151 lines
4.5 KiB
TypeScript

import * as fs from 'node:fs'
import { JsonLoader, LocalPathLoader, RAGApplication, TextLoader } from '@llm-tools/embedjs'
import type { AddLoaderReturn } from '@llm-tools/embedjs-interfaces'
import { WebLoader } from '@llm-tools/embedjs-loader-web'
import { LoaderReturn } from '@shared/config/types'
import { FileType, KnowledgeBaseParams } from '@types'
import Logger from 'electron-log'
import { DraftsExportLoader } from './draftsExportLoader'
import { EpubLoader } from './epubLoader'
import { OdLoader, OdType } from './odLoader'
// embedjs内置loader类型
const commonExts = ['.pdf', '.csv', '.docx', '.pptx', '.xlsx', '.md']
export async function addOdLoader(
ragApplication: RAGApplication,
file: FileType,
base: KnowledgeBaseParams,
forceReload: boolean
): Promise<AddLoaderReturn> {
const loaderMap: Record<string, OdType> = {
'.odt': OdType.OdtLoader,
'.ods': OdType.OdsLoader,
'.odp': OdType.OdpLoader
}
const odType = loaderMap[file.ext]
if (!odType) {
throw new Error('Unknown odType')
}
return ragApplication.addLoader(
new OdLoader({
odType,
filePath: file.path,
chunkSize: base.chunkSize,
chunkOverlap: base.chunkOverlap
}) as any,
forceReload
)
}
export async function addFileLoader(
ragApplication: RAGApplication,
file: FileType,
base: KnowledgeBaseParams,
forceReload: boolean
): Promise<LoaderReturn> {
// 内置类型
if (commonExts.includes(file.ext)) {
const loaderReturn = await ragApplication.addLoader(
// @ts-ignore LocalPathLoader
new LocalPathLoader({ path: file.path, chunkSize: base.chunkSize, chunkOverlap: base.chunkOverlap }) as any,
forceReload
)
return {
entriesAdded: loaderReturn.entriesAdded,
uniqueId: loaderReturn.uniqueId,
uniqueIds: [loaderReturn.uniqueId],
loaderType: loaderReturn.loaderType
} as LoaderReturn
}
// 自定义类型
if (['.odt', '.ods', '.odp'].includes(file.ext)) {
const loaderReturn = await addOdLoader(ragApplication, file, base, forceReload)
return {
entriesAdded: loaderReturn.entriesAdded,
uniqueId: loaderReturn.uniqueId,
uniqueIds: [loaderReturn.uniqueId],
loaderType: loaderReturn.loaderType
} as LoaderReturn
}
// epub 文件处理
if (file.ext === '.epub') {
const loaderReturn = await ragApplication.addLoader(
new EpubLoader({
filePath: file.path,
chunkSize: base.chunkSize ?? 1000,
chunkOverlap: base.chunkOverlap ?? 200
}) as any,
forceReload
)
return {
entriesAdded: loaderReturn.entriesAdded,
uniqueId: loaderReturn.uniqueId,
uniqueIds: [loaderReturn.uniqueId],
loaderType: loaderReturn.loaderType
} as LoaderReturn
}
// DraftsExport类型 (file.ext会自动转换成小写)
if (['.draftsexport'].includes(file.ext)) {
const loaderReturn = await ragApplication.addLoader(new DraftsExportLoader(file.path) as any, forceReload)
return {
entriesAdded: loaderReturn.entriesAdded,
uniqueId: loaderReturn.uniqueId,
uniqueIds: [loaderReturn.uniqueId],
loaderType: loaderReturn.loaderType
}
}
const fileContent = fs.readFileSync(file.path, 'utf-8')
// HTML类型
if (['.html', '.htm'].includes(file.ext)) {
const loaderReturn = await ragApplication.addLoader(
new WebLoader({
urlOrContent: fileContent,
chunkSize: base.chunkSize,
chunkOverlap: base.chunkOverlap
}) as any,
forceReload
)
return {
entriesAdded: loaderReturn.entriesAdded,
uniqueId: loaderReturn.uniqueId,
uniqueIds: [loaderReturn.uniqueId],
loaderType: loaderReturn.loaderType
}
}
// JSON类型
if (['.json'].includes(file.ext)) {
const jsonObject = JSON.parse(fileContent)
const loaderReturn = await ragApplication.addLoader(new JsonLoader({ object: jsonObject }))
return {
entriesAdded: loaderReturn.entriesAdded,
uniqueId: loaderReturn.uniqueId,
uniqueIds: [loaderReturn.uniqueId],
loaderType: loaderReturn.loaderType
}
}
// 文本类型
const loaderReturn = await ragApplication.addLoader(
new TextLoader({ text: fileContent, chunkSize: base.chunkSize, chunkOverlap: base.chunkOverlap }) as any,
forceReload
)
Logger.info('[KnowledgeBase] processing file', file.path)
return {
entriesAdded: loaderReturn.entriesAdded,
uniqueId: loaderReturn.uniqueId,
uniqueIds: [loaderReturn.uniqueId],
loaderType: loaderReturn.loaderType
} as LoaderReturn
}