from langchain.tools import ShellTool from langchain.agents import tool from langchain.chains import LLMChain from langchain.prompts import PromptTemplate from models import llm generate_python_code = """ Please write Shell script to fulfill the following requirement: --- {input} --- Only output the code section with code block. """ generate_python_code_promopt = PromptTemplate(input_variables=["input"], template=generate_python_code,) generate_code_chain = LLMChain(llm = llm(temperature=0.1), prompt=generate_python_code_promopt, output_key="code") shell_tool = ShellTool() @tool("Generate and Excute Shell Code ", return_direct=True) def generate_and_excute_shell_code(input: str) -> str: '''useful for when you need to generate python code and excute it''' command = generate_code_chain.run(input) print(command) code_content = command if('```python' in command): start = command.find('```python') + len('```python') end = command.rfind('```') code_content = command[start:end].strip() elif("```" in command): start = command.find('```') + len('```') end = command.rfind('```') code_content = command[start:end].strip() result = shell_tool.run(code_content) return f""" code: ``` {code_content} ``` execute result: --- {result} --- """ shell_tool = ShellTool() shell_tool.description = shell_tool.description + f"args {shell_tool.args}".replace("{", "{{").replace("}", "}}")