deep-filter / app.py
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import os
import ffmpeg
import uuid
import streamlit as st
import shutil
import logging
logging.basicConfig(level=logging.INFO) # Set the logging level
def log_info(message):
logging.info(message)
def log_error(error_message):
logging.error(error_message)
# Function to extract audio using ffmpeg
def convert_audio(input_file):
audio_file = f"{input_file}.wav"
ffmpeg.input(input_file).output(audio_file, ar=48000, ac=1).run()
return audio_file
# Function to split audio into segments
def split_audio(audio_file):
segment_pattern = os.path.splitext(audio_file)[0] + ".segmented_%03d.wav"
ffmpeg.input(audio_file).output(segment_pattern, f="segment", segment_time=300).run()
return segment_pattern
# Function to filter each audio segment
def filter_audio(segments):
filtered_dir = "temp-out"
os.makedirs(filtered_dir, exist_ok=True)
os.system(f"deepFilter -a 25 -o {filtered_dir} {segments.replace('%03d.wav', '')}*.wav")
os.system(f"rm {segments.replace('%03d.wav', '')}*.wav")
return filtered_dir
# Function to combine filtered segments using sox
def combine_segments(filtered_dir, output_file):
os.system(f"sox {filtered_dir}/*.wav {output_file}")
return output_file
# Function to check if input file is video
def is_video(input_file):
result = os.popen(f"ffprobe -v error -show_entries stream=codec_type -of default=noprint_wrappers=1:nokey=1 {input_file}").read()
return "video" in result.lower()
# Function to get format info for audio files
def get_format_info(input_file):
result = os.popen(f"ffprobe -v error -show_entries stream=codec_name -of default=noprint_wrappers=1:nokey=1 {input_file}").read()
return result
# Function to increase volume of audio with sox
def increase_volume(input_file):
os.system(f"sox -v 1.25 {input_file} {input_file}.vol.wav")
os.rename(f"{input_file}.vol.wav", input_file)
return input_file
def restore_metadata(input, output):
os.system(f"ffmpeg -y -i {input} -c copy -map_metadata 0 -f ffmetadata {input}.txt")
lines = open(f"{input}.txt").readlines()
if len(lines) > 1:
lines = [lines[0],] + [line for line in lines if any(x in line for x in ("title", "artist", "album", "track", "date", "comment"))]
open(f"{input}.txt", "w").writelines(lines)
os.system(f"ffmpeg -y -i {output} -f ffmetadata -i {input}.txt -c copy -map_metadata 1 fixed.{output}")
os.rename(f"fixed.{output}", output)
os.remove(f"{input}.txt")
return output
def override_metadata(output, title="", artist="", album=""):
lines = [";FFMETADATA1", f"title={title}", f"artist={artist}", f"album={album}"]
open(f"{output}.txt", "w").write("\n".join(lines) + "\n")
# strip existing metadata
os.system(f"ffmpeg -y -i {output} -map_metadata -1 -c:v copy -c:a copy temp.{output}")
# add new metadata
os.system(f"ffmpeg -y -i temp.{output} -f ffmetadata -i {output}.txt -c copy -map_metadata 1 {output}")
os.remove(f"temp.{output}")
os.remove(f"{output}.txt")
return output
def get_samplerate(input_file):
result = os.popen(f"ffprobe -v error -show_entries stream=sample_rate -of default=noprint_wrappers=1:nokey=1 {input_file}").read()
return int(result.strip())
# Function to handle video or audio input
def process_input(input_file, convert_to_mp3=False):
try:
# extract audio from video and convert to wav
audio_file = convert_audio(input_file)
# split audio into smaller segments
segments = split_audio(audio_file)
# filter each segment
filtered_dir = filter_audio(segments)
# combine filtered segments
output_file = combine_segments(filtered_dir, f"{input_file}.filtered.wav")
shutil.rmtree(filtered_dir) # delete temp directory
# increase volume
output_file = increase_volume(output_file)
output_format = input_file.split(".")[-1]
if convert_to_mp3:
output_format = "mp3"
processed_file = f"filtered-{input_file}.{output_format}"
if output_format in ["mp4", "mkv", "webm", "avi", "mov", "flv", "wmv", "m4v"]:
audio_aac_file = f"filtered-{input_file}.aac"
ffmpeg.input(output_file).output(audio_aac_file, ar=44100, codec="aac").run()
video_stream = ffmpeg.input(input_file).video
audio_aac_stream = ffmpeg.input(audio_aac_file).audio
ffmpeg.output(video_stream, audio_aac_stream, processed_file, vcodec="copy", acodec="copy").run()
os.remove(audio_aac_file)
else:
sample_rate = 16000 if convert_to_mp3 else get_samplerate(input_file)
ffmpeg.input(output_file).output(processed_file, ac=1, ar=16000 if sample_rate < 16000 else sample_rate).run()
os.remove(output_file)
os.remove(audio_file)
restore_metadata(input_file, processed_file)
return processed_file
except Exception as e:
log_error(f"Error occurred during processing: {str(e)}")
return None
# Streamlit UI
st.title("Audio Enhancement with Deep Filter")
uploaded_file = st.file_uploader("Upload a file", type=["mp4", "wav", "mp3", "aac", "m4a", "flac", "ogg", "opus", "wma", "webm", "mkv"])
if uploaded_file is not None:
try:
file_details = {"FileName": uploaded_file.name, "FileType": uploaded_file.type, "FileSize": uploaded_file.size}
st.write(file_details)
convert_to_mp3 = st.toggle("Convert to MP3", False)
title = st.text_input("Title", "")
artist = st.text_input("Artist", "")
album = st.text_input("Album", "")
args = {
"title": title,
"artist": artist,
"album": album,
}
if st.button("Process File"):
# generate a random file name to save the uploaded file
file_path = f"temp-{str(uuid.uuid4())[:8]}.{uploaded_file.name.split('.')[-1]}"
with open(file_path, "wb") as f:
f.write(uploaded_file.getbuffer())
output_file_path = process_input(file_path, convert_to_mp3=convert_to_mp3)
# Override metadata if any
if title or artist or album:
override_metadata(output_file_path, title=title, artist=artist, album=album)
if output_file_path and os.path.exists(output_file_path):
data = open(output_file_path, "rb").read()
os.remove(file_path)
os.remove(output_file_path)
# uploaded file name without extension
download_name = "filtered-" + uploaded_file.name.split('.')[0] + "." + output_file_path.split(".")[-1]
st.success("File processed successfully!")
st.download_button(label="Download Processed File",
data=data,
file_name=download_name)
else:
st.error("File processing failed.")
except Exception as e:
log_error(f"Error occurred during file processing: {str(e)}")