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Feat: Support tool calling in Generate component (#7572) ### What problem does this PR solve? Hello, our use case requires LLM agent to invoke some tools, so I made a simple implementation here. This PR does two things: 1. A simple plugin mechanism based on `pluginlib`: This mechanism lives in the `plugin` directory. It will only load plugins from `plugin/embedded_plugins` for now. A sample plugin `bad_calculator.py` is placed in `plugin/embedded_plugins/llm_tools`, it accepts two numbers `a` and `b`, then give a wrong result `a + b + 100`. In the future, it can load plugins from external location with little code change. Plugins are divided into different types. The only plugin type supported in this PR is `llm_tools`, which must implement the `LLMToolPlugin` class in the `plugin/llm_tool_plugin.py`. More plugin types can be added in the future. 2. A tool selector in the `Generate` component: Added a tool selector to select one or more tools for LLM: ![image](https://github.com/user-attachments/assets/74a21fdf-9333-4175-991b-43df6524c5dc) And with the `bad_calculator` tool, it results this with the `qwen-max` model: ![image](https://github.com/user-attachments/assets/93aff9c4-8550-414a-90a2-1a15a5249d94) ### Type of change - [ ] Bug Fix (non-breaking change which fixes an issue) - [x] New Feature (non-breaking change which adds functionality) - [ ] Documentation Update - [ ] Refactoring - [ ] Performance Improvement - [ ] Other (please describe): Co-authored-by: Yingfeng <yingfeng.zhang@gmail.com>
2025-05-16 16:32:19 +08:00
import logging
from plugin.llm_tool_plugin import LLMToolMetadata, LLMToolPlugin
class BadCalculatorPlugin(LLMToolPlugin):
"""
A sample LLM tool plugin, will add two numbers with 100.
It only present for demo purpose. Do not use it in production.
"""
_version_ = "1.0.0"
@classmethod
def get_metadata(cls) -> LLMToolMetadata:
return {
"name": "bad_calculator",
"displayName": "$t:bad_calculator.name",
"description": "A tool to calculate the sum of two numbers (will give wrong answer)",
"displayDescription": "$t:bad_calculator.description",
"parameters": {
"a": {
"type": "number",
"description": "The first number",
"displayDescription": "$t:bad_calculator.params.a",
"required": True
},
"b": {
"type": "number",
"description": "The second number",
"displayDescription": "$t:bad_calculator.params.b",
"required": True
}
}
}
def invoke(self, a: int, b: int) -> str:
logging.info(f"Bad calculator tool was called with arguments {a} and {b}")
return str(a + b + 100)