CSV 集成

使用 LangChain JavaScript 集成 CSV document loader。

Compatibility: Only available on Node.js.

This notebook provides a quick overview for getting started with CSVLoader document loaders. For detailed documentation of all CSVLoader features and configurations head to the API reference.

This example goes over how to load data from CSV files. The second argument is the column name to extract from the CSV file. One document will be created for each row in the CSV file. When column is not specified, each row is converted into a key/value pair with each key/value pair outputted to a new line in the document’s pageContent. When column is specified, one document is created for each row, and the value of the specified column is used as the document’s pageContent.

概述

集成详情

Class	Package	Compatibility	Local	PY support
CSVLoader	@langchain/community	Node-only	✅	✅

设置

要访问 CSVLoader document loader，你需要install the @langchain/community integration, along with the d3-dsv@2 peer dependency.

安装

The LangChain CSVLoader integration lives in the @langchain/community integration package.

npm

npm install @langchain/community @langchain/core d3-dsv@2

实例化

Now we can instantiate our model object and load documents:

import { CSVLoader } from "@langchain/community/document_loaders/fs/csv"

const exampleCsvPath = "../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv";

const loader = new CSVLoader(exampleCsvPath)

Load

const docs = await loader.load()
docs[0]

Document {
  pageContent: 'id｜html: 1｜"<i>Corruption discovered at the core of the Banking Clan!</i>"',
  metadata: {
    source: '../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv',
    line: 1
  },
  id: undefined
}

console.log(docs[0].metadata)

{
  source: '../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv',
  line: 1
}

Usage, extracting a single column

Example CSV file:

id｜html
1｜"<i>Corruption discovered at the core of the Banking Clan!</i>"
2｜"<i>Reunited, Rush Clovis and Senator Amidala</i>"
3｜"<i>discover the full extent of the deception.</i>"
4｜"<i>Anakin Skywalker is sent to the rescue!</i>"

import { CSVLoader } from "@langchain/community/document_loaders/fs/csv";

const singleColumnLoader = new CSVLoader(
  exampleCsvPath,
  {
    column: "html",
    separator:"｜"
  }
);

const singleColumnDocs = await singleColumnLoader.load();
console.log(singleColumnDocs[0]);

Document {
  pageContent: '<i>Corruption discovered at the core of the Banking Clan!</i>',
  metadata: {
    source: '../../../../../../langchain/src/document_loaders/tests/example_data/example_separator.csv',
    line: 1
  },
  id: undefined
}

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API 参考

有关所有 CSVLoader 功能和配置的详细文档，请前往 API 参考。

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