mirror of
https://github.com/Mintplex-Labs/anything-llm.git
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61db981017
* feat: Embed on-instance Whisper model for audio/mp4 transcribing resolves #329 * additional logging * add placeholder for tmp folder in collector storage Add cleanup of hotdir and tmp on collector boot to prevent hanging files split loading of model and file conversion into concurrency * update README * update model size * update supported filetypes
60 lines
1.8 KiB
JavaScript
60 lines
1.8 KiB
JavaScript
const path = require("path");
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const fs = require("fs");
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class LocalWhisper {
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constructor() {
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// Model Card: https://huggingface.co/Xenova/whisper-small
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this.model = "Xenova/whisper-small";
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this.cacheDir = path.resolve(
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process.env.STORAGE_DIR
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? path.resolve(process.env.STORAGE_DIR, `models`)
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: path.resolve(__dirname, `../../../server/storage/models`)
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);
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this.modelPath = path.resolve(this.cacheDir, "Xenova", "whisper-small");
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// Make directory when it does not exist in existing installations
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if (!fs.existsSync(this.cacheDir))
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fs.mkdirSync(this.cacheDir, { recursive: true });
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}
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async client() {
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if (!fs.existsSync(this.modelPath)) {
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console.log(
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"\x1b[34m[INFO]\x1b[0m The native whisper model has never been run and will be downloaded right now. Subsequent runs will be faster. (~250MB)\n\n"
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);
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}
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try {
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// Convert ESM to CommonJS via import so we can load this library.
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const pipeline = (...args) =>
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import("@xenova/transformers").then(({ pipeline }) =>
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pipeline(...args)
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);
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return await pipeline("automatic-speech-recognition", this.model, {
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cache_dir: this.cacheDir,
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...(!fs.existsSync(this.modelPath)
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? {
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// Show download progress if we need to download any files
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progress_callback: (data) => {
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if (!data.hasOwnProperty("progress")) return;
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console.log(
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`\x1b[34m[Embedding - Downloading Model Files]\x1b[0m ${
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data.file
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} ${~~data?.progress}%`
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);
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},
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}
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: {}),
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});
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} catch (error) {
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console.error("Failed to load the native whisper model:", error);
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throw error;
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}
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}
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}
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module.exports = {
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LocalWhisper,
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};
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