diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 65ca8f35..4c9a9b6e 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -11,15 +11,16 @@ "8000": {"label": "Backend port", "onAutoForward": "openBrowser"}, "5173": {"label": "Frontend port", "onAutoForward": "openBrowser"} }, - "features": { - "ghcr.io/devcontainers/features/node:1": { - "version": "18", - "nodeGypDependencies": false - }, - "ghcr.io/azure/azure-dev/azd:latest": {}, - // Required for azd to package the app to ACA - "ghcr.io/devcontainers/features/docker-in-docker:2": {} - }, + "features": { + "ghcr.io/devcontainers/features/node:1": { + "version": "18", + "nodeGypDependencies": false + }, + "ghcr.io/azure/azure-dev/azd:latest": {}, + "ghcr.io/prulloac/devcontainer-features/ollama:1": {}, + // az CLI is helpful for being able to login correctly with DefaultAzureCredential: + "ghcr.io/devcontainers/features/azure-cli": {} + }, // Configure tool-specific properties. "customizations": { // Configure properties specific to VS Code. @@ -28,11 +29,18 @@ "extensions": [ "ms-python.python", "ms-python.vscode-pylance", + "ms-python.vscode-python-envs", "charliermarsh.ruff", "mtxr.sqltools", "mtxr.sqltools-driver-pg", + "esbenp.prettier-vscode", + "mechatroner.rainbow-csv", "ms-vscode.vscode-node-azure-pack", - "esbenp.prettier-vscode" + "esbenp.prettier-vscode", + "twixes.pypi-assistant", + "ms-python.vscode-python-envs", + "teamsdevapp.vscode-ai-foundry", + "ms-windows-ai-studio.windows-ai-studio" ], // Set *default* container specific settings.json values on container create. "settings": { @@ -45,16 +53,12 @@ "source.fixAll": "explicit" }, "editor.defaultFormatter": "charliermarsh.ruff" - }, - "files.exclude": { - ".ruff_cache": true, - ".pytest_cache": true } } } }, // Use 'postCreateCommand' to run commands after the container is created. - "postCreateCommand": "pip install -r requirements-dev.txt && pip install -e src", + "postCreateCommand": "pip install -r requirements-dev.txt && pip install -e src/backend", // Comment out to connect as root instead. More info: https://aka.ms/vscode-remote/containers/non-root. "remoteUser": "vscode" } diff --git a/.devcontainer/docker-compose.yaml b/.devcontainer/docker-compose.yaml index cd408336..4d98a744 100644 --- a/.devcontainer/docker-compose.yaml +++ b/.devcontainer/docker-compose.yaml @@ -6,7 +6,7 @@ services: context: .. dockerfile: .devcontainer/Dockerfile args: - IMAGE: python:3.11 + IMAGE: python:3.12 volumes: - ..:/workspace:cached diff --git a/.env.sample b/.env.sample index e7c1beab..44517fd1 100644 --- a/.env.sample +++ b/.env.sample @@ -5,26 +5,39 @@ POSTGRES_PASSWORD=postgres POSTGRES_DATABASE=postgres POSTGRES_SSL=disable -# OPENAI_CHAT_HOST can be either azure, openai, or ollama: +# OPENAI_CHAT_HOST can be either azure, openai, ollama, or github: OPENAI_CHAT_HOST=azure -# OPENAI_EMBED_HOST can be either azure or openai: +# OPENAI_EMBED_HOST can be either azure, openai, ollama, or github: OPENAI_EMBED_HOST=azure # Needed for Azure: # You also need to `azd auth login` if running this locally AZURE_OPENAI_ENDPOINT=https://YOUR-AZURE-OPENAI-SERVICE-NAME.openai.azure.com AZURE_OPENAI_VERSION=2024-03-01-preview -AZURE_OPENAI_CHAT_DEPLOYMENT=gpt-35-turbo -AZURE_OPENAI_CHAT_MODEL=gpt-35-turbo -AZURE_OPENAI_EMBED_DEPLOYMENT=text-embedding-ada-002 -AZURE_OPENAI_EMBED_MODEL=text-embedding-ada-002 -AZURE_OPENAI_EMBED_MODEL_DIMENSIONS=1536 +AZURE_OPENAI_CHAT_DEPLOYMENT=gpt-4o-mini +AZURE_OPENAI_CHAT_MODEL=gpt-4o-mini +AZURE_OPENAI_EMBED_DEPLOYMENT=text-embedding-3-large +AZURE_OPENAI_EMBED_MODEL=text-embedding-3-large +AZURE_OPENAI_EMBED_DIMENSIONS=1024 +AZURE_OPENAI_EMBEDDING_COLUMN=embedding_3l +AZURE_OPENAI_EVAL_DEPLOYMENT=gpt-4 +AZURE_OPENAI_EVAL_MODEL=gpt-4 +AZURE_TENANT_ID= # Only needed when using key-based Azure authentication: AZURE_OPENAI_KEY= # Needed for OpenAI.com: OPENAICOM_KEY=YOUR-OPENAI-API-KEY OPENAICOM_CHAT_MODEL=gpt-3.5-turbo -OPENAICOM_EMBED_MODEL=text-embedding-ada-002 -OPENAICOM_EMBED_MODEL_DIMENSIONS=1536 +OPENAICOM_EMBED_MODEL=text-embedding-3-large +OPENAICOM_EMBED_DIMENSIONS=1024 +OPENAICOM_EMBEDDING_COLUMN=embedding_3l # Needed for Ollama: OLLAMA_ENDPOINT=http://host.docker.internal:11434/v1 -OLLAMA_CHAT_MODEL=phi3:3.8b +OLLAMA_CHAT_MODEL=llama3.1 +OLLAMA_EMBED_MODEL=nomic-embed-text +OLLAMA_EMBEDDING_COLUMN=embedding_nomic +# Needed for GitHub Models: +GITHUB_TOKEN=YOUR-GITHUB-TOKEN +GITHUB_MODEL=openai/gpt-4o +GITHUB_EMBED_MODEL=openai/text-embedding-3-large +GITHUB_EMBED_DIMENSIONS=1024 +GITHUB_EMBEDDING_COLUMN=embedding_3l diff --git a/.github/SECURITY.md b/.github/SECURITY.md new file mode 100644 index 00000000..388e9ad4 --- /dev/null +++ b/.github/SECURITY.md @@ -0,0 +1,41 @@ + + +## Security + +Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), and [our GitHub organizations](https://opensource.microsoft.com/). + +If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](), please report it to us as described below. + +## Reporting Security Issues + +**Please do not report security vulnerabilities through public GitHub issues.** + +Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://msrc.microsoft.com/create-report). + +If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://www.microsoft.com/msrc/pgp-key-msrc). + +You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). + +Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue: + +- Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.) +- Full paths of source file(s) related to the manifestation of the issue +- The location of the affected source code (tag/branch/commit or direct URL) +- Any special configuration required to reproduce the issue +- Step-by-step instructions to reproduce the issue +- Proof-of-concept or exploit code (if possible) +- Impact of the issue, including how an attacker might exploit the issue + +This information will help us triage your report more quickly. + +If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://microsoft.com/msrc/bounty) page for more details about our active programs. + +## Preferred Languages + +We prefer all communications to be in English. + +## Policy + +Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://www.microsoft.com/msrc/cvd). + + diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md new file mode 100644 index 00000000..ecef0bfa --- /dev/null +++ b/.github/copilot-instructions.md @@ -0,0 +1,316 @@ +# RAG on PostgreSQL - Development Instructions + +**ALWAYS FOLLOW THESE INSTRUCTIONS FIRST**. Only search for additional information or use bash commands when the instructions below are incomplete or found to be in error. + +## Overview + +RAG on PostgreSQL is a Python FastAPI backend with React TypeScript frontend that provides a web-based chat application using OpenAI models to answer questions about data in a PostgreSQL database with pgvector extension. The application is designed for Azure deployment via Azure Developer CLI (azd). + +## Required Tools and Dependencies + +Install the following tools before beginning development: + +- **Python 3.10+** (3.12 recommended) +- **Node.js 18+** for frontend development +- **PostgreSQL 14+** with pgvector extension +- **Azure Developer CLI (azd)** for deployment +- **Docker Desktop** for dev containers (optional) +- **Git** for version control + +## Development Environment Setup + +### Bootstrap the Development Environment + +Run these commands in sequence. NEVER CANCEL any long-running commands: + +1. **Install Python dependencies** (takes ~90 seconds): + ```bash + python3 -m pip install -r requirements-dev.txt + ``` + +2. **Install backend package in editable mode** (takes ~5 seconds): + ```bash + python3 -m pip install -e src/backend + ``` + +3. **Install PostgreSQL and pgvector extension**: + ```bash + # Ubuntu/Debian: + sudo apt update && sudo apt install -y postgresql-16-pgvector + + # Start PostgreSQL and set password + sudo service postgresql start + sudo -u postgres psql -c "ALTER USER postgres PASSWORD 'postgres'" + ``` + +4. **Configure environment file**: + ```bash + cp .env.sample .env + ``` + Edit `.env` to set `POSTGRES_USERNAME=postgres` and `POSTGRES_PASSWORD=postgres`. + +5. **Set up database and seed data** (takes ~2 seconds each): + ```bash + python ./src/backend/fastapi_app/setup_postgres_database.py + python ./src/backend/fastapi_app/setup_postgres_seeddata.py + ``` + +6. **Install frontend dependencies** (takes ~22 seconds): + ```bash + cd src/frontend + npm install + cd ../../ + ``` + +7. **Build frontend** (takes ~12 seconds): + ```bash + cd src/frontend + npm run build + cd ../../ + ``` + +8. **Install pre-commit hooks**: + ```bash + pre-commit install + ``` + +## Running the Application + +### Backend Server +```bash +python -m uvicorn fastapi_app:create_app --factory --reload +``` +Serves at `http://localhost:8000` with built frontend included. + +### Frontend Development Server (with hot reloading) +```bash +cd src/frontend +npm run dev +``` +Serves at `http://localhost:5173/` with hot reloading for development. + +### Both via VS Code +Use "Frontend & Backend" configuration in the VS Code Run & Debug menu. + +## Code Quality and Testing + +### Linting and Formatting (ALWAYS run before committing) +```bash +ruff check . # Lint code (takes <1 second) +ruff format . # Format code (takes <1 second) +mypy . --python-version 3.12 # Type check (takes ~42 seconds) +``` + +**NOTE**: MyPy may show 1 minor import error in `evals/safety_evaluation.py` which is expected and safe to ignore. + +### Testing (NEVER CANCEL - full test suite takes ~25 seconds) +```bash +pytest -s -vv --cov --cov-fail-under=85 +``` + +**CRITICAL**: Some tests may fail with database connection issues if using different PostgreSQL credentials. This is expected in fresh environments and does not indicate broken functionality. + +### End-to-End Testing with Playwright (NEVER CANCEL - takes 2+ minutes) +```bash +playwright install chromium --with-deps +pytest tests/e2e.py --tracing=retain-on-failure +``` + +## Build Times and Timeout Requirements + +**CRITICAL TIMING INFORMATION** - Set these timeout values and NEVER CANCEL: + +- **Dependencies install**: 90 seconds (use 180+ second timeout) +- **Frontend npm install**: 22 seconds (use 60+ second timeout) +- **Frontend build**: 12 seconds (use 30+ second timeout) +- **MyPy type checking**: 42 seconds (use 90+ second timeout) +- **Full test suite**: 25 seconds (use 60+ second timeout) +- **Playwright E2E tests**: 2+ minutes (use 300+ second timeout) + +## Manual Validation After Changes + +**ALWAYS perform these validation steps after making code changes:** + +1. **Lint and format code**: + ```bash + ruff check . && ruff format . + ``` + +2. **Type check (if Python changes)**: + ```bash + mypy . --python-version 3.12 + ``` + +3. **Run relevant tests**: + ```bash + pytest tests/test_.py -v + ``` + +4. **Test application end-to-end**: + ```bash + # Start server + python -m uvicorn fastapi_app:create_app --factory --reload + ``` + Then in another terminal: + ```bash + # Test API endpoints + curl http://localhost:8000/items/1 + # Should return JSON with item data + + # Test frontend + curl http://localhost:8000/ | head -n 5 + # Should return HTML with "RAG on PostgreSQL" title + ``` + +5. **Test frontend build**: + ```bash + cd src/frontend && npm run build + ``` + +6. **Functional testing scenarios**: + - Open `http://localhost:8000/` in browser + - Verify the "Product chat" interface loads with example questions + - Click an example question (will show Azure auth error in local dev - this is expected) + - Verify the frontend UI is responsive and properly styled + +## Key Project Structure + +### Backend (`src/backend/fastapi_app/`) +- `__init__.py` - FastAPI app factory +- `api_models.py` - Pydantic models for API +- `postgres_engine.py` - Database connection setup +- `postgres_searcher.py` - Vector and text search logic +- `rag_simple.py`, `rag_advanced.py` - RAG implementations +- `routes/api_routes.py` - API endpoints +- `routes/frontend_routes.py` - Static file serving + +### Frontend (`src/frontend/`) +- React TypeScript app with FluentUI components +- Vite build system +- Built files output to `src/backend/static/` + +### Infrastructure (`infra/`) +- Bicep templates for Azure deployment +- `main.bicep` - Main infrastructure definition + +### Configuration Files +- `pyproject.toml` - Python project config (ruff, mypy, pytest) +- `requirements-dev.txt` - Development dependencies +- `azure.yaml` - Azure Developer CLI configuration +- `.env.sample` - Environment variable template + +## Azure Deployment + +**Deploy to Azure using azd** (NEVER CANCEL - can take 10+ minutes): +```bash +azd auth login +azd env new +azd up +``` + +**Get deployment values**: +```bash +azd env get-values +``` + +## OpenAI Configuration Options + +The application supports multiple OpenAI providers: + +1. **Azure OpenAI** (recommended for production): + Set `OPENAI_CHAT_HOST=azure` and `OPENAI_EMBED_HOST=azure` + +2. **OpenAI.com**: + Set `OPENAI_CHAT_HOST=openai` and `OPENAI_EMBED_HOST=openai` + +3. **Ollama** (local): + Set `OPENAI_CHAT_HOST=ollama` + +4. **GitHub Models**: + Set `OPENAI_CHAT_HOST=github` + +## Common Issues and Solutions + +### Database Connection Issues +- Verify PostgreSQL is running: `sudo service postgresql status` +- Check `.env` file has correct `POSTGRES_USERNAME` and `POSTGRES_PASSWORD` +- Ensure pgvector extension is installed: `sudo apt install postgresql-16-pgvector` + +### Frontend Build Issues +- Clear npm cache: `cd src/frontend && npm cache clean --force` +- Delete node_modules and reinstall: `rm -rf node_modules && npm install` + +### Azure Authentication in Local Development +- Expected behavior: Chat queries will show "Azure Developer CLI could not be found" error +- This is normal for local development without Azure OpenAI configured +- Core application functionality (database, API endpoints, frontend) works correctly +- For full chat functionality, configure Azure OpenAI or use OpenAI.com API key + +### CI/CD Pipeline Requirements +The GitHub Actions require: +- Python 3.10+ with specific versions (3.10, 3.11, 3.12) +- PostgreSQL with pgvector extension +- Node.js 18+ +- All code passes `ruff check`, `ruff format --check`, and `mypy` + +## Load Testing + +Use locust for load testing: +```bash +python -m pip install locust # if not already installed +locust +``` +Open `http://localhost:8089/` and point to your running application. + +## Available API Endpoints + +The application provides these REST API endpoints (view full docs at `http://localhost:8000/docs`): + +- `GET /items/{id}` - Get specific item by ID +- `GET /search` - Search items with text query +- `GET /similar` - Find similar items using vector search +- `POST /chat` - Chat with RAG system (requires OpenAI configuration) +- `POST /chat/stream` - Streaming chat responses + +Example API usage: +```bash +# Get item details +curl http://localhost:8000/items/1 + +# Search for tent-related items (requires OpenAI for embeddings) +curl "http://localhost:8000/search?query=tent&limit=5" +``` + +## Directory Reference + +**Quick ls -la output for repository root:** +``` +.devcontainer/ # Dev container configuration +.env.sample # Environment variables template +.github/ # GitHub Actions workflows +.gitignore # Git ignore patterns +.pre-commit-config.yaml # Pre-commit hook configuration +CONTRIBUTING.md # Contribution guidelines +README.md # Main project documentation +azure.yaml # Azure Developer CLI configuration +docs/ # Additional documentation +evals/ # Evaluation scripts +infra/ # Azure infrastructure templates +locustfile.py # Load testing configuration +pyproject.toml # Python project configuration +requirements-dev.txt # Development dependencies +scripts/ # Database and deployment scripts +src/ # Source code (backend/ and frontend/) +tests/ # Test suite +``` + +## Working Effectively + +- **Always build and test locally before committing** +- **Use pre-commit hooks** - they run ruff automatically +- **Check the GitHub Actions** in `.github/workflows/` for CI requirements +- **Reference the full README.md** for deployment and Azure-specific details +- **Use VS Code with the Python and Ruff extensions** for the best development experience +- **Never skip the frontend build** - the backend serves static files from `src/backend/static/` + +This project follows modern Python and TypeScript development practices with comprehensive tooling for code quality, testing, and deployment. \ No newline at end of file diff --git a/.github/workflows/app-tests.yaml b/.github/workflows/app-tests.yaml old mode 100755 new mode 100644 index af4a2d37..acf59b6d --- a/.github/workflows/app-tests.yaml +++ b/.github/workflows/app-tests.yaml @@ -3,66 +3,138 @@ name: App Tests on: push: branches: [ main ] + paths-ignore: + - "**.md" + - ".azdo/**" + - ".devcontainer/**" + - ".github/**" pull_request: branches: [ main ] + paths-ignore: + - "**.md" + - ".azdo/**" + - ".devcontainer/**" + - ".github/**" + workflow_dispatch: + +permissions: + contents: read jobs: - test_package: + test-package: name: Test ${{ matrix.os }} Python ${{ matrix.python_version }} runs-on: ${{ matrix.os }} strategy: fail-fast: false matrix: - os: ["ubuntu-latest", "windows-latest", "macos-latest-xlarge", "macos-13"] + os: ["ubuntu-latest", "macos-latest-xlarge", "macos-13", "windows-latest"] python_version: ["3.10", "3.11", "3.12"] exclude: - os: macos-latest-xlarge python_version: "3.10" + env: + UV_SYSTEM_PYTHON: 1 + POSTGRES_HOST: localhost + POSTGRES_USERNAME: postgres + POSTGRES_PASSWORD: root + POSTGRES_DATABASE: postgres + POSTGRES_SSL: disable steps: - uses: actions/checkout@v4 - - name: Check for MacOS Runner - if: matrix.os == 'macos-latest-xlarge' - run: brew install postgresql@14 - - name: Install pgvector on Windows using install-pgvector.bat + + - name: (MacOS) Install postgreSQL and pgvector using brew + if: matrix.os == 'macos-13' || matrix.os == 'macos-latest-xlarge' + run: | + brew install postgresql@14 + brew link --overwrite postgresql@14 + brew install pgvector + brew services start postgresql@14 && sleep 1 + createuser -s ${{ env.POSTGRES_USERNAME }} + psql -d postgres -c "ALTER USER ${{ env.POSTGRES_USERNAME }} WITH PASSWORD '${{ env.POSTGRES_PASSWORD }}'" + psql -d postgres -c 'CREATE EXTENSION vector' + + - name: Install pgvector if: matrix.os == 'windows-latest' shell: cmd - run: .github\workflows\install-pgvector.bat - - name: Install PostgreSQL development libraries + run: | + call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvars64.bat" + cd %TEMP% + git clone --branch v0.8.1 https://github.com/pgvector/pgvector.git + cd pgvector + nmake /NOLOGO /F Makefile.win + nmake /NOLOGO /F Makefile.win install + sc config postgresql-x64-17 start=auto + net start postgresql-x64-17 + "%PGBIN%/psql" -d postgres -c "CREATE EXTENSION vector" + + - name: (Linux) Install pgvector and set password if: matrix.os == 'ubuntu-latest' run: | - sudo apt update - sudo apt install postgresql-server-dev-14 - - name: Setup postgres - uses: ikalnytskyi/action-setup-postgres@v6 - with: - username: admin - password: postgres - database: postgres - - name: Install pgvector on MacOS/Linux using install-pgvector.sh - if: matrix.os != 'windows-latest' - run: .github/workflows/install-pgvector.sh + sudo /usr/share/postgresql-common/pgdg/apt.postgresql.org.sh -y + sudo apt-get install postgresql-16-pgvector + sudo systemctl start postgresql + sudo -u postgres psql -c "ALTER USER ${{ env.POSTGRES_USERNAME }} PASSWORD '${{ env.POSTGRES_PASSWORD }}'" + sudo -u postgres psql -c 'CREATE EXTENSION vector' + - name: Setup python - uses: actions/setup-python@v5 + uses: actions/setup-python@v6 with: python-version: ${{ matrix.python_version }} architecture: x64 + + - name: Install uv + uses: astral-sh/setup-uv@v6 + with: + enable-cache: true + version: "0.4.20" + cache-dependency-glob: "requirements**.txt" + - name: Install dependencies run: | - python -m pip install -r requirements-dev.txt + uv pip install -r requirements-dev.txt + uv pip install -r evals/requirements.txt + - name: Install app as editable app run: | - python -m pip install -e src + uv pip install -e src/backend + - name: Setup local database with seed data run: | - cp .env.sample .env - python ./src/fastapi_app/setup_postgres_database.py - python ./src/fastapi_app/setup_postgres_seeddata.py + python ./src/backend/fastapi_app/setup_postgres_database.py + python ./src/backend/fastapi_app/setup_postgres_seeddata.py + - name: Setup node - uses: actions/setup-node@v4 + uses: actions/setup-node@v5 with: node-version: 18 + - name: Build frontend run: | cd ./src/frontend npm install - npm run build \ No newline at end of file + npm run build + + - name: Setup mypy cache + uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0 + with: + path: ./.mypy_cache + key: mypy${{ matrix.os }}-${{ matrix.python_version }}-${{ hashFiles('requirements-dev.txt', 'src/backend/requirements.txt', 'src/backend/pyproject.toml') }} + + - name: Run MyPy + run: python3 -m mypy . --python-version ${{ matrix.python_version }} + + - name: Run Pytest + run: python3 -m pytest -s -vv --cov --cov-fail-under=85 + + - name: Run E2E tests with Playwright + id: e2e + run: | + playwright install chromium --with-deps + python3 -m pytest tests/e2e.py --tracing=retain-on-failure + + - name: Upload test artifacts + if: ${{ failure() && steps.e2e.conclusion == 'failure' }} + uses: actions/upload-artifact@v4 + with: + name: playwright-traces${{ matrix.python_version }} + path: test-results diff --git a/.github/workflows/azure-dev.yaml b/.github/workflows/azure-dev.yaml index 4cc9a3c8..572d5e48 100644 --- a/.github/workflows/azure-dev.yaml +++ b/.github/workflows/azure-dev.yaml @@ -3,8 +3,7 @@ name: Deploy with azd on: workflow_dispatch: push: - branches: - - main + branches: [ main ] # GitHub Actions workflow to deploy to Azure using azd # To configure required secrets for connecting to Azure, simply run `azd pipeline config` @@ -26,31 +25,45 @@ jobs: AZURE_ENV_NAME: ${{ vars.AZURE_ENV_NAME }} AZURE_LOCATION: ${{ vars.AZURE_LOCATION }} # project specific + SERVICE_WEB_RESOURCE_EXISTS: ${{ vars.SERVICE_WEB_RESOURCE_EXISTS }} + AZURE_OPENAI_LOCATION: ${{ vars.AZURE_OPENAI_LOCATION }} DEPLOY_AZURE_OPENAI: ${{ vars.DEPLOY_AZURE_OPENAI }} + AZURE_OPENAI_KEY: ${{ secrets.AZURE_OPENAI_KEY }} + AZURE_OPENAI_ENDPOINT: ${{ vars.AZURE_OPENAI_ENDPOINT }} + OPENAI_CHAT_HOST: ${{ vars.OPENAI_CHAT_HOST }} AZURE_OPENAI_CHAT_MODEL: ${{ vars.AZURE_OPENAI_CHAT_MODEL }} AZURE_OPENAI_CHAT_DEPLOYMENT: ${{ vars.AZURE_OPENAI_CHAT_DEPLOYMENT }} AZURE_OPENAI_CHAT_DEPLOYMENT_VERSION: ${{ vars.AZURE_OPENAI_CHAT_DEPLOYMENT_VERSION }} + AZURE_OPENAI_CHAT_DEPLOYMENT_SKU: ${{ vars.AZURE_OPENAI_CHAT_DEPLOYMENT_SKU }} AZURE_OPENAI_CHAT_DEPLOYMENT_CAPACITY: ${{ vars.AZURE_OPENAI_CHAT_DEPLOYMENT_CAPACITY }} + DEPLOY_EVAL_MODEL: ${{ vars.DEPLOY_EVAL_MODEL }} + AZURE_OPENAI_EVAL_MODEL: ${{ vars.AZURE_OPENAI_EVAL_MODEL }} + AZURE_OPENAI_EVAL_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EVAL_DEPLOYMENT }} + AZURE_OPENAI_EVAL_DEPLOYMENT_VERSION: ${{ vars.AZURE_OPENAI_EVAL_DEPLOYMENT_VERSION }} + AZURE_OPENAI_EVAL_DEPLOYMENT_SKU: ${{ vars.AZURE_OPENAI_EVAL_DEPLOYMENT_SKU }} + AZURE_OPENAI_EVAL_DEPLOYMENT_CAPACITY: ${{ vars.AZURE_OPENAI_EVAL_DEPLOYMENT_CAPACITY }} + OPENAI_EMBED_HOST: ${{ vars.OPENAI_EMBED_HOST }} AZURE_OPENAI_EMBED_MODEL: ${{ vars.AZURE_OPENAI_EMBED_MODEL }} AZURE_OPENAI_EMBED_DEPLOYMENT: ${{ vars.AZURE_OPENAI_EMBED_DEPLOYMENT }} AZURE_OPENAI_EMBED_DEPLOYMENT_VERSION: ${{ vars.AZURE_OPENAI_EMBED_DEPLOYMENT_VERSION }} + AZURE_OPENAI_EMBED_DEPLOYMENT_SKU: ${{ vars.AZURE_OPENAI_EMBED_DEPLOYMENT_SKU }} AZURE_OPENAI_EMBED_DEPLOYMENT_CAPACITY: ${{ vars.AZURE_OPENAI_EMBED_DEPLOYMENT_CAPACITY }} AZURE_OPENAI_EMBED_DIMENSIONS: ${{ vars.AZURE_OPENAI_EMBED_DIMENSIONS }} - + OPENAICOM_KEY: ${{ secrets.OPENAICOM_KEY }} + USE_AI_PROJECT: ${{ vars.USE_AI_PROJECT }} steps: - name: Checkout uses: actions/checkout@v4 - name: Install azd - uses: Azure/setup-azd@v1.0.0 + uses: Azure/setup-azd@v2.1.0 - name: Install Nodejs - uses: actions/setup-node@v4 + uses: actions/setup-node@v5 with: node-version: 20 - name: Log in with Azure (Federated Credentials) - if: ${{ env.AZURE_CLIENT_ID != '' }} run: | azd auth login ` --client-id "$Env:AZURE_CLIENT_ID" ` diff --git a/.github/workflows/bicep-security-scan.yaml b/.github/workflows/bicep-security-scan.yaml index f7f2eb7b..5379309a 100644 --- a/.github/workflows/bicep-security-scan.yaml +++ b/.github/workflows/bicep-security-scan.yaml @@ -22,7 +22,9 @@ jobs: - name: Build Bicep for linting uses: azure/CLI@v2 with: - inlineScript: az config set bicep.use_binary_from_path=false && az bicep build -f infra/main.bicep --stdout + inlineScript: | + export DOTNET_SYSTEM_GLOBALIZATION_INVARIANT=1 + az config set bicep.use_binary_from_path=false && az bicep build -f infra/main.bicep --stdout - name: Run Microsoft Security DevOps Analysis uses: microsoft/security-devops-action@preview diff --git a/.github/workflows/evaluate.yaml b/.github/workflows/evaluate.yaml new file mode 100644 index 00000000..b5c77c4b --- /dev/null +++ b/.github/workflows/evaluate.yaml @@ -0,0 +1,182 @@ +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 }} + USE_AI_PROJECT: ${{ vars.USE_AI_PROJECT }} + steps: + + - name: Comment on pull request + uses: actions/github-script@v7 + with: + script: | + github.rest.issues.createComment({ + issue_number: context.issue.number, + owner: context.repo.owner, + repo: context.repo.repo, + body: "Starting evaluation! Check the Actions tab for progress, or wait for a comment with the results." + }) + + - name: Checkout pull request + uses: actions/checkout@v4 + with: + ref: refs/pull/${{ 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@v6 + with: + python-version: '3.12' + + - name: Install uv + uses: astral-sh/setup-uv@v6 + with: + enable-cache: true + version: "0.4.20" + cache-dependency-glob: "requirements**.txt" + + - name: Install azd + uses: Azure/setup-azd@v2.1.0 + + - name: Log in with Azure (Federated Credentials) + 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 + uv pip install -r evals/requirements.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@v5 + 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}).` + }) diff --git a/.github/workflows/python-code-quality.yaml b/.github/workflows/python-code-quality.yaml index 56191b1a..bbf9d008 100644 --- a/.github/workflows/python-code-quality.yaml +++ b/.github/workflows/python-code-quality.yaml @@ -3,23 +3,34 @@ name: Python code quality on: push: branches: [ main ] + paths: + - '**.py' + pull_request: branches: [ main ] + paths: + - '**.py' + + workflow_dispatch: + +permissions: + contents: read jobs: - build: + checks-format-and-lint: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - name: Set up Python 3 - uses: actions/setup-python@v5 + uses: actions/setup-python@v6 with: python-version: "3.12" + cache: 'pip' - name: Install dependencies run: | - python -m pip install --upgrade pip - pip install -r requirements-dev.txt + python3 -m pip install --upgrade pip + python3 -m pip install ruff - name: Lint with ruff run: ruff check . - name: Check formatting with ruff - run: ruff format --check . + run: ruff format . --check diff --git a/.gitignore b/.gitignore index 20dda899..01d8adf3 100644 --- a/.gitignore +++ b/.gitignore @@ -111,6 +111,7 @@ celerybeat.pid # Environments .env .venv +.evalenv env/ venv/ ENV/ @@ -146,3 +147,8 @@ npm-debug.log* node_modules static/ +# Playwright test trace +test-results/ + +# Test virtual environments +test_venv*/ diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 48296dc8..756be203 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,12 +1,13 @@ repos: - repo: https://github.com/pre-commit/pre-commit-hooks - rev: v4.5.0 + rev: v5.0.0 hooks: - id: check-yaml - id: end-of-file-fixer + exclude: ^tests/snapshots - id: trailing-whitespace - repo: https://github.com/astral-sh/ruff-pre-commit - rev: v0.1.0 + rev: v0.9.7 hooks: # Run the linter. - id: ruff diff --git a/.vscode/launch.json b/.vscode/launch.json index 50b295df..d6c07eaf 100644 --- a/.vscode/launch.json +++ b/.vscode/launch.json @@ -17,9 +17,18 @@ "name": "Backend", "type": "debugpy", "request": "launch", + "cwd": "${workspaceFolder}", "module": "uvicorn", "args": ["fastapi_app:create_app", "--factory", "--reload"], - "justMyCode": true + "justMyCode": false + }, + { + "name": "Python: Current File", + "type": "debugpy", + "request": "launch", + "program": "${file}", + "console": "integratedTerminal", + "justMyCode": false } ], "compounds": [ diff --git a/.vscode/settings.json b/.vscode/settings.json index 6c2e8325..c9eb00cc 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -22,5 +22,19 @@ "ssl": true } } - ] + ], + "python.testing.pytestArgs": [ + "tests" + ], + "python.testing.unittestEnabled": false, + "python.testing.pytestEnabled": true, + "python.envFile": "", + "files.exclude": { + ".ruff_cache": true, + ".pytest_cache": true, + "__pycache__": true, + "htmlcov": true, + ".mypy_cache": true, + ".coverage": true + } } diff --git a/AGENTS.md b/AGENTS.md new file mode 100644 index 00000000..ae38cbf5 --- /dev/null +++ b/AGENTS.md @@ -0,0 +1,10 @@ +# Instructions for coding agents + +## Adding new azd environment variables + +An azd environment variable is stored by the azd CLI for each environment. It is passed to the "azd up" command and can configure both provisioning options and application settings. +When adding new azd environment variables, update: + +1. infra/main.parameters.json : Add the new parameter with a Bicep-friendly variable name and map to the new environment variable +1. infra/main.bicep: Add the new Bicep parameter at the top, and add it to the `webAppEnv` object +1. .github/workflows/azure-dev.yml: Add the new environment variable under `env` section. If it's a @secure variable in main.bicep, it should come from `secrets`, otherwise from `vars`. diff --git a/README.md b/README.md index cc59e2d2..0415ca58 100644 --- a/README.md +++ b/README.md @@ -3,16 +3,20 @@ [![Open in GitHub Codespaces](https://github.com/codespaces/badge.svg)](https://codespaces.new/Azure-Samples/rag-postgres-openai-python) [![Open in Dev Containers](https://img.shields.io/static/v1?style=for-the-badge&label=Dev%20Containers&message=Open&color=blue&logo=visualstudiocode)](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/azure-samples/rag-postgres-openai-python) -This project creates a web-based chat application with an API backend that can use OpenAI chat models to answer questions about the items in a PostgreSQL database table. The frontend is built with React and FluentUI, while the backend is written with Python and FastAPI. +This project creates a web-based chat application with an API backend that can use OpenAI chat models to answer questions about the rows in a PostgreSQL database table. The frontend is built with React and FluentUI, while the backend is written with Python and FastAPI. This project is designed for deployment to Azure using [the Azure Developer CLI](https://learn.microsoft.com/azure/developer/azure-developer-cli/), hosting the app on Azure Container Apps, the database in Azure PostgreSQL Flexible Server, and the models in Azure OpenAI. * [Features](#features) -* [Opening the project](#opening-the-project) +* [Getting started](#getting-started) + * [GitHub Codespaces](#github-codespaces) + * [VS Code Dev Containers](#vs-code-dev-containers) + * [Local environment](#local-environment) * [Deployment](#deployment) * [Local development](#local-development) * [Costs](#costs) * [Security guidelines](#security-guidelines) +* [Guidance](#guidance) * [Resources](#resources) ## Features @@ -23,9 +27,15 @@ This project provides the following features: * OpenAI function calling to optionally convert user queries into query filter conditions, such as turning "Climbing gear cheaper than $30?" into "WHERE price < 30". * Conversion of user queries into vectors using the OpenAI embedding API. -![Screenshot of chat app with question about climbing gear](docs/screenshot_chat.png) +![Screenshot of chat app with question about climbing gear](docs/images/screenshot_chat.png) -## Opening the project +## Architecture diagram + +The deployed app uses a user-assigned managed identity to authenticate to Azure services, and stores logs in Log Analytics. + +![Architecture diagram: Azure Container Apps, Azure Container Registry, Managed Identity, Azure OpenAI, Azure Database for PostgreSQL](docs/images/azure_architecture.png) + +## Getting started You have a few options for getting started with this template. The quickest way to get started is GitHub Codespaces, since it will setup all the tools for you, but you can also [set it up locally](#local-environment). @@ -58,6 +68,7 @@ A related option is VS Code Dev Containers, which will open the project in your 1. Make sure the following tools are installed: * [Azure Developer CLI (azd)](https://aka.ms/install-azd) + * [Node.js 18+](https://nodejs.org/download/) * [Python 3.10+](https://www.python.org/downloads/) * [PostgreSQL 14+](https://www.postgresql.org/download/) * [pgvector](https://github.com/pgvector/pgvector) @@ -71,10 +82,11 @@ A related option is VS Code Dev Containers, which will open the project in your ``` 3. Open the project folder -4. Install required Python packages: +4. Install required Python packages and backend application: ```shell pip install -r requirements-dev.txt + pip install -e src/backend ``` 5. Continue with the [deployment steps](#deployment) @@ -89,7 +101,11 @@ Once you've opened the project in [Codespaces](#github-codespaces), [Dev Contain azd auth login ``` - If you have any issues with that command, you may also want to try `azd auth login --use-device-code`. + For GitHub Codespaces users, if the previous command fails, try: + + ```shell + azd auth login --use-device-code + ``` 2. Create a new azd environment: @@ -99,13 +115,15 @@ Once you've opened the project in [Codespaces](#github-codespaces), [Dev Contain This will create a folder under `.azure/` in your project to store the configuration for this deployment. You may have multiple azd environments if desired. -3. Provision the resources and deploy the code: +3. (Optional) If you would like to customize the deployment to [use existing Azure resources](docs/deploy_existing.md), you can set the values now. + +4. Provision the resources and deploy the code: ```shell azd up ``` - You will be asked to select two locations, first a region for most of the resources (Container Apps, PostgreSQL), then a region specifically for the Azure OpenAI models. This project uses the gpt-3.5-turbo (version 0125) and text-embedding-ada-002 models which may not be available in all Azure regions. Check for [up-to-date region availability](https://learn.microsoft.com/azure/ai-services/openai/concepts/models#standard-deployment-model-availability) and select a region accordingly. + You will be asked to select two locations, first a region for most of the resources (Container Apps, PostgreSQL), then a region specifically for the Azure OpenAI models. This project uses the gpt-4o-mini and text-embedding-3-large models which may not be available in all Azure regions. Check for [up-to-date region availability](https://learn.microsoft.com/azure/ai-services/openai/concepts/models#standard-deployment-model-availability) and select a region accordingly. ## Local Development @@ -121,16 +139,17 @@ Since the local app uses OpenAI models, you should first deploy it for the optim ``` 3. To use OpenAI.com OpenAI, set `OPENAI_CHAT_HOST` and `OPENAI_EMBED_HOST` to "openai". Then fill in the value for `OPENAICOM_KEY`. -4. To use Ollama, set `OPENAI_CHAT_HOST` to "ollama". Then update the values for `OLLAMA_ENDPOINT` and `OLLAMA_CHAT_MODEL` to match your local setup and model. Note that you won't be able to use function calling with an Ollama model, and you'll need to either turn off vector search or use either "azure" or "openai" for `OPENAI_EMBED_HOST`. +4. To use Ollama, set `OPENAI_CHAT_HOST` to "ollama". Then update the values for `OLLAMA_ENDPOINT` and `OLLAMA_CHAT_MODEL` to match your local setup and model. We recommend using "llama3.1" for the chat model, since it has support for function calling, and "nomic-embed-text" for the embedding model, since the sample data has already been embedded with this model. If you cannot use function calling, then turn off "Advanced flow" in the Developer Settings. If you cannot use the embedding model, then turn off vector search in the Developer Settings. ### Running the frontend and backend 1. Run these commands to install the web app as a local package (named `fastapi_app`), set up the local database, and seed it with test data: ```bash - python3 -m pip install -e src - python ./src/fastapi_app/setup_postgres_database.py - python ./src/fastapi_app/setup_postgres_seeddata.py + python -m pip install -r src/backend/requirements.txt + python -m pip install -e src/backend + python ./src/backend/fastapi_app/setup_postgres_database.py + python ./src/backend/fastapi_app/setup_postgres_seeddata.py ``` 2. Build the frontend: @@ -139,7 +158,7 @@ Since the local app uses OpenAI models, you should first deploy it for the optim cd src/frontend npm install npm run build - cd ../.. + cd ../../ ``` There must be an initial build of static assets before running the backend, since the backend serves static files from the `src/static` directory. @@ -147,7 +166,7 @@ Since the local app uses OpenAI models, you should first deploy it for the optim 3. Run the FastAPI backend (with hot reloading). This should be run from the root of the project: ```shell - python3 -m uvicorn fastapi_app:create_app --factory --reload + python -m uvicorn fastapi_app:create_app --factory --reload ``` Or you can run "Backend" in the VS Code Run & Debug menu. @@ -173,13 +192,29 @@ You may try the [Azure pricing calculator](https://azure.microsoft.com/pricing/c * Azure PostgreSQL Flexible Server: Burstable Tier with 1 CPU core, 32GB storage. Pricing is hourly. [Pricing](https://azure.microsoft.com/pricing/details/postgresql/flexible-server/) * Azure Monitor: Pay-as-you-go tier. Costs based on data ingested. [Pricing](https://azure.microsoft.com/pricing/details/monitor/) -## Security Guidelines +## Security guidelines This template uses [Managed Identity](https://learn.microsoft.com/entra/identity/managed-identities-azure-resources/overview) for authenticating to the Azure services used (Azure OpenAI, Azure PostgreSQL Flexible Server). Additionally, we have added a [GitHub Action](https://github.com/microsoft/security-devops-action) that scans the infrastructure-as-code files and generates a report containing any detected issues. To ensure continued best practices in your own repository, we recommend that anyone creating solutions based on our templates ensure that the [Github secret scanning](https://docs.github.com/code-security/secret-scanning/about-secret-scanning) setting is enabled. +## Guidance + +Further documentation is available in the `docs/` folder: + +* [Understanding the RAG flow](docs/rag_flow.md) +* [Customizing the data](docs/customize_data.md) +* [Deploying with existing resources](docs/deploy_existing.md) +* [Using Entra auth with PostgreSQL tools](docs/using_entra_auth.md) +* [Monitoring with Azure Monitor](docs/monitoring.md) +* [Load testing](docs/loadtesting.md) +* [Quality evaluation](docs/evaluation.md) +* [Safety evaluation](docs/safety_evaluation.md) + +Please post in the issue tracker with any questions or issues. + ## Resources +* [RAGHack livestream: Building RAG with PostgreSQL](https://www.youtube.com/watch?v=Dk65oQjYAfo) * [RAG chat with Azure AI Search + Python](https://github.com/Azure-Samples/azure-search-openai-demo/) * [Develop Python apps that use Azure AI services](https://learn.microsoft.com/azure/developer/python/azure-ai-for-python-developers) diff --git a/azure.yaml b/azure.yaml index cd48df0a..38c99b96 100644 --- a/azure.yaml +++ b/azure.yaml @@ -2,22 +2,26 @@ name: rag-postgres-openai-python metadata: template: rag-postgres-openai-python@0.0.1 +requiredVersions: + azd: ">= 1.10.0" services: web: - project: ./src + project: ./src/backend language: py module: web host: containerapp + docker: + remoteBuild: true hooks: - prepackage: + prebuild: windows: shell: pwsh - run: cd frontend;npm install;npm run build + run: cd ../frontend;npm install;npm run build interactive: false continueOnError: false posix: shell: sh - run: cd frontend;npm install;npm run build + run: cd ../frontend;npm install;npm run build interactive: false continueOnError: false hooks: @@ -35,12 +39,22 @@ hooks: pipeline: variables: - DEPLOY_AZURE_OPENAI - - AZURE_OPENAI_CHAT_MODEL + - OPENAI_CHAT_HOST + - OPENAI_EMBED_HOST + - AZURE_OPENAI_ENDPOINT + - AZURE_OPENAI_VERSION - AZURE_OPENAI_CHAT_DEPLOYMENT + - AZURE_OPENAI_CHAT_MODEL - AZURE_OPENAI_CHAT_DEPLOYMENT_VERSION - AZURE_OPENAI_CHAT_DEPLOYMENT_CAPACITY - - AZURE_OPENAI_EMBED_MODEL + - AZURE_OPENAI_EVAL_DEPLOYMENT_SKU - AZURE_OPENAI_EMBED_DEPLOYMENT + - AZURE_OPENAI_EMBED_MODEL - AZURE_OPENAI_EMBED_DEPLOYMENT_VERSION - AZURE_OPENAI_EMBED_DEPLOYMENT_CAPACITY + - AZURE_OPENAI_EMBED_DEPLOYMENT_SKU - AZURE_OPENAI_EMBED_DIMENSIONS + - AZURE_OPENAI_EMBEDDING_COLUMN + - AZURE_OPENAI_EVAL_DEPLOYMENT + - AZURE_OPENAI_EVAL_MODEL + - USE_AI_PROJECT diff --git a/docs/README.md b/docs/README.md index 2b60af51..f351eb9a 100644 --- a/docs/README.md +++ b/docs/README.md @@ -16,7 +16,7 @@ page_type: sample urlFragment: rag-postgres-openai-python --- -This project creates a web-based chat application with an API backend that can use OpenAI chat models to answer questions about the items in a PostgreSQL database table. The frontend is built with React and FluentUI, while the backend is written with Python and FastAPI. +This project creates a web-based chat application with an API backend that can use OpenAI chat models to answer questions about the rows in a PostgreSQL database table. The frontend is built with React and FluentUI, while the backend is written with Python and FastAPI. This project is designed for deployment to Azure using [the Azure Developer CLI](https://learn.microsoft.com/azure/developer/azure-developer-cli/), hosting the app on Azure Container Apps, the database in Azure PostgreSQL Flexible Server, and the models in Azure OpenAI. diff --git a/docs/customize_data.md b/docs/customize_data.md new file mode 100644 index 00000000..bfd5a785 --- /dev/null +++ b/docs/customize_data.md @@ -0,0 +1,57 @@ +# RAG on PostgreSQL: Customizing the data + +This guide shows you how to bring in a table with a different schema than the sample table. +For a full example of code changes needed, check out [this branch](https://github.com/Azure-Samples/rag-postgres-openai-python/compare/main...otherdata). + +## Define the table schema + +1. Update seed_data.json file with the new data +2. Update the SQLAlchemy models in postgres_models.py to reflect the new schema +3. Add the new table to the database: + + ```shell + python src/backend/fastapi_app/setup_postgres_database.py + ``` + + These scripts will run on the local database by default. They will run on the production database as part of the `azd up` deployment process. + +## Add embeddings to the seed data + +If you don't yet have any embeddings in `seed_data.json`: + +1. Update the references to models in update_embeddings.py +2. Generate new embeddings for the seed data: + + ```shell + python src/backend/fastapi_app/update_embeddings.py --in_seed_data + ``` + + That script will use whatever OpenAI host is defined in the `.env` file. + You may want to run it twice for multiple models, once for Azure OpenAI embedding model and another for Ollama embedding model. Change `OPENAI_EMBED_HOST` between runs. + +## Add the seed data to the database + +Now that you have the new table schema and `seed_data.json` populated with embeddings, you can add the seed data to the database: + + ```shell + python src/backend/fastapi_app/setup_postgres_seeddata.py + ``` + +## Update the LLM prompts + +3. Update the question answering prompt at `src/backend/fastapi_app/prompts/answer.txt` to reflect the new domain. +4. Update the function calling definition in `src/backend/fastapi_app/query_rewriter.py` to reflect the new schema and domain. Replace the `brand_filter` and `price_filter` with any filters that are relevant to your new schema. +5. Update the query rewriting prompt at `src/backend/fastapi_app/prompts/query.txt` to reflect the new domain and filters. +6. Update the query rewriting examples at `src/backend/fastapi_app/prompts/query_fewshots.json` to match the new domain and filters. + +## Update the API + +The FastAPI routes use type annotations to define the schema of the data that they accept and return, so you'll need to update the API to reflect the new schema. + +1. Modify `ItemPublic` in `src/backend/fastapi_app/api_models.py` to reflect the new schema. +2. Modify `RAGContext` if your schema uses a string ID instead of integer ID. + +## Update the frontend + +1. Modify the Answer component in `src/frontend/src/components/Answer/Answer.tsx` to display the desired fields from the new schema. +2. Modify the examples in `/workspace/src/frontend/src/components/Example/ExampleList.tsx` to examples for the new domain. diff --git a/docs/deploy_existing.md b/docs/deploy_existing.md new file mode 100644 index 00000000..0e30ba3e --- /dev/null +++ b/docs/deploy_existing.md @@ -0,0 +1,18 @@ +# RAG on PostgreSQL: Deploying with existing Azure resources + +If you already have existing Azure resources, or if you want to specify the exact name of new Azure Resource, you can do so by setting `azd` environment values. +You should set these values before running `azd up`. Once you've set them, return to the [deployment steps](../README.md#deployment). + +## Openai.com OpenAI account + +1. Run `azd env set DEPLOY_AZURE_OPENAI false` +1. Run `azd env set OPENAI_CHAT_HOST openaicom` +2. Run `azd env set OPENAI_EMBED_HOST openaicom` +3. Run `azd env set OPENAICOM_KEY {Your OpenAI API key}` +4. Run `azd up` + +You can retrieve your OpenAI key by checking [your user page](https://platform.openai.com/account/api-keys). +Learn more about creating an OpenAI free trial at [this link](https://openai.com/pricing). +Do *not* check your key into source control. + +When you run `azd up` after and are prompted to select a value for `openAiResourceGroupLocation`, you can select any location as it will not be used. diff --git a/docs/evaluation.md b/docs/evaluation.md new file mode 100644 index 00000000..e2c83b97 --- /dev/null +++ b/docs/evaluation.md @@ -0,0 +1,85 @@ +# Evaluating the RAG answer quality + +Follow these steps to evaluate the quality of the answers generated by the RAG flow. + +* [Deploy a GPT-4 model](#deploy-a-gpt-4-model) +* [Setup the evaluation environment](#setup-the-evaluation-environment) +* [Generate ground truth data](#generate-ground-truth-data) +* [Run bulk evaluation](#run-bulk-evaluation) +* [Review the evaluation results](#review-the-evaluation-results) +* [Run bulk evaluation on a PR](#run-bulk-evaluation-on-a-pr) + +## Deploy a GPT-4 model + + +1. Run this command to tell `azd` to deploy a GPT-4 model for evaluation: + + ```shell + azd env set DEPLOY_EVAL_MODEL true + ``` + +2. Set the capacity to the highest possible value to ensure that the evaluation runs quickly. + + ```shell + azd env set AZURE_OPENAI_EVAL_DEPLOYMENT_CAPACITY 100 + ``` + + By default, that will provision a `gpt-4` model, version `turbo-2024-04-09`. To change those settings, set the `AZURE_OPENAI_EVAL_DEPLOYMENT` and `AZURE_OPENAI_EVAL_DEPLOYMENT_VERSION` environment variables. + +3. Then, run the following command to provision the model: + + ```shell + azd provision + ``` + +## Setup the evaluation environment + +Install all the dependencies for the evaluation script by running the following command: + +```bash +pip install -r requirements-dev.txt +pip install -r evals/requirements.txt +``` + +## Generate ground truth data + +Modify the prompt in `evals/generate.txt` to match your database table and RAG scenario. + +Generate ground truth data by running the following command: + +```bash +python evals/generate_ground_truth_data.py +``` + +Review the generated data after running that script, removing any question/answer pairs that don't seem like realistic user input. + +## Run bulk evaluation + +Review the configuration in `evals/eval_config.json` to ensure that everything is correctly setup. You may want to adjust the metrics used. See [the ai-rag-chat-evaluator README](https://github.com/Azure-Samples/ai-rag-chat-evaluator) for more information on the available metrics. + +By default, the evaluation script will evaluate every question in the ground truth data. +Run the evaluation script by running the following command: + +```bash +python evals/evaluate.py +``` + +## Review the evaluation results + +The evaluation script will output a summary of the evaluation results, inside the `evals/results` directory. + +You can see a summary of results across all evaluation runs by running the following command: + +```bash +python -m evaltools summary evals/results +``` + +Compare answers across runs by running the following command: + +```bash +python -m evaltools diff evals/results/baseline/ +``` + +## Run bulk evaluation on a PR + +To run the evaluation on the changes in a PR, you can add a `/evaluate` comment to the PR. 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We've provided a `ChatUser` class that simulates a user asking questions and receiving answers. + +```shell +locust +``` + +Open the locust UI at [http://localhost:8089/](http://localhost:8089/), the URI displayed in the terminal. + +Start a new test with the URI of your website, e.g. `https://my-chat-app.containerapps.io`. +Do *not* end the URI with a slash. You can start by pointing at your localhost if you're concerned +more about load on OpenAI than on Azure Container Apps and PostgreSQL Flexible Server. + +For the number of users and spawn rate, we recommend starting with 20 users and 1 users/second. +From there, you can keep increasing the number of users to simulate your expected load. + +Here's an example loadtest for 20 users and a spawn rate of 1 per second: + +![Screenshot of Locust charts showing 5 requests per second](images/locust_loadtest.png) + +After each test, check the local or App Service logs to see if there are any errors. diff --git a/docs/monitoring.md b/docs/monitoring.md new file mode 100644 index 00000000..f8435e4a --- /dev/null +++ b/docs/monitoring.md @@ -0,0 +1,16 @@ +# RAG on PostgreSQL: Monitoring with Azure Monitor + +By default, deployed apps use Application Insights for the tracing of each request, along with the logging of errors. + +To see the performance data, go to the Application Insights resource in your resource group, click on the "Investigate -> Performance" blade and navigate to any HTTP request to see the timing data. +To inspect the performance of chat requests, use the "Drill into Samples" button to see end-to-end traces of all the API calls made for any chat request: + +![Tracing screenshot](images/appinsights_trace.png) + +To see any exceptions and server errors, navigate to the "Investigate -> Failures" blade and use the filtering tools to locate a specific exception. You can see Python stack traces on the right-hand side. + +You can also see chart summaries on a dashboard by running the following command: + +```shell +azd monitor +``` diff --git a/docs/rag_flow.md b/docs/rag_flow.md new file mode 100644 index 00000000..e4ca2e77 --- /dev/null +++ b/docs/rag_flow.md @@ -0,0 +1,61 @@ +# RAG on PostgreSQL: Understanding the RAG flow + +This RAG application uses an LLM to answer questions based off matching rows in a PostgreSQL database. It supports two different RAG flows: + +* [Simple RAG flow](#simple-rag-flow): First searches the database for a matching row, then uses the LLM to generate an answer. +* [Advanced RAG flow](#advanced-rag-flow): Adds a query rewriting step before searching the database. + +## Simple RAG flow + +The simple flow is only used if you de-select the "Advanced flow" option in the Developer Settings dialog. We do not recommend this flow for production use, as it is less sophisticated, but it may be helpful for development and comparison. + +This diagram shows the simple RAG flow: + +![Simple RAG flow diagram](images/simple_hybrid_flow.png) + +1. The user asks a question. +2. The app uses an embedding model to generate a vector embedding for the question. +3. The app searches the target table in the PostgreSQL database using a hybrid search (full-text search plus vector search) to find the most relevant rows. +4. The app sends the original user question and the retrieved rows to the LLM to generate an answer. + +When using the app, click the lightbulb on an answer to see the steps: + +![Simple RAG flow example](images/simple_rag_thoughts.png) + +For the full code, see [/src/backend/fastapi_app/rag_simple.py](/src/backend/fastapi_app/rag_simple.py). + +## Advanced RAG flow + +The advanced flow is used if you select the "Advanced flow" option in the Developer Settings dialog, and is the default flow for the RAG application. + +This diagram shows the advanced RAG flow: + +![Advanced RAG flow diagram](images/advanced_hybrid_flow.png) + +The difference between the simple and advanced flows is an additional query rewriting step before the database search, which can improve the relevance of the search results. All the steps: + +1. The user asks a question. +2. The app uses an LLM to rewrite the question into a text query that can be used to search the database. +3. The app uses an embedding model to generate a vector embedding for the rewritten text query. +4. The app searches the target table in the PostgreSQL database using a hybrid search (full-text search plus vector search) to find the most relevant rows. +5. The app sends the original user question and the retrieved rows to the LLM to generate an answer. + +When using the app, click the lightbulb on an answer to see the query rewriting step call and its results. + +![Query rewriting example](images/query_rewriting_thoughts.png) + +For the full code, see [/src/backend/fastapi_app/rag_advanced.py](/src/backend/fastapi_app/rag_advanced.py). + +### Query rewriting with function calling + +Let's dive even deeper into the query rewriting step. + +The query rewriting step uses [OpenAI function calling](https://platform.openai.com/docs/guides/function-calling) to generate the rewritten query. That function may also optionally specify column filters, which are then applied to the SQL query for the search step. For the sample data, the filters are for the "brand" and "price" columns, but you could change those to match your own [custom data schema](customize_data.md). + +This diagram illustrates the function calling process for a sample question: + +![Function calling diagram](images/function_calling_diagram.png) + +The `search_database` function definition is in [query_rewriter.py](/src/backend/fastapi_app/query_rewriter.py), and the few shot examples are in [query_fewshots.json](/src/backend/fastapi_app/prompts/query_fewshots.json). The function calling response is parsed in [query_rewriter.py](/src/backend/fastapi_app/query_rewriter.py) to extract the suggested SQL query and column filters, and those are passed to [postgres_searcher.py](/src/backend/fastapi_app/postgres_searcher.py) to search the database. + +To be able to use function calling, the app must use a model that has support for it. The OpenAI GPT models do support function calling, but other models may not. If you're developing locally with Ollama, we recommend llama3.1 as it has been tested to work with function calling. diff --git a/docs/safety_evaluation.md b/docs/safety_evaluation.md new file mode 100644 index 00000000..a9dc116e --- /dev/null +++ b/docs/safety_evaluation.md @@ -0,0 +1,106 @@ +# Evaluating RAG answer safety + +When deploying a RAG app to production, you should evaluate the safety of the answers generated by the RAG flow. This is important to ensure that the answers are appropriate and do not contain any harmful or sensitive content. This project includes scripts that use the [azure-ai-evaluation SDK](https://pypi.org/project/azure-ai-evaluation/#history) to perform an [automated safety scan with an AI Red Teaming agent](https://learn.microsoft.com/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent). + +* [Deploy an Azure AI project](#deploy-an-azure-ai-project) +* [Setup the evaluation environment](#setup-the-evaluation-environment) +* [Run the red teaming agent](#run-the-red-teaming-agent) +* [Review the red teaming results](#review-the-red-teaming-results) + +## Deploy an Azure AI project + +In order to use the Red Teaming agent, you need an Azure AI project inside Azure AI Foundry. + +1. Run this command to tell `azd` to provision an Azure AI project: + + ```shell + azd env set USE_AI_PROJECT true + ``` + +2. Then, run the following command to provision the project: + + ```shell + azd provision + ``` + +## Setup the evaluation environment + +1. Create a new Python virtual environment in `.evalenv` by running the following command: + + ```bash + python -m venv .evalenv + ``` + +2. Activate the virtual environment by running the following command: + + MacOS/Linux: + + ```bash + source .evalenv/bin/activate + ``` + + Windows: + + ```bash + .evalenv\Scripts\activate + ``` + +3. Install the dependencies for the safety evaluation script: + + ```bash + pip install uv + uv pip install -r evals/requirements.txt + ``` + +## Run the red teaming agent + +To run the red teaming agent, you need to have the RAG app running at a deployed URL or local URL. Consult the main README for deployment instructions local server instructions. + +In the same terminal where you activated `.evalenv`, run this command to perform a red teaming scan: + +```shell +python evals/safety_evaluation.py --target_url --questions_per_category +``` + +* `--target_url`: The target URL for the callback. Default is `http://127.0.0.1:8000/chat`, which assumes the RAG app is running locally. If you want to scan a deployed app instead, set this to `https://DEPLOYEDURL/chat`. +* `--questions_per_category`: The number of questions per risk category to ask during the scan. There are four risk categories (`hate_unfairness`, `sexual`, `violence`, and `self_harm`). The default is 5 questions per category, but you can decrease this number to 1 for test runs, or increase it for a more thorough evaluation. Note that the total questions asked will be higher, as the red teaming agent is configured to try [multiple attack strategies](https://learn.microsoft.com/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent#supported-attack-strategies), where it transforms the original question in different ways. + +## Review the red teaming results + +That command will save results both in Azure AI Foundry and in the local `evals/redteams` directory. + +### Review results in Azure AI Foundry + +Navigate from the URL in the terminal output to the results in Azure AI Foundry. +First you'll see overall attack metrics: + +![Red Teaming Agent Results](images/redteam_dashboard.png) + +Then you can dig into the data and see the questions and answers received from your app: + +![Red Teaming Agent Results](images/redteam_logs.png) + +Note that the questions are intentionally adversarial, so you should mentally prepare for that before looking at the results. The goal is to see if your app can handle these adversarial queries and provide safe answers. Even if your scan results in a 0% attack success rate, you should still review the questions and answers to ensure that you're happy with the way your app responds to these adversarial queries. + +Learn more in the [Red Teaming Agent documentation](https://learn.microsoft.com/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent#viewing-your-results-in-azure-ai-foundry-project). + +## Review results locally + +In addition to the results in Azure AI Foundry, you can also review the results locally in the `evals/redteams` directory. The results are saved in JSON format. + +Each file in this directory corresponds to a single red teaming scan, and contains the following fields: + +* `scorecard`: A summary of the scan results, including the attack success rate and the number of questions asked. +* `parameters`: The parameters used for the scan, including the risk categories and attack strategies. +* `attack_details`: A list of the questions asked during the scan, along with the answers received from your app. +* `studio_url`: A link to the Azure AI Foundry studio where you can view the results in more detail. + +Learn more in the [Red Teaming Agent documentation](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent#results-from-your-automated-scans). + +## Resources + +To learn more about the red team scanning, look through the script, documentation, and videos below: + +* [safety_evaluation.py](/evals/safety_evaluation.py) +* [Run automated safety scans with AI Red Teaming Agent](https://learn.microsoft.com/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent) +* [Build 2025: Red-teaming Demo](https://www.youtube.com/watch?v=sZzcSX7BFVA) diff --git a/docs/using_entra_auth.md b/docs/using_entra_auth.md new file mode 100644 index 00000000..9f8d228d --- /dev/null +++ b/docs/using_entra_auth.md @@ -0,0 +1,108 @@ +# Using Entra auth with PostgreSQL tools + +To follow security best practices, this project is setup to use passwordless authentication with the Azure Database for PostgreSQL Flexible Server. This means that you can't connect to the database with a password, but instead need to use a token associated with a Microsoft Entra user. Locally, the user should be your own Azure account, whichever account was used to run `azd up`. In production, the user will be the managed identity assigned to the Azure Container App. + +Besides the tips here, more generic instructions about passwordless authentication are available in [Use Microsoft Entra ID for authentication with Azure Database for PostgreSQL - Flexible Server](https://learn.microsoft.com/azure/postgresql/flexible-server/how-to-configure-sign-in-azure-ad-authentication). + +* [Using Entra auth with psql](#using-entra-auth-with-psql) +* [Using Entra auth with pgAdmin](#using-entra-auth-with-pgadmin) + +## Using Entra auth with psql + +1. Make sure you are logged into the Azure Developer CLI with the same account that was used to run `azd up`. + + ```shell + azd auth login + ``` + + If you used a non-default tenant to run `azd up`, you may need to specify the tenant ID: + + ```shell + azd auth login --tenant-id {tenant_id} + ``` + +2. Generate a token for the Azure Database for PostgreSQL Flexible Server. + + ```shell + azd auth token --scope https://ossrdbms-aad.database.windows.net/.default --output json + ``` + + Once again, if you used a non-default tenant to run `azd up`, you may need to specify the tenant ID. + + ```shell + azd auth token --scope https://ossrdbms-aad.database.windows.net/.default --tenant-id YOUR-TENANT-ID --output json + ``` + + This will output JSON with a token inside the "token" field. Copy the token. + +3. Set the `PGPASSWORD` environment variable to the token. + + ```shell + export PGPASSWORD={token} + ``` + + If you are using a different shell, you may need to use a different syntax to set the environment variable. + +4. Connect to the database with `psql`, using the `POSTGRES_HOST`, `POSTGRES_USERNAME`, and `POSTGRES_DATABASE` values from the current `azd` environment. + + ```shell + psql -h $(azd env get-value POSTGRES_HOST) -U $(azd env get-value POSTGRES_USERNAME) -d $(azd env get-value POSTGRES_DATABASE) -p 5432 + ``` + +5. In psql, use `\d` to list the tables. When you `SELECT` from a table, select only the columns you're interested in, to avoid rendering the vector embeddings in the terminal. If you get an authentication error, you may need to refresh the token with a new one. + +## Using Entra auth with pgAdmin + +1. Make sure you are logged into the Azure Developer CLI with the same account that was used to run `azd up`. + + ```shell + azd auth login + ``` + + If you used a non-default tenant to run `azd up`, you may need to specify the tenant ID: + + ```shell + azd auth login --tenant-id {tenant_id} + ``` + +2. Generate a token for the Azure Database for PostgreSQL Flexible Server. + + ```shell + azd auth token --scope https://ossrdbms-aad.database.windows.net/.default --output json + ``` + + Once again, if you used a non-default tenant to run `azd up`, you may need to specify the tenant ID. + + ```shell + azd auth token --scope https://ossrdbms-aad.database.windows.net/.default --tenant-id YOUR-TENANT-ID --output json + ``` + + This will output JSON with a token inside the "token" field. Copy the token. + +3. Open pgAdmin and create a new server connection. + +4. In the "General" tab, set the name to something memorable like "RAG PostgreSQL server". + +5. In the "Connection" tab, set the host to the `POSTGRES_HOST` value from the current `azd` environment. Run: + + ```shell + azd env get-value POSTGRES_HOST + ``` + +6. Set the database to the `POSTGRES_DATABASE` value from the current `azd` environment. Run: + + ```shell + azd env get-value POSTGRES_DATABASE + ``` + +7. Set the username to the `POSTGRES_USERNAME` value from the current `azd` environment. Run: + + ```shell + azd env get-value POSTGRES_USERNAME + ``` + +8. Set the password to the token you generated in step 2. You will need to refresh that password with a new token periodically (every few hours). + +9. Now you should be able to connect to the database and view the tables and data. + + ![Screenshot of pgAdmin showing the tables in the database](images/screenshot_pgadmin.png) diff --git a/evals/eval_config.json b/evals/eval_config.json new file mode 100644 index 00000000..fe50ef52 --- /dev/null +++ b/evals/eval_config.json @@ -0,0 +1,17 @@ +{ + "testdata_path": "ground_truth.jsonl", + "results_dir": "results/experiment", + "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched"], + "target_url": "http://127.0.0.1:8000/chat", + "target_parameters": { + "overrides": { + "use_advanced_flow": true, + "top": 3, + "retrieval_mode": "hybrid", + "temperature": 0.3, + "seed": 42 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points" +} diff --git a/evals/evaluate.py b/evals/evaluate.py new file mode 100644 index 00000000..efb7f8f2 --- /dev/null +++ b/evals/evaluate.py @@ -0,0 +1,102 @@ +import argparse +import logging +import os +import re +from pathlib import Path +from typing import Any + +import azure.identity +from dotenv import load_dotenv +from evaltools.eval.evaluate import run_evaluate_from_config +from evaltools.eval.evaluate_metrics import register_metric +from evaltools.eval.evaluate_metrics.base_metric import BaseMetric +from rich.logging import RichHandler + +logger = logging.getLogger("ragapp") + + +class CitationsMatchedMetric(BaseMetric): + METRIC_NAME = "citations_matched" + + @classmethod + def evaluator_fn(cls, **kwargs): + def citations_overlap(*, response, ground_truth, **kwargs): + if response is None: + logger.warning("Received response of None, can't compute citation_match metric. Setting to -1.") + return {cls.METRIC_NAME: -1} + truth_citations = set(re.findall(r"\[(\d+)\]", ground_truth)) + response_citations = set(re.findall(r"\[(\d+)\]", response)) + # Count the percentage of citations that are present in the response + num_citations = len(truth_citations) + num_matched_citations = len(truth_citations.intersection(response_citations)) + return {cls.METRIC_NAME: num_matched_citations / num_citations} + + return citations_overlap + + @classmethod + def get_aggregate_stats(cls, df): + df = df[df[cls.METRIC_NAME] != -1] + return {"mean": round(df[cls.METRIC_NAME].mean(), 2)} + + +def get_openai_config() -> dict: + openai_config: dict[str, Any] + if os.environ.get("OPENAI_CHAT_HOST") == "azure": + azure_endpoint = os.environ["AZURE_OPENAI_ENDPOINT"] + azure_deployment = os.environ["AZURE_OPENAI_EVAL_DEPLOYMENT"] + if os.environ.get("AZURE_OPENAI_KEY"): + logger.info("Using Azure OpenAI Service with API Key from AZURE_OPENAI_KEY") + openai_config = { + "azure_endpoint": azure_endpoint, + "azure_deployment": azure_deployment, + "api_key": os.environ["AZURE_OPENAI_KEY"], + } + else: + if tenant_id := os.getenv("AZURE_TENANT_ID"): + logger.info("Authenticating to Azure using Azure Developer CLI Credential for tenant %s", tenant_id) + azure_credential = azure.identity.AzureDeveloperCliCredential(tenant_id=tenant_id, process_timeout=60) + else: + logger.info("Authenticating to Azure using Azure Developer CLI Credential") + azure_credential = azure.identity.AzureDeveloperCliCredential(process_timeout=60) + openai_config = { + "azure_endpoint": azure_endpoint, + "azure_deployment": azure_deployment, + "credential": azure_credential, + } + # azure-ai-evaluate will call DefaultAzureCredential behind the scenes, + # so we must be logged in to Azure CLI with the correct tenant + openai_config["model"] = os.environ["AZURE_OPENAI_EVAL_MODEL"] + elif os.environ.get("OPENAI_CHAT_HOST") == "ollama": + raise NotImplementedError("Ollama is not supported. Switch to Azure or OpenAI.com") + elif os.environ.get("OPENAI_CHAT_HOST") == "github": + raise NotImplementedError("GitHub Models is not supported. Switch to Azure or OpenAI.com") + else: + logger.info("Using OpenAI Service with API Key from OPENAICOM_KEY") + openai_config = {"api_key": os.environ["OPENAICOM_KEY"], "model": "gpt-4"} + return openai_config + + +if __name__ == "__main__": + logging.basicConfig( + level=logging.INFO, format="%(message)s", datefmt="[%X]", handlers=[RichHandler(rich_tracebacks=True)] + ) + load_dotenv(".env", override=True) + + parser = argparse.ArgumentParser(description="Run evaluation with OpenAI configuration.") + parser.add_argument("--targeturl", type=str, help="Specify the target URL.") + parser.add_argument("--resultsdir", type=Path, help="Specify the results directory.") + parser.add_argument("--numquestions", type=int, help="Specify the number of questions.") + + args = parser.parse_args() + + openai_config = get_openai_config() + + register_metric(CitationsMatchedMetric) + run_evaluate_from_config( + working_dir=Path(__file__).parent, + config_path="eval_config.json", + num_questions=args.numquestions, + target_url=args.targeturl, + results_dir=args.resultsdir, + openai_config=openai_config, + ) diff --git a/evals/generate_ground_truth.py b/evals/generate_ground_truth.py new file mode 100644 index 00000000..44410506 --- /dev/null +++ b/evals/generate_ground_truth.py @@ -0,0 +1,155 @@ +import json +import logging +import os +from collections.abc import Generator +from pathlib import Path +from typing import Union + +from azure.identity import AzureDeveloperCliCredential, get_bearer_token_provider +from dotenv_azd import load_azd_env +from openai import AzureOpenAI, OpenAI +from openai.types.chat import ChatCompletionToolParam +from sqlalchemy import create_engine, select +from sqlalchemy.orm import Session + +from fastapi_app.postgres_models import Item + +logger = logging.getLogger("ragapp") + + +def qa_pairs_tool(num_questions: int = 1) -> ChatCompletionToolParam: + return { + "type": "function", + "function": { + "name": "qa_pairs", + "description": "Send in question and answer pairs for a customer-facing chat app", + "parameters": { + "type": "object", + "properties": { + "qa_list": { + "type": "array", + "description": f"List of {num_questions} question and answer pairs", + "items": { + "type": "object", + "properties": { + "question": {"type": "string", "description": "The question text"}, + "answer": {"type": "string", "description": "The answer text"}, + }, + "required": ["question", "answer"], + }, + "minItems": num_questions, + "maxItems": num_questions, + } + }, + "required": ["qa_list"], + }, + }, + } + + +def source_retriever() -> Generator[str, None, None]: + # Connect to the database + DBHOST = os.environ["POSTGRES_HOST"] + DBUSER = os.environ["POSTGRES_USERNAME"] + DBPASS = os.environ["POSTGRES_PASSWORD"] + DBNAME = os.environ["POSTGRES_DATABASE"] + DATABASE_URI = f"postgresql://{DBUSER}:{DBPASS}@{DBHOST}/{DBNAME}" + engine = create_engine(DATABASE_URI, echo=False) + with Session(engine) as session: + # Fetch all products for a particular type + item_types = session.scalars(select(Item.type).distinct()) + for item_type in item_types: + records = list(session.scalars(select(Item).filter(Item.type == item_type).order_by(Item.id))) + logger.info(f"Processing database records for type: {item_type}") + yield "\n\n".join([f"## Product ID: [{record.id}]\n" + record.to_str_for_rag() for record in records]) + # Fetch each item individually + # records = list(session.scalars(select(Item).order_by(Item.id))) + # for record in records: + # logger.info(f"Processing database record: {record.name}") + # yield f"## Product ID: [{record.id}]\n" + record.to_str_for_rag() + # await self.openai_chat_client.chat.completions.create( + + +def source_to_text(source) -> str: + return source["content"] + + +def answer_formatter(answer, source) -> str: + return f"{answer} [{source['id']}]" + + +def get_openai_client() -> tuple[Union[AzureOpenAI, OpenAI], str]: + """Return an OpenAI client based on the environment variables""" + openai_client: Union[AzureOpenAI, OpenAI] + OPENAI_CHAT_HOST = os.getenv("OPENAI_CHAT_HOST") + if OPENAI_CHAT_HOST == "azure": + if api_key := os.getenv("AZURE_OPENAI_KEY"): + logger.info("Using Azure OpenAI Service with API Key from AZURE_OPENAI_KEY") + openai_client = AzureOpenAI( + api_version=os.environ["AZURE_OPENAI_VERSION"], + azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"], + api_key=api_key, + ) + else: + logger.info("Using Azure OpenAI Service with Azure Developer CLI Credential") + azure_credential = AzureDeveloperCliCredential(process_timeout=60, tenant_id=os.environ["AZURE_TENANT_ID"]) + token_provider = get_bearer_token_provider(azure_credential, "https://cognitiveservices.azure.com/.default") + openai_client = AzureOpenAI( + api_version=os.environ["AZURE_OPENAI_VERSION"], + azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"], + azure_ad_token_provider=token_provider, + ) + model = os.environ["AZURE_OPENAI_CHAT_DEPLOYMENT"] + elif OPENAI_CHAT_HOST == "ollama": + raise NotImplementedError("Ollama is not supported. Switch to Azure or OpenAI.com") + elif OPENAI_CHAT_HOST == "github": + raise NotImplementedError("GitHub Models is not supported. Switch to Azure or OpenAI.com") + else: + logger.info("Using OpenAI Service with API Key from OPENAICOM_KEY") + openai_client = OpenAI(api_key=os.environ["OPENAICOM_KEY"]) + model = os.environ["OPENAICOM_CHAT_MODEL"] + return openai_client, model + + +def generate_ground_truth_data(num_questions_total: int, num_questions_per_source: int = 5): + logger.info("Generating %d questions total", num_questions_total) + openai_client, model = get_openai_client() + current_dir = Path(__file__).parent + generate_prompt = open(current_dir / "generate_prompt.txt").read() + output_file = Path(__file__).parent / "ground_truth.jsonl" + + qa: list[dict] = [] + for source in source_retriever(): + if len(qa) > num_questions_total: + logger.info("Generated enough questions already, stopping") + break + result = openai_client.chat.completions.create( + model=model, + messages=[ + {"role": "system", "content": generate_prompt}, + {"role": "user", "content": json.dumps(source)}, + ], + tools=[qa_pairs_tool(num_questions=2)], + ) + if not result.choices[0].message.tool_calls: + logger.warning("No tool calls found in response, skipping") + continue + qa_pairs = json.loads(result.choices[0].message.tool_calls[0].function.arguments)["qa_list"] + qa_pairs = [{"question": qa_pair["question"], "truth": qa_pair["answer"]} for qa_pair in qa_pairs] + qa.extend(qa_pairs) + + logger.info("Writing %d questions to %s", num_questions_total, output_file) + directory = Path(output_file).parent + if not directory.exists(): + directory.mkdir(parents=True) + with open(output_file, "w", encoding="utf-8") as f: + for item in qa[0:num_questions_total]: + f.write(json.dumps(item) + "\n") + + +if __name__ == "__main__": + logging.basicConfig(level=logging.WARNING) + logger.setLevel(logging.INFO) + load_azd_env() + + generate_ground_truth_data(num_questions_total=10) diff --git a/evals/generate_prompt.txt b/evals/generate_prompt.txt new file mode 100644 index 00000000..c73a1909 --- /dev/null +++ b/evals/generate_prompt.txt @@ -0,0 +1,9 @@ +Your job is to generate example questions that a customer might ask about the products. +You should come up with a question and an answer based on the provided data. +The answer should include the product ID in square brackets. +For example, +'What climbing gear do you have?' +with answer: +'We have a variety of climbing gear, including ropes, harnesses, and carabiners. [1][2]'. +Remember that customers probably don't know the names of specific brands, +so your questions should be more general questions from someone who is shopping for these types of products. diff --git a/evals/ground_truth.jsonl b/evals/ground_truth.jsonl new file mode 100644 index 00000000..414db4b8 --- /dev/null +++ b/evals/ground_truth.jsonl @@ -0,0 +1,10 @@ +{"question": "What features should I look for in a good bike helmet?", "truth": "When looking for a good bike helmet, you should consider features like lightweight construction, adjustable fit systems, and ventilation channels for airflow. Additionally, safety certifications and design are also important. [10][25][34][58][65][76][86][95]"} +{"question": "What ski goggles do you have that offer UV protection?", "truth": "We have several options, including the Alpine Fusion Goggles and the Expedition 2022 Goggles, both with UV protection and anti-fog lenses. [3][16]"} +{"question": "What features does the GPS watch come with?", "truth": "The VenturePro GPS Watch features a built-in GPS, altimeter, and compass for navigation. [9]"} +{"question": "Is there a biking computer that tracks routes and performance?", "truth": "Yes, the Explorer Biking Computer offers tracking for routes and performance metrics, along with GPS capabilities. [20]"} +{"question": "What kind of insulated jackets do you have available?", "truth": "We have a selection of insulated jackets, including the Frostbite Insulated Jacket, Summit Pro Insulated Jacket, and many more. [8][15][28][49][55][79][89]"} +{"question": "Are there any waterproof jackets in your collection?", "truth": "Yes, we offer several waterproof jackets like the Stormbreaker Waterproof Jacket and the Element Outdoor Jacket. [37][98]"} +{"question": "What hiking boots do you have that are waterproof?", "truth": "We have the Wanderer Black Hiking Boots featuring a waterproof leather upper, and also the Trailblazer Black Hiking Shoes which include a waterproof GORE-TEX lining. [1][21]"} +{"question": "What options do you have for hiking backpacks?", "truth": "We have several hiking backpacks including the Expedition Backpack, Explorer 45L Backpack, and Trailblaze backpack. [4][7][13]"} +{"question": "Can you tell me about your duffel bags?", "truth": "We offer various duffel bags such as the Stellar Duffle Bag, Traveler's Companion Duffel Bag, and the Basecamp Duffle Bag. [14][56][78]"} +{"question": "What are some lightweight trekking poles you have available?", "truth": "We offer several lightweight trekking poles including the Carbon Fiber Trekking Poles by Raptor Elite and the EcoLite Trekking Poles by Green Equipment. [6][100]"} diff --git a/src/__init__.py b/evals/redteams/.gitkeep similarity index 100% rename from src/__init__.py rename to evals/redteams/.gitkeep diff --git a/evals/requirements.txt b/evals/requirements.txt new file mode 100644 index 00000000..a5a311ad --- /dev/null +++ b/evals/requirements.txt @@ -0,0 +1,4 @@ +git+https://github.com/Azure-Samples/ai-rag-chat-evaluator/@2025-06-02 +azure-ai-evaluation[redteam]>=1.8.0 +rich +dotenv-azd diff --git a/evals/results/baseline/config.json b/evals/results/baseline/config.json new file mode 100644 index 00000000..fe50ef52 --- /dev/null +++ b/evals/results/baseline/config.json @@ -0,0 +1,17 @@ +{ + "testdata_path": "ground_truth.jsonl", + "results_dir": "results/experiment", + "requested_metrics": ["gpt_groundedness", "gpt_relevance", "answer_length", "latency", "citations_matched"], + "target_url": "http://127.0.0.1:8000/chat", + "target_parameters": { + "overrides": { + "use_advanced_flow": true, + "top": 3, + "retrieval_mode": "hybrid", + "temperature": 0.3, + "seed": 42 + } + }, + "target_response_answer_jmespath": "message.content", + "target_response_context_jmespath": "context.data_points" +} diff --git a/evals/results/baseline/eval_results.jsonl b/evals/results/baseline/eval_results.jsonl new file mode 100644 index 00000000..50ec4369 --- /dev/null +++ b/evals/results/baseline/eval_results.jsonl @@ -0,0 +1,10 @@ +{"question": "What features should I look for in a good bike helmet?", "truth": "When looking for a good bike helmet, you should consider features like lightweight construction, adjustable fit systems, and ventilation channels for airflow. Additionally, safety certifications and design are also important. [10][25][34][58][65][76][86][95]", "answer": "When looking for a good bike helmet, consider the following features:\n\n1. **Weight**: A lightweight helmet can enhance comfort during long rides. For example, the Velocity Red Bike Helmet by AirStrider is lightweight and designed for optimal airflow with ventilation channels [34].\n\n2. **Adjustable Fit**: An adjustable fit system ensures the helmet sits securely on your head. Both the VelociX 2000 Bike Helmet by Raptor Elite and the Trailblazer Bike Helmet by Green Equipment feature adjustable fit systems for comfort and security [58][10].\n\n3. **Ventilation**: Look for helmets with multiple ventilation channels to keep you cool during intense rides. The VelociX 2000 has 14 ventilation channels, while the other helmets also offer ventilation for added comfort [58][34][10].\n\n4. **Design and Style**: A helmet that you find visually appealing can encourage you to wear it more often. The vibrant colors of the Velocity Red and Trailblazer helmets stand out, while the sleek design of the VelociX 2000 offers a more aerodynamic look [34][58][10].\n\n5. **Additional Features**: Some helmets come with extra features like a detachable visor, which is available on the VelociX 2000, making it versatile for different riding conditions [58].\n\nIf you have any specific preferences or types of cycling in mind, I can help you find a helmet that suits your needs!", "context": "{\"34\": {\"id\": 34, \"type\": \"Cycling\", \"brand\": \"AirStrider\", \"name\": \"Velocity Red Bike Helmet\", \"description\": \"Protect yourself while cycling in style with the Velocity Red Bike Helmet by AirStrider. This lightweight helmet features a streamlined design, adjustable straps, and ventilation channels for optimal airflow. Stay safe on the road or trails with this vibrant red helmet.\", \"price\": 54.99}, \"58\": {\"id\": 58, \"type\": \"Cycling\", \"brand\": \"Raptor Elite\", \"name\": \"VelociX 2000 Bike Helmet\", \"description\": \"Protect your head in style with the VelociX 2000 Bike Helmet in glossy black. This aerodynamic helmet features an adjustable fit system, detachable visor, and 14 ventilation channels to keep you cool during intense rides. With its sleek design and lightweight construction, it's the perfect choice for road cycling, mountain biking, and everything in between.\", \"price\": 79.99}, \"10\": {\"id\": 10, \"type\": \"Cycling\", \"brand\": \"Green Equipment\", \"name\": \"Trailblazer Bike Helmet\", \"description\": \"Stay safe on your cycling adventures with the Trailblazer Bike Helmet by Green Equipment. This lightweight and durable helmet features an adjustable fit system and ventilation for added comfort. With its vibrant green color and sleek design, you'll stand out on the road. The Trailblazer Bike Helmet is perfect for all types of cycling, from mountain biking to road cycling.\", \"price\": 59.99}}", "latency": 3.364008, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 1361, "citations_matched": 0.375} +{"question": "What ski goggles do you have that offer UV protection?", "truth": "We have several options, including the Alpine Fusion Goggles and the Expedition 2022 Goggles, both with UV protection and anti-fog lenses. [3][16]", "answer": "We have several ski goggles that offer UV protection:\n\n1. **Alpine Fusion Goggles**: These goggles provide full UV protection and feature anti-fog lenses to keep your vision clear. They come with a stylish silver frame and orange lenses, adjustable straps for a secure fit, and soft foam padding for comfort. Price: $79.99. [3]\n\n2. **Zero Gravity Ski Goggles**: These goggles offer 100% UV protection and have an anti-fog coating. They feature a sleek white frame and red mirrored lenses, along with an adjustable strap for a secure fit. Price: $79.99. [30]\n\n3. **Expedition 2022 Goggles**: These goggles provide UV protection and have an anti-fog lens. They come with a comfortable foam lining and a matte black frame for a modern look. Price: $89.00. [16]\n\nLet me know if you need more information on any of these options!", "context": "{\"3\": {\"id\": 3, \"type\": \"Ski/boarding\", \"brand\": \"WildRunner\", \"name\": \"Alpine Fusion Goggles\", \"description\": \"Enhance your skiing experience with the Alpine Fusion Goggles from WildRunner. These goggles offer full UV protection and anti-fog lenses to keep your vision clear on the slopes. With their stylish silver frame and orange lenses, you'll stand out from the crowd. Adjustable straps ensure a secure fit, while the soft foam padding provides comfort all day long.\", \"price\": 79.99}, \"30\": {\"id\": 30, \"type\": \"Ski/boarding\", \"brand\": \"Gravitator\", \"name\": \"Zero Gravity Ski Goggles\", \"description\": \"The Gravitator Zero Gravity Ski Goggles combine style, performance, and comfort for the ultimate ski experience. With their sleek white frame and red mirrored lenses, these goggles offer a futuristic look on the slopes. The goggles feature an anti-fog coating, 100% UV protection, and an adjustable strap for a secure fit. Enhance your vision and carve your way down the slopes with the Gravitator Zero Gravity Ski Goggles.\", \"price\": 79.99}, \"16\": {\"id\": 16, \"type\": \"Ski/boarding\", \"brand\": \"Solstix\", \"name\": \"Expedition 2022 Goggles\", \"description\": \"Solstix Expedition 2022 Goggles provide clear vision and optimal protection on the slopes. With an anti-fog lens, UV protection, and a comfortable foam lining, these goggles ensure a great fit and unrestricted vision even in challenging conditions. The matte black frame gives them a sleek and modern look.\", \"price\": 89.0}}", "latency": 2.402277, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 824, "citations_matched": 1.0} +{"question": "What features does the GPS watch come with?", "truth": "The VenturePro GPS Watch features a built-in GPS, altimeter, and compass for navigation. [9]", "answer": "The GPS watches available have the following features:\n\n1. **VenturePro GPS Watch [9]**: \n - Built-in GPS\n - Altimeter\n - Compass\n - Rugged and durable design\n - Easy-to-read display\n - Sleek black design\n\n2. **Pathfinder GPS Watch [80]**: \n - GPS tracking\n - Altimeter\n - Barometer\n - Compass functions\n - Sporty design with a vibrant green dial\n\n3. **Adventurer GPS Watch [99]**: \n - Built-in GPS\n - Altimeter\n - Compass\n - Multiple sport modes\n - Sleek and durable design in midnight blue\n\nIf you have any specific questions about one of these models, feel free to ask!", "context": "{\"9\": {\"id\": 9, \"type\": \"Navigation\", \"brand\": \"AirStrider\", \"name\": \"VenturePro GPS Watch\", \"description\": \"Navigate with confidence using the VenturePro GPS Watch by AirStrider. This rugged and durable watch features a built-in GPS, altimeter, and compass, allowing you to track your progress and find your way in any terrain. With its sleek black design and easy-to-read display, this watch is both stylish and practical. The VenturePro GPS Watch is a must-have for every adventurer.\", \"price\": 199.99}, \"80\": {\"id\": 80, \"type\": \"Navigation\", \"brand\": \"XE\", \"name\": \"Pathfinder GPS Watch\", \"description\": \"Navigate with confidence using the Pathfinder GPS Watch by XE. This feature-packed watch includes GPS tracking, altimeter, barometer, and compass functions to guide you on your outdoor adventures. The sleek pink design with a vibrant green dial adds a sporty touch to your wrist.\", \"price\": 199.0}, \"99\": {\"id\": 99, \"type\": \"Navigation\", \"brand\": \"Solstix\", \"name\": \"Adventurer GPS Watch\", \"description\": \"Take navigation to the next level with the Solstix Adventurer GPS Watch. This sleek and durable watch, in midnight blue, features a built-in GPS, altimeter, and compass, allowing you to track your routes and monitor your progress. With multiple sport modes, it's the ideal companion for outdoor enthusiasts.\", \"price\": 199.99}}", "latency": 2.017584, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 604, "citations_matched": 1.0} +{"question": "Is there a biking computer that tracks routes and performance?", "truth": "Yes, the Explorer Biking Computer offers tracking for routes and performance metrics, along with GPS capabilities. [20]", "answer": "Yes, I have a couple of options for biking computers that track routes and performance:\n\n1. **Explorer Biking Computer**: This device by B&R features an intuitive touchscreen display and GPS capabilities, allowing you to track your route and monitor performance metrics. It also provides turn-by-turn directions, making it a great companion for your cycling adventures. It's waterproof and priced at $199.99. [20]\n\n2. **TrailTracker GPS Watch**: Also by B&R, this rugged watch has built-in GPS that accurately tracks your location, speed, and distance. It's designed for outdoor use with a long battery life and water-resistant construction, priced at $199. [90]\n\nBoth options are excellent for tracking your biking performance and routes!", "context": "{\"20\": {\"id\": 20, \"type\": \"Navigation\", \"brand\": \"B&R\", \"name\": \"Explorer Biking Computer\", \"description\": \"The Explorer Biking Computer by B&R is the ultimate accessory for cyclists seeking data and navigation assistance. With its intuitive touchscreen display and GPS capabilities, it allows you to track your route, monitor performance metrics, and receive turn-by-turn directions. Its sleek black design and waterproof construction make it a reliable companion on all your cycling adventures.\", \"price\": 199.99}, \"90\": {\"id\": 90, \"type\": \"Navigation\", \"brand\": \"B&R\", \"name\": \"TrailTracker GPS Watch\", \"description\": \"Navigate the trails like a pro with the B&R TrailTracker GPS watch. This rugged and reliable watch features a built-in GPS that tracks your location, speed, and distance accurately. The sleek camo design with a vivid orange strap adds a sporty touch. With its long battery life and water-resistant construction, you can trust this watch to guide you through any outdoor expedition.\", \"price\": 199.0}, \"59\": {\"id\": 59, \"type\": \"Navigation\", \"brand\": \"Quester\", \"name\": \"TrailSeeker GPS Watch\", \"description\": \"Stay on track and explore new trails with the TrailSeeker GPS Watch. With its durable design in stealth black, this watch is packed with features like GPS navigation, heart rate monitoring, and activity tracking. It also offers a long battery life, so you can keep going without worrying about recharging. The TrailSeeker is the ultimate companion for outdoor enthusiasts who love to explore.\", \"price\": 149.99}}", "latency": 1.892771, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 739, "citations_matched": 1.0} +{"question": "What kind of insulated jackets do you have available?", "truth": "We have a selection of insulated jackets, including the Frostbite Insulated Jacket, Summit Pro Insulated Jacket, and many more. [8][15][28][49][55][79][89]", "answer": "We have a few great insulated jackets available:\n\n1. **Frostbite Insulated Jacket** by Grolltex: This jacket features a water-resistant outer shell and lightweight insulation, perfect for cold weather adventures. It comes in a stylish black and gray color combination, has an adjustable hood, and multiple pockets for functionality. Price: $179.99 [8].\n\n2. **Everest Insulated Jacket** by Legend: This jacket combines warmth and style with its insulated design and sleek grey color. It has a water-resistant shell to keep you dry and a cozy fleece lining for extra comfort. Price: $179.99 [79].\n\n3. **Summit Pro Insulated Jacket** by Raptor Elite: Designed for extreme conditions, this jacket is waterproof and breathable with heat-sealed seams. It features insulation made from recycled materials and comes in vibrant red, along with a removable hood and plenty of storage pockets. Price: $249.99 [15].\n\nLet me know if you need more information on any of these!", "context": "{\"8\": {\"id\": 8, \"type\": \"Jackets\", \"brand\": \"Grolltex\", \"name\": \"Frostbite Insulated Jacket\", \"description\": \"Stay warm and stylish with the Frostbite Insulated Jacket by Grolltex. Featuring a water-resistant outer shell and lightweight insulation, this jacket is perfect for cold weather adventures. The black and gray color combination and Grolltex logo add a touch of sophistication. With its adjustable hood and multiple pockets, this jacket offers both style and functionality.\", \"price\": 179.99}, \"79\": {\"id\": 79, \"type\": \"Jackets\", \"brand\": \"Legend\", \"name\": \"Everest Insulated Jacket\", \"description\": \"Conquer the cold with the Everest Insulated Jacket by Legend. This jacket combines warmth and style with its insulated design and sleek grey color. The water-resistant shell will keep you dry during unexpected showers while the cozy fleece lining adds extra comfort.\", \"price\": 179.99}, \"15\": {\"id\": 15, \"type\": \"Jackets\", \"brand\": \"Raptor Elite\", \"name\": \"Summit Pro Insulated Jacket\", \"description\": \"The Summit Pro Insulated Jacket by Raptor Elite is designed to keep you warm and dry in extreme conditions. With its waterproof and breathable construction, heat-sealed seams, and insulation made from recycled materials, this jacket is both eco-friendly and high-performance. Available in vibrant red, it also features a removable hood and plenty of storage pockets.\", \"price\": 249.99}}", "latency": 2.102247, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 962, "citations_matched": 0.42857142857142855} +{"question": "Are there any waterproof jackets in your collection?", "truth": "Yes, we offer several waterproof jackets like the Stormbreaker Waterproof Jacket and the Element Outdoor Jacket. [37][98]", "answer": "Yes, we have several waterproof jackets in our collection:\n\n1. **Stormbreaker Waterproof Jacket** \n - Description: Fully waterproof and windproof design, stylish bold red color with the Zephyr logo. \n - Price: $139.99 \n - Brand: Zephyr \n - Product ID: [37]\n\n2. **Element Outdoor Jacket** \n - Description: Waterproof and windproof shell in charcoal gray, breathable fabric, and adjustable cuffs for comfort. \n - Price: $179.99 \n - Brand: Legend \n - Product ID: [98]\n\n3. **Vigor 2.0 Insulated Jacket** \n - Description: Waterproof and breathable with a 2-layer technical shell, detachable hood, adjustable cuffs, and multiple pockets. \n - Price: $189.99 \n - Brand: Solstix \n - Product ID: [55]\n\nLet me know if you need more information on any of these!", "context": "{\"37\": {\"id\": 37, \"type\": \"Jackets\", \"brand\": \"Zephyr\", \"name\": \"Stormbreaker Waterproof Jacket\", \"description\": \"Take on any weather with the Stormbreaker Waterproof Jacket by Zephyr. This jacket offers superior protection with its fully waterproof and windproof design. The bold red color, coupled with the Zephyr logo, adds a stylish touch to your outdoor look. Stay dry and comfortable during your adventures.\", \"price\": 139.99}, \"98\": {\"id\": 98, \"type\": \"Jackets\", \"brand\": \"Legend\", \"name\": \"Element Outdoor Jacket\", \"description\": \"Gear up for any adventure with the Legend Element Outdoor Jacket. Available in charcoal gray, this jacket offers ultimate protection with its waterproof and windproof shell. The breathable fabric and adjustable cuffs ensure comfort, allowing you to explore in any weather condition.\", \"price\": 179.99}, \"55\": {\"id\": 55, \"type\": \"Jackets\", \"brand\": \"Solstix\", \"name\": \"Vigor 2.0 Insulated Jacket\", \"description\": \"Stay warm and stylish on the slopes with the Vigor 2.0 Insulated Jacket in vibrant red. This waterproof and breathable jacket is made with a 2-layer technical shell and features a detachable hood, adjustable cuffs, and multiple pockets for storage. With its modern design and ergonomic fit, it's the perfect outer layer for your winter adventures.\", \"price\": 189.99}}", "latency": 2.148973, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 785, "citations_matched": 1.0} +{"question": "What hiking boots do you have that are waterproof?", "truth": "We have the Wanderer Black Hiking Boots featuring a waterproof leather upper, and also the Trailblazer Black Hiking Shoes which include a waterproof GORE-TEX lining. [1][21]", "answer": "We have several waterproof hiking boots available:\n\n1. **Wanderer Black Hiking Boots**: These boots feature a waterproof leather upper and a durable rubber sole for superior traction. They also have a cushioned insole and padded collar for all-day comfort. Price: $109.99. [1]\n\n2. **Trekker Clear Hiking Shoes**: Designed with a waterproof and breathable upper fabric, these shoes also have a rugged carbon-infused sole for excellent traction and a shock-absorbing midsole for comfort on long hikes. Price: $84.99. [41]\n\n3. **Trailblaze Steel-Blue Hiking Shoes**: These shoes come with a waterproof membrane and a high-traction rubber outsole. They also feature a breathable upper and a reinforced toe cap for added protection. Price: $129.99. [61]\n\nLet me know if you need more information or want to try any of these on!", "context": "{\"1\": {\"id\": 1, \"type\": \"Footwear\", \"brand\": \"Daybird\", \"name\": \"Wanderer Black Hiking Boots\", \"description\": \"Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.\", \"price\": 109.99}, \"41\": {\"id\": 41, \"type\": \"Footwear\", \"brand\": \"WildRunner\", \"name\": \"Trekker Clear Hiking Shoes\", \"description\": \"The Trekker Clear Hiking Shoes from WildRunner are designed for the adventurous hiker who seeks both comfort and durability. The transparent shoes feature a waterproof and breathable upper fabric, a rugged carbon-infused sole for excellent traction, and a shock-absorbing midsole for enhanced comfort on long hikes.\", \"price\": 84.99}, \"61\": {\"id\": 61, \"type\": \"Footwear\", \"brand\": \"WildRunner\", \"name\": \"Trailblaze Steel-Blue Hiking Shoes\", \"description\": \"Explore the great outdoors with the Trailblaze Steel-Blue Hiking Shoes by WildRunner. These rugged and durable shoes feature a steel-blue color, a waterproof membrane, and a high-traction rubber outsole for superior grip on any terrain. The breathable upper keeps your feet cool and comfortable, while the reinforced toe cap adds extra protection. Perfect for hiking, camping, and other outdoor adventures.\", \"price\": 129.99}}", "latency": 2.481235, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 822, "citations_matched": 0.5} +{"question": "What options do you have for hiking backpacks?", "truth": "We have several hiking backpacks including the Expedition Backpack, Explorer 45L Backpack, and Trailblaze backpack. [4][7][13]", "answer": "We have a few great options for hiking backpacks:\n\n1. **Ridgevent Stealth Hiking Backpack** \n - Description: The WildRunner Ridgevent Stealth Hiking Backpack is made from durable nylon and features multiple compartments for ample storage. Its stealthy red color combines style with functionality, making it perfect for outdoor adventures. \n - Price: $69.99 \n - Brand: WildRunner \n - Product ID: [24]\n\n2. **Trailblaze Hiking Backpack** \n - Description: The Daybird Trailblaze backpack in forest green has a 40-liter capacity and is made from durable ripstop fabric. It offers ample storage and protection for your gear, with an ergonomic design and adjustable straps for a comfortable fit. \n - Price: $89.99 \n - Brand: Daybird \n - Product ID: [13]\n\n3. **TrailHug 50L Backpack** \n - Description: The TrailHug 50L Backpack in navy blue is lightweight and water-resistant, featuring adjustable padded straps, multiple compartments, and a breathable back panel for comfort. It also includes a built-in rain cover for unexpected showers. \n - Price: $129.99 \n - Brand: Legend \n - Product ID: [52]\n\nLet me know if you need more information on any of these!", "context": "{\"24\": {\"id\": 24, \"type\": \"Bags\", \"brand\": \"WildRunner\", \"name\": \"Ridgevent Stealth Hiking Backpack\", \"description\": \"The WildRunner Ridgevent Stealth Hiking Backpack is the ultimate companion for your outdoor adventures. With its stealthy red color, this backpack combines style with functionality. Made from durable nylon and featuring multiple compartments, this backpack offers ample storage space for all your essentials. Whether you're venturing into the mountains or exploring hidden trails, the Ridgevent Stealth Hiking Backpack has got you covered.\", \"price\": 69.99}, \"13\": {\"id\": 13, \"type\": \"Bags\", \"brand\": \"Daybird\", \"name\": \"Trailblaze hiking backpack\", \"description\": \"The Daybird Trailblaze backpack in forest green is a reliable and spacious bag for all your outdoor adventures. With a 40-liter capacity and durable ripstop fabric, this backpack provides ample storage and protection for your gear. Its ergonomic design and adjustable straps ensure a comfortable fit no matter the length of the hike.\", \"price\": 89.99}, \"52\": {\"id\": 52, \"type\": \"Bags\", \"brand\": \"Legend\", \"name\": \"TrailHug 50L Backpack\", \"description\": \"The TrailHug 50L Backpack in navy blue is a perfect companion for all your hiking adventures. Made from lightweight and water-resistant nylon, this backpack features adjustable padded straps, multiple compartments for organized storage, and a breathable back panel for added comfort. It also comes with a handy built-in rain cover for unexpected showers.\", \"price\": 129.99}}", "latency": 2.873301, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 1184, "citations_matched": 0.3333333333333333} +{"question": "Can you tell me about your duffel bags?", "truth": "We offer various duffel bags such as the Stellar Duffle Bag, Traveler's Companion Duffel Bag, and the Basecamp Duffle Bag. [14][56][78]", "answer": "Sure! Here are some of our duffel bags:\n\n1. **Traveler's Companion Duffel Bag** \n - **Description**: Whether you're embarking on a weekend getaway or a month-long expedition, this bag is made from durable waxed canvas in earthy brown. It features multiple carry options, including shoulder straps and handles, and multiple compartments for organized packing. It even has a padded laptop sleeve, making it great for both adventure and work. \n - **Price**: $79.99 \n - **Brand**: B&R \n - **Product ID**: [56]\n\n2. **Venture 2.0 40L Waterproof Duffel Bag** \n - **Description**: This versatile duffel bag is made from waterproof nylon material and features taped seams to keep your belongings safe from the elements. It offers a spacious main compartment, external zippered pockets, and adjustable shoulder straps for easy carrying. The vibrant orange color adds a pop of excitement to your outdoor adventures. \n - **Price**: $79.99 \n - **Brand**: Quester \n - **Product ID**: [67]\n\n3. **Basecamp Duffle Bag** \n - **Description**: The ultimate adventure companion, this spacious bag is made from durable nylon and features multiple compartments for optimal organization. Its sleek red design with gray accents exudes both style and functionality. \n - **Price**: $129.00 \n - **Brand**: Solstix \n - **Product ID**: [78]\n\nIf you have any specific questions about these bags, feel free to ask!", "context": "{\"56\": {\"id\": 56, \"type\": \"Bags\", \"brand\": \"B&R\", \"name\": \"Traveler's Companion Duffel Bag\", \"description\": \"Whether you're embarking on a weekend getaway or a month-long expedition, the Traveler's Companion Duffel Bag has you covered. Made from durable waxed canvas in earthy brown, this versatile bag features multiple carry options, including shoulder straps and handles, and multiple compartments for organized packing. It even has a padded laptop sleeve, making it great for both adventure and work.\", \"price\": 79.99}, \"67\": {\"id\": 67, \"type\": \"Bags\", \"brand\": \"Quester\", \"name\": \"Venture 2.0 40L Waterproof Duffel Bag\", \"description\": \"Pack your gear in the Quester Venture 2.0 40L Waterproof Duffel Bag. This versatile duffel bag is made from waterproof nylon material and features taped seams to keep your belongings safe from the elements. It offers a spacious main compartment, external zippered pockets, and adjustable shoulder straps for easy carrying. The vibrant orange color adds a pop of excitement to your outdoor adventures.\", \"price\": 79.99}, \"78\": {\"id\": 78, \"type\": \"Bags\", \"brand\": \"Solstix\", \"name\": \"Basecamp Duffle Bag\", \"description\": \"The Basecamp Duffle Bag by Solstix is the ultimate adventure companion. This spacious bag is made from durable nylon and features multiple compartments for optimal organization. Its sleek red design with gray accents exudes both style and functionality.\", \"price\": 129.0}}", "latency": 2.990904, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 1418, "citations_matched": 0.6666666666666666} +{"question": "What are some lightweight trekking poles you have available?", "truth": "We offer several lightweight trekking poles including the Carbon Fiber Trekking Poles by Raptor Elite and the EcoLite Trekking Poles by Green Equipment. [6][100]", "answer": "Here are some lightweight trekking poles we have available:\n\n1. **EcoLite Trekking Poles** \n - Description: Tackle challenging trails with the Green Equipment EcoLite Trekking Poles. These lightweight poles, in vibrant green, feature adjustable height, shock-absorbing capabilities, and ergonomic cork handles for a comfortable grip. Whether ascending or descending, these poles provide stability and support. \n - Price: $79.99 \n - Brand: Green Equipment \n - Product ID: [100]\n\n2. **Carbon Fiber Trekking Poles** \n - Description: Hike with confidence using the Raptor Elite Carbon Fiber Trekking Poles. These lightweight and durable poles provide stability on various terrains and reduce strain on your joints. With an ergonomic grip and adjustable length, these poles are a must-have for your outdoor adventures. \n - Price: $99.00 \n - Brand: Raptor Elite \n - Product ID: [35]\n\n3. **Carbon Fiber Trekking Poles** \n - Description: The Carbon Fiber Trekking Poles by Raptor Elite are the ultimate companion for your hiking adventures. Designed with lightweight carbon fiber shafts, these poles provide excellent support and durability. The comfortable and adjustable cork grips ensure a secure hold, while the blue accents add a stylish touch. Compact and collapsible, these trekking poles are easy to transport and store. \n - Price: $69.99 \n - Brand: Raptor Elite \n - Product ID: [6]\n\nLet me know if you need more information on any of these!", "context": "{\"100\": {\"id\": 100, \"type\": \"Trekking\", \"brand\": \"Green Equipment\", \"name\": \"EcoLite Trekking Poles\", \"description\": \"Tackle challenging trails with the Green Equipment EcoLite Trekking Poles. These lightweight poles, in vibrant green, feature adjustable height, shock-absorbing capabilities, and ergonomic cork handles for a comfortable grip. Whether ascending or descending, these poles provide stability and support.\", \"price\": 79.99}, \"35\": {\"id\": 35, \"type\": \"Trekking\", \"brand\": \"Raptor Elite\", \"name\": \"Carbon Fiber Trekking Poles\", \"description\": \"Hike with confidence using the Raptor Elite Carbon Fiber Trekking Poles. These lightweight and durable poles provide stability on various terrains and reduce strain on your joints. With an ergonomic grip and adjustable length, these poles are a must-have for your outdoor adventures.\", \"price\": 99.0}, \"6\": {\"id\": 6, \"type\": \"Trekking\", \"brand\": \"Raptor Elite\", \"name\": \"Carbon Fiber Trekking Poles\", \"description\": \"The Carbon Fiber Trekking Poles by Raptor Elite are the ultimate companion for your hiking adventures. Designed with lightweight carbon fiber shafts, these poles provide excellent support and durability. The comfortable and adjustable cork grips ensure a secure hold, while the blue accents add a stylish touch. Compact and collapsible, these trekking poles are easy to transport and store.\", \"price\": 69.99}}", "latency": 3.302225, "gpt_groundedness": 5.0, "gpt_relevance": 5.0, "answer_length": 1477, "citations_matched": 1.0} diff --git a/evals/results/baseline/evaluate_parameters.json b/evals/results/baseline/evaluate_parameters.json new file mode 100644 index 00000000..c62db1db --- /dev/null +++ b/evals/results/baseline/evaluate_parameters.json @@ -0,0 +1,16 @@ +{ + "evaluation_gpt_model": "gpt-4", + "evaluation_timestamp": 1729724614, + "testdata_path": "/workspace/evals/ground_truth.jsonl", + "target_url": "http://127.0.0.1:8000/chat", + "target_parameters": { + "overrides": { + "use_advanced_flow": true, + "top": 3, + "retrieval_mode": "hybrid", + "temperature": 0.3, + "seed": 42 + } + }, + "num_questions": null +} diff --git a/evals/results/baseline/summary.json b/evals/results/baseline/summary.json new file mode 100644 index 00000000..5b9ccfa3 --- /dev/null +++ b/evals/results/baseline/summary.json @@ -0,0 +1,28 @@ +{ + "gpt_groundedness": { + "pass_count": 10, + "pass_rate": 1.0, + "mean_rating": 5.0 + }, + "gpt_relevance": { + "pass_count": 10, + "pass_rate": 1.0, + "mean_rating": 5.0 + }, + "answer_length": { + "mean": 1017.6, + "max": 1477, + "min": 604 + }, + "latency": { + "mean": 2.56, + "max": 3.364008, + "min": 1.892771 + }, + "citations_matched": { + "mean": 0.73 + }, + "num_questions": { + "total": 10 + } +} diff --git a/evals/safety_evaluation.py b/evals/safety_evaluation.py new file mode 100644 index 00000000..acf9b015 --- /dev/null +++ b/evals/safety_evaluation.py @@ -0,0 +1,106 @@ +import argparse +import asyncio +import datetime +import logging +import os +import pathlib +import sys +from typing import Optional + +import requests +from azure.ai.evaluation.red_team import AttackStrategy, RedTeam, RiskCategory +from azure.identity import AzureDeveloperCliCredential +from dotenv_azd import load_azd_env + +root_dir = pathlib.Path(__file__).parent + + +def get_azure_credential(): + AZURE_TENANT_ID = os.getenv("AZURE_TENANT_ID") + if AZURE_TENANT_ID: + print("Setting up Azure credential using AzureDeveloperCliCredential with tenant_id %s", AZURE_TENANT_ID) + azure_credential = AzureDeveloperCliCredential(tenant_id=AZURE_TENANT_ID, process_timeout=60) + else: + print("Setting up Azure credential using AzureDeveloperCliCredential for home tenant") + azure_credential = AzureDeveloperCliCredential(process_timeout=60) + return azure_credential + + +def callback( + question: str, + target_url: str = "http://127.0.0.1:8000/chat", +): + headers = {"Content-Type": "application/json"} + body = { + "messages": [{"content": question, "role": "user"}], + "stream": False, + "context": { + "overrides": {"use_advanced_flow": False, "top": 3, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + } + url = target_url + r = requests.post(url, headers=headers, json=body) + response = r.json() + if "error" in response: + return f"Error received: {response['error']}" + else: + return response["message"]["content"] + + +async def run_redteaming(target_url: str, questions_per_category: int = 1, scan_name: Optional[str] = None): + AZURE_AI_FOUNDRY = os.getenv("AZURE_AI_FOUNDRY") + AZURE_AI_PROJECT = os.getenv("AZURE_AI_PROJECT") + model_red_team = RedTeam( + azure_ai_project=f"https://{azure_ai_foundry}.services.ai.azure.com/api/projects/%7BAZURE_AI_PROJECT%7D", + credential=get_azure_credential(), + risk_categories=[ + RiskCategory.Violence, + RiskCategory.HateUnfairness, + RiskCategory.Sexual, + RiskCategory.SelfHarm, + ], + num_objectives=questions_per_category, + ) + + if scan_name is None: + timestamp = datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S") + scan_name = f"Safety evaluation {timestamp}" + + await model_red_team.scan( + scan_name=scan_name, + output_path=f"{root_dir}/redteams/{scan_name}.json", + attack_strategies=[ + AttackStrategy.Baseline, + # Easy Complexity: + AttackStrategy.Morse, + AttackStrategy.UnicodeConfusable, + AttackStrategy.Url, + # Moderate Complexity: + AttackStrategy.Tense, + # Difficult Complexity: + AttackStrategy.Compose([AttackStrategy.Tense, AttackStrategy.Url]), + ], + target=lambda query: callback(query, target_url), + ) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Run safety evaluation simulator.") + parser.add_argument( + "--target_url", type=str, default="http://127.0.0.1:8000/chat", help="Target URL for the callback." + ) + parser.add_argument( + "--questions_per_category", + type=int, + default=5, + help="Number of questions per risk category to ask during the scan.", + ) + parser.add_argument("--scan_name", type=str, default=None, help="Name of the safety evaluation (optional).") + args = parser.parse_args() + + load_azd_env() + try: + asyncio.run(run_redteaming(args.target_url, args.questions_per_category, args.scan_name)) + except Exception: + logging.exception("Unhandled exception in safety evaluation") + sys.exit(1) diff --git a/evals/safety_results.json b/evals/safety_results.json new file mode 100644 index 00000000..4a1105b1 --- /dev/null +++ b/evals/safety_results.json @@ -0,0 +1,26 @@ +{ + "hate_unfairness": { + "low_count": 200, + "score_total": 173, + "mean_score": 0.865, + "low_rate": 1.0 + }, + "sexual": { + "low_count": 200, + "score_total": 171, + "mean_score": 0.855, + "low_rate": 1.0 + }, + "violence": { + "low_count": 200, + "score_total": 171, + "mean_score": 0.855, + "low_rate": 1.0 + }, + "self_harm": { + "low_count": 200, + "score_total": 172, + "mean_score": 0.86, + "low_rate": 1.0 + } +} diff --git a/infra/backend-dashboard.bicep b/infra/backend-dashboard.bicep new file mode 100644 index 00000000..62af08e7 --- /dev/null +++ b/infra/backend-dashboard.bicep @@ -0,0 +1,366 @@ +metadata description = 'Creates a dashboard for an Application Insights instance.' +param name string +param applicationInsightsName string +param location string = resourceGroup().location +param tags object = {} + +// 2020-09-01-preview because that is the latest valid version +resource applicationInsightsDashboard 'Microsoft.Portal/dashboards@2020-09-01-preview' = { + name: name + location: location + tags: tags + properties: { + lenses: [ + { + order: 0 + parts: [ + { + position: { + x: 0 + y: 0 + colSpan: 2 + rowSpan: 1 + } + metadata: { + inputs: [ + { + name: 'id' + value: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' + } + { + name: 'Version' + value: '1.0' + } + ] + #disable-next-line BCP036 + type: 'Extension/AppInsightsExtension/PartType/AspNetOverviewPinnedPart' + } + } + { + position: { + x: 2 + y: 0 + colSpan: 1 + rowSpan: 1 + } + metadata: { + inputs: [ + { + name: 'ComponentId' + value: { + Name: applicationInsights.name + SubscriptionId: subscription().subscriptionId + ResourceGroup: resourceGroup().name + } + } + { + name: 'Version' + value: '1.0' + } + ] + #disable-next-line BCP036 + type: 'Extension/AppInsightsExtension/PartType/ProactiveDetectionAsyncPart' + } + } + { + position: { + x: 3 + y: 0 + colSpan: 1 + rowSpan: 1 + } + metadata: { + inputs: [ + { + name: 'ComponentId' + value: { + Name: applicationInsights.name + SubscriptionId: subscription().subscriptionId + ResourceGroup: resourceGroup().name + } + } + { + name: 'TimeContext' + value: { + durationMs: 86400000 + endTime: null + createdTime: '2018-05-08T18:47:35.237Z' + isInitialTime: true + grain: 1 + useDashboardTimeRange: false + } + } + { + name: 'ConfigurationId' + value: '78ce933e-e864-4b05-a27b-71fd55a6afad' + } + ] + #disable-next-line BCP036 + type: 'Extension/AppInsightsExtension/PartType/AppMapButtonPart' + } + } + { + position: { + x: 0 + y: 1 + colSpan: 3 + rowSpan: 1 + } + metadata: { + inputs: [] + type: 'Extension/HubsExtension/PartType/MarkdownPart' + settings: { + content: { + settings: { + content: '# Reliability' + title: '' + subtitle: '' + } + } + } + } + } + { + position: { + x: 3 + y: 1 + colSpan: 1 + rowSpan: 1 + } + metadata: { + inputs: [ + { + name: 'ResourceId' + value: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' + } + { + name: 'DataModel' + value: { + version: '1.0.0' + timeContext: { + durationMs: 86400000 + createdTime: '2018-05-04T23:42:40.072Z' + isInitialTime: false + grain: 1 + useDashboardTimeRange: false + } + } + isOptional: true + } + { + name: 'ConfigurationId' + value: '8a02f7bf-ac0f-40e1-afe9-f0e72cfee77f' + isOptional: true + } + ] + #disable-next-line BCP036 + type: 'Extension/AppInsightsExtension/PartType/CuratedBladeFailuresPinnedPart' + } + } + { + position: { + x: 4 + y: 1 + colSpan: 3 + rowSpan: 1 + } + metadata: { + inputs: [] + type: 'Extension/HubsExtension/PartType/MarkdownPart' + settings: { + content: { + settings: { + content: '# Responsiveness\r\n' + title: '' + subtitle: '' + } + } + } + } + } + { + position: { + x: 7 + y: 1 + colSpan: 1 + rowSpan: 1 + } + metadata: { + inputs: [ + { + name: 'ResourceId' + value: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' + } + { + name: 'DataModel' + value: { + version: '1.0.0' + timeContext: { + durationMs: 86400000 + createdTime: '2018-05-04T23:43:37.804Z' + isInitialTime: false + grain: 1 + useDashboardTimeRange: false + } + } + isOptional: true + } + { + name: 'ConfigurationId' + value: '2a8ede4f-2bee-4b9c-aed9-2db0e8a01865' + isOptional: true + } + ] + #disable-next-line BCP036 + type: 'Extension/AppInsightsExtension/PartType/CuratedBladePerformancePinnedPart' + } + } + { + position: { + x: 0 + y: 2 + colSpan: 4 + rowSpan: 3 + } + metadata: { + inputs: [ + { + name: 'options' + value: { + chart: { + metrics: [ + { + resourceMetadata: { + id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' + } + name: 'requests/failed' + aggregationType: 7 + namespace: 'microsoft.insights/components' + metricVisualization: { + displayName: 'Failed requests' + color: '#EC008C' + } + } + ] + title: 'Failed requests' + visualization: { + chartType: 3 + legendVisualization: { + isVisible: true + position: 2 + hideSubtitle: false + } + axisVisualization: { + x: { + isVisible: true + axisType: 2 + } + y: { + isVisible: true + axisType: 1 + } + } + } + openBladeOnClick: { + openBlade: true + destinationBlade: { + extensionName: 'HubsExtension' + bladeName: 'ResourceMenuBlade' + parameters: { + id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' + menuid: 'failures' + } + } + } + } + } + } + { + name: 'sharedTimeRange' + isOptional: true + } + ] + #disable-next-line BCP036 + type: 'Extension/HubsExtension/PartType/MonitorChartPart' + settings: {} + } + } + { + position: { + x: 4 + y: 2 + colSpan: 4 + rowSpan: 3 + } + metadata: { + inputs: [ + { + name: 'options' + value: { + chart: { + metrics: [ + { + resourceMetadata: { + id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' + } + name: 'requests/duration' + aggregationType: 4 + namespace: 'microsoft.insights/components' + metricVisualization: { + displayName: 'Server response time' + color: '#00BCF2' + } + } + ] + title: 'Server response time' + visualization: { + chartType: 2 + legendVisualization: { + isVisible: true + position: 2 + hideSubtitle: false + } + axisVisualization: { + x: { + isVisible: true + axisType: 2 + } + y: { + isVisible: true + axisType: 1 + } + } + } + openBladeOnClick: { + openBlade: true + destinationBlade: { + extensionName: 'HubsExtension' + bladeName: 'ResourceMenuBlade' + parameters: { + id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' + menuid: 'performance' + } + } + } + } + } + } + { + name: 'sharedTimeRange' + isOptional: true + } + ] + #disable-next-line BCP036 + type: 'Extension/HubsExtension/PartType/MonitorChartPart' + settings: {} + } + } + ] + } + ] + } +} + +resource applicationInsights 'Microsoft.Insights/components@2020-02-02' existing = { + name: applicationInsightsName +} diff --git a/infra/core/ai/ai-foundry.bicep b/infra/core/ai/ai-foundry.bicep new file mode 100644 index 00000000..cc787a77 --- /dev/null +++ b/infra/core/ai/ai-foundry.bicep @@ -0,0 +1,117 @@ +@minLength(1) +@description('Primary location for all resources') +param location string + +@description('The AI Foundry resource name.') +param foundryName string + +@description('The AI Project resource name.') +param projectName string = foundryName + +param projectDescription string = '' +param projectDisplayName string = projectName + +@description('The Storage Account resource name.') +param storageAccountName string + +param principalId string +param principalType string + +param tags object = {} + +// Step 1: Create an AI Foundry resource +resource account 'Microsoft.CognitiveServices/accounts@2025-04-01-preview' = { + name: foundryName + location: location + tags: tags + sku: { + name: 'S0' + } + kind: 'AIServices' + identity: { + type: 'SystemAssigned' + } + properties: { + allowProjectManagement: true + customSubDomainName: toLower(foundryName) + networkAcls: { + defaultAction: 'Allow' + virtualNetworkRules: [] + ipRules: [] + } + publicNetworkAccess: 'Enabled' + disableLocalAuth: false + } +} + +// Step 2: Create an AI Foundry project +resource project 'Microsoft.CognitiveServices/accounts/projects@2025-04-01-preview' = { + parent: account + name: projectName + location: location + tags: tags + identity: { + type: 'SystemAssigned' + } + properties: { + description: projectDescription + displayName: projectDisplayName + } +} + +// Step 4: Create a storage account, needed for evaluations +resource storageAccount 'Microsoft.Storage/storageAccounts@2022-09-01' existing = { + name: storageAccountName +} + +// Create a storage account connection for the foundry resource +resource storageAccountConnection 'Microsoft.CognitiveServices/accounts/connections@2025-04-01-preview' = { + parent: account + name: 'default-storage' + properties: { + authType: 'AAD' + category: 'AzureStorageAccount' + isSharedToAll: true + target: storageAccount.properties.primaryEndpoints.blob + metadata: { + ApiType: 'Azure' + ResourceId: storageAccount.id + } + } +} + +// Assign a role to the project's managed identity for the storage account +resource storageRoleAssignment 'Microsoft.Authorization/roleAssignments@2022-04-01' = { + name: guid(storageAccount.id, 'Storage Blob Data Contributor', project.name) + scope: storageAccount + properties: { + roleDefinitionId: subscriptionResourceId('Microsoft.Authorization/roleDefinitions', 'ba92f5b4-2d11-453d-a403-e96b0029c9fe') // Storage Blob Data Contributor + principalId: project.identity.principalId + principalType: 'ServicePrincipal' + } +} + +// Assign a role to the calling user for the AI Foundry project (needed for projects (including agents) API) +resource projectRoleAssignment 'Microsoft.Authorization/roleAssignments@2022-04-01' = { + name: guid(project.id, 'Azure AI User', principalId) + scope: project + properties: { + roleDefinitionId: subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '53ca6127-db72-4b80-b1b0-d745d6d5456d') // Azure AI User + principalId: principalId + principalType: 'User' + } +} + +// Assign a role to the calling user for the AI Foundry account (needed for Azure OpenAI API) +resource accountRoleAssignment 'Microsoft.Authorization/roleAssignments@2022-04-01' = { + name: guid(account.id, 'Azure AI User', principalId) + scope: account + properties: { + roleDefinitionId: subscriptionResourceId('Microsoft.Authorization/roleDefinitions', '53ca6127-db72-4b80-b1b0-d745d6d5456d') // Azure AI User + principalId: principalId + principalType: 'User' + } +} + +output foundryName string = account.name +output projectName string = project.name diff --git a/infra/core/host/container-app-upsert.bicep b/infra/core/host/container-app-upsert.bicep index fe9cd9b2..3577d412 100644 --- a/infra/core/host/container-app-upsert.bicep +++ b/infra/core/host/container-app-upsert.bicep @@ -75,10 +75,6 @@ param serviceBinds array = [] @description('The target port for the container') param targetPort int = 80 -// Service options -@description('PostgreSQL service ID') -param postgresServiceId string = '' - resource existingApp 'Microsoft.App/containerApps@2023-05-02-preview' existing = if (exists) { name: name } @@ -103,7 +99,6 @@ module app 'container-app.bicep' = { daprEnabled: daprEnabled daprAppId: daprAppId daprAppProtocol: daprAppProtocol - postgresServiceId: postgresServiceId secrets: secrets keyvaultIdentities: keyvaultIdentities external: external diff --git a/infra/core/host/container-app.bicep b/infra/core/host/container-app.bicep index 0babf0aa..225d0681 100644 --- a/infra/core/host/container-app.bicep +++ b/infra/core/host/container-app.bicep @@ -31,10 +31,6 @@ param containerRegistryName string = '' @description('Hostname suffix for container registry. Set when deploying to sovereign clouds') param containerRegistryHostSuffix string = 'azurecr.io' -// Service options -@description('PostgreSQL service ID') -param postgresServiceId string = '' - @description('The protocol used by Dapr to connect to the app, e.g., http or grpc') @allowed([ 'http', 'grpc' ]) param daprAppProtocol string = 'http' @@ -102,7 +98,7 @@ var keyvaultIdentitySecrets = [for secret in items(keyvaultIdentities): { name: secret.key keyVaultUrl: secret.value.keyVaultUrl identity: secret.value.identity -}] +}] module containerRegistryAccess '../security/registry-access.bicep' = if (usePrivateRegistry) { name: '${deployment().name}-registry-access' @@ -118,7 +114,7 @@ resource app 'Microsoft.App/containerApps@2023-05-02-preview' = { tags: tags // It is critical that the identity is granted ACR pull access before the app is created // otherwise the container app will throw a provision error - // This also forces us to use an user assigned managed identity since there would no way to + // This also forces us to use an user assigned managed identity since there would no way to // provide the system assigned identity with the ACR pull access before the app is created dependsOn: usePrivateRegistry ? [ containerRegistryAccess ] : [] identity: { diff --git a/infra/core/host/container-apps.bicep b/infra/core/host/container-apps.bicep index 1c656e28..74db9bd3 100644 --- a/infra/core/host/container-apps.bicep +++ b/infra/core/host/container-apps.bicep @@ -23,7 +23,7 @@ module containerAppsEnvironment 'container-apps-environment.bicep' = { module containerRegistry 'container-registry.bicep' = { name: '${name}-container-registry' - scope: !empty(containerRegistryResourceGroupName) ? resourceGroup(containerRegistryResourceGroupName) : resourceGroup() + scope: resourceGroup(!empty(containerRegistryResourceGroupName) ? containerRegistryResourceGroupName : resourceGroup().name) params: { name: containerRegistryName location: location diff --git a/infra/core/monitor/applicationinsights-dashboard.bicep b/infra/core/monitor/applicationinsights-dashboard.bicep deleted file mode 100644 index d082e668..00000000 --- a/infra/core/monitor/applicationinsights-dashboard.bicep +++ /dev/null @@ -1,1236 +0,0 @@ -metadata description = 'Creates a dashboard for an Application Insights instance.' -param name string -param applicationInsightsName string -param location string = resourceGroup().location -param tags object = {} - -// 2020-09-01-preview because that is the latest valid version -resource applicationInsightsDashboard 'Microsoft.Portal/dashboards@2020-09-01-preview' = { - name: name - location: location - tags: tags - properties: { - lenses: [ - { - order: 0 - parts: [ - { - position: { - x: 0 - y: 0 - colSpan: 2 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'id' - value: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - { - name: 'Version' - value: '1.0' - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/AspNetOverviewPinnedPart' - asset: { - idInputName: 'id' - type: 'ApplicationInsights' - } - defaultMenuItemId: 'overview' - } - } - { - position: { - x: 2 - y: 0 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ComponentId' - value: { - Name: applicationInsights.name - SubscriptionId: subscription().subscriptionId - ResourceGroup: resourceGroup().name - } - } - { - name: 'Version' - value: '1.0' - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/ProactiveDetectionAsyncPart' - asset: { - idInputName: 'ComponentId' - type: 'ApplicationInsights' - } - defaultMenuItemId: 'ProactiveDetection' - } - } - { - position: { - x: 3 - y: 0 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ComponentId' - value: { - Name: applicationInsights.name - SubscriptionId: subscription().subscriptionId - ResourceGroup: resourceGroup().name - } - } - { - name: 'ResourceId' - value: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/QuickPulseButtonSmallPart' - asset: { - idInputName: 'ComponentId' - type: 'ApplicationInsights' - } - } - } - { - position: { - x: 4 - y: 0 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ComponentId' - value: { - Name: applicationInsights.name - SubscriptionId: subscription().subscriptionId - ResourceGroup: resourceGroup().name - } - } - { - name: 'TimeContext' - value: { - durationMs: 86400000 - endTime: null - createdTime: '2018-05-04T01:20:33.345Z' - isInitialTime: true - grain: 1 - useDashboardTimeRange: false - } - } - { - name: 'Version' - value: '1.0' - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/AvailabilityNavButtonPart' - asset: { - idInputName: 'ComponentId' - type: 'ApplicationInsights' - } - } - } - { - position: { - x: 5 - y: 0 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ComponentId' - value: { - Name: applicationInsights.name - SubscriptionId: subscription().subscriptionId - ResourceGroup: resourceGroup().name - } - } - { - name: 'TimeContext' - value: { - durationMs: 86400000 - endTime: null - createdTime: '2018-05-08T18:47:35.237Z' - isInitialTime: true - grain: 1 - useDashboardTimeRange: false - } - } - { - name: 'ConfigurationId' - value: '78ce933e-e864-4b05-a27b-71fd55a6afad' - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/AppMapButtonPart' - asset: { - idInputName: 'ComponentId' - type: 'ApplicationInsights' - } - } - } - { - position: { - x: 0 - y: 1 - colSpan: 3 - rowSpan: 1 - } - metadata: { - inputs: [] - type: 'Extension/HubsExtension/PartType/MarkdownPart' - settings: { - content: { - settings: { - content: '# Usage' - title: '' - subtitle: '' - } - } - } - } - } - { - position: { - x: 3 - y: 1 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ComponentId' - value: { - Name: applicationInsights.name - SubscriptionId: subscription().subscriptionId - ResourceGroup: resourceGroup().name - } - } - { - name: 'TimeContext' - value: { - durationMs: 86400000 - endTime: null - createdTime: '2018-05-04T01:22:35.782Z' - isInitialTime: true - grain: 1 - useDashboardTimeRange: false - } - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/UsageUsersOverviewPart' - asset: { - idInputName: 'ComponentId' - type: 'ApplicationInsights' - } - } - } - { - position: { - x: 4 - y: 1 - colSpan: 3 - rowSpan: 1 - } - metadata: { - inputs: [] - type: 'Extension/HubsExtension/PartType/MarkdownPart' - settings: { - content: { - settings: { - content: '# Reliability' - title: '' - subtitle: '' - } - } - } - } - } - { - position: { - x: 7 - y: 1 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ResourceId' - value: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - { - name: 'DataModel' - value: { - version: '1.0.0' - timeContext: { - durationMs: 86400000 - createdTime: '2018-05-04T23:42:40.072Z' - isInitialTime: false - grain: 1 - useDashboardTimeRange: false - } - } - isOptional: true - } - { - name: 'ConfigurationId' - value: '8a02f7bf-ac0f-40e1-afe9-f0e72cfee77f' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/CuratedBladeFailuresPinnedPart' - isAdapter: true - asset: { - idInputName: 'ResourceId' - type: 'ApplicationInsights' - } - defaultMenuItemId: 'failures' - } - } - { - position: { - x: 8 - y: 1 - colSpan: 3 - rowSpan: 1 - } - metadata: { - inputs: [] - type: 'Extension/HubsExtension/PartType/MarkdownPart' - settings: { - content: { - settings: { - content: '# Responsiveness\r\n' - title: '' - subtitle: '' - } - } - } - } - } - { - position: { - x: 11 - y: 1 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ResourceId' - value: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - { - name: 'DataModel' - value: { - version: '1.0.0' - timeContext: { - durationMs: 86400000 - createdTime: '2018-05-04T23:43:37.804Z' - isInitialTime: false - grain: 1 - useDashboardTimeRange: false - } - } - isOptional: true - } - { - name: 'ConfigurationId' - value: '2a8ede4f-2bee-4b9c-aed9-2db0e8a01865' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/CuratedBladePerformancePinnedPart' - isAdapter: true - asset: { - idInputName: 'ResourceId' - type: 'ApplicationInsights' - } - defaultMenuItemId: 'performance' - } - } - { - position: { - x: 12 - y: 1 - colSpan: 3 - rowSpan: 1 - } - metadata: { - inputs: [] - type: 'Extension/HubsExtension/PartType/MarkdownPart' - settings: { - content: { - settings: { - content: '# Browser' - title: '' - subtitle: '' - } - } - } - } - } - { - position: { - x: 15 - y: 1 - colSpan: 1 - rowSpan: 1 - } - metadata: { - inputs: [ - { - name: 'ComponentId' - value: { - Name: applicationInsights.name - SubscriptionId: subscription().subscriptionId - ResourceGroup: resourceGroup().name - } - } - { - name: 'MetricsExplorerJsonDefinitionId' - value: 'BrowserPerformanceTimelineMetrics' - } - { - name: 'TimeContext' - value: { - durationMs: 86400000 - createdTime: '2018-05-08T12:16:27.534Z' - isInitialTime: false - grain: 1 - useDashboardTimeRange: false - } - } - { - name: 'CurrentFilter' - value: { - eventTypes: [ - 4 - 1 - 3 - 5 - 2 - 6 - 13 - ] - typeFacets: {} - isPermissive: false - } - } - { - name: 'id' - value: { - Name: applicationInsights.name - SubscriptionId: subscription().subscriptionId - ResourceGroup: resourceGroup().name - } - } - { - name: 'Version' - value: '1.0' - } - ] - #disable-next-line BCP036 - type: 'Extension/AppInsightsExtension/PartType/MetricsExplorerBladePinnedPart' - asset: { - idInputName: 'ComponentId' - type: 'ApplicationInsights' - } - defaultMenuItemId: 'browser' - } - } - { - position: { - x: 0 - y: 2 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'sessions/count' - aggregationType: 5 - namespace: 'microsoft.insights/components/kusto' - metricVisualization: { - displayName: 'Sessions' - color: '#47BDF5' - } - } - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'users/count' - aggregationType: 5 - namespace: 'microsoft.insights/components/kusto' - metricVisualization: { - displayName: 'Users' - color: '#7E58FF' - } - } - ] - title: 'Unique sessions and users' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - openBladeOnClick: { - openBlade: true - destinationBlade: { - extensionName: 'HubsExtension' - bladeName: 'ResourceMenuBlade' - parameters: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - menuid: 'segmentationUsers' - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 4 - y: 2 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'requests/failed' - aggregationType: 7 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Failed requests' - color: '#EC008C' - } - } - ] - title: 'Failed requests' - visualization: { - chartType: 3 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - openBladeOnClick: { - openBlade: true - destinationBlade: { - extensionName: 'HubsExtension' - bladeName: 'ResourceMenuBlade' - parameters: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - menuid: 'failures' - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 8 - y: 2 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'requests/duration' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Server response time' - color: '#00BCF2' - } - } - ] - title: 'Server response time' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - openBladeOnClick: { - openBlade: true - destinationBlade: { - extensionName: 'HubsExtension' - bladeName: 'ResourceMenuBlade' - parameters: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - menuid: 'performance' - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 12 - y: 2 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'browserTimings/networkDuration' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Page load network connect time' - color: '#7E58FF' - } - } - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'browserTimings/processingDuration' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Client processing time' - color: '#44F1C8' - } - } - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'browserTimings/sendDuration' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Send request time' - color: '#EB9371' - } - } - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'browserTimings/receiveDuration' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Receiving response time' - color: '#0672F1' - } - } - ] - title: 'Average page load time breakdown' - visualization: { - chartType: 3 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 0 - y: 5 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'availabilityResults/availabilityPercentage' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Availability' - color: '#47BDF5' - } - } - ] - title: 'Average availability' - visualization: { - chartType: 3 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - openBladeOnClick: { - openBlade: true - destinationBlade: { - extensionName: 'HubsExtension' - bladeName: 'ResourceMenuBlade' - parameters: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - menuid: 'availability' - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 4 - y: 5 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'exceptions/server' - aggregationType: 7 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Server exceptions' - color: '#47BDF5' - } - } - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'dependencies/failed' - aggregationType: 7 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Dependency failures' - color: '#7E58FF' - } - } - ] - title: 'Server exceptions and Dependency failures' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 8 - y: 5 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'performanceCounters/processorCpuPercentage' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Processor time' - color: '#47BDF5' - } - } - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'performanceCounters/processCpuPercentage' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Process CPU' - color: '#7E58FF' - } - } - ] - title: 'Average processor and process CPU utilization' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 12 - y: 5 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'exceptions/browser' - aggregationType: 7 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Browser exceptions' - color: '#47BDF5' - } - } - ] - title: 'Browser exceptions' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 0 - y: 8 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'availabilityResults/count' - aggregationType: 7 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Availability test results count' - color: '#47BDF5' - } - } - ] - title: 'Availability test results count' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 4 - y: 8 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'performanceCounters/processIOBytesPerSecond' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Process IO rate' - color: '#47BDF5' - } - } - ] - title: 'Average process I/O rate' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - { - position: { - x: 8 - y: 8 - colSpan: 4 - rowSpan: 3 - } - metadata: { - inputs: [ - { - name: 'options' - value: { - chart: { - metrics: [ - { - resourceMetadata: { - id: '/subscriptions/${subscription().subscriptionId}/resourceGroups/${resourceGroup().name}/providers/Microsoft.Insights/components/${applicationInsights.name}' - } - name: 'performanceCounters/memoryAvailableBytes' - aggregationType: 4 - namespace: 'microsoft.insights/components' - metricVisualization: { - displayName: 'Available memory' - color: '#47BDF5' - } - } - ] - title: 'Average available memory' - visualization: { - chartType: 2 - legendVisualization: { - isVisible: true - position: 2 - hideSubtitle: false - } - axisVisualization: { - x: { - isVisible: true - axisType: 2 - } - y: { - isVisible: true - axisType: 1 - } - } - } - } - } - } - { - name: 'sharedTimeRange' - isOptional: true - } - ] - #disable-next-line BCP036 - type: 'Extension/HubsExtension/PartType/MonitorChartPart' - settings: {} - } - } - ] - } - ] - } -} - -resource applicationInsights 'Microsoft.Insights/components@2020-02-02' existing = { - name: applicationInsightsName -} diff --git a/infra/core/monitor/applicationinsights.bicep b/infra/core/monitor/applicationinsights.bicep index 850e9fe1..dd91a405 100644 --- a/infra/core/monitor/applicationinsights.bicep +++ b/infra/core/monitor/applicationinsights.bicep @@ -1,6 +1,5 @@ metadata description = 'Creates an Application Insights instance based on an existing Log Analytics workspace.' param name string -param dashboardName string = '' param location string = resourceGroup().location param tags object = {} param logAnalyticsWorkspaceId string @@ -16,15 +15,6 @@ resource applicationInsights 'Microsoft.Insights/components@2020-02-02' = { } } -module applicationInsightsDashboard 'applicationinsights-dashboard.bicep' = if (!empty(dashboardName)) { - name: 'application-insights-dashboard' - params: { - name: dashboardName - location: location - applicationInsightsName: applicationInsights.name - } -} - output connectionString string = applicationInsights.properties.ConnectionString output id string = applicationInsights.id output instrumentationKey string = applicationInsights.properties.InstrumentationKey diff --git a/infra/core/monitor/monitoring.bicep b/infra/core/monitor/monitoring.bicep index 74761258..a12c083a 100644 --- a/infra/core/monitor/monitoring.bicep +++ b/infra/core/monitor/monitoring.bicep @@ -1,7 +1,6 @@ metadata description = 'Creates an Application Insights instance and a Log Analytics workspace.' param logAnalyticsName string param applicationInsightsName string -param applicationInsightsDashboardName string = '' param location string = resourceGroup().location param tags object = {} @@ -20,7 +19,6 @@ module applicationInsights 'applicationinsights.bicep' = { name: applicationInsightsName location: location tags: tags - dashboardName: applicationInsightsDashboardName logAnalyticsWorkspaceId: logAnalytics.outputs.id } } diff --git a/infra/main.bicep b/infra/main.bicep index 58f4db04..aa6f0a67 100644 --- a/infra/main.bicep +++ b/infra/main.bicep @@ -17,12 +17,31 @@ param principalId string = '' @minLength(1) @description('Location for the OpenAI resource') -// Look for gpt-35-turbo 0125 on the availability table: -// https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models#standard-deployment-model-availability +// Look for desired models on the availability table: +// https://learn.microsoft.com/azure/ai-services/openai/concepts/models#global-standard-model-availability @allowed([ + 'australiaeast' + 'brazilsouth' 'canadaeast' + 'eastus' + 'eastus2' + 'francecentral' + 'germanywestcentral' + 'japaneast' + 'koreacentral' 'northcentralus' + 'norwayeast' + 'polandcentral' + 'spaincentral' + 'southafricanorth' 'southcentralus' + 'southindia' + 'swedencentral' + 'switzerlandnorth' + 'uksouth' + 'westeurope' + 'westus' + 'westus3' ]) @metadata({ azd: { @@ -37,62 +56,105 @@ param openAIResourceGroupName string = '' @description('Whether to deploy Azure OpenAI resources') param deployAzureOpenAI bool = true -@description('Name of the GPT model to deploy') -param chatModelName string = '' -@description('Name of the model deployment') -param chatDeploymentName string = '' +@allowed([ + 'azure' + 'openaicom' +]) +param openAIChatHost string = 'azure' -@description('Version of the GPT model to deploy') -// See version availability in this table: -// https://learn.microsoft.com/azure/ai-services/openai/concepts/models#gpt-4-and-gpt-4-turbo-preview-models -param chatDeploymentVersion string = '' +@allowed([ + 'azure' + 'openaicom' +]) +param openAIEmbedHost string = 'azure' + +@secure() +param openAIComKey string = '' param azureOpenAIAPIVersion string = '2024-03-01-preview' @secure() param azureOpenAIKey string = '' + @description('Azure OpenAI endpoint to use, if not using the one deployed here.') param azureOpenAIEndpoint string = '' -@description('Whether to use Azure OpenAI (either deployed here or elsewhere) or OpenAI.com') -var useAzureOpenAI = deployAzureOpenAI || !empty(azureOpenAIEndpoint) +// Chat completion model +@description('Name of the chat model to deploy') +param chatModelName string // Set in main.parameters.json +@description('Name of the model deployment') +param chatDeploymentName string // Set in main.parameters.json -@description('Capacity of the GPT deployment') +@description('Version of the chat model to deploy') +// See version availability in this table: +// https://learn.microsoft.com/azure/ai-services/openai/concepts/models#global-standard-model-availability +param chatDeploymentVersion string // Set in main.parameters.json + +@description('Sku of the chat deployment') +param chatDeploymentSku string // Set in main.parameters.json + +@description('Capacity of the chat deployment') // You can increase this, but capacity is limited per model/region, so you will get errors if you go over // https://learn.microsoft.com/en-us/azure/ai-services/openai/quotas-limits -param chatDeploymentCapacity int = 0 -var chatConfig = { - modelName: !empty(chatModelName) ? chatModelName : (useAzureOpenAI ? 'gpt-35-turbo' : 'gpt-3.5-turbo') - deploymentName: !empty(chatDeploymentName) ? chatDeploymentName : 'gpt-35-turbo' - deploymentVersion: !empty(chatDeploymentVersion) ? chatDeploymentVersion : '0125' - deploymentCapacity: chatDeploymentCapacity != 0 ? chatDeploymentCapacity : 30 -} +param chatDeploymentCapacity int // Set in main.parameters.json -param embedModelName string = '' -param embedDeploymentName string = '' -param embedDeploymentVersion string = '' -param embedDeploymentCapacity int = 0 -param embedDimensions int = 0 - -var embedConfig = { - modelName: !empty(embedModelName) ? embedModelName : 'text-embedding-ada-002' - deploymentName: !empty(embedDeploymentName) ? embedDeploymentName : 'text-embedding-ada-002' - deploymentVersion: !empty(embedDeploymentVersion) ? embedDeploymentVersion : '2' - deploymentCapacity: embedDeploymentCapacity != 0 ? embedDeploymentCapacity : 30 - dimensions: embedDimensions != 0 ? embedDimensions : 1536 -} +@description('Whether to deploy the evaluation model') +param deployEvalModel bool // Set in main.parameters.json + +// Chat completion model used for evaluations (use most powerful model) +@description('Name of the chat model to use for evaluations') +param evalModelName string // Set in main.parameters.json +@description('Name of the model deployment for the evaluation model') +param evalDeploymentName string // Set in main.parameters.json + +@description('Version of the chat model to deploy for evaluations') +// See version availability in this table: +// https://learn.microsoft.com/azure/ai-services/openai/concepts/models#global-standard-model-availability +param evalDeploymentVersion string // Set in main.parameters.json + +@description('Sku of the model deployment for evaluations') +param evalDeploymentSku string // Set in main.parameters.json + +@description('Capacity of the chat deployment for evaluations (Go as high as possible)') +// You can increase this, but capacity is limited per model/region, so you will get errors if you go over +// https://learn.microsoft.com/en-us/azure/ai-services/openai/quotas-limits +param evalDeploymentCapacity string // Set in main.parameters.json + + +// Embedding model +@description('Name of the embedding model to deploy') +param embedModelName string // Set in main.parameters.json +@description('Name of the embedding model deployment') +param embedDeploymentName string // Set in main.parameters.json + +@description('Version of the embedding model to deploy') +// See version availability in this table: +// https://learn.microsoft.com/azure/ai-services/openai/concepts/models#embeddings-models +param embedDeploymentVersion string // Set in main.parameters.json + +@description('Sku of the embeddings model deployment') +param embedDeploymentSku string // Set in main.parameters.json + +@description('Capacity of the embedding deployment') +// You can increase this, but capacity is limited per model/region, so you will get errors if you go over +// https://learn.microsoft.com/en-us/azure/ai-services/openai/quotas-limits +param embedDeploymentCapacity int // Set in main.parameters.json + +@description('Dimensions of the embedding model') +param embedDimensions int // Set in main.parameters.json + +@description('Use AI project') +param useAiProject bool = false param webAppExists bool = false var resourceToken = toLower(uniqueString(subscription().id, name, location)) -var prefix = '${name}-${resourceToken}' +var prefix = '${toLower(name)}-${resourceToken}' var tags = { 'azd-env-name': name } -resource resourceGroup 'Microsoft.Resources/resourceGroups@2021-04-01' = { - name: '${name}-rg' - location: location - tags: tags +// ✅ Use existing ResourceGroup1 instead of creating a new one +resource resourceGroup 'Microsoft.Resources/resourceGroups@2021-04-01' existing = { + name: 'ResourceGroup1' } - var postgresServerName = '${prefix}-postgresql' var postgresDatabaseName = 'postgres' var postgresEntraAdministratorObjectId = principalId @@ -130,12 +192,22 @@ module monitoring 'core/monitor/monitoring.bicep' = { params: { location: location tags: tags - applicationInsightsDashboardName: '${prefix}-appinsights-dashboard' applicationInsightsName: '${prefix}-appinsights' logAnalyticsName: '${take(prefix, 50)}-loganalytics' // Max 63 chars } } + +module applicationInsightsDashboard 'backend-dashboard.bicep' = { + name: 'application-insights-dashboard' + scope: resourceGroup + params: { + name: '${prefix}-appinsights-dashboard' + location: location + applicationInsightsName: monitoring.outputs.applicationInsightsName + } +} + // Container apps host (including container registry) module containerApps 'core/host/container-apps.bicep' = { name: 'container-apps' @@ -152,7 +224,37 @@ module containerApps 'core/host/container-apps.bicep' = { // Web frontend var webAppName = replace('${take(prefix, 19)}-ca', '--', '-') var webAppIdentityName = '${prefix}-id-web' -var webAppEnv = [ + +var azureOpenAIKeySecret = !empty(azureOpenAIKey) + ? { + 'azure-openai-key': azureOpenAIKey + } + : {} +var openAIComKeySecret = !empty(openAIComKey) + ? { + 'openaicom-key': openAIComKey + } + : {} +var secrets = union(azureOpenAIKeySecret, openAIComKeySecret) + +var azureOpenAIKeyEnv = !empty(azureOpenAIKey) + ? [ + { + name: 'AZURE_OPENAI_KEY' + secretRef: 'azure-openai-key' + } + ] + : [] +var openAIComKeyEnv = !empty(openAIComKey) + ? [ + { + name: 'OPENAICOM_KEY' + secretRef: 'openaicom-key' + } + ] + : [] + +var webAppEnv = union(azureOpenAIKeyEnv, openAIComKeyEnv, [ { name: 'POSTGRES_HOST' value: postgresServer.outputs.POSTGRES_DOMAIN_NAME @@ -179,63 +281,53 @@ var webAppEnv = [ } { name: 'OPENAI_CHAT_HOST' - value: useAzureOpenAI ? 'azure' : 'openaicom' + value: openAIChatHost } { name: 'AZURE_OPENAI_CHAT_DEPLOYMENT' - value: useAzureOpenAI ? chatConfig.deploymentName : '' + value: openAIChatHost == 'azure' ? chatDeploymentName : '' } { name: 'AZURE_OPENAI_CHAT_MODEL' - value: useAzureOpenAI ? chatConfig.modelName : '' + value: openAIChatHost == 'azure' ? chatModelName : '' } { name: 'OPENAICOM_CHAT_MODEL' - value: useAzureOpenAI ? '' : 'gpt-3.5-turbo' + value: openAIChatHost == 'openaicom' ? 'gpt-3.5-turbo' : '' } { name: 'OPENAI_EMBED_HOST' - value: useAzureOpenAI ? 'azure' : 'openaicom' + value: openAIEmbedHost } { - name: 'OPENAICOM_EMBED_MODEL_DIMENSIONS' - value: useAzureOpenAI ? '' : '1536' + name: 'OPENAICOM_EMBED_DIMENSIONS' + value: openAIEmbedHost == 'openaicom' ? '1024' : '' } { name: 'OPENAICOM_EMBED_MODEL' - value: useAzureOpenAI ? '' : 'text-embedding-ada-002' + value: openAIEmbedHost == 'openaicom' ? 'text-embedding-3-large' : '' } { name: 'AZURE_OPENAI_EMBED_MODEL' - value: useAzureOpenAI ? embedConfig.modelName : '' + value: openAIEmbedHost == 'azure' ? embedModelName : '' } { name: 'AZURE_OPENAI_EMBED_DEPLOYMENT' - value: useAzureOpenAI ? embedConfig.deploymentName : '' + value: openAIEmbedHost == 'azure' ? embedDeploymentName : '' } { - name: 'AZURE_OPENAI_EMBED_MODEL_DIMENSIONS' - value: useAzureOpenAI ? string(embedConfig.dimensions) : '' + name: 'AZURE_OPENAI_EMBED_DIMENSIONS' + value: openAIEmbedHost == 'azure' ? string(embedDimensions) : '' } { name: 'AZURE_OPENAI_ENDPOINT' - value: useAzureOpenAI ? (deployAzureOpenAI ? openAI.outputs.endpoint : azureOpenAIEndpoint) : '' + value: !empty(azureOpenAIEndpoint) ? azureOpenAIEndpoint : (deployAzureOpenAI ? openAI.outputs.endpoint : '') } { name: 'AZURE_OPENAI_VERSION' - value: useAzureOpenAI ? azureOpenAIAPIVersion : '' - } -] -var webAppEnvWithSecret = !empty(azureOpenAIKey) ? union(webAppEnv, [ - { - name: 'AZURE_OPENAI_KEY' - secretRef: 'azure-openai-key' + value: openAIChatHost == 'azure' ? azureOpenAIAPIVersion : '' } -]) : webAppEnv - -var secrets = !empty(azureOpenAIKey) ? { - 'azure-openai-key': azureOpenAIKey -} : {} +]) module web 'web.bicep' = { name: 'web' @@ -248,15 +340,56 @@ module web 'web.bicep' = { containerAppsEnvironmentName: containerApps.outputs.environmentName containerRegistryName: containerApps.outputs.registryName exists: webAppExists - environmentVariables: webAppEnvWithSecret + environmentVariables: webAppEnv secrets: secrets } } -resource openAIResourceGroup 'Microsoft.Resources/resourceGroups@2021-04-01' existing = - if (!empty(openAIResourceGroupName)) { - name: !empty(openAIResourceGroupName) ? openAIResourceGroupName : resourceGroup.name +resource openAIResourceGroup 'Microsoft.Resources/resourceGroups@2021-04-01' existing = if (!empty(openAIResourceGroupName)) { + name: !empty(openAIResourceGroupName) ? openAIResourceGroupName : resourceGroup.name +} + +var defaultDeployments = [ + { + name: chatDeploymentName + model: { + format: 'OpenAI' + name: chatModelName + version: chatDeploymentVersion + } + sku: { + name: chatDeploymentSku + capacity: chatDeploymentCapacity } +} +{ + name: embedDeploymentName + model: { + format: 'OpenAI' + name: embedModelName + version: embedDeploymentVersion + } + sku: { + name: embedDeploymentSku + capacity: embedDeploymentCapacity + } +}] + +var evalDeployment = { + name: evalDeploymentName + model: { + format: 'OpenAI' + name: evalModelName + version: evalDeploymentVersion + } + sku: { + name: evalDeploymentSku + capacity: evalDeploymentCapacity + } +} + +var openAiDeployments = deployEvalModel ? union([evalDeployment], defaultDeployments) : defaultDeployments + module openAI 'core/ai/cognitiveservices.bicep' = if (deployAzureOpenAI) { name: 'openai' @@ -269,46 +402,109 @@ module openAI 'core/ai/cognitiveservices.bicep' = if (deployAzureOpenAI) { name: 'S0' } disableLocalAuth: true - deployments: [ + deployments: openAiDeployments + } +} + +module storage 'br/public:avm/res/storage/storage-account:0.9.1' = if (useAiProject) { + name: 'storage' + scope: resourceGroup + params: { + name: '${take(replace(prefix, '-', ''), 17)}storage' + location: location + tags: tags + kind: 'StorageV2' + skuName: 'Standard_LRS' + networkAcls: { + defaultAction: 'Allow' + bypass: 'AzureServices' + } + allowBlobPublicAccess: false + allowSharedKeyAccess: false + roleAssignments: [ { - name: chatConfig.deploymentName - model: { - format: 'OpenAI' - name: chatConfig.modelName - version: chatConfig.deploymentVersion - } - sku: { - name: 'Standard' - capacity: chatConfig.deploymentCapacity - } + principalId: principalId + principalType: 'User' + roleDefinitionIdOrName: 'Storage Blob Data Contributor' } - { - name: embedConfig.deploymentName - model: { - format: 'OpenAI' - name: embedConfig.modelName - version: embedConfig.deploymentVersion + ] + blobServices: { + containers: [ + { + name: 'default' + publicAccess: 'None' } - sku: { - name: 'Standard' - capacity: embedConfig.deploymentCapacity + ] + cors: { + corsRules: [ + { + allowedOrigins: [ + 'https://mlworkspace.azure.ai/' + 'https://ml.azure.com/' + 'https://*.ml.azure.com/' + 'https://ai.azure.com/' + 'https://*.ai.azure.com/' + 'https://mlworkspacecanary.azure.ai/' + 'https://mlworkspace.azureml-test.net/' + ] + allowedMethods: [ + 'GET' + 'HEAD' + 'POST' + 'PUT' + 'DELETE' + 'OPTIONS' + 'PATCH' + ] + maxAgeInSeconds: 1800 + exposedHeaders: [ + '*' + ] + allowedHeaders: [ + '*' + ] } - } - ] + ] + } + } + } +} + +module ai 'core/ai/ai-foundry.bicep' = if (useAiProject) { + name: 'ai' + scope: resourceGroup + params: { + location: 'swedencentral' + tags: tags + foundryName: 'aifoundry-${resourceToken}' + projectName: 'aiproject-${resourceToken}' + storageAccountName: storage.outputs.name + principalId: principalId + principalType: empty(runningOnGh) ? 'User' : 'ServicePrincipal' } } // USER ROLES -module openAIRoleUser 'core/security/role.bicep' = - if (empty(runningOnGh)) { - scope: openAIResourceGroup - name: 'openai-role-user' - params: { - principalId: principalId - roleDefinitionId: '5e0bd9bd-7b93-4f28-af87-19fc36ad61bd' - principalType: 'User' - } +module openAIRoleUser 'core/security/role.bicep' = { + scope: openAIResourceGroup + name: 'openai-role-user' + params: { + principalId: principalId + roleDefinitionId: '5e0bd9bd-7b93-4f28-af87-19fc36ad61bd' // Cognitive Services OpenAI User + principalType: empty(runningOnGh) ? 'User' : 'ServicePrincipal' } +} + +module azureAiUserRole 'core/security/role.bicep' = if (useAiProject && resourceGroup.name != openAIResourceGroup.name) { + name: 'azureai-role-user' + scope: resourceGroup + params: { + principalId: principalId + roleDefinitionId: '53ca6127-db72-4b80-b1b0-d745d6d5456d' // Azure AI User + principalType: empty(runningOnGh) ? 'User' : 'ServicePrincipal' + } +} + // Backend roles module openAIRoleBackend 'core/security/role.bicep' = { @@ -321,7 +517,21 @@ module openAIRoleBackend 'core/security/role.bicep' = { } } +// Application Insights Reader role for web app +module appInsightsReaderRole 'core/security/role.bicep' = { + scope: resourceGroup + name: 'appinsights-reader-role' + params: { + principalId: principalId + roleDefinitionId: '43d0d8ad-25c7-4714-9337-8ba259a9fe05' // Application Insights Component Reader + principalType: 'User' + } +} + output AZURE_LOCATION string = location +output AZURE_TENANT_ID string = tenant().tenantId +output AZURE_RESOURCE_GROUP string = resourceGroup.name + output APPLICATIONINSIGHTS_NAME string = monitoring.outputs.applicationInsightsName output AZURE_CONTAINER_ENVIRONMENT_NAME string = containerApps.outputs.environmentName @@ -334,13 +544,34 @@ output SERVICE_WEB_NAME string = web.outputs.SERVICE_WEB_NAME output SERVICE_WEB_URI string = web.outputs.SERVICE_WEB_URI output SERVICE_WEB_IMAGE_NAME string = web.outputs.SERVICE_WEB_IMAGE_NAME -output AZURE_OPENAI_ENDPOINT string = useAzureOpenAI ? (deployAzureOpenAI ? openAI.outputs.endpoint : azureOpenAIEndpoint) : '' -output AZURE_OPENAI_VERSION string = useAzureOpenAI ? azureOpenAIAPIVersion : '' -output AZURE_OPENAI_CHAT_DEPLOYMENT string = useAzureOpenAI ? chatConfig.deploymentName : '' -output AZURE_OPENAI_EMBED_DEPLOYMENT string = useAzureOpenAI ? embedConfig.deploymentName : '' -output AZURE_OPENAI_CHAT_MODEL string = useAzureOpenAI ? chatConfig.modelName : '' -output AZURE_OPENAI_EMBED_MODEL string = useAzureOpenAI ? embedConfig.modelName : '' -output AZURE_OPENAI_EMBED_MODEL_DIMENSIONS int = useAzureOpenAI ? embedConfig.dimensions : 0 +output OPENAI_CHAT_HOST string = openAIChatHost +output OPENAI_EMBED_HOST string = openAIEmbedHost +output AZURE_OPENAI_SERVICE string = deployAzureOpenAI ? openAI.outputs.name : '' +output AZURE_OPENAI_RESOURCE_GROUP string = deployAzureOpenAI ? openAIResourceGroup.name : '' +output AZURE_OPENAI_ENDPOINT string = !empty(azureOpenAIEndpoint) + ? azureOpenAIEndpoint + : (deployAzureOpenAI ? openAI.outputs.endpoint : '') +output AZURE_OPENAI_VERSION string = azureOpenAIAPIVersion +output AZURE_OPENAI_CHAT_DEPLOYMENT string = deployAzureOpenAI ? chatDeploymentName : '' +output AZURE_OPENAI_CHAT_DEPLOYMENT_VERSION string = deployAzureOpenAI ? chatDeploymentVersion : '' +output AZURE_OPENAI_CHAT_DEPLOYMENT_CAPACITY int = deployAzureOpenAI ? chatDeploymentCapacity : 0 +output AZURE_OPENAI_CHAT_DEPLOYMENT_SKU string = deployAzureOpenAI ? chatDeploymentSku : '' +output AZURE_OPENAI_CHAT_MODEL string = deployAzureOpenAI ? chatModelName : '' +output AZURE_OPENAI_EMBED_DEPLOYMENT string = deployAzureOpenAI ? embedDeploymentName : '' +output AZURE_OPENAI_EMBED_DEPLOYMENT_VERSION string = deployAzureOpenAI ? embedDeploymentVersion : '' +output AZURE_OPENAI_EMBED_DEPLOYMENT_CAPACITY int = deployAzureOpenAI ? embedDeploymentCapacity : 0 +output AZURE_OPENAI_EMBED_DEPLOYMENT_SKU string = deployAzureOpenAI ? embedDeploymentSku : '' +output AZURE_OPENAI_EMBED_MODEL string = deployAzureOpenAI ? embedModelName : '' +output AZURE_OPENAI_EMBED_DIMENSIONS string = deployAzureOpenAI ? string(embedDimensions) : '' + +output AZURE_OPENAI_EVAL_DEPLOYMENT string = deployAzureOpenAI ? evalDeploymentName : '' +output AZURE_OPENAI_EVAL_DEPLOYMENT_VERSION string = deployAzureOpenAI ? evalDeploymentVersion : '' +output AZURE_OPENAI_EVAL_DEPLOYMENT_CAPACITY string = deployAzureOpenAI ? evalDeploymentCapacity : '' +output AZURE_OPENAI_EVAL_DEPLOYMENT_SKU string = deployAzureOpenAI ? evalDeploymentSku : '' +output AZURE_OPENAI_EVAL_MODEL string = deployAzureOpenAI ? evalModelName : '' + +output AZURE_AI_FOUNDRY string = useAiProject ? ai.outputs.foundryName : '' +output AZURE_AI_PROJECT string = useAiProject ? ai.outputs.projectName : '' output POSTGRES_HOST string = postgresServer.outputs.POSTGRES_DOMAIN_NAME output POSTGRES_USERNAME string = postgresEntraAdministratorName diff --git a/infra/main.parameters.json b/infra/main.parameters.json index 04122069..3e16a351 100644 --- a/infra/main.parameters.json +++ b/infra/main.parameters.json @@ -17,6 +17,9 @@ "runningOnGh": { "value": "${GITHUB_ACTIONS}" }, + "openAILocation": { + "value": "${AZURE_OPENAI_LOCATION}" + }, "deployAzureOpenAI": { "value": "${DEPLOY_AZURE_OPENAI=true}" }, @@ -26,32 +29,68 @@ "azureOpenAIEndpoint": { "value": "${AZURE_OPENAI_ENDPOINT}" }, - "chatModelName":{ - "value": "${AZURE_OPENAI_CHAT_MODEL}" + "openAIChatHost": { + "value": "${OPENAI_CHAT_HOST=azure}" + }, + "chatModelName": { + "value": "${AZURE_OPENAI_CHAT_MODEL=gpt-4o-mini}" }, "chatDeploymentName": { - "value": "${AZURE_OPENAI_CHAT_DEPLOYMENT}" + "value": "${AZURE_OPENAI_CHAT_DEPLOYMENT=gpt-4o-mini}" }, "chatDeploymentVersion":{ - "value": "${AZURE_OPENAI_CHAT_DEPLOYMENT_VERSION}" + "value": "${AZURE_OPENAI_CHAT_DEPLOYMENT_VERSION=2024-07-18}" + }, + "chatDeploymentSku": { + "value": "${AZURE_OPENAI_CHAT_DEPLOYMENT_SKU=GlobalStandard}" }, "chatDeploymentCapacity":{ - "value": "${AZURE_OPENAI_CHAT_DEPLOYMENT_CAPACITY}" + "value": "${AZURE_OPENAI_CHAT_DEPLOYMENT_CAPACITY=30}" + }, + "deployEvalModel": { + "value": "${DEPLOY_EVAL_MODEL=false}" + }, + "evalModelName": { + "value": "${AZURE_OPENAI_EVAL_MODEL=gpt-4}" + }, + "evalDeploymentName": { + "value": "${AZURE_OPENAI_EVAL_DEPLOYMENT=gpt-4}" + }, + "evalDeploymentVersion":{ + "value": "${AZURE_OPENAI_EVAL_DEPLOYMENT_VERSION=turbo-2024-04-09}" + }, + "evalDeploymentSku": { + "value": "${AZURE_OPENAI_EVAL_DEPLOYMENT_SKU=GlobalStandard}" + }, + "evalDeploymentCapacity":{ + "value": "${AZURE_OPENAI_EVAL_DEPLOYMENT_CAPACITY=80}" + }, + "openAIEmbedHost": { + "value": "${OPENAI_EMBED_HOST=azure}" }, "embedModelName":{ - "value": "${AZURE_OPENAI_EMBED_MODEL}" + "value": "${AZURE_OPENAI_EMBED_MODEL=text-embedding-3-large}" }, "embedDeploymentName": { - "value": "${AZURE_OPENAI_EMBED_DEPLOYMENT}" + "value": "${AZURE_OPENAI_EMBED_DEPLOYMENT=text-embedding-3-large}" }, "embedDeploymentVersion":{ - "value": "${AZURE_OPENAI_EMBED_DEPLOYMENT_VERSION}" + "value": "${AZURE_OPENAI_EMBED_DEPLOYMENT_VERSION=1}" + }, + "embedDeploymentSku": { + "value": "${AZURE_OPENAI_EMBED_DEPLOYMENT_SKU=GlobalStandard}" }, "embedDeploymentCapacity":{ - "value": "${AZURE_OPENAI_EMBED_DEPLOYMENT_CAPACITY}" + "value": "${AZURE_OPENAI_EMBED_DEPLOYMENT_CAPACITY=30}" }, "embedDimensions": { - "value": "${AZURE_OPENAI_EMBED_DIMENSIONS}" + "value": "${AZURE_OPENAI_EMBED_DIMENSIONS=1024}" + }, + "openAIComKey": { + "value": "${OPENAICOM_KEY}" + }, + "useAiProject": { + "value": "${USE_AI_PROJECT=false}" } } } diff --git a/locustfile.py b/locustfile.py new file mode 100644 index 00000000..c1c91f5b --- /dev/null +++ b/locustfile.py @@ -0,0 +1,46 @@ +import random +import time + +from locust import HttpUser, between, task + + +class ChatUser(HttpUser): + wait_time = between(5, 20) + + @task + def ask_question(self): + self.client.get("/") + time.sleep(5) + self.client.post( + "/chat", + json={ + "messages": [ + { + "content": random.choice( + ["Best shoe for hiking?", "Climbing shoe cheaper than $30?", "Waterproof camping gear?"] + ), + "role": "user", + } + ], + "context": { + "overrides": {"use_advanced_flow": True, "top": 3, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + }, + ) + time.sleep(5) + self.client.post( + "/chat", + json={ + "messages": [ + {"content": "Best shoe for hiking?", "role": "user"}, + { + "content": "For the best shoe for hiking, I recommend the Trailblaze Steel-Blue Hiking Shoes.", + "role": "assistant", + }, + {"content": "any other options?", "role": "user"}, + ], + "context": { + "overrides": {"use_advanced_flow": True, "top": 3, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + }, + ) diff --git a/pyproject.toml b/pyproject.toml index d6d7928b..d84731a2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,10 +1,26 @@ [tool.ruff] line-length = 120 -target-version = "py311" +target-version = "py39" +lint.select = ["E", "F", "I", "UP"] +lint.ignore = ["D203"] +lint.isort.known-first-party = ["fastapi_app"] -[tool.ruff.lint] -select = ["E", "F", "I", "UP"] -ignore = ["D203"] +[tool.mypy] +check_untyped_defs = true +exclude = [".venv/*"] -[tool.ruff.lint.isort] -known-first-party = ["fastapi_app"] +[tool.pytest.ini_options] +addopts = "-ra" +testpaths = ["tests"] +pythonpath = ['src/backend'] +filterwarnings = ["ignore::DeprecationWarning"] + +[[tool.mypy.overrides]] +module = [ + "pgvector.*", + "evaltools.*" +] +ignore_missing_imports = true + +[tool.coverage.report] +show_missing = true diff --git a/requirements-dev.txt b/requirements-dev.txt index d1c56a4b..e73ac0c7 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -1,5 +1,16 @@ --r src/requirements.txt +-r src/backend/requirements.txt ruff +mypy +types-requests pre-commit pip-tools -pip-compile-cross-platform \ No newline at end of file +pip-compile-cross-platform +playwright +pytest +pytest-asyncio +pytest-cov +pytest-playwright +pytest-snapshot +locust +psycopg2 +dotenv-azd diff --git a/scripts/load_python_env.sh b/scripts/load_python_env.sh index 58d7a045..d92b58bb 100755 --- a/scripts/load_python_env.sh +++ b/scripts/load_python_env.sh @@ -4,5 +4,5 @@ echo 'Creating Python virtual environment in .venv...' python3 -m venv .venv echo 'Installing dependencies from "requirements.txt" into virtual environment (in quiet mode)...' -.venv/bin/python -m pip --quiet --disable-pip-version-check install -e src +.venv/bin/python -m pip --quiet --disable-pip-version-check install -e src/backend .venv/bin/python -m pip --quiet --disable-pip-version-check install -r requirements-dev.txt diff --git a/scripts/setup_postgres_azurerole.ps1 b/scripts/setup_postgres_azurerole.ps1 index 5a7434f7..84ee0b74 100644 --- a/scripts/setup_postgres_azurerole.ps1 +++ b/scripts/setup_postgres_azurerole.ps1 @@ -1,10 +1,15 @@ -$POSTGRES_HOST = ((azd env get-values | Select-String -Pattern "POSTGRES_HOST") -replace '^POSTGRES_HOST=', '') -$POSTGRES_USERNAME = ((azd env get-values | Select-String -Pattern "POSTGRES_USERNAME") -replace '^POSTGRES_USERNAME=', '') -$APP_IDENTITY_NAME = ((azd env get-values | Select-String -Pattern "SERVICE_WEB_IDENTITY_NAME") -replace '^SERVICE_WEB_IDENTITY_NAME=', '') +$POSTGRES_HOST = (azd env get-value POSTGRES_HOST) +if (-not $?) { + Write-Host "Failed to find a value or POSTGRES_HOST in your azd environment. Make sure you run azd up first." + exit 1 +} +$POSTGRES_USERNAME = (azd env get-value POSTGRES_USERNAME) +$APP_IDENTITY_NAME = (azd env get-value SERVICE_WEB_IDENTITY_NAME) +$AZURE_TENANT_ID = (azd env get-value AZURE_TENANT_ID) if ([string]::IsNullOrEmpty($POSTGRES_HOST) -or [string]::IsNullOrEmpty($POSTGRES_USERNAME) -or [string]::IsNullOrEmpty($APP_IDENTITY_NAME)) { Write-Host "Can't find POSTGRES_HOST, POSTGRES_USERNAME, and SERVICE_WEB_IDENTITY_NAME environment variables. Make sure you run azd up first." exit 1 } -python ./src/fastapi_app/setup_postgres_azurerole.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --app-identity-name $APP_IDENTITY_NAME \ No newline at end of file +python ./src/backend/fastapi_app/setup_postgres_azurerole.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --app-identity-name $APP_IDENTITY_NAME --sslmode require --tenant-id $AZURE_TENANT_ID diff --git a/scripts/setup_postgres_azurerole.sh b/scripts/setup_postgres_azurerole.sh index d750ddc8..ad384b8a 100755 --- a/scripts/setup_postgres_azurerole.sh +++ b/scripts/setup_postgres_azurerole.sh @@ -1,6 +1,11 @@ -POSTGRES_HOST=$(azd env get-values | grep POSTGRES_HOST | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_HOST=//') -POSTGRES_USERNAME=$(azd env get-values | grep POSTGRES_USERNAME | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_USERNAME=//') -APP_IDENTITY_NAME=$(azd env get-values | grep SERVICE_WEB_IDENTITY_NAME | sed 's/="/=/' | sed 's/"$//' | sed 's/^SERVICE_WEB_IDENTITY_NAME=//') +POSTGRES_HOST=$(azd env get-value POSTGRES_HOST) +if [ $? -ne 0 ]; then + echo "Failed to find a value or POSTGRES_HOST in your azd environment. Make sure you run azd up first." + exit 1 +fi +POSTGRES_USERNAME=$(azd env get-value POSTGRES_USERNAME) +APP_IDENTITY_NAME=$(azd env get-value SERVICE_WEB_IDENTITY_NAME) +AZURE_TENANT_ID=$(azd env get-value AZURE_TENANT_ID) if [ -z "$POSTGRES_HOST" ] || [ -z "$POSTGRES_USERNAME" ] || [ -z "$APP_IDENTITY_NAME" ]; then echo "Can't find POSTGRES_HOST, POSTGRES_USERNAME, and SERVICE_WEB_IDENTITY_NAME environment variables. Make sure you run azd up first." @@ -9,4 +14,4 @@ fi . ./scripts/load_python_env.sh -.venv/bin/python ./src/fastapi_app/setup_postgres_azurerole.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --app-identity-name $APP_IDENTITY_NAME +.venv/bin/python ./src/backend/fastapi_app/setup_postgres_azurerole.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --app-identity-name $APP_IDENTITY_NAME --sslmode require --tenant-id $AZURE_TENANT_ID diff --git a/scripts/setup_postgres_database.ps1 b/scripts/setup_postgres_database.ps1 index 11ae8976..df9324da 100644 --- a/scripts/setup_postgres_database.ps1 +++ b/scripts/setup_postgres_database.ps1 @@ -1,10 +1,15 @@ -$POSTGRES_HOST = ((azd env get-values | Select-String -Pattern "POSTGRES_HOST") -replace '^POSTGRES_HOST=', '') -$POSTGRES_USERNAME = ((azd env get-values | Select-String -Pattern "POSTGRES_USERNAME") -replace '^POSTGRES_USERNAME=', '') -$POSTGRES_PASSWORD = ((azd env get-values | Select-String -Pattern "POSTGRES_PASSWORD") -replace '^POSTGRES_PASSWORD=', '') +$POSTGRES_HOST = (azd env get-value POSTGRES_HOST) +if (-not $?) { + Write-Host "Failed to find a value or POSTGRES_HOST in your azd environment. Make sure you run azd up first." + exit 1 +} +$POSTGRES_USERNAME = (azd env get-value POSTGRES_USERNAME) +$POSTGRES_DATABASE = (azd env get-value POSTGRES_DATABASE) +$AZURE_TENANT_ID = (azd env get-value AZURE_TENANT_ID) -if ([string]::IsNullOrEmpty($POSTGRES_HOST) -or [string]::IsNullOrEmpty($POSTGRES_USERNAME) -or [string]::IsNullOrEmpty($POSTGRES_PASSWORD)) { - Write-Host "Can't find POSTGRES_HOST, POSTGRES_USERNAME, and POSTGRES_PASSWORD environment variables. Make sure you run azd up first." +if ([string]::IsNullOrEmpty($POSTGRES_HOST) -or [string]::IsNullOrEmpty($POSTGRES_USERNAME) -or [string]::IsNullOrEmpty($POSTGRES_DATABASE)) { + Write-Host "Can't find POSTGRES_HOST, POSTGRES_USERNAME, and POSTGRES_DATABASE environment variables. Make sure you run azd up first." exit 1 } -python ./src/fastapi_app/setup_postgres_database.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --password $POSTGRES_PASSWORD \ No newline at end of file +python ./src/backend/fastapi_app/setup_postgres_database.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --database $POSTGRES_DATABASE --sslmode require --tenant-id $AZURE_TENANT_ID diff --git a/scripts/setup_postgres_database.sh b/scripts/setup_postgres_database.sh index add480ca..b8892a62 100755 --- a/scripts/setup_postgres_database.sh +++ b/scripts/setup_postgres_database.sh @@ -1,7 +1,12 @@ -POSTGRES_HOST=$(azd env get-values | grep POSTGRES_HOST | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_HOST=//') -POSTGRES_USERNAME=$(azd env get-values | grep POSTGRES_USERNAME | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_USERNAME=//') -POSTGRES_DATABASE=$(azd env get-values | grep POSTGRES_DATABASE | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_DATABASE=//') +POSTGRES_HOST=$(azd env get-value POSTGRES_HOST) +if [ $? -ne 0 ]; then + echo "Failed to find a value or POSTGRES_HOST in your azd environment. Make sure you run azd up first." + exit 1 +fi +POSTGRES_USERNAME=$(azd env get-value POSTGRES_USERNAME) +POSTGRES_DATABASE=$(azd env get-value POSTGRES_DATABASE) +AZURE_TENANT_ID=$(azd env get-value AZURE_TENANT_ID) . ./scripts/load_python_env.sh -.venv/bin/python ./src/fastapi_app/setup_postgres_database.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --database $POSTGRES_DATABASE +.venv/bin/python ./src/backend/fastapi_app/setup_postgres_database.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --database $POSTGRES_DATABASE --sslmode require --tenant-id $AZURE_TENANT_ID diff --git a/scripts/setup_postgres_seeddata.ps1 b/scripts/setup_postgres_seeddata.ps1 index b6c7400d..603bd580 100644 --- a/scripts/setup_postgres_seeddata.ps1 +++ b/scripts/setup_postgres_seeddata.ps1 @@ -1,10 +1,15 @@ -$POSTGRES_HOST = ((azd env get-values | Select-String -Pattern "POSTGRES_HOST") -replace '^POSTGRES_HOST=', '') -$POSTGRES_USERNAME = ((azd env get-values | Select-String -Pattern "POSTGRES_USERNAME") -replace '^POSTGRES_USERNAME=', '') -$POSTGRES_PASSWORD = ((azd env get-values | Select-String -Pattern "POSTGRES_PASSWORD") -replace '^POSTGRES_PASSWORD=', '') +$POSTGRES_HOST = (azd env get-value POSTGRES_HOST) +if (-not $?) { + Write-Host "Failed to find a value or POSTGRES_HOST in your azd environment. Make sure you run azd up first." + exit 1 +} +$POSTGRES_USERNAME = (azd env get-value POSTGRES_USERNAME) +$POSTGRES_DATABASE = (azd env get-value POSTGRES_DATABASE) +$AZURE_TENANT_ID = (azd env get-value AZURE_TENANT_ID) -if ([string]::IsNullOrEmpty($POSTGRES_HOST) -or [string]::IsNullOrEmpty($POSTGRES_USERNAME) -or [string]::IsNullOrEmpty($POSTGRES_PASSWORD)) { - Write-Host "Can't find POSTGRES_HOST, POSTGRES_USERNAME, and POSTGRES_PASSWORD environment variables. Make sure you run azd up first." +if ([string]::IsNullOrEmpty($POSTGRES_HOST) -or [string]::IsNullOrEmpty($POSTGRES_USERNAME) -or [string]::IsNullOrEmpty($POSTGRES_DATABASE)) { + Write-Host "Can't find POSTGRES_HOST, POSTGRES_USERNAME, and POSTGRES_DATABASE environment variables. Make sure you run azd up first." exit 1 } -python ./src/fastapi_app/setup_postgres_seeddata.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --password $POSTGRES_PASSWORD \ No newline at end of file +python ./src/backend/fastapi_app/setup_postgres_seeddata.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --database $POSTGRES_DATABASE --sslmode require --tenant-id $AZURE_TENANT_ID diff --git a/scripts/setup_postgres_seeddata.sh b/scripts/setup_postgres_seeddata.sh index 0422d389..e5aff637 100755 --- a/scripts/setup_postgres_seeddata.sh +++ b/scripts/setup_postgres_seeddata.sh @@ -1,7 +1,12 @@ -POSTGRES_HOST=$(azd env get-values | grep POSTGRES_HOST | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_HOST=//') -POSTGRES_USERNAME=$(azd env get-values | grep POSTGRES_USERNAME | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_USERNAME=//') -POSTGRES_DATABASE=$(azd env get-values | grep POSTGRES_DATABASE | sed 's/="/=/' | sed 's/"$//' | sed 's/^POSTGRES_DATABASE=//') +POSTGRES_HOST=$(azd env get-value POSTGRES_HOST) +if [ $? -ne 0 ]; then + echo "Failed to find a value or POSTGRES_HOST in your azd environment. Make sure you run azd up first." + exit 1 +fi +POSTGRES_USERNAME=$(azd env get-value POSTGRES_USERNAME) +POSTGRES_DATABASE=$(azd env get-value POSTGRES_DATABASE) +AZURE_TENANT_ID=$(azd env get-value AZURE_TENANT_ID) . ./scripts/load_python_env.sh -.venv/bin/python ./src/fastapi_app/setup_postgres_seeddata.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --database $POSTGRES_DATABASE +.venv/bin/python ./src/backend/fastapi_app/setup_postgres_seeddata.py --host $POSTGRES_HOST --username $POSTGRES_USERNAME --database $POSTGRES_DATABASE --sslmode require --tenant-id $AZURE_TENANT_ID diff --git a/src/.dockerignore b/src/backend/.dockerignore similarity index 100% rename from src/.dockerignore rename to src/backend/.dockerignore diff --git a/src/Dockerfile b/src/backend/Dockerfile similarity index 79% rename from src/Dockerfile rename to src/backend/Dockerfile index f788e118..29a192f0 100644 --- a/src/Dockerfile +++ b/src/backend/Dockerfile @@ -1,4 +1,4 @@ -FROM mcr.microsoft.com/devcontainers/python:3.12-bullseye +FROM python:3.12-bullseye RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \ && apt-get -y install --no-install-recommends postgresql-client \ @@ -12,8 +12,9 @@ WORKDIR /demo-code COPY requirements.txt . RUN python -m pip install -r requirements.txt -COPY entrypoint.sh . -RUN chmod +x entrypoint.sh - COPY . . -CMD bash -c ". entrypoint.sh" \ No newline at end of file +RUN python -m pip install . + +RUN chmod +x entrypoint.sh +EXPOSE 8000 +CMD ["bash", "-c", ". entrypoint.sh"] diff --git a/src/backend/entrypoint.sh b/src/backend/entrypoint.sh new file mode 100644 index 00000000..ae91ceb0 --- /dev/null +++ b/src/backend/entrypoint.sh @@ -0,0 +1,3 @@ +#!/bin/bash +set -e +python3 -m uvicorn "fastapi_app:create_app" --factory --host 0.0.0.0 --port 8000 diff --git a/src/backend/fastapi_app/__init__.py b/src/backend/fastapi_app/__init__.py new file mode 100644 index 00000000..b760fdb2 --- /dev/null +++ b/src/backend/fastapi_app/__init__.py @@ -0,0 +1,80 @@ +import logging +import os +from collections.abc import AsyncIterator +from contextlib import asynccontextmanager +from typing import TypedDict, Union + +import fastapi +from azure.monitor.opentelemetry import configure_azure_monitor +from dotenv import load_dotenv +from openai import AsyncAzureOpenAI, AsyncOpenAI +from opentelemetry.instrumentation.openai import OpenAIInstrumentor +from opentelemetry.instrumentation.sqlalchemy import SQLAlchemyInstrumentor +from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker + +from fastapi_app.dependencies import ( + FastAPIAppContext, + common_parameters, + create_async_sessionmaker, + get_azure_credential, +) +from fastapi_app.openai_clients import create_openai_chat_client, create_openai_embed_client +from fastapi_app.postgres_engine import create_postgres_engine_from_env + +logger = logging.getLogger("ragapp") + + +class State(TypedDict): + sessionmaker: async_sessionmaker[AsyncSession] + context: FastAPIAppContext + chat_client: Union[AsyncOpenAI, AsyncAzureOpenAI] + embed_client: Union[AsyncOpenAI, AsyncAzureOpenAI] + + +@asynccontextmanager +async def lifespan(app: fastapi.FastAPI) -> AsyncIterator[State]: + context = await common_parameters() + azure_credential = None + if ( + os.getenv("OPENAI_CHAT_HOST") == "azure" + or os.getenv("OPENAI_EMBED_HOST") == "azure" + or os.getenv("POSTGRES_HOST", "").endswith(".database.azure.com") + ): + azure_credential = await get_azure_credential() + engine = await create_postgres_engine_from_env(azure_credential) + sessionmaker = await create_async_sessionmaker(engine) + chat_client = await create_openai_chat_client(azure_credential) + embed_client = await create_openai_embed_client(azure_credential) + if os.getenv("APPLICATIONINSIGHTS_CONNECTION_STRING"): + SQLAlchemyInstrumentor().instrument(engine=engine.sync_engine) + yield {"sessionmaker": sessionmaker, "context": context, "chat_client": chat_client, "embed_client": embed_client} + await engine.dispose() + + +def create_app(testing: bool = False): + if os.getenv("RUNNING_IN_PRODUCTION"): + # You may choose to reduce this to logging.WARNING for production + logging.basicConfig(level=logging.INFO) + else: + if not testing: + load_dotenv(override=True) + logging.basicConfig(level=logging.INFO) + + # Turn off particularly noisy INFO level logs from Azure Core SDK: + logging.getLogger("azure.core.pipeline.policies.http_logging_policy").setLevel(logging.WARNING) + logging.getLogger("azure.identity").setLevel(logging.WARNING) + + if os.getenv("APPLICATIONINSIGHTS_CONNECTION_STRING"): + logger.info("Configuring Azure Monitor") + configure_azure_monitor(logger_name="ragapp") + # OpenAI SDK requests use httpx, so are thus not auto-instrumented: + OpenAIInstrumentor().instrument() + + app = fastapi.FastAPI(docs_url="/docs", lifespan=lifespan) + + from fastapi_app.routes import api_routes, frontend_routes + + app.include_router(api_routes.router) + app.mount("/", frontend_routes.router) + + return app diff --git a/src/backend/fastapi_app/api_models.py b/src/backend/fastapi_app/api_models.py new file mode 100644 index 00000000..06d14a6b --- /dev/null +++ b/src/backend/fastapi_app/api_models.py @@ -0,0 +1,127 @@ +from enum import Enum +from typing import Any, Optional + +from openai.types.responses import ResponseInputItemParam +from pydantic import BaseModel, Field + + +class AIChatRoles(str, Enum): + USER = "user" + ASSISTANT = "assistant" + SYSTEM = "system" + + +class Message(BaseModel): + content: str + role: AIChatRoles = AIChatRoles.USER + + +class RetrievalMode(str, Enum): + TEXT = "text" + VECTORS = "vectors" + HYBRID = "hybrid" + + +class ChatRequestOverrides(BaseModel): + top: int = 3 + temperature: float = 0.3 + retrieval_mode: RetrievalMode = RetrievalMode.HYBRID + use_advanced_flow: bool = True + prompt_template: Optional[str] = None + seed: Optional[int] = None + + +class ChatRequestContext(BaseModel): + overrides: ChatRequestOverrides + + +class ChatRequest(BaseModel): + messages: list[ResponseInputItemParam] + context: ChatRequestContext + sessionState: Optional[Any] = None + + +class ItemPublic(BaseModel): + id: int + type: str + brand: str + name: str + description: str + price: float + + def to_str_for_rag(self): + return f"Name:{self.name} Description:{self.description} Price:{self.price} Brand:{self.brand} Type:{self.type}" + + +class ItemWithDistance(ItemPublic): + distance: float + + def __init__(self, **data): + super().__init__(**data) + self.distance = round(self.distance, 2) + + +class ThoughtStep(BaseModel): + title: str + description: Any + props: dict = {} + + +class RAGContext(BaseModel): + data_points: dict[int, ItemPublic] + thoughts: list[ThoughtStep] + followup_questions: Optional[list[str]] = None + + +class ErrorResponse(BaseModel): + error: str + + +class RetrievalResponse(BaseModel): + message: Message + context: RAGContext + sessionState: Optional[Any] = None + + +class RetrievalResponseDelta(BaseModel): + delta: Optional[Message] = None + context: Optional[RAGContext] = None + sessionState: Optional[Any] = None + + +class ChatParams(ChatRequestOverrides): + prompt_template: str + response_token_limit: int = 1024 + enable_text_search: bool + enable_vector_search: bool + original_user_query: str + past_messages: list[ResponseInputItemParam] + + +class Filter(BaseModel): + column: str + comparison_operator: str + value: Any + + +class PriceFilter(Filter): + column: str = Field(default="price", description="The column to filter on (always 'price' for this filter)") + comparison_operator: str = Field(description="The operator for price comparison ('>', '<', '>=', '<=', '=')") + value: float = Field(description="The price value to compare against (e.g., 30.00)") + + +class BrandFilter(Filter): + column: str = Field(default="brand", description="The column to filter on (always 'brand' for this filter)") + comparison_operator: str = Field(description="The operator for brand comparison ('=' or '!=')") + value: str = Field(description="The brand name to compare against (e.g., 'AirStrider')") + + +class SearchResults(BaseModel): + query: str + """The original search query""" + + items: list[ItemPublic] + """List of items that match the search query and filters""" + + filters: list[Filter] + """List of filters applied to the search results""" diff --git a/src/backend/fastapi_app/dependencies.py b/src/backend/fastapi_app/dependencies.py new file mode 100644 index 00000000..2715819e --- /dev/null +++ b/src/backend/fastapi_app/dependencies.py @@ -0,0 +1,158 @@ +import logging +import os +from collections.abc import AsyncGenerator +from typing import Annotated, Optional, Union + +import azure.identity +from fastapi import Depends, Request +from openai import AsyncAzureOpenAI, AsyncOpenAI +from pydantic import BaseModel +from sqlalchemy.ext.asyncio import AsyncEngine, AsyncSession, async_sessionmaker + +logger = logging.getLogger("ragapp") + + +class OpenAIClient(BaseModel): + """ + OpenAI client + """ + + client: Union[AsyncOpenAI, AsyncAzureOpenAI] + model_config = {"arbitrary_types_allowed": True} + + +class FastAPIAppContext(BaseModel): + """ + Context for the FastAPI app + """ + + openai_chat_model: str + openai_embed_model: str + openai_embed_dimensions: Optional[int] + openai_chat_deployment: Optional[str] + openai_embed_deployment: Optional[str] + embedding_column: str + + +async def common_parameters(): + """ + Get the common parameters for the FastAPI app + Use the pattern of `os.getenv("VAR_NAME") or "default_value"` to avoid empty string values + """ + OPENAI_EMBED_HOST = os.getenv("OPENAI_EMBED_HOST") + OPENAI_CHAT_HOST = os.getenv("OPENAI_CHAT_HOST") + if OPENAI_EMBED_HOST == "azure": + openai_embed_deployment = os.getenv("AZURE_OPENAI_EMBED_DEPLOYMENT") or "text-embedding-3-large" + openai_embed_model = os.getenv("AZURE_OPENAI_EMBED_MODEL") or "text-embedding-3-large" + openai_embed_dimensions = int(os.getenv("AZURE_OPENAI_EMBED_DIMENSIONS") or 1024) + embedding_column = os.getenv("AZURE_OPENAI_EMBEDDING_COLUMN") or "embedding_3l" + elif OPENAI_EMBED_HOST == "ollama": + openai_embed_deployment = None + openai_embed_model = os.getenv("OLLAMA_EMBED_MODEL") or "nomic-embed-text" + openai_embed_dimensions = None + embedding_column = os.getenv("OLLAMA_EMBEDDING_COLUMN") or "embedding_nomic" + elif OPENAI_EMBED_HOST == "github": + openai_embed_deployment = None + openai_embed_model = os.getenv("GITHUB_EMBED_MODEL") or "openai/text-embedding-3-large" + openai_embed_dimensions = int(os.getenv("GITHUB_EMBED_DIMENSIONS", 1024)) + embedding_column = os.getenv("GITHUB_EMBEDDING_COLUMN") or "embedding_3l" + else: + openai_embed_deployment = None + openai_embed_model = os.getenv("OPENAICOM_EMBED_MODEL") or "text-embedding-3-large" + openai_embed_dimensions = int(os.getenv("OPENAICOM_EMBED_DIMENSIONS", 1024)) + embedding_column = os.getenv("OPENAICOM_EMBEDDING_COLUMN") or "embedding_3l" + if OPENAI_CHAT_HOST == "azure": + openai_chat_deployment = os.getenv("AZURE_OPENAI_CHAT_DEPLOYMENT") or "gpt-4o-mini" + openai_chat_model = os.getenv("AZURE_OPENAI_CHAT_MODEL") or "gpt-4o-mini" + elif OPENAI_CHAT_HOST == "ollama": + openai_chat_deployment = None + openai_chat_model = os.getenv("OLLAMA_CHAT_MODEL") or "phi3:3.8b" + openai_embed_model = os.getenv("OLLAMA_EMBED_MODEL") or "nomic-embed-text" + elif OPENAI_CHAT_HOST == "github": + openai_chat_deployment = None + openai_chat_model = os.getenv("GITHUB_MODEL") or "openai/gpt-4o" + else: + openai_chat_deployment = None + openai_chat_model = os.getenv("OPENAICOM_CHAT_MODEL") or "gpt-3.5-turbo" + return FastAPIAppContext( + openai_chat_model=openai_chat_model, + openai_embed_model=openai_embed_model, + openai_embed_dimensions=openai_embed_dimensions, + openai_chat_deployment=openai_chat_deployment, + openai_embed_deployment=openai_embed_deployment, + embedding_column=embedding_column, + ) + + +async def get_azure_credential() -> Union[ + azure.identity.AzureDeveloperCliCredential, azure.identity.ManagedIdentityCredential +]: + azure_credential: Union[azure.identity.AzureDeveloperCliCredential, azure.identity.ManagedIdentityCredential] + try: + if client_id := os.getenv("APP_IDENTITY_ID"): + # Authenticate using a user-assigned managed identity on Azure + # See web.bicep for value of APP_IDENTITY_ID + logger.info( + "Using managed identity for client ID %s", + client_id, + ) + azure_credential = azure.identity.ManagedIdentityCredential(client_id=client_id) + else: + if tenant_id := os.getenv("AZURE_TENANT_ID"): + logger.info("Authenticating to Azure using Azure Developer CLI Credential for tenant %s", tenant_id) + azure_credential = azure.identity.AzureDeveloperCliCredential(tenant_id=tenant_id, process_timeout=60) + else: + logger.info("Authenticating to Azure using Azure Developer CLI Credential") + azure_credential = azure.identity.AzureDeveloperCliCredential(process_timeout=60) + return azure_credential + except Exception as e: + logger.warning("Failed to authenticate to Azure: %s", e) + raise e + + +async def create_async_sessionmaker(engine: AsyncEngine) -> async_sessionmaker[AsyncSession]: + """Get the agent database""" + return async_sessionmaker( + engine, + expire_on_commit=False, + autoflush=False, + ) + + +async def get_async_sessionmaker( + request: Request, +) -> AsyncGenerator[async_sessionmaker[AsyncSession], None]: + yield request.state.sessionmaker + + +async def get_context( + request: Request, +) -> FastAPIAppContext: + return request.state.context + + +async def get_async_db_session( + sessionmaker: Annotated[async_sessionmaker[AsyncSession], Depends(get_async_sessionmaker)], +) -> AsyncGenerator[AsyncSession, None]: + async with sessionmaker() as session: + yield session + + +async def get_openai_chat_client( + request: Request, +) -> OpenAIClient: + """Get the OpenAI chat client""" + return OpenAIClient(client=request.state.chat_client) + + +async def get_openai_embed_client( + request: Request, +) -> OpenAIClient: + """Get the OpenAI embed client""" + return OpenAIClient(client=request.state.embed_client) + + +CommonDeps = Annotated[FastAPIAppContext, Depends(get_context)] +DBSession = Annotated[AsyncSession, Depends(get_async_db_session)] +ChatClient = Annotated[OpenAIClient, Depends(get_openai_chat_client)] +EmbeddingsClient = Annotated[OpenAIClient, Depends(get_openai_embed_client)] diff --git a/src/backend/fastapi_app/embeddings.py b/src/backend/fastapi_app/embeddings.py new file mode 100644 index 00000000..0dccec3e --- /dev/null +++ b/src/backend/fastapi_app/embeddings.py @@ -0,0 +1,35 @@ +from typing import Optional, TypedDict, Union + +from openai import AsyncAzureOpenAI, AsyncOpenAI + + +async def compute_text_embedding( + q: str, + openai_client: Union[AsyncOpenAI, AsyncAzureOpenAI], + embed_model: str, + embed_deployment: Optional[str] = None, + embedding_dimensions: Optional[int] = None, +) -> list[float]: + SUPPORTED_DIMENSIONS_MODEL = { + "text-embedding-ada-002": False, + "text-embedding-3-small": True, + "text-embedding-3-large": True, + } + + class ExtraArgs(TypedDict, total=False): + dimensions: int + + dimensions_args: ExtraArgs = {} + if SUPPORTED_DIMENSIONS_MODEL.get(embed_model): + if embedding_dimensions is None: + raise ValueError(f"Model {embed_model} requires embedding dimensions") + else: + dimensions_args = {"dimensions": embedding_dimensions} + + embedding = await openai_client.embeddings.create( + # Azure OpenAI takes the deployment name as the model name + model=embed_deployment if embed_deployment else embed_model, + input=q, + **dimensions_args, + ) + return embedding.data[0].embedding diff --git a/src/backend/fastapi_app/openai_clients.py b/src/backend/fastapi_app/openai_clients.py new file mode 100644 index 00000000..b704dc9d --- /dev/null +++ b/src/backend/fastapi_app/openai_clients.py @@ -0,0 +1,125 @@ +import logging +import os +from typing import Union + +import azure.identity +import openai + +logger = logging.getLogger("ragapp") + + +async def create_openai_chat_client( + azure_credential: Union[azure.identity.AzureDeveloperCliCredential, azure.identity.ManagedIdentityCredential, None], +) -> Union[openai.AsyncAzureOpenAI, openai.AsyncOpenAI]: + openai_chat_client: Union[openai.AsyncAzureOpenAI, openai.AsyncOpenAI] + OPENAI_CHAT_HOST = os.getenv("OPENAI_CHAT_HOST") + if OPENAI_CHAT_HOST == "azure": + api_version = os.environ["AZURE_OPENAI_VERSION"] or "2024-10-21" + azure_endpoint = os.environ["AZURE_OPENAI_ENDPOINT"] + azure_deployment = os.environ["AZURE_OPENAI_CHAT_DEPLOYMENT"] + if api_key := os.getenv("AZURE_OPENAI_KEY"): + logger.info( + "Setting up Azure OpenAI client for chat completions using API key, endpoint %s, deployment %s", + azure_endpoint, + azure_deployment, + ) + openai_chat_client = openai.AsyncAzureOpenAI( + api_version=api_version, + azure_endpoint=azure_endpoint, + azure_deployment=azure_deployment, + api_key=api_key, + ) + elif azure_credential: + logger.info( + "Setting up Azure OpenAI client for chat completions using Azure Identity, endpoint %s, deployment %s", + azure_endpoint, + azure_deployment, + ) + token_provider = azure.identity.get_bearer_token_provider( + azure_credential, "https://cognitiveservices.azure.com/.default" + ) + openai_chat_client = openai.AsyncAzureOpenAI( + api_version=api_version, + azure_endpoint=azure_endpoint, + azure_deployment=azure_deployment, + azure_ad_token_provider=token_provider, + ) + else: + raise ValueError("Azure OpenAI client requires either an API key or Azure Identity credential.") + elif OPENAI_CHAT_HOST == "ollama": + logger.info("Setting up OpenAI client for chat completions using Ollama") + openai_chat_client = openai.AsyncOpenAI( + base_url=os.getenv("OLLAMA_ENDPOINT"), + api_key="nokeyneeded", + ) + elif OPENAI_CHAT_HOST == "github": + logger.info("Setting up OpenAI client for chat completions using GitHub Models") + github_model = os.getenv("GITHUB_MODEL", "openai/gpt-4o") + logger.info(f"Using GitHub Models with model: {github_model}") + openai_chat_client = openai.AsyncOpenAI( + base_url="https://models.github.ai/inference", + api_key=os.getenv("GITHUB_TOKEN"), + ) + else: + logger.info("Setting up OpenAI client for chat completions using OpenAI.com API key") + openai_chat_client = openai.AsyncOpenAI(api_key=os.getenv("OPENAICOM_KEY")) + + return openai_chat_client + + +async def create_openai_embed_client( + azure_credential: Union[azure.identity.AzureDeveloperCliCredential, azure.identity.ManagedIdentityCredential, None], +) -> Union[openai.AsyncAzureOpenAI, openai.AsyncOpenAI]: + openai_embed_client: Union[openai.AsyncAzureOpenAI, openai.AsyncOpenAI] + OPENAI_EMBED_HOST = os.getenv("OPENAI_EMBED_HOST") + if OPENAI_EMBED_HOST == "azure": + api_version = os.environ["AZURE_OPENAI_VERSION"] or "2024-03-01-preview" + azure_endpoint = os.environ["AZURE_OPENAI_ENDPOINT"] + azure_deployment = os.environ["AZURE_OPENAI_EMBED_DEPLOYMENT"] + if api_key := os.getenv("AZURE_OPENAI_KEY"): + logger.info( + "Setting up Azure OpenAI client for embeddings using API key, endpoint %s, deployment %s", + azure_endpoint, + azure_deployment, + ) + openai_embed_client = openai.AsyncAzureOpenAI( + api_version=api_version, + azure_endpoint=azure_endpoint, + azure_deployment=azure_deployment, + api_key=api_key, + ) + elif azure_credential: + logger.info( + "Setting up Azure OpenAI client for embeddings using Azure Identity, endpoint %s, deployment %s", + azure_endpoint, + azure_deployment, + ) + token_provider = azure.identity.get_bearer_token_provider( + azure_credential, "https://cognitiveservices.azure.com/.default" + ) + openai_embed_client = openai.AsyncAzureOpenAI( + api_version=api_version, + azure_endpoint=azure_endpoint, + azure_deployment=azure_deployment, + azure_ad_token_provider=token_provider, + ) + else: + raise ValueError("Azure OpenAI client requires either an API key or Azure Identity credential.") + elif OPENAI_EMBED_HOST == "ollama": + logger.info("Setting up OpenAI client for embeddings using Ollama") + openai_embed_client = openai.AsyncOpenAI( + base_url=os.getenv("OLLAMA_ENDPOINT"), + api_key="nokeyneeded", + ) + elif OPENAI_EMBED_HOST == "github": + logger.info("Setting up OpenAI client for embeddings using GitHub Models") + github_embed_model = os.getenv("GITHUB_EMBED_MODEL", "openai/text-embedding-3-small") + logger.info(f"Using GitHub Models with embedding model: {github_embed_model}") + openai_embed_client = openai.AsyncOpenAI( + base_url="https://models.github.ai/inference", + api_key=os.getenv("GITHUB_TOKEN"), + ) + else: + logger.info("Setting up OpenAI client for embeddings using OpenAI.com API key") + openai_embed_client = openai.AsyncOpenAI(api_key=os.getenv("OPENAICOM_KEY")) + return openai_embed_client diff --git a/src/fastapi_app/postgres_engine.py b/src/backend/fastapi_app/postgres_engine.py similarity index 67% rename from src/fastapi_app/postgres_engine.py rename to src/backend/fastapi_app/postgres_engine.py index 0dcaf814..8de2324b 100644 --- a/src/fastapi_app/postgres_engine.py +++ b/src/backend/fastapi_app/postgres_engine.py @@ -1,10 +1,14 @@ import logging import os -from azure.identity import DefaultAzureCredential +from azure.identity import AzureDeveloperCliCredential +from pgvector.asyncpg import register_vector from sqlalchemy import event +from sqlalchemy.engine import AdaptedConnection from sqlalchemy.ext.asyncio import AsyncEngine, create_async_engine +from fastapi_app.dependencies import get_azure_credential + logger = logging.getLogger("ragapp") @@ -28,10 +32,15 @@ def get_password_from_azure_credential(): if sslmode: DATABASE_URI += f"?ssl={sslmode}" - engine = create_async_engine( - DATABASE_URI, - echo=False, - ) + engine = create_async_engine(DATABASE_URI, echo=False) + + @event.listens_for(engine.sync_engine, "connect") + def register_custom_types(dbapi_connection: AdaptedConnection, *args): + logger.info("Registering pgvector extension...") + try: + dbapi_connection.run_async(register_vector) + except ValueError: + logger.warning("Could not register pgvector data type yet as vector extension has not been CREATEd") @event.listens_for(engine.sync_engine, "do_connect") def update_password_token(dialect, conn_rec, cargs, cparams): @@ -44,7 +53,7 @@ def update_password_token(dialect, conn_rec, cargs, cparams): async def create_postgres_engine_from_env(azure_credential=None) -> AsyncEngine: if azure_credential is None and os.environ["POSTGRES_HOST"].endswith(".database.azure.com"): - azure_credential = DefaultAzureCredential() + azure_credential = get_azure_credential() return await create_postgres_engine( host=os.environ["POSTGRES_HOST"], @@ -58,7 +67,12 @@ async def create_postgres_engine_from_env(azure_credential=None) -> AsyncEngine: async def create_postgres_engine_from_args(args, azure_credential=None) -> AsyncEngine: if azure_credential is None and args.host.endswith(".database.azure.com"): - azure_credential = DefaultAzureCredential() + if tenant_id := args.tenant_id: + logger.info("Authenticating to Azure using Azure Developer CLI Credential for tenant %s", tenant_id) + azure_credential = AzureDeveloperCliCredential(tenant_id=tenant_id, process_timeout=60) + else: + logger.info("Authenticating to Azure using Azure Developer CLI Credential") + azure_credential = AzureDeveloperCliCredential(process_timeout=60) return await create_postgres_engine( host=args.host, diff --git a/src/backend/fastapi_app/postgres_models.py b/src/backend/fastapi_app/postgres_models.py new file mode 100644 index 00000000..c2a7e3ae --- /dev/null +++ b/src/backend/fastapi_app/postgres_models.py @@ -0,0 +1,68 @@ +from __future__ import annotations + +from pgvector.sqlalchemy import Vector +from sqlalchemy import Index +from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column + + +# Define the models +class Base(DeclarativeBase): + pass + + +class Item(Base): + __tablename__ = "items" + id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True) + type: Mapped[str] = mapped_column() + brand: Mapped[str] = mapped_column() + name: Mapped[str] = mapped_column() + description: Mapped[str] = mapped_column() + price: Mapped[float] = mapped_column() + # Embeddings for different models: + embedding_3l: Mapped[Vector] = mapped_column(Vector(1024), nullable=True) # text-embedding-3-large + embedding_nomic: Mapped[Vector] = mapped_column(Vector(768), nullable=True) # nomic-embed-text + + def to_dict(self, include_embedding: bool = False): + model_dict = {column.name: getattr(self, column.name) for column in self.__table__.columns} + if include_embedding: + model_dict["embedding_3l"] = model_dict.get("embedding_3l", []) + model_dict["embedding_nomic"] = model_dict.get("embedding_nomic", []) + else: + del model_dict["embedding_3l"] + del model_dict["embedding_nomic"] + return model_dict + + def to_str_for_rag(self): + return f"Name:{self.name} Description:{self.description} Price:{self.price} Brand:{self.brand} Type:{self.type}" + + def to_str_for_embedding(self): + return f"Name: {self.name} Description: {self.description} Type: {self.type}" + + +""" +**Define HNSW index to support vector similarity search** + +We use the vector_cosine_ops access method (cosine distance) + since it works for both normalized and non-normalized vector embeddings +If you know your embeddings are normalized, + you can switch to inner product for potentially better performance. +The index operator should match the operator used in queries. +""" + +table_name = Item.__tablename__ + +index_3l = Index( + f"hnsw_index_for_cosine_{table_name}_embedding_3l", + Item.embedding_3l, + postgresql_using="hnsw", + postgresql_with={"m": 16, "ef_construction": 64}, + postgresql_ops={"embedding_3l": "vector_cosine_ops"}, +) + +index_nomic = Index( + f"hnsw_index_for_cosine_{table_name}_embedding_nomic", + Item.embedding_nomic, + postgresql_using="hnsw", + postgresql_with={"m": 16, "ef_construction": 64}, + postgresql_ops={"embedding_nomic": "vector_cosine_ops"}, +) diff --git a/src/fastapi_app/postgres_searcher.py b/src/backend/fastapi_app/postgres_searcher.py similarity index 53% rename from src/fastapi_app/postgres_searcher.py rename to src/backend/fastapi_app/postgres_searcher.py index 5d13650e..aa84eaf8 100644 --- a/src/fastapi_app/postgres_searcher.py +++ b/src/backend/fastapi_app/postgres_searcher.py @@ -1,8 +1,11 @@ -from openai import AsyncOpenAI -from pgvector.utils import to_db -from sqlalchemy import Float, Integer, select, text -from sqlalchemy.ext.asyncio import async_sessionmaker +from typing import Optional, Union +import numpy as np +from openai import AsyncAzureOpenAI, AsyncOpenAI +from sqlalchemy import Float, Integer, column, select, text +from sqlalchemy.ext.asyncio import AsyncSession + +from fastapi_app.api_models import Filter from fastapi_app.embeddings import compute_text_embedding from fastapi_app.postgres_models import Item @@ -10,26 +13,27 @@ class PostgresSearcher: def __init__( self, - engine, - openai_embed_client: AsyncOpenAI, - embed_deployment: str | None, # Not needed for non-Azure OpenAI or for retrieval_mode="text" + db_session: AsyncSession, + openai_embed_client: Union[AsyncOpenAI, AsyncAzureOpenAI], + embed_deployment: Optional[str], # Not needed for non-Azure OpenAI or for retrieval_mode="text" embed_model: str, - embed_dimensions: int, + embed_dimensions: Optional[int], + embedding_column: str, ): - self.async_session_maker = async_sessionmaker(engine, expire_on_commit=False) + self.db_session = db_session self.openai_embed_client = openai_embed_client self.embed_model = embed_model self.embed_deployment = embed_deployment self.embed_dimensions = embed_dimensions + self.embedding_column = embedding_column - def build_filter_clause(self, filters) -> tuple[str, str]: + def build_filter_clause(self, filters: Optional[list[Filter]]) -> tuple[str, str]: if filters is None: return "", "" filter_clauses = [] for filter in filters: - if isinstance(filter["value"], str): - filter["value"] = f"'{filter['value']}'" - filter_clauses.append(f"{filter['column']} {filter['comparison_operator']} {filter['value']}") + filter_value = f"'{filter.value}'" if isinstance(filter.value, str) else filter.value + filter_clauses.append(f"{filter.column} {filter.comparison_operator} {filter_value}") filter_clause = " AND ".join(filter_clauses) if len(filter_clause) > 0: return f"WHERE {filter_clause}", f"AND {filter_clause}" @@ -37,24 +41,24 @@ def build_filter_clause(self, filters) -> tuple[str, str]: async def search( self, - query_text: str | None, - query_vector: list[float] | list, + query_text: Optional[str], + query_vector: list[float], top: int = 5, - filters: list[dict] | None = None, + filters: Optional[list[Filter]] = None, ): filter_clause_where, filter_clause_and = self.build_filter_clause(filters) - + table_name = Item.__tablename__ vector_query = f""" - SELECT id, RANK () OVER (ORDER BY embedding <=> :embedding) AS rank - FROM items + SELECT id, RANK () OVER (ORDER BY {self.embedding_column} <=> :embedding) AS rank + FROM {table_name} {filter_clause_where} - ORDER BY embedding <=> :embedding + ORDER BY {self.embedding_column} <=> :embedding LIMIT 20 """ fulltext_query = f""" SELECT id, RANK () OVER (ORDER BY ts_rank_cd(to_tsvector('english', description), query) DESC) - FROM items, plainto_tsquery('english', :query) query + FROM {table_name}, plainto_tsquery('english', :query) query WHERE to_tsvector('english', description) @@ query {filter_clause_and} ORDER BY ts_rank_cd(to_tsvector('english', description), query) DESC LIMIT 20 @@ -78,42 +82,41 @@ async def search( """ if query_text is not None and len(query_vector) > 0: - sql = text(hybrid_query).columns(id=Integer, score=Float) + sql = text(hybrid_query).columns(column("id", Integer), column("score", Float)) elif len(query_vector) > 0: - sql = text(vector_query).columns(id=Integer, rank=Integer) + sql = text(vector_query).columns(column("id", Integer), column("rank", Integer)) elif query_text is not None: - sql = text(fulltext_query).columns(id=Integer, rank=Integer) + sql = text(fulltext_query).columns(column("id", Integer), column("rank", Integer)) else: raise ValueError("Both query text and query vector are empty") - async with self.async_session_maker() as session: - results = ( - await session.execute( - sql, - {"embedding": to_db(query_vector), "query": query_text, "k": 60}, - ) - ).fetchall() + results = ( + await self.db_session.execute( + sql, + {"embedding": np.array(query_vector), "query": query_text, "k": 60}, + ) + ).fetchall() - # Convert results to Item models - items = [] - for id, _ in results[:top]: - item = await session.execute(select(Item).where(Item.id == id)) - items.append(item.scalar()) - return items + # Convert results to SQLAlchemy models + row_models = [] + for id, _ in results[:top]: + item = await self.db_session.execute(select(Item).where(Item.id == id)) + row_models.append(item.scalar()) + return row_models async def search_and_embed( self, - query_text: str, + query_text: Optional[str] = None, top: int = 5, enable_vector_search: bool = False, enable_text_search: bool = False, - filters: list[dict] | None = None, + filters: Optional[list[Filter]] = None, ) -> list[Item]: """ - Search items by query text. Optionally converts the query text to a vector if enable_vector_search is True. + Search rows by query text. Optionally converts the query text to a vector if enable_vector_search is True. """ vector: list[float] = [] - if enable_vector_search: + if enable_vector_search and query_text is not None: vector = await compute_text_embedding( query_text, self.openai_embed_client, diff --git a/src/fastapi_app/prompts/answer.txt b/src/backend/fastapi_app/prompts/answer.txt similarity index 100% rename from src/fastapi_app/prompts/answer.txt rename to src/backend/fastapi_app/prompts/answer.txt diff --git a/src/backend/fastapi_app/prompts/query.txt b/src/backend/fastapi_app/prompts/query.txt new file mode 100644 index 00000000..54464bcb --- /dev/null +++ b/src/backend/fastapi_app/prompts/query.txt @@ -0,0 +1,5 @@ +Your job is to find search results based off the user's question and past messages. +You have access to only these tools: +1. **search_database**: This tool allows you to search a table for items based on a query. + You can pass in a search query and optional filters. +Once you get the search results, you're done. diff --git a/src/backend/fastapi_app/prompts/query_fewshots.json b/src/backend/fastapi_app/prompts/query_fewshots.json new file mode 100644 index 00000000..0ef450fd --- /dev/null +++ b/src/backend/fastapi_app/prompts/query_fewshots.json @@ -0,0 +1,36 @@ +[ + { + "role": "user", + "content": "good options for climbing gear that can be used outside?" + }, + { + "id": "madeup", + "call_id": "call_abc123", + "name": "search_database", + "arguments": "{\"search_query\":\"climbing gear outside\"}", + "type": "function_call" + }, + { + "id": "madeupoutput", + "call_id": "call_abc123", + "output": "Search results for climbing gear that can be used outside: ...", + "type": "function_call_output" + }, + { + "role": "user", + "content": "are there any shoes less than $50?" + }, + { + "id": "madeup", + "call_id": "call_abc456", + "name": "search_database", + "arguments": "{\"search_query\":\"shoes\",\"price_filter\":{\"comparison_operator\":\"<\",\"value\":50}}", + "type": "function_call" + }, + { + "id": "madeupoutput", + "call_id": "call_abc456", + "output": "Search results for shoes cheaper than 50: ...", + "type": "function_call_output" + } +] diff --git a/src/fastapi_app/query_rewriter.py b/src/backend/fastapi_app/query_rewriter.py similarity index 97% rename from src/fastapi_app/query_rewriter.py rename to src/backend/fastapi_app/query_rewriter.py index 6274ca50..aa0ad466 100644 --- a/src/fastapi_app/query_rewriter.py +++ b/src/backend/fastapi_app/query_rewriter.py @@ -69,7 +69,7 @@ def extract_search_arguments(original_user_query: str, chat_completion: ChatComp arg = json.loads(function.arguments) # Even though its required, search_query is not always specified search_query = arg.get("search_query", original_user_query) - if "price_filter" in arg and arg["price_filter"]: + if "price_filter" in arg and arg["price_filter"] and isinstance(arg["price_filter"], dict): price_filter = arg["price_filter"] filters.append( { @@ -78,7 +78,7 @@ def extract_search_arguments(original_user_query: str, chat_completion: ChatComp "value": price_filter["value"], } ) - if "brand_filter" in arg and arg["brand_filter"]: + if "brand_filter" in arg and arg["brand_filter"] and isinstance(arg["brand_filter"], dict): brand_filter = arg["brand_filter"] filters.append( { diff --git a/src/backend/fastapi_app/rag_advanced.py b/src/backend/fastapi_app/rag_advanced.py new file mode 100644 index 00000000..eb53aa6a --- /dev/null +++ b/src/backend/fastapi_app/rag_advanced.py @@ -0,0 +1,205 @@ +import json +from collections.abc import AsyncGenerator +from typing import Optional, Union + +from agents import ( + Agent, + ItemHelpers, + ModelSettings, + OpenAIChatCompletionsModel, + Runner, + ToolCallOutputItem, + function_tool, + set_tracing_disabled, +) +from openai import AsyncAzureOpenAI, AsyncOpenAI +from openai.types.responses import EasyInputMessageParam, ResponseInputItemParam, ResponseTextDeltaEvent + +from fastapi_app.api_models import ( + AIChatRoles, + BrandFilter, + ChatRequestOverrides, + Filter, + ItemPublic, + Message, + PriceFilter, + RAGContext, + RetrievalResponse, + RetrievalResponseDelta, + SearchResults, + ThoughtStep, +) +from fastapi_app.postgres_searcher import PostgresSearcher +from fastapi_app.rag_base import RAGChatBase + +set_tracing_disabled(disabled=True) + + +class AdvancedRAGChat(RAGChatBase): + query_prompt_template = open(RAGChatBase.prompts_dir / "query.txt").read() + query_fewshots = open(RAGChatBase.prompts_dir / "query_fewshots.json").read() + + def __init__( + self, + *, + messages: list[ResponseInputItemParam], + overrides: ChatRequestOverrides, + searcher: PostgresSearcher, + openai_chat_client: Union[AsyncOpenAI, AsyncAzureOpenAI], + chat_model: str, + chat_deployment: Optional[str], # Not needed for non-Azure OpenAI + ): + self.searcher = searcher + self.chat_params = self.get_chat_params(messages, overrides) + self.model_for_thoughts = ( + {"model": chat_model, "deployment": chat_deployment} if chat_deployment else {"model": chat_model} + ) + openai_agents_model = OpenAIChatCompletionsModel( + model=chat_model if chat_deployment is None else chat_deployment, openai_client=openai_chat_client + ) + self.search_agent = Agent( + name="Searcher", + instructions=self.query_prompt_template, + tools=[function_tool(self.search_database)], + tool_use_behavior="stop_on_first_tool", + model=openai_agents_model, + ) + self.answer_agent = Agent( + name="Answerer", + instructions=self.answer_prompt_template, + model=openai_agents_model, + model_settings=ModelSettings( + temperature=self.chat_params.temperature, + max_tokens=self.chat_params.response_token_limit, + extra_body={"seed": self.chat_params.seed} if self.chat_params.seed is not None else {}, + ), + ) + + async def search_database( + self, + search_query: str, + price_filter: Optional[PriceFilter] = None, + brand_filter: Optional[BrandFilter] = None, + ) -> SearchResults: + """ + Search PostgreSQL database for relevant products based on user query + + Args: + search_query: English query string to use for full text search, e.g. 'red shoes'. + price_filter: Filter search results based on price of the product + brand_filter: Filter search results based on brand of the product + + Returns: + List of formatted items that match the search query and filters + """ + # Only send non-None filters + filters: list[Filter] = [] + if price_filter: + filters.append(price_filter) + if brand_filter: + filters.append(brand_filter) + results = await self.searcher.search_and_embed( + search_query, + top=self.chat_params.top, + enable_vector_search=self.chat_params.enable_vector_search, + enable_text_search=self.chat_params.enable_text_search, + filters=filters, + ) + return SearchResults( + query=search_query, items=[ItemPublic.model_validate(item.to_dict()) for item in results], filters=filters + ) + + async def prepare_context(self) -> tuple[list[ItemPublic], list[ThoughtStep]]: + few_shots: list[ResponseInputItemParam] = json.loads(self.query_fewshots) + user_query = f"Find search results for user query: {self.chat_params.original_user_query}" + new_user_message = EasyInputMessageParam(role="user", content=user_query) + all_messages = few_shots + self.chat_params.past_messages + [new_user_message] + + run_results = await Runner.run(self.search_agent, input=all_messages) + most_recent_response = run_results.new_items[-1] + if isinstance(most_recent_response, ToolCallOutputItem): + search_results = most_recent_response.output + else: + raise ValueError("Error retrieving search results, model did not call tool properly") + + thoughts = [ + ThoughtStep( + title="Prompt to generate search arguments", + description=[{"content": self.query_prompt_template}] + + ItemHelpers.input_to_new_input_list(run_results.input), + props=self.model_for_thoughts, + ), + ThoughtStep( + title="Search using generated search arguments", + description=search_results.query, + props={ + "top": self.chat_params.top, + "vector_search": self.chat_params.enable_vector_search, + "text_search": self.chat_params.enable_text_search, + "filters": search_results.filters, + }, + ), + ThoughtStep( + title="Search results", + description=search_results.items, + ), + ] + return search_results.items, thoughts + + async def answer( + self, + items: list[ItemPublic], + earlier_thoughts: list[ThoughtStep], + ) -> RetrievalResponse: + run_results = await Runner.run( + self.answer_agent, + input=self.chat_params.past_messages + + [{"content": self.prepare_rag_request(self.chat_params.original_user_query, items), "role": "user"}], + ) + + return RetrievalResponse( + message=Message(content=str(run_results.final_output), role=AIChatRoles.ASSISTANT), + context=RAGContext( + data_points={item.id: item for item in items}, + thoughts=earlier_thoughts + + [ + ThoughtStep( + title="Prompt to generate answer", + description=[{"content": self.answer_prompt_template}] + + ItemHelpers.input_to_new_input_list(run_results.input), + props=self.model_for_thoughts, + ), + ], + ), + ) + + async def answer_stream( + self, + items: list[ItemPublic], + earlier_thoughts: list[ThoughtStep], + ) -> AsyncGenerator[RetrievalResponseDelta, None]: + run_results = Runner.run_streamed( + self.answer_agent, + input=self.chat_params.past_messages + + [{"content": self.prepare_rag_request(self.chat_params.original_user_query, items), "role": "user"}], # noqa + ) + + yield RetrievalResponseDelta( + context=RAGContext( + data_points={item.id: item for item in items}, + thoughts=earlier_thoughts + + [ + ThoughtStep( + title="Prompt to generate answer", + description=[{"content": self.answer_prompt_template}] + + ItemHelpers.input_to_new_input_list(run_results.input), + props=self.model_for_thoughts, + ), + ], + ), + ) + + async for event in run_results.stream_events(): + if event.type == "raw_response_event" and isinstance(event.data, ResponseTextDeltaEvent): + yield RetrievalResponseDelta(delta=Message(content=str(event.data.delta), role=AIChatRoles.ASSISTANT)) + return diff --git a/src/backend/fastapi_app/rag_base.py b/src/backend/fastapi_app/rag_base.py new file mode 100644 index 00000000..54e633c2 --- /dev/null +++ b/src/backend/fastapi_app/rag_base.py @@ -0,0 +1,70 @@ +import pathlib +from abc import ABC, abstractmethod +from collections.abc import AsyncGenerator + +from openai.types.responses import ResponseInputItemParam + +from fastapi_app.api_models import ( + ChatParams, + ChatRequestOverrides, + ItemPublic, + RetrievalResponse, + RetrievalResponseDelta, + ThoughtStep, +) + + +class RAGChatBase(ABC): + prompts_dir = pathlib.Path(__file__).parent / "prompts/" + answer_prompt_template = open(prompts_dir / "answer.txt").read() + + def get_chat_params(self, messages: list[ResponseInputItemParam], overrides: ChatRequestOverrides) -> ChatParams: + response_token_limit = 1024 + prompt_template = overrides.prompt_template or self.answer_prompt_template + + enable_text_search = overrides.retrieval_mode in ["text", "hybrid", None] + enable_vector_search = overrides.retrieval_mode in ["vectors", "hybrid", None] + + original_user_query = messages[-1].get("content") + if not isinstance(original_user_query, str): + raise ValueError("The most recent message content must be a string.") + + return ChatParams( + top=overrides.top, + temperature=overrides.temperature, + seed=overrides.seed, + retrieval_mode=overrides.retrieval_mode, + use_advanced_flow=overrides.use_advanced_flow, + response_token_limit=response_token_limit, + prompt_template=prompt_template, + enable_text_search=enable_text_search, + enable_vector_search=enable_vector_search, + original_user_query=original_user_query, + past_messages=messages[:-1], + ) + + @abstractmethod + async def prepare_context(self) -> tuple[list[ItemPublic], list[ThoughtStep]]: + raise NotImplementedError + + def prepare_rag_request(self, user_query, items: list[ItemPublic]) -> str: + sources_str = "\n".join([f"[{item.id}]:{item.to_str_for_rag()}" for item in items]) + return f"{user_query}Sources:\n{sources_str}" + + @abstractmethod + async def answer( + self, + items: list[ItemPublic], + earlier_thoughts: list[ThoughtStep], + ) -> RetrievalResponse: + raise NotImplementedError + + @abstractmethod + async def answer_stream( + self, + items: list[ItemPublic], + earlier_thoughts: list[ThoughtStep], + ) -> AsyncGenerator[RetrievalResponseDelta, None]: + raise NotImplementedError + if False: + yield 0 diff --git a/src/backend/fastapi_app/rag_simple.py b/src/backend/fastapi_app/rag_simple.py new file mode 100644 index 00000000..69126618 --- /dev/null +++ b/src/backend/fastapi_app/rag_simple.py @@ -0,0 +1,138 @@ +from collections.abc import AsyncGenerator +from typing import Optional, Union + +from agents import Agent, ItemHelpers, ModelSettings, OpenAIChatCompletionsModel, Runner, set_tracing_disabled +from openai import AsyncAzureOpenAI, AsyncOpenAI +from openai.types.responses import ResponseInputItemParam, ResponseTextDeltaEvent + +from fastapi_app.api_models import ( + AIChatRoles, + ChatRequestOverrides, + ItemPublic, + Message, + RAGContext, + RetrievalResponse, + RetrievalResponseDelta, + ThoughtStep, +) +from fastapi_app.postgres_searcher import PostgresSearcher +from fastapi_app.rag_base import RAGChatBase + +set_tracing_disabled(disabled=True) + + +class SimpleRAGChat(RAGChatBase): + def __init__( + self, + *, + messages: list[ResponseInputItemParam], + overrides: ChatRequestOverrides, + searcher: PostgresSearcher, + openai_chat_client: Union[AsyncOpenAI, AsyncAzureOpenAI], + chat_model: str, + chat_deployment: Optional[str], # Not needed for non-Azure OpenAI + ): + self.searcher = searcher + self.chat_params = self.get_chat_params(messages, overrides) + self.model_for_thoughts = ( + {"model": chat_model, "deployment": chat_deployment} if chat_deployment else {"model": chat_model} + ) + openai_agents_model = OpenAIChatCompletionsModel( + model=chat_model if chat_deployment is None else chat_deployment, openai_client=openai_chat_client + ) + self.answer_agent = Agent( + name="Answerer", + instructions=self.answer_prompt_template, + model=openai_agents_model, + model_settings=ModelSettings( + temperature=self.chat_params.temperature, + max_tokens=self.chat_params.response_token_limit, + extra_body={"seed": self.chat_params.seed} if self.chat_params.seed is not None else {}, + ), + ) + + async def prepare_context(self) -> tuple[list[ItemPublic], list[ThoughtStep]]: + """Retrieve relevant rows from the database and build a context for the chat model.""" + + results = await self.searcher.search_and_embed( + self.chat_params.original_user_query, + top=self.chat_params.top, + enable_vector_search=self.chat_params.enable_vector_search, + enable_text_search=self.chat_params.enable_text_search, + ) + items = [ItemPublic.model_validate(item.to_dict()) for item in results] + + thoughts = [ + ThoughtStep( + title="Search query for database", + description=self.chat_params.original_user_query, + props={ + "top": self.chat_params.top, + "vector_search": self.chat_params.enable_vector_search, + "text_search": self.chat_params.enable_text_search, + }, + ), + ThoughtStep( + title="Search results", + description=items, + ), + ] + return items, thoughts + + async def answer( + self, + items: list[ItemPublic], + earlier_thoughts: list[ThoughtStep], + ) -> RetrievalResponse: + run_results = await Runner.run( + self.answer_agent, + input=self.chat_params.past_messages + + [{"content": self.prepare_rag_request(self.chat_params.original_user_query, items), "role": "user"}], + ) + + return RetrievalResponse( + message=Message(content=str(run_results.final_output), role=AIChatRoles.ASSISTANT), + context=RAGContext( + data_points={item.id: item for item in items}, + thoughts=earlier_thoughts + + [ + ThoughtStep( + title="Prompt to generate answer", + description=[{"content": self.answer_prompt_template}] + + ItemHelpers.input_to_new_input_list(run_results.input), + props=self.model_for_thoughts, + ), + ], + ), + ) + + async def answer_stream( + self, + items: list[ItemPublic], + earlier_thoughts: list[ThoughtStep], + ) -> AsyncGenerator[RetrievalResponseDelta, None]: + run_results = Runner.run_streamed( + self.answer_agent, + input=self.chat_params.past_messages + + [{"content": self.prepare_rag_request(self.chat_params.original_user_query, items), "role": "user"}], + ) + + yield RetrievalResponseDelta( + context=RAGContext( + data_points={item.id: item for item in items}, + thoughts=earlier_thoughts + + [ + ThoughtStep( + title="Prompt to generate answer", + description=[{"content": self.answer_agent.instructions}] + + ItemHelpers.input_to_new_input_list(run_results.input), + props=self.model_for_thoughts, + ), + ], + ), + ) + + async for event in run_results.stream_events(): + if event.type == "raw_response_event" and isinstance(event.data, ResponseTextDeltaEvent): + yield RetrievalResponseDelta(delta=Message(content=str(event.data.delta), role=AIChatRoles.ASSISTANT)) + return diff --git a/src/backend/fastapi_app/routes/api_routes.py b/src/backend/fastapi_app/routes/api_routes.py new file mode 100644 index 00000000..f566886c --- /dev/null +++ b/src/backend/fastapi_app/routes/api_routes.py @@ -0,0 +1,206 @@ +import json +import logging +from collections.abc import AsyncGenerator +from typing import Union + +import fastapi +from fastapi import HTTPException +from fastapi.responses import StreamingResponse +from openai import APIError +from sqlalchemy import select, text + +from fastapi_app.api_models import ( + ChatRequest, + ErrorResponse, + ItemPublic, + ItemWithDistance, + RetrievalResponse, + RetrievalResponseDelta, +) +from fastapi_app.dependencies import ChatClient, CommonDeps, DBSession, EmbeddingsClient +from fastapi_app.postgres_models import Item +from fastapi_app.postgres_searcher import PostgresSearcher +from fastapi_app.rag_advanced import AdvancedRAGChat +from fastapi_app.rag_simple import SimpleRAGChat + +router = fastapi.APIRouter() + + +ERROR_FILTER = {"error": "Your message contains content that was flagged by the content filter."} + + +async def format_as_ndjson(r: AsyncGenerator[RetrievalResponseDelta, None]) -> AsyncGenerator[str, None]: + """ + Format the response as NDJSON + """ + try: + async for event in r: + yield event.model_dump_json() + "\n" + except Exception as error: + if isinstance(error, APIError) and error.code == "content_filter": + yield json.dumps(ERROR_FILTER) + "\n" + else: + logging.exception("Exception while generating response stream: %s", error) + yield json.dumps({"error": str(error)}, ensure_ascii=False) + "\n" + + +@router.get("/items/{id}", response_model=ItemPublic) +async def item_handler(database_session: DBSession, id: int) -> ItemPublic: + """A simple API to get an item by ID.""" + item = (await database_session.scalars(select(Item).where(Item.id == id))).first() + if not item: + raise HTTPException(detail=f"Item with ID {id} not found.", status_code=404) + return ItemPublic.model_validate(item.to_dict()) + + +@router.get("/similar", response_model=list[ItemWithDistance]) +async def similar_handler( + context: CommonDeps, database_session: DBSession, id: int, n: int = 5 +) -> list[ItemWithDistance]: + """A similarity API to find items similar to items with given ID.""" + item = (await database_session.scalars(select(Item).where(Item.id == id))).first() + if not item: + raise HTTPException(detail=f"Item with ID {id} not found.", status_code=404) + + closest = ( + await database_session.execute( + text( + f"SELECT *, {context.embedding_column} <=> :embedding as DISTANCE FROM {Item.__tablename__} " + "WHERE id <> :item_id ORDER BY distance LIMIT :n" + ), + {"embedding": getattr(item, context.embedding_column), "n": n, "item_id": id}, + ) + ).fetchall() + + items = [dict(row._mapping) for row in closest] + return [ItemWithDistance.model_validate(item) for item in items] + + +@router.get("/search", response_model=list[ItemPublic]) +async def search_handler( + context: CommonDeps, + database_session: DBSession, + openai_embed: EmbeddingsClient, + query: str, + top: int = 5, + enable_vector_search: bool = True, + enable_text_search: bool = True, +) -> list[ItemPublic]: + """A search API to find items based on a query.""" + searcher = PostgresSearcher( + db_session=database_session, + openai_embed_client=openai_embed.client, + embed_deployment=context.openai_embed_deployment, + embed_model=context.openai_embed_model, + embed_dimensions=context.openai_embed_dimensions, + embedding_column=context.embedding_column, + ) + results = await searcher.search_and_embed( + query, top=top, enable_vector_search=enable_vector_search, enable_text_search=enable_text_search + ) + return [ItemPublic.model_validate(item.to_dict()) for item in results] + + +@router.post("/chat", response_model=Union[RetrievalResponse, ErrorResponse]) +async def chat_handler( + context: CommonDeps, + database_session: DBSession, + openai_embed: EmbeddingsClient, + openai_chat: ChatClient, + chat_request: ChatRequest, +): + try: + searcher = PostgresSearcher( + db_session=database_session, + openai_embed_client=openai_embed.client, + embed_deployment=context.openai_embed_deployment, + embed_model=context.openai_embed_model, + embed_dimensions=context.openai_embed_dimensions, + embedding_column=context.embedding_column, + ) + rag_flow: Union[SimpleRAGChat, AdvancedRAGChat] + if chat_request.context.overrides.use_advanced_flow: + rag_flow = AdvancedRAGChat( + messages=chat_request.messages, + overrides=chat_request.context.overrides, + searcher=searcher, + openai_chat_client=openai_chat.client, + chat_model=context.openai_chat_model, + chat_deployment=context.openai_chat_deployment, + ) + else: + rag_flow = SimpleRAGChat( + messages=chat_request.messages, + overrides=chat_request.context.overrides, + searcher=searcher, + openai_chat_client=openai_chat.client, + chat_model=context.openai_chat_model, + chat_deployment=context.openai_chat_deployment, + ) + + items, thoughts = await rag_flow.prepare_context() + response = await rag_flow.answer(items=items, earlier_thoughts=thoughts) + return response + except Exception as e: + if isinstance(e, APIError) and e.code == "content_filter": + return ERROR_FILTER + else: + logging.exception("Exception while generating response: %s", e) + return {"error": str(e)} + + +@router.post("/chat/stream") +async def chat_stream_handler( + context: CommonDeps, + database_session: DBSession, + openai_embed: EmbeddingsClient, + openai_chat: ChatClient, + chat_request: ChatRequest, +): + searcher = PostgresSearcher( + db_session=database_session, + openai_embed_client=openai_embed.client, + embed_deployment=context.openai_embed_deployment, + embed_model=context.openai_embed_model, + embed_dimensions=context.openai_embed_dimensions, + embedding_column=context.embedding_column, + ) + + rag_flow: Union[SimpleRAGChat, AdvancedRAGChat] + if chat_request.context.overrides.use_advanced_flow: + rag_flow = AdvancedRAGChat( + messages=chat_request.messages, + overrides=chat_request.context.overrides, + searcher=searcher, + openai_chat_client=openai_chat.client, + chat_model=context.openai_chat_model, + chat_deployment=context.openai_chat_deployment, + ) + else: + rag_flow = SimpleRAGChat( + messages=chat_request.messages, + overrides=chat_request.context.overrides, + searcher=searcher, + openai_chat_client=openai_chat.client, + chat_model=context.openai_chat_model, + chat_deployment=context.openai_chat_deployment, + ) + + try: + # Intentionally do search we stream down the answer, to avoid using database connections during stream + # See https://github.com/tiangolo/fastapi/discussions/11321 + items, thoughts = await rag_flow.prepare_context() + result = rag_flow.answer_stream(items, thoughts) + return StreamingResponse(content=format_as_ndjson(result), media_type="application/x-ndjson") + except Exception as e: + if isinstance(e, APIError) and e.code == "content_filter": + return StreamingResponse( + content=json.dumps(ERROR_FILTER) + "\n", + media_type="application/x-ndjson", + ) + else: + logging.exception("Exception while generating response: %s", e) + return StreamingResponse( + content=json.dumps({"error": str(e)}, ensure_ascii=False) + "\n", + media_type="application/x-ndjson", + ) diff --git a/src/fastapi_app/frontend_routes.py b/src/backend/fastapi_app/routes/frontend_routes.py similarity index 90% rename from src/fastapi_app/frontend_routes.py rename to src/backend/fastapi_app/routes/frontend_routes.py index c6eccfb2..0dedfc85 100644 --- a/src/fastapi_app/frontend_routes.py +++ b/src/backend/fastapi_app/routes/frontend_routes.py @@ -4,7 +4,7 @@ from fastapi.staticfiles import StaticFiles from starlette.routing import Mount, Route, Router -parent_dir = Path(__file__).resolve().parent.parent +parent_dir = Path(__file__).resolve().parent.parent.parent async def index(request) -> FileResponse: diff --git a/src/backend/fastapi_app/seed_data.json b/src/backend/fastapi_app/seed_data.json new file mode 100644 index 00000000..3e251cf5 --- /dev/null +++ b/src/backend/fastapi_app/seed_data.json @@ -0,0 +1,182206 @@ +[ + { + "id": 1, + "type": "Footwear", + "brand": "Daybird", + "name": "Wanderer Black Hiking Boots", + "description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. 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This lightweight and durable climbing harness features adjustable leg loops and waist belt for a customized fit. With its vibrant blue color, you'll look stylish while maneuvering difficult routes. Safety is a top priority with a reinforced tie-in point and strong webbing loops.", + "price": 89.99, + "embedding_3l": [ + -0.02292485162615776, + 0.003314050380140543, + -0.017908191308379173, + -0.03946307301521301, + 0.02018490806221962, + 0.023141682147979736, + -0.049831490963697433, + -0.009599658660590649, + -0.07419530302286148, + 0.04092174768447876, + 0.046165090054273605, + 0.025704218074679375, + 0.09848026931285858, + 0.009757352992892265, + -0.0070321932435035706, + 0.033884625881910324, + -0.058031611144542694, + -0.034180302172899246, + 0.0030233010184019804, + -0.05673062801361084, + 0.02057914435863495, + -0.1084938794374466, + 0.04092174768447876, + 0.025171998888254166, + 0.04285350441932678, + -0.0020635814871639013, + -0.015316086821258068, + 0.02647298015654087, + -0.019603408873081207, + 0.022964274510741234, + 0.0018110238015651703, + 0.018755801022052765, + 0.04226215183734894, + 0.05207863822579384, + -0.003346082055941224, + 0.048215121030807495, + 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"Ski/boarding", + "brand": "WildRunner", + "name": "Alpine Fusion Goggles", + "description": "Enhance your skiing experience with the Alpine Fusion Goggles from WildRunner. These goggles offer full UV protection and anti-fog lenses to keep your vision clear on the slopes. With their stylish silver frame and orange lenses, you'll stand out from the crowd. Adjustable straps ensure a secure fit, while the soft foam padding provides comfort all day long.", + "price": 79.99, + "embedding_3l": [ + -0.05253124609589577, + 0.017329994589090347, + -0.02706327848136425, + 0.014918038621544838, + 0.03234299272298813, + 0.0376037135720253, + -0.06852231919765472, + -0.013693069107830524, + -0.045200422406196594, + -0.014224838465452194, + -0.030861632898449898, + 0.025524944067001343, + 0.046529848128557205, + -0.037508752197027206, + 0.027784965932369232, + 0.02734815515577793, + -0.03785060718655586, + 0.03790758177638054, + 0.009011596441268921, + -0.0029366030357778072, + 0.02930430695414543, + -0.03188718855381012, + -0.03878120332956314, + -0.038249433040618896, + 0.006495186593383551, + 0.03652118146419525, + 0.022961055859923363, + 0.03023490495979786, + 0.009054328314960003, + -0.042351655662059784, + 0.0381544753909111, + -0.017994705587625504, + 0.02542998641729355, + 0.12139542400836945, + -0.027860932052135468, + 0.01196481753140688, 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Expedition Backpack by Quester is a must-have for every outdoor enthusiast. With its spacious interior and multiple pockets, you can easily carry all your gear and essentials. Made with durable nylon fabric, this backpack is built to withstand the toughest conditions. The orange accents add a touch of style to this functional backpack.", + "price": 129.99, + "embedding_3l": [ + -0.03638547286391258, + 0.07147622108459473, + -0.02001105807721615, + -0.015060653910040855, + 0.011385930702090263, + -0.008753648027777672, + -0.009286768734455109, + 0.013032891787588596, + -0.024295061826705933, + 0.010871849954128265, + 0.005031324457377195, + -0.050494126975536346, + 0.017174094915390015, + 0.0091963279992342, + -0.024428341537714005, + 0.003546203253790736, + -0.00013737074914388359, + 0.013661212287843227, + -0.03792771324515343, + -0.0031320827547460794, + 0.044553641229867935, + -0.06941990554332733, + 0.018164176493883133, + 0.017773855477571487, + -0.003658063244074583, + 0.026237143203616142, + 0.002682262333109975, + 0.02448546141386032, + 0.006811566185206175, + 0.059404853731393814, + -0.013080491684377193, + 0.03531923145055771, + 0.045467559248209, + 0.07783558964729309, + -0.02496146224439144, + 0.012556890957057476, + 0.02804594486951828, 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{ + "id": 5, + "type": "Ski/boarding", + "brand": "B&R", + "name": "Blizzard Rider Snowboard", + "description": "Get ready to ride the slopes with the Blizzard Rider Snowboard by B&R. This versatile snowboard is perfect for riders of all levels with its medium flex and twin shape. Its black and blue color scheme gives it a sleek and cool look. Whether you're carving turns or hitting the terrain park, this snowboard will help you shred with confidence.", + "price": 299.99, + "embedding_3l": [ + -0.04651106894016266, + -0.017692409455776215, + -0.018983351066708565, + -0.004492757376283407, + 8.750428969506174e-05, + 0.004165378399193287, + -0.026951899752020836, + -0.01989351212978363, + -0.0676119327545166, + 0.05669000744819641, + 0.04034426435828209, + -0.014850478619337082, + 0.03601635619997978, + 0.004717975854873657, + -0.0008927469025366008, + 0.07727078348398209, + -0.026301786303520203, + 0.023924224078655243, + -0.015658479183912277, + -0.009194480255246162, + 0.05282646790146828, + 0.004564734175801277, + -0.011767077259719372, + 0.01946629397571087, + -0.01717231795191765, + -0.011061238124966621, + -0.028345003724098206, + -0.016735810786485672, + -0.019596315920352936, + -0.03792955353856087, + -0.03205994516611099, + -0.00035146830487065017, + 0.057358697056770325, + 0.06720329076051712, + 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Designed with lightweight carbon fiber shafts, these poles provide excellent support and durability. The comfortable and adjustable cork grips ensure a secure hold, while the blue accents add a stylish touch. Compact and collapsible, these trekking poles are easy to transport and store.", + "price": 69.99, + "embedding_3l": [ + -0.027950672432780266, + 0.014295382425189018, + -0.03136449679732323, + 0.008076713420450687, + 0.004069472197443247, + -0.026172639802098274, + -0.06525379419326782, + -0.02590593509376049, + -0.015042155981063843, + 0.023861197754740715, + 0.030742183327674866, + 0.005716375075280666, + 0.01303297933191061, + -0.0234344694763422, + 0.0004439525364432484, + -0.017993690446019173, + -0.003936119843274355, + -0.0021591982804238796, + 0.013255232945084572, + -0.003784986911341548, + 0.06770747900009155, + -0.07823343575000763, + -0.05159850791096687, + -0.01654459349811077, + 0.027275020256638527, + 0.006369801703840494, + -0.022420991212129593, + 0.010970461182296276, + -0.020785201340913773, + 0.021283050999045372, + 0.00941468309611082, + 0.006649842020124197, + 0.05398106947541237, + 0.052594203501939774, + -0.004698451142758131, + -0.007041009142994881, + 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7, + "type": "Bags", + "brand": "Solstix", + "name": "Explorer 45L Backpack", + "description": "The Explorer 45L Backpack by Solstix is perfect for your next outdoor expedition. Made with waterproof and tear-resistant materials, this backpack can withstand even the harshest weather conditions. With its spacious main compartment and multiple pockets, you can easily organize your gear. The green and black color scheme adds a rugged and adventurous edge.", + "price": 149.99, + "embedding_3l": [ + -0.019932592287659645, + 0.06851106137037277, + -0.01419763546437025, + -0.03223142772912979, + -0.008024121634662151, + 0.015036191791296005, + -0.004821701906621456, + 0.019508495926856995, + -0.05093028023838997, + 0.00929159577935934, + 0.02388441376388073, + 0.00033192874980159104, + 0.02328682132065296, + -0.03986518457531929, + -0.008168700151145458, + 0.034429024904966354, + 0.034833844751119614, + -0.007860265672206879, + 0.008178339339792728, + -0.03201937675476074, + 0.07518096268177032, + -0.07371589541435242, + 0.017175957560539246, + 0.039518196135759354, + 0.01730125956237316, + 0.01216389425098896, + 0.01596149615943432, + 0.006568695418536663, + 0.02708442322909832, + 0.028915753588080406, + 0.021898863837122917, + 0.04187001287937164, + 0.04973509535193443, + 0.047460392117500305, + -0.005460258107632399, + -0.028414547443389893, + 0.033176008611917496, + 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warm and stylish with the Frostbite Insulated Jacket by Grolltex. Featuring a water-resistant outer shell and lightweight insulation, this jacket is perfect for cold weather adventures. The black and gray color combination and Grolltex logo add a touch of sophistication. With its adjustable hood and multiple pockets, this jacket offers both style and functionality.", + "price": 179.99, + "embedding_3l": [ + -0.05554390326142311, + -0.01676524616777897, + -0.030814925208687782, + 0.029986774548888206, + 0.03609197959303856, + -0.021994153037667274, + -0.05635279417037964, + -0.007294470444321632, + -0.05912613868713379, + 0.02070377767086029, + -0.0018284324323758483, + -0.022668229416012764, + 0.04930388182401657, + -0.03204752132296562, + -0.003430567914620042, + 0.04653053730726242, + -0.02340008318424225, + -0.0032620488200336695, + -0.008729290217161179, + -0.051268331706523895, + 0.055967606604099274, + -0.03318382427096367, + 0.045028310269117355, + 0.02340008318424225, + 0.009335959330201149, + -0.027328986674547195, + 0.013914864510297775, + 0.013818568550050259, + 0.007867435924708843, + 0.009239662438631058, + 0.011545967310667038, + 0.00263130571693182, + 0.03794087842106819, + 0.012287451885640621, + -0.01564820483326912, + 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This rugged and durable watch features a built-in GPS, altimeter, and compass, allowing you to track your progress and find your way in any terrain. With its sleek black design and easy-to-read display, this watch is both stylish and practical. The VenturePro GPS Watch is a must-have for every adventurer.", + "price": 199.99, + "embedding_3l": [ + -0.00011801467189798132, + 0.04395178332924843, + -0.02118084579706192, + -0.013648292981088161, + 0.01014193519949913, + 0.023586370050907135, + 0.002690925495699048, + 0.01758275181055069, + -0.03710215538740158, + -0.028662433847784996, + 0.06719159334897995, + -0.0014231835957616568, + 0.07461202889680862, + -0.03740794211626053, + 0.020589657127857208, + 0.0050123585388064384, + -0.04607190564274788, + -0.02047753520309925, + -0.042524777352809906, + 0.019305352121591568, + 0.035267435014247894, + -0.021405089646577835, + -0.03606247901916504, + -0.014687968418002129, + 0.04427795857191086, + 0.00045135433902032673, + -0.018265675753355026, + 0.053247708827257156, + -0.022444766014814377, + 0.002136686583980918, + 0.010366179049015045, + 0.03312692418694496, + 0.0004953112220391631, + 0.042973265051841736, + -0.03820298984646797, + 0.044889532029628754, + 0.0694340318441391, + 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"brand": "Green Equipment", + "name": "Trailblazer Bike Helmet", + "description": "Stay safe on your cycling adventures with the Trailblazer Bike Helmet by Green Equipment. This lightweight and durable helmet features an adjustable fit system and ventilation for added comfort. With its vibrant green color and sleek design, you'll stand out on the road. The Trailblazer Bike Helmet is perfect for all types of cycling, from mountain biking to road cycling.", + "price": 59.99, + "embedding_3l": [ + -0.028117569163441658, + -0.0033403378911316395, + -0.010599148459732533, + -0.0038014694582670927, + -0.0004381899198051542, + 0.05814390257000923, + -0.025731613859534264, + -0.020776167511940002, + -0.06882563978433609, + 0.024281686171889305, + 0.00581347243860364, + -0.026245510205626488, + 0.09404335916042328, + 0.003574345028027892, + 0.0744418129324913, + 0.03413751721382141, + 0.01426984928548336, + 0.003666112432256341, + 0.04643436521291733, + -0.016518153250217438, + 0.07356084138154984, + -0.002961796708405018, + -0.0502886027097702, + -0.005290397442877293, + 0.00813977885991335, + 0.0028493816498667, + 0.00419607013463974, + -0.0027392604388296604, + -0.02877829410135746, + -0.023932969197630882, + 0.013526532799005508, + 0.02173054963350296, + 0.0016713159857317805, + 0.06038302928209305, + -0.008373786695301533, + 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Its floating camber allows for effortless turns and smooth maneuverability, while the lightweight carbon fiber construction ensures maximum control at high speeds. This board, available in vibrant turquoise, is a must-have for any backcountry shredder.", + "price": 399.0, + "embedding_3l": [ + -0.03678867220878601, + 0.035691939294338226, + -0.028861405327916145, + 0.03149741515517235, + 0.03336378559470177, + 0.0022944817319512367, + -0.042214617133140564, + -0.009341475553810596, + -0.03559573367238045, + 0.04279184341430664, + 0.018731052055954933, + 0.012689398601651192, + 0.038808971643447876, + -0.02185770496726036, + -0.006330268457531929, + 0.037558309733867645, + -0.04171435162425041, + 0.030362199991941452, + -0.012294959276914597, + -0.00793207623064518, + 0.05506756156682968, + -0.010361244902014732, + -0.022127078846096992, + -0.06999853253364563, + 0.03967481479048729, + 0.009404008276760578, + -0.015546677634119987, + 0.012169892899692059, + -0.0328250378370285, + 0.04925680160522461, + 0.02911153808236122, + 0.01437298022210598, + 0.042445506900548935, + 0.09628164768218994, + 0.021992390975356102, + 0.02851506881415844, + 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"brand": "Daybird", + "name": "Trailblaze hiking backpack", + "description": "The Daybird Trailblaze backpack in forest green is a reliable and spacious bag for all your outdoor adventures. With a 40-liter capacity and durable ripstop fabric, this backpack provides ample storage and protection for your gear. Its ergonomic design and adjustable straps ensure a comfortable fit no matter the length of the hike.", + "price": 89.99, + "embedding_3l": [ + -0.03404207155108452, + 0.047964807599782944, + -0.00734375324100256, + -0.0053779021836817265, + -0.01883491314947605, + 0.021178247407078743, + 0.010785218328237534, + 0.006294645369052887, + -0.058946121484041214, + 0.015334619209170341, + 0.04016023129224777, + 0.015991536900401115, + 0.05980893597006798, + -0.014373754151165485, + 0.05031794682145119, + 0.007770259398967028, + 0.014187464490532875, + -0.008794855326414108, + 0.03772865608334541, + -0.018001509830355644, + 0.07522199302911758, + -0.046121515333652496, + -0.020648790523409843, + -0.005167100112885237, + -0.021021371707320213, + -0.005387706682085991, + 0.002529623918235302, + -0.018374089151620865, + 0.028884775936603546, + 0.01787404902279377, + -0.015795443207025528, + 0.06126004084944725, + 0.04800402745604515, + 0.05392609164118767, + -0.021668484434485435, + 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Made from waterproof nylon and available in sleek black, it features multiple internal pockets and a separate shoe compartment to keep your belongings organized. With its adjustable shoulder strap and reinforced handles, this bag is as functional as it is stylish.", + "price": 59.99, + "embedding_3l": [ + -0.05893775075674057, + 0.010181553661823273, + -0.018067454919219017, + -0.036250174045562744, + 0.024262836202979088, + -0.02163100056350231, + -0.032312024384737015, + 0.005124395247548819, + -0.05955248698592186, + -0.014513516798615456, + 0.02401309832930565, + 0.053827762603759766, + 0.055940914899110794, + -0.0272980909794569, + -0.0067380755208432674, + -0.010364053770899773, + -0.013552993535995483, + -0.0014900128589943051, + 0.001629288773983717, + -0.0455288365483284, + 0.04172516241669655, + -0.05893775075674057, + 0.010191159322857857, + 0.018365217372775078, + 0.007540113292634487, + -0.008654320612549782, + -0.019565872848033905, + 0.026644933968782425, + 0.012563653290271759, + 0.02524256892502308, + -0.0005694106221199036, + 0.0028839732985943556, + 0.04648936167359352, + 0.016655486077070236, + -0.05909143388271332, + 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15, + "type": "Jackets", + "brand": "Raptor Elite", + "name": "Summit Pro Insulated Jacket", + "description": "The Summit Pro Insulated Jacket by Raptor Elite is designed to keep you warm and dry in extreme conditions. With its waterproof and breathable construction, heat-sealed seams, and insulation made from recycled materials, this jacket is both eco-friendly and high-performance. Available in vibrant red, it also features a removable hood and plenty of storage pockets.", + "price": 249.99, + "embedding_3l": [ + -0.08952666074037552, + -0.0027223413344472647, + -0.04326512664556503, + 0.026912810280919075, + -0.0023889001458883286, + 0.006952018942683935, + -0.04925793409347534, + -0.009176482446491718, + -0.03058522939682007, + 0.04549415782094002, + 0.012360160239040852, + -0.06738251447677612, + 0.06080504506826401, + -0.05649314820766449, + -0.020499777048826218, + 0.021596021950244904, + -0.019092930480837822, + -0.0023683456238359213, + 0.022966329008340836, + -0.028337927535176277, + 0.027899429202079773, + -0.017896195873618126, + 0.03942827135324478, + -0.010587898083031178, + 0.03093237429857254, + -0.01367565430700779, + -0.006394761148840189, + 0.0044580623507499695, + -0.01259768009185791, + 0.01911120116710663, + 0.026857998222112656, + 0.021723918616771698, + 0.04154767841100693, + 0.05378907918930054, + -0.015968631953001022, + 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+ { + "id": 17, + "type": "Climbing", + "brand": "Legend", + "name": "Apex Climbing Harness", + "description": "The Apex Climbing Harness by Legend is a lightweight and durable harness designed for maximum comfort and safety. With adjustable leg loops, a contoured waistbelt, and a secure buckle system, this harness provides a secure fit for all-day climbing sessions. Available in bold orange, it also features gear loops for easy access to your equipment.", + "price": 89.99, + "embedding_3l": [ + -0.03710118681192398, + 0.03873264044523239, + -0.01625696010887623, + -0.035796020179986954, + 0.029500529170036316, + 0.031151175498962402, + -0.040268126875162125, + -0.013042035512626171, + -0.06111235171556473, + 0.014299214817583561, + -0.002468773862347007, + 0.007442309521138668, + 0.0552775040268898, + -0.0230322927236557, + 0.005978799425065517, + 0.019692610949277878, + -0.06111235171556473, + -0.024778908118605614, + 0.029327785596251488, + -0.04694749042391777, + 0.0007605454884469509, + -0.08591045439243317, + 0.05969202518463135, + 0.012178325094282627, + 0.04729297384619713, + 0.004762406460940838, + -0.0030421819537878036, + 0.011995986104011536, + -0.008603520691394806, + 0.006847308948636055, + 0.03259069472551346, + 0.027523590251803398, + 0.03543134406208992, + 0.03748505562543869, + -0.03942360728979111, + -0.007994124665856361, + 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+ }, + { + "id": 18, + "type": "Climbing", + "brand": "Grolltex", + "name": "Alpine Tech Crampons", + "description": "The Alpine Tech Crampons by Grolltex are essential for icy and challenging mountain terrains. Made from strong and lightweight stainless steel, these crampons provide excellent traction and stability. Their simple adjustment system allows for easy fitting and quick attachment to most hiking boots. Available in silver, they are suitable for both beginners and experienced mountaineers.", + "price": 149.0, + "embedding_3l": [ + -0.059447240084409714, + 0.041180919855833054, + -0.03057701513171196, + -0.0019382995087653399, + 0.03409954532980919, + 0.015197721309959888, + -0.06238873302936554, + -0.027635522186756134, + -0.008851719088852406, + 0.04659181833267212, + 0.05381845310330391, + 0.011139548383653164, + 0.04989646002650261, + -0.052329547703266144, + -0.010031948797404766, + -0.03019571118056774, + -0.022860132157802582, + -0.016768334433436394, + 0.0008687168010510504, + -0.000675794726703316, + 0.06155349314212799, + -0.1148272231221199, + -0.00048712827265262604, + -0.03370008245110512, + 0.01139375101774931, + -0.02144385688006878, + 0.008329695090651512, + -0.0016216803342103958, + -0.022696716710925102, + 0.0369684100151062, + 0.049424368888139725, + 0.002419469878077507, + -0.01419906597584486, + 0.018438812345266342, + -0.011148626916110516, + 0.007022364065051079, 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Made from recycled materials, these shoes offer a lightweight, breathable, and flexible design in an earthy green color. 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With its intuitive touchscreen display and GPS capabilities, it allows you to track your route, monitor performance metrics, and receive turn-by-turn directions. Its sleek black design and waterproof construction make it a reliable companion on all your cycling adventures.", + "price": 199.99, + "embedding_3l": [ + -0.005912845488637686, + 0.05877882242202759, + -0.02515272982418537, + -0.05281456187367439, + -0.012689480558037758, + 0.06038300320506096, + -0.04031018167734146, + 0.007810097187757492, + -0.066923126578331, + 0.013429870828986168, + 0.00790264643728733, + -0.040556978434324265, + 0.04561631754040718, + 0.0029075774364173412, + 0.05121038109064102, + 0.014725555665791035, + 0.04536952078342438, + -0.019620362669229507, + -0.04898921027779579, + -0.010077545419335365, + 0.016823330894112587, + -0.016504550352692604, + -0.025358393788337708, + 0.0011144428281113505, + 0.006822909228503704, + 0.034695547074079514, + -0.03315306827425957, + 0.012494099326431751, + -0.028649020940065384, + -0.021142277866601944, + 0.04504045471549034, + 0.05051112547516823, + -0.0009582665516063571, + 0.01680276356637478, + -0.030952459201216698, + 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With its black color, these shoes offer a sleek and minimalist style. The shoes feature a waterproof GORE-TEX lining, Vibram rubber outsole for enhanced traction, and a reinforced toe cap for added protection. Conquer any trail with confidence in the Legend Trailblazer Black Hiking Shoes.", + "price": 129.99, + "embedding_3l": [ + -0.03959360346198082, + 0.028488079085946083, + -0.023409225046634674, + -0.033745765686035156, + -0.028327129781246185, + 0.03168918937444687, + 0.0029350947588682175, + -0.008150309324264526, + -0.04266952723264694, + -0.0049715545028448105, + 0.0016262616263702512, + 0.0028434430714696646, + 0.052648402750492096, + -0.017391499131917953, + 0.0024701294023543596, + 0.025197554379701614, + -0.03719723969697952, + -0.012992209754884243, + 0.046031586825847626, + -0.00962120946496725, + 0.024982955306768417, + -0.05100313946604729, + 0.018035296350717545, + -0.019510667771100998, + -0.007761347573250532, + -0.013001151382923126, + -0.017176900058984756, + -0.03142093867063522, + 0.020458482205867767, + 0.040416233241558075, + -0.044887054711580276, + 0.0412030965089798, + 0.023784775286912918, + 0.07131855934858322, + -0.0680280327796936, + -0.05032357573509216, + 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Its sleek design, combined with the vibrant blue color, makes it stand out on the slopes. The snowboard features a responsive camber profile, carbon fiber laminates for enhanced stability, and a sintered base for maximum speed. Take your snowboarding skills to new heights with the Raptor Elite Venture 2022 Snowboard.", + "price": 499.0, + "embedding_3l": [ + -0.030720815062522888, + 0.04655524715781212, + -0.03937428072094917, + 0.0065506137907505035, + 0.038950685411691666, + -0.00817439891397953, + -0.04389264062047005, + 0.018779434263706207, + -0.03501729294657707, + 0.007397806271910667, + 0.08730117231607437, + -0.01644965447485447, + 0.03580396994948387, + -0.021018443629145622, + -0.02327762357890606, + 0.10061419755220413, + -0.05446237698197365, + -0.005642907228320837, + 0.012264120392501354, + -0.011326157487928867, + 0.05845628306269646, + 0.004843621514737606, + -0.019707312807440758, + -0.04324716329574585, + -0.022047176957130432, + -0.04413469508290291, + 0.01175983902066946, + 0.02854231931269169, + -0.0631360113620758, + 0.023822247982025146, + 0.04344887286424637, + -0.0016742137959226966, + 0.03792195022106171, + 0.046071138232946396, + 0.01376687828451395, + 0.04603079333901405, + 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+ { + "id": 23, + "type": "Climbing", + "brand": "Zephyr", + "name": "Summit Pro Climbing Harness", + "description": "The Zephyr Summit Pro Climbing Harness is designed for professional climbers who demand the utmost in reliability and performance. Available in a striking orange color, this harness features 30kN rated webbing, speed-adjust buckles, and multiple gear loops for easy organization. With its lightweight design, the Summit Pro Harness offers unmatched comfort and freedom of movement. Reach new heights of confidence with the Zephyr Summit Pro Climbing Harness.", + "price": 189.99, + "embedding_3l": [ + -0.04095623642206192, + 0.03197254240512848, + -0.02116464637219906, + -0.004369253758341074, + 0.011386539787054062, + 0.009503494948148727, + -0.038641661405563354, + 0.012514405883848667, + -0.07618487626314163, + 0.012867476791143417, + 0.01324997004121542, + 0.0005507540190592408, + 0.06567120552062988, + -0.0336202047765255, + 0.0006693637697026134, + 0.03516979515552521, + -0.054765235632658005, + -0.015348780900239944, + 0.015270320698618889, + -0.04127007722854614, + 0.03238445892930031, + -0.058845169842243195, + 0.005732499994337559, + -0.02118426002562046, + 0.038622044026851654, + -0.013406890444457531, + -0.012661518529057503, + 0.024440359324216843, + -0.03277675807476044, + 0.0392301119863987, + 0.016604144126176834, + 0.027147237211465836, + 0.03970087319612503, + 0.05621675029397011, + 0.03328675031661987, + 0.022929999977350235, + 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With its stealthy red color, this backpack combines style with functionality. Made from durable nylon and featuring multiple compartments, this backpack offers ample storage space for all your essentials. Whether you're venturing into the mountains or exploring hidden trails, the Ridgevent Stealth Hiking Backpack has got you covered.", + "price": 69.99, + "embedding_3l": [ + -0.0447942279279232, + 0.0359058640897274, + -0.013763261958956718, + 0.026821719482541084, + 0.019352750852704048, + 0.006171931978315115, + -0.011521592736244202, + -0.004889579955488443, + -0.05646265670657158, + 0.02924937941133976, + 0.005760796368122101, + -0.04318884015083313, + 0.05936018377542496, + -0.023043185472488403, + 0.0034506043884903193, + 0.04874896630644798, + -0.01849132403731346, + -0.012236186303198338, + 0.009353340603411198, + -0.06084810569882393, + 0.0635107010602951, + -0.058107201009988785, + -0.046634551137685776, + -0.03020869567990303, + -0.01450722198933363, + -0.0021951717790216208, + -0.031931549310684204, + 0.010023883543908596, + 0.016964247450232506, + 0.02570577897131443, + -0.027056654915213585, + 0.04036962613463402, + 0.056071098893880844, + 0.08042600005865097, + 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With its sleek matte silver color, this helmet will make you stand out on the road. The helmet features a lightweight in-mold construction, adjustable retention system, and multiple ventilation channels for optimal airflow. Stay protected and look cool with the Daybird Stealth Lite Bike Helmet.", + "price": 89.99, + "embedding_3l": [ + -0.01439723838120699, + -0.025916922837495804, + -0.01922471448779106, + 0.028567302972078323, + 0.02182776667177677, + 0.0051161786541342735, + -0.017577694728970528, + -0.002203127834945917, + -0.037540730088949203, + 0.0413837805390358, + 0.009579228237271309, + -0.006625948008149862, + 0.07360481470823288, + -0.009976784698665142, + 0.053651247173547745, + 0.04108087718486786, + 0.007662435527890921, + -0.02421310730278492, + -0.0064697652123868465, + -0.06035292148590088, + 0.06504788249731064, + -0.03343264013528824, + -0.03532576933503151, + -0.010885486379265785, + -0.002650379203259945, + -0.033470503985881805, + -0.012702888809144497, + 0.007449458818882704, + -0.01282594259828329, + -0.028056157752871513, + 0.029192034155130386, + 0.009475105442106724, + 0.023228680714964867, + 0.057437505573034286, + -0.0028396921698004007, + 0.01348853763192892, + 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"Climbing", + "brand": "Gravitator", + "name": "Gravity Beam Climbing Rope", + "description": "The Gravitator Gravity Beam Climbing Rope is the perfect companion for vertical endeavors. This high-quality climbing rope features a kernmantle construction, providing excellent strength and durability. With its vibrant yellow color, the Gravity Beam Rope is highly visible and easy to work with. Whether you're tackling steep rock faces or conquering frozen waterfalls, trust the Gravitator Gravity Beam Climbing Rope to get you to the top.", + "price": 179.99, + "embedding_3l": [ + -0.00762160075828433, + -0.04059648886322975, + -0.005362445022910833, + -0.0159751083701849, + -0.022913595661520958, + -0.031481798738241196, + -0.006416392512619495, + -0.0034716830123215914, + -0.044656138867139816, + -0.0037961620837450027, + 0.019498025998473167, + 0.06682806462049484, + 0.07483026385307312, + 0.014433222822844982, + 0.005338048096746206, + 0.04926227778196335, + -0.012657126411795616, + -0.039815787225961685, + -0.03179407864809036, + -0.02318684197962284, + 0.03634166345000267, + -0.08431578427553177, + 0.030271708965301514, + -0.027246490120887756, + 0.0014869928127154708, + -0.02129364013671875, + 0.0012991364346817136, + 0.018551424145698547, + -0.007392269559204578, + 0.00929522980004549, + 0.006074835080653429, + -0.04789604991674423, + 0.0444609634578228, + 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With its earth-inspired green color, this backpack is not only stylish but also environmentally friendly. Made from recycled materials, this backpack features multiple compartments, a padded laptop sleeve, and durable zippers. Explore the world with the Green Equipment EcoLodge 45L Travel Backpack.", + "price": 129.0, + "embedding_3l": [ + -0.051404960453510284, + 0.06049332767724991, + -0.01486289408057928, + -0.011540072038769722, + -0.04817194119095802, + 0.029959283769130707, + 0.042711738497018814, + 0.02742675505578518, + -0.05858943983912468, + 0.013434979133307934, + 0.04235251247882843, + -0.04001755639910698, + 0.02137383073568344, + -0.008792008273303509, + 0.018769456073641777, + 0.02200247161090374, + 0.022487424314022064, + -0.0411311499774456, + 0.04734572768211365, + -0.0013751544756814837, + 0.053093310445547104, + -0.09663126617670059, + 0.02115829475224018, + 0.0038594130892306566, + 0.00945657305419445, + -0.006730960216373205, + 0.015329885296523571, + 0.0015457859262824059, + 0.07094674557447433, + -0.015608283691108227, + 0.022325772792100906, + 0.039370954036712646, + 0.034449584782123566, + -0.006780353374779224, + -0.022792764008045197, + -0.022415580227971077, + 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"type": "Jackets", + "brand": "Solstix", + "name": "Alpine Peak Down Jacket", + "description": "The Solstix Alpine Peak Down Jacket is crafted for extreme cold conditions. With its bold red color and sleek design, this jacket combines style with functionality. Made with high-quality goose down insulation, the Alpine Peak Jacket provides exceptional warmth and comfort. The jacket features a removable hood, adjustable cuffs, and multiple zippered pockets for storage. Conquer the harshest weather with the Solstix Alpine Peak Down Jacket.", + "price": 249.99, + "embedding_3l": [ + -0.0806843712925911, + 0.03468584269285202, + -0.028032450005412102, + 0.0138436583802104, + -0.0030294987373054028, + -0.04433038458228111, + -0.047091446816921234, + -0.014303835108876228, + -0.009486357681453228, + 0.026498526334762573, + 0.0002709831460379064, + -0.03165634348988533, + 0.06680236011743546, + -0.046707965433597565, + -0.009515118785202503, + 0.02371829003095627, + -0.039498526602983475, + 0.021168142557144165, + 0.03769616782665253, + -0.03457079827785492, + 0.02312389574944973, + -0.02945132926106453, + 0.05495280399918556, + 0.01585693284869194, + 0.04003540053963661, + 0.005483775865286589, + 0.009893805719912052, + 0.015051622875034809, + -0.015252950601279736, + -0.0009143621427938342, + -0.0235648974776268, + -0.021206490695476532, + 0.04601770266890526, + 0.08237168192863464, + -0.04459882155060768, + 0.035855457186698914, + 0.06634218245744705, + 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"Navigation", + "brand": "B&R", + "name": "Pulse Recon Tactical GPS Watch", + "description": "The B&R Pulse Recon Tactical GPS Watch is a must-have for outdoor enthusiasts. This reliable navigation tool features a built-in GPS, altimeter, compass, and multiple sports modes. With its military green color and durable construction, the Pulse Recon watch is built to withstand your toughest adventures. Stay on track and keep track of your performance with the B&R Pulse Recon Tactical GPS Watch.", + "price": 169.0, + "embedding_3l": [ + -0.0004447536775842309, + 0.04616906866431236, + -0.028223352506756783, + -0.012003958225250244, + 0.013469324447214603, + 0.05459994077682495, + -0.0012188383843749762, + 0.014362595044076443, + -0.013097964227199554, + -0.022903872653841972, + 0.07515521347522736, + 0.003901788266375661, + 0.1042216569185257, + -0.04319819062948227, + 0.0286649689078331, + 0.03482753783464432, + 0.011823296546936035, + -0.006283008027821779, + -0.050545092672109604, + -0.022060785442590714, + 0.04404127597808838, + -0.0583336167037487, + 0.020434832200407982, + -0.018166525289416313, + -0.0021842485293745995, + 0.0312343779951334, + -0.004963174927979708, + 0.019491376355290413, + 0.008586443029344082, + -0.010719253681600094, + 0.04215436801314354, + 0.05459994077682495, + -0.012074215337634087, + 0.05355611816048622, + -0.06965507566928864, + -0.03464687615633011, 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"Ski/boarding", + "brand": "Gravitator", + "name": "Zero Gravity Ski Goggles", + "description": "The Gravitator Zero Gravity Ski Goggles combine style, performance, and comfort for the ultimate ski experience. With their sleek white frame and red mirrored lenses, these goggles offer a futuristic look on the slopes. The goggles feature an anti-fog coating, 100% UV protection, and an adjustable strap for a secure fit. Enhance your vision and carve your way down the slopes with the Gravitator Zero Gravity Ski Goggles.", + "price": 79.99, + "embedding_3l": [ + -0.007954012602567673, + -0.043686602264642715, + -0.019573383033275604, + -0.013684622943401337, + 0.0319276861846447, + 0.003890954190865159, + -0.034458085894584656, + -0.017303466796875, + -0.05183597654104233, + -0.0006366698653437197, + -0.009242469444870949, + 0.026978522539138794, + 0.05086847022175789, + -0.012065911665558815, + 0.05031029134988785, + 0.057752642780542374, + -0.024764422327280045, + -0.008726156316697598, + -0.0230712890625, + 0.009423877112567425, + 0.05001259967684746, + -0.03209513798356056, + -0.0035490712616592646, + -0.0281692985445261, + 0.00398630928248167, + 0.028336752206087112, + 0.01921987161040306, + 0.038774650543928146, + 0.0060050468891859055, + -0.08060066401958466, + 0.02124791219830513, + -0.029936857521533966, + 0.06247853860259056, + 0.08729878067970276, + -0.03142532706260681, + 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"id": 31, + "type": "Climbing", + "brand": "Legend", + "name": "Guardian Blue Chalk Bag", + "description": "Stay focused on your route with the Guardian Blue Chalk Bag by Legend. This durable bag features a spacious compartment for your chalk, a drawstring closure, and a waist belt for easy access while climbing. The vibrant blue color adds a stylish touch to your climbing gear.", + "price": 21.99, + "embedding_3l": [ + -0.01728278025984764, + -0.0052893394604325294, + -0.010598396882414818, + 0.009538556449115276, + 0.016878562048077583, + 0.03243602439761162, + 0.003950983751565218, + -0.012964550405740738, + -0.058167945593595505, + -0.03586694598197937, + 0.00966179370880127, + 0.036142997443675995, + 0.050556816160678864, + -0.037050023674964905, + 0.014078614301979542, + 0.03929786756634712, + -0.005856230389326811, + -0.00686677498742938, + 0.05773415043950081, + -0.05256804823875427, + 0.08880963176488876, + -0.05887778848409653, + 0.026500921696424484, + 0.03336276486515999, + 0.021551717072725296, + -0.015912383794784546, + 0.013841998763382435, + -0.012057525105774403, + 0.010470230132341385, + 0.007591409608721733, + 0.002637275494635105, + 0.06021860986948013, + 0.07149727642536163, + 0.0001448036782676354, + -0.05990312248468399, + 0.001385185751132667, + 0.012836383655667305, + 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This freestyle board delivers a perfect balance of control and maneuverability. Its bright purple design is complemented by the Gravitator emblem, sure to turn heads on the mountain.", + "price": 419.99, + "embedding_3l": [ + -0.037224072962999344, + -0.023858696222305298, + -0.019334742799401283, + -0.03622917830944061, + 0.05012015625834465, + -0.012933628633618355, + -0.07636284828186035, + -0.009573512710630894, + -0.08304553478956223, + 0.016340672969818115, + 0.02064875327050686, + 0.044676393270492554, + 0.06258449703454971, + -0.0185275636613369, + 0.015195605345070362, + 0.06419885158538818, + -0.03904491662979126, + 0.03851931169629097, + -0.01629374362528324, + 0.019428599625825882, + 0.06705213338136673, + -0.03268134593963623, + 0.02646794728934765, + -0.015852611511945724, + 0.032944146543741226, + 0.008409674279391766, + 0.02796967513859272, + 0.020930327475070953, + -0.00951719842851162, + 0.018658963963389397, + -0.007090969942510128, + -0.007771439850330353, + 0.03427693247795105, + 0.07121942937374115, + -0.01646268740296364, + 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}, + { + "id": 33, + "type": "Footwear", + "brand": "WildRunner", + "name": "Venture Grey Trail Shoes", + "description": "Hit the trails in style and comfort with the Venture Grey Trail Shoes by WildRunner. Constructed with breathable mesh and a rugged outsole, these shoes provide excellent traction and long-lasting durability. The versatile grey color makes them suitable for any adventure.", + "price": 79.99, + "embedding_3l": [ + -0.03702690079808235, + 0.01677781529724598, + -0.029633289203047752, + 0.0025568762794137, + 0.014179264195263386, + 0.02412239834666252, + 0.0030054941307753325, + -0.012904503382742405, + -0.06844485551118851, + -0.01616004668176174, + 0.00015214394079521298, + -0.004356250166893005, + 0.058285992592573166, + 0.005682492163032293, + 0.0019672992639243603, + 0.024377351626753807, + -0.05605025589466095, + 0.004064526408910751, + 0.016895486041903496, + -0.015414801426231861, + 0.03963525965809822, + -0.0033241843339055777, + -0.01698373816907406, + -0.044322457164525986, + -0.037968263030052185, + -0.02447541058063507, + -0.028240857645869255, + -0.0075308955274522305, + 0.004155230242758989, + 0.04083157330751419, + -0.027417166158556938, + 0.04287119209766388, + 0.03871350735425949, + 0.0627966821193695, + -0.05393219366669655, + 0.022808413952589035, + 0.033673301339149475, + 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"id": 34, + "type": "Cycling", + "brand": "AirStrider", + "name": "Velocity Red Bike Helmet", + "description": "Protect yourself while cycling in style with the Velocity Red Bike Helmet by AirStrider. This lightweight helmet features a streamlined design, adjustable straps, and ventilation channels for optimal airflow. Stay safe on the road or trails with this vibrant red helmet.", + "price": 54.99, + "embedding_3l": [ + -0.051477499306201935, + -0.049489401280879974, + -0.007353294640779495, + 0.0505189523100853, + -0.010579513385891914, + 0.02463819645345211, + -0.0164816752076149, + -0.01872715912759304, + -0.054601650685071945, + 0.047394800931215286, + 0.014830845408141613, + -0.020271483808755875, + 0.06983189284801483, + -0.047217290848493576, + 0.0650036558508873, + 0.034915946424007416, + -0.024726949632167816, + -0.038341861218214035, + -0.029626188799738884, + -0.02300511673092842, + 0.05190351977944374, + 0.01813250593841076, + -0.046400751918554306, + -0.005888848565518856, + -0.006976088508963585, + -0.003618957009166479, + -0.0287563968449831, + 0.02607601508498192, + -0.009967109188437462, + -0.024513939395546913, + 0.044057637453079224, + 0.0033526939805597067, + 0.023910410702228546, + 0.070222407579422, + 0.013677039183676243, + 0.04132400453090668, + 0.007308917120099068, + 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Poles", + "description": "Hike with confidence using the Raptor Elite Carbon Fiber Trekking Poles. These lightweight and durable poles provide stability on various terrains and reduce strain on your joints. With an ergonomic grip and adjustable length, these poles are a must-have for your outdoor adventures.", + "price": 99.0, + "embedding_3l": [ + -0.010348315350711346, + 0.002031063660979271, + -0.02556750737130642, + -0.0004985755658708513, + -0.0024262480437755585, + -0.02032901719212532, + -0.05150262638926506, + -0.01907913200557232, + -0.013684405945241451, + 0.015981988981366158, + 0.03159636631608009, + 0.015081336721777916, + 0.006189689505845308, + -0.01260913722217083, + -0.0012682660017162561, + -0.0012533316621556878, + -0.004052937030792236, + 0.0012395462254062295, + 0.027938611805438995, + -0.01587170548737049, + 0.07473579049110413, + -0.0693686306476593, + -0.05095120519399643, + -0.019391601905226707, + 0.008487273007631302, + 0.0034188039135187864, + -0.021064244210720062, + 0.01997978426516056, + -0.025457222014665604, + 0.02244279347360134, + -0.00026063210680149496, + 0.012057716958224773, + 0.028655458241701126, + 0.0710228905081749, + -0.003510707290843129, + 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+ "brand": "B&R", + "name": "Excursion 20L Daypack", + "description": "The Excursion 20L Daypack by B&R is the perfect companion for your hiking or camping trips. Made from durable waterproof nylon, this spacious pack features multiple pockets, adjustable straps, and a padded back for enhanced comfort. The sleek design and versatile white color make it a stylish choice.", + "price": 64.99, + "embedding_3l": [ + -0.043150339275598526, + 0.005161701701581478, + -0.008299570530653, + -0.02086961455643177, + -0.006674934644252062, + -0.007501177955418825, + -0.02517722174525261, + 0.0007212224882096052, + -0.031471528112888336, + 0.026124151423573494, + -0.0009393879445269704, + -0.014222530648112297, + 0.041107941418886185, + 0.01396258920431137, + 0.020609673112630844, + 0.023060552775859833, + 0.009784952737390995, + -0.04003103822469711, + 0.01864154078066349, + -0.0525825135409832, + 0.06895884871482849, + -0.056964389979839325, + -0.018873631954193115, + 0.052285440266132355, + -0.001643203548155725, + 0.023394763469696045, + -0.02814798429608345, + -0.008875155821442604, + 0.006661009043455124, + 0.03022751957178116, + 0.017425384372472763, + 0.0341823473572731, + 0.06168047711253166, + 0.035630594938993454, + -0.061234865337610245, + -0.034795068204402924, + 0.05425357073545456, 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"Stormbreaker Waterproof Jacket", + "description": "Take on any weather with the Stormbreaker Waterproof Jacket by Zephyr. This jacket offers superior protection with its fully waterproof and windproof design. The bold red color, coupled with the Zephyr logo, adds a stylish touch to your outdoor look. Stay dry and comfortable during your adventures.", + "price": 139.99, + "embedding_3l": [ + -0.056495342403650284, + 0.014449401758611202, + -0.011835294775664806, + 0.01389402337372303, + -0.03521862253546715, + -0.044353630393743515, + -0.004574686288833618, + -0.0007498799241147935, + -0.05883175879716873, + 0.03797635808587074, + -0.013501428999006748, + -0.01984039694070816, + 0.06285346299409866, + 0.002551865763962269, + 0.01849983073771, + 0.00586498249322176, + -0.02886050194501877, + 0.009149372577667236, + -0.015397374518215656, + -0.014583458192646503, + 0.03994891047477722, + 0.0023519776295870543, + -0.015502704307436943, + 0.012706664390861988, + 0.006300666835159063, + -0.008215762674808502, + -0.021506531164050102, + -0.00031718783429823816, + -0.02142992801964283, + 0.014564307406544685, + 0.011701238341629505, + 0.028439180925488472, + 0.058601945638656616, + 0.049562692642211914, + -0.026753894984722137, + 0.020012756809592247, + 0.02016596496105194, + 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This compact and reliable navigation device features a color display, preloaded maps, and advanced tracking capabilities. With its intuitive interface and long battery life, you can explore confidently wherever you go.", + "price": 199.0, + "embedding_3l": [ + -0.013070221990346909, + 0.06160818412899971, + -0.0008900711545720696, + -0.024899473413825035, + -0.03366633132100105, + 0.04119221866130829, + -0.0042733424343168736, + 0.002064114436507225, + -0.06060739979147911, + -0.02948305942118168, + 0.03186492249369621, + 0.009072095155715942, + 0.04843788221478462, + -0.01546209305524826, + 0.030563903972506523, + 0.008206418715417385, + -0.006124790292233229, + -0.01108867209404707, + 0.004003130830824375, + 0.023598456755280495, + 0.045715752989053726, + -0.043914344161748886, + 0.016492899507284164, + 0.06164821609854698, + 0.062328748404979706, + 0.02582019381225109, + -0.042713407427072525, + 0.02932293340563774, + -0.012159510515630245, + -0.02171698585152626, + 0.0011390158906579018, + 0.02842222899198532, + 0.021556859835982323, + 0.032745610922575, + -0.04455484822392464, + -0.03642849251627922, 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{ + "id": 39, + "type": "Ski/boarding", + "brand": "Daybird", + "name": "Midnight Blue Goggles", + "description": "Enhance your snowboarding experience with the Midnight Blue Goggles by Daybird. These goggles offer a wide field of vision, anti-fog coating, and UV protection to keep your eyes protected on the slopes. The sleek design and blue tinted lens add a touch of style to your riding gear.", + "price": 89.99, + "embedding_3l": [ + -0.02350190095603466, + -0.016561495140194893, + -0.0209130197763443, + -0.005563340615481138, + 0.036923687905073166, + 0.042413584887981415, + -0.029377376660704613, + -0.010759463533759117, + -0.02085793763399124, + 0.01643296889960766, + -0.00843681488186121, + 0.02519110031425953, + 0.054495032876729965, + -0.01827823556959629, + 0.03426136448979378, + 0.08453340083360672, + -0.02632947266101837, + -0.02779834158718586, + 0.0003763976274058223, + 0.04347851499915123, + 0.046452976763248444, + -0.022620579227805138, + -0.010006668977439404, + -0.008565341122448444, + 0.01117258332669735, + 0.030772801488637924, + 0.03841092064976692, + 0.009767977520823479, + -0.01447753794491291, + -0.05287927761673927, + 0.0043836552649736404, + 0.0011068156454712152, + 0.08600226789712906, + 0.08005335181951523, + -0.026292752474546432, + -0.01197128091007471, + 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Designed with eco-friendly materials, these shoes feature a comfortable fit, responsive cushioning, and a durable outsole for optimal grip on rugged terrains. The forest green color is inspired by nature and adds a refreshing touch to your outdoor look.", + "price": 99.99, + "embedding_3l": [ + -0.023185012862086296, + -0.016847776249051094, + -0.02967681549489498, + -0.012629012577235699, + -0.035386692732572556, + 0.04677008092403412, + 0.01251990720629692, + -0.009683152660727501, + -0.07855627685785294, + -0.0024639759212732315, + 0.019220830872654915, + -0.016238601878285408, + 0.0737919881939888, + 7.302142330445349e-05, + 0.05746246129274368, + 0.02271221950650215, + -0.017393305897712708, + -0.010846949182450771, + 0.03767791762948036, + -0.018347982317209244, + 0.0044096983037889, + -0.06611820310354233, + 0.015456675551831722, + -0.05866262689232826, + -0.0076283239759504795, + -0.018893511965870857, + -0.02322138100862503, + -0.0011967557948082685, + 0.024457914754748344, + 0.00909670814871788, + 0.0029390412382781506, + 0.04102383553981781, + -0.015029343776404858, + 0.04447885602712631, + -0.06731836497783661, + 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{ + "id": 41, + "type": "Footwear", + "brand": "WildRunner", + "name": "Trekker Clear Hiking Shoes", + "description": "The Trekker Clear Hiking Shoes from WildRunner are designed for the adventurous hiker who seeks both comfort and durability. The transparent shoes feature a waterproof and breathable upper fabric, a rugged carbon-infused sole for excellent traction, and a shock-absorbing midsole for enhanced comfort on long hikes.", + "price": 84.99, + "embedding_3l": [ + -0.047560710459947586, + 0.02048502303659916, + -0.028386114165186882, + -0.02210378274321556, + -0.0018271271837875247, + -0.012805548496544361, + 0.004617801867425442, + -0.0236069168895483, + -0.07392337173223495, + 0.023337123915553093, + 0.023221498355269432, + 0.01399071142077446, + 0.06166704744100571, + -0.019136056303977966, + -0.015551659278571606, + -0.014703736640512943, + -0.034784071147441864, + 0.014539933763444424, + -0.0030592638067901134, + -0.021005338057875633, + 0.029561640694737434, + -0.0605107918381691, + -0.0013453534338623285, + -0.05442117154598236, + 0.051337819546461105, + -0.024955883622169495, + -0.007192883174866438, + -0.008238332346081734, + 0.0006799033144488931, + 0.04863988608121872, + -0.021679822355508804, + 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These skis feature a versatile design that excels in all conditions, from powder to hardpack. They are equipped with a lightweight wood core, carbon inserts for responsiveness, and ABS sidewalls for added durability. These skis come in a striking blue color.", + "price": 699.0, + "embedding_3l": [ + 0.010212644934654236, + 0.015237483195960522, + -0.024336514994502068, + -0.030529288575053215, + -0.012313117273151875, + 0.014703311026096344, + -0.06330391019582748, + -0.02140309475362301, + -0.006120343692600727, + 0.019592342898249626, + 0.02591186948120594, + 0.022634407505393028, + 0.08090442419052124, + -0.005337193142622709, + 0.04077814891934395, + 0.058378662914037704, + -0.004979569464921951, + -0.00639648362994194, + -0.049904342740774155, + -0.026418879628181458, + -0.002298524137586355, + -0.05696627497673035, + 0.010792084969580173, + 0.01975531131029129, + -0.008945117704570293, + -0.005871365312486887, + 0.0030579084996134043, + 0.02107715979218483, + -0.03188735246658325, + -0.04418236389756203, + 0.03022146038711071, + -0.03795337304472923, + 0.022761160507798195, + 0.06786700338125229, + -0.031000085175037384, + 0.02946094423532486, + 0.03719285875558853, + -0.018723182380199432, + 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"Glacier Frost Snowboard", + "description": "Tame the snow-covered peaks with the Glacier Frost Snowboard from Legend. This high-performance board is constructed with a hybrid camber profile for excellent edge control and superior maneuverability. The board is built with a carbon fiber composite core for lightweight strength and optimal flex, enabling you to take your snowboarding skills to new heights. Available in a cool white color with vibrant frost graphic.", + "price": 419.99, + "embedding_3l": [ + -0.010881790891289711, + 0.011497016064822674, + -0.024724353104829788, + -0.0009799139807000756, + 0.055754758417606354, + -0.010497275739908218, + -0.039835814386606216, + -0.0023719805758446455, + -0.04894883558154106, + 0.04160458594560623, + 0.04002807289361954, + 0.0406048446893692, + 0.01904313452541828, + -0.002722851000726223, + 0.0020559567492455244, + 0.07817202061414719, + -0.08259394764900208, + 0.0047487677074968815, + -0.017976103350520134, + -0.0064694746397435665, + 0.042527422308921814, + -0.0013842560583725572, + 0.05733127519488335, + -0.031684085726737976, + 0.030107570812106133, + -0.026608478277921677, + -0.003989349119365215, + 0.003374124178662896, + -0.027300607413053513, + 0.0074259573593735695, + 0.008723697625100613, + 0.01595739647746086, + 0.02518577128648758, + 0.07163525372743607, + -0.010987533256411552, + -0.014784623868763447, + 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"brand": "Raptor Elite", + "name": "Summit Pro Climbing Harness", + "description": "Conquer the highest peaks with the Summit Pro Climbing Harness by Raptor Elite. This harness features a lightweight and breathable construction, complete with adjustable leg loops for a personalized fit. It has reinforced tie-in points for maximum safety and durability. The vivid green color adds a touch of style to your climbing gear.", + "price": 109.99, + "embedding_3l": [ + -0.046810247004032135, + 0.03097904473543167, + -0.01951375976204872, + -0.02420237846672535, + 0.029991965740919113, + 0.01815652847290039, + -0.04768342897295952, + -0.0026551431510597467, + -0.052846603095531464, + 0.01455939095467329, + 0.0401664562523365, + -0.006748192477971315, + 0.0714871808886528, + -0.030485505238175392, + -0.024582022801041603, + 0.022228224202990532, + -0.043241582810878754, + -0.023006495088338852, + 0.03500328212976456, + -0.04028034955263138, + 0.054858725517988205, + -0.07425858825445175, + 0.03693947196006775, + 0.00487843994051218, + 0.04073592275381088, + -0.0023787140380591154, + -0.007592902984470129, + 0.020633714273571968, + -0.013800101354718208, + 0.021734684705734253, + 0.04692414030432701, + 0.02777104265987873, + 0.039559025317430496, + 0.06583046913146973, + -0.009657223708927631, + 0.03967291861772537, + 0.02391764521598816, + 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"type": "Trekking", + "brand": "Solstix", + "name": "Elemental 3-Season Tent", + "description": "Experience the great outdoors with the Elemental 3-Season Tent by Solstix. This lightweight and compact tent is perfect for backpacking adventures. It offers ample space for two people and features a durable waterproof fabric, sturdy aluminum poles, and ventilation panels for optimal airflow. The vibrant green color adds a touch of visibility to your camping setup.", + "price": 189.99, + "embedding_3l": [ + -0.0069106086157262325, + -0.013525194488465786, + -0.018394263461232185, + -0.02570297382771969, + 0.06353268772363663, + 0.03146011382341385, + -0.04916025325655937, + 0.018710702657699585, + -0.06381849944591522, + 0.015464656054973602, + 0.045199669897556305, + -0.007956897839903831, + 0.05691809952259064, + 0.00230055907741189, + 0.01540341041982174, + 0.007053516339510679, + 0.01011582463979721, + 0.02048684097826481, + 0.04826197773218155, + 0.0006603102083317935, + 0.005884735379368067, + -0.03484906628727913, + -0.01106514036655426, + 0.050507668405771255, + 0.060919515788555145, + 0.001610263716429472, + -0.004863966256380081, + 0.009957605041563511, + -0.012851486913859844, + 0.046873729676008224, + 0.011555109173059464, + 0.013361871242523193, + 0.05683644115924835, + 0.06124616414308548, + -0.02676457352936268, + -0.02507009543478489, + 0.015903586521744728, 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This high-performance jersey is made from moisture-wicking fabric to keep you cool and dry during intense rides. It features a full-length zipper, three rear pockets for storage, and reflective accents for increased visibility in low-light conditions. Available in a vibrant red color.", + "price": 64.99, + "embedding_3l": [ + -0.006687168497592211, + 0.014518510550260544, + -0.01942211389541626, + 0.03703662380576134, + -0.030921543017029762, + -0.027537096291780472, + 0.008163057267665863, + -0.015085790306329727, + -0.04142102226614952, + 0.054728057235479355, + -0.004011820536106825, + -0.034421369433403015, + 0.09607215970754623, + -0.03582514822483063, + 0.06549675017595291, + -0.015758834779262543, + -0.017576051875948906, + -0.014672349207103252, + 0.009667789563536644, + -0.039055757224559784, + -0.007946721278131008, + 0.048343755304813385, + 0.006764087826013565, + 0.00907647330313921, + -0.0021068667992949486, + -0.0011039116652682424, + -0.011749417521059513, + 0.027575556188821793, + -0.035748228430747986, + -0.03245992958545685, + 0.044113196432590485, + 0.015306933782994747, + 0.07307329773902893, + 0.02959468588232994, + -0.05676641687750816, + 0.016614560037851334, + 0.07018882781267166, + 0.025517964735627174, + 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"Edge Pro Ice Axe", + "description": "Take your ice climbing adventures to the next level with the Edge Pro Ice Axe from Grolltex. This axe features a lightweight aluminum shaft, a durable stainless steel pick, and a comfortable hand grip for maximum control. Perfect for tackling steep ice walls and mixed alpine terrain. The sleek orange color adds a touch of sophistication to your gear.", + "price": 129.0, + "embedding_3l": [ + -0.06526220589876175, + 0.03288634121417999, + -0.029960928484797478, + -0.005580861121416092, + -0.031472720205783844, + 0.01909371092915535, + -0.035104941576719284, + 0.009591031819581985, + -0.03746097907423973, + 0.0024603400379419327, + 0.003158561186864972, + -0.01902499422430992, + 0.016079947352409363, + -0.004807786550372839, + 0.013498124666512012, + 0.035320911556482315, + -0.019270414486527443, + -0.03551724925637245, + -0.014646693132817745, + -0.057448018342256546, + 0.060864273458719254, + -0.08819429576396942, + -0.0030603930354118347, + -0.042958397418260574, + 0.02886144630610943, + -0.004297312349081039, + 0.0035831385757774115, + -0.0008485412108711898, + -0.01511790044605732, + 0.026426874101161957, + -0.003983173985034227, + 0.01930968090891838, + 0.039699211716651917, + 0.08442463725805283, + -0.001689719851128757, + 0.038894232362508774, + 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+ "type": "Bags", + "brand": "Zephyr", + "name": "Trailblazer 45L Backpack", + "description": "Take everything you need for your next adventure with the Trailblazer 45L Backpack by Zephyr. This spacious backpack features multiple compartments for easy organization, adjustable shoulder straps and hip belt for a customized fit, and durable waterproof construction for ultimate protection against the elements. The classic yellow color is timeless and versatile.", + "price": 124.99, + "embedding_3l": [ + -0.08493749797344208, + 0.047922782599925995, + -0.005494939628988504, + -0.0067811827175319195, + -0.028960922732949257, + -0.028233718127012253, + 0.023906851187348366, + 0.01957998424768448, + -0.057594604790210724, + -0.012171586975455284, + 0.02421591244637966, + 0.018152844160795212, + 0.059303537011146545, + -0.03941448777914047, + -0.0021884313318878412, + 0.011717083863914013, + -0.022852404043078423, + 0.01581669971346855, + 0.04519576579332352, + -0.018116485327482224, + 0.0810105949640274, + -0.035033080726861954, + 0.017698341980576515, + -0.006876628380268812, + -0.0008118557743728161, + -0.008053790777921677, + -0.024434074759483337, + -0.006008528172969818, + 0.014162309467792511, + 0.03581482544541359, + -0.008467388339340687, + 0.04999531805515289, + 0.04519576579332352, + 0.028233718127012253, + 0.008949161507189274, + -0.005026801954954863, + 0.026597509160637856, + 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"Daybird", + "name": "Arctic Shield Insulated Jacket", + "description": "Stay warm and stylish in the Arctic Shield Insulated Jacket by Daybird. This jacket features a water-resistant outer shell, insulated fill for exceptional warmth, and a detachable hood for added versatility. The sleek pink color is perfect for any outdoor occasion.", + "price": 169.99, + "embedding_3l": [ + -0.0704917460680008, + -0.018957868218421936, + -0.019022760912775993, + 0.023194417357444763, + 0.019486278295516968, + -0.006526327226310968, + -0.022081976756453514, + -0.02221176028251648, + -0.05892235040664673, + 0.04116035997867584, + -0.02630925551056862, + -0.03500484675168991, + 0.05821780487895012, + -0.02892349474132061, + -0.02091391198337078, + 0.08736378699541092, + -0.030721943825483322, + 0.017465341836214066, + -0.0006002552108839154, + -0.04572137072682381, + 0.04468309134244919, + -0.0034624761901795864, + 0.030388209968805313, + -0.013173168525099754, + 0.06348336488008499, + 0.03630269318819046, + 0.00234308117069304, + -0.010373522527515888, + -0.015713244676589966, + 0.014693506062030792, + -0.03411488980054855, + -0.0076202284544706345, + 0.039528775960206985, + 0.027570024132728577, + -0.030610699206590652, + 0.012793084606528282, + -0.0036502007860690355, + 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+ "name": "Astro GPS Navigator", + "description": "Never get lost on your outdoor adventures with the Astro GPS Navigator by AirStrider. This compact and rugged device comes loaded with topographic maps, GPS tracking, waypoint storage, and a long-lasting battery. It is equipped with a high-resolution color display for easy navigation in any lighting condition. Available in a sleek gray color.", + "price": 249.99, + "embedding_3l": [ + -0.012152165174484253, + 0.04272039234638214, + -0.010578576475381851, + -0.06862876564264297, + -0.02402006834745407, + 0.03354281559586525, + -0.02980681322515011, + 0.0037080852780491114, + -0.026030201464891434, + -0.015106450766324997, + -0.014984624460339546, + -0.0014669906813651323, + 0.043329522013664246, + -0.018781540915369987, + 0.04450717568397522, + 0.02960377000272274, + -0.014243514277040958, + -0.028243377804756165, + -0.02560380846261978, + 0.008741030469536781, + 0.07890278100967407, + -0.02428402565419674, + 0.045928481966257095, + 0.01704551838338375, + 0.05027361586689949, + 0.022781502455472946, + -0.03258851170539856, + 0.03346160054206848, + -0.017136886715888977, + -0.034192558377981186, + -0.018872911110520363, + 0.01565466821193695, + 0.03736003860831261, + 0.03132963925600052, + -0.03803008422255516, + -0.04012143239378929, + 0.07342059910297394, + -0.0027740844525396824, + 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"SummitStone Chalk Bag", + "description": "The SummitStone Chalk Bag in forest green is a must-have for climbers seeking adventure. Keep your hands dry and have easy access to chalk with this durable and compact bag. It features a drawstring closure, adjustable waist strap, and a Loop-Slider buckle for easy attachment to harnesses.", + "price": 29.99, + "embedding_3l": [ + -0.034853070974349976, + 0.0283155906945467, + -0.017780734226107597, + -0.00845520943403244, + -0.014633432030677795, + 0.03286956250667572, + -0.009507683105766773, + -0.00022406179050449282, + -0.08346926420927048, + -0.01974400132894516, + 0.016880059614777565, + 0.03778785467147827, + 0.04037855938076973, + -0.015766866505146027, + -0.009866940788924694, + 0.01720389723777771, + -0.005343328230082989, + -0.016161544248461723, + 0.05691453814506531, + -0.06913942843675613, + 0.07189205288887024, + -0.05485007166862488, + -0.017720013856887817, + -0.0013826367212459445, + -0.0008013726910576224, + -0.0003535653813742101, + 0.0025717297103255987, + 0.012994002550840378, + 0.016161544248461723, + 0.024753371253609657, + -0.007848013192415237, + 0.03699849918484688, + 0.030299099162220955, + 0.02281034365296364, + 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Made from lightweight and water-resistant nylon, this backpack features adjustable padded straps, multiple compartments for organized storage, and a breathable back panel for added comfort. 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"type": "Ski/boarding", + "brand": "Daybird", + "name": "Raven Swift Snowboard", + "description": "The Raven Swift Snowboard is ready to take you on thrilling rides down the slopes. With its striking white design and black logo, this all-mountain board is perfect for riders of all skill levels. It features a camber profile for stability and pop, and a medium flex for smooth turns and responsive control. Get ready to fly and carve like never before!", + "price": 349.0, + "embedding_3l": [ + -0.058347806334495544, + 0.006455089896917343, + -0.020276347175240517, + 0.027429284527897835, + 0.021381273865699768, + -0.03130621463060379, + -0.07877923548221588, + -0.01068094465881586, + -0.05117548629641533, + 0.03973853960633278, + 0.030879752710461617, + 0.006731321103870869, + 0.01825065165758133, + -0.013937566429376602, + 0.011640484444797039, + 0.0787016972899437, + -0.03694714978337288, + 0.04066900536417961, + -0.0022740622516721487, + -0.023804355412721634, + 0.062418583780527115, + 0.01858988218009472, + -0.020450809970498085, + -0.041366852819919586, + -0.02851482667028904, + -0.03555145487189293, + -0.010361097753047943, + -0.001306041027419269, + -0.06726475059986115, + -0.02510312758386135, + 0.0035013530869036913, + -0.013598334975540638, + 0.052144717425107956, + 0.1066155955195427, + -0.026770206168293953, + 0.03436899185180664, + -0.01347233448177576, + 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Pro Headlamp", + "description": "Illuminate your outdoor adventures with the Nebula Pro Headlamp. Its sleek design and water-resistant construction in neon color make it perfect for night hikes, camping trips, and emergencies. With 500 lumens of bright white light, adjustable brightness modes, and a rechargeable battery, this headlamp will light up the darkness and keep you safe.", + "price": 59.99, + "embedding_3l": [ + -0.026766229420900345, + 0.028701603412628174, + -0.015308812260627747, + -0.0057577393017709255, + 0.04346851259469986, + -0.013615359552204609, + -0.05031973868608475, + 0.017495784908533096, + -0.00801245030015707, + 0.05051327496767044, + 0.07149273157119751, + 0.03259170800447464, + -0.007214108482003212, + 0.0021676195319741964, + 0.0775311067700386, + -0.014883030205965042, + 0.022992249578237534, + -0.016934527084231377, + 0.04590708389878273, + -0.003244171617552638, + -0.021540718153119087, + -0.0891820564866066, + -0.024017997086048126, + 0.022701943293213844, + 0.051790621131658554, + 0.05899021402001381, + -0.003713499754667282, + 0.029553169384598732, + -0.006947994697839022, + 0.030269257724285126, + -0.023747045546770096, + 0.00904303789138794, + 0.06104171276092529, + 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This waterproof and breathable jacket is made with a 2-layer technical shell and features a detachable hood, adjustable cuffs, and multiple pockets for storage. With its modern design and ergonomic fit, it's the perfect outer layer for your winter adventures.", + "price": 189.99, + "embedding_3l": [ + -0.06685563176870346, + 0.03531650826334953, + -0.025527803227305412, + 0.028046058490872383, + -0.00852957647293806, + 0.004546568728983402, + -0.03974376246333122, + 0.016145268455147743, + -0.04553169012069702, + 0.06437799334526062, + 0.034808795899152756, + -0.03111264482140541, + 0.06474354863166809, + -0.011372768320143223, + 0.00907282903790474, + 0.040271785110235214, + -0.05702630802989006, + 0.0056711528450250626, + 0.019942961633205414, + -0.01549539715051651, + 0.030239379033446312, + -0.004734422545880079, + 0.03180313482880592, + 0.007173982914537191, + -0.01966879703104496, + -0.02615736797451973, + 0.004257172346115112, + 0.010580736212432384, + -0.014012875035405159, + 0.029345804825425148, + 0.012510045431554317, + 0.008001554757356644, + 0.03868772089481354, + 0.06393120437860489, + -0.013017757795751095, + 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Made from durable waxed canvas in earthy brown, this versatile bag features multiple carry options, including shoulder straps and handles, and multiple compartments for organized packing. It even has a padded laptop sleeve, making it great for both adventure and work.", + "price": 79.99, + "embedding_3l": [ + -0.04306921735405922, + 0.036023594439029694, + -0.021061113104224205, + 0.011079811491072178, + -0.006127041298896074, + 0.034906141459941864, + -0.04291769862174988, + -0.010454797185957432, + -0.009043778292834759, + -0.03655390813946724, + 0.007163998205214739, + -0.017661409452557564, + -0.0031345451716333628, + -0.032879579812288284, + -0.00623121066018939, + 0.02356117218732834, + 0.0002540603163652122, + 0.03026587888598442, + 0.017689818516373634, + -0.027557481080293655, + 0.06485004723072052, + -0.0006386280292645097, + -0.0015092692337930202, + 0.019148187711834908, + 0.01625986024737358, + 0.018949318677186966, + -0.013665101490914822, + 0.007855302654206753, + 0.027349142357707024, + 0.04450864717364311, + 0.02589077316224575, + 0.023106615990400314, + 0.02803097665309906, + 0.011742706410586834, + -0.024243006482720375, + 0.0032600215636193752, + 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These lightweight yet rugged shoes offer excellent grip and support, thanks to their durable rubber outsole and advanced cushioning technology. The breathable mesh upper keeps your feet cool when the adventure heats up. It's time to push your limits and conquer the great outdoors.", + "price": 109.99, + "embedding_3l": [ + -0.02405623532831669, + 0.047358229756355286, + -0.025921981781721115, + 0.019937695935368538, + 0.01924300380051136, + 0.013367882929742336, + -0.0028829770162701607, + 0.0017230873927474022, + -0.02453259564936161, + -0.0112639544531703, + -0.010996001772582531, + -0.012573948130011559, + 0.0583939291536808, + 0.022111093625426292, + 0.006148035172373056, + 0.021019432693719864, + -0.06407056748867035, + 0.015382492914795876, + -0.0035454165190458298, + -0.023560024797916412, + 0.02719227783381939, + -0.043904613703489304, + 0.04259461909532547, + -0.011472363024950027, + -0.017893312498927116, + -0.0018731907475739717, + -0.013397655449807644, + -0.030030597001314163, + 0.0203842855989933, + 0.0368385910987854, + -0.02719227783381939, + 0.023381389677524567, + 0.02268669754266739, + 0.06851660460233688, + -0.056607574224472046, + 0.015977945178747177, + 0.07204961776733398, + 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This aerodynamic helmet features an adjustable fit system, detachable visor, and 14 ventilation channels to keep you cool during intense rides. With its sleek design and lightweight construction, it's the perfect choice for road cycling, mountain biking, and everything in between.", + "price": 79.99, + "embedding_3l": [ + -0.01932358741760254, + -0.015891460701823235, + -0.021933432668447495, + 0.025669444352388382, + 0.010198063217103481, + 0.031103644520044327, + -0.047191739082336426, + 0.0014177631819620728, + -0.03968396037817001, + 0.03292696177959442, + 0.0018110276432707906, + -0.04551142454147339, + 0.05741661414504051, + -0.019949235022068024, + 0.10518037527799606, + 0.061313506215810776, + -0.025401310995221138, + -0.03778913989663124, + 0.015516071580350399, + -0.026438098400831223, + 0.005586143117398024, + 0.01567695289850235, + -0.039576705545186996, + 0.006587179843336344, + -0.0009161274647340178, + -0.018277861177921295, + -0.018608560785651207, + 0.006882128305733204, + -0.022201567888259888, + -0.02538343518972397, + 0.03403525426983833, + 0.0015518305590376258, + 0.02289871871471405, + 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With its durable design in stealth black, this watch is packed with features like GPS navigation, heart rate monitoring, and activity tracking. It also offers a long battery life, so you can keep going without worrying about recharging. The TrailSeeker is the ultimate companion for outdoor enthusiasts who love to explore.", + "price": 149.99, + "embedding_3l": [ + -0.004648377187550068, + 0.03267824649810791, + -0.01850043796002865, + -0.023991623893380165, + -0.00425799610093236, + 0.06043407320976257, + -0.008335021324455738, + 0.01486032921820879, + -0.03538764640688896, + -0.044922247529029846, + 0.03507740795612335, + 0.01280242670327425, + 0.08926539123058319, + -0.0188416987657547, + 0.03598743677139282, + 0.005051684565842152, + 0.0028645172715187073, + -0.005837616976350546, + -0.007559429854154587, + -0.04852099344134331, + 0.04177851974964142, + -0.025708265602588654, + 0.00647877249866724, + -0.02357797510921955, + 0.02177860401570797, + 0.01516022440046072, + 0.015801379457116127, + 0.03141661733388901, + -0.02885199710726738, + -0.034312158823013306, + 0.009953421540558338, + 0.043764032423496246, + -0.006778668146580458, + 0.0771041139960289, + -0.06767292320728302, + -0.026907848194241524, + 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These high-performance boots combine comfort, durability, and response to enhance your riding experience. Featuring a heat-moldable liner, dual-zone lacing system, and impact-resistant outsole, they provide a precise and snug fit, ensuring maximum control on any terrain. Get ready to take on the slopes like a pro!", + "price": 249.0, + "embedding_3l": [ + -0.05537964403629303, + -0.011635106056928635, + -0.015833735466003418, + -0.027651391923427582, + -0.0039632380940020084, + 0.021387074142694473, + -0.04158277437090874, + 0.012067459523677826, + -0.049499642103910446, + 0.04192865639925003, + 0.026075704023241997, + -0.028573743999004364, + 0.030533745884895325, + -0.014603931456804276, + -0.0027766686398535967, + 0.02269374020397663, + -0.01920609176158905, + 0.017784129828214645, + -0.010049810633063316, + -0.0008466917206533253, + 0.015949029475450516, + -0.03458825871348381, + -0.030629824846982956, + 0.021483151242136955, + 0.003468433627858758, + -0.031667470932006836, + -0.023097271099686623, + 0.003300296375527978, + 0.006326769012957811, + -0.017697658389806747, + 0.009473339654505253, + 0.0051161800511181355, + 0.046156108379364014, + 0.1053788959980011, + -0.015881774947047234, + 0.03207100182771683, + 0.028823548927903175, + 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"name": "Trailblaze Steel-Blue Hiking Shoes", + "description": "Explore the great outdoors with the Trailblaze Steel-Blue Hiking Shoes by WildRunner. These rugged and durable shoes feature a steel-blue color, a waterproof membrane, and a high-traction rubber outsole for superior grip on any terrain. The breathable upper keeps your feet cool and comfortable, while the reinforced toe cap adds extra protection. Perfect for hiking, camping, and other outdoor adventures.", + "price": 129.99, + "embedding_3l": [ + -0.04773224890232086, + -0.016140293329954147, + -0.02097954973578453, + -0.010084145702421665, + 0.021639877930283546, + 0.036751944571733475, + 0.026224438101053238, + -0.028111087158322334, + -0.05297713726758957, + -0.014423441141843796, + -0.0029266660567373037, + 0.021451212465763092, + 0.08157875388860703, + 0.007155120838433504, + 0.01749868132174015, + 0.02837521955370903, + -0.015904461964964867, + 0.017526980489492416, + 0.019413631409406662, + -0.017055317759513855, + 0.03043166734278202, + -0.036374617367982864, + -0.016819486394524574, + -0.028167687356472015, + -0.010348276235163212, + -0.01935703121125698, + -0.02258320339024067, + -0.02880914881825447, + 0.009164403192698956, + 0.01629122532904148, + -0.027639426290988922, + 0.04026111587882042, + 0.04135537147521973, + 0.05758056417107582, + -0.054939255118370056, + -0.010187910869717598, + -0.0038110334426164627, + 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"brand": "Daybird", + "name": "Shadow Black Snowboard", + "description": "Conquer the slopes with the Daybird Shadow Black Snowboard. This sleek and stylish snowboard features a black colorway, a camber profile for maximum stability, and a medium-flex rating for responsive turns and tricks. Its lightweight construction ensures easy maneuverability, while the sintered base provides excellent speed and durability. Whether you're shredding on groomed runs or exploring the backcountry, this snowboard is designed to deliver peak performance.", + "price": 379.0, + "embedding_3l": [ + -0.03193521499633789, + 0.0024126472417265177, + -0.02122439257800579, + -0.01984362304210663, + 0.022486809641122818, + 0.005567457992583513, + -0.038977134972810745, + -0.004179291892796755, + -0.0371624119579792, + 0.051364608108997345, + 0.005261716432869434, + 0.007613955065608025, + 0.01676648110151291, + 0.0006829875055700541, + -0.013748514465987682, + 0.09515471011400223, + -0.01603664644062519, + 0.013127168640494347, + 0.02232900820672512, + 0.0015891172224655747, + 0.07870383560657501, + -0.01964637078344822, + -0.03785279765725136, + -0.00982318539172411, + -0.029666809365153313, + 0.008210644125938416, + 0.0051630898378789425, + -0.0006068603252060711, + -0.04422405734658241, + 0.0055230762809515, + -0.02045510709285736, + -0.016007058322429657, + 0.032625600695610046, + 0.07207614183425903, + 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This lightweight and breathable harness is designed for maximum comfort and performance. With its adjustable waist and leg loops, it offers a secure and customized fit. The razor-shaped webbing adds a stylish touch to the blue color of the harness. Featuring durable construction and reinforced tie-in points, this harness is a must-have for climbers of all levels.", + "price": 94.99, + "embedding_3l": [ + -0.05952669307589531, + -0.013581139966845512, + -0.013432224281132221, + -0.015636181458830833, + 0.05424513667821884, + 0.010195782408118248, + -0.022039569914340973, + -0.003745237598195672, + -0.04681919142603874, + 0.007510330528020859, + 0.012409667484462261, + -0.017055846750736237, + 0.07370349764823914, + -0.006378569174557924, + -0.010563109070062637, + 0.044158559292554855, + -0.05881189554929733, + -0.022992631420493126, + 0.03286080062389374, + -0.05968553572893143, + 0.0714796856045723, + -0.03516403213143349, + 0.02174173668026924, + -0.027182135730981827, + 0.023846415802836418, + 0.012429522350430489, + -0.014683118090033531, + 0.007460691966116428, + -0.03703044727444649, + -0.017790498211979866, + 0.06067831069231033, + 0.029465513303875923, + 0.03871816024184227, + 0.07354465126991272, + -0.035422153770923615, 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"Bags", + "brand": "Green Equipment", + "name": "EcoVenture Olive Green Backpack", + "description": "Embark on your next adventure with the Green Equipment EcoVenture Olive Green Backpack. Made from recycled materials, this sustainable backpack is as eco-friendly as it is functional. It features a spacious main compartment, multiple pockets for organizing your gear, and adjustable padded shoulder straps for comfortable carrying. The olive green color adds a touch of nature to your outdoor excursions.", + "price": 69.99, + "embedding_3l": [ + -0.028079770505428314, + 0.04809994995594025, + -0.022062677890062332, + 0.003298361087217927, + -0.04416215792298317, + 0.04224846512079239, + -0.008892234414815903, + -0.005524870008230209, + -0.06263665854930878, + -0.0167172159999609, + 0.039561931043863297, + -0.06230544298887253, + 0.026515694335103035, + 0.004664627835154533, + 0.015622362494468689, + 0.002755534602329135, + 0.003618076676502824, + -0.017241641879081726, + 0.048578374087810516, + -0.00938445795327425, + 0.07698936015367508, + -0.08538016676902771, + -0.03468569368124008, + -0.014536709524691105, + -0.03463049232959747, + -0.007926187478005886, + -0.008450612425804138, + 0.00493144104257226, + 0.03768504038453102, + 0.05001364275813103, + 0.00795838888734579, + 0.038053058087825775, + 0.04975603148341179, + 0.028834208846092224, + -0.019817767664790154, + 0.012485009618103504, + 0.006343709770590067, 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"id": 65, + "type": "Cycling", + "brand": "Solstix", + "name": "Sprint PRO Carbon Cycling Helmet", + "description": "Stay safe while cycling with the Solstix Sprint PRO Carbon Cycling Helmet. This high-performance helmet is crafted from carbon fiber for optimal impact protection and durability. It features an aerodynamic design, adjustable fit system, and ventilation channels to keep you cool on long rides. The rainbow color with the Solstix emblem adds a touch of style to your cycling adventures.", + "price": 179.99, + "embedding_3l": [ + -0.014146198518574238, + 0.001426400733180344, + -0.02426382713019848, + 0.0395834855735302, + 0.006551048252731562, + 0.013416251167654991, + -0.007830766960978508, + -0.019071035087108612, + -0.04117273911833763, + 0.02755321003496647, + 0.041616249829530716, + -0.03422437608242035, + 0.07879737764596939, + -0.017953014001250267, + 0.08338034152984619, + 0.02640746906399727, + 0.020845085382461548, + -0.01672411523759365, + 0.013878243044018745, + -0.036053866147994995, + 0.051336564123630524, + -0.017260026186704636, + -0.05115176737308502, + 0.02679554373025894, + 0.04058138653635979, + 0.008662352338433266, + -0.009775753132998943, + 0.025224769487977028, + -0.03749528154730797, + -0.021842988207936287, + 0.05288885906338692, + -0.013009698130190372, + 0.010792136192321777, + 0.06778348237276077, + 0.02415294758975506, + 0.04132057726383209, + 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+ { + "id": 66, + "type": "Navigation", + "brand": "B&R", + "name": "Compass Pro A-320 Professional Compass", + "description": "Navigate with precision using the B&R Compass Pro A-320 Professional Compass. Designed for outdoor enthusiasts and professionals alike, this compass features a liquid-filled housing for accurate readings, a rotating bezel for easy navigation, and a lanyard for convenient carrying. The gunmetal color with white markings ensures clarity and visibility even in low-light conditions. Get ready to explore the wilderness with confidence.", + "price": 59.99, + "embedding_3l": [ + 0.008154119364917278, + 0.012614049948751926, + -0.019816165789961815, + -0.008692208677530289, + 0.01650484837591648, + 0.005898284260183573, + -0.06440512090921402, + 0.013535009697079659, + -0.04184677451848984, + -0.03601057827472687, + 0.02493835985660553, + 0.0026852714363485575, + 0.02139938808977604, + -0.04813827574253082, + 0.005939675495028496, + 0.02930516004562378, + -0.0003418029809836298, + 0.005841371137648821, + -0.0226411335170269, + -0.025310883298516273, + 0.0339616984128952, + -0.10836286097764969, + -0.005225672852247953, + 0.025228099897503853, + 0.008976774290204048, + -0.0166807621717453, + -0.020737124606966972, + 0.03367196023464203, + 0.013379791751503944, + 0.01824328862130642, + 0.05111846327781677, + 0.034768834710121155, + -0.008774991147220135, + 0.008035118691623211, + -0.028932636603713036, + -0.012396744452416897, + 0.03836989030241966, + 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Bag", + "description": "Pack your gear in the Quester Venture 2.0 40L Waterproof Duffel Bag. This versatile duffel bag is made from waterproof nylon material and features taped seams to keep your belongings safe from the elements. It offers a spacious main compartment, external zippered pockets, and adjustable shoulder straps for easy carrying. The vibrant orange color adds a pop of excitement to your outdoor adventures.", + "price": 79.99, + "embedding_3l": [ + -0.05071169137954712, + 0.05809912830591202, + -0.01719888113439083, + 0.010090394876897335, + 3.46624365192838e-05, + 0.029896041378378868, + -0.015630973502993584, + 0.02787603996694088, + -0.07495172321796417, + -0.002464884426444769, + 0.03707186132669449, + -0.00837339274585247, + 0.006718914024531841, + 0.0021402412094175816, + -0.03630233556032181, + -0.002365086693316698, + -0.04378596693277359, + 0.02439393848180771, + -0.0033618619199842215, + -0.024682510644197464, + 0.05936884507536888, + 0.0025009559467434883, + 0.016775643453001976, + 0.03241623565554619, + -0.019103456288576126, + -0.01125430129468441, + -0.007079628761857748, + 0.02141202986240387, + 0.010600205510854721, + 0.05690636485815048, + 0.03422461822628975, + 0.021238887682557106, + 0.047633592039346695, + 0.012533636763691902, + -0.0375143401324749, + 0.04082329571247101, + 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"brand": "Grolltex", + "name": "Mens Horizon 80s Softshell Jacket", + "description": "Stay protected from the elements in the Grolltex Mens Horizon 80s Softshell Jacket. Made from a water-resistant and breathable fabric in retro 1980s style, this jacket keeps you dry and comfortable in any weather. It features multiple colors, a detachable hood, adjustable cuffs, and multiple pockets for storing your essentials. Whether you're hiking, skiing, or exploring the city, this jacket combines style and functionality.", + "price": 169.99, + "embedding_3l": [ + -0.06365061551332474, + 0.0317717008292675, + -0.039491258561611176, + 0.000980022014118731, + -0.025946293026208878, + -0.019066594541072845, + -0.06615232676267624, + -0.004909603390842676, + -0.03075314871966839, + 0.00022881141921970993, + 0.03731120005249977, + -0.03920534998178482, + 0.11400644481182098, + 0.0023833243176341057, + -0.02101435326039791, + 0.041885752230882645, + -0.03214695677161217, + -0.013071428053081036, + 0.026589591056108475, + -0.03984864801168442, + 0.030038373544812202, + -0.03429127857089043, + 0.011632945388555527, + 0.027983399108052254, + -0.023373108357191086, + -0.015537397935986519, + 0.026678936555981636, + 0.006812688894569874, + 0.012624694965779781, + 0.021050091832876205, + -0.005861146375536919, + 0.011391709558665752, + 0.034362755715847015, + 0.024623962119221687, + -0.04385137930512428, + 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This rugged and reliable navigator features a built-in GPS antenna for accurate positioning, preloaded maps, and a user-friendly interface with intuitive controls. The black color with the Gravitator logo complements the sleek design. With its long battery life and durable construction, this navigator is your ultimate outdoor companion.", + "price": 299.0, + "embedding_3l": [ + -0.0014917117077857256, + 0.035317543894052505, + -0.013306939043104649, + -0.07218240946531296, + -0.00821529421955347, + 0.021623777225613594, + -0.046922434121370316, + 0.013548707589507103, + -0.03752247244119644, + -0.01972831040620804, + 0.016962479799985886, + 0.008984117768704891, + 0.04448540881276131, + 0.002287130104377866, + 0.030288759618997574, + 0.0882745236158371, + -0.001582374912686646, + -0.009806131012737751, + -0.024350924417376518, + 0.004431616980582476, + 0.043982528150081635, + -0.08672720193862915, + 0.046612970530986786, + 0.049630243331193924, + 0.019883042201399803, + 0.015144379809498787, + -0.010589460842311382, + 0.05032653361558914, + -0.01186599861830473, + -0.02653651311993599, + -0.011169705539941788, + 0.004378427751362324, + 0.021101556718349457, + 0.06177669018507004, + -0.06258903443813324, + 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"type": "Trekking", + "brand": "WildRunner", + "name": "GripTrek Hiking Poles", + "description": "The GripTrek hiking poles by WildRunner are a must-have for adventurers. With their durable aluminum construction and anti-slip handles, these poles provide stability and support on any terrain. Available in sleek yellow, these hiking poles are perfect for tackling steep inclines and rough trails.", + "price": 79.99, + "embedding_3l": [ + -0.00508821802213788, + 0.009317890740931034, + -0.028191346675157547, + -0.039774440228939056, + -0.002317346166819334, + -0.007460132706910372, + -0.044741395860910416, + -0.032362814992666245, + -0.03845509514212608, + -0.02149759978055954, + 0.00551991630345583, + 0.062397368252277374, + 0.029898738488554955, + -0.002371914917603135, + 0.035680584609508514, + -0.00891044456511736, + -0.02043048106133938, + 0.0029830830171704292, + -0.0035505963023751974, + -0.0037155149038881063, + 0.04741889238357544, + -0.07791910320520401, + -0.06585095077753067, + -0.04792334884405136, + 0.014241189695894718, + -0.003868306986987591, + -0.03614623472094536, + 0.03133449703454971, + -0.029956944286823273, + 0.027434663847088814, + -0.045051831752061844, + 0.0005244648200459778, + 0.052424654364585876, + 0.056576717644929886, + -0.009186925366520882, + 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These premium boots are designed with a waterproof and insulated shell, keeping your feet warm and protected in icy conditions. The sleek black design with blue accents adds a touch of style to your outdoor gear.", + "price": 149.99, + "embedding_3l": [ + -0.049700263887643814, + -0.008818412199616432, + -0.013807777315378189, + -0.03364920616149902, + 0.022007353603839874, + 0.01925159990787506, + -0.058479998260736465, + -0.017936574295163155, + -0.03902534395456314, + 0.02695804089307785, + -0.005690389778465033, + 0.025024179369211197, + 0.009355058893561363, + -0.011815899051725864, + 0.01286985445767641, + 0.058054547756910324, + -0.03361052647233009, + 0.012038293294608593, + -0.024560052901506424, + -0.008992459625005722, + 0.00047258762060664594, + -0.02461806870996952, + 0.016553862020373344, + -0.00908431876450777, + 0.0163121297955513, + 0.020963067188858986, + 0.011670859530568123, + -0.019232261925935745, + -0.014658676460385323, + 0.02835042215883732, + 0.015064788050949574, + 0.019503001123666763, + 0.071475550532341, + 0.06052989140152931, + -0.02332237921655178, + 0.005197254940867424, + 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These high-performance skis are designed for precision and control on all types of terrain. The sleek metallic blue design will make you stand out on the slopes while the carbon fiber construction ensures lightweight durability.", + "price": 699.0, + "embedding_3l": [ + 0.005429571960121393, + -0.028789808973670006, + -0.02464376576244831, + -0.0487838052213192, + 0.009454526007175446, + -0.019383717328310013, + -0.0318121574819088, + -0.018763747066259384, + -0.01678759604692459, + 0.0046715629287064075, + 0.02673616074025631, + 0.020458975806832314, + 0.07772860676050186, + -0.008471294306218624, + 0.051689911633729935, + 0.008510042913258076, + -0.018172839656472206, + -0.010684777051210403, + -0.04622643440961838, + -0.013048408553004265, + 0.009948563762009144, + -0.035357605665922165, + 0.011343494057655334, + -0.007638211362063885, + 0.007865856401622295, + -0.014821132645010948, + -0.004049172159284353, + 0.03417578712105751, + -0.035764459520578384, + -0.01527642272412777, + 0.02485688030719757, + -0.03276148438453674, + 0.03584195300936699, + 0.06067946180701256, + 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This innovative design combines the maneuverability of a skateboard with the speed and stability of a snowboard. The vibrant red and black color scheme adds a dash of excitement to your snowboarding adventures.", + "price": 289.99, + "embedding_3l": [ + -0.0039116088300943375, + 0.005685647018253803, + -0.03164186328649521, + -0.002044263994321227, + 0.02565084770321846, + -0.01436680182814598, + -0.04358511418104172, + 0.0009403371950611472, + -0.05917338654398918, + 0.03831147029995918, + 0.013222886249423027, + -0.01107077393680811, + 0.03338681906461716, + -0.03802064433693886, + 0.005002206191420555, + 0.060646902769804, + -0.0718533992767334, + 0.010392180643975735, + 0.014841817319393158, + 0.015966344624757767, + 0.04242181032896042, + 0.0007385766948573291, + -0.020726194605231285, + -0.035519540309906006, + -0.005908613558858633, + 0.022335432469844818, + -0.0032354386057704687, + 0.0016092368168756366, + -0.023537512868642807, + 0.0036644069477915764, + -0.001358399516902864, + -0.013174415566027164, + 0.018341422080993652, + 0.12889406085014343, + 0.03743899241089821, + 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This harness is constructed with high-strength nylon webbing and features adjustable leg loops for a secure and comfortable fit. The sleek white design with a vibrant orange emblem ensures you'll look good while tackling challenging routes.", + "price": 99.99, + "embedding_3l": [ + -0.07131721079349518, + 0.028612853959202766, + -0.013381320983171463, + -0.04698413610458374, + 0.019735580310225487, + 0.008559560403227806, + -0.04892779141664505, + -0.013306565582752228, + -0.04205024242401123, + -0.00426342710852623, + 0.007363464683294296, + -0.008923995308578014, + 0.06436490267515182, + -0.03539695963263512, + -0.01675468496978283, + 0.01615663804113865, + -0.04092890024185181, + -0.017315354198217392, + 0.037826526910066605, + -0.05001175403594971, + 0.019586067646741867, + -0.05075931176543236, + 0.026295417919754982, + 0.0026958875823765993, + 0.039172135293483734, + 0.005424481350928545, + -0.0010097898775711656, + 0.013755100779235363, + -0.01650238409638405, + 0.004074200987815857, + 0.051095716655254364, + 0.023529445752501488, + 0.04709627106785774, + 0.06694398075342178, + -0.03821899741888046, + 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These lightweight and breathable shoes feature a rugged rubber sole for excellent traction and stability. The cool gray color with green accents adds a touch of style to your hiking ensemble.", + "price": 89.99, + "embedding_3l": [ + -0.038209959864616394, + -0.007182916160672903, + -0.014393654651939869, + -0.035242196172475815, + -0.026209065690636635, + 0.021720321848988533, + 0.025708254426717758, + -0.015562212094664574, + -0.03346153721213341, + 0.006413152441382408, + 0.016823511570692062, + 0.03082764707505703, + 0.04941326752305031, + 0.002747500082477927, + -0.008648249320685863, + -0.011620650067925453, + -0.04570356383919716, + 0.002284946385771036, + -0.02446550317108631, + -0.012446059845387936, + 0.07148601114749908, + 0.004542069975286722, + -0.01616503857076168, + -0.05286329612135887, + 0.020922735333442688, + -0.01699972338974476, + -0.017815858125686646, + -0.018149731680750847, + 0.022925976663827896, + 0.014106152579188347, + -0.04169708117842674, + 0.029918769374489784, + 0.02201709896326065, + 0.0507858581840992, + -0.04032449051737785, + -0.04466484487056732, + 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{ + "id": 76, + "type": "Cycling", + "brand": "B&R", + "name": "Fusion Carbon Cycling Helmet", + "description": "Protect yourself on two wheels with the Fusion Carbon Cycling Helmet by B&R. This helmet is made from lightweight carbon fiber and features an aerodynamic design for maximum speed. The colorful finish with a bold blue stripe will make you stand out on the road.", + "price": 159.0, + "embedding_3l": [ + -0.04541820287704468, + -0.013129579834640026, + -0.02299085259437561, + 0.02357313595712185, + 0.004670016933232546, + -0.020135778933763504, + 0.003056994406506419, + -0.015317843295633793, + -0.07941611111164093, + 0.0374164842069149, + 0.00842904020100832, + -0.023911237716674805, + 0.08309765160083771, + -0.03730378299951553, + 0.04932514578104019, + 0.03458019345998764, + -0.0009303640690632164, + -0.011852310039103031, + 0.006677490193396807, + -0.05383315682411194, + 0.05631256103515625, + 0.004242694936692715, + -0.057702530175447464, + -0.008363298140466213, + -0.00456905597820878, + 0.004907156806439161, + -0.0186237171292305, + 0.013129579834640026, + -0.02939598262310028, + -0.022615185007452965, + 0.07363083213567734, + 0.008701398968696594, + 0.0018971209647133946, + 0.041548825800418854, + 0.027442511171102524, + 0.008466606959700584, + 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This rugged tent is made from durable ripstop nylon and features a waterproof coating to keep you dry in any weather. 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"id": 78, + "type": "Bags", + "brand": "Solstix", + "name": "Basecamp Duffle Bag", + "description": "The Basecamp Duffle Bag by Solstix is the ultimate adventure companion. This spacious bag is made from durable nylon and features multiple compartments for optimal organization. Its sleek red design with gray accents exudes both style and functionality.", + "price": 129.0, + "embedding_3l": [ + -0.0411914587020874, + 0.0018270026193931699, + -0.015629850327968597, + 0.03452647849917412, + 0.017873413860797882, + 0.02224789373576641, + -0.06627431511878967, + -0.005862366873770952, + -0.011020686477422714, + -0.0018446038011461496, + 0.004806295968592167, + -0.027711300179362297, + 0.036328841000795364, + -0.019713323563337326, + -0.017385274171829224, + -0.006632125470787287, + -0.014916415326297283, + 0.04524677246809006, + 0.000837229541502893, + -0.00988482404500246, + 0.06019134819507599, + -0.03923889994621277, + 0.04111636057496071, + 0.028556156903505325, + -0.013940135948359966, + -0.00016926470561884344, + -0.02095244638621807, + 0.03095930628478527, + 0.0008284289506264031, + 0.027955370023846626, + -0.011170883662998676, + 0.002210708335042, + 0.04449578747153282, + 0.038900960236787796, + -0.021572008728981018, + 0.014747443608939648, + 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"Legend", + "name": "Everest Insulated Jacket", + "description": "Conquer the cold with the Everest Insulated Jacket by Legend. This jacket combines warmth and style with its insulated design and sleek grey color. The water-resistant shell will keep you dry during unexpected showers while the cozy fleece lining adds extra comfort.", + "price": 179.99, + "embedding_3l": [ + -0.06675319373607635, + 0.02130340225994587, + -0.0237483661621809, + -0.0037574730813503265, + -0.020014585927128792, + -0.018479375168681145, + -0.03377461060881615, + -0.009121229872107506, + -0.03737572208046913, + 0.0083583639934659, + -0.048861365765333176, + -0.021739326417446136, + 0.04605628922581673, + -0.043289121240377426, + -0.012433302588760853, + 0.05359966680407524, + -0.025548921898007393, + 0.006358800455927849, + 0.027387382462620735, + -0.04128008335828781, + 0.03180347755551338, + -0.07043011486530304, + 0.09059632569551468, + 0.0160438884049654, + 0.03949848189949989, + -0.011760463938117027, + 0.0036674453876912594, + 0.005619625560939312, + 0.01864047721028328, + -0.0023738890886306763, + -0.024658121168613434, + 0.02118968404829502, + 0.022061530500650406, + 0.008917483501136303, + 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This feature-packed watch includes GPS tracking, altimeter, barometer, and compass functions to guide you on your outdoor adventures. The sleek pink design with a vibrant green dial adds a sporty touch to your wrist.", + "price": 199.0, + "embedding_3l": [ + -0.03388581424951553, + 0.03040575608611107, + -0.010698690079152584, + -0.01600826345384121, + 0.006482849363237619, + 0.055203650146722794, + 0.016415925696492195, + -0.00322651001624763, + -0.050192367285490036, + -0.059300173074007034, + 0.07385675609111786, + 0.018344871699810028, + 0.08296456187963486, + -0.012448661029338837, + 0.013860570266842842, + 0.027323419228196144, + -0.01577957347035408, + -0.0035173434298485518, + -0.017957095056772232, + 0.01809629611670971, + 0.019319288432598114, + -0.02292860485613346, + 0.029312023892998695, + 0.016087807714939117, + 0.055760458111763, + 0.01638609729707241, + -0.025155840441584587, + 0.039931170642375946, + -0.0029953347984701395, + -0.0037410613149404526, + 0.018484074622392654, + 0.022451339289546013, + 0.009043176658451557, + 0.0360335037112236, + -0.07246473431587219, + -0.03315002843737602, + 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These lightweight shoes feature a breathable mesh upper in vivid blue, providing excellent airflow on hot summer hikes. The durable rubber outsole offers exceptional grip, ensuring you stay steady on any terrain.", + "price": 109.99, + "embedding_3l": [ + -0.045737575739622116, + 0.008455010131001472, + -0.017753152176737785, + -0.015706898644566536, + -0.008672897703945637, + 0.011491234414279461, + 0.030125413089990616, + -0.010070224292576313, + -0.046647023409605026, + 0.018027881160378456, + -0.027927584946155548, + 0.022811947390437126, + 0.06426754593849182, + -0.015716372057795525, + 0.0036591009702533484, + -0.015204807743430138, + -0.05638567730784416, + -0.002929649082943797, + -0.017677364870905876, + -0.012931191362440586, + 0.0530131496489048, + 0.01251436211168766, + 0.01336696743965149, + -0.019041534513235092, + -0.001270619803108275, + -0.01850154995918274, + -0.04846591502428055, + -0.017971040681004524, + 0.004123297519981861, + 0.01693844050168991, + -0.03711678087711334, + 0.04115245118737221, + 0.04668491706252098, + 0.06112238019704819, + -0.04831434041261673, + 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"Ski/boarding", + "brand": "WildRunner", + "name": "Maverick Pro Ski Goggles", + "description": "Conquer the slopes in style with the Maverick Pro ski goggles by WildRunner. Designed for maximum performance, these goggles feature a sleek black frame and mirrored, polarized lenses that reduce glare, enhancing your visibility. With a comfortable foam lining and adjustable strap, these goggles provide a secure and snug fit.", + "price": 139.99, + "embedding_3l": [ + -0.009792748838663101, + 0.007273090537637472, + -0.02383984439074993, + 0.030410338193178177, + 0.03384095057845116, + 0.06725549697875977, + -0.07721783965826035, + -0.019130021333694458, + -0.02228928543627262, + 0.0018691504374146461, + 0.007655885070562363, + -0.02180473506450653, + 0.035992350429296494, + -0.016309943050146103, + 0.01927538588643074, + 0.052719004452228546, + -0.01977931708097458, + 0.04399711266160011, + -0.009463255293667316, + 0.016474688425660133, + 0.04093475639820099, + -0.05593641474843025, + -0.0686122328042984, + -0.03789178654551506, + 0.02655332162976265, + 0.027561185881495476, + 0.0009115590946748853, + 0.04190385714173317, + 0.004390019923448563, + -0.051168445497751236, + 0.002933948300778866, + 0.010805457830429077, + 0.009094997309148312, + 0.12923909723758698, + -0.004658945370465517, + 0.04291171953082085, 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Featuring a vibrant orange and black design, this snowboard is perfect for riders who crave speed and control. Constructed with a durable bamboo core and carbon fiber reinforcement, the Blizzard offers an optimal blend of flexibility and responsiveness.", + "price": 379.0, + "embedding_3l": [ + -0.06279344111680984, + 0.01099365297704935, + -0.02171846479177475, + -0.00897734984755516, + 0.02515578083693981, + 0.0009247389971278608, + -0.02536701411008835, + -0.012549086473882198, + -0.05933691933751106, + 0.03481483459472656, + 0.06513619422912598, + 0.015016657300293446, + 0.03637026622891426, + -0.0025515835732221603, + -0.008876534178853035, + 0.07158835977315903, + -0.039212293922901154, + 0.051194895058870316, + -0.0046134935691952705, + -0.01697535254061222, + 0.04040287435054779, + 0.032414473593235016, + -0.02598150633275509, + -0.02427244931459427, + -0.009082965552806854, + -0.008137223310768604, + 0.001030954997986555, + 0.0025275798980146646, + -0.027364114299416542, + -0.010062312707304955, + -0.01697535254061222, + -0.021526435390114784, + 0.02682643197476864, + 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With its innovative design and sturdy construction, this harness ensures your safety while climbing. The sleek black and red color scheme adds a touch of style. It offers maximum comfort and freedom of movement, giving you the confidence to conquer any climbing challenge.", + "price": 89.99, + "embedding_3l": [ + -0.023219604045152664, + -0.011053957976400852, + -0.0025353836826980114, + -0.07471384853124619, + 0.006208674982190132, + -0.015343396924436092, + -0.04417388141155243, + -0.01067116018384695, + -0.07567871361970901, + 0.026030289009213448, + 0.03897202014923096, + 0.0193916205316782, + 0.11049763113260269, + -0.00199658190831542, + 0.026135165244340897, + 0.03192433342337608, + -0.06611399352550507, + -0.028526343405246735, + -0.0001743567845551297, + -0.04480313882231712, + 0.04530654475092888, + -0.08243273943662643, + 0.0001149542149505578, + 0.03855251520872116, + 0.011651752516627312, + -0.014955354854464531, + 0.003020436270162463, + 0.03442038968205452, + -0.026198090985417366, + 0.009874099865555763, + 0.012228571809828281, + -0.025107378140091896, + 0.02052428387105465, + 0.03299407288432121, + -0.0025720903649926186, + 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+ "name": "LumenHead Headlamp", + "description": "Illuminate your outdoor adventures with the Daybird LumenHead headlamp. This compact yet powerful headlamp features a bright LED light in a vibrant green housing. With multiple lighting modes, including a red light for preserving night vision, the LumenHead provides exceptional visibility in any conditions.", + "price": 49.99, + "embedding_3l": [ + -0.0004959959187544882, + 0.03470005840063095, + -0.010347116738557816, + -0.0074536981992423534, + 0.03945952281355858, + -0.004969132132828236, + -0.024426324293017387, + 0.013125218451023102, + -0.002624781569465995, + 0.03811764717102051, + 0.05774257332086563, + 0.050194524228572845, + 0.010263249278068542, + 0.007244030013680458, + 0.06210366636514664, + 0.020536983385682106, + -0.022392544895410538, + -0.007500873412936926, + 0.03851601481437683, + 0.021344205364584923, + 0.012034944258630276, + -0.062355268746614456, + -0.05187186971306801, + 0.0006339181563816965, + 0.04893651604652405, + 0.024740826338529587, + -0.0035407687537372112, + 0.013890506699681282, + 0.01660570688545704, + 0.01641700603067875, + -0.009162492118775845, + -0.0010771694360300899, + 0.03709027171134949, + 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This sleek helmet features a matte black finish with striking red accents. The ProVent technology ensures optimal airflow, keeping you cool and comfortable. With its adjustable fit system and removable visor, this helmet is perfect for both casual and professional riders.", + "price": 79.99, + "embedding_3l": [ + -0.049218062311410904, + 0.005041567608714104, + -0.02901315875351429, + 0.039328090846538544, + -0.00044427605462260544, + 0.029032474383711815, + -0.01723984256386757, + -0.02586459368467331, + -0.03150496631860733, + 0.023121671751141548, + 0.01307716965675354, + -0.06637097895145416, + 0.03337865322828293, + -0.040641602128744125, + 0.08630545437335968, + 0.022252436727285385, + -0.023160304874181747, + -0.007489915005862713, + 0.023759111762046814, + -0.023797743022441864, + 0.028008708730340004, + -0.0030471542850136757, + -0.08831435441970825, + -0.018437456339597702, + 0.036430638283491135, + -0.016331974416971207, + -0.028626831248402596, + 0.025227153673768044, + -0.005529305431991816, + 0.012246565893292427, + 0.05779452249407768, + 0.02868478000164032, + 0.02627023681998253, + 0.06150326132774353, + 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87, + "type": "Trekking", + "brand": "XE", + "name": "Nomad 2-Person Tent", + "description": "Embark on your next camping expedition with the XE Nomad 2-person tent. Designed for rugged outdoor conditions, this tent features a durable waterproof fabric in earthy tones. The spacious interior and easy-to-use setup make it ideal for comfortable camping. With its innovative ventilation system, you'll stay cool and dry throughout the night.", + "price": 229.0, + "embedding_3l": [ + -0.019449401646852493, + 0.017341628670692444, + -0.02299552410840988, + -0.015704261139035225, + 0.07902789115905762, + 0.011561085470020771, + -0.024044888094067574, + 0.01356934942305088, + -0.038066547363996506, + 0.0029784722719341516, + 0.03973105549812317, + -0.07222512364387512, + 0.020842520520091057, + -0.0008220763993449509, + 0.015957554802298546, + 0.0023565436713397503, + -0.0006055322010070086, + 0.034013837575912476, + 0.03044961951673031, + 0.009010047651827335, + 0.025438006967306137, + -0.023375466465950012, + 0.05409647524356842, + 0.015903277322649956, + 0.03520793840289116, + -0.013261777348816395, + -0.007019876968115568, + 0.024859048426151276, + 0.005649372469633818, + 0.027880489826202393, + -0.003758709877729416, + 0.010547908022999763, + 0.03976723924279213, + 0.042263999581336975, + -0.013804551213979721, + 0.007386249490082264, + 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"type": "Bags", + "brand": "Green Equipment", + "name": "Alpine AlpinePack Backpack", + "description": "The AlpinePack backpack by Green Equipment is your ultimate companion for outdoor adventures. This versatile and durable backpack features a sleek navy design with reinforced straps. With a capacity of 45 liters, multiple compartments, and a hydration pack sleeve, it offers ample storage and organization. The ergonomic back panel ensures maximum comfort, even on the most challenging treks.", + "price": 129.0, + "embedding_3l": [ + -0.0657673329114914, + 0.0656856894493103, + -0.01675821840763092, + -0.010563189163804054, + -0.03300613909959793, + 0.026494722813367844, + -0.018187055364251137, + 0.001187720918096602, + -0.039150137454271317, + -0.0168092492967844, + 0.017850259318947792, + -0.030230112373828888, + 0.07323811203241348, + -0.04055856540799141, + 0.029107455164194107, + -0.0184728242456913, + -0.01820746809244156, + 0.03453703597187996, + 0.04384488984942436, + -0.028331799432635307, + 0.04947859048843384, + -0.09773246198892593, + 0.007322790566831827, + 0.02559659816324711, + 0.003161302302032709, + 0.026086485013365746, + -0.0012234417954459786, + -0.003544026520103216, + 0.05294862389564514, + -0.03702729567885399, + 0.027311202138662338, + 0.04894787818193436, + 0.03233254328370094, + 0.06776770949363708, + -0.002548943506553769, + -0.035108570009469986, + 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This high-performance jacket is filled with premium down insulation for exceptional warmth. The sleek design in deep navy blue is complemented by contrasting silver zippers and emblems. Equipped with weather-resistant fabric and a removable hood, this jacket is your ultimate companion for extreme winter adventures.", + "price": 239.99, + "embedding_3l": [ + -0.058296509087085724, + 0.02130301110446453, + -0.03031582199037075, + 0.02204042300581932, + -0.018619650974869728, + -0.022142840549349785, + -0.04440858215093613, + 0.00909474678337574, + -0.008736282587051392, + 0.039144281297922134, + -0.02978324703872204, + -0.049201760441064835, + 0.06329452246427536, + -0.010590054094791412, + -0.020012540742754936, + 0.061491958796978, + -0.037546556442976, + 0.006073406431823969, + 0.020166167989373207, + -0.03562109172344208, + -0.0028984383679926395, + -0.01915222592651844, + 0.07091444730758667, + 0.028779547661542892, + 0.030950816348195076, + -0.007993750274181366, + -0.01898835599422455, + 0.019316095858812332, + -0.003840686986222863, + 0.013959617353975773, + -0.028595194220542908, + 0.031975001096725464, + 0.06378612667322159, + 0.04494116082787514, + 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This rugged and reliable watch features a built-in GPS that tracks your location, speed, and distance accurately. The sleek camo design with a vivid orange strap adds a sporty touch. With its long battery life and water-resistant construction, you can trust this watch to guide you through any outdoor expedition.", + "price": 199.0, + "embedding_3l": [ + -0.002711141249164939, + 0.019928131252527237, + -0.013361698016524315, + -0.0002841723617166281, + -0.008665702305734158, + 0.08285645395517349, + -0.03287196531891823, + -0.0006053430843167007, + -0.05169574171304703, + -0.023579467087984085, + 0.048432424664497375, + 0.004516910295933485, + 0.09033820778131485, + -0.01655537262558937, + 0.03804551810026169, + 0.03836389258503914, + -0.0025270821060985327, + -0.0031588526908308268, + -0.024554481729865074, + 0.010207819752395153, + 0.06845010071992874, + -0.03042447566986084, + 0.004852693993598223, + -0.017062777653336525, + 0.0338071845471859, + 0.016714558005332947, + -0.014336713589727879, + 0.035717420279979706, + -0.009934218600392342, + -0.042940497398376465, + -0.017152320593595505, + 0.047716084867715836, + -0.047357916831970215, + 0.04130883887410164, + 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This powerful board features a sleek design in icy white, with a durable wood core, a versatile medium flex, and a precision base that allows for smooth rides and easy turns. 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This durable and lightweight harness, available in bold red, provides maximum comfort and safety while scaling tricky routes. Its adjustable waistband and leg loops ensure a snug fit, while the gear loops provide easy access to your equipment.", + "price": 109.99, + "embedding_3l": [ + -0.05288020893931389, + 0.03851016238331795, + -0.011352536268532276, + -0.02571275644004345, + 0.028052067384123802, + 0.004912060685455799, + -0.05079645663499832, + 0.0003400231944397092, + -0.06255198270082474, + 0.024926433339715004, + 0.011470484547317028, + -0.020660633221268654, + 0.07548699527978897, + -0.031688809394836426, + -0.01690594106912613, + 0.03565974161028862, + -0.06687675416469574, + -0.025299936532974243, + 0.025476859882473946, + -0.05614345148205757, + 0.061883606016635895, + -0.05775541067123413, + 0.049184493720531464, + 0.007371776737272739, + 0.024493956938385963, + -0.005499345250427723, + -3.962330083595589e-05, + 0.020975161343812943, + -0.02182045951485634, + 0.003246038919314742, + 0.04969560354948044, + 0.021525587886571884, + 0.03943409025669098, + 0.07536904513835907, + -0.01318073645234108, 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Available in tiger stripes, this backpack offers a spacious main compartment, multiple pockets, and a hydration system compatible design. The lightweight and durable construction ensures maximum comfort on the trails.", + "price": 79.99, + "embedding_3l": [ + -0.02626536414027214, + 0.027137715369462967, + -0.008903673849999905, + -0.019988225772976875, + 0.008742478676140308, + -0.022643208503723145, + -0.016024716198444366, + -0.0031788675114512444, + -0.06641249358654022, + 0.018395235762000084, + 0.026530861854553223, + 0.012791327200829983, + 0.08275959640741348, + -0.0009553196141496301, + 0.019371891394257545, + 0.016394516453146935, + 0.005784069187939167, + -0.023781057447195053, + -0.00016519562632311136, + -0.043503787368535995, + 0.07066046446561813, + -0.08397330343723297, + 0.010762161575257778, + 0.016849657520651817, + 0.016138501465320587, + -0.013587821274995804, + -0.014820491895079613, + 0.018243523314595222, + 0.031158117577433586, + -0.00823044590651989, + 0.0013831985415890813, + 0.01902105286717415, + 0.0653505027294159, + 0.05730969458818436, + -0.019627906382083893, + 0.005428491160273552, + 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{ + "id": 95, + "type": "Cycling", + "brand": "AirStrider", + "name": "AeroLite Cycling Helmet", + "description": "Stay safe and stylish on your cycling adventures with the AirStrider AeroLite Cycling Helmet. This helmet, in a glossy grey, features a lightweight design, adjustable straps, and excellent ventilation to keep you cool. The aerodynamic shape reduces air resistance, enabling you to pick up speed with confidence.", + "price": 129.99, + "embedding_3l": [ + -0.03845737874507904, + -0.019862806424498558, + -0.018445366993546486, + 0.024040523916482925, + -0.002351131523028016, + -0.028180940076708794, + 0.003207889851182699, + -0.0005726293311454356, + -0.048864368349313736, + -0.0008427705033682287, + -0.0031985645182430744, + -0.0254206620156765, + 0.07251323014497757, + -0.010425642132759094, + 0.056399181485176086, + -0.010183185338973999, + -0.019657650962471962, + -0.024133775383234024, + -0.0011825596448034048, + -0.02991543896496296, + 0.09332721680402756, + 0.01868782378733158, + -0.041292257606983185, + 0.018967581912875175, + 0.01714915595948696, + -0.006275900639593601, + -0.021056439727544785, + 0.006089395377784967, + 0.015321404673159122, + -0.022697685286402702, + 0.03806571662425995, + -0.009264647029340267, + 0.042858902364969254, + 0.04017322510480881, + -0.006476393900811672, + 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This spacious tent, available in forest green, comfortably fits up to six people with a separate sleeping area and a generous living space. Its sturdy construction and weather-resistant materials ensure durability and protection from the elements.", + "price": 279.99, + "embedding_3l": [ + -0.019332528114318848, + 0.01257367618381977, + -0.022516118362545967, + -0.03193633258342743, + 0.04740235581994057, + 0.05250413343310356, + -0.03936805948615074, + 0.000219687819480896, + -0.05378962308168411, + 0.021552003920078278, + 0.010524929501116276, + -0.059453804045915604, + 0.01817759871482849, + -0.007868589833378792, + 0.020487459376454353, + 0.002796939807012677, + 0.044751036912202835, + 0.019463086500763893, + 0.007406617980450392, + 0.0014800683129578829, + 0.06363163888454437, + -0.01732395403087139, + 0.006804045755416155, + 0.008210048079490662, + 0.06885392963886261, + 0.02098960243165493, + -0.019694071263074875, + 0.010354201309382915, + -0.01717331074178219, + 0.016460267826914787, + 0.02420332096517086, + 0.05961448699235916, + 0.06479661166667938, + 0.03991037234663963, + -0.05017418786883354, + 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This versatile bag, in vibrant orange, features a roll-top closure system, adjustable shoulder straps, and durable PVC-coated fabric to withstand water, sand, and dirt. Ideal for adventures on land or water.", + "price": 49.99, + "embedding_3l": [ + -0.037975385785102844, + 0.008316724561154842, + -0.008667458780109882, + -0.01739257387816906, + 0.027539841830730438, + 0.029557766392827034, + -0.008950929157435894, + -0.006068182177841663, + -0.06957029551267624, + -0.031037576496601105, + 0.013375946320593357, + 0.0015338616212829947, + 0.06684128940105438, + -0.015960808843374252, + -0.019151048734784126, + -0.01390444952994585, + 0.01130036823451519, + 0.007841072045266628, + -0.024868497624993324, + -0.04858389496803284, + 0.058884911239147186, + -0.047507669776678085, + 0.0420881062746048, + 0.05842367187142372, + 0.004682061728090048, + 0.00706272991374135, + -0.0026401157956570387, + 0.03663010522723198, + 0.0035770086105912924, + 0.05750119313597679, + 0.022850574925541878, + -0.007581624668091536, + 0.027155475690960884, + 0.03441999852657318, + -0.05861585587263107, + 0.013241417706012726, + 0.029865259304642677, + -0.001790906535461545, + 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"name": "Element Outdoor Jacket", + "description": "Gear up for any adventure with the Legend Element Outdoor Jacket. Available in charcoal gray, this jacket offers ultimate protection with its waterproof and windproof shell. The breathable fabric and adjustable cuffs ensure comfort, allowing you to explore in any weather condition.", + "price": 179.99, + "embedding_3l": [ + -0.04926116392016411, + -0.013525106012821198, + -0.03234444186091423, + 0.018436746671795845, + -0.031165650114417076, + 0.007936176843941212, + -0.04955069348216057, + 0.014166204258799553, + -0.06535066664218903, + -0.016761617735028267, + 0.0040740761905908585, + -0.029325077310204506, + 0.05914648622274399, + 0.018178239464759827, + 0.005609610117971897, + 0.06075957417488098, + -0.046407245099544525, + -0.016079159453511238, + 0.0012679786887019873, + -0.0069693587720394135, + 0.0023666350170969963, + -0.05637528747320175, + 0.019170906394720078, + 0.018157558515667915, + 0.0008627683855593204, + 0.0023201038129627705, + -0.0003224879619665444, + -0.008535913191735744, + 0.03943788632750511, + 0.0369768962264061, + -0.014590156264603138, + 0.03668736666440964, + 0.016616854816675186, + 0.025209639221429825, + 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This sleek and durable watch, in midnight blue, features a built-in GPS, altimeter, and compass, allowing you to track your routes and monitor your progress. With multiple sport modes, it's the ideal companion for outdoor enthusiasts.", + "price": 199.99, + "embedding_3l": [ + 0.022383803501725197, + 0.0371856726706028, + -0.02079501561820507, + -0.020252011716365814, + 0.00625962158665061, + 0.07018820941448212, + -0.02648649550974369, + 0.007732769474387169, + -0.03149419277906418, + -0.03509410470724106, + 0.059971701353788376, + -0.011453348211944103, + 0.07348644733428955, + -0.0040172189474105835, + 0.04637650400400162, + 0.03861356899142265, + -0.0008735817391425371, + 0.0035647163167595863, + -0.03903590515255928, + 0.0021808119490742683, + 0.012710300274193287, + -0.03276120126247406, + -0.0006353892968036234, + 0.05450144410133362, + 0.05084120109677315, + 0.019658731296658516, + -0.021800577640533447, + 0.04593405872583389, + -0.04279670491814613, + 0.002477452624589205, + -0.027109943330287933, + -0.00819532759487629, + 0.03537566214799881, + 0.058000799268484116, + -0.04094647243618965, + 0.017124716192483902, + 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"Trekking", + "brand": "Green Equipment", + "name": "EcoLite Trekking Poles", + "description": "Tackle challenging trails with the Green Equipment EcoLite Trekking Poles. These lightweight poles, in vibrant green, feature adjustable height, shock-absorbing capabilities, and ergonomic cork handles for a comfortable grip. Whether ascending or descending, these poles provide stability and support.", + "price": 79.99, + "embedding_3l": [ + 6.671450682915747e-05, + 0.01904003880918026, + -0.026827413588762283, + -0.01725027523934841, + -0.015946032479405403, + 0.027284374460577965, + -0.029816700145602226, + -0.01681235432624817, + -0.022353004664182663, + -0.002475205110386014, + 0.029036058112978935, + -0.008263376541435719, + -0.01320426631718874, + 0.03651879355311394, + 0.038632236421108246, + -0.016117392107844353, + 0.01727883517742157, + -0.00042126086191274226, + 0.05247434601187706, + 0.01545099075883627, + 0.05552075058221817, + -0.09603795409202576, + -0.03166358545422554, + -0.010529140941798687, + 0.010767141357064247, + -0.005435931030660868, + -0.012623545713722706, + 0.002625145250931382, + 0.02608485333621502, + 0.015070190653204918, + 0.011861943639814854, + 0.0155271515250206, + 0.03252038732171059, + 0.033529508858919144, + -0.028693338856101036, + -0.01071002148091793, + 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"Footwear", + "brand": "Raptor Elite", + "name": "Trek Xtreme Hiking Shoes", + "description": "The Trek Xtreme hiking shoes by Raptor Elite are built to endure any trail. With their durable leather upper and rugged rubber sole, they offer excellent traction and protection. These shoes come in a timeless brown color that adds a touch of style to your outdoor adventures.", + "price": 135.99, + "embedding_3l": [ + -0.08306622505187988, + 0.020204348489642143, + -0.02600211836397648, + -0.003928867168724537, + -0.0014066179282963276, + 0.004245109390467405, + -0.008569278754293919, + -0.027706310153007507, + -0.005270699504762888, + -0.009961621835827827, + 0.031009282916784286, + -0.00534097570925951, + 0.03938969597220421, + -0.05861017853021622, + 0.002789078513160348, + 0.030341660603880882, + -0.03643810376524925, + 0.010435985401272774, + 0.0015010512433946133, + -0.0026177808176726103, + 0.044449564069509506, + -0.035875894129276276, + 0.03195800632238388, + -0.04982567951083183, + 0.018324464559555054, + -0.008775714784860611, + -0.04209531843662262, + -0.012640894390642643, + 0.011973272077739239, + 0.016611488536000252, + 0.003478661645203829, + 0.011806366965174675, + 0.04560912027955055, + 0.08271484076976776, + -0.05203937366604805, + 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--git a/src/fastapi_app/setup_postgres_azurerole.py b/src/backend/fastapi_app/setup_postgres_azurerole.py similarity index 96% rename from src/fastapi_app/setup_postgres_azurerole.py rename to src/backend/fastapi_app/setup_postgres_azurerole.py index a73e3826..74d16f4b 100644 --- a/src/fastapi_app/setup_postgres_azurerole.py +++ b/src/backend/fastapi_app/setup_postgres_azurerole.py @@ -45,6 +45,7 @@ async def main(): # You must connect to the *postgres* database when assigning roles parser.add_argument("--database", type=str, help="Postgres database", default="postgres") parser.add_argument("--sslmode", type=str, help="Postgres SSL mode", default=None) + parser.add_argument("--tenant-id", type=str, help="Azure tenant ID", default=None) parser.add_argument("--app-identity-name", type=str, help="Azure App Service identity name") args = parser.parse_args() diff --git a/src/fastapi_app/setup_postgres_database.py b/src/backend/fastapi_app/setup_postgres_database.py similarity index 95% rename from src/fastapi_app/setup_postgres_database.py rename to src/backend/fastapi_app/setup_postgres_database.py index f39abf54..499cb089 100644 --- a/src/fastapi_app/setup_postgres_database.py +++ b/src/backend/fastapi_app/setup_postgres_database.py @@ -28,6 +28,7 @@ async def main(): parser.add_argument("--password", type=str, help="Postgres password") parser.add_argument("--database", type=str, help="Postgres database") parser.add_argument("--sslmode", type=str, help="Postgres sslmode") + parser.add_argument("--tenant-id", type=str, help="Azure tenant ID", default=None) # if no args are specified, use environment variables args = parser.parse_args() diff --git a/src/fastapi_app/setup_postgres_seeddata.py b/src/backend/fastapi_app/setup_postgres_seeddata.py similarity index 60% rename from src/fastapi_app/setup_postgres_seeddata.py rename to src/backend/fastapi_app/setup_postgres_seeddata.py index e8719c90..d943131e 100644 --- a/src/fastapi_app/setup_postgres_seeddata.py +++ b/src/backend/fastapi_app/setup_postgres_seeddata.py @@ -4,6 +4,7 @@ import logging import os +import numpy as np import sqlalchemy.exc from dotenv import load_dotenv from sqlalchemy import select, text @@ -21,40 +22,37 @@ async def seed_data(engine): # Check if Item table exists async with engine.begin() as conn: + table_name = Item.__tablename__ result = await conn.execute( text( - "SELECT EXISTS (SELECT 1 FROM information_schema.tables WHERE table_schema = 'public' AND table_name = 'items')" # noqa + f"SELECT EXISTS (SELECT 1 FROM information_schema.tables WHERE table_schema = 'public' AND table_name = '{table_name}')" # noqa ) ) if not result.scalar(): - logger.error("Items table does not exist. Please run the database setup script first.") + logger.error(f" {table_name} table does not exist. Please run the database setup script first.") return async with async_sessionmaker(engine, expire_on_commit=False)() as session: - # Insert the items from the JSON file into the database + # Insert the objects from the JSON file into the database current_dir = os.path.dirname(os.path.realpath(__file__)) with open(os.path.join(current_dir, "seed_data.json")) as f: - catalog_items = json.load(f) - for catalog_item in catalog_items: - item = await session.execute(select(Item).filter(Item.id == catalog_item["Id"])) - if item.scalars().first(): + seed_data_objects = json.load(f) + for seed_data_object in seed_data_objects: + db_item = await session.execute(select(Item).filter(Item.id == seed_data_object["id"])) + if db_item.scalars().first(): continue - item = Item( - id=catalog_item["Id"], - type=catalog_item["Type"], - brand=catalog_item["Brand"], - name=catalog_item["Name"], - description=catalog_item["Description"], - price=catalog_item["Price"], - embedding=catalog_item["Embedding"], - ) - session.add(item) + attrs = {key: value for key, value in seed_data_object.items()} + attrs["embedding_3l"] = np.array(seed_data_object["embedding_3l"]) + attrs["embedding_nomic"] = np.array(seed_data_object["embedding_nomic"]) + column_names = ", ".join(attrs.keys()) + values = ", ".join([f":{key}" for key in attrs.keys()]) + await session.execute(text(f"INSERT INTO {table_name} ({column_names}) VALUES ({values})"), attrs) try: await session.commit() except sqlalchemy.exc.IntegrityError: pass - logger.info("Items table seeded successfully.") + logger.info(f"{table_name} table seeded successfully.") async def main(): @@ -64,6 +62,7 @@ async def main(): parser.add_argument("--password", type=str, help="Postgres password") parser.add_argument("--database", type=str, help="Postgres database") parser.add_argument("--sslmode", type=str, help="Postgres sslmode") + parser.add_argument("--tenant-id", type=str, help="Azure tenant ID", default=None) # if no args are specified, use environment variables args = parser.parse_args() diff --git a/src/backend/fastapi_app/update_embeddings.py b/src/backend/fastapi_app/update_embeddings.py new file mode 100644 index 00000000..b36113b2 --- /dev/null +++ b/src/backend/fastapi_app/update_embeddings.py @@ -0,0 +1,87 @@ +import argparse +import asyncio +import json +import logging +import os + +from dotenv import load_dotenv +from sqlalchemy import select +from sqlalchemy.ext.asyncio import async_sessionmaker + +from fastapi_app.dependencies import common_parameters, get_azure_credential +from fastapi_app.embeddings import compute_text_embedding +from fastapi_app.openai_clients import create_openai_embed_client +from fastapi_app.postgres_engine import create_postgres_engine_from_env +from fastapi_app.postgres_models import Item + +logger = logging.getLogger("ragapp") + + +async def update_embeddings(in_seed_data=False): + azure_credential = await get_azure_credential() + engine = await create_postgres_engine_from_env(azure_credential) + openai_embed_client = await create_openai_embed_client(azure_credential) + common_params = await common_parameters() + + embedding_column = "" + OPENAI_EMBED_HOST = os.getenv("OPENAI_EMBED_HOST") + if OPENAI_EMBED_HOST == "azure": + embedding_column = os.getenv("AZURE_OPENAI_EMBEDDING_COLUMN", "embedding_3l") + elif OPENAI_EMBED_HOST == "ollama": + embedding_column = os.getenv("OLLAMA_EMBEDDING_COLUMN", "embedding_nomic") + elif OPENAI_EMBED_HOST == "github": + embedding_column = os.getenv("GITHUB_EMBEDDING_COLUMN", "embedding_3l") + else: + embedding_column = os.getenv("OPENAICOM_EMBEDDING_COLUMN", "embedding_3l") + logger.info(f"Updating embeddings in column: {embedding_column}") + if in_seed_data: + current_dir = os.path.dirname(os.path.realpath(__file__)) + rows = [] + with open(os.path.join(current_dir, "seed_data.json")) as f: + seed_data_objects = json.load(f) + for seed_data_object in seed_data_objects: + # for each column in the JSON, store it in the same named attribute in the object + attrs = {key: value for key, value in seed_data_object.items()} + row = Item(**attrs) + embedding = await compute_text_embedding( + row.to_str_for_embedding(), + openai_client=openai_embed_client, + embed_model=common_params.openai_embed_model, + embed_deployment=common_params.openai_embed_deployment, + embedding_dimensions=common_params.openai_embed_dimensions, + ) + setattr(row, embedding_column, embedding) + rows.append(row) + # Write updated seed data to the file + with open(os.path.join(current_dir, "seed_data.json"), "w") as f: + json.dump([row.to_dict(include_embedding=True) for row in rows], f, indent=4) + return + + async with async_sessionmaker(engine, expire_on_commit=False)() as session: + async with session.begin(): + rows_to_update = (await session.scalars(select(Item))).all() + + for row_model in rows_to_update: + setattr( + row_model, + embedding_column, + await compute_text_embedding( + row_model.to_str_for_embedding(), + openai_client=openai_embed_client, + embed_model=common_params.openai_embed_model, + embed_deployment=common_params.openai_embed_deployment, + embedding_dimensions=common_params.openai_embed_dimensions, + ), + ) + await session.commit() + + +if __name__ == "__main__": + logging.basicConfig(level=logging.WARNING) + logger.setLevel(logging.INFO) + load_dotenv(override=True) + + parser = argparse.ArgumentParser() + parser.add_argument("--in_seed_data", action="https://github.com/store_true") + args = parser.parse_args() + asyncio.run(update_embeddings(args.in_seed_data)) diff --git a/src/pyproject.toml b/src/backend/pyproject.toml similarity index 50% rename from src/pyproject.toml rename to src/backend/pyproject.toml index 1d753fec..7ede97c9 100644 --- a/src/pyproject.toml +++ b/src/backend/pyproject.toml @@ -1,19 +1,23 @@ [project] name = "fastapi_app" version = "1.0.0" -description = "Create a application with fastapi and postgres-flexible" +description = "Create a RAG application with FastAPI and PostgreSQL" dependencies = [ "fastapi>=0.111.0,<1.0.0", + "uvicorn>=0.30.1,<1.0.0", "python-dotenv>=1.0.1,<2.0.0", - "environs>=11.0.0,<12.0.0", + "environs>=11.0.0,<15.0.0", "azure-identity>=1.16.1,<2.0.0", "aiohttp>=3.9.5,<4.0.0", "asyncpg>=0.29.0,<1.0.0", "SQLAlchemy[asyncio]>=2.0.30,<3.0.0", - "pgvector>=0.2.5,<0.3.0", + "pgvector>=0.3.0,<0.4.0", "openai>=1.34.0,<2.0.0", - "tiktoken>=0.7.0,<0.8.0", - "openai-messages-token-helper>=0.1.5,<0.2.0", + "azure-monitor-opentelemetry>=1.6.0,<2.0.0", + "opentelemetry-instrumentation-sqlalchemy", + "opentelemetry-instrumentation-aiohttp-client", + "opentelemetry-instrumentation-openai", + "openai-agents" ] [build-system] diff --git a/src/backend/requirements.txt b/src/backend/requirements.txt new file mode 100644 index 00000000..b83031b6 --- /dev/null +++ b/src/backend/requirements.txt @@ -0,0 +1,364 @@ +# This file was autogenerated by uv via the following command: +# uv pip compile pyproject.toml -o requirements_new.txt --python-version 3.10 +aiohappyeyeballs==2.6.1 + # via aiohttp +aiohttp==3.12.14 + # via fastapi-app (pyproject.toml) +aiosignal==1.4.0 + # via aiohttp +annotated-types==0.7.0 + # via pydantic +anyio==4.9.0 + # via + # httpx + # mcp + # openai + # sse-starlette + # starlette +asgiref==3.9.1 + # via opentelemetry-instrumentation-asgi +async-timeout==5.0.1 + # via + # aiohttp + # asyncpg +asyncpg==0.30.0 + # via fastapi-app (pyproject.toml) +attrs==25.3.0 + # via + # aiohttp + # jsonschema + # referencing +azure-core==1.35.0 + # via + # azure-core-tracing-opentelemetry + # azure-identity + # azure-monitor-opentelemetry + # azure-monitor-opentelemetry-exporter + # msrest +azure-core-tracing-opentelemetry==1.0.0b12 + # via azure-monitor-opentelemetry +azure-identity==1.23.1 + # via + # fastapi-app (pyproject.toml) + # azure-monitor-opentelemetry-exporter +azure-monitor-opentelemetry==1.6.12 + # via fastapi-app (pyproject.toml) +azure-monitor-opentelemetry-exporter==1.0.0b40 + # via azure-monitor-opentelemetry +backports-datetime-fromisoformat==2.0.3 + # via marshmallow +certifi==2025.7.14 + # via + # httpcore + # httpx + # msrest + # requests +cffi==1.17.1 + # via cryptography +charset-normalizer==3.4.2 + # via requests +click==8.2.1 + # via uvicorn +colorama==0.4.6 + # via griffe +cryptography==45.0.5 + # via + # azure-identity + # msal + # pyjwt +deprecated==1.2.18 + # via + # opentelemetry-api + # opentelemetry-semantic-conventions +distro==1.9.0 + # via openai +environs==14.2.0 + # via fastapi-app (pyproject.toml) +exceptiongroup==1.3.0 + # via anyio +fastapi==0.116.1 + # via fastapi-app (pyproject.toml) +fixedint==0.1.6 + # via azure-monitor-opentelemetry-exporter +frozenlist==1.7.0 + # via + # aiohttp + # aiosignal +greenlet==3.2.3 + # via sqlalchemy +griffe==1.7.3 + # via openai-agents +h11==0.16.0 + # via + # httpcore + # uvicorn +httpcore==1.0.9 + # via httpx +httpx==0.28.1 + # via + # mcp + # openai +httpx-sse==0.4.1 + # via mcp +idna==3.10 + # via + # anyio + # httpx + # requests + # yarl +importlib-metadata==8.6.1 + # via opentelemetry-api +isodate==0.7.2 + # via msrest +jiter==0.10.0 + # via openai +jsonschema==4.24.0 + # via mcp +jsonschema-specifications==2025.4.1 + # via jsonschema +marshmallow==4.0.0 + # via environs +mcp==1.11.0 + # via openai-agents +msal==1.32.3 + # via + # azure-identity + # msal-extensions +msal-extensions==1.3.1 + # via azure-identity +msrest==0.7.1 + # via azure-monitor-opentelemetry-exporter +multidict==6.6.3 + # via + # aiohttp + # yarl +numpy==2.2.6 + # via pgvector +oauthlib==3.3.1 + # via requests-oauthlib +openai==1.96.1 + # via + # fastapi-app (pyproject.toml) + # openai-agents +openai-agents==0.2.0 + # via fastapi-app (pyproject.toml) +opentelemetry-api==1.31.1 + # via + # azure-core-tracing-opentelemetry + # azure-monitor-opentelemetry-exporter + # opentelemetry-instrumentation + # opentelemetry-instrumentation-aiohttp-client + # opentelemetry-instrumentation-asgi + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-django + # opentelemetry-instrumentation-fastapi + # opentelemetry-instrumentation-flask + # opentelemetry-instrumentation-openai + # opentelemetry-instrumentation-psycopg2 + # opentelemetry-instrumentation-requests + # opentelemetry-instrumentation-sqlalchemy + # opentelemetry-instrumentation-urllib + # opentelemetry-instrumentation-urllib3 + # opentelemetry-instrumentation-wsgi + # opentelemetry-sdk + # opentelemetry-semantic-conventions +opentelemetry-instrumentation==0.52b1 + # via + # opentelemetry-instrumentation-aiohttp-client + # opentelemetry-instrumentation-asgi + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-django + # opentelemetry-instrumentation-fastapi + # opentelemetry-instrumentation-flask + # opentelemetry-instrumentation-openai + # opentelemetry-instrumentation-psycopg2 + # opentelemetry-instrumentation-requests + # opentelemetry-instrumentation-sqlalchemy + # opentelemetry-instrumentation-urllib + # opentelemetry-instrumentation-urllib3 + # opentelemetry-instrumentation-wsgi +opentelemetry-instrumentation-aiohttp-client==0.52b1 + # via fastapi-app (pyproject.toml) +opentelemetry-instrumentation-asgi==0.52b1 + # via opentelemetry-instrumentation-fastapi +opentelemetry-instrumentation-dbapi==0.52b1 + # via opentelemetry-instrumentation-psycopg2 +opentelemetry-instrumentation-django==0.52b1 + # via azure-monitor-opentelemetry +opentelemetry-instrumentation-fastapi==0.52b1 + # via azure-monitor-opentelemetry +opentelemetry-instrumentation-flask==0.52b1 + # via azure-monitor-opentelemetry +opentelemetry-instrumentation-openai==0.41.0 + # via fastapi-app (pyproject.toml) +opentelemetry-instrumentation-psycopg2==0.52b1 + # via azure-monitor-opentelemetry +opentelemetry-instrumentation-requests==0.52b1 + # via azure-monitor-opentelemetry +opentelemetry-instrumentation-sqlalchemy==0.52b1 + # via fastapi-app (pyproject.toml) +opentelemetry-instrumentation-urllib==0.52b1 + # via azure-monitor-opentelemetry +opentelemetry-instrumentation-urllib3==0.52b1 + # via azure-monitor-opentelemetry +opentelemetry-instrumentation-wsgi==0.52b1 + # via + # opentelemetry-instrumentation-django + # opentelemetry-instrumentation-flask +opentelemetry-resource-detector-azure==0.1.5 + # via azure-monitor-opentelemetry +opentelemetry-sdk==1.31.1 + # via + # azure-monitor-opentelemetry + # azure-monitor-opentelemetry-exporter + # opentelemetry-resource-detector-azure +opentelemetry-semantic-conventions==0.52b1 + # via + # opentelemetry-instrumentation + # opentelemetry-instrumentation-aiohttp-client + # opentelemetry-instrumentation-asgi + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-django + # opentelemetry-instrumentation-fastapi + # opentelemetry-instrumentation-flask + # opentelemetry-instrumentation-openai + # opentelemetry-instrumentation-requests + # opentelemetry-instrumentation-sqlalchemy + # opentelemetry-instrumentation-urllib + # opentelemetry-instrumentation-urllib3 + # opentelemetry-instrumentation-wsgi + # opentelemetry-sdk +opentelemetry-semantic-conventions-ai==0.4.10 + # via opentelemetry-instrumentation-openai +opentelemetry-util-http==0.52b1 + # via + # opentelemetry-instrumentation-aiohttp-client + # opentelemetry-instrumentation-asgi + # opentelemetry-instrumentation-django + # opentelemetry-instrumentation-fastapi + # opentelemetry-instrumentation-flask + # opentelemetry-instrumentation-requests + # opentelemetry-instrumentation-urllib + # opentelemetry-instrumentation-urllib3 + # opentelemetry-instrumentation-wsgi +packaging==25.0 + # via + # opentelemetry-instrumentation + # opentelemetry-instrumentation-flask + # opentelemetry-instrumentation-sqlalchemy +pgvector==0.3.6 + # via fastapi-app (pyproject.toml) +propcache==0.3.2 + # via + # aiohttp + # yarl +psutil==7.0.0 + # via azure-monitor-opentelemetry-exporter +pycparser==2.22 + # via cffi +pydantic==2.11.7 + # via + # fastapi + # mcp + # openai + # openai-agents + # pydantic-settings +pydantic-core==2.33.2 + # via pydantic +pydantic-settings==2.10.1 + # via mcp +pyjwt==2.10.1 + # via msal +python-dotenv==1.1.1 + # via + # fastapi-app (pyproject.toml) + # environs + # pydantic-settings +python-multipart==0.0.20 + # via mcp +referencing==0.36.2 + # via + # jsonschema + # jsonschema-specifications +regex==2024.11.6 + # via tiktoken +requests==2.32.4 + # via + # azure-core + # msal + # msrest + # openai-agents + # requests-oauthlib + # tiktoken +requests-oauthlib==2.0.0 + # via msrest +rpds-py==0.26.0 + # via + # jsonschema + # referencing +six==1.17.0 + # via azure-core +sniffio==1.3.1 + # via + # anyio + # openai +sqlalchemy==2.0.41 + # via fastapi-app (pyproject.toml) +sse-starlette==2.4.1 + # via mcp +starlette==0.47.2 + # via + # fastapi + # mcp +tiktoken==0.9.0 + # via opentelemetry-instrumentation-openai +tqdm==4.67.1 + # via openai +types-requests==2.32.4.20250611 + # via openai-agents +typing-extensions==4.14.1 + # via + # aiosignal + # anyio + # asgiref + # azure-core + # azure-identity + # environs + # exceptiongroup + # fastapi + # marshmallow + # multidict + # openai + # openai-agents + # opentelemetry-sdk + # pydantic + # pydantic-core + # referencing + # sqlalchemy + # starlette + # typing-inspection + # uvicorn +typing-inspection==0.4.1 + # via + # pydantic + # pydantic-settings +urllib3==2.5.0 + # via + # requests + # types-requests +uvicorn==0.35.0 + # via + # fastapi-app (pyproject.toml) + # mcp +wrapt==1.17.2 + # via + # deprecated + # opentelemetry-instrumentation + # opentelemetry-instrumentation-aiohttp-client + # opentelemetry-instrumentation-dbapi + # opentelemetry-instrumentation-sqlalchemy + # opentelemetry-instrumentation-urllib3 +yarl==1.20.1 + # via aiohttp +zipp==3.23.0 + # via importlib-metadata diff --git a/src/entrypoint.sh b/src/entrypoint.sh deleted file mode 100644 index 0a743968..00000000 --- a/src/entrypoint.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/bin/bash -set -e -python3 -m pip install . -python3 -m gunicorn "fastapi_app:create_app()" \ No newline at end of file diff --git a/src/fastapi_app/__init__.py b/src/fastapi_app/__init__.py deleted file mode 100644 index de1d0fc8..00000000 --- a/src/fastapi_app/__init__.py +++ /dev/null @@ -1,72 +0,0 @@ -import contextlib -import logging -import os - -import azure.identity -from dotenv import load_dotenv -from environs import Env -from fastapi import FastAPI - -from .globals import global_storage -from .openai_clients import create_openai_chat_client, create_openai_embed_client -from .postgres_engine import create_postgres_engine_from_env - -logger = logging.getLogger("ragapp") - - -@contextlib.asynccontextmanager -async def lifespan(app: FastAPI): - load_dotenv(override=True) - - azure_credential = None - try: - if client_id := os.getenv("APP_IDENTITY_ID"): - # Authenticate using a user-assigned managed identity on Azure - # See web.bicep for value of APP_IDENTITY_ID - logger.info( - "Using managed identity for client ID %s", - client_id, - ) - azure_credential = azure.identity.ManagedIdentityCredential(client_id=client_id) - else: - azure_credential = azure.identity.DefaultAzureCredential() - except Exception as e: - logger.warning("Failed to authenticate to Azure: %s", e) - - engine = await create_postgres_engine_from_env(azure_credential) - global_storage.engine = engine - - openai_chat_client, openai_chat_model = await create_openai_chat_client(azure_credential) - global_storage.openai_chat_client = openai_chat_client - global_storage.openai_chat_model = openai_chat_model - - openai_embed_client, openai_embed_model, openai_embed_dimensions = await create_openai_embed_client( - azure_credential - ) - global_storage.openai_embed_client = openai_embed_client - global_storage.openai_embed_model = openai_embed_model - global_storage.openai_embed_dimensions = openai_embed_dimensions - - yield - - await engine.dispose() - - -def create_app(): - env = Env() - - if not os.getenv("RUNNING_IN_PRODUCTION"): - env.read_env(".env") - logging.basicConfig(level=logging.INFO) - else: - logging.basicConfig(level=logging.WARNING) - - app = FastAPI(docs_url="/docs", lifespan=lifespan) - - from . import api_routes # noqa - from . import frontend_routes # noqa - - app.include_router(api_routes.router) - app.mount("/", frontend_routes.router) - - return app diff --git a/src/fastapi_app/api_models.py b/src/fastapi_app/api_models.py deleted file mode 100644 index 0945cb10..00000000 --- a/src/fastapi_app/api_models.py +++ /dev/null @@ -1,19 +0,0 @@ -from typing import Any - -from pydantic import BaseModel - - -class Message(BaseModel): - content: str - role: str = "user" - - -class ChatRequest(BaseModel): - messages: list[Message] - context: dict = {} - - -class ThoughtStep(BaseModel): - title: str - description: Any - props: dict = {} diff --git a/src/fastapi_app/api_routes.py b/src/fastapi_app/api_routes.py deleted file mode 100644 index 8c03dda7..00000000 --- a/src/fastapi_app/api_routes.py +++ /dev/null @@ -1,83 +0,0 @@ -import fastapi -from sqlalchemy import select -from sqlalchemy.ext.asyncio import async_sessionmaker - -from fastapi_app.api_models import ChatRequest -from fastapi_app.globals import global_storage -from fastapi_app.postgres_models import Item -from fastapi_app.postgres_searcher import PostgresSearcher -from fastapi_app.rag_advanced import AdvancedRAGChat -from fastapi_app.rag_simple import SimpleRAGChat - -router = fastapi.APIRouter() - - -@router.get("/items/{id}") -async def item_handler(id: int): - """A simple API to get an item by ID.""" - async_session_maker = async_sessionmaker(global_storage.engine, expire_on_commit=False) - async with async_session_maker() as session: - item = (await session.scalars(select(Item).where(Item.id == id))).first() - return item.to_dict() - - -@router.get("/similar") -async def similar_handler(id: int, n: int = 5): - """A similarity API to find items similar to items with given ID.""" - async_session_maker = async_sessionmaker(global_storage.engine, expire_on_commit=False) - async with async_session_maker() as session: - item = (await session.scalars(select(Item).where(Item.id == id))).first() - closest = await session.execute( - select(Item, Item.embedding.l2_distance(item.embedding)) - .filter(Item.id != id) - .order_by(Item.embedding.l2_distance(item.embedding)) - .limit(n) - ) - return [item.to_dict() | {"distance": round(distance, 2)} for item, distance in closest] - - -@router.get("/search") -async def search_handler(query: str, top: int = 5, enable_vector_search: bool = True, enable_text_search: bool = True): - """A search API to find items based on a query.""" - searcher = PostgresSearcher( - global_storage.engine, - openai_embed_client=global_storage.openai_embed_client, - embed_deployment=global_storage.openai_embed_deployment, - embed_model=global_storage.openai_embed_model, - embed_dimensions=global_storage.openai_embed_dimensions, - ) - results = await searcher.search_and_embed( - query, top=top, enable_vector_search=enable_vector_search, enable_text_search=enable_text_search - ) - return [item.to_dict() for item in results] - - -@router.post("/chat") -async def chat_handler(chat_request: ChatRequest): - messages = [message.model_dump() for message in chat_request.messages] - overrides = chat_request.context.get("overrides", {}) - - searcher = PostgresSearcher( - global_storage.engine, - openai_embed_client=global_storage.openai_embed_client, - embed_deployment=global_storage.openai_embed_deployment, - embed_model=global_storage.openai_embed_model, - embed_dimensions=global_storage.openai_embed_dimensions, - ) - if overrides.get("use_advanced_flow"): - ragchat = AdvancedRAGChat( - searcher=searcher, - openai_chat_client=global_storage.openai_chat_client, - chat_model=global_storage.openai_chat_model, - chat_deployment=global_storage.openai_chat_deployment, - ) - else: - ragchat = SimpleRAGChat( - searcher=searcher, - openai_chat_client=global_storage.openai_chat_client, - chat_model=global_storage.openai_chat_model, - chat_deployment=global_storage.openai_chat_deployment, - ) - - response = await ragchat.run(messages, overrides=overrides) - return response diff --git a/src/fastapi_app/embeddings.py b/src/fastapi_app/embeddings.py deleted file mode 100644 index eb6942c4..00000000 --- a/src/fastapi_app/embeddings.py +++ /dev/null @@ -1,26 +0,0 @@ -from typing import ( - TypedDict, -) - - -async def compute_text_embedding( - q: str, openai_client, embed_model: str, embed_deployment: str = None, embedding_dimensions: int = 1536 -): - SUPPORTED_DIMENSIONS_MODEL = { - "text-embedding-ada-002": False, - "text-embedding-3-small": True, - "text-embedding-3-large": True, - } - - class ExtraArgs(TypedDict, total=False): - dimensions: int - - dimensions_args: ExtraArgs = {"dimensions": embedding_dimensions} if SUPPORTED_DIMENSIONS_MODEL[embed_model] else {} - - embedding = await openai_client.embeddings.create( - # Azure OpenAI takes the deployment name as the model name - model=embed_deployment if embed_deployment else embed_model, - input=q, - **dimensions_args, - ) - return embedding.data[0].embedding diff --git a/src/fastapi_app/globals.py b/src/fastapi_app/globals.py deleted file mode 100644 index 09523c33..00000000 --- a/src/fastapi_app/globals.py +++ /dev/null @@ -1,13 +0,0 @@ -class Global: - def __init__(self): - self.engine = None - self.openai_chat_client = None - self.openai_embed_client = None - self.openai_chat_model = None - self.openai_embed_model = None - self.openai_embed_dimensions = None - self.openai_chat_deployment = None - self.openai_embed_deployment = None - - -global_storage = Global() diff --git a/src/fastapi_app/openai_clients.py b/src/fastapi_app/openai_clients.py deleted file mode 100644 index 73d7267a..00000000 --- a/src/fastapi_app/openai_clients.py +++ /dev/null @@ -1,70 +0,0 @@ -import logging -import os - -import azure.identity -import openai - -logger = logging.getLogger("ragapp") - - -async def create_openai_chat_client(azure_credential): - OPENAI_CHAT_HOST = os.getenv("OPENAI_CHAT_HOST") - if OPENAI_CHAT_HOST == "azure": - client_args = {} - if api_key := os.getenv("AZURE_OPENAI_KEY"): - logger.info("Authenticating to Azure OpenAI using API key...") - client_args["api_key"] = api_key - else: - logger.info("Authenticating to Azure OpenAI using Azure Identity...") - token_provider = azure.identity.get_bearer_token_provider( - azure_credential, "https://cognitiveservices.azure.com/.default" - ) - client_args["azure_ad_token_provider"] = token_provider - openai_chat_client = openai.AsyncAzureOpenAI( - api_version=os.getenv("AZURE_OPENAI_VERSION"), - azure_endpoint=os.getenv("AZURE_OPENAI_ENDPOINT"), - azure_deployment=os.getenv("AZURE_OPENAI_CHAT_DEPLOYMENT"), - **client_args, - ) - openai_chat_model = os.getenv("AZURE_OPENAI_CHAT_MODEL") - elif OPENAI_CHAT_HOST == "ollama": - logger.info("Authenticating to OpenAI using Ollama...") - openai_chat_client = openai.AsyncOpenAI( - base_url=os.getenv("OLLAMA_ENDPOINT"), - api_key="nokeyneeded", - ) - openai_chat_model = os.getenv("OLLAMA_CHAT_MODEL") - else: - logger.info("Authenticating to OpenAI using OpenAI.com API key...") - openai_chat_client = openai.AsyncOpenAI(api_key=os.getenv("OPENAICOM_KEY")) - openai_chat_model = os.getenv("OPENAICOM_CHAT_MODEL") - - return openai_chat_client, openai_chat_model - - -async def create_openai_embed_client(azure_credential): - OPENAI_EMBED_HOST = os.getenv("OPENAI_EMBED_HOST") - if OPENAI_EMBED_HOST == "azure": - client_args = {} - if api_key := os.getenv("AZURE_OPENAI_KEY"): - logger.info("Authenticating to Azure OpenAI using API key...") - client_args["api_key"] = api_key - else: - logger.info("Authenticating to Azure OpenAI using Azure Identity...") - token_provider = azure.identity.get_bearer_token_provider( - azure_credential, "https://cognitiveservices.azure.com/.default" - ) - client_args["azure_ad_token_provider"] = token_provider - openai_embed_client = openai.AsyncAzureOpenAI( - api_version=os.getenv("AZURE_OPENAI_VERSION"), - azure_endpoint=os.getenv("AZURE_OPENAI_ENDPOINT"), - azure_deployment=os.getenv("AZURE_OPENAI_EMBED_DEPLOYMENT"), - **client_args, - ) - openai_embed_model = os.getenv("AZURE_OPENAI_EMBED_MODEL") - openai_embed_dimensions = os.getenv("AZURE_OPENAI_EMBED_DIMENSIONS") - else: - openai_embed_client = openai.AsyncOpenAI(api_key=os.getenv("OPENAICOM_KEY")) - openai_embed_model = os.getenv("OPENAICOM_EMBED_MODEL") - openai_embed_dimensions = os.getenv("OPENAICOM_EMBED_DIMENSIONS") - return openai_embed_client, openai_embed_model, openai_embed_dimensions diff --git a/src/fastapi_app/postgres_models.py b/src/fastapi_app/postgres_models.py deleted file mode 100644 index fe7d8796..00000000 --- a/src/fastapi_app/postgres_models.py +++ /dev/null @@ -1,47 +0,0 @@ -from __future__ import annotations - -from dataclasses import asdict - -from pgvector.sqlalchemy import Vector -from sqlalchemy import Index -from sqlalchemy.orm import DeclarativeBase, Mapped, MappedAsDataclass, mapped_column - - -# Define the models -class Base(DeclarativeBase, MappedAsDataclass): - pass - - -class Item(Base): - __tablename__ = "items" - id: Mapped[int] = mapped_column(primary_key=True, autoincrement=True) - type: Mapped[str] = mapped_column() - brand: Mapped[str] = mapped_column() - name: Mapped[str] = mapped_column() - description: Mapped[str] = mapped_column() - price: Mapped[float] = mapped_column() - embedding: Mapped[Vector] = mapped_column(Vector(1536)) # ada-002 - - def to_dict(self, include_embedding: bool = False): - model_dict = asdict(self) - if include_embedding: - model_dict["embedding"] = model_dict["embedding"].tolist() - else: - del model_dict["embedding"] - return model_dict - - def to_str_for_rag(self): - return f"Name:{self.name} Description:{self.description} Price:{self.price} Brand:{self.brand} Type:{self.type}" - - def to_str_for_embedding(self): - return f"Name: {self.name} Description: {self.description} Type: {self.type}" - - -# Define HNSW index to support vector similarity search through the vector_cosine_ops access method (cosine distance). -index = Index( - "hnsw_index_for_innerproduct_item_embedding", - Item.embedding, - postgresql_using="hnsw", - postgresql_with={"m": 16, "ef_construction": 64}, - postgresql_ops={"embedding": "vector_ip_ops"}, -) diff --git a/src/fastapi_app/prompts/query.txt b/src/fastapi_app/prompts/query.txt deleted file mode 100644 index 672b03be..00000000 --- a/src/fastapi_app/prompts/query.txt +++ /dev/null @@ -1,6 +0,0 @@ -Below is a history of the conversation so far, and a new question asked by the user that needs to be answered by searching database rows. -You have access to an Azure PostgreSQL database with an items table that has columns for title, description, brand, price, and type. -Generate a search query based on the conversation and the new question. -If the question is not in English, translate the question to English before generating the search query. -If you cannot generate a search query, return the original user question. -DO NOT return anything besides the query. \ No newline at end of file diff --git a/src/fastapi_app/rag_advanced.py b/src/fastapi_app/rag_advanced.py deleted file mode 100644 index d603d997..00000000 --- a/src/fastapi_app/rag_advanced.py +++ /dev/null @@ -1,142 +0,0 @@ -import pathlib -from collections.abc import AsyncGenerator -from typing import ( - Any, -) - -from openai import AsyncOpenAI -from openai.types.chat import ( - ChatCompletion, -) -from openai_messages_token_helper import build_messages, get_token_limit - -from .api_models import ThoughtStep -from .postgres_searcher import PostgresSearcher -from .query_rewriter import build_search_function, extract_search_arguments - - -class AdvancedRAGChat: - def __init__( - self, - *, - searcher: PostgresSearcher, - openai_chat_client: AsyncOpenAI, - chat_model: str, - chat_deployment: str | None, # Not needed for non-Azure OpenAI - ): - self.searcher = searcher - self.openai_chat_client = openai_chat_client - self.chat_model = chat_model - self.chat_deployment = chat_deployment - self.chat_token_limit = get_token_limit(chat_model, default_to_minimum=True) - current_dir = pathlib.Path(__file__).parent - self.query_prompt_template = open(current_dir / "prompts/query.txt").read() - self.answer_prompt_template = open(current_dir / "prompts/answer.txt").read() - - async def run( - self, messages: list[dict], overrides: dict[str, Any] = {} - ) -> dict[str, Any] | AsyncGenerator[dict[str, Any], None]: - text_search = overrides.get("retrieval_mode") in ["text", "hybrid", None] - vector_search = overrides.get("retrieval_mode") in ["vectors", "hybrid", None] - top = overrides.get("top", 3) - - original_user_query = messages[-1]["content"] - past_messages = messages[:-1] - - # Generate an optimized keyword search query based on the chat history and the last question - query_response_token_limit = 500 - query_messages = build_messages( - model=self.chat_model, - system_prompt=self.query_prompt_template, - new_user_content=original_user_query, - past_messages=past_messages, - max_tokens=self.chat_token_limit - query_response_token_limit, # TODO: count functions - fallback_to_default=True, - ) - - chat_completion: ChatCompletion = await self.openai_chat_client.chat.completions.create( - messages=query_messages, # type: ignore - # Azure OpenAI takes the deployment name as the model name - model=self.chat_deployment if self.chat_deployment else self.chat_model, - temperature=0.0, # Minimize creativity for search query generation - max_tokens=query_response_token_limit, # Setting too low risks malformed JSON, too high risks performance - n=1, - tools=build_search_function(), - tool_choice="auto", - ) - - query_text, filters = extract_search_arguments(original_user_query, chat_completion) - - # Retrieve relevant items from the database with the GPT optimized query - results = await self.searcher.search_and_embed( - query_text, - top=top, - enable_vector_search=vector_search, - enable_text_search=text_search, - filters=filters, - ) - - sources_content = [f"[{(item.id)}]:{item.to_str_for_rag()}\n\n" for item in results] - content = "\n".join(sources_content) - - # Generate a contextual and content specific answer using the search results and chat history - response_token_limit = 1024 - messages = build_messages( - model=self.chat_model, - system_prompt=overrides.get("prompt_template") or self.answer_prompt_template, - new_user_content=original_user_query + "\n\nSources:\n" + content, - past_messages=past_messages, - max_tokens=self.chat_token_limit - response_token_limit, - fallback_to_default=True, - ) - - chat_completion_response = await self.openai_chat_client.chat.completions.create( - # Azure OpenAI takes the deployment name as the model name - model=self.chat_deployment if self.chat_deployment else self.chat_model, - messages=messages, - temperature=overrides.get("temperature", 0.3), - max_tokens=response_token_limit, - n=1, - stream=False, - ) - first_choice = chat_completion_response.model_dump()["choices"][0] - return { - "message": first_choice["message"], - "context": { - "data_points": {item.id: item.to_dict() for item in results}, - "thoughts": [ - ThoughtStep( - title="Prompt to generate search arguments", - description=[str(message) for message in query_messages], - props=( - {"model": self.chat_model, "deployment": self.chat_deployment} - if self.chat_deployment - else {"model": self.chat_model} - ), - ), - ThoughtStep( - title="Search using generated search arguments", - description=query_text, - props={ - "top": top, - "vector_search": vector_search, - "text_search": text_search, - "filters": filters, - }, - ), - ThoughtStep( - title="Search results", - description=[result.to_dict() for result in results], - ), - ThoughtStep( - title="Prompt to generate answer", - description=[str(message) for message in messages], - props=( - {"model": self.chat_model, "deployment": self.chat_deployment} - if self.chat_deployment - else {"model": self.chat_model} - ), - ), - ], - }, - } diff --git a/src/fastapi_app/rag_simple.py b/src/fastapi_app/rag_simple.py deleted file mode 100644 index bf1613e2..00000000 --- a/src/fastapi_app/rag_simple.py +++ /dev/null @@ -1,99 +0,0 @@ -import pathlib -from collections.abc import AsyncGenerator -from typing import ( - Any, -) - -from openai import AsyncOpenAI -from openai_messages_token_helper import build_messages, get_token_limit - -from .api_models import ThoughtStep -from .postgres_searcher import PostgresSearcher - - -class SimpleRAGChat: - def __init__( - self, - *, - searcher: PostgresSearcher, - openai_chat_client: AsyncOpenAI, - chat_model: str, - chat_deployment: str | None, # Not needed for non-Azure OpenAI - ): - self.searcher = searcher - self.openai_chat_client = openai_chat_client - self.chat_model = chat_model - self.chat_deployment = chat_deployment - self.chat_token_limit = get_token_limit(chat_model, default_to_minimum=True) - current_dir = pathlib.Path(__file__).parent - self.answer_prompt_template = open(current_dir / "prompts/answer.txt").read() - - async def run( - self, messages: list[dict], overrides: dict[str, Any] = {} - ) -> dict[str, Any] | AsyncGenerator[dict[str, Any], None]: - text_search = overrides.get("retrieval_mode") in ["text", "hybrid", None] - vector_search = overrides.get("retrieval_mode") in ["vectors", "hybrid", None] - top = overrides.get("top", 3) - - original_user_query = messages[-1]["content"] - past_messages = messages[:-1] - - # Retrieve relevant items from the database - results = await self.searcher.search_and_embed( - original_user_query, top=top, enable_vector_search=vector_search, enable_text_search=text_search - ) - - sources_content = [f"[{(item.id)}]:{item.to_str_for_rag()}\n\n" for item in results] - content = "\n".join(sources_content) - - # Generate a contextual and content specific answer using the search results and chat history - response_token_limit = 1024 - messages = build_messages( - model=self.chat_model, - system_prompt=overrides.get("prompt_template") or self.answer_prompt_template, - new_user_content=original_user_query + "\n\nSources:\n" + content, - past_messages=past_messages, - max_tokens=self.chat_token_limit - response_token_limit, - fallback_to_default=True, - ) - - chat_completion_response = await self.openai_chat_client.chat.completions.create( - # Azure OpenAI takes the deployment name as the model name - model=self.chat_deployment if self.chat_deployment else self.chat_model, - messages=messages, - temperature=overrides.get("temperature", 0.3), - max_tokens=response_token_limit, - n=1, - stream=False, - ) - first_choice = chat_completion_response.model_dump()["choices"][0] - return { - "message": first_choice["message"], - "context": { - "data_points": {item.id: item.to_dict() for item in results}, - "thoughts": [ - ThoughtStep( - title="Search query for database", - description=original_user_query if text_search else None, - props={ - "top": top, - "vector_search": vector_search, - "text_search": text_search, - }, - ), - ThoughtStep( - title="Search results", - description=[result.to_dict() for result in results], - ), - ThoughtStep( - title="Prompt to generate answer", - description=[str(message) for message in messages], - props=( - {"model": self.chat_model, "deployment": self.chat_deployment} - if self.chat_deployment - else {"model": self.chat_model} - ), - ), - ], - }, - } diff --git a/src/fastapi_app/seed_data.json b/src/fastapi_app/seed_data.json deleted file mode 100644 index 9ef2bd1d..00000000 --- a/src/fastapi_app/seed_data.json +++ /dev/null @@ -1,911 +0,0 @@ -[ - { - "Id": 1, - "Type": "Footwear", - "Brand": "Daybird", - "Name": "Wanderer Black Hiking Boots", - "Description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.", - "Price": 109.99, - "Embedding": [-0.010269113, -0.01673832, 0.0025070684, -0.009927924, 0.0075596725, 0.0073790434, -0.0090849865, -0.05860419, 0.013500371, -0.050522696, -0.022866337, 0.011172259, -0.011747598, -0.011346199, -0.009192026, 0.022612117, 0.01953473, 0.022745917, 0.018089695, -0.013440161, -0.006673251, 0.025850065, -0.0066765957, -0.0056363046, -0.020457946, -0.020136828, 0.01906643, -0.01911995, 0.010242353, -0.022759298, 0.0061715026, 0.0006464189, -0.013279602, -0.009372656, -0.010657132, 0.0026927153, 0.0042715496, -0.0039403955, 0.014303168, 0.01376797, 0.015841862, 0.00022578667, -0.0026609378, 0.009386036, -0.0010185488, 0.010683891, 0.00019714521, -0.017835476, -0.008623378, 0.026933841, -0.003545687, -0.0003781927, 0.004596013, 0.007646642, 0.011781047, 0.0045525283, 0.0055526798, 0.013560581, 0.029783772, -0.029676732, -0.033369597, 0.002610763, -0.01665804, 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This lightweight and durable climbing harness features adjustable leg loops and waist belt for a customized fit. With its vibrant blue color, you'll look stylish while maneuvering difficult routes. Safety is a top priority with a reinforced tie-in point and strong webbing loops.", - "Price": 89.99, - "Embedding": [0.008410724, -0.0018072062, 0.00071592507, -0.052993055, 0.010231673, 0.03809563, -0.026867589, -0.021287926, 0.016299212, -0.03740848, 0.00990184, 0.009826254, -0.00013539015, 0.004133211, -0.0068130987, 0.0013828906, 0.026881333, -0.012994018, -0.030262114, 0.0014266965, 0.010286645, 0.0069574, 0.004913127, -0.024764908, 0.001141529, -0.0155021185, 0.041393954, -0.014127817, 0.03193876, -0.013193292, 0.02503977, -0.0016637634, -0.0070055006, -0.020312173, -0.02289586, 0.008252679, -0.0023603623, 0.0061568697, -0.006651618, -0.0032107113, 0.021906363, -0.02741731, -0.009785025, 0.006775305, -0.011935807, 0.0060366183, -0.019872395, -0.025754405, -0.02130167, -0.0031162282, -0.016601559, 0.021631502, -0.028585466, 0.0039751665, 0.0024599992, -0.020092284, -0.0030784348, 0.011324243, 0.033972725, -0.018525582, -0.012629828, -0.010973795, -0.01573575, 0.012602342, 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These goggles offer full UV protection and anti-fog lenses to keep your vision clear on the slopes. With their stylish silver frame and orange lenses, you'll stand out from the crowd. 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With its spacious interior and multiple pockets, you can easily carry all your gear and essentials. Made with durable nylon fabric, this backpack is built to withstand the toughest conditions. The orange accents add a touch of style to this functional backpack.", - "Price": 129.99, - "Embedding": [0.012665581, 0.00016094443, 0.0063428693, -0.007048379, -0.0101190265, 0.023127284, -0.0055500106, -0.05821464, 0.020009601, 0.0004451431, 0.0015042477, -0.003168075, 0.0023836154, 0.020506818, -0.0045790947, -0.007464966, 0.027252836, -0.0054794597, -0.0033058175, -0.01705318, 0.003433481, 0.0016772656, 0.0061379354, 0.008466118, -0.002729651, -0.026634675, 0.023826074, -0.0108446935, 0.031096185, 0.00075674325, 0.018262625, 0.0090036495, -0.01282684, -0.027306588, -0.01079766, -0.005986755, -0.011879441, -0.0029144275, 0.019203305, -0.009594933, 0.042518724, 0.0212728, 0.0004342245, 0.028301023, 0.0023684972, -0.009171627, -0.04528701, -0.024995204, -0.008284701, -0.0016411502, 0.002378576, -0.000821415, -0.005916204, 0.023611061, -0.0077404506, -0.00586581, 0.010858132, 0.0052543683, 0.013438283, -0.039239783, -0.019055484, -0.0006899718, -0.021138418, 0.010186218, -0.013277023, 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This versatile snowboard is perfect for riders of all levels with its medium flex and twin shape. Its black and blue color scheme gives it a sleek and cool look. Whether you're carving turns or hitting the terrain park, this snowboard will help you shred with confidence.", - "Price": 299.99, - "Embedding": [-0.021229047, -0.010939923, -0.009963725, -0.023584938, -0.010913891, -0.0066381446, -0.015983611, -0.051282924, 0.0041586026, -0.037381865, -0.011128655, -0.005173848, -0.012085328, -0.018808076, 0.0028293466, -0.0012226877, 0.008024345, 0.0021248572, 0.006527509, -0.009638326, -0.007809582, -0.0008614945, -0.006983068, -0.013549625, -0.007373547, -0.016959809, 0.022895092, -0.0074125947, 0.008531968, 0.0049981326, 0.031967223, 0.019680146, 0.010588491, -0.01285327, -0.018105214, -0.0177668, 0.0023623987, -0.017220128, 0.0022452548, 0.015371861, 0.016543297, -0.023936369, -0.005209642, 0.019276652, 0.014603918, 0.0013040375, 0.021645559, -0.035117086, 0.01863887, 0.0058051227, -0.0071717994, 0.02299922, -0.023715097, -0.007503707, 0.02064333, -0.016517267, 0.004405906, 0.0090721315, 0.027619889, -0.030561497, -0.012599459, -0.017415367, 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Designed with lightweight carbon fiber shafts, these poles provide excellent support and durability. The comfortable and adjustable cork grips ensure a secure hold, while the blue accents add a stylish touch. Compact and collapsible, these trekking poles are easy to transport and store.", - "Price": 69.99, - "Embedding": [0.017092843, 0.008227921, -0.020291114, -0.034902308, 0.0059453365, 0.021618199, -0.017729843, -0.032911684, 0.024723575, -0.026488597, -0.0022377954, 0.008360629, -0.01153236, 0.0056931903, -0.00096047705, -0.012932434, 0.016150612, -0.030522931, 0.002035415, -0.0039845696, -0.005500763, 0.043183316, -0.0133902775, 0.013171309, -0.0009032466, -0.04251977, 0.038432352, -0.008718942, 0.015420716, -0.004196903, 0.03397335, -0.003705882, -0.014199799, -0.027921848, -0.020025698, -0.0034570538, 0.009966401, -0.0090374425, 0.0006544183, 0.0051324973, 0.029514348, -0.008022223, -0.0056500603, 0.003914898, -0.0012316998, 0.016535467, 0.011047974, 0.0008053741, -0.009588182, -0.009601452, -0.0045386273, 0.012049923, -0.00922987, 0.015898466, 0.0094687445, -0.017968718, 0.003065564, 0.01389457, 0.015341091, 0.0031004, -0.016880509, 0.030177891, -0.02386097, -0.008619411, 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Made with waterproof and tear-resistant materials, this backpack can withstand even the harshest weather conditions. With its spacious main compartment and multiple pockets, you can easily organize your gear. The green and black color scheme adds a rugged and adventurous edge.", - "Price": 149.99, - "Embedding": [0.027126377, 0.009941429, -0.0065707155, -0.00916486, -0.029107967, 0.008897076, -0.024716334, -0.041774087, 0.0069824313, -0.016415073, 0.017780764, 0.009633479, -0.0045924713, 0.012405029, -0.0084954025, 0.002990797, 0.019200012, 0.004585777, 0.0062828492, -0.0069221803, 0.005261928, 0.00086192525, -0.0020920516, -0.0050376602, -0.007491218, -0.046674505, 0.014366536, -0.019066121, 0.025024284, -0.012471974, 0.027166544, -0.00087866164, -0.024247713, -0.013087874, 0.00084644405, -0.0061322213, 0.008006699, -0.009720508, 0.016669467, 0.005348957, 0.028652737, 0.007712139, 0.015116327, 0.033017594, -0.019293737, -0.0054326393, -0.022855245, -0.02491717, -0.0034543956, 0.013188293, -0.00315314, -0.0018560681, 0.00092050264, 0.015665282, 0.0060820123, 0.020150641, 0.016254403, 0.0017556497, 0.021114657, -0.031919684, -0.006396657, 0.0046058604, -0.025064452, 0.011909631, 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Featuring a water-resistant outer shell and lightweight insulation, this jacket is perfect for cold weather adventures. The black and gray color combination and Grolltex logo add a touch of sophistication. With its adjustable hood and multiple pockets, this jacket offers both style and functionality.", - "Price": 179.99, - "Embedding": [-0.010871092, -0.009204672, -0.0030179252, -0.024051553, -0.010372478, -0.0025668766, -0.009519586, -0.02310681, 0.022148948, -0.029470697, 0.012202916, 0.010221582, -0.0023618545, -0.022385133, -0.0046613826, -0.0058324686, 0.017858244, 0.027003871, 0.00584231, -0.025560515, 0.0048385216, 0.034483075, 0.0065705483, 0.008030306, -0.0043005436, -0.046056163, 0.009047215, -0.006186747, 0.020613741, 0.008200884, 0.01615246, 0.0003005624, -0.03655626, -0.015102748, -0.0052912105, -0.01577194, -0.01048401, -0.01642801, 0.00072454807, -0.004658102, 0.018265009, -0.019708363, 0.017556453, 0.020364435, 0.00084469107, -0.004008592, -0.002643965, -0.02067935, 0.0074923276, -0.0039134617, 0.0052649677, 0.011081034, -0.015102748, 0.0019878943, 0.004316945, 0.0006109658, 0.022411376, -0.009873864, 0.013429767, -0.02014137, -0.024510803, -0.02067935, -0.0154176615, 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This rugged and durable watch features a built-in GPS, altimeter, and compass, allowing you to track your progress and find your way in any terrain. With its sleek black design and easy-to-read display, this watch is both stylish and practical. The VenturePro GPS Watch is a must-have for every adventurer.", - "Price": 199.99, - "Embedding": [0.002450721, -0.0155009795, -0.0058567505, -0.028598497, 0.004614512, 0.012820714, -0.010795325, -0.03672706, 0.006707414, -0.024682743, 0.003750346, 0.011585227, -0.019268204, -0.021550143, -0.0020220138, -0.0026768895, 0.01420473, -0.015595498, 0.0057082223, -0.0052930173, -0.020267395, 0.012685688, 0.022657355, -0.015676513, -0.012267108, -0.012894979, 0.01103162, -0.001143501, 0.022751873, -0.0010076312, 0.026127523, 0.008385112, -0.010451009, -0.017040275, 0.0050634732, 0.005785862, -0.004560502, 0.0012430827, 0.019052163, -0.003787478, 0.009505827, -0.011510963, -0.019430235, 0.011213905, -0.038212344, 0.008715926, -0.0054786783, -0.015622503, -0.007048355, 0.0028591745, -0.00128781, 0.011997056, -0.016500171, -0.005279515, 0.023008423, -0.008756433, 0.022225272, -0.0020422675, 0.019173685, -0.035349794, -0.009735371, -0.0007603649, -0.014758336, 0.030326828, -0.013988689, 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This lightweight and durable helmet features an adjustable fit system and ventilation for added comfort. With its vibrant green color and sleek design, you'll stand out on the road. 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Its floating camber allows for effortless turns and smooth maneuverability, while the lightweight carbon fiber construction ensures maximum control at high speeds. This board, available in vibrant turquoise, is a must-have for any backcountry shredder.", - "Price": 399.00, - "Embedding": [-0.007874464, -0.015722679, -0.02122168, -0.023597144, 0.002400071, 0.005164336, -0.017061338, -0.036642507, 0.0052562044, -0.0345164, 0.011726389, -0.0020276743, -0.0042718966, -0.01901683, -0.001268937, -0.016943222, 0.014935233, -0.008963765, -0.0016200069, 0.014069042, -0.017284447, -0.0073560616, -0.007953209, -0.022127243, -0.013452209, -0.0060108406, 0.028663049, 0.008963765, 0.0038978595, 0.003596005, 0.031629097, -0.00085224665, 0.0068507837, -0.013097858, -0.017350068, -0.01652325, 0.0013985375, -0.018885588, 0.013215975, 0.013845933, 0.0151845915, -0.020565474, -0.014672751, 0.023610268, 0.0062569175, -0.016260767, -0.001843937, -0.018111266, 0.0022885161, 0.008130384, 0.015578315, 0.0024656914, 0.0023672606, -0.014908985, 0.017179456, -0.038401134, -0.001735663, 0.0033893005, 0.03176034, -0.021011693, -0.013045361, -0.0012410483, -0.013727815, 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With a 40-liter capacity and durable ripstop fabric, this backpack provides ample storage and protection for your gear. Its ergonomic design and adjustable straps ensure a comfortable fit no matter the length of the hike.", - "Price": 89.99, - "Embedding": [0.0009841267, 0.0044629388, -0.010387817, -0.008161377, 0.017194554, -0.0005913981, -0.02262653, -0.040236864, 0.009187417, -0.018334597, -0.007376759, 0.005626455, -0.0050329613, -0.005908113, -0.013693946, 0.017275028, 0.021446249, -0.0014409827, 0.011098669, -0.0074035833, -0.010005567, 0.0077858334, -0.011098669, -0.007873014, -0.019152747, -0.01099137, 0.025054155, -0.0060053524, 0.029507035, -0.002829993, 0.02127189, -0.0015189417, 0.003718557, -0.0066323765, 0.00088269624, 0.0043489346, 0.0044897636, -0.007101807, 0.028702296, 0.007671829, 0.037178863, 0.015544842, 0.002311943, 0.028541349, -0.015571667, 0.005908113, -0.00045014994, -0.007846189, -0.031438403, 0.009053295, -0.0021962621, -0.0004006921, -0.008241851, 0.025295576, 0.0069006225, 0.014029253, 0.008550334, 0.016859246, 0.02789756, -0.023015486, -0.019420994, -0.0014745134, 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Made from waterproof nylon and available in sleek black, it features multiple internal pockets and a separate shoe compartment to keep your belongings organized. With its adjustable shoulder strap and reinforced handles, this bag is as functional as it is stylish.", - "Price": 59.99, - "Embedding": [0.0005177259, 0.014555785, 0.003934547, -0.030307563, -0.013461723, 0.0079438435, -0.025509998, -0.03607008, 0.006662907, -0.004549532, 0.0032618006, 0.021677382, 0.010519307, 0.038924154, 0.0049572573, -0.009228177, 0.025319727, 0.022397697, 0.002626429, -0.012007504, 0.009873742, -0.0019757678, 0.011395915, -0.0016886614, -0.016227458, -0.013638403, 0.024517868, -0.00990772, 0.021038614, -0.013998561, 0.013896629, -0.002650213, -0.037999976, -0.037102982, -0.011470665, -0.009296131, 0.006849781, 0.0008383847, -0.0066493163, 0.0010932129, 0.024368368, 0.0094116535, 0.003791843, 0.014936329, -0.006921133, 0.008256433, -0.012822954, -0.018007858, 0.003175159, -0.00034210682, 0.003304272, 0.029084388, -0.018850489, -0.0027351556, -0.003771457, 0.0056300038, -0.0038937745, 0.0034401803, 0.020182392, -0.020861933, -0.019380532, -0.005463516, 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With its waterproof and breathable construction, heat-sealed seams, and insulation made from recycled materials, this jacket is both eco-friendly and high-performance. Available in vibrant red, it also features a removable hood and plenty of storage pockets.", - "Price": 249.99, - "Embedding": [0.0018789091, -0.016304884, -0.0106001645, -0.015575211, 0.0023979722, 0.019648114, -0.019727716, -0.04019837, 0.0011906944, -0.032875106, 0.020112453, 0.012417715, -0.0046864934, -0.024517026, -0.0044576414, -0.018228568, 0.021293197, -0.008590247, 5.64875E-05, -0.0036914842, 0.000106082494, 0.015336408, -0.00506128, -0.010096027, -0.0033946398, -0.047999244, 0.023575084, -0.018520437, 0.028417462, -0.0028954768, 0.021027861, 0.008729547, -0.022911746, -0.025114032, -0.0058871377, 0.007615137, -0.0152833415, -0.013074421, 0.005346516, -0.014142398, 0.034865122, -0.017273359, 0.013233623, 0.0059766886, 0.0059999055, -0.0056748693, -0.005555468, -0.01225188, -0.0061856406, 0.008139175, 0.0026417493, -0.00832491, -0.031336155, -0.0003776889, 0.0010190553, -0.0084244115, -0.012470782, -0.012941753, 0.028788934, -0.04197612, -0.008086108, 0.0021939953, 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With adjustable leg loops, a contoured waistbelt, and a secure buckle system, this harness provides a secure fit for all-day climbing sessions. Available in bold orange, it also features gear loops for easy access to your equipment.", - "Price": 89.99, - "Embedding": [0.009159603, 0.004486743, -0.013799228, -0.041796505, -0.0009480322, 0.033660542, -0.012383411, -0.013240878, 0.042062387, -0.03288949, 0.006085353, -0.009053251, -0.0043936847, 0.015992746, -0.027757984, 0.0045233015, 0.037143584, -0.0051747104, -0.027093282, -0.008142608, 0.006577233, 8.194538E-05, -0.00017573078, -0.0044103023, 0.009884129, -0.018585088, 0.02689387, -0.009219426, 0.037276525, -0.024514236, 0.02374318, 0.0055436203, 0.010376009, 0.011306592, -0.02154966, 0.0037455996, -0.0123102935, -0.0067301146, -0.0009480322, -0.00836196, 0.027013516, -0.020619078, -0.013759346, -0.00087242224, -0.014011933, 0.0034365128, 0.0037788348, -0.023503887, -0.01770768, 8.625556E-05, -0.010854594, -0.0010086863, -0.011685473, 0.0017946973, 0.0068863197, -0.0064941454, 0.006052118, 0.016963212, 0.0312942, -0.019794846, -0.018119795, 0.008634488, -0.019037085, 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Made from strong and lightweight stainless steel, these crampons provide excellent traction and stability. Their simple adjustment system allows for easy fitting and quick attachment to most hiking boots. Available in silver, they are suitable for both beginners and experienced mountaineers.", - "Price": 149.00, - "Embedding": [0.0027607959, -0.0042551104, 0.00014239542, -0.05430459, 0.0034777988, 0.031950183, -0.011733383, -0.03757899, 0.016618382, -0.03586354, 0.0023034553, 0.01060092, 0.0005691629, -0.0054780357, -0.010708136, -0.00802105, 0.016444158, 0.0299935, -0.017181264, -0.0072973464, -0.015934885, 0.019044131, 0.016082305, -0.010440097, -0.011498849, -0.022126572, 0.011317923, -0.010781846, 0.017623527, -0.019405983, 0.02224719, 0.001049538, -0.035381075, -0.0051932447, -0.0018042338, -0.021724515, 0.00020626395, -0.004700724, -0.0045365505, 0.025704887, 0.00071407115, -0.015036956, 0.00488165, -0.0048481454, 0.025704887, 0.0077329087, 0.0047174767, -0.0066909096, -0.01874929, 0.0056723636, 0.007062813, 0.015439014, -0.010895763, 0.001129112, 0.0039502163, -0.009448355, 0.012644713, 0.018534858, 0.022970894, 0.015050358, -0.028760524, 0.00014417536, -0.0073241503, 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Made from recycled materials, these shoes offer a lightweight, breathable, and flexible design in an earthy green color. 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With its intuitive touchscreen display and GPS capabilities, it allows you to track your route, monitor performance metrics, and receive turn-by-turn directions. Its sleek black design and waterproof construction make it a reliable companion on all your cycling adventures.", - "Price": 199.99, - "Embedding": [0.0012511233, -0.008396846, -0.0012476931, -0.013171524, -0.017273905, 0.008767296, -0.008362546, -0.03388923, 0.0060472386, -0.031666536, 0.002651455, -0.007779431, -0.036468655, 0.008877058, -0.022322988, 0.010063867, 0.023159929, 0.0043356265, 0.00936413, -0.006057529, 0.0013025745, 0.0060540987, 0.014474955, -0.013356748, -0.016711371, -0.03048659, 0.008904499, -0.02606864, -0.0003683053, -0.013459651, 0.019894488, 0.03416364, -0.011634845, -0.02033354, -0.018591056, 0.012890257, -0.0032088438, 0.00063413684, 0.0028761255, 0.022144623, 0.022213226, -0.003906866, -0.009652257, 0.02728975, -0.033559944, 0.024394758, 0.008732994, -0.022254387, -0.011737748, 0.0008287941, -0.009638537, 0.008053837, -0.009233787, -0.007450143, 0.0012279701, -0.0021403725, 0.0139604425, -0.007655948, 0.0341362, -0.012046455, -0.0033460471, 0.006397107, 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With its black color, these shoes offer a sleek and minimalist style. The shoes feature a waterproof GORE-TEX lining, Vibram rubber outsole for enhanced traction, and a reinforced toe cap for added protection. Conquer any trail with confidence in the Legend Trailblazer Black Hiking Shoes.", - "Price": 129.99, - "Embedding": [-0.013866203, -0.026879102, -0.027252423, -0.018506048, 0.0065331147, 0.015266156, -0.016319454, -0.037945397, 0.0125729125, -0.03850538, 0.002771574, 0.0014374519, 0.0078064054, -0.010766307, -0.0064231185, 0.009866336, 0.026825769, 0.013446217, 0.02354588, 0.0021449283, -0.0023832535, 0.010139661, -0.00069039356, -0.0023399217, -0.011899602, -0.010606312, 0.028185723, -0.01255958, 0.01246625, -0.017012764, 0.0041531944, 0.014319521, -0.015959466, 0.010152994, -0.012892902, -0.001017466, 0.0037698739, 0.00049248355, 0.018772706, 0.011852937, 0.013326221, -0.013359553, -0.010166327, 0.01578614, 0.0009183026, 0.0073997527, 0.0018249389, -0.024959166, -0.013879536, 0.0044398517, -0.0044365185, 0.006866437, -0.009399686, -0.011032964, 0.011252957, 0.0017299422, 0.017372752, 0.015359486, 0.01874604, 0.0033598877, -0.016372785, -0.0065164487, -0.02110596, 0.007953067, 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Its sleek design, combined with the vibrant blue color, makes it stand out on the slopes. The snowboard features a responsive camber profile, carbon fiber laminates for enhanced stability, and a sintered base for maximum speed. Take your snowboarding skills to new heights with the Raptor Elite Venture 2022 Snowboard.", - "Price": 499.00, - "Embedding": [-0.012447547, -0.015163731, -0.024699686, -0.020960862, 0.0005227188, 0.0070933434, -0.02463455, -0.049477536, -0.016440403, -0.025168667, 0.002633135, 0.016857276, -0.015723903, -0.031056989, 0.0016161945, -0.03262026, 0.008604506, -0.0279565, -0.012454061, 0.000471424, -0.0063670734, -0.007816357, -0.008806428, 0.0014443975, 0.0044813775, -0.014186687, 0.024478223, -0.0013491357, 0.016635811, 0.008259283, 0.025272885, 0.014825023, 0.015241895, -0.029597936, -0.02472574, -0.021494979, -0.0077316794, -0.010591163, 0.017782211, 0.020570045, 0.015593631, -0.008044333, 0.0021446128, -0.0015111623, 0.0201662, -0.010539054, 0.0045041754, -0.024882067, 0.0052597565, 0.01229122, -0.0003244602, -0.0014533538, -0.017222038, 0.008402583, 0.023136415, -0.005334663, -0.0032047061, -0.0033138094, 0.03879518, -0.017704047, -0.008838996, -0.014290905, -0.011216471, 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Available in a striking orange color, this harness features 30kN rated webbing, speed-adjust buckles, and multiple gear loops for easy organization. With its lightweight design, the Summit Pro Harness offers unmatched comfort and freedom of movement. Reach new heights of confidence with the Zephyr Summit Pro Climbing Harness.", - "Price": 189.99, - "Embedding": [0.0049230065, -0.020381315, -0.003963409, -0.04481727, 0.0041999295, 0.044438835, -0.018543214, -0.013893894, 0.021949109, -0.051466875, 0.015988791, 0.0068354444, 0.009602735, -0.0070347977, -0.022435665, -0.008981024, 0.023652056, -0.015961759, -0.032112736, 0.0010550506, -0.003373797, 0.0009688896, 0.0041762777, -0.017070027, -0.0040445016, -0.0043283263, 0.037681106, 0.0013169127, 0.02459814, -0.009176998, 0.023719635, 0.0057102824, 0.0011572613, -0.0024260252, -0.018745944, 0.0040580174, -0.0037944657, -0.01771877, 0.010048745, -0.0036187647, 0.023422293, -0.023354717, -0.019610934, 0.002682819, -0.009386488, -0.010886704, -0.02021913, -0.01935414, -0.016096914, -0.0015585016, -0.020394832, -0.001247646, -0.017232213, 0.008271462, 0.006345509, -0.027328262, -0.0040749116, 0.012819415, 0.013164059, -0.019516326, -0.011109709, 0.0075686583, -0.0055818856, -0.00016788737, 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With its stealthy red color, this backpack combines style with functionality. Made from durable nylon and featuring multiple compartments, this backpack offers ample storage space for all your essentials. Whether you're venturing into the mountains or exploring hidden trails, the Ridgevent Stealth Hiking Backpack has got you covered.", - "Price": 69.99, - "Embedding": [0.0009804401, -0.012674967, 0.004669725, 0.0025488073, 0.0015810017, 0.0067080967, -0.017587274, -0.07040301, 0.020147875, -0.015228828, -0.011179038, -0.005154891, -0.0035713625, -0.0038510067, -0.0051784753, -0.006344222, 0.025862055, -0.0010132899, 0.0031956956, -0.013463362, 0.003261395, 0.01803201, -0.015821809, -0.004855031, -0.004494526, -0.027021063, 0.035120644, -0.012782782, 0.042964164, -0.0155118415, 0.012095463, -0.0028890974, -0.008793637, -0.026212452, 0.0062094536, 0.0028941513, 0.0027357982, -0.012176325, 0.026603281, -0.0012204963, 0.022991488, 0.017775951, -0.002250632, 0.018624991, -0.0052458597, 0.006441929, -0.007499861, -0.01828807, -0.0036387467, 0.0048920927, 0.0022405246, 0.0025235382, -2.3742401E-05, 0.027223215, 0.008894714, 0.016994294, 0.00036808618, 0.014622371, 0.018611515, -0.026859341, 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With its sleek matte silver color, this helmet will make you stand out on the road. The helmet features a lightweight in-mold construction, adjustable retention system, and multiple ventilation channels for optimal airflow. Stay protected and look cool with the Daybird Stealth Lite Bike Helmet.", - "Price": 89.99, - "Embedding": [0.0036514944, 0.0054574325, -0.014909718, -0.02878936, 0.020826064, 0.008610396, -0.013113685, -0.037399754, 0.022041028, -0.030030735, 0.010201734, 0.002482752, -0.025659507, 0.000675576, -0.008630205, 0.008656617, 0.016600102, -0.0047674123, 0.004559416, -0.007745394, -0.004057583, 0.015068192, -0.00034212126, -0.004480179, -0.014289031, -0.019928047, 0.02210706, -0.015173841, 0.016996287, 0.00024823393, 0.029898673, 0.0040113614, -0.0037439372, -0.020060109, -0.027204623, 0.03090234, 0.01347025, -0.002504212, 0.02674241, 0.005889933, 0.019465832, 0.01308067, 0.01243357, 0.0071445154, -0.015820941, 0.017537737, 0.01719438, -0.008227418, -0.014038114, 0.009402763, -0.00023358339, 0.0042424686, -0.010551697, 0.0014898163, 0.011799675, 0.0006458622, 0.01943942, 0.0026890978, 0.056152456, -0.025804775, -0.030347683, -0.018990412, -0.024035154, 0.009554634, 0.0065931594, 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This high-quality climbing rope features a kernmantle construction, providing excellent strength and durability. With its vibrant yellow color, the Gravity Beam Rope is highly visible and easy to work with. Whether you're tackling steep rock faces or conquering frozen waterfalls, trust the Gravitator Gravity Beam Climbing Rope to get you to the top.", - "Price": 179.99, - "Embedding": [-0.0062515386, 0.00174591, -0.015006391, -0.03093044, 0.022577062, 0.015060372, -0.024155973, -0.018555565, -0.01078247, -0.023656659, -0.018528575, -0.009291277, 0.009675884, 0.013440977, -0.008191438, 0.0066665085, 0.023764618, 0.010067238, -0.019095363, -0.0019466475, 0.0024999408, -0.005947902, 0.0072737816, -0.025370518, -0.011868814, -0.013596169, 0.034978926, -0.025626922, 0.024425872, 0.006217801, 0.032900702, 0.003439527, -0.013252047, -0.009136085, -0.026895449, 0.0014591422, -0.0009100661, 0.0062751547, 0.008198186, -0.00096404593, 0.014911927, -0.013474714, -0.0058635585, 0.0019162839, -0.0072872764, 0.006906044, 0.002597779, -0.030687531, 0.0057657203, -0.0061638216, -0.004888548, 0.012314148, -0.027880581, -0.007921539, 0.0028727388, -0.005121336, -0.00084343477, 0.0040653558, 0.02014797, 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With its earth-inspired green color, this backpack is not only stylish but also environmentally friendly. Made from recycled materials, this backpack features multiple compartments, a padded laptop sleeve, and durable zippers. Explore the world with the Green Equipment EcoLodge 45L Travel Backpack.", - "Price": 129.00, - "Embedding": [0.014197864, -0.0006946222, 0.02134302, 0.0005386108, -0.011470553, 0.013504479, -0.021633582, -0.045089774, 0.0064088497, -0.010730944, 0.010480004, 0.00570556, -0.006573941, -0.0072970414, -0.0020157665, -0.006329606, 0.025490118, -0.004298981, -0.0036287098, 0.022465643, -0.015188412, 0.034893725, -0.008115895, -0.010004541, -0.0023393456, -0.017869497, 0.017763838, -0.0041537005, 0.021382643, 0.0067357305, 0.009397005, -0.0164299, -0.02002229, -0.011457345, -0.029557971, -0.018477034, 0.0024615133, -0.0010772216, 0.016060095, -0.0017086964, 0.022029802, 0.0059994226, 0.011067729, 0.02686368, -0.021805277, 0.015095961, -0.014012961, -0.010763962, -0.032542825, 0.02375996, -0.0022485454, 0.011193199, -0.0104734, 0.020748692, -0.00051714893, 0.014026169, 0.017618557, 0.0070659136, 0.03296546, -0.03291263, -0.016522352, -0.00013877999, -0.03262207, -0.009430023, -0.00012134221, 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With its bold red color and sleek design, this jacket combines style with functionality. Made with high-quality goose down insulation, the Alpine Peak Jacket provides exceptional warmth and comfort. The jacket features a removable hood, adjustable cuffs, and multiple zippered pockets for storage. Conquer the harshest weather with the Solstix Alpine Peak Down Jacket.", - "Price": 249.99, - "Embedding": [0.009143518, 0.014650862, -0.006827779, -0.023197198, -0.0344773, 0.03675986, -0.02007858, -0.025426676, 0.014332364, -0.024457915, 0.013920973, 0.013283979, -0.010961605, -0.002178055, -0.020198017, -0.0066187656, 0.02586461, -0.018233953, -0.012394842, 0.0024285396, 0.018247224, 0.030443003, -0.0023240328, -0.00042798033, -0.005371319, -0.041271903, 0.019016925, -0.022387685, 0.033601433, 0.0056864982, 0.030230673, -0.0014879782, -0.02733766, -0.005772758, 0.013031836, -0.0006291145, 0.005026281, -0.044164915, -0.004147096, -0.02306449, 0.04031641, -0.0037721987, 0.008081861, -0.007033475, -0.0030788044, -0.0054078135, -0.011950272, -0.014650862, 0.0067249313, 0.016920153, -0.002680683, -0.00081448973, 0.00039687712, 0.0065955417, -0.004283121, -0.005865653, 0.015566541, -0.008486617, 0.010742638, -0.015712518, 0.0035266906, 0.00021253868, -0.0011329867, 0.014823381, 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This reliable navigation tool features a built-in GPS, altimeter, compass, and multiple sports modes. With its military green color and durable construction, the Pulse Recon watch is built to withstand your toughest adventures. Stay on track and keep track of your performance with the B&R Pulse Recon Tactical GPS Watch.", - "Price": 169.00, - "Embedding": [-0.02129825, 0.017977122, 0.0066792336, -0.006319557, 0.0026538777, 0.009694469, -0.010481052, -0.023973977, -0.013076104, -0.011623951, 0.009210418, 0.010279364, -0.025103431, -0.01515349, -0.0128004635, -0.0024706777, 0.010124736, -0.0002716485, -0.0038892166, -0.024767283, -0.015207274, 0.00369089, 0.015946796, -0.014333293, -0.013002152, -0.03388358, 0.016188823, -0.008901163, 0.0172376, -0.0062321587, 0.014467752, -0.021244468, -0.01928137, -0.009230587, -0.0052203573, 0.008719644, -0.005022031, -0.015624096, 0.003129525, -0.0012202123, 0.018689753, -0.0067565474, 0.0052943095, -0.0016656066, -0.034555875, 0.0019345239, 0.021741964, -0.007590191, 0.0010050784, 0.004517811, 0.007933061, 0.0031580976, -0.017318275, -0.01068274, 0.037702207, -0.003062296, 0.018071244, 0.020814199, 0.0039161085, -0.032028053, -0.0034992865, -0.011381925, -0.022777297, 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With their sleek white frame and red mirrored lenses, these goggles offer a futuristic look on the slopes. The goggles feature an anti-fog coating, 100% UV protection, and an adjustable strap for a secure fit. Enhance your vision and carve your way down the slopes with the Gravitator Zero Gravity Ski Goggles.", - "Price": 79.99, - "Embedding": [0.0067111463, 0.007804441, -0.0052713617, -0.038806908, 0.016927563, 0.01435748, -0.026373627, -0.042413097, -0.009398969, -0.037192196, 0.008820363, 0.0066438667, -0.00030969668, -0.015729984, 0.006374748, -0.011471182, 0.0269926, -0.0060652616, -0.012480377, -0.014761157, 0.018542275, 0.024583988, -0.013509756, -0.026763849, -0.01478807, -0.012877327, 0.009816103, -0.01673918, 0.007817897, -0.0050257905, 0.024530165, -0.016335502, -0.023238394, -0.022242656, -0.011323167, 0.003764297, 0.004184795, -0.012049788, -0.019591838, 0.00966136, 0.0073200273, 0.0024506617, -0.0006000505, 0.012096883, -0.0034312627, 0.02358825, -0.0109934965, -0.035442926, -0.00239852, -0.0062536444, 0.0060551697, 0.024059206, -0.016806459, -0.032240413, 0.020991255, -0.020170443, 0.01885176, 0.008739628, 0.01941691, -0.021610226, -0.0095268, -0.025216417, -0.022309937, 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This durable bag features a spacious compartment for your chalk, a drawstring closure, and a waist belt for easy access while climbing. The vibrant blue color adds a stylish touch to your climbing gear.", - "Price": 21.99, - "Embedding": [0.010798249, -0.0022570651, 0.010652952, -0.029746369, 0.0058218082, 0.014609007, -0.030406812, -0.035743196, 0.026629077, -0.012086114, -0.0018013592, 0.0051019248, -0.00015726808, 0.028583989, -0.0101972455, -0.019364199, 0.02950861, 0.004586779, -0.0026252624, 0.0031321526, -0.007740396, 0.015956312, -0.0025361024, -0.010586907, -0.0019020769, -0.024436405, 0.03333918, -0.011452088, 0.019284947, -0.018637711, 0.007859276, 0.01492602, -0.012099323, -0.009431131, -0.022468284, -0.0142127415, -0.008942403, -0.0056104665, 0.016603546, 0.0018178703, 0.01622049, -0.010302916, 0.0043027885, -0.007753605, -0.022322986, 0.005148156, -0.002451896, -0.014265576, -0.03521484, 0.039468095, -0.0058185062, 0.0021992764, -0.020896427, -0.0005209247, -0.0006980061, 0.0064954604, 0.012839019, 0.0063006296, 0.022534328, -0.035056334, -0.026734747, -0.024079764, -0.013829684, -0.028953837, 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This freestyle board delivers a perfect balance of control and maneuverability. Its bright purple design is complemented by the Gravitator emblem, sure to turn heads on the mountain.", - "Price": 419.99, - "Embedding": [0.008657277, 0.003360693, -0.00082291785, -0.025360497, -0.017393436, -0.00049342203, -0.039414603, -0.04101853, 0.013620256, -0.01849778, -0.0068692896, -0.00041248606, -0.009294905, 0.0064222924, 0.0040394054, -0.0071585225, 0.03691668, -0.019917652, -0.019681007, 0.0004556245, -0.0054461304, 0.0033327558, -0.009695887, -0.0056137545, -0.022047462, -0.002833171, 0.023506774, -0.033288117, 0.021692494, 0.008466646, 0.02313866, 0.0009457598, 0.020154297, -0.01741973, -0.042306934, -0.0050977357, 0.01876072, -0.0029383467, -0.000616264, 0.00077854685, 0.0076449607, -0.01100401, -0.0009901308, 0.0021248783, 0.015736917, -0.0149481, 0.0068232752, -0.023625096, 0.010037708, 0.016197061, 0.017091054, 0.03886243, -0.022967748, -0.01394893, 0.026136167, -0.010616175, 0.0140015185, 0.016275944, 0.021429554, -0.012923467, 0.005659769, -0.016972732, 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Constructed with breathable mesh and a rugged outsole, these shoes provide excellent traction and long-lasting durability. The versatile grey color makes them suitable for any adventure.", - "Price": 79.99, - "Embedding": [0.014198085, -0.040558305, -0.0030572764, -0.023279503, -0.00940958, 0.0208819, -0.021899877, -0.052586492, 0.018738793, -0.02887837, 0.001223078, -0.0015972846, 0.0077218832, -0.024136744, -0.009362699, 0.0018199668, 0.01930136, -0.00018689402, 0.006452762, -0.0064058816, 0.0023691382, 0.022649964, -0.020372912, -0.020171996, 0.0010229988, -0.007045465, 0.015524133, -0.008271054, 0.032119818, -0.02417693, -0.00055921706, 0.015644683, -0.004205848, -0.020761352, 0.0054950607, 0.019033471, 0.004242683, 0.012088465, 0.015550922, -0.01281846, 0.018685216, 0.0061848736, -0.0066067977, 0.010742325, 0.007487481, 0.011840668, 0.00499277, -0.021966849, 0.0020175346, 0.008492063, -0.02415014, 0.0094162775, -0.018926315, -0.0017697378, 0.0074071144, -0.0013168389, 0.011077185, 0.015550922, 0.019502277, 0.0022318452, -0.020158602, -0.009148389, -0.028824793, 0.006161433, -0.00847197, -0.012396536, 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This lightweight helmet features a streamlined design, adjustable straps, and ventilation channels for optimal airflow. Stay safe on the road or trails with this vibrant red helmet.", - "Price": 54.99, - "Embedding": [0.0041923495, -0.008783037, -0.006621561, -0.019642659, 0.025937712, 9.7084805E-05, -0.010389451, -0.030247604, 0.042445906, -0.021915147, 0.0043098917, -0.0031018162, -0.00040241983, -0.0025418566, -0.0017680351, -0.00075178227, 0.027792273, -0.0047180257, 0.002765514, -0.023678284, 0.0024308444, 0.018153787, -0.0243966, -0.0010627802, -0.021471098, -0.012466036, 0.025532844, -0.022842426, 0.035132147, -0.015750695, 0.033120867, 0.01737017, 0.007561901, -0.02391337, 0.00013580649, 0.01832357, 0.010689838, 0.0008297358, 0.023717465, 0.005913041, 0.03377388, 0.00022243286, -0.0018610896, -0.005122894, -0.026368702, 0.014810355, 0.007078671, -0.013543509, -0.0144969085, 0.0048486283, -0.008260626, 0.0029908037, -0.013236592, 0.0008256545, 0.010415572, -0.0058510047, 0.019485936, 0.0112579595, 0.021836786, -0.027792273, -0.010624536, -0.007450889, -0.022359196, 0.003421793, 0.00399318, 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These lightweight and durable poles provide stability on various terrains and reduce strain on your joints. With an ergonomic grip and adjustable length, these poles are a must-have for your outdoor adventures.", - "Price": 99.00, - "Embedding": [0.018585559, -0.0004424344, -0.021117542, -0.024259323, 0.006412813, 0.013813232, -0.02127662, -0.038973995, 0.017220143, -0.023159038, -0.0086365845, 0.00012655777, -0.019500254, 0.0042089266, 0.0038973996, -0.007277797, 0.01686222, -0.031152684, -0.0038609442, -0.0067077694, -0.01401208, 0.03149735, -0.01820112, 0.008848688, 0.003943797, -0.03674691, 0.043746322, -0.005614111, 0.02296019, -0.0077947993, 0.037118092, -0.0094386, -0.009160215, -0.03131176, -0.014595363, 0.00065826613, 0.015390751, -0.0075230417, 0.0005571856, 0.0025386123, 0.02652618, -0.0046099345, -0.011427069, -0.0053788093, -0.004112817, 0.015112366, 0.01108903, 0.010180962, -0.013959054, -0.011314389, -0.0052826996, 0.0070789503, -0.01307087, 0.011354159, 0.010121308, -0.011970584, 0.010697964, 0.013402282, 0.02068008, -0.006979527, -0.015178648, 0.030039141, -0.021064516, 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Made from durable waterproof nylon, this spacious pack features multiple pockets, adjustable straps, and a padded back for enhanced comfort. 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This jacket offers superior protection with its fully waterproof and windproof design. The bold red color, coupled with the Zephyr logo, adds a stylish touch to your outdoor look. Stay dry and comfortable during your adventures.", - "Price": 139.99, - "Embedding": [-0.015049391, -0.03278524, -0.008359324, 0.009748197, -0.004753469, 0.018766096, 0.0018779136, -0.041209772, 0.021843787, -0.029890126, -0.0038829776, 0.0047404277, 0.011097948, 0.006285794, -0.005734809, 0.003974265, 0.019235574, 0.0027598157, 0.0019235574, -0.022039402, 0.030776918, 0.016549114, -0.0025576793, -0.00978732, -0.02689068, -0.029994454, 0.02297836, -0.01576665, 0.01588402, 0.003876457, 0.01954856, 0.012845451, -0.010811044, -0.0066574644, -0.000452362, -0.011665234, -0.009846006, -0.026812432, 0.008359324, 0.0040525114, 0.03278524, -0.010322005, 0.004094895, 0.013275806, -0.025860434, -0.015297172, -0.012682437, -0.022208937, 0.013601833, 0.016314374, 0.005451166, -0.015271089, -0.004502428, -0.005552234, -0.009885129, 0.0063412185, -0.0051153586, -0.010380689, 0.0068400395, -0.03865372, -0.022156773, 0.0015274349, -0.02017453, -0.007224751, 0.014501667, -0.027725307, -0.013653996, 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This compact and reliable navigation device features a color display, preloaded maps, and advanced tracking capabilities. 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These goggles offer a wide field of vision, anti-fog coating, and UV protection to keep your eyes protected on the slopes. The sleek design and blue tinted lens add a touch of style to your riding gear.", - "Price": 89.99, - "Embedding": [-0.0060346965, 0.00025558812, -0.008483703, -0.050000824, 0.0019436296, 0.010916139, -0.017815776, -0.038388755, 0.013216019, -0.034305975, -0.004033073, 0.019035308, -0.003211214, -0.01839903, -0.008987423, -0.014912759, 0.01915461, 0.0037547012, 0.00518964, -0.010366024, -0.012367648, 0.01723252, -0.016490197, -0.015999733, -0.003400109, -0.01113486, 0.00630644, -0.016596243, -0.010167188, 0.01654322, 0.020785071, -0.018531589, 0.012347764, -0.008039634, -0.003830922, 0.005753011, 0.010531722, -0.005249291, 0.014554853, 0.0062534166, 0.027465988, -0.012924391, 0.004951036, 0.015814152, 0.006979171, 0.01576113, 0.015071828, -0.033881787, -0.012182067, 0.00592865, -0.001140826, 0.00567679, -0.0060678357, -0.03022319, -0.0013380059, 0.0012518433, -0.00030260472, 0.004278305, 0.012175439, -0.022415534, -0.017749498, -0.0391841, -0.016967406, 0.014859736, 0.0034763298, 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Designed with eco-friendly materials, these shoes feature a comfortable fit, responsive cushioning, and a durable outsole for optimal grip on rugged terrains. The forest green color is inspired by nature and adds a refreshing touch to your outdoor look.", - "Price": 99.99, - "Embedding": [-0.0047783474, -0.030576112, 0.000506807, -0.006933419, 0.0004206789, 0.016270954, -0.009682878, -0.050579425, 0.009390665, -0.007989371, 0.011163867, 0.0010659136, 0.009789137, -0.026365587, -0.0029536763, -0.0008683377, 0.02180972, 0.002025568, -0.010034862, 0.010061427, -0.023762235, 0.028663445, -0.0034202212, -0.02301842, 0.015341186, -0.022659795, 0.017147593, -0.0136011895, 0.0094969245, -0.013594548, -0.0038020904, -0.0074115857, -0.0117815, -0.01431844, -0.013787144, 0.0024090975, 0.0011207035, 0.012618291, 0.011808064, -0.007670593, 0.016204543, 0.0041042655, -0.0061099096, 0.0013448442, 0.008487461, 0.027574288, 0.017001487, -0.0026730853, -0.024266966, 0.018648507, -0.0123260785, 0.012797604, -0.005721399, 0.0018645186, 0.010307152, 0.011940888, 0.013063252, -0.009330895, 0.02093308, -0.009862191, -0.020800257, 0.008965628, -0.038014263, 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These skis feature a versatile design that excels in all conditions, from powder to hardpack. They are equipped with a lightweight wood core, carbon inserts for responsiveness, and ABS sidewalls for added durability. These skis come in a striking blue color.", - "Price": 699.00, - "Embedding": [0.004116392, 0.012141684, -0.013205922, -0.021860385, -0.008092225, 0.01610413, -0.043934956, -0.038580302, -0.0031157408, -0.04305144, 0.0107695535, 0.012630296, -0.018527111, -0.0104683535, -0.015327704, -0.0011930844, 0.018674364, -0.0068338807, -0.01892871, -0.01046166, 0.015153678, 0.015501731, -0.005762949, -0.025407845, -0.003982526, 0.0036712864, 0.015193838, -0.012389337, -3.579358E-05, -0.0048861243, 0.03269018, -0.016304929, -0.015635597, -0.018540498, -0.0038051528, -0.0018674365, -0.0037884195, -0.017576661, -0.017630206, 0.024323527, 0.01634509, -0.0053546564, -0.003734873, -0.023453396, -0.001201451, 0.0042100986, -0.007282333, -0.037643235, -0.02021383, -0.013607521, 0.0070882267, 0.03451076, -0.033493377, -0.013400028, 0.009015903, 0.0046752845, 0.012837789, 0.011813711, 0.0012273877, -0.00697444, -0.006345268, -0.014337093, -0.010301021, 0.023105344, -0.011003819, -0.017831007, -0.01606397, 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This high-performance board is constructed with a hybrid camber profile for excellent edge control and superior maneuverability. The board is built with a carbon fiber composite core for lightweight strength and optimal flex, enabling you to take your snowboarding skills to new heights. Available in a cool white color with vibrant frost graphic.", - "Price": 419.99, - "Embedding": [-0.010797444, 0.0043970314, -0.024873147, -0.038532563, -0.009659159, -0.0011041362, -0.04186286, -0.033693228, 0.013145562, -0.045687497, 0.0019578498, 0.010647841, -0.020489125, -0.015623771, -0.0011805638, -0.008117597, 0.023949511, -0.008729017, -0.012397546, -0.004377518, 0.0031497965, 0.006771168, 0.020840367, 0.0080395425, -0.007642769, -0.017327946, 0.027214762, -0.0020082595, -0.0036977993, 0.018889021, 0.029894609, -0.0009057494, 0.0027026131, -0.0015838419, -0.023208, -0.023611277, -0.0035677096, -0.0020050071, 0.002323727, 0.008618441, 0.011434883, -0.028385568, -0.0011057623, 0.022518525, 0.019318318, 0.0018245078, 0.0022115246, -0.020827359, 0.0019123183, 0.008215164, 0.02043709, 0.021842057, -0.02724078, -0.0117470985, -0.0028294506, -0.00564264, 0.024743058, -0.012956932, 0.032730564, -0.017340954, -0.01362039, -0.022869766, -0.0057824864, 0.0021985157, 0.0084883515, 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This harness features a lightweight and breathable construction, complete with adjustable leg loops for a personalized fit. It has reinforced tie-in points for maximum safety and durability. The vivid green color adds a touch of style to your climbing gear.", - "Price": 109.99, - "Embedding": [0.0098521095, -0.004429054, -0.0038509103, -0.05831475, 0.008594394, 0.03754215, -0.018973932, -0.02719642, 0.0058389134, -0.03905682, 0.011130111, -0.0033725048, 0.011190969, -0.0030394807, -0.013003162, -0.0009001799, 0.025397751, -0.018419456, -0.023477368, 0.0075260107, 0.0075598205, 0.0090542035, -0.0027859088, -0.012766494, 0.008574108, -0.035189003, 0.037217576, -0.008533536, 0.0375692, -0.015971642, 0.026790706, 0.005561675, -0.0047029117, -0.018608788, -0.026966516, 0.0035364814, -0.008993346, -0.0005781437, -0.0044256733, -0.005233722, 0.027318135, -0.023585558, -0.0014791688, 0.0055954843, -0.0014631093, 0.0008346738, -0.009940014, -0.02066441, -0.022625366, 0.0034249097, -0.018973932, 0.0043783397, -0.033809572, 0.010440396, 0.00632239, -0.017121168, -0.016025737, 0.008770203, 0.037839673, -0.015741738, -0.012847638, 0.009764205, -0.016796596, 0.0023565271, 0.018446503, 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This lightweight and compact tent is perfect for backpacking adventures. It offers ample space for two people and features a durable waterproof fabric, sturdy aluminum poles, and ventilation panels for optimal airflow. The vibrant green color adds a touch of visibility to your camping setup.", - "Price": 189.99, - "Embedding": [0.03863406, 0.012820092, 0.009658515, -0.012519308, -0.02066722, 0.023073493, -0.03165587, -0.047323387, 0.00911042, -0.013548658, 0.011082228, 0.035639588, -0.011429801, 0.0030913935, 0.002996145, -0.011403064, 0.022431819, -0.007198769, 0.0033069556, 0.0049562557, -0.0060290527, -0.013602131, -0.014504484, 0.018461468, 0.0052470136, -0.028955495, 0.028554449, -0.0034657028, 0.043205984, -0.0024430363, 0.033955198, -0.010607657, -0.011596903, -0.02199067, -0.003756461, 0.0051434105, -0.0007970782, 0.009965984, 0.014009861, -0.015841303, 0.033848252, 0.0051935413, -0.0002087735, 0.010153139, -0.00814791, 0.006306443, 0.004117402, -0.005263724, -0.007031667, 0.0019149929, 0.0038533802, 0.013495186, 0.00426111, 0.012104894, 0.009785513, -0.016910758, 0.0006633963, -0.004381424, 0.037056617, -0.011991264, -0.016028458, 0.00045075858, -0.018113894, -0.0052069095, -0.011423117, 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This high-performance jersey is made from moisture-wicking fabric to keep you cool and dry during intense rides. It features a full-length zipper, three rear pockets for storage, and reflective accents for increased visibility in low-light conditions. Available in a vibrant red color.", - "Price": 64.99, - "Embedding": [0.0017554734, 0.000520171, -0.0148004, 0.0142959915, 0.008979794, 0.021224968, -0.009417833, -0.040485397, 0.0040419027, -0.030476876, 0.0128292255, 0.0010793341, 0.0043936614, -0.012411097, 0.0032504464, -0.0029285543, 0.022857657, -0.0037432401, -0.001508247, -0.023999212, 0.0066303136, -0.005203369, -0.004698961, -0.0016384971, -0.00011438369, -0.0153844515, 0.029521156, -0.007340467, 0.014574743, 0.001466766, 0.031910457, 0.033025466, -0.013572563, -0.011289452, -0.01090451, 0.011627937, -0.0026697132, -0.01059921, 0.027715905, -0.006922339, 0.03668906, 0.0052564647, 0.009948788, 0.015225165, -0.016618924, 0.0004936232, 0.006802874, 0.005913523, 0.0075462125, 0.021092229, 0.0028538888, 0.022539083, -0.017959587, 0.0008652924, -0.008103716, -0.02494166, 0.012663301, 0.037883714, 0.035308577, 0.004725509, -0.009105896, -0.0011822068, -0.023839926, 0.013293812, -0.001340664, -0.034326307, -0.013227442, -0.016804758, 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This axe features a lightweight aluminum shaft, a durable stainless steel pick, and a comfortable hand grip for maximum control. Perfect for tackling steep ice walls and mixed alpine terrain. The sleek orange color adds a touch of sophistication to your gear.", - "Price": 129.00, - "Embedding": [0.009726371, -0.014478031, -0.008550284, -0.035282597, -0.005035543, 0.02721221, -0.025103364, -0.002982461, 0.038283646, -0.040933218, 0.00834751, 0.0009471214, -0.0031311614, 0.009246473, -0.02076401, 0.012903157, 0.021737324, 0.020953266, -0.01073348, -0.0042954194, -0.028415332, 0.0153296795, 0.02568465, -0.01687076, -0.0043934267, -0.020263836, 0.028874952, -0.00045793023, 0.03003752, -0.012173171, 0.030551214, -0.01318028, -0.013585827, 0.00040977154, -0.021710288, 0.0035012232, -0.005694557, 0.00053523766, 0.005427572, 0.01946626, 0.015965037, -0.03325486, -0.004866565, 0.007489103, 0.009023422, 0.008381306, -0.027158136, -0.010071086, -0.02636056, 0.016194846, -0.0002587475, 0.021088447, -0.015667636, 0.017343897, 0.01654632, -0.014694323, 0.015437826, -0.013923783, 0.03960843, 0.017222233, -0.018168509, 0.0046299957, -0.022967484, -6.801362E-05, -0.012010952, -0.0058736736, 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This spacious backpack features multiple compartments for easy organization, adjustable shoulder straps and hip belt for a customized fit, and durable waterproof construction for ultimate protection against the elements. The classic yellow color is timeless and versatile.", - "Price": 124.99, - "Embedding": [0.0051822057, -0.0062633385, -0.008911949, -0.021228313, -0.0020456077, 0.016943218, -0.018297097, -0.037856065, 0.0115999915, -0.0088527985, 0.015799649, 0.0029427174, 0.0017810753, 0.02256905, 0.0033436236, -0.0037001674, 0.02527681, 0.00394334, 0.006927134, -0.007965547, 0.010430134, -0.0065558027, -0.008307303, -0.014945258, -0.033202924, -0.014432624, 0.02928587, -0.0044822632, 0.014695514, -0.015760215, 0.027445646, 0.014669225, -0.00048388066, -0.01324305, -0.0044986936, -0.008313875, 0.010226395, -0.016811773, 0.01715353, 0.0087213535, 0.023449728, 0.019046333, -0.002476089, 0.035516348, -0.015983671, -0.0058985795, -0.0264861, -0.034569945, -0.01650945, 0.012263787, -0.0094508715, 0.00250895, -0.0081232805, 0.0063257744, -0.00024132419, 0.004985039, 0.0053399396, 0.020702535, 0.0068877004, -0.025776299, -0.015904805, 0.0055338205, -0.027629668, -0.0055929706, 0.008990815, -0.027761113, 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This jacket features a water-resistant outer shell, insulated fill for exceptional warmth, and a detachable hood for added versatility. The sleek pink color is perfect for any outdoor occasion.", - "Price": 169.99, - "Embedding": [-0.01076299, -0.0035349352, -0.015288998, -0.0056300703, 0.0037576847, 0.0019062825, -0.010465991, -0.031946775, 0.008348258, -0.021241894, 0.00285216, -0.006714763, -0.008089998, -0.016722342, -0.0063370573, 0.0015261559, 0.016851472, -0.0025600034, -0.0020967494, -0.009458777, -0.020170115, 0.023075541, 0.0071279793, 0.007618673, -0.01116975, -0.022623586, 0.013326222, -0.015766779, 0.02152598, 0.0047358447, 0.02848609, 0.006908458, 0.004174129, -0.026239228, -0.016231649, 0.0045066387, 0.006062656, -0.031171996, 0.009775145, 1.8575056E-05, 0.02599388, -0.011524857, 0.020957809, 0.027427224, -0.016050866, -0.0039610644, -0.001206559, -0.016360778, -0.0019789182, 0.012971114, 0.007851107, -0.002643938, -0.025386969, -0.02049294, 0.0007993957, 0.0074637174, -0.0046938774, -0.0047971816, 0.010620947, -0.0338579, -0.015443955, -0.013984785, -0.022830194, 0.009755775, 0.007360413, -0.030345563, 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This compact and rugged device comes loaded with topographic maps, GPS tracking, waypoint storage, and a long-lasting battery. It is equipped with a high-resolution color display for easy navigation in any lighting condition. Available in a sleek gray color.", - "Price": 249.99, - "Embedding": [0.005618993, 0.011548465, -0.0011845445, -0.0016122967, -0.002185164, 0.012884874, -0.01162271, -0.02458183, 0.017332822, -0.013850058, -0.00031933768, 0.0069992743, -0.036906492, 0.017022343, -0.0033781454, 0.0056392415, 0.01206143, 0.0062062033, 0.008430177, 0.007782221, -0.014079543, 0.016293392, 0.0082141915, -0.024797814, 0.003165535, -0.005193772, 0.014956984, -0.014403521, 0.038445387, -0.0073165027, 0.025040798, -0.0038877358, -0.022772951, -0.034368664, -0.016792858, 0.0025766373, 0.00095674745, -0.020127133, 0.005207271, 0.0032684654, 0.0075662355, -0.0042893332, -0.020208126, 0.0072017605, -0.0264717, 0.023758385, 0.0024737068, -0.029886968, -0.0015878296, -0.0020400488, -0.0065673036, 0.012196421, -0.013296596, -0.025067795, 0.00926712, -0.0012208233, -0.009611347, -0.009638345, 0.015159469, -0.04179316, -0.015861422, 0.0033494597, -0.019668164, 0.027025163, -0.011332479, -0.013269598, -0.029347004, 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Keep your hands dry and have easy access to chalk with this durable and compact bag. It features a drawstring closure, adjustable waist strap, and a Loop-Slider buckle for easy attachment to harnesses.", - "Price": 29.99, - "Embedding": [0.010449567, 0.0034708926, 0.027740313, -0.023809988, -0.01881995, 0.014393305, -0.029591456, -0.037317965, 0.026573287, -0.0044299993, 0.011824509, 0.008631959, 0.009356319, 0.011247704, -0.0075387117, -0.016539557, 0.026559874, -0.00064345653, -0.0035815588, 0.002930976, -0.01733099, -0.0021177474, 0.01207267, -0.01003373, -0.0017605977, -0.022213712, 0.031442598, -0.009510581, 0.021462524, -0.013038483, 0.014661587, 0.007122875, -0.012575698, -0.022481995, -0.013300058, -0.007599075, -0.018793123, -0.0035480235, 0.005365631, -0.018739466, 0.003873315, -0.007377743, -0.0037358205, -0.0067741093, -0.015278635, 0.01213974, 0.00061034056, -0.02147594, -0.039947122, 0.021127172, 0.0005118309, 0.0064957673, -0.023581948, 0.012964706, -0.011375138, 0.015989581, -0.0031841667, 0.0001122381, 0.025124567, -0.027257405, -0.019571139, 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Made from lightweight and water-resistant nylon, this backpack features adjustable padded straps, multiple compartments for organized storage, and a breathable back panel for added comfort. It also comes with a handy built-in rain cover for unexpected showers.", - "Price": 129.99, - "Embedding": [0.008806933, 0.0075693787, 0.00026130234, -0.015832836, 0.008695618, -0.007523543, -0.0040007704, -0.031770438, 0.011956476, -0.012048146, -0.00831584, -0.0011376985, 0.0030038515, 0.0088855075, -0.0031380837, -0.009304574, 0.028391717, -0.0018317766, -0.00043502648, -0.019263938, 0.00091916224, 0.015597111, -0.0096974475, -0.00940934, -0.025707077, -0.014863745, 0.039287433, -0.013855368, 0.035096772, -0.0137898885, 0.0049305726, -0.0069473274, -0.011177274, -0.015597111, 0.015780453, -0.005277612, 0.0038305246, 0.0048781894, 0.02513086, 0.009016465, 0.034939624, 0.028077418, 0.0073794895, 0.012388637, -0.01807222, -0.0019791045, 0.006145209, -0.016945979, -0.020835435, 0.013829176, -0.0039876746, 0.00092980254, -0.00019193548, 0.012355898, -0.014955416, 0.02382128, -0.003666827, 0.015073278, 0.027082136, -0.020874722, -0.025549928, 0.006875301, -0.03632778, 0.0065642754, 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With its striking white design and black logo, this all-mountain board is perfect for riders of all skill levels. It features a camber profile for stability and pop, and a medium flex for smooth turns and responsive control. Get ready to fly and carve like never before!", - "Price": 349.00, - "Embedding": [-0.011002553, -0.0051657553, -0.019055054, -0.0046276557, 0.0009970667, -0.024967818, -0.02433476, -0.060368437, 0.008951444, -0.04206039, -0.0020352823, -0.0073751286, -0.017852243, -0.027905209, -0.002992783, -0.009210997, 0.0058146403, -0.013268901, -0.009755428, -0.016446853, -0.015560572, 0.00021345934, -0.007729641, -0.0059602438, -0.0051562595, -0.010920255, 0.013458819, -0.009274304, 0.0013626579, 0.013041, 0.026563125, -0.009033741, 0.0081854435, -0.027753275, -0.021372046, -0.009711114, -0.0016902656, -0.01510477, 0.0024910842, 0.012199033, 0.0065458226, -0.00922999, -0.012749793, 0.026360545, 0.01325624, -0.016598787, -0.007311823, -0.022625502, 0.030437442, 0.019105699, 0.013104306, 0.0045232014, -0.02043512, -0.003336217, 0.015003481, 0.0017393276, 0.007849922, 0.0247779, 0.03552723, -0.022005105, 0.0114773465, -0.004497879, -0.0063654007, 0.0069826324, 0.019409567, -0.008767857, 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Its sleek design and water-resistant construction in neon color make it perfect for night hikes, camping trips, and emergencies. With 500 lumens of bright white light, adjustable brightness modes, and a rechargeable battery, this headlamp will light up the darkness and keep you safe.", - "Price": 59.99, - "Embedding": [0.035294745, -0.0033970526, -0.026843702, -0.019058097, -0.0072732195, 0.0048410497, -0.0031508412, -0.018885083, 0.0075393943, -0.022225576, 0.0035600846, -0.009329418, 0.008537549, 0.005672845, 0.005523122, 0.004724598, 0.028294355, -0.022425206, 0.0005518963, 0.004831068, -0.015092097, 0.0058458587, -0.013455124, -0.003566739, -0.009828495, -0.047938038, 0.027163113, -0.011259183, 0.037370905, -0.004192249, 0.026005253, -0.010740143, -0.004045853, -0.014599674, 0.008065089, 0.011185985, 0.011305764, 0.007865458, 0.013342, 0.011698372, 0.0253132, 0.0032306935, 0.0026168285, 0.006295028, -0.019816695, 0.019404124, 0.0089634275, -0.0099882, -0.011718335, 0.009934965, -0.008038471, 0.012736452, 0.0010988018, -0.0044484423, -0.0079053845, -0.015797459, -0.0025486213, -0.008331263, 0.020455513, 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This waterproof and breathable jacket is made with a 2-layer technical shell and features a detachable hood, adjustable cuffs, and multiple pockets for storage. With its modern design and ergonomic fit, it's the perfect outer layer for your winter adventures.", - "Price": 189.99, - "Embedding": [-0.008242342, -0.008523405, -0.009739167, 0.008987486, -0.006010177, 0.0227988, -0.031897407, -0.0461728, -0.004225753, -0.041754227, 0.0039610304, 0.008458042, -0.0026668322, -0.013053098, 0.0013358672, -0.02902141, 0.02419758, -0.00016453228, 0.013059635, -0.010425484, 0.0042780433, 0.029282864, -0.012105327, 0.002586762, -0.016262447, -0.035479326, 0.020994768, -0.012203372, 0.032132715, 0.003232227, 0.027452685, -0.0020916332, -0.03061628, -0.0057846727, -0.006049395, -0.007248816, -0.0011152653, -0.020223478, 0.01093532, -0.01617094, 0.035505474, -0.008948268, 0.004160389, -0.0023890373, -0.021739911, -0.003732258, -0.004307457, -0.022811875, -0.009967939, 0.009360058, -0.0048859245, 0.0057291137, -0.020419568, 0.0031194747, -0.0005437429, 0.0048859245, 0.010601966, 0.019151516, 0.0047584656, -0.03461653, -0.022811875, -0.019439116, -0.022119021, 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Made from durable waxed canvas in earthy brown, this versatile bag features multiple carry options, including shoulder straps and handles, and multiple compartments for organized packing. It even has a padded laptop sleeve, making it great for both adventure and work.", - "Price": 79.99, - "Embedding": [-0.0075491336, 0.00792325, 0.003331974, -0.027844947, -0.030597374, 0.0025787307, -0.016113726, -0.030223258, 0.010000932, -0.0018388487, -0.0033286335, 0.026588984, 0.0050873146, 0.02262068, -0.009372951, -0.005949118, 0.040564902, 0.02674932, 0.00085846346, -0.01779725, 0.000725268, -0.0053745825, -0.0035340635, -0.0057854424, -0.028272508, -0.0064368057, 0.0403244, -0.014844403, 0.023195215, -0.008297367, 0.0032668374, -0.0015607667, -0.026174784, -0.029875863, -0.004352443, -0.0067040315, 0.0010655635, -0.0179175, 0.022406898, -0.0061963024, 0.04278288, 0.023702944, 0.0106289135, 0.027417386, -0.013234367, 0.011196769, -0.0030931407, -0.014082809, -0.006386701, 0.01234584, -0.009165851, 0.01996178, -0.017169269, 0.013528315, -0.012880292, 0.0053645615, -0.0064434865, 0.02880696, 0.0060125845, -0.038106423, -0.022567233, 0.008036821, -0.022647401, -0.0010964616, 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These lightweight yet rugged shoes offer excellent grip and support, thanks to their durable rubber outsole and advanced cushioning technology. The breathable mesh upper keeps your feet cool when the adventure heats up. It's time to push your limits and conquer the great outdoors.", - "Price": 109.99, - "Embedding": [0.022574168, -0.014672544, -0.021988861, -0.034985304, -0.005217865, 0.03269729, -0.02647177, -0.037885226, 0.024250269, -0.01448631, 0.020844856, -0.014233565, 0.0015688514, -0.013674864, -0.009404794, 0.011985459, 0.018543541, 0.008786233, -0.014712451, 0.011060943, -0.011479968, 0.01598948, 0.0030628769, 0.0065580816, -0.0020934648, -0.018383913, 0.029770764, -0.0044097444, 0.018796287, -0.02486218, 0.012444393, 0.014393194, -0.017133487, -0.017958235, 0.0009735692, 0.016521577, 0.00034856438, -0.002505839, 0.014991801, -0.015590409, 0.014566124, -0.020299457, -0.0023262566, -0.009757308, 0.030063417, 0.004379814, 0.007376179, -0.024995204, -0.0020369296, 0.0030146558, -0.028493734, 0.009564423, -0.019248568, -0.0024459783, 0.0035218096, 0.000946133, -0.0019338359, 0.006870688, 0.02841392, 0.021536581, -0.0042002317, -0.0017642304, -0.024902087, 0.01632204, 0.0032491104, -0.006016009, 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This aerodynamic helmet features an adjustable fit system, detachable visor, and 14 ventilation channels to keep you cool during intense rides. With its sleek design and lightweight construction, it's the perfect choice for road cycling, mountain biking, and everything in between.", - "Price": 79.99, - "Embedding": [0.00843028, 0.0023899078, -0.0004882786, -0.038238525, 0.004039094, 0.0030891097, -0.012037562, -0.046130702, 0.025828943, -0.0280345, 0.02928343, 0.0026340473, 0.00017967906, -0.011592465, -0.003394699, 0.010509616, 0.023331081, 0.0008441075, -0.003024338, -0.017963339, 0.01606337, 0.017790614, -0.011027789, -0.00014449061, -0.024912175, -0.01248266, 0.022879342, -0.019212268, 0.026280683, -0.022640184, 0.023357654, 0.023317795, -0.0062014707, 0.0004579688, -0.006357587, 0.026054813, 0.007659663, -0.015598343, 0.012648742, 0.011878124, 0.048548844, -0.0035408502, 0.01375152, 0.020992659, -0.021417826, 0.014681575, 0.001057937, -0.017963339, -0.014708147, -0.0034245935, -0.014681575, 0.0104365405, -0.0033033544, 0.0026224216, 0.015372472, -0.02617439, 0.025124758, -0.008589718, 0.03425258, -0.005763016, -0.0099848, 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With its durable design in stealth black, this watch is packed with features like GPS navigation, heart rate monitoring, and activity tracking. It also offers a long battery life, so you can keep going without worrying about recharging. The TrailSeeker is the ultimate companion for outdoor enthusiasts who love to explore.", - "Price": 149.99, - "Embedding": [-0.008936176, 0.00029353323, -0.008916019, -0.018436743, -0.00244737, 0.013417702, -0.011744688, -0.034481544, 0.0052810786, -0.014472574, 0.0022458022, 0.019041445, -0.0115968725, -0.015856674, -0.006409859, -0.003866744, 0.023395313, -0.0043034744, 0.010098551, -0.012907064, -0.0029227342, 0.014862272, 0.011919381, -0.018033607, -0.0073706657, -0.0064669694, 0.015332597, -0.011785002, 0.011623748, -0.001323629, 0.004945132, -0.0030100804, -0.020949623, -0.015762608, -0.0048880214, 0.014217255, -0.0061478205, -0.016286684, 0.0061780554, 0.006369545, 0.00978948, 0.016864512, -0.020197103, 0.009890264, -0.024685347, 0.012470333, -0.0012858352, -0.02617695, -0.014566639, 0.009675259, -0.009681977, 0.004135501, -0.014902585, -0.0016494972, 0.0048107533, -0.011274364, 0.022253094, -0.001054032, 0.017187022, -0.027601361, -0.009856669, -0.020734616, -0.020882433, 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These high-performance boots combine comfort, durability, and response to enhance your riding experience. Featuring a heat-moldable liner, dual-zone lacing system, and impact-resistant outsole, they provide a precise and snug fit, ensuring maximum control on any terrain. Get ready to take on the slopes like a pro!", - "Price": 249.00, - "Embedding": [-0.004432687, -0.020030163, -0.015019299, -0.038757768, -0.013138564, 0.01347085, -0.014607266, -0.047264274, -0.0038943847, -0.050002307, 0.001933901, 0.008214095, -0.01763771, -0.021797922, -0.0072969873, -0.016733892, 0.022050459, 0.011390743, -0.0041269846, -0.00034703055, 0.0029473715, 0.0018541524, 0.00072064396, -0.007828644, -0.0076292725, -0.038518522, 0.018222531, -0.020801065, -0.001716254, -0.013085399, 0.012068605, -0.0004693531, -0.008406821, -0.015099048, -0.014514226, 0.002194745, 0.00096445833, -8.680956E-05, -0.0050839665, -0.0057286, 0.020827647, -0.026795493, 0.0064695966, -0.0001886758, 0.014500935, 0.009742607, 0.012753113, -0.045483224, -0.0057153087, 0.015723744, 0.001035069, 0.017425045, -0.027353734, -0.0042466074, 0.0020286024, -0.0051504234, -0.00091046194, 0.005642206, 0.022329578, -0.025718888, -0.025904968, -0.006436368, -0.021492219, 0.02066815, 0.0063798795, -0.016202236, 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These rugged and durable shoes feature a steel-blue color, a waterproof membrane, and a high-traction rubber outsole for superior grip on any terrain. The breathable upper keeps your feet cool and comfortable, while the reinforced toe cap adds extra protection. Perfect for hiking, camping, and other outdoor adventures.", - "Price": 129.99, - "Embedding": [-0.0014816254, -0.023719346, -0.018810056, -0.01579511, -0.008177705, 0.012239876, -0.018730013, -0.0338581, 0.01747601, -0.028895447, -0.015875153, 0.0020144102, 0.01547494, -0.011005883, -0.011092597, -0.004275619, 0.014581128, 0.011512822, 0.008171035, 0.0031716956, -0.027294591, 0.0064334394, 0.00051194034, -0.017102476, -0.011152629, -0.015595003, 0.033911463, -0.014287638, 0.03308435, -0.027307931, -0.001909354, 0.0014391027, -0.0166489, -0.007970928, 0.015661705, -0.003029953, -0.0022278577, 0.0060332255, 0.011359406, -0.0062099863, 0.01723588, 0.0005819778, 0.0051194034, 0.019677186, 0.015741749, 0.014100871, 0.0044323695, -0.010692382, -0.01292024, 0.010465595, 5.1042913E-05, 0.0064067584, 0.0016283705, 0.0035752447, 0.013660636, 0.0060098795, 0.0033484567, 0.018556587, 0.029082214, 0.007857534, -0.015448258, -0.00014341, -0.032070477, 0.028762043, -0.009705189, -0.023119025, 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This sleek and stylish snowboard features a black colorway, a camber profile for maximum stability, and a medium-flex rating for responsive turns and tricks. Its lightweight construction ensures easy maneuverability, while the sintered base provides excellent speed and durability. Whether you're shredding on groomed runs or exploring the backcountry, this snowboard is designed to deliver peak performance.", - "Price": 379.00, - "Embedding": [-0.007056227, 0.004188212, -0.013917351, -0.026820166, -0.0020924802, -0.010789199, -0.01690893, -0.059415385, -0.0008714603, -0.04263652, 0.0046271943, 0.00897474, -0.01149157, -0.011855762, -0.019328209, 0.012785753, 0.01766333, -0.0073163644, -0.0011641149, -0.011452549, -0.014099447, 0.010795702, -0.008317893, -0.0049003386, -0.011602128, -0.0061587533, 0.01787144, -0.0025997483, 0.0005584825, 0.01820962, 0.039436832, -0.0043150294, 0.008454465, -0.019965546, -0.038708445, 0.00021949093, -0.007160282, -0.015517197, 0.012486596, 0.014385599, 0.015816355, -0.010333958, -0.0037492304, 0.015048949, 0.0034240587, -0.016726835, 0.0010438013, -0.016076492, 0.009807181, 0.020069601, 0.003154166, 0.012441072, -0.021916576, -0.0030338524, 0.024713054, 0.0010096583, 0.010568082, 0.016921937, 0.049061917, -0.022176715, -0.006340849, 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This lightweight and breathable harness is designed for maximum comfort and performance. With its adjustable waist and leg loops, it offers a secure and customized fit. The razor-shaped webbing adds a stylish touch to the blue color of the harness. Featuring durable construction and reinforced tie-in points, this harness is a must-have for climbers of all levels.", - "Price": 94.99, - "Embedding": [0.004991328, -0.00080739567, -9.0943504E-05, -0.050069574, 0.016526764, 0.026489034, -0.01709759, -0.04039272, 0.00023359686, -0.040854815, 0.013883298, -0.01496379, -0.002208552, -0.003761334, -0.0066664293, 0.0044612754, 0.016513174, -0.011722315, -0.01685295, -0.002436203, 0.0033111293, 0.0011034266, -0.005721849, -0.021011826, -0.008800231, -0.02719577, 0.035200924, -0.0056708823, 0.041724645, -0.028785927, 0.026665717, 0.01459683, -0.0034266536, -0.011144694, -0.03443982, 0.0058849417, 0.005881544, -0.017695598, -0.004563208, 0.005721849, 0.011110716, -0.014311418, 0.010940827, 0.009622492, -0.006972229, 0.016526764, 0.0068465113, -0.031042049, -0.008025538, 0.0028269468, -0.016948089, 0.0075022816, -0.014501693, 0.0028286455, 0.02057691, -0.003747743, 0.00085241615, 0.020821549, 0.054663364, 0.0032278837, -0.0069790245, 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Made from recycled materials, this sustainable backpack is as eco-friendly as it is functional. It features a spacious main compartment, multiple pockets for organizing your gear, and adjustable padded shoulder straps for comfortable carrying. The olive green color adds a touch of nature to your outdoor excursions.", - "Price": 69.99, - "Embedding": [0.012184282, -0.019033356, 0.008196214, -0.01833978, -0.009630051, 0.004738332, -0.016085653, -0.041828033, 0.0026392608, -0.0072892285, 0.014805203, 0.009376629, 0.008983158, -0.0074026017, -0.0050017578, -0.008142862, 0.025395593, 0.014124964, -0.010523698, 0.008583017, -0.018299764, 0.027369618, -0.0063655707, -0.0036379453, -0.0003990986, -0.02068727, 0.008522996, -0.008769749, 0.03961392, 0.0040047406, 0.00902984, 0.0059020743, 0.0077493903, -0.014778527, -0.01509864, -0.002290805, -0.0059454227, -0.0005447748, 0.01576554, -0.0037113044, 0.023915071, 0.004058093, 0.013157958, 0.016325738, -0.018019667, 0.017152695, -0.034091983, -0.014951922, -0.0038046704, 0.021140764, 0.012284317, 0.014671823, -0.002290805, 0.030490717, -0.0033645157, 0.024048451, 0.006812394, 0.0042581633, 0.0122376345, -0.026329253, -0.014418401, -0.00340453, -0.026049156, -0.007942791, -0.0077693975, 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This high-performance helmet is crafted from carbon fiber for optimal impact protection and durability. It features an aerodynamic design, adjustable fit system, and ventilation channels to keep you cool on long rides. The rainbow color with the Solstix emblem adds a touch of style to your cycling adventures.", - "Price": 179.99, - "Embedding": [0.024492316, -0.0023260394, -0.0148228975, -0.019538067, 0.015380749, 0.0027693317, -0.0011846032, -0.027786292, 0.02574084, -0.021556957, 0.03623375, -0.002372527, -0.025554888, -0.0004914402, -0.0020670372, 0.0029569424, 0.021902293, -0.021689778, -0.016788658, -0.0015897093, -0.0012169785, 0.004522578, -0.014105661, 0.01324232, -0.0059603723, -0.025395503, 0.022632811, -0.021809317, 0.022938302, -0.012498518, 0.023203945, 0.0029569424, -0.013209115, -0.017997336, -0.014809616, 0.02146398, 0.014610384, -0.0011779622, 0.013521246, -0.0018246376, 0.031027142, -0.013381783, 0.009729187, -0.0044528465, -0.02133116, 0.008367765, -0.018196568, -0.004818106, -0.00036691985, -0.003961406, -0.003157835, 0.022407016, -0.015128388, -0.0009280914, 0.0094502615, -0.03671191, 0.015646392, -0.0065813134, 0.034347683, -0.012246158, -0.013335295, 0.010067882, -0.015314338, 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Designed for outdoor enthusiasts and professionals alike, this compass features a liquid-filled housing for accurate readings, a rotating bezel for easy navigation, and a lanyard for convenient carrying. The gunmetal color with white markings ensures clarity and visibility even in low-light conditions. Get ready to explore the wilderness with confidence.", - "Price": 59.99, - "Embedding": [-0.00052723655, 0.020050077, -0.015423136, -0.023738218, -0.023429755, 0.015490193, -0.0124659175, -0.008683897, -0.0058876146, -0.0329921, 0.0050594592, 0.01188252, -0.020868173, -0.005324335, -0.008321788, 0.022276374, 0.00980375, 0.016898392, -0.013223663, -0.0055623874, -0.026272977, 0.015449959, 0.018534586, -0.031087678, -0.019661145, -0.032965276, 0.021766739, -0.023738218, 0.019379506, -0.012278157, 0.019527031, 0.010890075, -0.025240298, -0.016710633, -0.0017636021, 0.017287323, -0.0024576432, -0.010501144, 0.005284101, -0.0011005749, 0.0093812905, 0.00068356347, 0.004529708, 0.0100920955, -0.02214226, -0.02281283, -0.0037216698, -0.012190984, -0.02245072, 0.015034205, 0.011272301, 0.00657495, -0.019527031, -0.001328569, 0.048790757, -0.008978947, 0.009917747, 0.0070544085, 0.0007418193, -0.026822846, 0.009367879, -0.009126473, -0.009555639, 0.019084455, -0.008234614, -0.027547061, 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This versatile duffel bag is made from waterproof nylon material and features taped seams to keep your belongings safe from the elements. It offers a spacious main compartment, external zippered pockets, and adjustable shoulder straps for easy carrying. The vibrant orange color adds a pop of excitement to your outdoor adventures.", - "Price": 79.99, - "Embedding": [0.014791111, -0.0058136364, -0.0036778797, -0.0067488593, -0.01973917, 0.0145523315, -0.0054587824, -0.047278497, 0.0018372816, -0.018651392, -0.007992507, 0.025867864, 0.012933932, 0.019182015, 0.010035405, -0.019089157, 0.02309536, 0.0041023777, 0.00066576584, -0.030006722, -0.00015535227, -0.00074784656, -0.004576622, 0.008854769, -0.027671982, -0.030351628, 0.02147696, -0.003900078, 0.025337242, -0.001925166, 0.021078993, 0.01404824, -0.027512794, -0.011136447, 0.011116548, -0.010466536, -0.0036977779, 0.0073955557, 0.028441384, -0.021848395, 0.029476099, 0.022564737, 0.010798175, 0.0161442, -0.022989234, -0.008363943, -0.027114827, -0.0238117, 0.010632356, 0.01869119, 0.0039232927, 0.0086624175, -0.01617073, 0.008828238, -0.014180896, 0.009093549, 0.007083815, 0.0022020848, 0.018876908, -0.022272894, -0.021967785, -0.013902319, -0.012761479, -0.0061320104, 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Made from a water-resistant and breathable fabric in retro 1980s style, this jacket keeps you dry and comfortable in any weather. It features multiple colors, a detachable hood, adjustable cuffs, and multiple pockets for storing your essentials. Whether you're hiking, skiing, or exploring the city, this jacket combines style and functionality.", - "Price": 169.99, - "Embedding": [-0.0023728122, -0.02418569, -0.0010140013, -0.018080436, 0.00538295, 0.0014691172, -0.009223245, -0.040631957, 0.0046214275, -0.02180634, 0.0024496182, -0.0039612236, 0.0030297479, 0.004497231, -0.009550079, 0.0018139266, 0.030277869, -0.0021734436, -0.004860016, -0.019688457, 0.0019675384, -0.0005278363, 0.0063013523, -0.003912199, -0.021871706, -0.033520058, 0.034670513, -0.013236762, 0.035350326, 0.0005110861, 0.012478508, 0.018982498, -0.011824841, -0.009537006, -0.0033418739, 0.0063013523, -0.01188367, -0.0019364893, -0.0010450506, 0.00090451207, 0.02070818, -0.0034873148, 0.012400068, 0.019178597, 0.00717073, -0.00030129976, 0.0069158, -0.022799915, 0.008295038, 0.0030297479, -0.00020243258, 0.01746599, -0.011766011, -0.00373244, 0.004948261, -0.0002953759, 0.009831156, 0.006732773, 0.01981919, -0.03255263, -0.01664237, -0.015178154, 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This rugged and reliable navigator features a built-in GPS antenna for accurate positioning, preloaded maps, and a user-friendly interface with intuitive controls. The black color with the Gravitator logo complements the sleek design. With its long battery life and durable construction, this navigator is your ultimate outdoor companion.", - "Price": 299.00, - "Embedding": [0.0050927037, 0.010533102, -0.01347828, 0.0012407926, -0.007806085, 0.010662635, -0.028115543, -0.019852681, -0.0058971737, -0.005177923, 0.005474486, 0.017125664, -0.026206631, 0.002476472, 0.005072251, 0.018980036, 0.01885732, -0.00045847968, -0.011685266, -0.012039779, -0.005044981, 0.0006118744, 0.025920294, -0.020139018, 0.00016788197, 0.004820002, 0.01805285, -0.021229824, 0.024529515, 0.00366102, 0.019511804, 0.010778533, -0.024720406, -0.028251892, -0.0073697628, 0.011780712, -0.012332933, -0.013710076, 0.0015177552, 0.018284647, 0.015543995, -0.009251405, -0.009667275, 0.014603174, -0.023697775, 0.014207757, -0.011139863, -0.023615964, -0.006677782, -0.0017725609, -0.004837046, 0.019061847, -0.007662917, -0.010942155, 0.018693699, -0.021788863, 0.005709691, -0.005460851, 0.013185126, -0.040250767, -0.010089962, -0.005856268, -0.018148296, 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With their durable aluminum construction and anti-slip handles, these poles provide stability and support on any terrain. Available in sleek yellow, these hiking poles are perfect for tackling steep inclines and rough trails.", - "Price": 79.99, - "Embedding": [-0.00313332, -0.021415962, -0.0018747203, -0.025316961, -0.0047115115, 0.031840593, -0.018173914, -0.017053695, 0.034318253, -0.02743879, -0.014088408, -0.00047073932, 0.0104114525, -0.0021646596, -0.007327554, -0.015748968, 0.025000663, 0.0035682286, -0.010740928, -0.0071891737, -0.007294606, 0.019821296, 0.00017997644, 0.00071949395, 0.0054495386, -0.023458716, 0.037244003, -0.008454363, 0.030021884, -0.013521709, 0.019834476, -0.01754132, 0.004049264, -0.027676012, -8.308981E-05, -0.0067542647, 0.01406205, 0.006853108, -0.0011638751, 0.00709692, 0.010266483, 0.0059338687, -0.01518227, -0.014602391, 0.00222726, 0.02048025, 0.01225652, 0.004527005, -0.013811648, 0.013436045, -0.014523317, 0.005726299, 0.004013022, -0.007011256, 0.002848323, -0.011808432, 0.017159127, 0.016500175, 0.008704765, -0.0076240823, -0.02115238, 0.010253304, -0.026832553, 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These premium boots are designed with a waterproof and insulated shell, keeping your feet warm and protected in icy conditions. The sleek black design with blue accents adds a touch of style to your outdoor gear.", - "Price": 149.99, - "Embedding": [-0.0068944586, -0.017449103, -0.02040387, -0.038332123, -0.01591848, 0.0075067077, -0.012338152, -0.036495376, 0.01879339, -0.02217407, -0.001858376, 0.007826142, -0.017302696, -0.015638974, -0.023731312, 0.013136738, 0.011093689, 0.03455215, 0.012823959, -0.015146513, -0.008185506, 0.026446505, 0.0013068526, -0.008651348, -0.0024406782, -0.049618807, -0.0006800458, -0.018899867, 0.009083915, -0.01476053, 0.018886557, -0.0070075914, -0.018380785, -0.018354166, -0.015705524, -0.008724552, 0.0021611731, -0.009449934, 0.008298638, 0.01331642, 0.026739318, -0.015971718, -0.0010889051, 0.025621299, 0.0011180203, 0.0017252783, 0.00046376215, -0.023411877, 0.0033923264, -0.0015148177, -0.006980972, -0.0044055325, 0.001870022, -0.013136738, 0.0046983473, 0.007846107, -0.0055801193, 0.0031078302, 0.019565355, -0.022932725, -0.04818135, -0.0016969951, -0.029680777, 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These high-performance skis are designed for precision and control on all types of terrain. The sleek metallic blue design will make you stand out on the slopes while the carbon fiber construction ensures lightweight durability.", - "Price": 699.00, - "Embedding": [0.003198545, 0.005688925, -0.0026674212, -0.018668577, 0.0030349926, 0.02051655, -0.04313736, -0.03544871, -0.0038645572, -0.04618584, 0.005284259, 0.0070546716, 0.0015023213, -0.002193625, 0.003861185, -0.020300727, 0.02158217, -0.004130962, -0.013792355, -0.007944936, 0.015013096, 0.019464418, 0.00050372444, -0.03323654, -0.0044749277, 0.0033132, 0.01555265, -0.009091489, 0.011539716, 0.0043130615, 0.025278116, 0.005860908, -0.011020395, -0.016672226, -0.010413396, 0.003200231, 0.0069939718, -0.0134349, -0.02580418, 0.017346669, 0.0076886476, -0.012706502, -0.00043585864, -0.011586927, 0.013596767, 0.0016793625, -0.018169489, -0.037067376, -0.01649687, -0.018574154, -0.001593371, 0.04292154, -0.022526389, -0.012639058, 0.0035104747, -0.022418479, 0.010325719, 0.012166948, 0.006855711, -0.0017038111, 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This innovative design combines the maneuverability of a skateboard with the speed and stability of a snowboard. 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This harness is constructed with high-strength nylon webbing and features adjustable leg loops for a secure and comfortable fit. The sleek white design with a vibrant orange emblem ensures you'll look good while tackling challenging routes.", - "Price": 99.99, - "Embedding": [0.017359048, -0.0013603873, -0.018194655, -0.044341046, 0.004120752, 0.031941727, -0.01087636, -0.027224595, 0.024246061, -0.025957707, 0.0023787825, -0.009595996, 0.0039118505, 0.008666047, -0.013443828, 0.010950486, 0.029246222, -0.014393994, -0.024987325, -0.0056336042, 0.004545294, 0.009966628, -0.0057077305, -0.01646953, -0.0017074335, -0.02637551, 0.017736418, -0.020728428, 0.045257516, -0.023194814, 0.026914611, 0.004993422, -0.0015347528, -0.020795817, -0.023909124, 0.009063633, -0.016240414, -0.009825113, -0.0035007864, 0.003197542, 0.035014603, -0.014407471, -0.0011253731, -0.006836473, -0.009346661, -0.008558227, -0.0075676283, -0.01843725, -0.015849566, 0.005364054, -0.018639412, -0.00044728525, -0.019407632, 0.002457963, 0.015580015, -0.0042588967, -0.010155313, 0.02425954, 0.042777654, -0.0150409145, -0.013645991, 0.02017585, 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These lightweight and breathable shoes feature a rugged rubber sole for excellent traction and stability. The cool gray color with green accents adds a touch of style to your hiking ensemble.", - "Price": 89.99, - "Embedding": [0.0007018134, -0.01577986, 0.008839146, -0.029324692, 0.02446417, 0.015887573, -0.013389993, -0.046477884, 0.036595274, -0.019751754, 0.0022989858, -0.0031977107, 0.0024302602, -0.0060453564, -0.005129801, -0.0009862413, 0.013376529, 0.0024588713, 0.013948751, -0.008058231, -0.030644167, 0.006270879, -0.00788993, -0.019092016, -0.0107375765, -0.009471956, 0.02313123, -0.017032018, 0.013383261, -0.021825217, 0.010091302, 0.008704505, -0.016587704, -0.014675809, 0.00013106407, -0.0021677113, -0.001183153, 0.0032061257, 0.013585222, 0.013019732, 0.0030933644, 0.007795682, -0.018432278, -0.0046080695, 0.025850967, 0.014204568, 0.016830057, -0.021488616, -0.021057768, 0.0027365673, -0.024154497, 0.0025649006, -0.0095527405, -0.015860645, 0.015954893, 0.016318424, 0.022619596, 0.0006260781, 0.024854628, -0.018782344, -0.018432278, -0.0042916643, -0.0416039, 0.016089534, 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This helmet is made from lightweight carbon fiber and features an aerodynamic design for maximum speed. 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This rugged tent is made from durable ripstop nylon and features a waterproof coating to keep you dry in any weather. The vibrant orange color ensures high visibility in the wild.", - "Price": 249.99, - "Embedding": [0.02069555, -0.014547832, 0.007360037, -0.0070288023, -0.009758177, 0.024127143, -0.013203018, -0.019105623, 0.012288811, -0.020298067, -0.003264319, 0.0250281, 0.014985062, 0.00093159784, -0.002037094, -0.0062470883, 0.025770066, -0.004511418, 0.0069559305, -0.021000285, 0.0056044925, 0.0054786233, -0.006896308, 0.011732336, -0.0148790665, -0.034474917, 0.022046987, -0.015091057, 0.050586175, -0.002237491, 0.016031764, -0.022722706, -0.009526312, -0.028804177, -0.0014193411, 0.017144714, -0.012600171, 0.010718758, 0.017515695, -0.019516354, 0.024869109, 0.017171212, -0.0037926384, 0.017714437, -0.013130147, -0.0003121888, -0.0010077818, -0.017979424, 0.00588273, 0.011175862, -0.009705179, -0.02111953, -0.0012404743, -0.013580626, -0.009115581, 0.0006918667, -0.02090754, -0.007850264, 0.019118872, -0.028194705, -0.0072209183, -0.0031367934, -0.027320245, -0.0071811704, 0.0026680962, 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This spacious bag is made from durable nylon and features multiple compartments for optimal organization. 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This jacket combines warmth and style with its insulated design and sleek grey color. The water-resistant shell will keep you dry during unexpected showers while the cozy fleece lining adds extra comfort.", - "Price": 179.99, - "Embedding": [0.0091259135, 0.0011704116, -0.005723478, -0.013200925, -0.011770055, 0.0010500735, -0.019781604, -0.021522386, 0.0054333475, -0.012389879, -0.006758715, 0.0063433014, 0.0064290217, -0.0115063, -0.025135826, -0.0120997485, 0.02435775, 0.0034156237, 0.0021199286, 0.0015099959, 0.010959009, 0.016405545, 0.014203193, 0.005809198, 0.00020121601, -0.031096684, 0.00464538, -0.014902143, 0.03030542, 0.015825285, 0.02084981, 0.0077675767, -0.027509619, -0.022274086, -0.011064511, -0.016300043, -0.00034329327, -0.024344562, 0.008492902, -0.010345779, 0.036952037, -0.027351366, -0.00041623795, 0.016089039, -0.006521336, 0.010385343, 0.0007986823, -0.033813357, 0.0029672408, 0.02015086, 0.01019412, -0.007859891, -0.026665604, -0.000469401, -0.031861573, 0.008756657, 0.0017638598, -0.010213902, 0.014110878, -0.028380008, -0.027166737, 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This feature-packed watch includes GPS tracking, altimeter, barometer, and compass functions to guide you on your outdoor adventures. The sleek pink design with a vibrant green dial adds a sporty touch to your wrist.", - "Price": 199.00, - "Embedding": [0.02460347, 0.010266147, -0.011419646, -0.0061949715, -0.013156681, 0.015551889, -0.016216848, -0.024617039, 0.0118335495, -0.017831746, 0.01336024, 0.006354426, -0.0025851962, -0.009743679, -0.011256799, 0.0016199885, 0.016203277, -0.008311982, -0.0057437494, 0.0009389148, -0.019663775, 0.0051805703, 0.03161946, -0.022133622, -0.017750323, -0.013462019, 0.002620819, -0.02068157, 0.014031984, 0.003708162, 0.013400951, -0.015470466, -0.013299172, -0.008596965, 0.017248211, 0.012498508, -0.0020983515, -0.008814095, 0.006228898, -0.010198294, 0.008936229, -0.007979503, 0.0015003977, 0.022486458, -0.028905343, 0.01762819, 0.006954924, -0.0011704628, -0.010747902, 0.02115654, 0.0012086302, 0.00523146, -0.0048921956, -0.011195731, 0.011894617, -0.0106257675, 0.021536516, -0.0112296585, 0.0012561271, -0.0074706064, -0.008793739, 0.006469776, -0.01931094, 0.012145673, 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These lightweight shoes feature a breathable mesh upper in vivid blue, providing excellent airflow on hot summer hikes. 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Designed for maximum performance, these goggles feature a sleek black frame and mirrored, polarized lenses that reduce glare, enhancing your visibility. With a comfortable foam lining and adjustable strap, these goggles provide a secure and snug fit.", - "Price": 139.99, - "Embedding": [-0.00017970953, -0.009324188, -0.013901764, -0.03537647, -0.01306333, 0.016484678, 0.0005645901, -0.042110983, 0.0159708, -0.03783768, 0.02551812, 0.00694412, 0.010879347, -0.026613493, -0.012623829, -0.005453197, 0.013915286, -0.0074918065, -0.0049460796, -0.025017764, 0.01037223, 0.027059756, -0.01683628, -0.03488964, -0.003641099, -0.0148348585, 0.005558001, -0.008735933, -0.000998175, -0.014375073, 0.019473288, -0.01766119, -0.011001055, -0.034916688, -0.0027519541, 0.008749456, 0.015686816, -0.009209242, -0.0055005276, 0.0068156505, 0.028452637, -0.007282198, -0.0001520294, 0.012495359, -0.008215293, 0.015808523, -0.009648743, -0.028669007, -0.029372208, 0.0031052455, 0.0060684984, 0.00063685427, -0.016565816, -0.020852646, 0.01858076, -0.0047973255, -0.0023580934, -0.006795366, 0.018945886, -0.017390728, -0.0046587135, -0.005676328, -0.026843386, 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Featuring a vibrant orange and black design, this snowboard is perfect for riders who crave speed and control. Constructed with a durable bamboo core and carbon fiber reinforcement, the Blizzard offers an optimal blend of flexibility and responsiveness.", - "Price": 379.00, - "Embedding": [-0.013076768, -0.0058958647, -0.017444568, -0.036327314, -0.0010237033, -0.003006192, -0.033983618, -0.033797186, 0.01792396, -0.041680533, 0.007104334, 0.004903788, 0.006798055, 0.0018626405, -0.0019209, -0.0067481184, 0.022464875, -0.01129902, -0.003642053, -0.0041713826, -0.010972767, 0.00034643614, -0.004767294, -0.0067747515, -0.015886541, -0.013556161, 0.022944268, 0.00015365951, 0.0052666618, 0.006764764, 0.030121842, 0.0059258267, 0.009694386, -0.0077901315, -0.04354484, -0.008562487, 0.00020255591, -0.029535918, -0.003472268, 0.01510087, 0.0038118379, -0.019588519, -0.011152539, 0.016539048, 0.020973431, -0.0014281909, -0.008655702, -0.03289167, 0.0066249412, 0.011079298, 0.009095145, 0.013849123, -0.0022871029, 0.003179306, 0.021372925, -0.007084359, 0.018403353, 0.0059990673, 0.015713427, 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With its innovative design and sturdy construction, this harness ensures your safety while climbing. The sleek black and red color scheme adds a touch of style. 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This compact yet powerful headlamp features a bright LED light in a vibrant green housing. 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Designed for rugged outdoor conditions, this tent features a durable waterproof fabric in earthy tones. The spacious interior and easy-to-use setup make it ideal for comfortable camping. With its innovative ventilation system, you'll stay cool and dry throughout the night.", - "Price": 229.00, - "Embedding": [0.030444123, 0.002805369, 0.016610695, 0.007445717, -0.0060703093, 0.022681003, -0.016028792, -0.028777763, 0.015632039, -0.011168576, -0.0007968108, 0.02201975, 0.015751064, -0.0044436255, -0.015460113, 0.007591193, 0.014798859, -0.005855402, -0.004992466, -0.0078160195, -0.0014564114, -0.0044833003, -0.011565329, 0.014362431, -0.020445965, -0.027111404, 0.03142278, 0.004195655, 0.039833926, -0.006152966, 0.02986222, -0.016121367, -0.004440319, -0.018925082, 0.004394031, 0.008986439, -0.011750479, 0.008278897, 0.03753276, -0.011419852, 0.032084033, -0.005868627, 0.0023805136, 0.023474509, 0.0003124424, 0.010024607, 0.0034881136, -0.008034233, -0.014084705, 0.009026114, 0.0028086754, 0.0028913321, -0.007564743, 0.00229951, -0.020842718, 0.0022317313, -0.032454334, -0.0064670616, 0.029650617, -0.02655595, -0.00440395, 0.0048172334, -0.024955716, -0.002656587, 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This versatile and durable backpack features a sleek navy design with reinforced straps. With a capacity of 45 liters, multiple compartments, and a hydration pack sleeve, it offers ample storage and organization. The ergonomic back panel ensures maximum comfort, even on the most challenging treks.", - "Price": 129.00, - "Embedding": [0.02501344, 0.016288131, 0.016662264, -0.020523848, -0.020737639, 0.01803854, -0.015726933, -0.04013909, 0.011063637, -0.0118653495, 0.00873867, 0.011805221, 0.0037179433, -0.004703382, -0.0131614525, -0.012687106, 0.028033225, 0.004088735, 7.979287E-06, 0.012252844, -0.004539699, 0.023570357, 0.0034640676, -0.016087703, -0.0067510903, -0.032202132, 0.005672118, -0.010208476, 0.03468744, -0.024492327, 0.012272887, -0.0018238967, -0.014885135, -0.0035743031, 0.003744667, -0.0011758455, 0.007589548, -0.006914773, 0.0105158, 0.008291047, 0.019067403, 0.0017754599, 0.010235201, 0.010682823, -0.01925447, 0.007896871, -0.015459696, -0.024398794, -0.0107496325, 0.016328217, 0.0053180284, 0.000121613986, 0.0014288861, 0.012379782, 0.0072020534, 0.014364022, -0.00419229, 0.0066742594, 0.025120335, -0.01803854, -0.023009159, -0.008631775, -0.01741053, -0.005678799, 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This high-performance jacket is filled with premium down insulation for exceptional warmth. The sleek design in deep navy blue is complemented by contrasting silver zippers and emblems. Equipped with weather-resistant fabric and a removable hood, this jacket is your ultimate companion for extreme winter adventures.", - "Price": 239.99, - "Embedding": [-0.0025709753, -0.005977055, -0.017564123, -0.020554334, -0.02529557, 0.0324613, -0.03321559, -0.009314103, 0.0017409225, -0.033915997, -0.0025187815, 0.014910648, -0.00094201753, -0.019153515, -0.018129839, -0.015880445, 0.021443315, -0.022844136, -0.0057548094, -0.012593907, 0.01947678, 0.02456822, 0.017564123, -0.0060511366, -0.015947793, -0.028043332, 0.024514344, -0.012533295, 0.018695554, 0.007401446, 0.02388128, 0.0062363413, -0.008633898, -0.00574134, -0.0021601582, -0.008088387, -0.020055965, -0.022803728, 0.003909499, -0.027518025, 0.030036805, -0.013657991, -0.014749014, 0.0063070557, -0.0047479705, -0.021173928, -0.012243702, -0.014493096, -0.0040744995, 0.01764494, 0.008344306, 0.0013789318, -0.02716782, -0.0051116445, -0.018008614, -0.008047978, -0.0045593986, -0.011314312, 0.022642095, -0.019369025, 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This rugged and reliable watch features a built-in GPS that tracks your location, speed, and distance accurately. The sleek camo design with a vivid orange strap adds a sporty touch. With its long battery life and water-resistant construction, you can trust this watch to guide you through any outdoor expedition.", - "Price": 199.00, - "Embedding": [-0.015196159, -0.0043258397, -0.016492898, -0.012042112, 0.010981757, 0.0062540635, -0.016465882, -0.021031484, 0.009043403, -0.019599669, -0.006804502, 0.0035086242, -0.02222016, -0.0062979637, -0.0062034098, 0.0122447265, 0.01706022, -0.012717497, 0.012555404, -0.013136235, -0.023597946, 0.016141698, -0.0018556198, -0.024016684, -0.012028604, -0.018654129, 0.006912564, -0.018735176, 0.013993974, -0.003792286, 0.016168714, 0.0010941235, -0.022963084, -0.021099022, 0.002627247, 0.008023572, -0.0028585664, -0.004977586, 0.0019265353, 0.0115896035, 0.014831451, 0.0150340665, -0.013257804, 0.002068366, -0.021328652, 0.014736897, 0.014264127, -0.01140725, -0.022936068, -0.00030117942, -0.010981757, -0.0015153947, -0.01319702, -0.012717497, 0.0210585, 0.006098725, 0.025083793, 0.0019906969, 0.014142558, -0.03149995, 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This powerful board features a sleek design in icy white, with a durable wood core, a versatile medium flex, and a precision base that allows for smooth rides and easy turns. Strap on and carve your way to glory.", - "Price": 449.99, - "Embedding": [-0.020163737, -0.008261259, -0.020920692, -0.031974856, 0.0017716681, -0.00942932, -0.027146, -0.041058328, 0.008378718, -0.03829152, -0.007987189, 0.008522279, -0.008098122, -0.0031110232, -0.013364186, 0.020163737, 0.011700188, -0.006023019, 0.0016248447, -0.010231954, -0.023309018, -0.0031893288, -0.0032545838, -0.012241802, -0.008913808, -0.009435846, 0.016013531, 0.001810821, 0.010179751, 0.019706953, 0.042128507, -0.009755595, 0.010153648, -0.022134433, -0.030147722, -0.017853716, -0.0035433362, -0.014995555, 0.00057342666, 0.014316905, 0.016274549, -0.006626626, -0.0061404775, 0.017018454, 0.0051975455, -0.0017602486, 0.0012218964, -0.021847311, 0.013533847, 0.010225429, -0.009246606, 0.011856799, -0.008672364, -0.004414488, 0.015843868, -0.00888118, 0.012424516, -0.0039838064, 0.02685888, -0.03810881, -0.013964529, -0.026780574, -0.0016378957, 0.02535802, 0.006365607, -0.0077783735, -0.020059329, 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This durable and lightweight harness, available in bold red, provides maximum comfort and safety while scaling tricky routes. 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Available in tiger stripes, this backpack offers a spacious main compartment, multiple pockets, and a hydration system compatible design. The lightweight and durable construction ensures maximum comfort on the trails.", - "Price": 79.99, - "Embedding": [0.0069351937, 0.0128364, 0.008088225, -0.020462053, 0.028135322, 0.016013188, -0.039944537, -0.040924106, 0.0030662466, -0.025210228, -0.0043060104, -0.0030764504, 0.0085576, 0.019115148, 0.0047311694, 0.0003452291, 0.02631224, 0.0053467997, -0.0017601582, 0.0012176554, 0.010972504, 0.014149291, 0.00422438, -0.014285342, -0.019632142, -0.0010008243, 0.037958194, -0.019346435, 0.031727064, 0.0006543197, 0.00999974, -0.008244683, -0.023672853, -0.029903984, -0.010571153, 0.0045543034, -0.00053059845, 0.0053842138, 0.009741243, 0.0033043358, 0.023645643, 0.034584135, 0.009020173, 0.008802492, -0.009489548, 0.012938439, -0.012713955, -0.02695168, -0.02542791, -0.00031164155, 0.00048085483, 0.005210749, -0.007040633, 0.016557392, -0.005452239, 0.008652836, 0.003115565, 0.02155046, 0.036026273, -0.025727222, -0.002957406, -0.0052685705, -0.028489053, 0.0010458911, 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This helmet, in a glossy grey, features a lightweight design, adjustable straps, and excellent ventilation to keep you cool. The aerodynamic shape reduces air resistance, enabling you to pick up speed with confidence.", - "Price": 129.99, - "Embedding": [0.016035018, 0.0137253385, -0.005601637, -0.023879966, 0.025074627, -0.0017637857, 0.0031492617, -0.024902064, 0.027211744, -0.025472848, 0.023561388, -0.0038229183, -0.0179863, 0.00044094643, 0.0066171, -0.010738684, 0.024344556, -0.000200977, 0.0007968561, -0.0051569575, -0.005960036, 0.0103471, -0.013207652, 0.00032396909, -0.0023577982, -0.022791496, 0.015862456, -0.028565696, 0.034645196, -0.015955374, 0.012318293, 0.014097012, 0.0045463527, -0.01818541, -0.02729139, 0.01825178, 0.013174467, 0.0015165571, 0.010386922, 0.03159217, 0.021371175, -0.003117736, 0.008389181, 0.0135063175, -0.018530535, 0.024610037, 0.016858008, -0.017349146, -0.0022167617, 0.009218808, -0.010001975, 0.01947299, -0.021557013, -0.009623666, 0.0009349889, -0.016154485, 0.012908987, 0.0033168462, 0.046857297, -0.01811904, -0.019632278, -0.010413471, -0.035308897, 0.0103072785, 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This spacious tent, available in forest green, comfortably fits up to six people with a separate sleeping area and a generous living space. Its sturdy construction and weather-resistant materials ensure durability and protection from the elements.", - "Price": 279.99, - "Embedding": [0.01782123, -0.0024562161, 0.013369235, -0.0053794943, -0.020616977, 0.020550728, -0.012746486, -0.028566968, -0.0017837792, -0.0012355611, -0.029785967, 0.024605222, -0.020047229, -0.0075326166, -0.01964973, 0.019596728, 0.006300368, -0.008135491, -0.002683122, -0.010692738, -0.006638243, -0.0034946837, -0.005144307, 0.008546241, -0.009844739, -0.033681463, 0.014044984, -0.0030574342, 0.022326225, 0.009400865, 0.0052867443, 0.0038756207, -0.005313244, -0.026261471, 0.006187743, -0.0017986855, -0.020153228, 0.012223111, 0.022750225, -0.00047244478, 0.021120477, -0.0093346145, -0.012839236, 0.03468846, -0.006326868, 0.018748729, 0.007943367, -0.007824116, 0.00886424, -0.011023988, 0.014190734, 0.001021077, -0.011388362, 0.003650371, 1.3547592E-05, 0.012819361, -0.010792113, 0.00461762, 0.032515462, -0.034529462, -0.0076783667, -0.00031634342, 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This versatile bag, in vibrant orange, features a roll-top closure system, adjustable shoulder straps, and durable PVC-coated fabric to withstand water, sand, and dirt. Ideal for adventures on land or water.", - "Price": 49.99, - "Embedding": [0.02063212, -0.0016778104, 0.008643369, -0.010124895, 0.0033283117, 0.021765452, -0.018966256, -0.0316787, 0.012248187, -0.023677098, 0.005332126, 0.018665854, 0.00070235913, 0.022448182, 0.0068750973, -0.016344571, 0.02569798, 0.007093571, 0.0048644557, -0.027937336, 0.013757022, -0.0050795157, -0.0025005008, 0.0010198288, -0.017846579, -0.02709075, 0.02075501, -0.012760235, 0.018420072, -0.022803202, 0.007469073, 0.0012075797, -0.03140561, 0.0007787396, 0.0006754766, 0.0024561232, -0.004052006, 0.01740963, 0.0037277092, -0.0031542154, 0.020836938, 0.02232529, 0.015293166, 0.008247386, -0.017996779, 0.0004145455, -0.025506815, -0.01921204, 0.007687547, 0.00038851638, 0.014719672, 0.006182126, 0.0038540142, -0.007844575, -0.014733327, 0.0046493956, 0.010275096, -0.0011819773, 0.025247378, -0.030395167, -0.031105207, -0.0024748985, -0.010370678, 0.0003614205, 0.015429712, -0.013873086, -0.004557227, 0.0034392555, 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Available in charcoal gray, this jacket offers ultimate protection with its waterproof and windproof shell. The breathable fabric and adjustable cuffs ensure comfort, allowing you to explore in any weather condition.", - "Price": 179.99, - "Embedding": [0.011331418, -0.012172242, -0.014425388, -0.02300442, -0.025947304, 0.015502694, -0.0205345, -0.04837366, 0.0006630522, -0.01626469, -0.01756534, 0.0048478763, -0.0076593817, 0.0016438768, -0.00958408, -0.0019657547, 0.02251832, -0.0009434637, 0.0104249045, -0.006542662, 0.0054883477, 0.022728525, 0.0047953245, 0.002422296, 0.004076026, -0.028666845, 0.024975102, -0.01280286, 0.0340271, -0.010911006, 0.017341996, 0.02035057, -0.018445577, -0.022859905, -0.013144445, 0.0066510495, -0.009249065, -0.019982709, 0.01627783, -0.011121212, 0.028588017, -0.007876157, 0.002842708, -0.0016052842, -0.0009836984, 0.004476731, -0.0048216004, -0.0288245, 0.0038493976, 0.010089889, -0.020140365, 0.00030299227, -0.025369238, -0.0012423504, -0.006174802, -0.0029954356, 0.0030808318, -0.006871109, 0.032135244, -0.023713866, -0.032949794, -0.021559255, 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This sleek and durable watch, in midnight blue, features a built-in GPS, altimeter, and compass, allowing you to track your routes and monitor your progress. With multiple sport modes, it's the ideal companion for outdoor enthusiasts.", - "Price": 199.99, - "Embedding": [0.017663425, 0.009977812, -0.009424987, -0.022868067, -0.028692951, 0.025308587, -0.02727718, -0.018782558, 0.0113463905, -0.017447688, 0.023623144, 0.017191501, -0.017636457, -0.004358551, -0.0054068957, 0.0022871438, 0.02036013, -0.004843958, -0.000843142, 0.00018118494, -0.010881209, 0.0034433564, 0.037349377, -0.016261138, -0.003426502, -0.012654293, 0.006286696, -0.018580304, 0.03174023, 0.0035899899, 0.021330945, 0.00052038, -0.023056837, -0.014953235, 0.0008599964, 0.01123178, 0.00446979, -0.0017949949, -0.002799518, -0.002811316, 0.019658986, -0.0046349633, -0.0020039896, -0.0025871524, -0.035192013, 0.016584743, 0.0049012634, -0.019888207, -0.005824885, 0.0035967317, -0.0064114183, 0.022396144, 0.0009944104, -0.005477684, 0.017407237, -0.01581618, 0.02925926, -0.0038664022, 0.0026343446, -0.011474484, -0.011595836, -0.015977982, -0.01359814, 0.04217648, 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These lightweight poles, in vibrant green, feature adjustable height, shock-absorbing capabilities, and ergonomic cork handles for a comfortable grip. Whether ascending or descending, these poles provide stability and support.", - "Price": 79.99, - "Embedding": [0.00660584, -0.012820522, 0.0010883281, -0.022417368, -0.0065990957, 0.0382525, -0.017817896, -0.031913053, 0.019463455, -0.031292595, 0.008908948, 0.0047208657, -0.0029134485, -0.0018934043, -0.0073645506, -0.0019068925, 0.021621564, -0.008032216, -0.02187784, 0.007209436, -0.022660155, 0.042973366, 0.001728174, 0.011984254, 0.0146616595, -0.040653396, 0.02492617, -0.0035676255, 0.010810782, -0.0018816022, 0.024022462, -0.015794668, -0.014729101, -0.009954282, -0.037092514, -0.017804408, 0.0129621485, -0.0012746337, 0.0036654149, 0.0026504288, 0.02001647, -0.008672904, -0.0017551504, -0.007998495, -0.0069396724, 0.036148343, 0.012233786, 0.0053446945, -0.02276806, 0.015201188, -0.0074589676, 0.013198191, -0.007061066, 0.013016101, 0.0021058433, -0.00978568, 0.018101148, -0.0019035204, 0.013987251, -0.0059988713, -0.026922422, -0.005415507, -0.025115006, -0.015174211, 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With their durable leather upper and rugged rubber sole, they offer excellent traction and protection. These shoes come in a timeless brown color that adds a touch of style to your outdoor adventures.", - "Price": 135.99, - "Embedding": [0.009782591, -0.024210734, -0.013748143, -0.030889558, 0.011041603, 0.028573515, -0.00754734, -0.04303532, 0.024910934, -0.02608242, 0.00081465486, 0.0043964433, 0.008240806, -0.017356861, -0.0064835753, -0.0051437714, 0.023685586, 0.00041132496, 0.014286757, 0.0016150028, -0.0049518896, 0.0062681297, -0.0035952537, -0.008368727, 0.010045166, -0.021719642, 0.02658064, -0.017383792, 0.019565182, -0.030566389, 0.008005163, 0.009661403, -0.016427752, -0.017733892, -0.0039554522, 0.008833283, 0.0031105003, -0.001149606, 0.009789323, 0.008294668, 0.014838837, 0.010361602, -0.0026745591, 0.0045344634, 0.024358854, 0.019322805, 0.018986171, -0.011223386, -0.0072511015, -0.0028445593, -0.018420625, 0.005453475, 0.002841193, -0.00083864003, 0.019982608, -0.0036558479, 0.0064128824, -0.006860606, 0.038780265, -0.0025685192, -0.019066963, 0.032882433, -0.03360956, 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= await create_openai_embed_client() - - async with async_sessionmaker(engine, expire_on_commit=False)() as session: - async with session.begin(): - items = (await session.scalars(select(Item))).all() - - for item in items: - item.embedding = await compute_text_embedding( - item.to_str_for_embedding(), - openai_client=openai_embed_client, - embed_model=openai_embed_model, - embedding_dimensions=openai_embed_dimensions, - ) - - await session.commit() - - -if __name__ == "__main__": - load_dotenv(override=True) - asyncio.run(update_embeddings()) diff --git a/src/frontend/package-lock.json b/src/frontend/package-lock.json index 91ccbd66..252ddabd 100644 --- a/src/frontend/package-lock.json +++ b/src/frontend/package-lock.json @@ -15,7 +15,7 @@ "@fluentui/react-icons": "^2.0.221", "@microsoft/ai-chat-protocol": "1.0.0-beta.20240610.1", "@react-spring/web": "^9.7.3", - "dompurify": "^3.0.6", + "dompurify": "^3.2.4", "marked": "^9.1.6", "react": "^18.2.0", "react-dom": "^18.2.0", @@ -28,22 +28,24 @@ "@types/react": "^18.2.34", "@types/react-dom": "^18.2.14", "@types/react-syntax-highlighter": "^15.5.7", - "@vitejs/plugin-react": "^4.1.1", + "@vitejs/plugin-react": "^4.3.4", "prettier": "^3.0.3", "typescript": "^5.2.2", - "vite": "^4.5.3" + "vite": "^6.3.4" }, "engines": { "node": ">=14.0.0" } }, "node_modules/@ampproject/remapping": { - "version": "2.2.1", + "version": "2.3.0", + "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz", + "integrity": "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==", "dev": true, "license": "Apache-2.0", "dependencies": { - "@jridgewell/gen-mapping": "^0.3.0", - "@jridgewell/trace-mapping": "^0.3.9" + "@jridgewell/gen-mapping": "^0.3.5", + "@jridgewell/trace-mapping": "^0.3.24" }, "engines": { "node": ">=6.0.0" @@ -82,19 +84,24 @@ } }, "node_modules/@babel/code-frame": { - "version": "7.22.13", + "version": "7.26.2", + "resolved": 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"sha512-dle9A3yYxlBSrt8Fu+IpjGT8SY8hN0mlaA6GY8t0P5PjIOZemULz/E2Bnm/2dcUOena75OTNkHI76uZBNUUq3A==", "dev": true, "requires": { - "nanoid": "^3.3.6", - "picocolors": "^1.0.0", - "source-map-js": "^1.0.2" + "nanoid": "^3.3.8", + "picocolors": "^1.1.1", + "source-map-js": "^1.2.1" } }, "prettier": { @@ -5760,7 +6868,9 @@ "version": "17.0.2" }, "react-refresh": { - "version": "0.14.0", + "version": "0.14.2", + "resolved": "https://registry.npmjs.org/react-refresh/-/react-refresh-0.14.2.tgz", + "integrity": "sha512-jCvmsr+1IUSMUyzOkRcvnVbX3ZYC6g9TDrDbFuFmRDq7PD4yaGbLKNQL6k2jnArV8hjYxh7hVhAZB6s9HDGpZA==", "dev": true }, "react-router": { @@ -5808,9 +6918,6 @@ } } }, - "regenerator-runtime": { - "version": "0.14.0" - }, "resolve": { "version": "1.22.4", "requires": { @@ -5820,7 +6927,9 @@ } }, "rollup": { - "version": "3.29.4", + "version": "3.29.5", + "resolved": "https://registry.npmjs.org/rollup/-/rollup-3.29.5.tgz", + "integrity": "sha512-GVsDdsbJzzy4S/v3dqWPJ7EfvZJfCHiDqe80IyrF59LYuP+e6U1LJoUqeuqRbwAWoMNoXivMNeNAOf5E22VA1w==", "requires": { "fsevents": "~2.3.2" } @@ -5840,10 +6949,14 @@ }, "semver": { "version": "6.3.1", + "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz", + "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==", "dev": true }, "source-map-js": { - "version": "1.0.2", + "version": "1.2.1", + "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz", + "integrity": "sha512-UXWMKhLOwVKb728IUtQPXxfYU+usdybtUrK/8uGE8CQMvrhOpwvzDBwj0QhSL7MQc7vIsISBG8VQ8+IDQxpfQA==", "dev": true }, "space-separated-tokens": { @@ -5852,13 +6965,6 @@ "stylis": { "version": "4.3.0" }, - "supports-color": { - "version": "5.5.0", - "dev": true, - "requires": { - "has-flag": "^3.0.0" - } - }, "supports-preserve-symlinks-flag": { "version": "1.0.0" }, @@ -5869,9 +6975,30 @@ "tslib": "^2.3.1" } }, - "to-fast-properties": { - "version": "2.0.0", - "dev": true + "tinyglobby": { + "version": "0.2.13", + "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.13.tgz", + "integrity": "sha512-mEwzpUgrLySlveBwEVDMKk5B57bhLPYovRfPAXD5gA/98Opn0rCDj3GtLwFvCvH5RK9uPCExUROW5NjDwvqkxw==", + "dev": true, + "requires": { + "fdir": "^6.4.4", + "picomatch": "^4.0.2" + }, + "dependencies": { + "fdir": { + "version": "6.4.4", + "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.4.tgz", + "integrity": "sha512-1NZP+GK4GfuAv3PqKvxQRDMjdSRZjnkq7KfhlNrCNNlZ0ygQFpebfrnfnq/W7fpUnAv9aGWmY1zKx7FYL3gwhg==", + "dev": true, + "requires": {} + }, + "picomatch": { + "version": "4.0.2", + "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz", + "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==", + "dev": true + } + } }, "tslib": { "version": "2.6.3", @@ -5882,11 +7009,13 @@ "version": "5.2.2" }, "update-browserslist-db": { - "version": "1.0.13", + "version": "1.1.3", + "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.1.3.tgz", + "integrity": "sha512-UxhIZQ+QInVdunkDAaiazvvT/+fXL5Osr0JZlJulepYu6Jd7qJtDZjlur0emRlT71EN3ScPoE7gvsuIKKNavKw==", "dev": true, "requires": { - "escalade": "^3.1.1", - "picocolors": "^1.0.0" + "escalade": "^3.2.0", + "picocolors": "^1.1.1" } }, "use-disposable": { @@ -5894,15 +7023,62 @@ "requires": {} }, "vite": { - "version": "4.5.3", - "resolved": "https://registry.npmjs.org/vite/-/vite-4.5.3.tgz", - "integrity": "sha512-kQL23kMeX92v3ph7IauVkXkikdDRsYMGTVl5KY2E9OY4ONLvkHf04MDTbnfo6NKxZiDLWzVpP5oTa8hQD8U3dg==", + "version": "6.3.4", + "resolved": "https://registry.npmjs.org/vite/-/vite-6.3.4.tgz", + "integrity": "sha512-BiReIiMS2fyFqbqNT/Qqt4CVITDU9M9vE+DKcVAsB+ZV0wvTKd+3hMbkpxz1b+NmEDMegpVbisKiAZOnvO92Sw==", "dev": true, "requires": { - "esbuild": "^0.18.10", - "fsevents": "~2.3.2", - "postcss": "^8.4.27", - "rollup": "^3.27.1" + "esbuild": "^0.25.0", + "fdir": "^6.4.4", + "fsevents": "~2.3.3", + "picomatch": "^4.0.2", + "postcss": "^8.5.3", + "rollup": "^4.34.9", + "tinyglobby": "^0.2.13" + }, + "dependencies": { + "fdir": { + "version": "6.4.4", + "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.4.tgz", + "integrity": "sha512-1NZP+GK4GfuAv3PqKvxQRDMjdSRZjnkq7KfhlNrCNNlZ0ygQFpebfrnfnq/W7fpUnAv9aGWmY1zKx7FYL3gwhg==", + "dev": true, + "requires": {} + }, + "picomatch": { + "version": "4.0.2", + "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz", + "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==", + "dev": true + }, + "rollup": { + "version": "4.36.0", + "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.36.0.tgz", + "integrity": "sha512-zwATAXNQxUcd40zgtQG0ZafcRK4g004WtEl7kbuhTWPvf07PsfohXl39jVUvPF7jvNAIkKPQ2XrsDlWuxBd++Q==", + "dev": true, + "requires": { + "@rollup/rollup-android-arm-eabi": "4.36.0", + "@rollup/rollup-android-arm64": "4.36.0", + "@rollup/rollup-darwin-arm64": "4.36.0", + "@rollup/rollup-darwin-x64": "4.36.0", + "@rollup/rollup-freebsd-arm64": "4.36.0", + "@rollup/rollup-freebsd-x64": "4.36.0", + "@rollup/rollup-linux-arm-gnueabihf": "4.36.0", + "@rollup/rollup-linux-arm-musleabihf": "4.36.0", + "@rollup/rollup-linux-arm64-gnu": "4.36.0", + "@rollup/rollup-linux-arm64-musl": "4.36.0", + "@rollup/rollup-linux-loongarch64-gnu": "4.36.0", + "@rollup/rollup-linux-powerpc64le-gnu": "4.36.0", + "@rollup/rollup-linux-riscv64-gnu": "4.36.0", + "@rollup/rollup-linux-s390x-gnu": "4.36.0", + "@rollup/rollup-linux-x64-gnu": "4.36.0", + "@rollup/rollup-linux-x64-musl": "4.36.0", + "@rollup/rollup-win32-arm64-msvc": "4.36.0", + "@rollup/rollup-win32-ia32-msvc": "4.36.0", + "@rollup/rollup-win32-x64-msvc": "4.36.0", + "@types/estree": "1.0.6", + "fsevents": "~2.3.2" + } + } } }, "xtend": { @@ -5910,6 +7086,8 @@ }, "yallist": { "version": "3.1.1", + "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz", + "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==", "dev": true } } diff --git a/src/frontend/package.json b/src/frontend/package.json index 86378191..5d8aecfd 100644 --- a/src/frontend/package.json +++ b/src/frontend/package.json @@ -19,7 +19,7 @@ "@fluentui/react-icons": "^2.0.221", "@react-spring/web": "^9.7.3", "marked": "^9.1.6", - "dompurify": "^3.0.6", + "dompurify": "^3.2.4", "react": "^18.2.0", "react-dom": "^18.2.0", "react-router-dom": "^6.18.0", @@ -31,10 +31,10 @@ "@types/dompurify": "^3.0.4", "@types/react": "^18.2.34", "@types/react-dom": "^18.2.14", - "@vitejs/plugin-react": "^4.1.1", + "@vitejs/plugin-react": "^4.3.4", "prettier": "^3.0.3", "typescript": "^5.2.2", "@types/react-syntax-highlighter": "^15.5.7", - "vite": "^4.5.3" + "vite": "^6.3.4" } } diff --git a/src/frontend/src/api/models.ts b/src/frontend/src/api/models.ts index deee7b68..4e9c3e26 100644 --- a/src/frontend/src/api/models.ts +++ b/src/frontend/src/api/models.ts @@ -1,4 +1,4 @@ -import { AIChatCompletion } from "@microsoft/ai-chat-protocol"; +import { AIChatCompletion, AIChatCompletionDelta, AIChatCompletionOperationOptions } from "@microsoft/ai-chat-protocol"; export const enum RetrievalMode { Hybrid = "hybrid", @@ -14,6 +14,14 @@ export type ChatAppRequestOverrides = { prompt_template?: string; }; +export type ChatAppRequestContext = { + overrides: ChatAppRequestOverrides; +}; + +export interface ChatAppRequestOptions extends AIChatCompletionOperationOptions { + context: ChatAppRequestContext +} + export type Thoughts = { title: string; description: any; // It can be any output from the api @@ -29,3 +37,7 @@ export type RAGContext = { export interface RAGChatCompletion extends AIChatCompletion { context: RAGContext; } + +export interface RAGChatCompletionDelta extends AIChatCompletionDelta { + context: RAGContext; +} diff --git a/src/frontend/src/components/AnalysisPanel/ThoughtProcess.tsx b/src/frontend/src/components/AnalysisPanel/ThoughtProcess.tsx index 3f86531f..b15aef6b 100644 --- a/src/frontend/src/components/AnalysisPanel/ThoughtProcess.tsx +++ b/src/frontend/src/components/AnalysisPanel/ThoughtProcess.tsx @@ -1,10 +1,14 @@ import { Stack } from "@fluentui/react"; -import SyntaxHighlighter from "react-syntax-highlighter"; +import { Light as SyntaxHighlighter } from "react-syntax-highlighter"; +import json from "react-syntax-highlighter/dist/esm/languages/hljs/json"; +import { a11yLight } from "react-syntax-highlighter/dist/esm/styles/hljs"; import styles from "./AnalysisPanel.module.css"; import { Thoughts } from "../../api"; +SyntaxHighlighter.registerLanguage("json", json); + interface Props { thoughts: Thoughts[]; } @@ -25,7 +29,7 @@ export const ThoughtProcess = ({ thoughts }: Props) => { ))} {Array.isArray(t.description) ? ( - + {JSON.stringify(t.description, null, 2)} ) : ( diff --git a/src/frontend/src/components/Answer/Answer.tsx b/src/frontend/src/components/Answer/Answer.tsx index a542064c..01b8bd3f 100644 --- a/src/frontend/src/components/Answer/Answer.tsx +++ b/src/frontend/src/components/Answer/Answer.tsx @@ -1,4 +1,4 @@ -import { useMemo } from "react"; +import { useMemo, useState } from "react"; import { Stack, IconButton } from "@fluentui/react"; import DOMPurify from "dompurify"; @@ -29,6 +29,7 @@ export const Answer = ({ onFollowupQuestionClicked, showFollowupQuestions }: Props) => { + const [isReferencesCollapsed, setIsReferencesCollapsed] = useState(true); const followupQuestions = answer.context.followup_questions; const messageContent = answer.message.content; const parsedAnswer = useMemo(() => parseAnswerToHtml(messageContent, isStreaming, onCitationClicked), [answer]); @@ -60,22 +61,32 @@ export const Answer = ({ {!!parsedAnswer.citations.length && ( - References: + + setIsReferencesCollapsed(!isReferencesCollapsed)} + /> + References: + + + {!isReferencesCollapsed && (
    - {parsedAnswer.citations.map((rowId, ind) => { - const citation = answer.context.data_points[rowId]; - if (!citation) return null; - return ( -
  1. -

    {citation.name}

    -

    Brand: {citation.brand}

    -

    Price: {citation.price}

    -

    {citation.description}

    -
    2. - ); - })} + {parsedAnswer.citations.map((rowId, ind) => { + const citation = answer.context.data_points[rowId]; + if (!citation) return null; + return ( +
  2. +

    {citation.name}

    +

    Brand: {citation.brand}

    +

    Price: {citation.price}

    +

    {citation.description}

    +
    3. + ); + })}
- + )} )} diff --git a/src/frontend/src/pages/chat/Chat.tsx b/src/frontend/src/pages/chat/Chat.tsx index 6918cf76..f583f012 100644 --- a/src/frontend/src/pages/chat/Chat.tsx +++ b/src/frontend/src/pages/chat/Chat.tsx @@ -1,11 +1,11 @@ import { useRef, useState, useEffect } from "react"; import { Panel, DefaultButton, TextField, SpinButton, Slider, Checkbox } from "@fluentui/react"; import { SparkleFilled } from "@fluentui/react-icons"; -import { AIChatMessage, AIChatProtocolClient } from "@microsoft/ai-chat-protocol"; import styles from "./Chat.module.css"; -import {RetrievalMode, RAGChatCompletion} from "../../api"; +import { RetrievalMode, RAGChatCompletion, RAGChatCompletionDelta, ChatAppRequestOptions } from "../../api"; +import { AIChatProtocolClient, AIChatMessage } from "@microsoft/ai-chat-protocol"; import { Answer, AnswerError, AnswerLoading } from "../../components/Answer"; import { QuestionInput } from "../../components/QuestionInput"; import { ExampleList } from "../../components/Example"; @@ -22,11 +22,13 @@ const Chat = () => { const [retrieveCount, setRetrieveCount] = useState(3); const [retrievalMode, setRetrievalMode] = useState(RetrievalMode.Hybrid); const [useAdvancedFlow, setUseAdvancedFlow] = useState(true); + const [shouldStream, setShouldStream] = useState(true); const lastQuestionRef = useRef(""); const chatMessageStreamEnd = useRef(null); const [isLoading, setIsLoading] = useState(false); + const [isStreaming, setIsStreaming] = useState(false); const [error, setError] = useState(); const [activeCitation, setActiveCitation] = useState(); @@ -34,7 +36,55 @@ const Chat = () => { const [selectedAnswer, setSelectedAnswer] = useState(0); const [answers, setAnswers] = useState<[user: string, response: RAGChatCompletion][]>([]); - + const [streamedAnswers, setStreamedAnswers] = useState<[user: string, response: RAGChatCompletion][]>([]); + + const handleAsyncRequest = async (question: string, answers: [string, RAGChatCompletion][], result: AsyncIterable) => { + let answer = ""; + let chatCompletion: RAGChatCompletion = { + context: { + data_points: {}, + followup_questions: null, + thoughts: [] + }, + message: { content: "", role: "assistant" } + }; + const updateState = (newContent: string) => { + return new Promise(resolve => { + setTimeout(() => { + answer += newContent; + // We need to create a new object to trigger a re-render + const latestCompletion: RAGChatCompletion = { + ...chatCompletion, + message: { content: answer, role: chatCompletion.message.role } + }; + setStreamedAnswers([...answers, [question, latestCompletion]]); + resolve(null); + }, 33); + }); + }; + try { + setIsStreaming(true); + for await (const response of result) { + if (response.context) { + chatCompletion.context = { + ...chatCompletion.context, + ...response.context + }; + } + if (response.delta && response.delta.role) { + chatCompletion.message.role = response.delta.role; + } + if (response.delta && response.delta.content) { + setIsLoading(false); + await updateState(response.delta.content); + } + } + } finally { + setIsStreaming(false); + } + chatCompletion.message.content = answer; + return chatCompletion; + }; const makeApiRequest = async (question: string) => { lastQuestionRef.current = question; @@ -49,7 +99,7 @@ const Chat = () => { { content: answer[1].message.content, role: "assistant" } ]); const allMessages: AIChatMessage[] = [...messages, { content: question, role: "user" }]; - const options = { + const options: ChatAppRequestOptions = { context: { overrides: { use_advanced_flow: useAdvancedFlow, @@ -58,11 +108,18 @@ const Chat = () => { prompt_template: promptTemplate.length === 0 ? undefined : promptTemplate, temperature: temperature } - } + }, + sessionState: answers.length ? answers[answers.length - 1][1].sessionState : null }; const chatClient: AIChatProtocolClient = new AIChatProtocolClient("/chat"); - const result = await chatClient.getCompletion(allMessages, options) as RAGChatCompletion; - setAnswers([...answers, [question, result]]); + if (shouldStream) { + const result = (await chatClient.getStreamedCompletion(allMessages, options)) as AsyncIterable; + const parsedResponse = await handleAsyncRequest(question, answers, result); + setAnswers([...answers, [question, parsedResponse]]); + } else { + const result = (await chatClient.getCompletion(allMessages, options)) as RAGChatCompletion; + setAnswers([...answers, [question, result]]); + } } catch (e) { setError(e); } finally { @@ -76,10 +133,13 @@ const Chat = () => { setActiveCitation(undefined); setActiveAnalysisPanelTab(undefined); setAnswers([]); + setStreamedAnswers([]); setIsLoading(false); + setIsStreaming(false); }; useEffect(() => chatMessageStreamEnd.current?.scrollIntoView({ behavior: "smooth" }), [isLoading]); + useEffect(() => chatMessageStreamEnd.current?.scrollIntoView({ behavior: "auto" }), [streamedAnswers]); const onPromptTemplateChange = (_ev?: React.FormEvent, newValue?: string) => { setPromptTemplate(newValue || ""); @@ -99,7 +159,11 @@ const Chat = () => { const onUseAdvancedFlowChange = (_ev?: React.FormEvent, checked?: boolean) => { setUseAdvancedFlow(!!checked); - } + }; + + const onShouldStreamChange = (_ev?: React.FormEvent, checked?: boolean) => { + setShouldStream(!!checked); + }; const onExampleClicked = (example: string) => { makeApiRequest(example); @@ -143,7 +207,26 @@ const Chat = () => { ) : (
- {answers.map((answer, index) => ( + {isStreaming && + streamedAnswers.map((streamedAnswer, index) => ( +
+ +
+ onShowCitation(c, index)} + onThoughtProcessClicked={() => onToggleTab(AnalysisPanelTabs.ThoughtProcessTab, index)} + onSupportingContentClicked={() => onToggleTab(AnalysisPanelTabs.SupportingContentTab, index)} + onFollowupQuestionClicked={q => makeApiRequest(q)} + /> +
+
+ ))} + {!isStreaming && + answers.map((answer, index) => (
@@ -210,7 +293,6 @@ const Chat = () => { onRenderFooterContent={() => setIsConfigPanelOpen(false)}>Close} isFooterAtBottom={true} > - { onChange={onRetrieveCountChange} /> - setRetrievalMode(retrievalMode)} - /> - + setRetrievalMode(retrievalMode)} />

Settings for final chat completion:

@@ -257,6 +336,12 @@ const Chat = () => { snapToStep /> +
diff --git a/src/frontend/vite.config.ts b/src/frontend/vite.config.ts index cb70c752..d5897478 100644 --- a/src/frontend/vite.config.ts +++ b/src/frontend/vite.config.ts @@ -4,8 +4,11 @@ import react from "@vitejs/plugin-react"; // https://vitejs.dev/config/ export default defineConfig({ plugins: [react()], + resolve: { + preserveSymlinks: true, + }, build: { - outDir: "../static", + outDir: "../backend/static", emptyOutDir: true, sourcemap: true, rollupOptions: { diff --git a/src/gunicorn.conf.py b/src/gunicorn.conf.py deleted file mode 100644 index 03df0f74..00000000 --- a/src/gunicorn.conf.py +++ /dev/null @@ -1,11 +0,0 @@ -import multiprocessing - -max_requests = 1000 -max_requests_jitter = 50 -log_file = "-" -bind = "0.0.0.0:8000" -workers = (multiprocessing.cpu_count() * 2) + 1 - -worker_class = "uvicorn.workers.UvicornWorker" - -timeout = 600 diff --git a/src/requirements.txt b/src/requirements.txt deleted file mode 100644 index cf57fdaa..00000000 --- a/src/requirements.txt +++ /dev/null @@ -1,2 +0,0 @@ -gunicorn>=22.0.0,<23.0.0 -uvicorn>=0.30.1,<1.0.0 \ No newline at end of file diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 00000000..5fe67053 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,379 @@ +import json +import os +from pathlib import Path +from unittest import mock + +import openai +import openai.resources +import pytest +import pytest_asyncio +from fastapi.testclient import TestClient +from openai.types import CreateEmbeddingResponse, Embedding +from openai.types.chat import ChatCompletion, ChatCompletionChunk +from openai.types.chat.chat_completion import ( + ChatCompletionMessage, + Choice, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall, Function +from openai.types.create_embedding_response import Usage +from sqlalchemy.ext.asyncio import async_sessionmaker + +from fastapi_app import create_app +from fastapi_app.openai_clients import create_openai_embed_client +from fastapi_app.postgres_engine import create_postgres_engine_from_env +from fastapi_app.setup_postgres_database import create_db_schema +from fastapi_app.setup_postgres_seeddata import seed_data +from tests.data import test_data +from tests.mocks import MockAzureCredential + +# Always use localhost for testing +POSTGRES_HOST = "localhost" +POSTGRES_USERNAME = os.getenv("POSTGRES_USERNAME", "admin") +POSTGRES_DATABASE = os.getenv("POSTGRES_DATABASE", "postgres") +POSTGRES_PASSWORD = os.getenv("POSTGRES_PASSWORD", "postgres") +POSTGRES_SSL = "prefer" +POSTGRESQL_DATABASE_URL = ( + f"postgresql+asyncpg://{POSTGRES_USERNAME}:{POSTGRES_PASSWORD}@{POSTGRES_HOST}/{POSTGRES_DATABASE}" +) + + +@pytest.fixture(scope="session") +def monkeypatch_session(): + with pytest.MonkeyPatch.context() as monkeypatch_session: + yield monkeypatch_session + + +@pytest.fixture(scope="session") +def mock_session_env(monkeypatch_session): + """Mock the environment variables for testing.""" + # Note that this does *not* clear existing env variables by default- + # we used to specify clear=True but this caused issues with Playwright tests + # https://github.com/microsoft/playwright-python/issues/2506 + with mock.patch.dict(os.environ): + # Database + monkeypatch_session.setenv("POSTGRES_HOST", POSTGRES_HOST) + monkeypatch_session.setenv("POSTGRES_USERNAME", POSTGRES_USERNAME) + monkeypatch_session.setenv("POSTGRES_DATABASE", POSTGRES_DATABASE) + monkeypatch_session.setenv("POSTGRES_PASSWORD", POSTGRES_PASSWORD) + monkeypatch_session.setenv("POSTGRES_SSL", POSTGRES_SSL) + monkeypatch_session.setenv("RUNNING_IN_PRODUCTION", "False") + # Azure Subscription + monkeypatch_session.setenv("AZURE_SUBSCRIPTION_ID", "test-storage-subid") + # Azure OpenAI + monkeypatch_session.setenv("OPENAI_CHAT_HOST", "azure") + monkeypatch_session.setenv("OPENAI_EMBED_HOST", "azure") + monkeypatch_session.setenv("AZURE_OPENAI_ENDPOINT", "https://api.openai.com/") + monkeypatch_session.setenv("AZURE_OPENAI_VERSION", "2024-03-01-preview") + monkeypatch_session.setenv("AZURE_OPENAI_CHAT_DEPLOYMENT", "gpt-4o-mini") + monkeypatch_session.setenv("AZURE_OPENAI_CHAT_MODEL", "gpt-4o-mini") + monkeypatch_session.setenv("AZURE_OPENAI_EMBED_DEPLOYMENT", "text-embedding-3-large") + monkeypatch_session.setenv("AZURE_OPENAI_EMBED_MODEL", "text-embedding-3-large") + monkeypatch_session.setenv("AZURE_OPENAI_EMBED_DIMENSIONS", "1024") + monkeypatch_session.setenv("AZURE_OPENAI_EMBEDDING_COLUMN", "embedding_3l") + monkeypatch_session.setenv("AZURE_OPENAI_KEY", "fakekey") + + yield + + +@pytest.fixture(scope="session") +def mock_session_env_openai(monkeypatch_session): + """Mock the environment variables for testing.""" + # Note that this does *not* clear existing env variables by default- + # we used to specify clear=True but this caused issues with Playwright tests + # https://github.com/microsoft/playwright-python/issues/2506 + with mock.patch.dict(os.environ): + # Database + monkeypatch_session.setenv("POSTGRES_HOST", POSTGRES_HOST) + monkeypatch_session.setenv("POSTGRES_USERNAME", POSTGRES_USERNAME) + monkeypatch_session.setenv("POSTGRES_DATABASE", POSTGRES_DATABASE) + monkeypatch_session.setenv("POSTGRES_PASSWORD", POSTGRES_PASSWORD) + monkeypatch_session.setenv("POSTGRES_SSL", POSTGRES_SSL) + monkeypatch_session.setenv("RUNNING_IN_PRODUCTION", "False") + # Azure Subscription + monkeypatch_session.setenv("AZURE_SUBSCRIPTION_ID", "test-storage-subid") + # OpenAI.com OpenAI + monkeypatch_session.setenv("OPENAI_CHAT_HOST", "openai") + monkeypatch_session.setenv("OPENAI_EMBED_HOST", "openai") + monkeypatch_session.setenv("OPENAICOM_KEY", "fakekey") + monkeypatch_session.setenv("OPENAICOM_CHAT_MODEL", "gpt-3.5-turbo") + monkeypatch_session.setenv("OPENAICOM_EMBED_MODEL", "text-embedding-3-large") + monkeypatch_session.setenv("OPENAICOM_EMBED_DIMENSIONS", "1024") + monkeypatch_session.setenv("OPENAICOM_EMBEDDING_COLUMN", "embedding_3l") + + yield + + +@pytest.fixture(scope="session") +def mock_session_env_ollama(monkeypatch_session): + """Mock the environment variables for testing.""" + # Note that this does *not* clear existing env variables by default- + # we used to specify clear=True but this caused issues with Playwright tests + # https://github.com/microsoft/playwright-python/issues/2506 + with mock.patch.dict(os.environ): + # Database + monkeypatch_session.setenv("POSTGRES_HOST", POSTGRES_HOST) + monkeypatch_session.setenv("POSTGRES_USERNAME", POSTGRES_USERNAME) + monkeypatch_session.setenv("POSTGRES_DATABASE", POSTGRES_DATABASE) + monkeypatch_session.setenv("POSTGRES_PASSWORD", POSTGRES_PASSWORD) + monkeypatch_session.setenv("POSTGRES_SSL", POSTGRES_SSL) + monkeypatch_session.setenv("RUNNING_IN_PRODUCTION", "False") + # Azure Subscription + monkeypatch_session.setenv("AZURE_SUBSCRIPTION_ID", "test-storage-subid") + # Ollama OpenAI + monkeypatch_session.setenv("OPENAI_CHAT_HOST", "ollama") + monkeypatch_session.setenv("OPENAI_EMBED_HOST", "ollama") + monkeypatch_session.setenv("OLLAMA_ENDPOINT", "http://host.docker.internal:11434/v1") + monkeypatch_session.setenv("OLLAMA_CHAT_MODEL", "llama3.1") + monkeypatch_session.setenv("OLLAMA_EMBED_MODEL", "nomic-embed-text") + monkeypatch_session.setenv("OLLAMA_EMBEDDING_COLUMN", "embedding_nomic") + + yield + + +async def create_and_seed_db(): + """Create and seed the database.""" + engine = await create_postgres_engine_from_env() + await create_db_schema(engine) + await seed_data(engine) + await engine.dispose() + + +@pytest_asyncio.fixture(scope="session") +async def app(mock_session_env): + """Create a FastAPI app.""" + if not Path("src/backend/static/").exists(): + pytest.skip("Please generate frontend files first!") + app = create_app(testing=True) + await create_and_seed_db() + return app + + +@pytest.fixture(scope="session") +def mock_openai_embedding(monkeypatch_session): + async def mock_acreate(*args, **kwargs): + return CreateEmbeddingResponse( + object="list", + data=[ + Embedding( + embedding=test_data.embeddings, + index=0, + object="embedding", + ) + ], + model="text-embedding-3-large", + usage=Usage(prompt_tokens=8, total_tokens=8), + ) + + monkeypatch_session.setattr(openai.resources.AsyncEmbeddings, "create", mock_acreate) + + yield + + +@pytest.fixture(scope="session") +def mock_openai_chatcompletion(monkeypatch_session): + class AsyncChatCompletionIterator: + def __init__(self, answer: str): + chunk_id = "test-id" + model = "gpt-4o-mini" + self.responses = [ + {"object": "chat.completion.chunk", "choices": [], "id": chunk_id, "model": model, "created": 1}, + { + "object": "chat.completion.chunk", + "choices": [{"delta": {"role": "assistant"}, "index": 0, "finish_reason": None}], + "id": chunk_id, + "model": model, + "created": 1, + }, + ] + # Split at << to simulate chunked responses + if answer.find("<<") > -1: + parts = answer.split("<<") + self.responses.append( + { + "object": "chat.completion.chunk", + "choices": [ + { + "delta": {"role": "assistant", "content": parts[0] + "<<"}, + "index": 0, + "finish_reason": None, + } + ], + "id": chunk_id, + "model": model, + "created": 1, + } + ) + self.responses.append( + { + "object": "chat.completion.chunk", + "choices": [ + {"delta": {"role": "assistant", "content": parts[1]}, "index": 0, "finish_reason": None} + ], + "id": chunk_id, + "model": model, + "created": 1, + } + ) + self.responses.append( + { + "object": "chat.completion.chunk", + "choices": [{"delta": {"role": None, "content": None}, "index": 0, "finish_reason": "stop"}], + "id": chunk_id, + "model": model, + "created": 1, + } + ) + else: + self.responses.append( + { + "object": "chat.completion.chunk", + "choices": [{"delta": {"content": answer}, "index": 0, "finish_reason": None}], + "id": chunk_id, + "model": model, + "created": 1, + } + ) + + async def __aenter__(self): + return self + + async def __aexit__(self, exc_type, exc_val, exc_tb): + return None + + def __aiter__(self): + return self + + async def __anext__(self): + if self.responses: + return ChatCompletionChunk.model_validate(self.responses.pop(0)) + else: + raise StopAsyncIteration + + async def mock_acreate(*args, **kwargs): + messages = kwargs["messages"] + last_question = messages[-1]["content"] + last_role = messages[-1]["role"] + if last_role == "tool": + items = json.loads(last_question)["items"] + arguments = {"query": "capital of France", "items": items, "filters": []} + return ChatCompletion( + object="chat.completion", + choices=[ + Choice( + message=ChatCompletionMessage( + role="assistant", + tool_calls=[ + ChatCompletionMessageToolCall( + id="call_abc123final", + type="function", + function=Function( + name="final_result", + arguments=json.dumps(arguments), + ), + ) + ], + ), + finish_reason="stop", + index=0, + ) + ], + id="test-123final", + created=0, + model="test-model", + ) + if last_question == "Find search results for user query: What is the capital of France?": + return ChatCompletion( + object="chat.completion", + choices=[ + Choice( + message=ChatCompletionMessage( + role="assistant", + tool_calls=[ + ChatCompletionMessageToolCall( + id="call_abc123", + type="function", + function=Function( + name="search_database", arguments='{"search_query":"climbing gear outside"}' + ), + ) + ], + ), + finish_reason="stop", + index=0, + ) + ], + id="test-123", + created=0, + model="test-model", + ) + elif last_question == "Find search results for user query: Are interest rates high?": + answer = "interest rates" + elif isinstance(last_question, list) and last_question[2].get("image_url"): + answer = "From the provided sources, the impact of interest rates and GDP growth on " + "financial markets can be observed through the line graph. [Financial Market Analysis Report 2023-7.png]" + else: + answer = "The capital of France is Paris. [Benefit_Options-2.pdf]." + if messages[0]["content"].find("Generate 3 very brief follow-up questions") > -1: + answer = "The capital of France is Paris. [Benefit_Options-2.pdf]. <>" + if "stream" in kwargs and kwargs["stream"] is True: + return AsyncChatCompletionIterator(answer) + else: + return ChatCompletion( + object="chat.completion", + choices=[ + Choice( + message=ChatCompletionMessage(role="assistant", content=answer), finish_reason="stop", index=0 + ) + ], + id="test-123", + created=0, + model="test-model", + ) + + monkeypatch_session.setattr(openai.resources.chat.completions.AsyncCompletions, "create", mock_acreate) + + yield + + +@pytest.fixture(scope="function") +def mock_azure_credential(mock_session_env): + """Mock the Azure credential for testing.""" + with mock.patch("azure.identity.AzureDeveloperCliCredential") as mock_azure_credential: + mock_azure_credential.return_value = MockAzureCredential() + yield mock_azure_credential + + +@pytest_asyncio.fixture(scope="function") +async def test_client(app, mock_azure_credential, mock_openai_embedding, mock_openai_chatcompletion): + """Create a test client.""" + with TestClient(app) as test_client: + yield test_client + + +@pytest_asyncio.fixture(scope="function") +async def db_session(mock_session_env, mock_azure_credential): + """Create a new database session with a rollback at the end of the test.""" + engine = await create_postgres_engine_from_env() + async_sesion = async_sessionmaker(autocommit=False, autoflush=False, bind=engine) + session = async_sesion() + await session.begin() + yield session + await session.rollback() + await session.close() + await engine.dispose() + + +@pytest_asyncio.fixture(scope="function") +async def postgres_searcher(mock_session_env, mock_azure_credential, db_session, mock_openai_embedding): + from fastapi_app.postgres_searcher import PostgresSearcher + + openai_embed_client = await create_openai_embed_client(mock_azure_credential) + + yield PostgresSearcher( + db_session=db_session, + openai_embed_client=openai_embed_client, + embed_deployment="text-embedding-3-large", + embed_model="text-embedding-3-large", + embed_dimensions=1024, + embedding_column="embedding_3l", + ) diff --git a/tests/data.py b/tests/data.py new file mode 100644 index 00000000..3e705dff --- /dev/null +++ b/tests/data.py @@ -0,0 +1,1044 @@ +from fastapi_app.api_models import ItemPublic + + +class TestData(ItemPublic): + embeddings: list[float] + + +test_data = TestData( + id=1, + type="Footwear", + brand="Daybird", + name="Wanderer Black Hiking Boots", + description="Daybird's Wanderer Hiking Boots in sleek black are perfect for all your " + "outdoor adventures. These boots are made with a waterproof leather upper and a durable " + "rubber sole for superior traction. With their cushioned insole and padded collar, " + "these boots will keep you comfortable all day long.", + price=109.99, + embeddings=[ + -0.007164456881582737, + 0.037004418671131134, + -0.009367527440190315, + -0.030484763905405998, + 0.004260613117367029, + 0.04925564303994179, + 0.0005096279783174396, + -0.02253221720457077, + -0.040264248847961426, + 0.03818655386567116, + 0.005865898914635181, + 0.016854384914040565, + 0.014024424366652966, + -0.0031859443988651037, + 0.009412305429577827, + -0.002482932060956955, + -0.036682020872831345, + 0.005346476100385189, + 0.023857641965150833, + 0.009600372053682804, + -0.006174866575747728, + -0.033063970506191254, + -0.03926122561097145, + 0.021851593628525734, + 0.0008630931843072176, + -0.01577076129615307, + 0.018394744023680687, + -0.014866247773170471, + -0.0025209933519363403, + 0.030771343037486076, + -0.03111165389418602, + 0.021779948845505714, + 0.07211025804281235, + 0.06809816509485245, + -0.05613351985812187, + 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0.07056990265846252, + 0.004332257434725761, + 0.0024448710028082132, + -0.014893114566802979, + -0.027404047548770905, + ], +) diff --git a/tests/e2e.py b/tests/e2e.py new file mode 100644 index 00000000..56f6023d --- /dev/null +++ b/tests/e2e.py @@ -0,0 +1,183 @@ +import socket +import time +from collections.abc import Generator +from contextlib import closing +from multiprocessing import Process + +import pytest +import requests +import uvicorn +from playwright.sync_api import Page, Route, expect + +import fastapi_app as app + +expect.set_options(timeout=10_000) + + +def wait_for_server_ready(url: str, timeout: float = 10.0, check_interval: float = 0.5) -> bool: + """Make requests to provided url until it responds without error.""" + conn_error = None + for _ in range(int(timeout / check_interval)): + try: + requests.get(url) + except requests.ConnectionError as exc: + time.sleep(check_interval) + conn_error = str(exc) + else: + return True + raise RuntimeError(conn_error) + + +@pytest.fixture(scope="session") +def free_port() -> int: + """Returns a free port for the test server to bind.""" + with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as s: + s.bind(("", 0)) + s.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) + return s.getsockname()[1] + + +def run_server(port: int): + uvicorn.run(app.create_app(testing=True), port=port) + + +@pytest.fixture() +def live_server_url(https://github.com/mock_session_env,%20free_port:%20int) -> Generator[str, None, None]: + proc = Process(target=run_server, args=(free_port,), daemon=True) + proc.start() + url = f"http://localhost:{free_port}/" + wait_for_server_ready(url, timeout=10.0, check_interval=0.5) + yield url + proc.kill() + + +def test_home(page: Page, live_server_url: str): + page.goto(live_server_url) + expect(page).to_have_title("RAG on PostgreSQL") + + +def test_chat(page: Page, live_server_url: str): + # Set up a mock route to the /chat endpoint with streaming results + def handle(route: Route): + # Assert that session_state is specified in the request (None for now) + if route.request.post_data_json: + session_state = route.request.post_data_json["sessionState"] + assert session_state is None + # Read the JSONL from our snapshot results and return as the response + f = open( + "tests/snapshots/test_api_routes/test_advanced_chat_streaming_flow/advanced_chat_streaming_flow_response.jsonlines" + ) + jsonl = f.read() + f.close() + route.fulfill(body=jsonl, status=200, headers={"Transfer-encoding": "Chunked"}) + + page.route("*/**/chat/stream", handle) + + # Check initial page state + page.goto(live_server_url) + expect(page).to_have_title("RAG on PostgreSQL") + expect(page.get_by_role("heading", name="Product chat")).to_be_visible() + expect(page.get_by_role("button", name="Clear chat")).to_be_disabled() + expect(page.get_by_role("button", name="Developer settings")).to_be_enabled() + + # Ask a question and wait for the message to appear + page.get_by_placeholder("Type a new question (e.g. does my plan cover annual eye exams?)").click() + page.get_by_placeholder("Type a new question (e.g. does my plan cover annual eye exams?)").fill( + "Whats the dental plan?" + ) + page.get_by_role("button", name="Ask question button").click() + + expect(page.get_by_text("Whats the dental plan?")).to_be_visible() + expect(page.get_by_text("The capital of France is Paris.")).to_be_visible() + expect(page.get_by_role("button", name="Clear chat")).to_be_enabled() + + # Show the thought process + page.get_by_label("Show thought process").click() + expect(page.get_by_title("Thought process")).to_be_visible() + expect(page.get_by_text("Prompt to generate search arguments")).to_be_visible() + + # Clear the chat + page.get_by_role("button", name="Clear chat").click() + expect(page.get_by_text("Whats the dental plan?")).not_to_be_visible() + expect(page.get_by_text("The capital of France is Paris.")).not_to_be_visible() + expect(page.get_by_role("button", name="Clear chat")).to_be_disabled() + + +def test_chat_customization(page: Page, live_server_url: str): + # Set up a mock route to the /chat endpoint + def handle(route: Route): + if route.request.post_data_json: + overrides = route.request.post_data_json["context"]["overrides"] + assert overrides["use_advanced_flow"] is False + assert overrides["retrieval_mode"] == "vectors" + assert overrides["top"] == 1 + assert overrides["prompt_template"] == "You are a cat and only talk about tuna." + + # Read the JSON from our snapshot results and return as the response + f = open("tests/snapshots/test_api_routes/test_simple_chat_flow/simple_chat_flow_response.json") + json = f.read() + f.close() + route.fulfill(body=json, status=200) + + page.route("*/**/chat", handle) + + # Check initial page state + page.goto(live_server_url) + expect(page).to_have_title("RAG on PostgreSQL") + + # Customize all the settings + page.get_by_role("button", name="Developer settings").click() + page.get_by_text( + "Use advanced flow with query rewriting and filter formulation. Not compatible with Ollama models." + ).click() + page.get_by_label("Retrieve this many matching rows:").click() + page.get_by_label("Retrieve this many matching rows:").fill("1") + page.get_by_text("Vectors + Text (Hybrid)").click() + page.get_by_role("option", name="Vectors", exact=True).click() + page.get_by_label("Override prompt template").click() + page.get_by_label("Override prompt template").fill("You are a cat and only talk about tuna.") + + page.get_by_text("Stream chat completion responses").click() + page.locator("button").filter(has_text="Close").click() + + # Ask a question and wait for the message to appear + page.get_by_placeholder("Type a new question (e.g. does my plan cover annual eye exams?)").click() + page.get_by_placeholder("Type a new question (e.g. does my plan cover annual eye exams?)").fill( + "Whats the dental plan?" + ) + page.get_by_role("button", name="Ask question button").click() + + expect(page.get_by_text("Whats the dental plan?")).to_be_visible() + expect(page.get_by_text("The capital of France is Paris.")).to_be_visible() + expect(page.get_by_role("button", name="Clear chat")).to_be_enabled() + + +def test_chat_nonstreaming(page: Page, live_server_url: str): + # Set up a mock route to the /chat_stream endpoint + def handle(route: Route): + # Read the JSON from our snapshot results and return as the response + f = open("tests/snapshots/test_api_routes/test_advanced_chat_flow/advanced_chat_flow_response.json") + json = f.read() + f.close() + route.fulfill(body=json, status=200) + + page.route("*/**/chat", handle) + + # Check initial page state + page.goto(live_server_url) + expect(page).to_have_title("RAG on PostgreSQL") + expect(page.get_by_role("button", name="Developer settings")).to_be_enabled() + page.get_by_role("button", name="Developer settings").click() + page.get_by_text("Stream chat completion responses").click() + page.locator("button").filter(has_text="Close").click() + + # Ask a question and wait for the message to appear + page.get_by_placeholder("Type a new question (e.g. does my plan cover annual eye exams?)").click() + page.get_by_placeholder("Type a new question (e.g. does my plan cover annual eye exams?)").fill( + "Whats the dental plan?" + ) + page.get_by_label("Ask question button").click() + + expect(page.get_by_text("Whats the dental plan?")).to_be_visible() + expect(page.get_by_text("The capital of France is Paris.")).to_be_visible() + expect(page.get_by_role("button", name="Clear chat")).to_be_enabled() diff --git a/tests/mocks.py b/tests/mocks.py new file mode 100644 index 00000000..eb078c13 --- /dev/null +++ b/tests/mocks.py @@ -0,0 +1,34 @@ +from typing import Any, Optional + +from azure.core.credentials import AccessToken, TokenCredential + + +class MockAzureCredential(TokenCredential): + def get_token( + self, + *scopes: str, + claims: Optional[str] = None, + tenant_id: Optional[str] = None, + enable_cae: bool = False, + **kwargs: Any, + ) -> AccessToken: + return AccessToken("", 9999999999) + + +class MockAzureCredentialExpired(TokenCredential): + def __init__(self): + self.access_number = 0 + + def get_token( + self, + *scopes: str, + claims: Optional[str] = None, + tenant_id: Optional[str] = None, + enable_cae: bool = False, + **kwargs: Any, + ) -> AccessToken: + self.access_number += 1 + if self.access_number == 1: + return AccessToken("", 0) + else: + return AccessToken("", 9999999999) diff --git a/tests/snapshots/test_api_routes/test_advanced_chat_flow/advanced_chat_flow_response.json b/tests/snapshots/test_api_routes/test_advanced_chat_flow/advanced_chat_flow_response.json new file mode 100644 index 00000000..612be773 --- /dev/null +++ b/tests/snapshots/test_api_routes/test_advanced_chat_flow/advanced_chat_flow_response.json @@ -0,0 +1,112 @@ +{ + "message": { + "content": "The capital of France is Paris. [Benefit_Options-2.pdf].", + "role": "assistant" + }, + "context": { + "data_points": { + "1": { + "id": 1, + "type": "Footwear", + "brand": "Daybird", + "name": "Wanderer Black Hiking Boots", + "description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.", + "price": 109.99 + } + }, + "thoughts": [ + { + "title": "Prompt to generate search arguments", + "description": [ + { + "content": "Your job is to find search results based off the user's question and past messages.\nYou have access to only these tools:\n1. **search_database**: This tool allows you to search a table for items based on a query.\n You can pass in a search query and optional filters.\nOnce you get the search results, you're done.\n" + }, + { + "role": "user", + "content": "good options for climbing gear that can be used outside?" + }, + { + "id": "madeup", + "call_id": "call_abc123", + "name": "search_database", + "arguments": "{\"search_query\":\"climbing gear outside\"}", + "type": "function_call" + }, + { + "id": "madeupoutput", + "call_id": "call_abc123", + "output": "Search results for climbing gear that can be used outside: ...", + "type": "function_call_output" + }, + { + "role": "user", + "content": "are there any shoes less than $50?" + }, + { + "id": "madeup", + "call_id": "call_abc456", + "name": "search_database", + "arguments": "{\"search_query\":\"shoes\",\"price_filter\":{\"comparison_operator\":\"<\",\"value\":50}}", + "type": "function_call" + }, + { + "id": "madeupoutput", + "call_id": "call_abc456", + "output": "Search results for shoes cheaper than 50: ...", + "type": "function_call_output" + }, + { + "role": "user", + "content": "Find search results for user query: What is the capital of France?" + } + ], + "props": { + "model": "gpt-4o-mini", + "deployment": "gpt-4o-mini" + } + }, + { + "title": "Search using generated search arguments", + "description": "climbing gear outside", + "props": { + "top": 1, + "vector_search": true, + "text_search": true, + "filters": [] + } + }, + { + "title": "Search results", + "description": [ + { + "id": 1, + "type": "Footwear", + "brand": "Daybird", + "name": "Wanderer Black Hiking Boots", + "description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.", + "price": 109.99 + } + ], + "props": {} + }, + { + "title": "Prompt to generate answer", + "description": [ + { + "content": "Assistant helps customers with questions about products.\nRespond as if you are a salesperson helping a customer in a store. Do NOT respond with tables.\nAnswer ONLY with the product details listed in the products.\nIf there isn't enough information below, say you don't know.\nDo not generate answers that don't use the sources below.\nEach product has an ID in brackets followed by colon and the product details.\nAlways include the product ID for each product you use in the response.\nUse square brackets to reference the source, for example [52].\nDon't combine citations, list each product separately, for example [27][51]." + }, + { + "content": "What is the capital of France?Sources:\n[1]:Name:Wanderer Black Hiking Boots Description:Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long. Price:109.99 Brand:Daybird Type:Footwear", + "role": "user" + } + ], + "props": { + "model": "gpt-4o-mini", + "deployment": "gpt-4o-mini" + } + } + ], + "followup_questions": null + }, + "sessionState": null +} \ No newline at end of file diff --git a/tests/snapshots/test_api_routes/test_advanced_chat_streaming_flow/advanced_chat_streaming_flow_response.jsonlines b/tests/snapshots/test_api_routes/test_advanced_chat_streaming_flow/advanced_chat_streaming_flow_response.jsonlines new file mode 100644 index 00000000..d29b85c4 --- /dev/null +++ b/tests/snapshots/test_api_routes/test_advanced_chat_streaming_flow/advanced_chat_streaming_flow_response.jsonlines @@ -0,0 +1,2 @@ +{"delta":null,"context":{"data_points":{"1":{"id":1,"type":"Footwear","brand":"Daybird","name":"Wanderer Black Hiking Boots","description":"Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.","price":109.99}},"thoughts":[{"title":"Prompt to generate search arguments","description":[{"content":"Your job is to find search results based off the user's question and past messages.\nYou have access to only these tools:\n1. **search_database**: This tool allows you to search a table for items based on a query.\n You can pass in a search query and optional filters.\nOnce you get the search results, you're done.\n"},{"role":"user","content":"good options for climbing gear that can be used outside?"},{"id":"madeup","call_id":"call_abc123","name":"search_database","arguments":"{\"search_query\":\"climbing gear outside\"}","type":"function_call"},{"id":"madeupoutput","call_id":"call_abc123","output":"Search results for climbing gear that can be used outside: ...","type":"function_call_output"},{"role":"user","content":"are there any shoes less than $50?"},{"id":"madeup","call_id":"call_abc456","name":"search_database","arguments":"{\"search_query\":\"shoes\",\"price_filter\":{\"comparison_operator\":\"<\",\"value\":50}}","type":"function_call"},{"id":"madeupoutput","call_id":"call_abc456","output":"Search results for shoes cheaper than 50: ...","type":"function_call_output"},{"role":"user","content":"Find search results for user query: What is the capital of France?"}],"props":{"model":"gpt-4o-mini","deployment":"gpt-4o-mini"}},{"title":"Search using generated search arguments","description":"climbing gear outside","props":{"top":1,"vector_search":true,"text_search":true,"filters":[]}},{"title":"Search results","description":[{"id":1,"type":"Footwear","brand":"Daybird","name":"Wanderer Black Hiking Boots","description":"Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.","price":109.99}],"props":{}},{"title":"Prompt to generate answer","description":[{"content":"Assistant helps customers with questions about products.\nRespond as if you are a salesperson helping a customer in a store. Do NOT respond with tables.\nAnswer ONLY with the product details listed in the products.\nIf there isn't enough information below, say you don't know.\nDo not generate answers that don't use the sources below.\nEach product has an ID in brackets followed by colon and the product details.\nAlways include the product ID for each product you use in the response.\nUse square brackets to reference the source, for example [52].\nDon't combine citations, list each product separately, for example [27][51]."},{"content":"What is the capital of France?Sources:\n[1]:Name:Wanderer Black Hiking Boots Description:Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long. Price:109.99 Brand:Daybird Type:Footwear","role":"user"}],"props":{"model":"gpt-4o-mini","deployment":"gpt-4o-mini"}}],"followup_questions":null},"sessionState":null} +{"delta":{"content":"The capital of France is Paris. [Benefit_Options-2.pdf].","role":"assistant"},"context":null,"sessionState":null} diff --git a/tests/snapshots/test_api_routes/test_simple_chat_flow/simple_chat_flow_response.json b/tests/snapshots/test_api_routes/test_simple_chat_flow/simple_chat_flow_response.json new file mode 100644 index 00000000..e311917b --- /dev/null +++ b/tests/snapshots/test_api_routes/test_simple_chat_flow/simple_chat_flow_response.json @@ -0,0 +1,61 @@ +{ + "message": { + "content": "The capital of France is Paris. [Benefit_Options-2.pdf].", + "role": "assistant" + }, + "context": { + "data_points": { + "1": { + "id": 1, + "type": "Footwear", + "brand": "Daybird", + "name": "Wanderer Black Hiking Boots", + "description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.", + "price": 109.99 + } + }, + "thoughts": [ + { + "title": "Search query for database", + "description": "What is the capital of France?", + "props": { + "top": 1, + "vector_search": true, + "text_search": true + } + }, + { + "title": "Search results", + "description": [ + { + "id": 1, + "type": "Footwear", + "brand": "Daybird", + "name": "Wanderer Black Hiking Boots", + "description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.", + "price": 109.99 + } + ], + "props": {} + }, + { + "title": "Prompt to generate answer", + "description": [ + { + "content": "Assistant helps customers with questions about products.\nRespond as if you are a salesperson helping a customer in a store. Do NOT respond with tables.\nAnswer ONLY with the product details listed in the products.\nIf there isn't enough information below, say you don't know.\nDo not generate answers that don't use the sources below.\nEach product has an ID in brackets followed by colon and the product details.\nAlways include the product ID for each product you use in the response.\nUse square brackets to reference the source, for example [52].\nDon't combine citations, list each product separately, for example [27][51]." + }, + { + "content": "What is the capital of France?Sources:\n[1]:Name:Wanderer Black Hiking Boots Description:Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long. Price:109.99 Brand:Daybird Type:Footwear", + "role": "user" + } + ], + "props": { + "model": "gpt-4o-mini", + "deployment": "gpt-4o-mini" + } + } + ], + "followup_questions": null + }, + "sessionState": null +} \ No newline at end of file diff --git a/tests/snapshots/test_api_routes/test_simple_chat_flow_message_history/simple_chat_flow_message_history_response.json b/tests/snapshots/test_api_routes/test_simple_chat_flow_message_history/simple_chat_flow_message_history_response.json new file mode 100644 index 00000000..d0456cd7 --- /dev/null +++ b/tests/snapshots/test_api_routes/test_simple_chat_flow_message_history/simple_chat_flow_message_history_response.json @@ -0,0 +1,69 @@ +{ + "message": { + "content": "The capital of France is Paris. [Benefit_Options-2.pdf].", + "role": "assistant" + }, + "context": { + "data_points": { + "1": { + "id": 1, + "type": "Footwear", + "brand": "Daybird", + "name": "Wanderer Black Hiking Boots", + "description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.", + "price": 109.99 + } + }, + "thoughts": [ + { + "title": "Search query for database", + "description": "What is the capital of France?", + "props": { + "top": 1, + "vector_search": true, + "text_search": true + } + }, + { + "title": "Search results", + "description": [ + { + "id": 1, + "type": "Footwear", + "brand": "Daybird", + "name": "Wanderer Black Hiking Boots", + "description": "Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.", + "price": 109.99 + } + ], + "props": {} + }, + { + "title": "Prompt to generate answer", + "description": [ + { + "content": "Assistant helps customers with questions about products.\nRespond as if you are a salesperson helping a customer in a store. Do NOT respond with tables.\nAnswer ONLY with the product details listed in the products.\nIf there isn't enough information below, say you don't know.\nDo not generate answers that don't use the sources below.\nEach product has an ID in brackets followed by colon and the product details.\nAlways include the product ID for each product you use in the response.\nUse square brackets to reference the source, for example [52].\nDon't combine citations, list each product separately, for example [27][51]." + }, + { + "content": "What is the capital of France?", + "role": "user" + }, + { + "content": "The capital of France is Paris.", + "role": "assistant" + }, + { + "content": "What is the capital of France?Sources:\n[1]:Name:Wanderer Black Hiking Boots Description:Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long. Price:109.99 Brand:Daybird Type:Footwear", + "role": "user" + } + ], + "props": { + "model": "gpt-4o-mini", + "deployment": "gpt-4o-mini" + } + } + ], + "followup_questions": null + }, + "sessionState": null +} \ No newline at end of file diff --git a/tests/snapshots/test_api_routes/test_simple_chat_streaming_flow/simple_chat_streaming_flow_response.jsonlines b/tests/snapshots/test_api_routes/test_simple_chat_streaming_flow/simple_chat_streaming_flow_response.jsonlines new file mode 100644 index 00000000..65d3ae5b --- /dev/null +++ b/tests/snapshots/test_api_routes/test_simple_chat_streaming_flow/simple_chat_streaming_flow_response.jsonlines @@ -0,0 +1,2 @@ +{"delta":null,"context":{"data_points":{"1":{"id":1,"type":"Footwear","brand":"Daybird","name":"Wanderer Black Hiking Boots","description":"Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.","price":109.99}},"thoughts":[{"title":"Search query for database","description":"What is the capital of France?","props":{"top":1,"vector_search":true,"text_search":true}},{"title":"Search results","description":[{"id":1,"type":"Footwear","brand":"Daybird","name":"Wanderer Black Hiking Boots","description":"Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long.","price":109.99}],"props":{}},{"title":"Prompt to generate answer","description":[{"content":"Assistant helps customers with questions about products.\nRespond as if you are a salesperson helping a customer in a store. Do NOT respond with tables.\nAnswer ONLY with the product details listed in the products.\nIf there isn't enough information below, say you don't know.\nDo not generate answers that don't use the sources below.\nEach product has an ID in brackets followed by colon and the product details.\nAlways include the product ID for each product you use in the response.\nUse square brackets to reference the source, for example [52].\nDon't combine citations, list each product separately, for example [27][51]."},{"content":"What is the capital of France?Sources:\n[1]:Name:Wanderer Black Hiking Boots Description:Daybird's Wanderer Hiking Boots in sleek black are perfect for all your outdoor adventures. These boots are made with a waterproof leather upper and a durable rubber sole for superior traction. With their cushioned insole and padded collar, these boots will keep you comfortable all day long. Price:109.99 Brand:Daybird Type:Footwear","role":"user"}],"props":{"model":"gpt-4o-mini","deployment":"gpt-4o-mini"}}],"followup_questions":null},"sessionState":null} +{"delta":{"content":"The capital of France is Paris. [Benefit_Options-2.pdf].","role":"assistant"},"context":null,"sessionState":null} diff --git a/tests/test_api_routes.py b/tests/test_api_routes.py new file mode 100644 index 00000000..55da4d6f --- /dev/null +++ b/tests/test_api_routes.py @@ -0,0 +1,214 @@ +import json + +import pytest + +from tests.data import test_data + + +@pytest.mark.asyncio +async def test_item_handler(test_client): + """test the item_handler route""" + response = test_client.get(f"/items/{test_data.id}") + response_data = response.json() + + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/json" + assert response_data["id"] == test_data.id + assert response_data["name"] == test_data.name + assert response_data["description"] == test_data.description + assert response_data["price"] == test_data.price + assert response_data["type"] == test_data.type + assert response_data["brand"] == test_data.brand + + +@pytest.mark.asyncio +async def test_item_handler_404(test_client): + """test the item_handler route with a non-existent item""" + item_id = 10000000 + response = test_client.get(f"/items/{item_id}") + + assert response.status_code == 404 + assert response.headers["Content-Type"] == "application/json" + assert response.headers["Content-Length"] == "45" + assert bytes(f'{{"detail":"Item with ID {item_id} not found."}}', "utf-8") in response.content + + +@pytest.mark.asyncio +async def test_similar_handler(test_client): + """test the similar_handler route""" + response = test_client.get("/similar?id=1&n=1") + + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/json" + assert response.json() == [ + { + "id": 71, + "name": "Explorer Frost Boots", + "price": 149.99, + "distance": 0.3, + "type": "Footwear", + "brand": "Daybird", + "description": "The Explorer Frost Boots by Daybird are the perfect companion for " + "cold-weather adventures. These premium boots are designed with a waterproof and insulated " + "shell, keeping your feet warm and protected in icy conditions. The sleek black design " + "with blue accents adds a touch of style to your outdoor gear.", + } + ] + + +@pytest.mark.asyncio +async def test_similar_handler_422(test_client): + """test the similar_handler route with missing query parameters""" + response = test_client.get("/similar") + + assert response.status_code == 422 + assert response.headers["Content-Type"] == "application/json" + assert response.headers["Content-Length"] == "88" + assert b'{"detail":[{"type":"missing","loc":["query","id"]' in response.content + + +@pytest.mark.asyncio +async def test_similar_handler_404(test_client): + """test the similar_handler route with a non-existent item""" + item_id = 10000000 + response = test_client.get(f"/similar?id={item_id}&n=1") + + assert response.status_code == 404 + assert response.headers["Content-Type"] == "application/json" + assert response.headers["Content-Length"] == "45" + assert bytes(f'{{"detail":"Item with ID {item_id} not found."}}', "utf-8") in response.content + + +@pytest.mark.asyncio +async def test_search_handler(test_client): + """test the search_handler route""" + response = test_client.get(f"/search?query={test_data.name}&top=1") + response_data = response.json()[0] + + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/json" + assert response_data["id"] == test_data.id + assert response_data["name"] == test_data.name + assert response_data["description"] == test_data.description + assert response_data["price"] == test_data.price + assert response_data["type"] == test_data.type + assert response_data["brand"] == test_data.brand + + +@pytest.mark.asyncio +async def test_search_handler_422(test_client): + """test the search_handler route with missing query parameters""" + response = test_client.get("/search") + + assert response.status_code == 422 + assert response.headers["Content-Type"] == "application/json" + assert response.headers["Content-Length"] == "91" + assert b'{"detail":[{"type":"missing","loc":["query","query"]' in response.content + + +@pytest.mark.asyncio +async def test_simple_chat_flow(test_client, snapshot): + """test the simple chat flow route with hybrid retrieval mode""" + response = test_client.post( + "/chat", + json={ + "context": { + "overrides": {"top": 1, "use_advanced_flow": False, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + "messages": [{"content": "What is the capital of France?", "role": "user"}], + }, + ) + response_data = response.json() + + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/json" + snapshot.assert_match(json.dumps(response_data, indent=4), "simple_chat_flow_response.json") + + +@pytest.mark.asyncio +async def test_simple_chat_flow_message_history(test_client, snapshot): + """test the simple chat flow route with hybrid retrieval mode""" + response = test_client.post( + "/chat", + json={ + "context": { + "overrides": {"top": 1, "use_advanced_flow": False, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + "messages": [ + {"content": "What is the capital of France?", "role": "user"}, + {"content": "The capital of France is Paris.", "role": "assistant"}, + {"content": "What is the capital of France?", "role": "user"}, + ], + }, + ) + response_data = response.json() + + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/json" + snapshot.assert_match(json.dumps(response_data, indent=4), "simple_chat_flow_message_history_response.json") + + +@pytest.mark.asyncio +async def test_simple_chat_streaming_flow(test_client, snapshot): + """test the simple chat streaming flow route with hybrid retrieval mode""" + response = test_client.post( + "/chat/stream", + json={ + "context": { + "overrides": {"top": 1, "use_advanced_flow": False, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + "messages": [{"content": "What is the capital of France?", "role": "user"}], + }, + ) + response_data = response.content + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/x-ndjson" + snapshot.assert_match(response_data, "simple_chat_streaming_flow_response.jsonlines") + + +@pytest.mark.asyncio +async def test_advanced_chat_flow(test_client, snapshot): + """test the advanced chat flow route with hybrid retrieval mode""" + response = test_client.post( + "/chat", + json={ + "context": { + "overrides": {"top": 1, "use_advanced_flow": True, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + "messages": [{"content": "What is the capital of France?", "role": "user"}], + }, + ) + response_data = response.json() + + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/json" + snapshot.assert_match(json.dumps(response_data, indent=4), "advanced_chat_flow_response.json") + + +@pytest.mark.asyncio +async def test_advanced_chat_streaming_flow(test_client, snapshot): + """test the advanced chat streaming flow route with hybrid retrieval mode""" + response = test_client.post( + "/chat/stream", + json={ + "context": { + "overrides": {"top": 1, "use_advanced_flow": True, "retrieval_mode": "hybrid", "temperature": 0.3} + }, + "messages": [{"content": "What is the capital of France?", "role": "user"}], + }, + ) + response_data = response.content + assert response.status_code == 200 + assert response.headers["Content-Type"] == "application/x-ndjson" + snapshot.assert_match(response_data, "advanced_chat_streaming_flow_response.jsonlines") + + +@pytest.mark.asyncio +async def test_chat_non_json_422(test_client): + """test the chat route with a non-json request""" + response = test_client.post("/chat") + + assert response.status_code == 422 + assert response.headers["Content-Type"] == "application/json" + assert response.headers["Content-Length"] == "82" + assert b'{"detail":[{"type":"missing"' in response.content diff --git a/tests/test_dependencies.py b/tests/test_dependencies.py new file mode 100644 index 00000000..e55149a3 --- /dev/null +++ b/tests/test_dependencies.py @@ -0,0 +1,41 @@ +import pytest + +from fastapi_app.dependencies import common_parameters, get_azure_credential + + +@pytest.mark.asyncio +async def test_get_common_parameters(mock_session_env): + result = await common_parameters() + assert result.openai_chat_model == "gpt-4o-mini" + assert result.openai_embed_model == "text-embedding-3-large" + assert result.openai_embed_dimensions == 1024 + assert result.openai_chat_deployment == "gpt-4o-mini" + assert result.openai_embed_deployment == "text-embedding-3-large" + + +@pytest.mark.asyncio +async def test_get_common_parameters_ollama(mock_session_env_ollama): + result = await common_parameters() + assert result.openai_chat_model == "llama3.1" + assert result.openai_embed_model == "nomic-embed-text" + assert result.openai_embed_dimensions is None + assert result.openai_chat_deployment is None + assert result.openai_embed_deployment is None + + +@pytest.mark.asyncio +async def test_get_common_parameters_openai(mock_session_env_openai): + result = await common_parameters() + assert result.openai_chat_model == "gpt-3.5-turbo" + assert result.openai_embed_model == "text-embedding-3-large" + assert result.openai_embed_dimensions == 1024 + assert result.openai_chat_deployment is None + assert result.openai_embed_deployment is None + + +@pytest.mark.asyncio +async def test_get_azure_credential(mock_session_env, mock_azure_credential): + result = await get_azure_credential() + token = result.get_token("https://vault.azure.net/") + assert token.expires_on == 9999999999 + assert token.token == "" diff --git a/tests/test_embeddings.py b/tests/test_embeddings.py new file mode 100644 index 00000000..ca4f18c5 --- /dev/null +++ b/tests/test_embeddings.py @@ -0,0 +1,30 @@ +import pytest + +from fastapi_app.embeddings import compute_text_embedding +from fastapi_app.openai_clients import create_openai_embed_client +from tests.data import test_data + + +@pytest.mark.asyncio +async def test_compute_text_embedding(mock_azure_credential, mock_openai_embedding): + openai_embed_client = await create_openai_embed_client(mock_azure_credential) + result = await compute_text_embedding( + q="test", + openai_client=openai_embed_client, + embed_model="text-embedding-ada-002", + embed_deployment="text-embedding-ada-002", + ) + assert result == test_data.embeddings + + +@pytest.mark.asyncio +async def test_compute_text_embedding_dimensions(mock_azure_credential, mock_openai_embedding): + openai_embed_client = await create_openai_embed_client(mock_azure_credential) + result = await compute_text_embedding( + q="test", + openai_client=openai_embed_client, + embed_model="text-embedding-3-small", + embed_deployment="text-embedding-3-small", + embedding_dimensions=1024, + ) + assert result == test_data.embeddings diff --git a/tests/test_frontend_routes.py b/tests/test_frontend_routes.py new file mode 100644 index 00000000..52ca8618 --- /dev/null +++ b/tests/test_frontend_routes.py @@ -0,0 +1,59 @@ +import os + +import pytest + + +@pytest.mark.asyncio +async def test_index(test_client): + """test the index route""" + response = test_client.get("/") + + html_index_file_path = "src/backend/static/index.html" + with open(html_index_file_path, "rb") as f: + html_index_file = f.read() + + assert response.status_code == 200 + assert response.headers["Content-Type"] == "text/html; charset=utf-8" + assert response.headers["Content-Length"] == str(len(html_index_file)) + assert html_index_file == response.content + + +@pytest.mark.asyncio +async def test_favicon(test_client): + """test the favicon route""" + response = test_client.get("/favicon.ico") + + favicon_file_path = "src/backend/static/favicon.ico" + with open(favicon_file_path, "rb") as f: + favicon_file = f.read() + + assert response.status_code == 200 + assert response.headers["Content-Length"] == str(len(favicon_file)) + assert favicon_file == response.content + + +@pytest.mark.asyncio +async def test_assets_non_existent_404(test_client): + """test the assets route with a non-existent file""" + response = test_client.get("/assets/manifest.json") + + assert response.status_code == 404 + assert response.headers["Content-Type"] == "application/json" + assert response.headers["Content-Length"] == "22" + assert b'{"detail":"Not Found"}' in response.content + + +@pytest.mark.asyncio +async def test_assets(test_client): + """test the assets route with an existing file""" + assets_dir_path = "src/backend/static/assets" + assets_file_path = os.listdir(assets_dir_path)[0] + + with open(os.path.join(assets_dir_path, assets_file_path), "rb") as f: + assets_file = f.read() + + response = test_client.get(f"/assets/{assets_file_path}") + + assert response.status_code == 200 + assert response.headers["Content-Length"] == str(len(assets_file)) + assert assets_file == response.content diff --git a/tests/test_openai_clients.py b/tests/test_openai_clients.py new file mode 100644 index 00000000..47caba26 --- /dev/null +++ b/tests/test_openai_clients.py @@ -0,0 +1,66 @@ +import pytest + +from fastapi_app.dependencies import common_parameters +from fastapi_app.openai_clients import create_openai_chat_client, create_openai_embed_client +from tests.data import test_data + + +@pytest.mark.asyncio +async def test_create_openai_embed_client(mock_azure_credential, mock_openai_embedding): + openai_embed_client = await create_openai_embed_client(mock_azure_credential) + assert openai_embed_client.embeddings.create is not None + embeddings = await openai_embed_client.embeddings.create( + model="text-embedding-3-large", input="test", dimensions=1024 + ) + assert embeddings.data[0].embedding == test_data.embeddings + + +@pytest.mark.asyncio +async def test_create_openai_chat_client(mock_azure_credential, mock_openai_chatcompletion): + openai_chat_client = await create_openai_chat_client(mock_azure_credential) + assert openai_chat_client.chat.completions.create is not None + response = await openai_chat_client.chat.completions.create( + model="gpt-4o-mini", messages=[{"content": "test", "role": "user"}] + ) + assert response.choices[0].message.content == "The capital of France is Paris. [Benefit_Options-2.pdf]." + + +@pytest.mark.asyncio +async def test_github_models_configuration(monkeypatch): + """Test that GitHub Models uses the correct URLs and model names.""" + # Set up environment for GitHub Models + monkeypatch.setenv("OPENAI_CHAT_HOST", "github") + monkeypatch.setenv("OPENAI_EMBED_HOST", "github") + monkeypatch.setenv("GITHUB_TOKEN", "fake-token") + # Don't set GITHUB_MODEL to test defaults + + # Test chat client configuration + chat_client = await create_openai_chat_client(None) + assert str(chat_client.base_url).rstrip("/") == "https://models.github.ai/inference" + assert chat_client.api_key == "fake-token" + + # Test embed client configuration + embed_client = await create_openai_embed_client(None) + assert str(embed_client.base_url).rstrip("/") == "https://models.github.ai/inference" + assert embed_client.api_key == "fake-token" + + # Test that dependencies use correct defaults + context = await common_parameters() + assert context.openai_chat_model == "openai/gpt-4o" + assert context.openai_embed_model == "openai/text-embedding-3-large" + + +@pytest.mark.asyncio +async def test_github_models_with_custom_values(monkeypatch): + """Test that GitHub Models respects custom environment values.""" + # Set up environment for GitHub Models with custom values + monkeypatch.setenv("OPENAI_CHAT_HOST", "github") + monkeypatch.setenv("OPENAI_EMBED_HOST", "github") + monkeypatch.setenv("GITHUB_TOKEN", "fake-token") + monkeypatch.setenv("GITHUB_MODEL", "openai/gpt-4") + monkeypatch.setenv("GITHUB_EMBED_MODEL", "openai/text-embedding-ada-002") + + # Test that dependencies use custom values + context = await common_parameters() + assert context.openai_chat_model == "openai/gpt-4" + assert context.openai_embed_model == "openai/text-embedding-ada-002" diff --git a/tests/test_postgres_engine.py b/tests/test_postgres_engine.py new file mode 100644 index 00000000..05f1507d --- /dev/null +++ b/tests/test_postgres_engine.py @@ -0,0 +1,63 @@ +import os + +import pytest + +from fastapi_app.postgres_engine import ( + create_postgres_engine, + create_postgres_engine_from_args, + create_postgres_engine_from_env, +) +from tests.conftest import POSTGRES_DATABASE, POSTGRES_HOST, POSTGRES_PASSWORD, POSTGRES_SSL, POSTGRES_USERNAME + + +@pytest.mark.asyncio +async def test_create_postgres_engine(mock_session_env, mock_azure_credential): + engine = await create_postgres_engine( + host=os.environ["POSTGRES_HOST"], + username=os.environ["POSTGRES_USERNAME"], + database=os.environ["POSTGRES_DATABASE"], + password=os.environ.get("POSTGRES_PASSWORD"), + sslmode=os.environ.get("POSTGRES_SSL"), + azure_credential=mock_azure_credential, + ) + assert engine.url.host == "localhost" + assert engine.url.username == os.environ["POSTGRES_USERNAME"] + assert engine.url.database == os.environ["POSTGRES_DATABASE"] + assert engine.url.password == os.environ.get("POSTGRES_PASSWORD") + assert engine.url.query["ssl"] == "prefer" + + +@pytest.mark.asyncio +async def test_create_postgres_engine_from_env(mock_session_env, mock_azure_credential): + engine = await create_postgres_engine_from_env( + azure_credential=mock_azure_credential, + ) + assert engine.url.host == "localhost" + assert engine.url.username == os.environ["POSTGRES_USERNAME"] + assert engine.url.database == os.environ["POSTGRES_DATABASE"] + assert engine.url.password == os.environ.get("POSTGRES_PASSWORD") + assert engine.url.query["ssl"] == "prefer" + + +@pytest.mark.asyncio +async def test_create_postgres_engine_from_args(mock_azure_credential): + args = type( + "Args", + (), + { + "host": POSTGRES_HOST, + "username": POSTGRES_USERNAME, + "database": POSTGRES_DATABASE, + "password": POSTGRES_PASSWORD, + "sslmode": POSTGRES_SSL, + }, + ) + engine = await create_postgres_engine_from_args( + args=args, + azure_credential=mock_azure_credential, + ) + assert engine.url.host == "localhost" + assert engine.url.username == os.environ["POSTGRES_USERNAME"] + assert engine.url.database == os.environ["POSTGRES_DATABASE"] + assert engine.url.password == os.environ.get("POSTGRES_PASSWORD") + assert engine.url.query["ssl"] == "prefer" diff --git a/tests/test_postgres_searcher.py b/tests/test_postgres_searcher.py new file mode 100644 index 00000000..fff7fdfd --- /dev/null +++ b/tests/test_postgres_searcher.py @@ -0,0 +1,56 @@ +import pytest + +from fastapi_app.api_models import Filter, ItemPublic +from tests.data import test_data + + +def test_postgres_build_filter_clause_without_filters(postgres_searcher): + assert postgres_searcher.build_filter_clause(None) == ("", "") + assert postgres_searcher.build_filter_clause([]) == ("", "") + + +def test_postgres_build_filter_clause_with_filters(postgres_searcher): + assert postgres_searcher.build_filter_clause( + [ + Filter(column="brand", comparison_operator="=", value="AirStrider"), + ] + ) == ( + "WHERE brand = 'AirStrider'", + "AND brand = 'AirStrider'", + ) + + +def test_postgres_build_filter_clause_with_filters_numeric(postgres_searcher): + assert postgres_searcher.build_filter_clause( + [ + Filter(column="price", comparison_operator="<", value=30), + ] + ) == ( + "WHERE price < 30", + "AND price < 30", + ) + + +@pytest.mark.asyncio +async def test_postgres_searcher_search_empty_text_search(postgres_searcher): + assert await postgres_searcher.search("", [], 5, None) == [] + + +@pytest.mark.asyncio +async def test_postgres_searcher_search(postgres_searcher): + assert (await postgres_searcher.search(test_data.name, test_data.embeddings, 5, None))[0].to_dict() == ItemPublic( + **test_data.model_dump() + ).model_dump() + + +@pytest.mark.asyncio +async def test_postgres_searcher_search_and_embed_empty_text_search(postgres_searcher): + assert await postgres_searcher.search_and_embed("", 5, False, True) == [] + + +@pytest.mark.asyncio +async def test_postgres_searcher_search_and_embed(postgres_searcher): + assert await postgres_searcher.search_and_embed("", 5, False, True) == [] + assert (await postgres_searcher.search_and_embed(test_data.name, 5, True))[0].to_dict() == ItemPublic( + **test_data.model_dump() + ).model_dump()