Add chapter7 Agent code
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76
docs/chapter7/Agent/src/core.py
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76
docs/chapter7/Agent/src/core.py
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from openai import OpenAI
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import json
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from typing import List, Dict, Any
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from src.utils import function_to_json
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from src.tools import get_current_datetime, add, compare, count_letter_in_string
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import pprint
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SYSREM_PROMPT = """
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你是一个叫不要葱姜蒜的人工智能助手。你的输出应该与用户的语言保持一致。
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当用户的问题需要调用工具时,你可以从提供的工具列表中调用适当的工具函数。
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"""
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class Agent:
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def __init__(self, client: OpenAI, model: str = "Qwen/Qwen2.5-32B-Instruct", tools: List=[], verbose : bool = True):
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self.client = client
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self.tools = tools
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self.model = model
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self.messages = [
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{"role": "system", "content": SYSREM_PROMPT},
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]
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self.verbose = verbose
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def get_tool_schema(self) -> List[Dict[str, Any]]:
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# 获取所有工具的 JSON 模式
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return [function_to_json(tool) for tool in self.tools]
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def handle_tool_call(self, tool_call):
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# 处理工具调用
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function_name = tool_call.function.name
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function_args = tool_call.function.arguments
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function_id = tool_call.id
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function_call_content = eval(f"{function_name}(**{function_args})")
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return {
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"role": "tool",
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"content": function_call_content,
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"tool_call_id": function_id,
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}
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def get_completion(self, prompt) -> str:
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self.messages.append({"role": "user", "content": prompt})
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# 获取模型的完成响应
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response = self.client.chat.completions.create(
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model=self.model,
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messages=self.messages,
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tools=self.get_tool_schema(),
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stream=False,
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)
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if response.choices[0].message.tool_calls:
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# 处理工具调用
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tool_list = []
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for tool_call in response.choices[0].message.tool_calls:
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# 处理工具调用并将结果添加到消息列表中
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self.messages.append(self.handle_tool_call(tool_call))
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tool_list.append(tool_call.function.name)
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if self.verbose:
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print("调用工具:", tool_list)
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# 再次获取模型的完成响应,这次包含工具调用的结果
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response = self.client.chat.completions.create(
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model=self.model,
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messages=self.messages,
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tools=self.get_tool_schema(),
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stream=False,
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)
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# 将模型的完成响应添加到消息列表中
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self.messages.append({"role": "assistant", "content": response.choices[0].message.content})
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return response.choices[0].message.content
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