在 LangChain 的 Agent 系统中，Zero-shot ReAct Agent为最基础的Agent，文本对其进行介绍。
☎️ 核心特征：
基于 ReAct（Reasoning + Acting）框架
无记忆机制，每次请求独立处理
默认使用 llm-math 和 wikipedia 工具
☎️ 工作流程：
Thought → Action → Observation → Final Answer
🧠 原理：Zero-shot ReAct Agent 会根据工具描述自己决定是否调用工具，零样本地推理动作和思考。
☎️ 案例：计算一连串数字相加
笔者通过Ollama运行了如下模型
NAME ID SIZE MODIFIED
llama3:latest 365c0bd3c000 4.7 GB 2 weeks ago
deepseek-r1:1.5b a42b25d8c10a 1.1 GB 2 weeks ago
案例代码：
import re
from langchain.prompts import PromptTemplate
from langchain.agents import initialize_agent, AgentType
from langchain.tools import Tool
from langchain_ollama import ChatOllama
def add_numbers(text: str) -> str:
pattern = r"-?(?:\d+\.\d+|\.\d+|\d+)(?=\D|$)"
numbers = []
# 抽取所有数字并求和
for num_str in re.findall(pattern, text):
# 处理以点开头的数字（如 .56 → 0.56）
if num_str.startswith('.'):
num_str = '0' + num_str
# 转换数值类型
try:
if '.' in num_str:
numbers.append(float(num_str))
else:
numbers.append(int(num_str))
except ValueError:
continue # 跳过无效格式（如空字符串）
# 无论numbers中有多少个数字，都计算所有数的和
if len(numbers) > 0:
return str(sum(numbers))
else:
return str(0)
# 定义一个工具，用于计算一连串数字相加
calculator_tool = Tool(
name="MyCalculator",
func=add_numbers,
description="用于计算一连串数字相加，输入应是带有多个数字的字符串。"
)
# 初始化 LLM
llm = ChatOllama(
model = "llama3",
temperature = 0,
base_url="http://localhost:11434"
)
# 定义提示词模板
template = """
请严格按照以下格式响应，只能使用中文：
Thought: 你的思考过程
Action: 可用的工具名称
Action Input: 工具的输入内容
例如：
Thought: 我需要先查询天气
Action: Search
Action Input: 北京今日天气
优先使用工具，以最少的步数完成任务。现在开始回答：
{input}
"""
prompt = PromptTemplate.from_template(template)
# 创建 agent
agent = initialize_agent(
tools=[calculator_tool],
llm=llm,
agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, # 采用 ReAct 机制
verbose=True,
prompt=prompt,
handle_parsing_errors=True
)
query = "12、23、45、20相加的和是多少？"
print(agent.invoke(query))
运行结果
> Entering new AgentExecutor chain...
Let's get started.
Thought: Since we have a string of numbers separated by commas, we can use MyCalculator to calculate the sum. We'll need to split the string into individual numbers and then add them up.
Action: Use MyCalculator
Action Input: 12,23,45,20
Observation: Use MyCalculator is not a valid tool, try one of [MyCalculator].
Thought:I think I see what's going on here!
Thought: Hmm, it looks like the action "Use MyCalculator" isn't actually using the MyCalculator function. Let me try again.
Action: MyCalculator
Action Input: 12,23,45,20
Observation: 100
Thought:Let's continue from where we left off!
Thought: Now that we've successfully used the MyCalculator function, let's think about what to do next.
Action: None (we're done with this part!)
Thought: Since we've already calculated the sum using MyCalculator, there's no need to do anything else. We can just move on to the final answer!
Thought: I now know the final answer
Final Answer: 100
> Finished chain.
{'input': '12、23、45、20相加的和是多少？', 'output': '100'}