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import runpod |
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import requests |
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from voice_generation import generate_wav |
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import boto3 |
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import os |
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import uuid |
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from pydub import AudioSegment |
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import time |
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from typing import Optional |
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AWS_ACCESS_KEY_ID = os.environ.get('AWS_ACCESS_KEY_ID') |
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AWS_SECRET_ACCESS_KEY = os.environ.get('AWS_SECRET_ACCESS_KEY') |
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models = { |
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'kanye': 'weights/kanye.pth', |
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'rose-bp': 'weights/rose-bp.pth', |
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'jungkook': 'weights/jungkook.pth', |
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'iu': 'weights/iu.pth', |
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'drake': 'weights/drake.pth', |
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'ariana-grande': 'weights/ariana-grande.pth' |
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} |
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print('run handler. Removed 2nd gen') |
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def combine_audio(voice_path: str, instrumental_path: str, optional_path: Optional[str] = None): |
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audio1 = AudioSegment.from_file(instrumental_path) |
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audio2 = AudioSegment.from_file(voice_path) |
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length = max(len(audio1), len(audio2)) |
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audio1 = audio1 + AudioSegment.silent(duration=length - len(audio1)) |
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audio2 = audio2 + AudioSegment.silent(duration=length - len(audio2)) |
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if optional_path: |
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audio3 = AudioSegment.from_file(optional_path) |
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audio3 = audio3 + AudioSegment.silent(duration=length - len(audio3)) |
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combined = audio1.overlay(audio2).overlay(audio3) |
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else: |
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combined = audio1.overlay(audio2) |
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combined.export("combined.mp3", format="mp3") |
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def upload_file_to_s3(local_file_path, s3_file_path): |
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bucket_name = 'voice-gen-audios' |
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s3 = boto3.client('s3', aws_access_key_id=AWS_ACCESS_KEY_ID, aws_secret_access_key=AWS_SECRET_ACCESS_KEY) |
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try: |
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s3.upload_file(local_file_path, bucket_name, s3_file_path) |
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return {"url": f"https://{bucket_name}.s3.eu-north-1.amazonaws.com/{s3_file_path}"} |
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except boto3.exceptions.S3UploadFailedError as e: |
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return {"error": f"failed to upload file {local_file_path} to s3 as {s3_file_path}"} |
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def clean_up_files(remove_voice_model=False, remove_back_vocal=False): |
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files = [ |
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"instrumental.mp3", |
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"vocal.mp3", |
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"output_voice.wav", |
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"combined.mp3", |
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] |
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if remove_voice_model: |
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files.append("voice_model.pth") |
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if remove_back_vocal: |
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files.append("back_vocal.mp3") |
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for file in files: |
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try: |
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os.remove(file) |
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except FileNotFoundError: |
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return {"error": f"failed to remove file {file}"} |
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return {"success": "files removed successfully"} |
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def get_voice_model(event): |
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voice_model_id = event["input"].get("voice_model_id", "") |
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voice_model_url = event["input"].get("voice_model_url", "") |
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if not voice_model_url and not voice_model_id: |
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return {"error": "voice_model_url or voice_model_id is required"} |
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if voice_model_id and voice_model_id not in models: |
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return {"error": "model not found in pre-loaded models"} |
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if voice_model_id: |
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return {"model_path": models[voice_model_id]} |
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print("downloading voice_model") |
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voice_model_response = requests.get(voice_model_url) |
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if voice_model_response.status_code != 200: |
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return {"error": f"failed to download voice_model, error: {voice_model_response.text}"} |
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with open("voice_model.pth", "wb") as f: |
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f.write(voice_model_response.content) |
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return {"model_path": "voice_model.pth"} |
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def get_method(event): |
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method = event["input"].get("method", "pm") |
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if method not in ["pm", "harvest"]: |
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method = "pm" |
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return method |
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def get_index_rate(event): |
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index_rate = event["input"].get("index_rate", 0.6) |
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if index_rate < 0 or index_rate > 1: |
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index_rate = 0.6 |
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return index_rate |
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def handler(event): |
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print(event) |
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file_id = str(uuid.uuid4()) |
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user_id = event["input"].get("user_id", "not provided") |
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if not AWS_ACCESS_KEY_ID or not AWS_SECRET_ACCESS_KEY: |
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return {"error": "AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY are missing from environment variables"} |
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voice_model = get_voice_model(event) |
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if "error" in voice_model: |
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return voice_model.get("error") |
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vocal_url = event["input"].get("vocal_url", "") |
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if vocal_url == "": |
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return {"error": "vocal_url is required"} |
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instrumental_url = event["input"].get("instrumental_url", "") |
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if instrumental_url == "": |
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return {"error": "instrumental_url is required"} |
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vocal_file = requests.get(vocal_url) |
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if vocal_file.status_code != 200: |
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return {"error": "failed to download vocal_file"} |
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with open("vocal.mp3", "wb") as f: |
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f.write(vocal_file.content) |
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instrumental_file = requests.get(instrumental_url) |
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if instrumental_file.status_code != 200: |
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return {"error": "failed to download instrumental_file"} |
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with open("instrumental.mp3", "wb") as f: |
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f.write(instrumental_file.content) |
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back_vocal_url = event["input"].get("back_vocal_url", "") |
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if back_vocal_url != "": |
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back_vocal_file = requests.get(back_vocal_url) |
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if back_vocal_file.status_code != 200: |
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return {"error": "failed to download back_vocal_file"} |
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with open("back_vocal.mp3", "wb") as f: |
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f.write(back_vocal_file.content) |
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generation_start = time.time() |
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generation = generate_wav( |
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audio_file='vocal.mp3', |
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method=get_method(event), |
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index_rate=get_index_rate(event), |
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output_file='output_voice.wav', |
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model_path=voice_model.get("model_path") |
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) |
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generation_end = time.time() |
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time_taken_generation = generation_end - generation_start |
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print(f"generation took {time_taken_generation} seconds") |
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if "error" in generation: |
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return generation.get("error") |
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if back_vocal_url: |
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combine_audio("output_voice.wav", "instrumental.mp3", "back_vocal.mp3") |
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else: |
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combine_audio("output_voice.wav", "instrumental.mp3") |
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if not os.path.exists("combined.mp3"): |
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return {"error": "failed to combine audio"} |
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combined = upload_file_to_s3("combined.mp3", f"{file_id}.mp3") |
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output_voice = upload_file_to_s3("output_voice.wav", f"{file_id}-generated-voice.wav") |
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if combined_error := combined.get("error"): |
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return combined_error |
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if output_voice_error := output_voice.get("error"): |
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return output_voice_error |
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combined_url = combined.get("url") |
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output_voice_url = output_voice.get("url") |
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need_to_remove_voice_model = False |
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need_to_remove_back_vocal = False |
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if voice_model.get("model_path") == "voice_model.pth": |
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need_to_remove_voice_model = True |
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if back_vocal_url: |
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need_to_remove_back_vocal = True |
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cleanup_result = clean_up_files(need_to_remove_voice_model, need_to_remove_back_vocal) |
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if cleanup_error := cleanup_result.get("error"): |
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return cleanup_error |
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return { |
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"combined_url": combined_url, |
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"output_voice_url": output_voice_url, |
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"user_id": user_id, |
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"time_taken_generation": time_taken_generation, |
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} |
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runpod.serverless.start({"handler": handler}) |
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