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from flask import Flask, request, jsonify |
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import whisper |
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import os |
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app = Flask(__name__) |
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print("\nHello welcome to SemaBox\n", flush=True) |
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model = whisper.load_model("small") |
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def transcribe(audio_path): |
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audio = whisper.load_audio(audio_path) |
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audio = whisper.pad_or_trim(audio) |
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mel = whisper.log_mel_spectrogram(audio).to(model.device) |
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_, probs = model.detect_language(mel) |
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detected_language = max(probs, key=probs.get) |
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print(f"Detected language: {detected_language}") |
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options = whisper.DecodingOptions(fp16=False) |
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result = whisper.decode(model, mel, options) |
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return result.text, detected_language |
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@app.route('/transcribe', methods=['POST']) |
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def transcribe_audio(): |
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if 'audio' not in request.files: |
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return jsonify({"error": "No audio file provided"}), 400 |
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audio_file = request.files['audio'] |
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audio_path = os.path.join("temp_audio", audio_file.filename) |
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audio_file.save(audio_path) |
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transcription, language = transcribe(audio_path) |
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os.remove(audio_path) |
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return jsonify({"transcription": transcription, "language": language}), 200 |
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@app.route('/healthcheck', methods=['GET']) |
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def healthcheck(): |
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return jsonify({"status": "API is running"}), 200 |
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if __name__ == '__main__': |
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if not os.path.exists("temp_audio"): |
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os.makedirs("temp_audio") |
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app.run(host="0.0.0.0", port=5000) |
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