Whisper

from flask import Flask, request, jsonify import whisper import os import tempfile app = Flask(__name__) model = whisper.load_model("small") # Function to convert a JSON result to VTT format def json_to_vtt(json_data): vtt = "WEBVTT\n\n" segments = json_data.get("segments", []) for segment in segments: start_time = int(segment["start"]) end_time = int(segment["end"]) text = segment["text"] start_time_formatted = f"{start_time//3600:02d}:{(start_time%3600)//60:02d}:{start_time%60:02d}.000" end_time_formatted = f"{end_time//3600:02d}:{(end_time%3600)//60:02d}:{end_time%60:02d}.000" vtt += f"{start_time_formatted} --> {end_time_formatted}\n{text}\n\n" return vtt @app.route('/', methods=['GET']) def index(): # print(whisper.available_models()) return jsonify({"message": "Welcome to Whisper!"}) # List all available models @app.route('/models', methods=['GET']) def models(): return whisper.available_models() @app.route('/transcribe', methods=['POST']) def transcribe(): audio_file = request.files.get('audio') if not audio_file: return jsonify({"error": "No audio file provided"}), 400 # Save the uploaded audio file to a temporary location temp_dir = tempfile.mkdtemp() audio_path = os.path.join(temp_dir, 'audio.mp3') audio_file.save(audio_path) # Transcribe the audio file result = model.transcribe(audio_path, fp16=False) # Remove the temporary file and directory os.remove(audio_path) os.rmdir(temp_dir) return result, {'Content-Type': 'application/json'} @app.route('/transcribeToVTT', methods=['POST']) def transcribeToVTT(): audio_file = request.files.get('audio') if not audio_file: return jsonify({"error": "No audio file provided"}), 400 # Save the uploaded audio file to a temporary location temp_dir = tempfile.mkdtemp() audio_path = os.path.join(temp_dir, 'audio') audio_file.save(audio_path) # Transcribe the audio file result = model.transcribe(audio_path, fp16=False) # Convert the result to VTT format vtt_result = json_to_vtt(result) # Remove the temporary file and directory os.remove(audio_path) os.rmdir(temp_dir) return vtt_result, {'Content-Type': 'text/vtt'} app.run(host='0.0.0.0', port=8080)