Change temperature to 1.0 #71
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| name: Evaluate RAG answer flow | |
| on: | |
| issue_comment: | |
| types: [created] | |
| # Set up permissions for deploying with secretless Azure federated credentials | |
| # https://learn.microsoft.com/azure/developer/github/connect-from-azure?tabs=azure-portal%2Clinux#set-up-azure-login-with-openid-connect-authentication | |
| permissions: | |
| id-token: write | |
| contents: read | |
| issues: write | |
| pull-requests: write | |
| jobs: | |
| evaluate: | |
| if: | | |
| contains('["OWNER", "CONTRIBUTOR", "COLLABORATOR", "MEMBER"]', github.event.comment.author_association) && | |
| github.event.issue.pull_request && | |
| github.event.comment.body == '/evaluate' | |
| runs-on: ubuntu-latest | |
| env: | |
| UV_SYSTEM_PYTHON: 1 | |
| AZURE_CLIENT_ID: ${{ vars.AZURE_CLIENT_ID }} | |
| AZURE_TENANT_ID: ${{ vars.AZURE_TENANT_ID }} | |
| AZURE_SUBSCRIPTION_ID: ${{ vars.AZURE_SUBSCRIPTION_ID }} | |
| AZURE_CREDENTIALS: ${{ secrets.AZURE_CREDENTIALS }} | |
| AZURE_RESOURCE_GROUP: ${{ vars.AZURE_RESOURCE_GROUP }} | |
| POSTGRES_HOST: localhost | |
| POSTGRES_USERNAME: postgres | |
| POSTGRES_PASSWORD: root | |
| POSTGRES_DATABASE: postgres | |
| POSTGRES_SSL: disable | |
| OPENAI_CHAT_HOST: ${{ vars.OPENAI_CHAT_HOST }} | |
| OPENAI_EMBED_HOST: ${{ vars.OPENAI_EMBED_HOST }} | |
| AZURE_OPENAI_ENDPOINT: ${{ vars.AZURE_OPENAI_ENDPOINT }} | |
| AZURE_OPENAI_VERSION: ${{ vars.AZURE_OPENAI_VERSION }} | |
| AZURE_OPENAI_CHAT_DEPLOYMENT: ${{ vars.AZURE_OPENAI_CHAT_DEPLOYMENT }} | |
| AZURE_OPENAI_CHAT_MODEL: ${{ vars.AZURE_OPENAI_CHAT_MODEL }} | |
| AZURE_OPENAI_EMBED_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EMBED_DEPLOYMENT }} | |
| AZURE_OPENAI_EMBED_MODEL: ${{ vars.AZURE_OPENAI_EMBED_MODEL }} | |
| AZURE_OPENAI_EMBED_DIMENSIONS: ${{ vars.AZURE_OPENAI_EMBED_DIMENSIONS }} | |
| AZURE_OPENAI_EMBEDDING_COLUMN: ${{ vars.AZURE_OPENAI_EMBEDDING_COLUMN }} | |
| AZURE_OPENAI_EVAL_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EVAL_DEPLOYMENT }} | |
| AZURE_OPENAI_EVAL_MODEL: ${{ vars.AZURE_OPENAI_EVAL_MODEL }} | |
| steps: | |
| - name: Comment on pull request | |
| uses: actions/github-script@v7 | |
| with: | |
| script: | | |
| github.rest.issues.createComment({ | |
| issue_number: context.issue.number, | |
| owner: context.repo.owner, | |
| repo: context.repo.repo, | |
| body: "Starting evaluation! Check the Actions tab for progress, or wait for a comment with the results." | |
| }) | |
| - name: Checkout pull request | |
| uses: actions/checkout@v4 | |
| with: | |
| ref: refs/pull/${{ github.event.issue.number }}/head | |
| - name: Install pgvector | |
| run: | | |
| sudo /usr/share/postgresql-common/pgdg/apt.postgresql.org.sh -y | |
| sudo apt-get install postgresql-14-pgvector | |
| - name: Start postgres | |
| run: sudo systemctl start postgresql | |
| - name: Set password for postgres user | |
| run: sudo -u postgres psql -c "ALTER USER postgres PASSWORD 'root'" | |
| - name: Create pgvector extension | |
| run: sudo -u postgres psql -c 'CREATE EXTENSION vector' | |
| - name: Install python | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.12' | |
| - name: Install uv | |
| uses: astral-sh/setup-uv@v3 | |
| with: | |
| enable-cache: true | |
| version: "0.4.20" | |
| cache-dependency-glob: "requirements**.txt" | |
| - name: Install azd | |
| uses: Azure/[email protected] | |
| - name: Login to Azure | |
| uses: azure/login@v2 | |
| with: | |
| client-id: ${{ env.AZURE_CLIENT_ID }} | |
| tenant-id: ${{ env.AZURE_TENANT_ID }} | |
| subscription-id: ${{ env.AZURE_SUBSCRIPTION_ID }} | |
| - name: Set az account | |
| uses: azure/CLI@v2 | |
| with: | |
| inlineScript: | | |
| az account set --subscription ${{env.AZURE_SUBSCRIPTION_ID}} | |
| - name: Log in with Azure (Federated Credentials) | |
| if: ${{ env.AZURE_CLIENT_ID != '' }} | |
| run: | | |
| azd auth login ` | |
| --client-id "$Env:AZURE_CLIENT_ID" ` | |
| --federated-credential-provider "github" ` | |
| --tenant-id "$Env:AZURE_TENANT_ID" | |
| shell: pwsh | |
| - name: Install dependencies | |
| run: | | |
| uv pip install -r requirements-dev.txt | |
| - name: Install app as editable app | |
| run: | | |
| uv pip install -e src/backend | |
| - name: Setup local database with seed data | |
| run: | | |
| python ./src/backend/fastapi_app/setup_postgres_database.py | |
| python ./src/backend/fastapi_app/setup_postgres_seeddata.py | |
| - name: Setup node | |
| uses: actions/setup-node@v4 | |
| with: | |
| node-version: 18 | |
| - name: Build frontend | |
| run: | | |
| cd ./src/frontend | |
| npm install | |
| npm run build | |
| - name: Run local server in background | |
| run: | | |
| RUNNER_TRACKING_ID="" && (nohup python3 -m uvicorn fastapi_app:create_app --factory > serverlogs.out 2> serverlogs.err &) | |
| - name: Install evaluate dependencies | |
| run: | | |
| uv pip install -r evals/requirements.txt | |
| - name: Evaluate local RAG flow | |
| run: | | |
| python evals/evaluate.py --targeturl=http://127.0.0.1:8000/chat --resultsdir=evals/results/pr${{ github.event.issue.number }} | |
| - name: Upload server logs as build artifact | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: server_logs | |
| path: ./serverlogs.out | |
| - name: Upload server error logs as build artifact | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: server_error_logs | |
| path: ./serverlogs.err | |
| - name: Upload eval results as build artifact | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: eval_result | |
| path: ./evals/results/pr${{ github.event.issue.number }} | |
| - name: Summarize results | |
| if: ${{ success() }} | |
| run: | | |
| echo "## Evaluation results" >> eval-summary.md | |
| python -m evaltools summary evals/results --output=markdown >> eval-summary.md | |
| echo "## Answer differences across runs" >> run-diff.md | |
| python -m evaltools diff evals/results/baseline evals/results/pr${{ github.event.issue.number }} --output=markdown >> run-diff.md | |
| cat eval-summary.md >> $GITHUB_STEP_SUMMARY | |
| cat run-diff.md >> $GITHUB_STEP_SUMMARY | |
| - name: Comment on pull request | |
| uses: actions/github-script@v7 | |
| with: | |
| script: | | |
| const fs = require('fs'); | |
| const summaryPath = "eval-summary.md"; | |
| const summary = fs.readFileSync(summaryPath, 'utf8'); | |
| const runId = process.env.GITHUB_RUN_ID; | |
| const repo = process.env.GITHUB_REPOSITORY; | |
| const actionsUrl = `https://github.com/${repo}/actions/runs/${runId}`; | |
| github.rest.issues.createComment({ | |
| issue_number: context.issue.number, | |
| owner: context.repo.owner, | |
| repo: context.repo.repo, | |
| body: `${summary}\n\n[Check the workflow run for more details](${actionsUrl}).` | |
| }) |