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import gradio as gr, glob, os, auditok, zipfile, requests, json, traceback, tempfile, random | |
from moviepy.editor import * | |
from pydub import AudioSegment | |
def split_wav_or_mp3_file(audiofileuploader, mindur2, maxdur2, name_for_split_files2, strict): | |
if audiofileuploader == None: | |
raise gr.Error("Audio file cannot be empty!") | |
if mindur2 == maxdur2: | |
raise gr.Error(f"Cannot split mindur={mindur2} and maxdur={maxdur2}, min and max are the same number.") | |
elif mindur2 > maxdur2: | |
raise gr.Error(f"Cannot split mindur={mindur2} and maxdur={maxdur2}, mindur is higher than maxdur.") | |
elif name_for_split_files2 == None: | |
raise gr.Error("Split files name cannot be empty!") | |
else: | |
audio_path = audiofileuploader | |
audio_regions = auditok.split( | |
audio_path, | |
min_dur=mindur2, | |
max_dur=maxdur2, | |
max_silence=0.3, | |
energy_threshold=45, | |
strict_min_dur=True if strict == True else False | |
) | |
os.remove(audio_path) | |
for i, r in enumerate(audio_regions): | |
filename = r.save(f"{name_for_split_files2}-{i+1}.wav") | |
for f in sorted(glob.glob("*.wav")): | |
audio_files = glob.glob("*.wav") | |
zip_file_name2 = "audio_files.zip" | |
with zipfile.ZipFile(zip_file_name2, "w") as zip_file: | |
for audio_file in audio_files: | |
zip_file.write(audio_file, os.path.basename(audio_file)) | |
for file2 in glob.glob("*.wav"): | |
os.remove(file2) | |
return f"File split successfully!\nCheck below for zipped files.\nAmount created: {len(audio_files)}", zip_file_name2 | |
def mp4_to_wav_or_mp3(mp4fileuploader, file_format, random_filename): | |
if mp4fileuploader == None: | |
raise gr.Error("Input cannot be empty!") | |
else: | |
try: | |
if file_format == "wav": | |
videoinput = AudioFileClip(mp4fileuploader) | |
output_filename = "convertedaudio.wav" if not random_filename else f"convertedaudio_{random.randint(1000, 9999)}.wav" | |
videoinput.write_audiofile(output_filename) | |
videoinput.close() | |
elif file_format == "mp3": | |
videoinput = AudioFileClip(mp4fileuploader) | |
output_filename = "convertedaudio.mp3" if not random_filename else f"convertedaudio_{random.randint(1000, 9999)}.mp3" | |
videoinput.write_audiofile(output_filename) | |
videoinput.close() | |
os.remove(mp4fileuploader) | |
return "Converted mp4 file successfully!", output_filename | |
except: | |
raise gr.Error(traceback.format_exc()) | |
def remove_audio_file_from_directory(): | |
for r in glob.glob("*.wav"): | |
os.remove(r) | |
for w in glob.glob("*.mp3"): | |
os.remove(w) | |
for y in glob.glob("convertedaudio.mp3"): | |
os.remove(y) | |
for a in glob.glob("convertedaudio.wav"): | |
os.remove(a) | |
return gr.Info("File removed.") | |
def mvsep_api_request(mvsep_key, audio_file, sep_dropdown): | |
if mvsep_key == "": | |
return gr.Warning("You must have an MVSEP API key for this to work!") | |
if audio_file == None: | |
return gr.Warning("Please select an audio file!") | |
if sep_dropdown == "-------------------------------------------------------------------------------------------------": | |
return gr.Warning("This option is not a model!") | |
url = "https://mvsep.com/api/separation/create" | |
files = { | |
"audiofile": open(audio_file, 'rb') | |
} | |
data = { | |
"api_token": mvsep_key, | |
"sep_type": sep_dropdown | |
} | |
r = requests.post(url, files=files, data=data) | |
json_format = r.json() | |
hash_val = json_format['data']['hash'] | |
return f"Request sent successfully! Your hash is: {hash_val}\n\nUse the 'Get Status' tab to check the status of your request." | |
def mvsep_check_request(hash_textbox): | |
try: | |
url = "https://mvsep.com/api/separation/get" | |
params = { | |
"hash": hash_textbox | |
} | |
r = requests.get(url, params=params) | |
rjson = r.json() | |
success = rjson['success'] | |
status = rjson['status'] | |
return f"Was successful? {str(success)}.\nStatus: {status}." | |
except requests.exceptions.JSONDecodeError: | |
return gr.Info("Status not available or request not sent.") | |
def mvsep_download_separated_audio(hash_textbox): | |
try: | |
url = "https://mvsep.com/api/separation/get" | |
params = { | |
"hash": hash_textbox | |
} | |
r = requests.get(url, params=params) | |
rjson = r.json() | |
status = rjson['status'] | |
files = rjson.get('data', {}).get('files', []) | |
urls = [file['url'] for file in files] | |
if status == "waiting" or status == "processing": | |
return gr.Info("Job not finished yet, so nothing to download for now.") | |
return json.dumps(urls, indent=4) | |
except requests.exceptions.JSONDecodeError: | |
return gr.Info("Nothing to download yet. Check back later.") | |
def split_by_dur(file_upload, dur_to_cut): | |
if file_upload == None: | |
raise gr.Error("Audio file cannot be empty!") | |
try: | |
audio = AudioSegment.from_file(file_upload) | |
trimmed_audio = audio[:dur_to_cut] | |
ms_to_min = round((dur_to_cut/(1000*60))%60, 1) | |
with tempfile.NamedTemporaryFile(delete=False, suffix=".mp3") as temp_file: | |
trimmed_audio.export(temp_file.name, format="mp3") | |
return f"Trimmed to {ms_to_min} minutes successfully.", temp_file.name | |
except Exception as e: | |
return gr.Error(traceback.format_exc()) | |
def zip_to_many(zip_upload): | |
temp_dir = "temp_audio_files" | |
os.makedirs(temp_dir, exist_ok=True) | |
with zipfile.ZipFile(zip_upload, 'r') as zip_ref: | |
zip_ref.extractall(temp_dir) | |
audio_files = [os.path.join(temp_dir, f) for f in os.listdir(temp_dir) if f.endswith(('.mp3', '.wav', '.ogg'))] | |
combined_audio = AudioSegment.empty() | |
for audio_file in audio_files: | |
audio = AudioSegment.from_file(audio_file) | |
combined_audio += audio | |
output_path = "combined_audio.mp3" | |
combined_audio.export(output_path, format="mp3") | |
for audio_file in audio_files: | |
os.remove(audio_file) | |
os.rmdir(temp_dir) | |
return "Done.", output_path | |
with gr.Blocks(theme='ParityError/Interstellar', title="Global Dataset Maker") as app: | |
gr.HTML( | |
"<h1> Welcome to the Cafeteria (formally GDMGS)!</h1>" | |
) | |
gr.HTML( | |
"<h2> Currently, no yt functions are working right now, so they have been deleted. Please use this tool to split an audio file, convert an mp4 file to mp3 or wav, or use mvsep." | |
) | |
gr.Markdown("## Duplicate this space if you want to make your own changes!") | |
gr.HTML( | |
"""<p style="margin:5px auto;display: flex;justify-content: left;"> | |
<a href="https://huggingface.co/spaces/Kryptone/GDMGS?duplicate=true"><img src="https://huggingface.co/datasets/huggingface/badges/resolve/main/duplicate-this-space-md-dark.svg" alt="Duplicate this Space"></a> | |
</p>""" | |
) | |
gr.Markdown( | |
"This Space will create a dataset for you and use MVSEP to isolate vocals, all automatically. **Please be warned that due to not having a GPU on this Space, some steps might take longer to complete.**" | |
) | |
gr.HTML( | |
"<h2> This Space's storage is ephemeral, meaning all audio files are visible to you only. I do not have access to any of this, nor would I do anything with it anyway. </h2>" | |
) | |
with gr.Tabs(): | |
with gr.TabItem("Misc tools"): | |
with gr.Tab("File splitter"): | |
gr.Markdown("If you would rather split a single WAV or mp3 audio file, use this method instead.") | |
with gr.Row(): | |
with gr.Column(): | |
with gr.Row(): | |
audiofileuploader = gr.File(file_count='single', file_types=[".wav", ".mp3"], label="WAV or mp3 file") | |
mindur2 = gr.Number(label="Min duration", minimum=1, maximum=10, value=1) | |
maxdur2 = gr.Number(label="Max duration", minimum=1, maximum=10, value=5) | |
name_for_split_files2 = gr.Textbox(label="Name for split files") | |
strict = gr.Checkbox(False, label="Enable strict duration?", info="Use this option if you want to minimize the '(audio_file) is less than 0.76 seconds' warning on Colab. Keep in mind that this only applies for min duration, max is ignored.") | |
audiofileuploadbtn = gr.Button("Split", variant='primary') | |
audiofileuploadbtn.click( | |
split_wav_or_mp3_file, | |
[audiofileuploader, mindur2, maxdur2, name_for_split_files2, strict], | |
[gr.Text(label="Output"), gr.File(label="Zipped files")] | |
) | |
with gr.Tab("Split audio file by duration"): | |
gr.Markdown("If you have an audio file thats too long for MVSEP (or any other use cases), use this section to split the audio by duration.") | |
with gr.Row(): | |
with gr.Column(): | |
with gr.Row(): | |
file_upload = gr.File(file_count='single', file_types=[".wav", ".mp3"], label="WAV or MP3 file") | |
dur_to_cut = gr.Number(label="Duration to split audio (in ms). Cannot be larger than the duration of the audio file.", precision=0) | |
begin = gr.Button("Split at given duration", variant='primary') | |
begin.click( | |
split_by_dur, | |
[file_upload, dur_to_cut], | |
[gr.Text(label="Output"), gr.File(label="Trimmed audio")] | |
) | |
with gr.Tab("MP4 to mp3/wav converter"): | |
gr.Markdown("If you have an mp4 file, you can convert it to mp3 or wav here. Only click the 'Remove file' button when done.") | |
with gr.Row(): | |
with gr.Column(): | |
with gr.Row(): | |
mp4fileuploader = gr.File(file_count='single', file_types=[".mp4"], label="mp4 file") | |
file_format = gr.Radio(["wav", "mp3"], value="mp3", label="Convert mp4 file to:") | |
random_filename = gr.Checkbox(False, label="Use random filename?") | |
convert_btn = gr.Button("Convert", variant='primary') | |
remove_file_btn = gr.Button("Remove file from directory", variant='secondary') | |
convert_btn.click( | |
mp4_to_wav_or_mp3, | |
[mp4fileuploader, file_format, random_filename], | |
[gr.Text(label="Output"), gr.File(label="Converted audio file")] | |
) | |
remove_file_btn.click( | |
remove_audio_file_from_directory, | |
None, | |
None | |
) | |
with gr.Tab("MVSEP"): | |
gr.Markdown("Use MVSEP to isolate audio.\n\n**You will be required to input your API key, but it will not be saved ever, I don't use anything saved here for bad intentions, nor would I have access to it regardless.**") | |
with gr.Tab("Send Request via audio file"): | |
with gr.Row(): | |
with gr.Column(): | |
with gr.Row(): | |
mvsep_key = gr.Textbox(placeholder="Enter your MVSEP API key.", label="API key") | |
audio_file = gr.File(file_count='single', file_types=[".mp3"], label="Audio file") | |
sep_dropdown = gr.Dropdown( | |
["0 - spleeter (vocals, music)", | |
"1 - spleeter (vocals, drums, bass, other)", | |
"2 - spleeter (vocals, drums, bass, piano, other)", | |
"3 - unmix XL (vocals, drums, bass, other)", | |
"4 - unmix HQ (vocals, drums, bass, other)", | |
"5 - unmix SD (vocals, drums, bass, other)", | |
"6 - unmix SE (vocals, music)", | |
"7 - MDX A (vocals, drums, bass, other)", | |
"8 - MDX B (vocals, drums, bass, other)", | |
"9 - UVR HQ (vocals, music)", | |
"10 - Demucs3 Model A (vocals, drums, bass, other)", | |
"11 - Demucs3 Model B (vocals, drums, bass, other)", | |
"12 - MDX-B Karaoke (lead/back vocals)", | |
"13 - Demucs2 (vocals, drums, bass, other)", | |
"14 - Zero Shot (Query Based) (LQ)", | |
"15 - Danna sep (vocals, drums, bass, other)", | |
"16 - Byte Dance (vocals, drums, bass, other)", | |
"17 - UVRv5 Demucs (vocals, music)", | |
"18 - MVSep DNR (music, sfx, speech)", | |
"19 - MVSep Vocal Model (vocals, music)", | |
"20 - Demucs4 HT (vocals, drums, bass, other)", | |
"--------------------------------------------------------------------------------------------------", | |
"22 - FoxJoy Reverb Removal (other)", | |
"23 - MDX B (vocals, instrumental)", | |
"24 - MVSep Demucs4HT DNR (dialog, sfx, music)", | |
"25 - MDX23C (vocals, instrumental)", | |
"26 - Ensemble (vocals, instrumental) [PREMIUM ONLY]", | |
"27 - Demucs4 Vocals 2023 (vocals, instrumental)", | |
"28 - Ensemble (vocals, instrumental, bass, drums, other) [PREMIUM ONLY]", | |
"29 - MVSep Piano (piano, other)", | |
"30 - Ensemble All-In (vocals, bass, drums, piano, guitar, lead/back vocals, other) [PREMIUM ONLY]", | |
"31 - MVSep Guitar (guitar, other)", | |
"-------------------------------------------------------------------------------------------------", | |
"33 - Vit Large 23 (vocals, instrum)", | |
"34 - MVSep Crowd removal (crowd, other)", | |
"35 - MVSep MelBand Roformer (vocals, instrum)", | |
"36 - BandIt Plus (speech, music, effects)", | |
"37 - DrumSep (kick, snare, cymbals, toms)", | |
"38 - LarsNet (kick, snare, cymbals, toms, hihat)", | |
"39 - Whisper (extract text from audio)", | |
"40 - BS Roformer (vocals, instrumental)", | |
"41 - MVSep Bass (bass, other)", | |
"42 - MVSep MultiSpeaker (MDX23C)", | |
"43 - MVSEP Multichannel BS (vocals, inst)", | |
"44 - MVSep Drums (drums, other)", | |
"45 - Bandit v2 (speech, music, effects)", | |
"46 - SCNet (vocals, instrumental)", | |
"47 - DeNoise by aufr33", | |
"48 - Melband Roformer (vocals, intrumental)", | |
"49 - MelBand Karaoke by viperx and aufr33 (lead/back vocals)", | |
"50 - Aspiration (by Sucial)", | |
"51 - Apollo Enhancers (by JusperLee and Lew)", | |
"52 - MVSep Strings (strings, other)", | |
"53 - Medley Vox (multi-singer separation)", | |
"54 - MVSep Wind (wind, other)", | |
"55 - Phantom Centre extraction (by wesleyr36)", | |
"56 - MVSep DnR v3 (speech, music, sfx)", | |
"57 - MVSep Male/Female separation", | |
"58 - MVSep Organ (organ, other)" | |
], | |
max_choices=1, | |
value="45 - Bandit v2 (speech, music, effects)", | |
label="Model type:", | |
interactive=True, | |
type='index' | |
) | |
send_req = gr.Button("Send request", variant='primary') | |
send_req.click( | |
mvsep_api_request, | |
[mvsep_key, audio_file, sep_dropdown], | |
[gr.Text(label="Output")] | |
) | |
with gr.Tab("Get status of request"): | |
with gr.Row(): | |
with gr.Column(): | |
with gr.Row(): | |
hash_textbox = gr.Textbox(label="Hash") | |
check_status = gr.Button("Check status", variant='primary') | |
download = gr.Button("Download separated audio", variant='secondary') | |
check_status.click( | |
mvsep_check_request, | |
[hash_textbox], | |
[gr.Text(label="Status")] | |
) | |
download.click( | |
mvsep_download_separated_audio, | |
[hash_textbox], | |
[gr.Text(label="Link(s)")] | |
) | |
with gr.Tab("Convert many audio files to one file"): | |
gr.Markdown("Upload a ZIP full of many audio files and this will attempt to convert it to one long audio file. **Will not work if there are folders inside the zip.**") | |
with gr.Row(): | |
with gr.Column(): | |
with gr.Row(): | |
zip_upload = gr.File(file_count='single', file_types=[".zip"], label="Zip file") | |
combine_btn = gr.Button("Combine", variant='primary') | |
combine_btn.click( | |
zip_to_many, | |
[zip_upload], | |
[gr.Text(label="Status"), gr.File(label="Combined file")] | |
) | |
with gr.TabItem("Changelog"): | |
gr.Markdown("v1.3 - Added more MVSep models.") | |
gr.Markdown("v1.2 - Added an option (in mp4 to mp3/wav converter) to have the output file be a random filename.") | |
gr.Markdown("v1.1 - Added new tool: Convert many audio files to one file.") | |
gr.Markdown("v1 - Not the most exciting v1 release. **Removed yt functions as they are no longer working.**") | |
gr.Markdown("v0.99.9 - Added new tool: Split audio file by duration.") | |
app.launch() |