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import librosa |
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import numpy as np |
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import av |
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from io import BytesIO |
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import ffmpeg |
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import os |
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import sys |
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import random |
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from infer.lib.csvutil import CSVutil |
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platform_stft_mapping = { |
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'linux': 'stftpitchshift', |
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'darwin': 'stftpitchshift', |
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'win32': 'stftpitchshift.exe', |
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} |
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stft = platform_stft_mapping.get(sys.platform) |
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def wav2(i, o, format): |
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inp = av.open(i, 'rb') |
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if format == "m4a": format = "mp4" |
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out = av.open(o, 'wb', format=format) |
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if format == "ogg": format = "libvorbis" |
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if format == "mp4": format = "aac" |
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ostream = out.add_stream(format) |
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for frame in inp.decode(audio=0): |
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for p in ostream.encode(frame): out.mux(p) |
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for p in ostream.encode(None): out.mux(p) |
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out.close() |
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inp.close() |
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def audio2(i, o, format, sr): |
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inp = av.open(i, 'rb') |
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out = av.open(o, 'wb', format=format) |
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if format == "ogg": format = "libvorbis" |
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if format == "f32le": format = "pcm_f32le" |
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ostream = out.add_stream(format, channels=1) |
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ostream.sample_rate = sr |
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for frame in inp.decode(audio=0): |
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for p in ostream.encode(frame): out.mux(p) |
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out.close() |
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inp.close() |
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def load_audion(file, sr): |
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try: |
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file = ( |
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file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") |
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) |
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with open(file, "rb") as f: |
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with BytesIO() as out: |
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audio2(f, out, "f32le", sr) |
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return np.frombuffer(out.getvalue(), np.float32).flatten() |
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except AttributeError: |
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audio = file[1] / 32768.0 |
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if len(audio.shape) == 2: |
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audio = np.mean(audio, -1) |
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return librosa.resample(audio, orig_sr=file[0], target_sr=16000) |
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except Exception as e: |
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raise RuntimeError(f"Failed to load audio: {e}") |
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def load_audio(file, sr, DoFormant=False, Quefrency=1.0, Timbre=1.0): |
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converted = False |
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DoFormant, Quefrency, Timbre = CSVutil("csvdb/formanting.csv", "r", "formanting") |
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try: |
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file = ( |
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file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") |
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) |
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file_formanted = file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") |
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if ( |
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lambda DoFormant: True |
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if DoFormant.lower() == "true" |
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else (False if DoFormant.lower() == "false" else DoFormant) |
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)(DoFormant): |
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numerator = round(random.uniform(1, 4), 4) |
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if not file.endswith(".wav"): |
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if not os.path.isfile(f"{file_formanted}.wav"): |
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converted = True |
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converting = ( |
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ffmpeg.input(file_formanted, threads=0) |
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.output(f"{file_formanted}.wav") |
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.run( |
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cmd=["ffmpeg", "-nostdin"], |
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capture_stdout=True, |
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capture_stderr=True, |
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) |
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) |
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else: |
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pass |
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file_formanted = ( |
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f"{file_formanted}.wav" |
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if not file_formanted.endswith(".wav") |
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else file_formanted |
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) |
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print(f" · Formanting {file_formanted}...\n") |
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os.system( |
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'%s -i "%s" -q "%s" -t "%s" -o "%sFORMANTED_%s.wav"' |
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% ( |
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stft, |
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file_formanted, |
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Quefrency, |
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Timbre, |
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file_formanted, |
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str(numerator), |
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) |
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) |
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print(f" · Formanted {file_formanted}!\n") |
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out, _ = ( |
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ffmpeg.input( |
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"%sFORMANTED_%s.wav" % (file_formanted, str(numerator)), threads=0 |
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) |
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.output("-", format="f32le", acodec="pcm_f32le", ac=1, ar=sr) |
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.run( |
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cmd=["ffmpeg", "-nostdin"], capture_stdout=True, capture_stderr=True |
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) |
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) |
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try: |
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os.remove("%sFORMANTED_%s.wav" % (file_formanted, str(numerator))) |
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except Exception: |
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pass |
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print("couldn't remove formanted type of file") |
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else: |
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out, _ = ( |
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ffmpeg.input(file, threads=0) |
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.output("-", format="f32le", acodec="pcm_f32le", ac=1, ar=sr) |
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.run( |
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cmd=["ffmpeg", "-nostdin"], capture_stdout=True, capture_stderr=True |
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) |
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) |
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except Exception as e: |
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raise RuntimeError(f"Failed to load audio: {e}") |
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if converted: |
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try: |
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os.remove(file_formanted) |
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except Exception: |
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pass |
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print("couldn't remove converted type of file") |
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converted = False |
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return np.frombuffer(out, np.float32).flatten() |
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def check_audio_duration(file): |
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try: |
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file = file.strip(" ").strip('"').strip("\n").strip('"').strip(" ") |
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probe = ffmpeg.probe(file) |
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duration = float(probe['streams'][0]['duration']) |
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if duration < 0.76: |
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print( |
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f"\n------------\n" |
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f"Audio file, {file.split('/')[-1]}, under ~0.76s detected - file is too short. Target at least 1-2s for best results." |
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f"\n------------\n\n" |
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) |
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return False |
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return True |
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except Exception as e: |
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raise RuntimeError(f"Failed to check audio duration: {e}") |