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4 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 473424ae23 | |||
| 9b831f7d95 | |||
| 498b326e45 | |||
| 56e4efec94 |
1038
package-lock.json
generated
1038
package-lock.json
generated
File diff suppressed because it is too large
Load Diff
12
package.json
12
package.json
@@ -1,6 +1,6 @@
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{
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{
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"name": "@ztimson/ai-utils",
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"name": "@ztimson/ai-utils",
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"version": "0.7.3",
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"version": "0.7.6",
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"description": "AI Utility library",
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"description": "AI Utility library",
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"author": "Zak Timson",
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"author": "Zak Timson",
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"license": "MIT",
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"license": "MIT",
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@@ -25,14 +25,14 @@
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"watch": "npx vite build --watch"
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"watch": "npx vite build --watch"
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},
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},
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"dependencies": {
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"dependencies": {
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"@anthropic-ai/sdk": "^0.67.0",
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"@anthropic-ai/sdk": "^0.78.0",
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"@tensorflow/tfjs": "^4.22.0",
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"@tensorflow/tfjs": "^4.22.0",
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"@xenova/transformers": "^2.17.2",
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"@xenova/transformers": "^2.17.2",
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"@ztimson/node-utils": "^1.0.4",
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"@ztimson/node-utils": "^1.0.7",
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"@ztimson/utils": "^0.27.9",
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"@ztimson/utils": "^0.28.13",
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"cheerio": "^1.2.0",
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"cheerio": "^1.2.0",
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"openai": "^6.6.0",
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"openai": "^6.22.0",
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"tesseract.js": "^6.0.1",
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"tesseract.js": "^7.0.0",
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"wavefile": "^11.0.0"
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"wavefile": "^11.0.0"
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},
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},
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"devDependencies": {
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"devDependencies": {
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36
src/asr.ts
36
src/asr.ts
@@ -7,17 +7,20 @@ import { join } from 'node:path';
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import { tmpdir } from 'node:os';
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import { tmpdir } from 'node:os';
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import wavefile from 'wavefile';
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import wavefile from 'wavefile';
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let whisperPipeline: any;
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export async function canDiarization(): Promise<string | null> {
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const checkPython = (cmd: string) => {
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export async function canDiarization(): Promise<boolean> {
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return new Promise<boolean>((resolve) => {
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return new Promise((resolve) => {
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const proc = spawn(cmd, ['-c', 'import pyannote.audio']);
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const proc = spawn('python', ['-c', 'import pyannote.audio']);
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proc.on('close', (code: number) => resolve(code === 0));
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proc.on('close', (code: number) => resolve(code === 0));
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proc.on('error', () => resolve(false));
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proc.on('error', () => resolve(false));
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});
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});
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};
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if(await checkPython('python3')) return 'python3';
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if(await checkPython('python')) return 'python';
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return null;
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}
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}
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async function runDiarization(audioPath: string, dir: string, token: string): Promise<any[]> {
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async function runDiarization(binary: string, audioPath: string, dir: string, token: string): Promise<any[]> {
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const script = `
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const script = `
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import sys
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import sys
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import json
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import json
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@@ -37,7 +40,7 @@ print(json.dumps(segments))
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return new Promise((resolve, reject) => {
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return new Promise((resolve, reject) => {
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let output = '';
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let output = '';
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const proc = spawn('python', ['-c', script, audioPath]);
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const proc = spawn(binary, ['-c', script, audioPath]);
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proc.stdout.on('data', (data: Buffer) => output += data.toString());
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proc.stdout.on('data', (data: Buffer) => output += data.toString());
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proc.stderr.on('data', (data: Buffer) => console.error(data.toString()));
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proc.stderr.on('data', (data: Buffer) => console.error(data.toString()));
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proc.on('close', (code: number) => {
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proc.on('close', (code: number) => {
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@@ -105,30 +108,27 @@ function prepareAudioBuffer(file: string): [string, Float32Array] {
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}
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}
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parentPort?.on('message', async ({ file, speaker, model, modelDir, token }) => {
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parentPort?.on('message', async ({ file, speaker, model, modelDir, token }) => {
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let tempFile = null;
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try {
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try {
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if(!whisperPipeline) whisperPipeline = await pipeline('automatic-speech-recognition', `Xenova/${model}`, {cache_dir: modelDir, quantized: true});
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const asr: any = await pipeline('automatic-speech-recognition', `Xenova/${model}`, {cache_dir: modelDir, quantized: true});
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// Prepare audio file
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const [f, buffer] = prepareAudioBuffer(file);
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const [f, buffer] = prepareAudioBuffer(file);
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tempFile = f !== file ? f : null;
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// Fetch transcript and speakers
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const hasDiarization = await canDiarization();
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const hasDiarization = speaker && await canDiarization();
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const [transcript, speakers] = await Promise.all([
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const [transcript, speakers] = await Promise.all([
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whisperPipeline(buffer, {return_timestamps: speaker ? 'word' : false}),
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asr(buffer, {return_timestamps: speaker ? 'word' : false}),
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(!speaker || !token || !hasDiarization) ? Promise.resolve(): runDiarization(f, modelDir, token),
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(!speaker || !token || !hasDiarization) ? Promise.resolve(): runDiarization(hasDiarization, f, modelDir, token),
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]);
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]);
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if(file != f) rmSync(f, { recursive: true, force: true });
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// Return any results / errors if no more processing required
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const text = transcript.text?.trim() || null;
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const text = transcript.text?.trim() || null;
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if(!speaker) return parentPort?.postMessage({ text });
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if(!speaker) return parentPort?.postMessage({ text });
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if(!token) return parentPort?.postMessage({ text, error: 'HuggingFace token required' });
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if(!token) return parentPort?.postMessage({ text, error: 'HuggingFace token required' });
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if(!hasDiarization) return parentPort?.postMessage({ text, error: 'Speaker diarization unavailable' });
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if(!hasDiarization) return parentPort?.postMessage({ text, error: 'Speaker diarization unavailable' });
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// Combine transcript and speakers
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const combined = combineSpeakerTranscript(transcript.chunks || [], speakers || []);
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const combined = combineSpeakerTranscript(transcript.chunks || [], speakers || []);
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parentPort?.postMessage({ text: combined });
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parentPort?.postMessage({ text: combined });
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} catch (err: any) {
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} catch (err: any) {
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parentPort?.postMessage({ error: err.stack || err.message });
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parentPort?.postMessage({ error: err.stack || err.message });
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} finally {
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if(tempFile) rmSync(tempFile, { recursive: true, force: true });
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}
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}
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});
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});
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10
src/audio.ts
10
src/audio.ts
@@ -15,7 +15,7 @@ export class Audio {
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let p = new Promise<string | null>((resolve, reject) => {
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let p = new Promise<string | null>((resolve, reject) => {
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const worker = new Worker(join(dirname(fileURLToPath(import.meta.url)), 'asr.js'));
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const worker = new Worker(join(dirname(fileURLToPath(import.meta.url)), 'asr.js'));
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const handleMessage = ({ text, warning, error }: any) => {
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const handleMessage = ({ text, warning, error }: any) => {
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worker.terminate();
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setTimeout(() => worker.terminate(), 1000);
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if(aborted) return;
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if(aborted) return;
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if(error) reject(new Error(error));
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if(error) reject(new Error(error));
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else {
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else {
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@@ -24,7 +24,7 @@ export class Audio {
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}
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}
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};
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};
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const handleError = (err: Error) => {
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const handleError = (err: Error) => {
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worker.terminate();
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setTimeout(() => worker.terminate(), 1000);
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if(!aborted) reject(err);
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if(!aborted) reject(err);
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};
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};
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worker.on('message', handleMessage);
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worker.on('message', handleMessage);
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@@ -42,8 +42,8 @@ export class Audio {
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if(!transcript) return transcript;
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if(!transcript) return transcript;
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let chunks = this.ai.language.chunk(transcript, 500, 0);
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let chunks = this.ai.language.chunk(transcript, 500, 0);
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if(chunks.length > 4) chunks = [...chunks.slice(0, 3), <string>chunks.at(-1)];
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if(chunks.length > 4) chunks = [...chunks.slice(0, 3), <string>chunks.at(-1)];
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const names = await this.ai.language.json(chunks.join('\n'), '{1: "Detected Name"}', {
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const names = await this.ai.language.json(chunks.join('\n'), '{1: "Detected Name", 2: "Second Name"}', {
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system: 'Use this following transcript to identify speakers. Only identify speakers you are sure about',
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system: 'Use the following transcript to identify speakers. Only identify speakers you are positive about, dont mention speakers you are unsure about in your response',
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temperature: 0.1,
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temperature: 0.1,
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});
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});
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Object.entries(names).forEach(([speaker, name]) => {
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Object.entries(names).forEach(([speaker, name]) => {
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@@ -56,5 +56,5 @@ export class Audio {
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return Object.assign(p, { abort });
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return Object.assign(p, { abort });
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}
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}
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canDiarization = canDiarization;
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canDiarization = () => canDiarization().then(resp => !!resp);
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}
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}
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@@ -1,6 +1,5 @@
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import {defineConfig} from 'vite';
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import {defineConfig} from 'vite';
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import dts from 'vite-plugin-dts';
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import dts from 'vite-plugin-dts';
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import {resolve} from 'path';
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export default defineConfig({
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export default defineConfig({
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build: {
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build: {
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