Build latest book artifacts / build (push) Canceled after 0s
dependency resolution / resolve (3.11) (push) Canceled after 0s
dependency resolution / resolve (3.13) (push) Canceled after 0s
deploy-pages / build (push) Canceled after 0s
deploy-pages / deploy (push) Canceled after 0s
i18n consistency check / check (push) Canceled after 0s
provider adoption tests / test (chapter2/context-compression) (push) Canceled after 0s
provider adoption tests / test (chapter2/prompt-injection) (push) Canceled after 0s
provider adoption tests / test (chapter2/system-hint) (push) Canceled after 0s
provider adoption tests / test (chapter3/log-sanitization) (push) Canceled after 0s
web-search-agent tests / test (push) Canceled after 0s
web-search-agent tests / agentbook (push) Canceled after 0s
237 lines
6.9 KiB
Markdown
237 lines
6.9 KiB
Markdown
# Multi-Provider Support for User Memory System
|
|
|
|
The User Memory System now supports multiple LLM providers, allowing you to choose the best provider for your needs.
|
|
|
|
### Alibaba Cloud DashScope / Bailian (Qwen)
|
|
|
|
- **Provider names**: `dashscope`, `qwen`, or `bailian` (aliases)
|
|
- **API key**: `DASHSCOPE_API_KEY`
|
|
- **Default model**: `qwen3.7-plus`
|
|
- **Base URL**: `https://dashscope.aliyuncs.com/compatible-mode/v1`
|
|
- For an international-region key, set `DASHSCOPE_BASE_URL=https://dashscope-intl.aliyuncs.com/compatible-mode/v1`.
|
|
|
|
## Supported Providers
|
|
|
|
### 1. **Kimi/Moonshot** (Default)
|
|
- **Provider names**: `kimi` or `moonshot`
|
|
- **API Key**: `MOONSHOT_API_KEY`
|
|
- **Base URL**: `https://api.moonshot.cn/v1`
|
|
- **Default Model**: `kimi-k3`
|
|
|
|
### 2. **SiliconFlow**
|
|
- **Provider name**: `siliconflow`
|
|
- **API Key**: `SILICONFLOW_API_KEY`
|
|
- **Base URL**: `https://api.siliconflow.cn/v1`
|
|
- **Default Model**: `Qwen/Qwen3-235B-A22B-Thinking-2507`
|
|
|
|
### 3. **Doubao**
|
|
- **Provider name**: `doubao`
|
|
- **API Key**: `DOUBAO_API_KEY`
|
|
- **Base URL**: `https://ark.cn-beijing.volces.com/api/v3`
|
|
- **Default Model**: `doubao-seed-1-6-thinking-250715`
|
|
|
|
### 4. **OpenRouter**
|
|
- **Provider name**: `openrouter`
|
|
- **API Key**: `OPENROUTER_API_KEY`
|
|
- **Base URL**: `https://openrouter.ai/api/v1`
|
|
- **Default Model**: `google/gemini-3.5-flash`
|
|
- **Supported Models**:
|
|
- `google/gemini-3.5-flash` - Google's Gemini 3.5 Flash model
|
|
- `openai/gpt-5` - OpenAI's GPT-5 model
|
|
- `anthropic/claude-sonnet-4` - Anthropic's Claude Sonnet 4 model
|
|
|
|
## Configuration
|
|
|
|
### Environment Variables
|
|
|
|
Set the appropriate API key for your chosen provider:
|
|
|
|
```bash
|
|
# For Kimi/Moonshot
|
|
export MOONSHOT_API_KEY="your-api-key-here"
|
|
|
|
# For SiliconFlow
|
|
export SILICONFLOW_API_KEY="your-api-key-here"
|
|
|
|
# For Doubao
|
|
export DOUBAO_API_KEY="your-api-key-here"
|
|
|
|
# For OpenRouter
|
|
export OPENROUTER_API_KEY="your-api-key-here"
|
|
|
|
# Set default provider (optional, defaults to 'kimi')
|
|
export PROVIDER="siliconflow"
|
|
|
|
# Override default model (optional)
|
|
export MODEL_NAME="your-custom-model-name"
|
|
```
|
|
|
|
### Command-Line Usage
|
|
|
|
```bash
|
|
# Use default provider (from env or 'kimi')
|
|
python main.py --mode interactive
|
|
|
|
# Specify provider
|
|
python main.py --provider siliconflow --mode interactive
|
|
|
|
# Alibaba Cloud Model Studio / Bailian
|
|
export DASHSCOPE_API_KEY="your-dashscope-key"
|
|
python main.py --provider dashscope --mode interactive
|
|
# `qwen` and `bailian` are accepted aliases for `dashscope`.
|
|
|
|
# Specify provider and model
|
|
python main.py --provider doubao --model "doubao-seed-1-6-thinking-250715" --mode demo
|
|
|
|
# Full example with all options
|
|
python main.py \
|
|
--provider siliconflow \
|
|
--model "Qwen/Qwen3-235B-A22B-Thinking-2507" \
|
|
--memory-mode enhanced_notes \
|
|
--mode interactive \
|
|
--user my_user
|
|
|
|
# Using OpenRouter with specific models
|
|
python main.py --provider openrouter --model "google/gemini-3.5-flash" --mode interactive
|
|
python main.py --provider openrouter --model "openai/gpt-5" --mode demo
|
|
python main.py --provider openrouter --model "anthropic/claude-sonnet-4" --mode evaluation
|
|
```
|
|
|
|
## Python API Usage
|
|
|
|
### UserMemoryAgent
|
|
|
|
```python
|
|
from agent import UserMemoryAgent, UserMemoryConfig
|
|
from config import MemoryMode
|
|
|
|
# Using SiliconFlow
|
|
agent = UserMemoryAgent(
|
|
user_id="user123",
|
|
provider="siliconflow",
|
|
model="Qwen/Qwen3-235B-A22B-Thinking-2507", # Optional, uses default if not specified
|
|
config=UserMemoryConfig(memory_mode=MemoryMode.NOTES)
|
|
)
|
|
|
|
# Execute a task
|
|
result = agent.execute_task("Remember that I prefer Python for programming")
|
|
```
|
|
|
|
### ConversationalAgent
|
|
|
|
```python
|
|
from conversational_agent import ConversationalAgent, ConversationConfig
|
|
|
|
# Using Doubao
|
|
agent = ConversationalAgent(
|
|
user_id="user456",
|
|
provider="doubao",
|
|
model="doubao-seed-1-6-thinking-250715", # Optional
|
|
config=ConversationConfig(enable_memory_context=True),
|
|
memory_mode=MemoryMode.ENHANCED_NOTES
|
|
)
|
|
|
|
# Have a conversation
|
|
response = agent.chat("Hello, I'm John and I work at TechCorp")
|
|
```
|
|
|
|
### BackgroundMemoryProcessor
|
|
|
|
```python
|
|
from background_memory_processor import BackgroundMemoryProcessor, MemoryProcessorConfig
|
|
|
|
# Using Kimi (default)
|
|
processor = BackgroundMemoryProcessor(
|
|
user_id="user789",
|
|
provider="kimi", # or "moonshot"
|
|
config=MemoryProcessorConfig(
|
|
conversation_interval=2
|
|
),
|
|
memory_mode=MemoryMode.JSON_CARDS
|
|
)
|
|
|
|
# Using OpenRouter with specific model
|
|
processor = BackgroundMemoryProcessor(
|
|
user_id="user_openrouter",
|
|
provider="openrouter",
|
|
model="google/gemini-3.5-flash", # or "openai/gpt-5", "anthropic/claude-sonnet-4"
|
|
config=MemoryProcessorConfig(
|
|
conversation_interval=1
|
|
),
|
|
memory_mode=MemoryMode.ENHANCED_NOTES
|
|
)
|
|
|
|
# Start background processing
|
|
processor.start_background_processing()
|
|
```
|
|
|
|
## Testing Providers
|
|
|
|
Run the test script to verify provider configuration:
|
|
|
|
```bash
|
|
python test_providers.py
|
|
```
|
|
|
|
This will test each configured provider and show which ones are properly set up.
|
|
|
|
## Provider Selection Guidelines
|
|
|
|
Choose your provider based on:
|
|
|
|
1. **Kimi/Moonshot**: Best for Chinese language support and general tasks
|
|
2. **SiliconFlow**: High-performance option with Qwen models
|
|
3. **Doubao**: ByteDance's offering with strong reasoning capabilities
|
|
4. **OpenRouter**: Access to multiple top-tier models including:
|
|
- **Google Gemini 2.5 Pro**: Advanced multimodal understanding and reasoning
|
|
- **OpenAI GPT-5**: Latest generation language model with superior capabilities
|
|
- **Anthropic Claude Sonnet 4**: Strong reasoning with constitutional AI safety
|
|
|
|
## Troubleshooting
|
|
|
|
### API Key Not Found
|
|
If you see an error about missing API keys:
|
|
1. Check that the environment variable is set correctly
|
|
2. Verify the API key is valid
|
|
3. Ensure you're using the correct provider name
|
|
|
|
### Connection Errors
|
|
If you encounter connection issues:
|
|
1. Verify your network connection
|
|
2. Check if the provider's API endpoint is accessible
|
|
3. Ensure your API key has the necessary permissions
|
|
|
|
### Model Not Available
|
|
If a model is not available:
|
|
1. Check the provider's documentation for available models
|
|
2. Use the default model by not specifying the `--model` parameter
|
|
3. Update to a currently available model
|
|
|
|
## Adding New Providers
|
|
|
|
To add support for a new provider, update the following files:
|
|
|
|
1. **config.py**: Add API key and base URL configuration
|
|
2. **agent.py**: Add provider case in `__init__` method
|
|
3. **conversational_agent.py**: Add provider case in `__init__` method
|
|
4. **background_memory_processor.py**: No changes needed (uses UserMemoryAgent)
|
|
5. **main.py**: Add provider to choices in argparse
|
|
|
|
Example for adding a new provider:
|
|
|
|
```python
|
|
# In agent.py __init__ method
|
|
elif self.provider == "new_provider":
|
|
self.client = OpenAI(
|
|
api_key=api_key,
|
|
base_url="https://api.newprovider.com/v1"
|
|
)
|
|
self.model = model or "default-model-name"
|
|
elif self.provider == "openrouter":
|
|
self.client = OpenAI(
|
|
api_key=api_key,
|
|
base_url="https://openrouter.ai/api/v1"
|
|
)
|
|
self.model = model or "google/gemini-3.5-flash"
|
|
```
|