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import gradio as gr, glob, os, auditok, random, zipfile, wave |
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from pytube import YouTube |
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from moviepy.editor import VideoFileClip |
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import auditok |
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def download_video(url): |
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yt = YouTube(url) |
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video = yt.streams.get_highest_resolution() |
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video.download() |
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video_path = f"{video.default_filename}" |
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video_clip = VideoFileClip(video_path) |
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audio_clip = video_clip.audio |
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audio_clip.write_audiofile("output.wav") |
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audio_clip.close() |
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video_clip.close() |
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for removalmp4 in glob.glob("*.mp4"): |
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os.remove(removalmp4) |
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return "Finished downloading! Please proceed to final tab." |
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def split_audio(mindur, maxdur, name_for_split_files, show_amount_of_files_and_file_dur): |
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if show_amount_of_files_and_file_dur == True: |
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gr.Warning(f"show_amount_of_files_and_file_dur set to True. This feature may be inaccurate especially for WAV files, so dont rely too much on the count and duration.") |
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if not os.path.exists("output.wav"): |
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raise gr.Error("Output.wav does not exist! Did you do the first tab correctly or at all?") |
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if mindur == maxdur: |
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raise gr.Error(f"Cannot split mindur={mindur} and maxdur={maxdur}, min and max are the same number.") |
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elif mindur > maxdur: |
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raise gr.Error(f"Cannot split mindur={mindur} and maxdur={maxdur}, mindur is higher than maxdur.") |
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elif name_for_split_files == None: |
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raise gr.Error("Split files name cannot be empty! This will be replaced with an alternative naming style in the future.") |
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else: |
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audio_path = "output.wav" |
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audio_regions = auditok.split( |
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audio_path, |
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min_dur=mindur, |
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max_dur=maxdur, |
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max_silence=0.3, |
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energy_threshold=45 |
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) |
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os.remove(audio_path) |
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for i, r in enumerate(audio_regions): |
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filename = r.save(f"{name_for_split_files}-{i+1}.wav") |
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for f in sorted(glob.glob("*.wav")): |
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set_name = name_for_split_files + "-" + str(random.randint(1, 91071988)) + ".wav" |
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audio_files = glob.glob("*.wav") |
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zip_file_name = "audio_files.zip" |
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with zipfile.ZipFile(zip_file_name, "w") as zip_file: |
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for audio_file in audio_files: |
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zip_file.write(audio_file, os.path.basename(audio_file)) |
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if show_amount_of_files_and_file_dur == False: |
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return "Files split successfully!\n\nCheck below for zipped files.", zip_file_name |
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elif show_amount_of_files_and_file_dur == True: |
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largest_file = ("", 0) |
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total_files = 0 |
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total_length = 0.0 |
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for file_name in glob.glob("*.wav"): |
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file_path = os.path.join(os.getcwd(), file_name) |
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if file_path.lower().endswith(".wav"): |
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try: |
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with wave.open(file_path, 'r') as audio_file: |
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frames = audio_file.getnframes() |
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rate = audio_file.getframerate() |
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duration = frames / float(rate) |
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file_size = os.path.getsize(file_path) |
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if file_size > largest_file[1]: |
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largest_file = (file_name, file_size) |
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total_length += duration |
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total_files += 1 |
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except wave.Error as e: |
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raise gr.Error(f"Error reading file: {e}") |
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length_mins = total_length / 60 |
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for file2 in glob.glob("*.wav"): |
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os.remove(file2) |
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return f"Files split successfully!\n\nCheck below for zipped files.\n\n{total_files} files created, {length_mins:.2f} minutes total.", zip_file_name |
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with gr.Blocks(theme=gr.themes.Soft(), title="Global Dataset Maker") as app: |
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gr.HTML( |
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"<h1> Welcome to the GDMGS! (GlobalDatasetMaker Gradio Space) </h1>" |
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) |
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gr.Markdown( |
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"This Space will create a dataset for you, all automatically." |
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) |
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with gr.Tabs(): |
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with gr.TabItem("Download Video"): |
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with gr.Row(): |
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with gr.Column(): |
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with gr.Row(): |
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url = gr.Textbox(label="URL") |
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convertion = gr.Button("Download", variant='primary') |
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convertion.click( |
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fn=download_video, |
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inputs=[url], |
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outputs=gr.Text(label="Output") |
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) |
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with gr.TabItem("Split audio files"): |
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with gr.Row(): |
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with gr.Column(): |
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with gr.Row(): |
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mindur = gr.Number(label="Min duration", minimum=1, maximum=10, value=1) |
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maxdur = gr.Number(label="Max duration", minimum=1, maximum=10, value=8) |
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name_for_split_files = gr.Textbox(label="Name for split files") |
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show_amount_of_files_and_file_dur = gr.Checkbox(False, label="Show total amount of files and duration?") |
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splitbtn = gr.Button("Split", variant='primary') |
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splitbtn.click( |
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split_audio, |
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inputs=[mindur, maxdur, name_for_split_files, show_amount_of_files_and_file_dur], |
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outputs=[gr.Text(label="Output"), gr.File(label="Zipped files")] |
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) |
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app.launch() |