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const fs = require ( "fs" ) ;
const path = require ( "path" ) ;
const { v5 : uuidv5 } = require ( "uuid" ) ;
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async function collectDocumentData ( folderName = null ) {
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if ( ! folderName ) throw new Error ( "No docPath provided in request" ) ;
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const folder =
process . env . NODE _ENV === "development"
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? path . resolve ( _ _dirname , ` ../../storage/documents/ ${ folderName } ` )
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: path . resolve ( process . env . STORAGE _DIR , ` documents/ ${ folderName } ` ) ;
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const dirExists = fs . existsSync ( folder ) ;
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if ( ! dirExists )
throw new Error (
` No documents folder for ${ folderName } - did you run collector/main.py for this element? `
) ;
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const files = fs . readdirSync ( folder ) ;
const fileData = [ ] ;
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files . forEach ( ( file ) => {
if ( path . extname ( file ) === ".json" ) {
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const filePath = path . join ( folder , file ) ;
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const data = fs . readFileSync ( filePath , "utf8" ) ;
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console . log ( ` Parsing document: ${ file } ` ) ;
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fileData . push ( JSON . parse ( data ) ) ;
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}
} ) ;
return fileData ;
}
// Should take in a folder that is a subfolder of documents
// eg: youtube-subject/video-123.json
async function fileData ( filePath = null ) {
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if ( ! filePath ) throw new Error ( "No docPath provided in request" ) ;
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const fullPath =
process . env . NODE _ENV === "development"
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? path . resolve ( _ _dirname , ` ../../storage/documents/ ${ filePath } ` )
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: path . resolve ( process . env . STORAGE _DIR , ` documents/ ${ filePath } ` ) ;
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const fileExists = fs . existsSync ( fullPath ) ;
if ( ! fileExists ) return null ;
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const data = fs . readFileSync ( fullPath , "utf8" ) ;
return JSON . parse ( data ) ;
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}
async function viewLocalFiles ( ) {
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const folder =
process . env . NODE _ENV === "development"
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? path . resolve ( _ _dirname , ` ../../storage/documents ` )
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: path . resolve ( process . env . STORAGE _DIR , ` documents ` ) ;
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const dirExists = fs . existsSync ( folder ) ;
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if ( ! dirExists ) fs . mkdirSync ( folder ) ;
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const directory = {
name : "documents" ,
type : "folder" ,
items : [ ] ,
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} ;
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for ( const file of fs . readdirSync ( folder ) ) {
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if ( path . extname ( file ) === ".md" ) continue ;
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const folderPath =
process . env . NODE _ENV === "development"
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? path . resolve ( _ _dirname , ` ../../storage/documents/ ${ file } ` )
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: path . resolve ( process . env . STORAGE _DIR , ` documents/ ${ file } ` ) ;
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const isFolder = fs . lstatSync ( folderPath ) . isDirectory ( ) ;
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if ( isFolder ) {
const subdocs = {
name : file ,
type : "folder" ,
items : [ ] ,
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} ;
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const subfiles = fs . readdirSync ( folderPath ) ;
for ( const subfile of subfiles ) {
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if ( path . extname ( subfile ) !== ".json" ) continue ;
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const filePath = path . join ( folderPath , subfile ) ;
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const rawData = fs . readFileSync ( filePath , "utf8" ) ;
const cachefilename = ` ${ file } / ${ subfile } ` ;
const { pageContent , ... metadata } = JSON . parse ( rawData ) ;
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subdocs . items . push ( {
name : subfile ,
type : "file" ,
... metadata ,
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cached : await cachedVectorInformation ( cachefilename , true ) ,
} ) ;
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}
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directory . items . push ( subdocs ) ;
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}
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}
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return directory ;
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}
// Searches the vector-cache folder for existing information so we dont have to re-embed a
// document and can instead push directly to vector db.
async function cachedVectorInformation ( filename = null , checkOnly = false ) {
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if ( ! process . env . CACHE _VECTORS )
return checkOnly ? false : { exists : false , chunks : [ ] } ;
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if ( ! filename ) return checkOnly ? false : { exists : false , chunks : [ ] } ;
const digest = uuidv5 ( filename , uuidv5 . URL ) ;
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const file =
process . env . NODE _ENV === "development"
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? path . resolve ( _ _dirname , ` ../../storage/vector-cache/ ${ digest } .json ` )
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: path . resolve ( process . env . STORAGE _DIR , ` vector-cache/ ${ digest } .json ` ) ;
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const exists = fs . existsSync ( file ) ;
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if ( checkOnly ) return exists ;
if ( ! exists ) return { exists , chunks : [ ] } ;
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console . log (
` Cached vectorized results of ${ filename } found! Using cached data to save on embed costs. `
) ;
const rawData = fs . readFileSync ( file , "utf8" ) ;
return { exists : true , chunks : JSON . parse ( rawData ) } ;
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}
// vectorData: pre-chunked vectorized data for a given file that includes the proper metadata and chunk-size limit so it can be iterated and dumped into Pinecone, etc
// filename is the fullpath to the doc so we can compare by filename to find cached matches.
async function storeVectorResult ( vectorData = [ ] , filename = null ) {
if ( ! process . env . CACHE _VECTORS ) return ;
if ( ! filename ) return ;
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console . log (
` Caching vectorized results of ${ filename } to prevent duplicated embedding. `
) ;
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const folder =
process . env . NODE _ENV === "development"
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? path . resolve ( _ _dirname , ` ../../storage/vector-cache ` )
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: path . resolve ( process . env . STORAGE _DIR , ` vector-cache ` ) ;
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if ( ! fs . existsSync ( folder ) ) fs . mkdirSync ( folder ) ;
const digest = uuidv5 ( filename , uuidv5 . URL ) ;
const writeTo = path . resolve ( folder , ` ${ digest } .json ` ) ;
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fs . writeFileSync ( writeTo , JSON . stringify ( vectorData ) , "utf8" ) ;
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return ;
}
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// Purges a file from the documents/ folder.
async function purgeSourceDocument ( filename = null ) {
if ( ! filename ) return ;
console . log ( ` Purging document of ${ filename } . ` ) ;
const filePath =
process . env . NODE _ENV === "development"
? path . resolve ( _ _dirname , ` ../../storage/documents ` , filename )
: path . resolve ( process . env . STORAGE _DIR , ` documents ` , filename ) ;
if ( ! fs . existsSync ( filePath ) ) {
console . log ( ` Could not located cachefile for ${ filename } ` , filePath ) ;
return ;
}
fs . rmSync ( filePath ) ;
return ;
}
// Purges a vector-cache file from the vector-cache/ folder.
async function purgeVectorCache ( filename = null ) {
if ( ! filename ) return ;
console . log ( ` Purging cached vectorized results of ${ filename } . ` ) ;
const digest = uuidv5 ( filename , uuidv5 . URL ) ;
const filePath =
process . env . NODE _ENV === "development"
? path . resolve ( _ _dirname , ` ../../storage/vector-cache ` , ` ${ digest } .json ` )
: path . resolve ( process . env . STORAGE _DIR , ` vector-cache ` , ` ${ digest } .json ` ) ;
if ( ! fs . existsSync ( filePath ) ) {
console . log ( ` Could not located cache file for ${ filename } ` , filePath ) ;
return ;
}
fs . rmSync ( filePath ) ;
return ;
}
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module . exports = {
cachedVectorInformation ,
collectDocumentData ,
viewLocalFiles ,
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purgeSourceDocument ,
purgeVectorCache ,
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storeVectorResult ,
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fileData ,
} ;