environment-setup-guide
Guide developers through setting up development environments with proper tools, dependencies, and configurations
deepgram-core-workflow-b
Implement real-time streaming transcription with Deepgram. Use when building live transcription, voice interfaces, or real-time audio processing applications. Trigger with phrases like "deepgram streaming", "real-time transcription", "live transcription", "websocket transcription", "voice streami...
Full skill instructions
Implement real-time streaming transcription using Deepgram's WebSocket API for live audio processing.
deepgram-install-auth setupInitialize a live transcription connection with Deepgram.
Set up interim results, endpointing, and language options.
Implement handlers for transcript events and connection lifecycle.
Send audio chunks to the WebSocket connection.
| Error | Cause | Solution |
|---|---|---|
| Connection Closed | Network interruption | Implement auto-reconnect |
| Buffer Overflow | Too much audio data | Reduce sample rate or chunk size |
| No Transcripts | Silent audio | Check audio levels and format |
| High Latency | Network/processing delay | Use interim results |
// services/live-transcription.ts
import { createClient, LiveTranscriptionEvents } from '@deepgram/sdk';
export interface LiveTranscriptionOptions {
model?: 'nova-2' | 'nova' | 'enhanced' | 'base';
language?: string;
punctuate?: boolean;
interimResults?: boolean;
endpointing?: number;
vadEvents?: boolean;
}
export class LiveTranscriptionService {
private client;
private connection: any = null;
constructor(apiKey: string) {
this.client = createClient(apiKey);
}
async start(
options: LiveTranscriptionOptions = {},
handlers: {
onTranscript?: (transcript: string, isFinal: boolean) => void;
onError?: (error: Error) => void;
onClose?: () => void;
} = {}
): Promise<void> {
this.connection = this.client.listen.live({
model: options.model || 'nova-2',
language: options.language || 'en',
punctuate: options.punctuate ?? true,
interim_results: options.interimResults ?? true,
endpointing: options.endpointing ?? 300,
vad_events: options.vadEvents ?? true,
});
this.connection.on(LiveTranscriptionEvents.Open, () => {
console.log('Deepgram connection opened');
});
this.connection.on(LiveTranscriptionEvents.Transcript, (data: any) => {
const transcript = data.channel.alternatives[0].transcript;
const isFinal = data.is_final;
if (transcript && handlers.onTranscript) {
handlers.onTranscript(transcript, isFinal);
}
});
this.connection.on(LiveTranscriptionEvents.Error, (error: Error) => {
console.error('Deepgram error:', error);
handlers.onError?.(error);
});
this.connection.on(LiveTranscriptionEvents.Close, () => {
console.log('Deepgram connection closed');
handlers.onClose?.();
});
}
send(audioData: Buffer): void {
if (this.connection) {
this.connection.send(audioData);
}
}
async stop(): Promise<void> {
if (this.connection) {
this.connection.finish();
this.connection = null;
}
}
}
// services/microphone.ts
import { LiveTranscriptionService } from './live-transcription';
export async function startMicrophoneTranscription(
onTranscript: (text: string, isFinal: boolean) => void
): Promise<{ stop: () => void }> {
const service = new LiveTranscriptionService(process.env.DEEPGRAM_API_KEY!);
// Get microphone access
const stream = await navigator.mediaDevices.getUserMedia({ audio: true });
// Create audio context and processor
const audioContext = new AudioContext({ sampleRate: 16000 });
const source = audioContext.createMediaStreamSource(stream);
const processor = audioContext.createScriptProcessor(4096, 1, 1);
// Start transcription
await service.start({
model: 'nova-2',
interimResults: true,
punctuate: true,
}, {
onTranscript,
onError: console.error,
});
// Process audio
processor.onaudioprocess = (event) => {
const inputData = event.inputBuffer.getChannelData(0);
const pcmData = new Int16Array(inputData.length);
for (let i = 0; i < inputData.length; i++) {
pcmData[i] = Math.max(-32768, Math.min(32767, inputData[i] * 32768));
}
service.send(Buffer.from(pcmData.buffer));
};
source.connect(processor);
processor.connect(audioContext.destination);
return {
stop: () => {
processor.disconnect();
source.disconnect();
stream.getTracks().forEach(track => track.stop());
service.stop();
}
};
}
// stream-file.ts
import { createReadStream } from 'fs';
import { LiveTranscriptionService } from './services/live-transcription';
async function streamAudioFile(filePath: string) {
const service = new LiveTranscriptionService(process.env.DEEPGRAM_API_KEY!);
const finalTranscripts: string[] = [];
await service.start({
model: 'nova-2',
punctuate: true,
interimResults: false,
}, {
onTranscript: (transcript, isFinal) => {
if (isFinal) {
finalTranscripts.push(transcript);
console.log('Final:', transcript);
}
},
onClose: () => {
console.log('Complete transcript:', finalTranscripts.join(' '));
},
});
// Stream file in chunks
const stream = createReadStream(filePath, { highWaterMark: 4096 });
for await (const chunk of stream) {
service.send(chunk);
// Pace the streaming to match real-time
await new Promise(resolve => setTimeout(resolve, 100));
}
await service.stop();
}
# services/live_transcription.py
from deepgram import DeepgramClient, LiveTranscriptionEvents, LiveOptions
import asyncio
class LiveTranscriptionService:
def __init__(self, api_key: str):
self.client = DeepgramClient(api_key)
self.connection = None
self.transcripts = []
async def start(self, on_transcript=None):
self.connection = self.client.listen.asynclive.v("1")
async def on_message(self, result, **kwargs):
transcript = result.channel.alternatives[0].transcript
if transcript and on_transcript:
on_transcript(transcript, result.is_final)
async def on_error(self, error, **kwargs):
print(f"Error: {error}")
self.connection.on(LiveTranscriptionEvents.Transcript, on_message)
self.connection.on(LiveTranscriptionEvents.Error, on_error)
options = LiveOptions(
model="nova-2",
language="en",
punctuate=True,
interim_results=True,
)
await self.connection.start(options)
def send(self, audio_data: bytes):
if self.connection:
self.connection.send(audio_data)
async def stop(self):
if self.connection:
await self.connection.finish()
// services/resilient-live.ts
export class ResilientLiveTranscription {
private service: LiveTranscriptionService;
private reconnectAttempts = 0;
private maxReconnectAttempts = 5;
async connect(options: LiveTranscriptionOptions) {
try {
await this.service.start(options, {
onClose: () => this.handleDisconnect(options),
onError: (err) => console.error('Stream error:', err),
});
this.reconnectAttempts = 0;
} catch (error) {
await this.handleDisconnect(options);
}
}
private async handleDisconnect(options: LiveTranscriptionOptions) {
if (this.reconnectAttempts < this.maxReconnectAttempts) {
this.reconnectAttempts++;
const delay = Math.pow(2, this.reconnectAttempts) * 1000;
console.log(`Reconnecting in ${delay}ms...`);
await new Promise(r => setTimeout(r, delay));
await this.connect(options);
}
}
}
Proceed to deepgram-common-errors for error handling patterns.
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