239 lines
8.7 KiB
TypeScript
239 lines
8.7 KiB
TypeScript
import { omit } from 'lodash'
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import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface'
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import { TextSplitter } from 'langchain/text_splitter'
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import { GithubRepoLoader, GithubRepoLoaderParams } from '@langchain/community/document_loaders/web/github'
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import { getCredentialData, getCredentialParam, handleEscapeCharacters, INodeOutputsValue } from '../../../src'
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class Github_DocumentLoaders implements INode {
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label: string
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name: string
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version: number
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description: string
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type: string
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icon: string
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category: string
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baseClasses: string[]
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credential: INodeParams
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inputs: INodeParams[]
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outputs: INodeOutputsValue[]
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constructor() {
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this.label = 'Github'
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this.name = 'github'
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this.version = 3.0
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this.type = 'Document'
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this.icon = 'github.svg'
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this.category = 'Document Loaders'
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this.description = `Load data from a GitHub repository`
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this.baseClasses = [this.type]
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this.credential = {
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label: 'Connect Credential',
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name: 'credential',
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type: 'credential',
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description: 'Only needed when accessing private repo',
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optional: true,
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credentialNames: ['githubApi']
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}
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this.inputs = [
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{
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label: 'Repo Link',
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name: 'repoLink',
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type: 'string',
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placeholder: 'https://github.com/FlowiseAI/Flowise'
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},
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{
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label: 'Branch',
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name: 'branch',
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type: 'string',
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default: 'main'
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},
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{
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label: 'Recursive',
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name: 'recursive',
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type: 'boolean',
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optional: true
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},
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{
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label: 'Max Concurrency',
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name: 'maxConcurrency',
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type: 'number',
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step: 1,
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optional: true,
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additionalParams: true
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},
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{
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label: 'Github Base URL',
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name: 'githubBaseUrl',
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type: 'string',
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placeholder: `https://git.example.com`,
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description: 'Custom Github Base Url (e.g. Enterprise)',
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optional: true,
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additionalParams: true
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},
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{
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label: 'Github Instance API',
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name: 'githubInstanceApi',
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type: 'string',
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placeholder: `https://api.github.com`,
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description: 'Custom Github API Url (e.g. Enterprise)',
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optional: true,
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additionalParams: true
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},
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{
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label: 'Ignore Paths',
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name: 'ignorePath',
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description: 'An array of paths to be ignored',
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placeholder: `["*.md"]`,
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type: 'string',
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rows: 4,
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optional: true,
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additionalParams: true
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},
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{
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label: 'Max Retries',
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name: 'maxRetries',
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description:
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'The maximum number of retries that can be made for a single call, with an exponential backoff between each attempt. Defaults to 2.',
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type: 'number',
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step: 1,
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optional: true,
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additionalParams: true
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},
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{
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label: 'Text Splitter',
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name: 'textSplitter',
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type: 'TextSplitter',
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optional: true
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},
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{
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label: 'Additional Metadata',
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name: 'metadata',
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type: 'json',
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description: 'Additional metadata to be added to the extracted documents',
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optional: true,
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additionalParams: true
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},
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{
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label: 'Omit Metadata Keys',
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name: 'omitMetadataKeys',
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type: 'string',
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rows: 4,
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description:
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'Each document loader comes with a default set of metadata keys that are extracted from the document. You can use this field to omit some of the default metadata keys. The value should be a list of keys, seperated by comma. Use * to omit all metadata keys execept the ones you specify in the Additional Metadata field',
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placeholder: 'key1, key2, key3.nestedKey1',
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optional: true,
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additionalParams: true
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}
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]
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this.outputs = [
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{
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label: 'Document',
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name: 'document',
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description: 'Array of document objects containing metadata and pageContent',
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baseClasses: [...this.baseClasses, 'json']
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},
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{
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label: 'Text',
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name: 'text',
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description: 'Concatenated string from pageContent of documents',
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baseClasses: ['string', 'json']
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}
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]
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}
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async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
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const repoLink = nodeData.inputs?.repoLink as string
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const branch = nodeData.inputs?.branch as string
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const recursive = nodeData.inputs?.recursive as boolean
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const textSplitter = nodeData.inputs?.textSplitter as TextSplitter
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const metadata = nodeData.inputs?.metadata
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const maxConcurrency = nodeData.inputs?.maxConcurrency as string
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const maxRetries = nodeData.inputs?.maxRetries as string
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const ignorePath = nodeData.inputs?.ignorePath as string
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const _omitMetadataKeys = nodeData.inputs?.omitMetadataKeys as string
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const output = nodeData.outputs?.output as string
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const githubInstanceApi = nodeData.inputs?.githubInstanceApi as string
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const githubBaseUrl = nodeData.inputs?.githubBaseUrl as string
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let omitMetadataKeys: string[] = []
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if (_omitMetadataKeys) {
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omitMetadataKeys = _omitMetadataKeys.split(',').map((key) => key.trim())
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}
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const credentialData = await getCredentialData(nodeData.credential ?? '', options)
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const accessToken = getCredentialParam('accessToken', credentialData, nodeData)
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const githubOptions: GithubRepoLoaderParams = {
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branch,
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recursive,
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unknown: 'warn'
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}
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if (accessToken) githubOptions.accessToken = accessToken
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if (maxConcurrency) githubOptions.maxConcurrency = parseInt(maxConcurrency, 10)
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if (maxRetries) githubOptions.maxRetries = parseInt(maxRetries, 10)
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if (ignorePath) githubOptions.ignorePaths = JSON.parse(ignorePath)
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if (githubInstanceApi) {
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githubOptions.apiUrl = githubInstanceApi.endsWith('/') ? githubInstanceApi.slice(0, -1) : githubInstanceApi
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}
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if (githubBaseUrl) {
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githubOptions.baseUrl = githubBaseUrl.endsWith('/') ? githubBaseUrl.slice(0, -1) : githubBaseUrl
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}
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const loader = new GithubRepoLoader(repoLink, githubOptions)
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let docs: IDocument[] = []
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if (textSplitter) {
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docs = await loader.load()
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docs = await textSplitter.splitDocuments(docs)
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} else {
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docs = await loader.load()
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}
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if (metadata) {
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const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata)
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docs = docs.map((doc) => ({
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...doc,
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metadata:
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_omitMetadataKeys === '*'
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? {
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...parsedMetadata
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}
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: omit(
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{
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...doc.metadata,
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...parsedMetadata
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},
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omitMetadataKeys
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)
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}))
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} else {
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docs = docs.map((doc) => ({
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...doc,
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metadata:
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_omitMetadataKeys === '*'
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? {}
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: omit(
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{
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...doc.metadata
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},
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omitMetadataKeys
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)
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}))
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}
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if (output === 'document') {
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return docs
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} else {
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let finaltext = ''
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for (const doc of docs) {
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finaltext += `${doc.pageContent}\n`
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}
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return handleEscapeCharacters(finaltext, false)
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}
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}
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}
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module.exports = { nodeClass: Github_DocumentLoaders }
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