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153 lines
4.9 KiB
Markdown
Executable File
153 lines
4.9 KiB
Markdown
Executable File
# Agent Node
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The Agent node is the most fundamental node type in the DevAll platform, used to invoke Large Language Models (LLMs) for text generation, conversation, reasoning, and other tasks. It supports multiple model providers (OpenAI, Gemini, etc.) and can be configured with advanced features like tool calling, chain-of-thought, and memory.
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## Configuration
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| Field | Type | Required | Default | Description |
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|-------|------|----------|---------|-------------|
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| `provider` | string | Yes | `openai` | Model provider name, e.g., `openai`, `gemini` |
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| `name` | string | Yes | - | Model name, e.g., `gpt-4o`, `gemini-2.0-flash-001` |
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| `role` | text | No | - | System prompt |
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| `base_url` | string | No | Provider default | API endpoint URL, supports `${VAR}` placeholders |
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| `api_key` | string | No | - | API key, recommend using environment variable `${API_KEY}` |
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| `params` | dict | No | `{}` | Model call parameters (temperature, top_p, etc.) |
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| `tooling` | object | No | - | Tool calling configuration, see [Tooling Module](../modules/tooling/README.md) |
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| `thinking` | object | No | - | Chain-of-thought configuration, e.g., chain-of-thought, reflection |
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| `memories` | list | No | `[]` | Memory binding configuration, see [Memory Module](../modules/memory.md) |
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| `retry` | object | No | - | Automatic retry strategy configuration |
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### Retry Strategy Configuration (retry)
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| Field | Type | Default | Description |
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|-------|------|---------|-------------|
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| `enabled` | bool | `true` | Whether to enable automatic retry |
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| `max_attempts` | int | `5` | Maximum number of attempts (including first attempt) |
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| `min_wait_seconds` | float | `1.0` | Minimum backoff wait time |
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| `max_wait_seconds` | float | `6.0` | Maximum backoff wait time |
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| `retry_on_status_codes` | list[int] | `[408,409,425,429,500,502,503,504]` | HTTP status codes that trigger retry |
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## When to Use
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- **Text generation**: Writing, translation, summarization, Q&A, etc.
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- **Intelligent conversation**: Multi-turn dialogue, customer service bots
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- **Tool calling**: Enable the model to call external APIs or execute functions
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- **Complex reasoning**: Use with thinking configuration for deep thought
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- **Knowledge retrieval**: Use with memories to implement RAG patterns
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## Examples
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### Basic Configuration
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```yaml
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nodes:
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- id: Writer
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type: agent
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config:
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provider: openai
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base_url: ${BASE_URL}
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api_key: ${API_KEY}
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name: gpt-4o
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role: |
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You are a professional technical documentation writer. Please answer questions in clear and concise language.
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params:
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temperature: 0.7
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max_tokens: 2000
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```
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### Configuring Tool Calling
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```yaml
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nodes:
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- id: Assistant
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type: agent
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config:
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provider: openai
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name: gpt-4o
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api_key: ${API_KEY}
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tooling:
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type: function # Tool type: function, mcp_remote, mcp_local
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config:
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tools: # List of function tools from functions/function_calling/ directory
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- name: describe_available_files
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- name: load_file
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timeout: 20 # Optional: execution timeout (seconds)
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```
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### Configuring MCP Tools (Remote HTTP)
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```yaml
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nodes:
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- id: MCP Agent
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type: agent
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config:
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provider: openai
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name: gpt-4o
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api_key: ${API_KEY}
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tooling:
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type: mcp_remote
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config:
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server: http://localhost:8080/mcp # MCP server endpoint
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headers: # Optional: custom request headers
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Authorization: Bearer ${MCP_TOKEN}
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timeout: 30 # Optional: request timeout (seconds)
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```
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### Configuring MCP Tools (Local stdio)
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```yaml
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nodes:
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- id: Local MCP Agent
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type: agent
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config:
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provider: openai
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name: gpt-4o
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api_key: ${API_KEY}
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tooling:
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type: mcp_local
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config:
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command: uvx # Launch command
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args: ["mcp-server-sqlite", "--db-path", "data.db"]
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cwd: ${WORKSPACE} # Optional, usually not needed
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env: # Optional, usually not needed
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DEBUG: "true"
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startup_timeout: 10 # Optional: startup timeout (seconds)
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```
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### Gemini Multimodal Configuration
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```yaml
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nodes:
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- id: Vision Agent
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type: agent
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config:
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provider: gemini
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base_url: https://generativelanguage.googleapis.com
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api_key: ${GEMINI_API_KEY}
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name: gemini-2.5-flash-image
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role: You need to generate corresponding image content based on user input.
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```
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### Configuring Retry Strategy
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```yaml
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nodes:
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- id: Robust Agent
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type: agent
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config:
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provider: openai
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name: gpt-4o
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api_key: ${API_KEY}
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retry: # Retry is enabled by default, you can customize it
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enabled: true
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max_attempts: 3
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min_wait_seconds: 2.0
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max_wait_seconds: 10.0
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```
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## Related Documentation
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- [Tooling Module Configuration](../modules/tooling/README.md)
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- [Memory Module Configuration](../modules/memory.md)
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- [Workflow Authoring Guide](../workflow_authoring.md)
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