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from __future__ import annotations | |
from logging import getLogger | |
from pathlib import Path | |
import keyboard | |
import librosa | |
import sounddevice as sd | |
import soundfile as sf | |
from rich.console import Console | |
from tqdm.rich import tqdm | |
LOG = getLogger(__name__) | |
def preprocess_classify( | |
input_dir: Path | str, output_dir: Path | str, create_new: bool = True | |
) -> None: | |
# paths | |
input_dir_ = Path(input_dir) | |
output_dir_ = Path(output_dir) | |
speed = 1 | |
if not input_dir_.is_dir(): | |
raise ValueError(f"{input_dir} is not a directory.") | |
output_dir_.mkdir(exist_ok=True) | |
console = Console() | |
# get audio paths and folders | |
audio_paths = list(input_dir_.glob("*.*")) | |
last_folders = [x for x in output_dir_.glob("*") if x.is_dir()] | |
console.print("Press β or β to change speed. Press any other key to classify.") | |
console.print(f"Folders: {[x.name for x in last_folders]}") | |
pbar_description = "" | |
pbar = tqdm(audio_paths) | |
for audio_path in pbar: | |
# read file | |
audio, sr = sf.read(audio_path) | |
# update description | |
duration = librosa.get_duration(y=audio, sr=sr) | |
pbar_description = f"{duration:.1f} {pbar_description}" | |
pbar.set_description(pbar_description) | |
while True: | |
# start playing | |
sd.play(librosa.effects.time_stretch(audio, rate=speed), sr, loop=True) | |
# wait for key press | |
key = str(keyboard.read_key()) | |
if key == "down": | |
speed /= 1.1 | |
console.print(f"Speed: {speed:.2f}") | |
elif key == "up": | |
speed *= 1.1 | |
console.print(f"Speed: {speed:.2f}") | |
else: | |
break | |
# stop playing | |
sd.stop() | |
# print if folder changed | |
folders = [x for x in output_dir_.glob("*") if x.is_dir()] | |
if folders != last_folders: | |
console.print(f"Folders updated: {[x.name for x in folders]}") | |
last_folders = folders | |
# get folder | |
folder_candidates = [x for x in folders if x.name.startswith(key)] | |
if len(folder_candidates) == 0: | |
if create_new: | |
folder = output_dir_ / key | |
else: | |
console.print(f"No folder starts with {key}.") | |
continue | |
else: | |
if len(folder_candidates) > 1: | |
LOG.warning( | |
f"Multiple folders ({[x.name for x in folder_candidates]}) start with {key}. " | |
f"Using first one ({folder_candidates[0].name})." | |
) | |
folder = folder_candidates[0] | |
folder.mkdir(exist_ok=True) | |
# move file | |
new_path = folder / audio_path.name | |
audio_path.rename(new_path) | |
# update description | |
pbar_description = f"Last: {audio_path.name} -> {folder.name}" | |
# yield result | |
# yield audio_path, key, folder, new_path | |