This tool executes code and can potentially perform destructive actions. Be careful that you trust any code passed to it!
Usage
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import { OpenAI } from "@langchain/openai";
import { PythonInterpreterTool } from "@langchain/community/experimental/tools/pyinterpreter";
import { ChatPromptTemplate } from "@langchain/core/prompts";
import { StringOutputParser } from "@langchain/core/output_parsers";
const prompt = ChatPromptTemplate.fromTemplate(
`Generate python code that does {input}. Do not generate anything else.`
);
const model = new OpenAI({});
const interpreter = await PythonInterpreterTool.initialize({
indexURL: "../node_modules/pyodide",
});
// Note: In Deno, it may be easier to initialize the interpreter yourself:
// import pyodideModule from "npm:pyodide/pyodide.js";
// import { PythonInterpreterTool } from "npm:@langchain/community/experimental/tools/pyinterpreter";
// const pyodide = await pyodideModule.loadPyodide();
// const pythonTool = new PythonInterpreterTool({instance: pyodide})
const chain = prompt
.pipe(model)
.pipe(new StringOutputParser())
.pipe(interpreter);
const result = await chain.invoke({
input: `prints "Hello LangChain"`,
});
console.log(JSON.parse(result).stdout);
// To install python packages:
// This uses the loadPackages command.
// This works for packages built with pyodide.
await interpreter.addPackage("numpy");
// But for other packages, you will want to use micropip.
// See: https://pyodide.org/en/stable/usage/loading-packages.html
// for more information
await interpreter.addPackage("micropip");
// The following is roughly equivalent to:
// pyodide.runPython(`import ${pkgname}; ${pkgname}`);
const micropip = interpreter.pyodideInstance.pyimport("micropip");
await micropip.install("numpy");
Related
- Tool conceptual guide
- Tool how-to guides
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