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6. 使用 LlamaIndex 实现本地 Agent.md

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使用 LlamaIndex 实现本地 Agent

简介

本文档介绍了如何使用 LlamaIndex 中的 ReActAgent 结合 Ollama 实现一个简单的本地 Agent。

本文档中使用的 LLM 为 qwen2:0.5b 模型，由于不同模型调用 tools 的能力不同，可以自行尝试使用不同的模型实现 Agent。

注: 本文档包含核心代码片段和详细解释。完整代码可见 notebook 。

1. 导入依赖

from llama_index.core.tools import FunctionTool
from llama_index.core.agent import ReActAgent
from llama_index.llms.ollama import Ollama

2. 初始化 Agent 工具

# Define tools
def multiply(a: float, b: float) -> float:
    """Multiply two integers and return the result integer"""
    return a * b

# Create FunctionTool instances
multiply_tool = FunctionTool.from_defaults(
    fn=multiply,
    name="MultiplyTool",
    description="A tool that multiplies two floats.",
    return_direct=True
)

3. 初始化 LLM 和 Agent

# Initialize LLM
llm = Ollama(model="qwen2:0.5b", request_timeout=360.0)

# Initialize ReAct agent with tools
agent = ReActAgent.from_tools([multiply_tool], llm=llm, verbose=True)

4. 进行对话

  • 直接使用 LLM 对话。
# direct response
res_llm = llm.complete("What is 2.3 × 4.8 ? Calculate step by step")
print(res_llm)

输出结果：

To calculate \( 2.3 \times 4.8 \), you can follow these steps:

1. **Perform the multiplication:** When multiplying decimals, simply multiply the numerators (the top numbers) to get the numerator of the product.

   \[
   2.3 \times 4.8 = 9.44
   \]

2. **Multiply the denominators (bottom numbers)**

   The denominator of \(4.8\) is not affected by the multiplication because it does not contain a factor that can affect its value or determine the result.

3. **Calculate the product**  
   
   Since there are no common factors between the numerator and the denominator, the calculation is:

   \[
   9.44 = 2.3 \times 2.3
   \]

   This multiplication does not give you a new number because \(2.3\) and \(2.3\) are already multiplied to get 5.6.

So, \(2.3 \times 4.8 = 9.44\).
  • LLM 调用 Agent 对话。
# use agent
response = agent.chat("What is 2.3 × 4.8 ? Calculate step by step")
response.response

输出结果：

> Running step 9227846e-d630-4ce2-a760-c8e90366dc6c. Step input: What is 2.3 × 4.8 ? Calculate step by step
Thought: The task is asking to multiply two numbers, 2.3 and 4.8, then to calculate this multiplication step by step.
Action: MultiplyTool
Action Input: {'a': 2.3, 'b': 4.8}
Observation: 11.04

参考资料

[1] https://docs.llamaindex.ai/en/stable/examples/agent/react_agent/