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from pydub.silence import detect_nonsilent | |
from pydub import AudioSegment | |
import numpy as np | |
import re | |
import os | |
from rvc.lib.utils import format_title | |
def process_audio(file_path): | |
try: | |
# load audio file | |
song = AudioSegment.from_file(file_path) | |
# set silence threshold and duration | |
silence_thresh = -70 # dB | |
min_silence_len = 750 # ms, adjust as needed | |
# detect nonsilent parts | |
nonsilent_parts = detect_nonsilent( | |
song, min_silence_len=min_silence_len, silence_thresh=silence_thresh | |
) | |
# Create a new directory to store chunks | |
file_dir = os.path.dirname(file_path) | |
file_name = os.path.basename(file_path).split(".")[0] | |
file_name = format_title(file_name) | |
new_dir_path = os.path.join(file_dir, file_name) | |
os.makedirs(new_dir_path, exist_ok=True) | |
# Check if timestamps file exists, if so delete it | |
timestamps_file = os.path.join(file_dir, f"{file_name}_timestamps.txt") | |
if os.path.isfile(timestamps_file): | |
os.remove(timestamps_file) | |
# export chunks and save start times | |
segment_count = 0 | |
for i, (start_i, end_i) in enumerate(nonsilent_parts): | |
chunk = song[start_i:end_i] | |
chunk_file_path = os.path.join(new_dir_path, f"chunk{i}.wav") | |
chunk.export(chunk_file_path, format="wav") | |
print(f"Segment {i} created!") | |
segment_count += 1 | |
# write start times to file | |
with open(timestamps_file, "a", encoding="utf-8") as f: | |
f.write(f"{chunk_file_path} starts at {start_i} ms\n") | |
print(f"Total segments created: {segment_count}") | |
print(f"Split all chunks for {file_path} successfully!") | |
return "Finish", new_dir_path | |
except Exception as error: | |
print(f"An error occurred splitting the audio: {error}") | |
return "Error", None | |
def merge_audio(timestamps_file): | |
try: | |
# Extract prefix from the timestamps filename | |
prefix = os.path.basename(timestamps_file).replace("_timestamps.txt", "") | |
timestamps_dir = os.path.dirname(timestamps_file) | |
# Open the timestamps file | |
with open(timestamps_file, "r", encoding="utf-8") as f: | |
lines = f.readlines() | |
# Initialize empty list to hold audio segments | |
audio_segments = [] | |
last_end_time = 0 | |
print(f"Processing file: {timestamps_file}") | |
for line in lines: | |
# Extract filename and start time from line | |
match = re.search(r"(chunk\d+.wav) starts at (\d+) ms", line) | |
if match: | |
filename, start_time = match.groups() | |
start_time = int(start_time) | |
# Construct the complete path to the chunk file | |
chunk_file = os.path.join(timestamps_dir, prefix, filename) | |
# Add silence from last_end_time to start_time | |
silence_duration = max(start_time - last_end_time, 0) | |
silence = AudioSegment.silent(duration=silence_duration) | |
audio_segments.append(silence) | |
# Load audio file and append to list | |
audio = AudioSegment.from_wav(chunk_file) | |
audio_segments.append(audio) | |
# Update last_end_time | |
last_end_time = start_time + len(audio) | |
print(f"Processed chunk: {chunk_file}") | |
# Concatenate all audio_segments and export | |
merged_audio = sum(audio_segments) | |
merged_audio_np = np.array(merged_audio.get_array_of_samples()) | |
# print(f"Exported merged file: {merged_filename}\n") | |
return merged_audio.frame_rate, merged_audio_np | |
except Exception as error: | |
print(f"An error occurred splitting the audio: {error}") | |