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