mirror of
https://github.com/supermemoryai/supermemory.git
synced 2026-05-18 23:36:00 +00:00
229 lines
5 KiB
Markdown
229 lines
5 KiB
Markdown
# Supermemory OpenAI Python SDK
|
|
|
|
Memory tools for OpenAI function calling with Supermemory integration.
|
|
|
|
This package provides memory management tools for the official [OpenAI Python SDK](https://github.com/openai/openai-python) using [Supermemory](https://supermemory.ai) capabilities.
|
|
|
|
## Installation
|
|
|
|
Install using uv (recommended):
|
|
|
|
```bash
|
|
uv add supermemory-openai-sdk
|
|
```
|
|
|
|
Or with pip:
|
|
|
|
```bash
|
|
pip install supermemory-openai-sdk
|
|
```
|
|
|
|
## Quick Start
|
|
|
|
### Using Memory Tools with OpenAI
|
|
|
|
```python
|
|
import asyncio
|
|
import openai
|
|
from supermemory_openai import SupermemoryTools, execute_memory_tool_calls
|
|
|
|
async def main():
|
|
# Initialize OpenAI client
|
|
client = openai.AsyncOpenAI(api_key="your-openai-api-key")
|
|
|
|
# Initialize Supermemory tools
|
|
tools = SupermemoryTools(
|
|
api_key="your-supermemory-api-key",
|
|
config={"project_id": "my-project"}
|
|
)
|
|
|
|
# Chat with memory tools
|
|
response = await client.chat.completions.create(
|
|
model="gpt-4o",
|
|
messages=[
|
|
{
|
|
"role": "system",
|
|
"content": "You are a helpful assistant with access to user memories."
|
|
},
|
|
{
|
|
"role": "user",
|
|
"content": "Remember that I prefer tea over coffee"
|
|
}
|
|
],
|
|
tools=tools.get_tool_definitions()
|
|
)
|
|
|
|
# Handle tool calls if present
|
|
if response.choices[0].message.tool_calls:
|
|
tool_results = await execute_memory_tool_calls(
|
|
api_key="your-supermemory-api-key",
|
|
tool_calls=response.choices[0].message.tool_calls,
|
|
config={"project_id": "my-project"}
|
|
)
|
|
print("Tool results:", tool_results)
|
|
|
|
print(response.choices[0].message.content)
|
|
|
|
asyncio.run(main())
|
|
```
|
|
|
|
## Configuration
|
|
|
|
## Memory Tools
|
|
|
|
### SupermemoryTools Class
|
|
|
|
```python
|
|
from supermemory_openai import SupermemoryTools
|
|
|
|
tools = SupermemoryTools(
|
|
api_key="your-supermemory-api-key",
|
|
config={
|
|
"project_id": "my-project", # or use container_tags
|
|
"base_url": "https://custom-endpoint.com", # optional
|
|
}
|
|
)
|
|
|
|
# Search memories
|
|
result = await tools.search_memories(
|
|
information_to_get="user preferences",
|
|
limit=10,
|
|
include_full_docs=True
|
|
)
|
|
|
|
# Add memory
|
|
result = await tools.add_memory(
|
|
memory="User prefers tea over coffee"
|
|
)
|
|
|
|
# Fetch specific memory
|
|
result = await tools.fetch_memory(
|
|
memory_id="memory-id-here"
|
|
)
|
|
```
|
|
|
|
### Individual Tools
|
|
|
|
```python
|
|
from supermemory_openai import (
|
|
create_search_memories_tool,
|
|
create_add_memory_tool,
|
|
create_fetch_memory_tool
|
|
)
|
|
|
|
search_tool = create_search_memories_tool("your-api-key")
|
|
add_tool = create_add_memory_tool("your-api-key")
|
|
fetch_tool = create_fetch_memory_tool("your-api-key")
|
|
```
|
|
|
|
### Function Calling Integration
|
|
|
|
```python
|
|
from supermemory_openai import execute_memory_tool_calls
|
|
|
|
# After getting tool calls from OpenAI
|
|
if response.choices[0].message.tool_calls:
|
|
tool_results = await execute_memory_tool_calls(
|
|
api_key="your-supermemory-api-key",
|
|
tool_calls=response.choices[0].message.tool_calls,
|
|
config={"project_id": "my-project"}
|
|
)
|
|
|
|
# Add tool results to conversation
|
|
messages.append(response.choices[0].message)
|
|
messages.extend(tool_results)
|
|
```
|
|
|
|
## API Reference
|
|
|
|
### SupermemoryTools
|
|
|
|
Memory management tools for function calling.
|
|
|
|
#### Constructor
|
|
|
|
```python
|
|
SupermemoryTools(
|
|
api_key: str,
|
|
config: Optional[SupermemoryToolsConfig] = None
|
|
)
|
|
```
|
|
|
|
#### Methods
|
|
|
|
- `get_tool_definitions()` - Get OpenAI function definitions
|
|
- `search_memories()` - Search user memories
|
|
- `add_memory()` - Add new memory
|
|
- `fetch_memory()` - Fetch specific memory by ID
|
|
- `execute_tool_call()` - Execute individual tool call
|
|
|
|
## Error Handling
|
|
|
|
```python
|
|
try:
|
|
response = await client.chat_completion(
|
|
messages=[{"role": "user", "content": "Hello"}],
|
|
model="gpt-4o"
|
|
)
|
|
except Exception as e:
|
|
print(f"Error: {e}")
|
|
```
|
|
|
|
## Environment Variables
|
|
|
|
Set these environment variables for testing:
|
|
|
|
- `SUPERMEMORY_API_KEY` - Your Supermemory API key
|
|
- `OPENAI_API_KEY` - Your OpenAI API key
|
|
- `MODEL_NAME` - Model to use (default: "gpt-4o-mini")
|
|
- `SUPERMEMORY_BASE_URL` - Custom Supermemory base URL (optional)
|
|
|
|
## Development
|
|
|
|
### Setup
|
|
|
|
```bash
|
|
# Install uv
|
|
curl -LsSf https://astral.sh/uv/install.sh | sh
|
|
|
|
# Clone and setup
|
|
git clone <repository-url>
|
|
cd packages/openai-sdk-python
|
|
uv sync --dev
|
|
```
|
|
|
|
### Testing
|
|
|
|
```bash
|
|
# Run tests
|
|
uv run pytest
|
|
|
|
# Run with coverage
|
|
uv run pytest --cov=supermemory_openai
|
|
|
|
# Run specific test file
|
|
uv run pytest tests/test_infinite_chat.py
|
|
```
|
|
|
|
### Type Checking
|
|
|
|
```bash
|
|
uv run mypy src/supermemory_openai
|
|
```
|
|
|
|
### Formatting
|
|
|
|
```bash
|
|
uv run black src/ tests/
|
|
uv run isort src/ tests/
|
|
```
|
|
|
|
## License
|
|
|
|
MIT License - see LICENSE file for details.
|
|
|
|
## Links
|
|
|
|
- [Supermemory](https://supermemory.ai) - Infinite context memory platform
|
|
- [OpenAI Python SDK](https://github.com/openai/openai-python) - Official OpenAI Python library
|
|
- [Documentation](https://docs.supermemory.ai) - Full API documentation
|