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200 lines
6.1 KiB
Markdown
200 lines
6.1 KiB
Markdown
# Local Deep Research API Examples
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This directory contains examples for using LDR through different interfaces.
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## Important: Authentication Required (v2.0+)
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Since LDR v2.0, all API access requires authentication due to per-user encrypted databases. You must:
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1. Create a user account through the web interface
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2. Authenticate before making API calls
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3. Pass settings_snapshot for programmatic access
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## Directory Structure
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- **`programmatic/`** - Direct Python API usage (import from `local_deep_research.api`)
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- `programmatic_access.ipynb` - Jupyter notebook with comprehensive examples
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- `retriever_usage_example.py` - Using LangChain retrievers with LDR
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- **`http/`** - HTTP REST API usage (requires running server)
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- `simple_working_example.py` - ✅ **BEST WORKING EXAMPLE** - Clean, tested, and ready to use
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- `simple_http_example.py` - Quick start example (needs updating for auth)
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- `http_api_examples.py` - Comprehensive examples including batch processing
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## Quick Start
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### Programmatic API (Python Package)
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```python
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from local_deep_research.api import quick_summary
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from local_deep_research.settings import SettingsManager
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from local_deep_research.database.session_context import get_user_db_session
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# Authenticate and get settings
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with get_user_db_session(username="your_username", password="your_password") as session:
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settings_manager = SettingsManager(session)
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settings_snapshot = settings_manager.get_all_settings()
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# Use the API
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result = quick_summary(
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"What is quantum computing?",
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settings_snapshot=settings_snapshot
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)
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print(result["summary"])
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```
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### HTTP API (REST)
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**🎯 Quick Start - Works Completely Out of the Box!**
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Our tested working example requires zero manual setup:
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```bash
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# 1. Start the server
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python -m local_deep_research.web.app
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# 2. Run the working example (creates user automatically!)
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python examples/api_usage/http/simple_working_example.py
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# 3. Done! ✅ No other steps required
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```
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The example will:
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- ✅ Create a unique test user automatically
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- ✅ Test authentication with proper CSRF handling
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- ✅ Execute a research query using the correct API endpoint
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- ✅ Provide credentials for manual testing (if desired)
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- ✅ Show results with direct links to view them
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**📋 Manual API Usage:**
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If you want to integrate the API into your own code:
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```python
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import requests
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from bs4 import BeautifulSoup
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# Create session for cookie persistence
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session = requests.Session()
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# Login - get CSRF token first
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login_page = session.get("http://localhost:5000/auth/login")
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soup = BeautifulSoup(login_page.text, 'html.parser')
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csrf_input = soup.find('input', {'name': 'csrf_token'})
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login_csrf = csrf_input.get('value')
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# Login with form data
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session.post(
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"http://localhost:5000/auth/login",
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data={
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"username": "your_username",
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"password": "your_password",
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"csrf_token": login_csrf
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}
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)
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# Get CSRF token
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csrf_token = session.get("http://localhost:5000/auth/csrf-token").json()["csrf_token"]
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# Make API request
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response = session.post(
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"http://localhost:5000/api/start_research",
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json={"query": "What is quantum computing?"},
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headers={"X-CSRF-Token": csrf_token, "Content-Type": "application/json"}
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)
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print(response.json())
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```
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**⚠️ Important Notes:**
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- Use the correct endpoint: `/api/start_research` (not `/research/api/start`)
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- Login with form data (not JSON)
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- Handle CSRF tokens properly
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- User must be created through web interface first
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## Which API Should I Use?
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- **Programmatic API**: Use when integrating LDR into your Python application
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- ✅ Direct access, no HTTP overhead
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- ✅ Full access to all features and parameters
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- ✅ Can pass Python objects (like LangChain retrievers)
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- ❌ Requires LDR to be installed in your environment
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- ❌ Requires database session and settings snapshot
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- **HTTP API**: Use when accessing LDR from other languages or remote systems
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- ✅ Language agnostic - works with any HTTP client
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- ✅ Can run LDR on a separate server
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- ✅ Easy to scale and deploy
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- ❌ Limited to JSON-serializable parameters
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- ❌ Requires running the web server
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- ❌ Requires authentication and CSRF tokens
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## API Changes in v2.0
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### Breaking Changes
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1. **Authentication Required**: All endpoints now require login
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2. **Settings Snapshot**: Programmatic API needs `settings_snapshot` parameter
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3. **New Endpoints**: API routes moved (e.g., `/api/v1/quick_summary` → `/api/start_research`)
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4. **CSRF Protection**: POST/PUT/DELETE requests need CSRF token
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### Migration Guide
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#### Old (v1.x):
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```python
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# Programmatic
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from local_deep_research.api import quick_summary
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result = quick_summary("query")
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# HTTP
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curl -X POST http://localhost:5000/api/v1/quick_summary \
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-d '{"query": "test"}'
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```
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#### New (v2.0+):
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```python
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# Programmatic - with authentication and settings
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with get_user_db_session(username, password) as session:
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settings_manager = SettingsManager(session)
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settings_snapshot = settings_manager.get_all_settings()
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result = quick_summary("query", settings_snapshot=settings_snapshot)
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# HTTP - with authentication and CSRF
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# See examples above
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```
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## Running the Examples
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### Prerequisites
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1. Install LDR: `pip install local-deep-research`
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2. Create a user account:
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- Start server: `python -m local_deep_research.web.app`
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- Open http://localhost:5000 and register
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3. Configure your LLM provider in settings
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### Programmatic Examples
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```bash
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# Update credentials in the example files first!
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python examples/api_usage/programmatic/retriever_usage_example.py
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# Or use the Jupyter notebook
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jupyter notebook examples/api_usage/programmatic/programmatic_access.ipynb
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```
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### HTTP Examples
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```bash
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# First, start the LDR server
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python -m local_deep_research.web.app
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# In another terminal, run the examples
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# Note: These need to be updated for v2.0 authentication!
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python examples/api_usage/http/simple_http_example.py
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python examples/api_usage/http/http_api_examples.py
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```
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## Need Help?
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- See the [API Quick Start Guide](../../docs/api-quickstart.md)
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- Check the [FAQ](../../docs/faq.md)
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- Join our [Discord](https://discord.gg/ttcqQeFcJ3) for support
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