chatbot-ui/lib/retrieval/processing/pdf.ts

31 lines
898 B
TypeScript

import { FileItemChunk } from "@/types"
import { encode } from "gpt-tokenizer"
import { PDFLoader } from "langchain/document_loaders/fs/pdf"
import { RecursiveCharacterTextSplitter } from "langchain/text_splitter"
import { CHUNK_OVERLAP, CHUNK_SIZE } from "."
export const processPdf = async (pdf: Blob): Promise<FileItemChunk[]> => {
const loader = new PDFLoader(pdf)
const docs = await loader.load()
let completeText = docs.map(doc => doc.pageContent).join(" ")
const splitter = new RecursiveCharacterTextSplitter({
chunkSize: CHUNK_SIZE,
chunkOverlap: CHUNK_OVERLAP
})
const splitDocs = await splitter.createDocuments([completeText])
let chunks: FileItemChunk[] = []
for (let i = 0; i < splitDocs.length; i++) {
const doc = splitDocs[i]
chunks.push({
content: doc.pageContent,
tokens: encode(doc.pageContent).length
})
}
return chunks
}