@mozilla/readability
在将 HTML 文档用于以后检索时,我们通常只对网页的实际内容感兴趣,而不是语义。使用 MozillaReadabilityTransformer 从文档中剥离 HTML 标签可以生成更富含内容的块,从而使检索更有效。
设置
您需要安装 @mozilla/readability
和 jsdom
npm 包
- npm
- Yarn
- pnpm
npm install @mozilla/readability jsdom
yarn add @mozilla/readability jsdom
pnpm add @mozilla/readability jsdom
虽然本身不需要转换器,但以下使用示例需要 cheerio
用于抓取
- npm
- Yarn
- pnpm
npm install cheerio
yarn add cheerio
pnpm add cheerio
提示
请参阅 本节以获取有关安装集成包的一般说明。
- npm
- Yarn
- pnpm
npm install @langchain/community @langchain/core
yarn add @langchain/community @langchain/core
pnpm add @langchain/community @langchain/core
使用
以下示例抓取 Hacker News 线程,根据 HTML 标签将其拆分以根据标签的语义信息对块进行分组,然后从各个块中提取内容
import { CheerioWebBaseLoader } from "@langchain/community/document_loaders/web/cheerio";
import { MozillaReadabilityTransformer } from "@langchain/community/document_transformers/mozilla_readability";
import { RecursiveCharacterTextSplitter } from "@langchain/textsplitters";
const loader = new CheerioWebBaseLoader(
"https://news.ycombinator.com/item?id=34817881"
);
const docs = await loader.load();
const splitter = RecursiveCharacterTextSplitter.fromLanguage("html");
const transformer = new MozillaReadabilityTransformer();
const sequence = splitter.pipe(transformer);
const newDocuments = await sequence.invoke(docs);
console.log(newDocuments);
/*
[
Document {
pageContent: 'Hacker News new | past | comments | ask | show | jobs | submit login What Lights\n' +
'the Universe’s Standard Candles? (quantamagazine.org) 75 points by Amorymeltzer\n' +
'5 months ago | hide | past | favorite | 6 comments delta_p_delta_x 5 months ago\n' +
'| next [–] Astrophysical and cosmological simulations are often insightful.\n' +
"They're also very cross-disciplinary; besides the obvious astrophysics, there's\n" +
'networking and sysadmin, parallel computing and algorithm theory (so that the\n' +
'simulation programs are actually fast but still accurate), systems design, and\n' +
'even a bit of graphic design for the visualisations.Some of my favourite\n' +
'simulation projects:- IllustrisTNG:',
metadata: {
source: 'https://news.ycombinator.com/item?id=34817881',
loc: [Object]
}
},
Document {
pageContent: 'that the simulation programs are actually fast but still accurate), systems\n' +
'design, and even a bit of graphic design for the visualisations.Some of my\n' +
'favourite simulation projects:- IllustrisTNG: https://www.tng-project.org/-\n' +
'SWIFT: https://swift.dur.ac.uk/- CO5BOLD:\n' +
'https://www.astro.uu.se/~bf/co5bold_main.html (which produced these animations\n' +
'of a red-giant star: https://www.astro.uu.se/~bf/movie/AGBmovie.html)-\n' +
'AbacusSummit: https://abacussummit.readthedocs.io/en/latest/And I can add the\n' +
'simulations in the article, too. froeb 5 months ago | parent | next [–]\n' +
'Supernova simulations are especially interesting too. I have heard them\n' +
'described as the only time in physics when all 4 of the fundamental forces are\n' +
'important. The explosion can be quite finicky too. If I remember right, you\n' +
"can't get supernova to explode",
metadata: {
source: 'https://news.ycombinator.com/item?id=34817881',
loc: [Object]
}
},
Document {
pageContent: 'heard them described as the only time in physics when all 4 of the fundamental\n' +
'forces are important. The explosion can be quite finicky too. If I remember\n' +
"right, you can't get supernova to explode properly in 1D simulations, only in\n" +
'higher dimensions. This was a mystery until the realization that turbulence is\n' +
'necessary for supernova to trigger--there is no turbulent flow in 1D. andrewflnr\n' +
"5 months ago | prev | next [–] Whoa. I didn't know the accretion theory of Ia\n" +
'supernovae was dead, much less that it had been since 2011. andreareina 5 months\n' +
'ago | prev | next [–] This seems to be the paper',
metadata: {
source: 'https://news.ycombinator.com/item?id=34817881',
loc: [Object]
}
},
Document {
pageContent: 'andreareina 5 months ago | prev | next [–] This seems to be the paper\n' +
'https://academic.oup.com/mnras/article/517/4/5260/6779709 andreareina 5 months\n' +
"ago | prev [–] Wouldn't double detonation show up as variance in the brightness?\n" +
'yencabulator 5 months ago | parent [–] Or widening of the peak. If one type Ia\n' +
'supernova goes 1,2,3,2,1, the sum of two could go 1+0=1 2+1=3 3+2=5 2+3=5 1+2=3\n' +
'0+1=1 Guidelines | FAQ | Lists |',
metadata: {
source: 'https://news.ycombinator.com/item?id=34817881',
loc: [Object]
}
},
Document {
pageContent: 'the sum of two could go 1+0=1 2+1=3 3+2=5 2+3=5 1+2=3 0+1=1 Guidelines | FAQ |\n' +
'Lists | API | Security | Legal | Apply to YC | Contact Search:',
metadata: {
source: 'https://news.ycombinator.com/item?id=34817881',
loc: [Object]
}
}
]
*/
API 参考
- CheerioWebBaseLoader 来自
@langchain/community/document_loaders/web/cheerio
- MozillaReadabilityTransformer 来自
@langchain/community/document_transformers/mozilla_readability
- RecursiveCharacterTextSplitter 来自
@langchain/textsplitters
自定义
您可以将任何 @mozilla/readability
包接受的参数 传递给转换器,以自定义其工作方式。