mirror of
https://github.com/Mintplex-Labs/anything-llm.git
synced 2024-11-11 09:10:13 +01:00
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");
|
|
const fs = require("fs");
|
|
|
|
class LocalWhisper {
|
|
constructor() {
|
|
// Model Card: https://huggingface.co/Xenova/whisper-small
|
|
this.model = "Xenova/whisper-small";
|
|
this.cacheDir = path.resolve(
|
|
process.env.STORAGE_DIR
|
|
? path.resolve(process.env.STORAGE_DIR, `models`)
|
|
: path.resolve(__dirname, `../../../server/storage/models`)
|
|
);
|
|
|
|
this.modelPath = path.resolve(this.cacheDir, "Xenova", "whisper-small");
|
|
|
|
// Make directory when it does not exist in existing installations
|
|
if (!fs.existsSync(this.cacheDir))
|
|
fs.mkdirSync(this.cacheDir, { recursive: true });
|
|
}
|
|
|
|
async client() {
|
|
if (!fs.existsSync(this.modelPath)) {
|
|
console.log(
|
|
"\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"
|
|
);
|
|
}
|
|
|
|
try {
|
|
// Convert ESM to CommonJS via import so we can load this library.
|
|
const pipeline = (...args) =>
|
|
import("@xenova/transformers").then(({ pipeline }) =>
|
|
pipeline(...args)
|
|
);
|
|
return await pipeline("automatic-speech-recognition", this.model, {
|
|
cache_dir: this.cacheDir,
|
|
...(!fs.existsSync(this.modelPath)
|
|
? {
|
|
// Show download progress if we need to download any files
|
|
progress_callback: (data) => {
|
|
if (!data.hasOwnProperty("progress")) return;
|
|
console.log(
|
|
`\x1b[34m[Embedding - Downloading Model Files]\x1b[0m ${
|
|
data.file
|
|
} ${~~data?.progress}%`
|
|
);
|
|
},
|
|
}
|
|
: {}),
|
|
});
|
|
} catch (error) {
|
|
console.error("Failed to load the native whisper model:", error);
|
|
throw error;
|
|
}
|
|
}
|
|
}
|
|
|
|
module.exports = {
|
|
LocalWhisper,
|
|
};
|