU }}
AZURE_SEARCH_QUERY_LANGUAGE: ${{ vars.AZURE_SEARCH_QUERY_LANGUAGE }}
AZURE_SEARCH_QUERY_SPELLER: ${{ vars.AZURE_SEARCH_QUERY_SPELLER }}
AZURE_SEARCH_SEMANTIC_RANKER: ${{ vars.AZURE_SEARCH_SEMANTIC_RANKER }}
AZURE_STORAGE_ACCOUNT: ${{ vars.AZURE_STORAGE_ACCOUNT }}
AZURE_STORAGE_RESOURCE_GROUP: ${{ vars.AZURE_STORAGE_RESOURCE_GROUP }}
AZURE_STORAGE_SKU: ${{ vars.AZURE_STORAGE_SKU }}
AZURE_APP_SERVICE_PLAN: ${{ vars.AZURE_APP_SERVICE_PLAN }}
AZURE_APP_SERVICE_SKU: ${{ vars.AZURE_APP_SERVICE_SKU }}
AZURE_APP_SERVICE: ${{ vars.AZURE_APP_SERVICE }}
AZURE_OPENAI_CHATGPT_MODEL: ${{ vars.AZURE_OPENAI_CHATGPT_MODEL }}
AZURE_OPENAI_CHATGPT_DEPLOYMENT: ${{ vars.AZURE_OPENAI_CHATGPT_DEPLOYMENT }}
AZURE_OPENAI_CHATGPT_DEPLOYMENT_CAPACITY: ${{ vars.AZURE_OPENAI_CHATGPT_DEPLOYMENT_CAPACITY }}
AZURE_OPENAI_CHATGPT_DEPLOYMENT_VERSION: ${{ vars.AZURE_OPENAI_CHATGPT_DEPLOYMENT_VERSION }}
AZURE_OPENAI_EMB_MODEL_NAME: ${{ vars.AZURE_OPENAI_EMB_MODEL_NAME }}
AZURE_OPENAI_EMB_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EMB_DEPLOYMENT }}
AZURE_OPENAI_EMB_DEPLOYMENT_CAPACITY: ${{ vars.AZURE_OPENAI_EMB_DEPLOYMENT_CAPACITY }}
AZURE_OPENAI_EMB_DEPLOYMENT_VERSION: ${{ vars.AZURE_OPENAI_EMB_DEPLOYMENT_VERSION }}
AZURE_OPENAI_EMB_DIMENSIONS: ${{ vars.AZURE_OPENAI_EMB_DIMENSIONS }}
OPENAI_HOST: ${{ vars.OPENAI_HOST }}
OPENAI_API_KEY: ${{ vars.OPENAI_API_KEY }}
OPENAI_ORGANIZATION: ${{ vars.OPENAI_ORGANIZATION }}
AZURE_USE_APPLICATION_INSIGHTS: ${{ vars.AZURE_USE_APPLICATION_INSIGHTS }}
AZURE_APPLICATION_INSIGHTS: ${{ vars.AZURE_APPLICATION_INSIGHTS }}
AZURE_APPLICATION_INSIGHTS_DASHBOARD: ${{ vars.AZURE_APPLICATION_INSIGHTS_DASHBOARD }}
AZURE_LOG_ANALYTICS: ${{ vars.AZURE_LOG_ANALYTICS }}
USE_VECTORS: ${{ vars.USE_VECTORS }}
USE_GPT4V: ${{ vars.USE_GPT4V }}
AZURE_VISION_ENDPOINT: ${{ vars.AZURE_VISION_ENDPOINT }}
VISION_SECRET_NAME: ${{ vars.VISION_SECRET_NAME }}
USE_SPEECH_INPUT_BROWSER: ${{ vars.USE_SPEECH_INPUT_BROWSER }}
USE_SPEECH_OUTPUT_BROWSER: ${{ vars.USE_SPEECH_OUTPUT_BROWSER }}
USE_SPEECH_OUTPUT_AZURE: ${{ vars.USE_SPEECH_OUTPUT_AZURE }}
AZURE_SPEECH_SERVICE: ${{ vars.AZURE_SPEECH_SERVICE }}
AZURE_SPEECH_SERVICE_RESOURCE_GROUP: ${{ vars.AZURE_SPEECH_RESOURCE_GROUP }}
AZURE_SPEECH_SERVICE_LOCATION: ${{ vars.AZURE_SPEECH_SERVICE_LOCATION }}
AZURE_SPEECH_SERVICE_SKU: ${{ vars.AZURE_SPEECH_SERVICE_SKU }}
AZURE_KEY_VAULT_NAME: ${{ vars.AZURE_KEY_VAULT_NAME }}
AZURE_USE_AUTHENTICATION: ${{ vars.AZURE_USE_AUTHENTICATION }}
AZURE_ENFORCE_ACCESS_CONTROL: ${{ vars.AZURE_ENFORCE_ACCESS_CONTROL }}
AZURE_ENABLE_GLOBAL_DOCUMENT_ACCESS: ${{ vars.AZURE_ENABLE_GLOBAL_DOCUMENT_ACCESS }}
AZURE_ENABLE_UNAUTHENTICATED_ACCESS: ${{ vars.AZURE_ENABLE_UNAUTHENTICATED_ACCESS }}
AZURE_AUTH_TENANT_ID: ${{ vars.AZURE_AUTH_TENANT_ID }}
AZURE_SERVER_APP_ID: ${{ vars.AZURE_SERVER_APP_ID }}
AZURE_CLIENT_APP_ID: ${{ vars.AZURE_CLIENT_APP_ID }}
ALLOWED_ORIGIN: ${{ vars.ALLOWED_ORIGIN }}
AZURE_ADLS_GEN2_STORAGE_ACCOUNT: ${{ vars.AZURE_ADLS_GEN2_STORAGE_ACCOUNT }}
AZURE_ADLS_GEN2_FILESYSTEM_PATH: ${{ vars.AZURE_ADLS_GEN2_FILESYSTEM_PATH }}
AZURE_ADLS_GEN2_FILESYSTEM: ${{ vars.AZURE_ADLS_GEN2_FILESYSTEM }}
steps:
#--------------------------Setup--------------------------------
- name: Checkout
uses: actions/checkout@v4
- name: Setup python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python_version }}
architecture: x64
- name: Install azd
uses: Azure/[email protected]
- name: Install Nodejs
uses: actions/setup-node@v4
with:
node-version: 18
#--------------------------Deploy--------------------------------
- name: Check credentials
run: |
echo "AZURE_CLIENT_ID: ${{ env.AZURE_CLIENT_ID }}"
echo "AZURE_TENANT_ID: ${{ env.AZURE_TENANT_ID }}"
echo "AZURE_SUBSCRIPTION_ID: ${{ env.AZURE_SUBSCRIPTION_ID }}"
echo "AZURE_PRINCIPAL_ID: ${{ secrets.AZURE_PRINCIPAL_ID }}"
- name: Azure login
uses: azure/login@v2
with:
client-id: ${{ env.AZURE_CLIENT_ID }}
tenant-id: ${{ env.AZURE_TENANT_ID }}
subscription-id: ${{ env.AZURE_SUBSCRIPTION_ID }}
- name: Azure CLI script
uses: azure/cli@v2
with:
azcliversion: latest
inlineScript: |
az account show
#--------------------------Run Evaluation--------------------------------
- name: Install dependencies
working-directory: ./evaluation
run: |
python -m pip install --upgrade pip
pip install -r scripts/requirements.txt
pip install pyrit
- name: Run AI Rag Evaluations
working-directory: ./evaluation
run: |
OPENAI_HOST=$OPENAI_HOST OPENAI_GPT_MODEL=$OPENAI_GPT_MODEL AZURE_OPENAI_EVAL_DEPLOYMENT=$AZURE_OPENAI_EVAL_DEPLOYMENT AZURE_OPENAI_SERVICE=$AZURE_OPENAI_SERVICE AZURE_SEARCH_SERVICE=$AZURE_SEARCH_SERVICE AZURE_SEARCH_INDEX=$AZURE_SEARCH_INDEX AZURE_PRINCIPAL_ID=$AZURE_PRINCIPAL_ID python -m scripts evaluate --config=./config.json --numquestions=10
echo "EVALUATION_RESULTS=evaluation/results/$(ls ./results/ | grep "experiment" | tail -n 1)" >> $GITHUB_ENV
env:
OPENAI_HOST: ${{ vars.OPENAI_HOST }}
OPENAI_GPT_MODEL: ${{ vars.OPENAI_GPT_MODEL }}
AZURE_OPENAI_EVAL_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EVAL_DEPLOYMENT }}
AZURE_OPENAI_SERVICE: ${{ vars.AZURE_OPENAI_SERVICE }}
AZURE_SEARCH_SERVICE: ${{ vars.AZURE_SEARCH_SERVICE }}
AZURE_SEARCH_INDEX: ${{ vars.AZURE_SEARCH_INDEX }}
AZURE_PRINCIPAL_ID: ${{ secrets.AZURE_PRINCIPAL_ID }}
- name: Run Red Teaming Evaluations
working-directory: ./evaluation
run: |
AZURE_OPENAI_EVAL_ENDPOINT=$AZURE_OPENAI_EVAL_ENDPOINT AZURE_OPENAI_CHAT_ENDPOINT=$AZURE_OPENAI_CHAT_ENDPOINT AZURE_OPENAI_CHAT_DEPLOYMENT=$AZURE_OPENAI_CHAT_DEPLOYMENT AZURE_OPENAI_EVAL_DEPLOYMENT=$AZURE_OPENAI_EVAL_DEPLOYMENT python -m scripts red-teaming
env:
AZURE_OPENAI_CHAT_ENDPOINT: ${{ vars.AZURE_OPENAI_CHAT_ENDPOINT }}
AZURE_OPENAI_EVAL_ENDPOINT: ${{ vars.AZURE_OPENAI_CHAT_ENDPOINT }}
AZURE_OPENAI_CHAT_DEPLOYMENT: ${{ vars.AZURE_OPENAI_CHAT_DEPLOYMENT }}
AZURE_OPENAI_EVAL_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EVAL_DEPLOYMENT }}
- name: Dump results
uses: actions/upload-artifact@v4
with:
name: evaluation-results
path: |
${{ env.EVALUATION_RESULTS }}/summary.json
${{ env.EVALUATION_RESULTS }}/eval_results.jsonl
${{ env.EVALUATION_RESULTS }}/config.json
${{ env.EVALUATION_RESULTS }}/evaluate_parameters.json
evaluation/eval.png
evaluation/mean_score.png
evaluation/passing_rate.png
#--------------------------Cleanup--------------------------------
- name: Cleanup
if: ${{ inputs.purge == true }}
run: azd down --force --purge