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Update app.py
Browse files
app.py
CHANGED
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@@ -21,6 +21,7 @@ matplotlib.use('Agg') # Use a non-interactive backend for plotting
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# --- Helper/Processing Functions ---
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def update_output_visibility(choice):
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if "2 Stems" in choice:
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return {
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vocals_output: gr.update(visible=True),
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@@ -36,35 +37,8 @@ def update_output_visibility(choice):
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other_output: gr.update(visible=True, label="Other")
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}
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# --- NEW, CORRECTED BAR DETECTION FUNCTION ---
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def detect_bars(audio_file_path):
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if audio_file_path is None or not os.path.exists(audio_file_path):
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return None, None, None
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try:
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# 1. Load the audio file inside the function
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y, sr = librosa.load(audio_file_path, sr=None)
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# 2. Convert to mono for analysis
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y_mono = librosa.to_mono(y) if y.ndim > 1 else y
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# 3. Perform beat and tempo analysis
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tempo, beats = librosa.beat.beat_track(y=y_mono, sr=sr)
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bpm = 120 if tempo is None else int(np.round(tempo).item())
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beat_times = librosa.frames_to_time(beats, sr=sr)
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# This is a simple way to estimate bar start times (assuming 4/4 time)
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bar_times = beat_times[::4]
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return bpm, beat_times, bar_times
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except Exception as e:
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print(f"Error in detect_bars: {e}")
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return None, None, None
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async def separate_stems(audio_file_path, stem_choice, progress=gr.Progress(track_tqdm=True)):
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if audio_file_path is None: raise gr.Error("No audio file uploaded!")
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progress(0, desc="Starting...")
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try:
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@@ -78,25 +52,17 @@ async def separate_stems(audio_file_path, stem_choice, progress=gr.Progress(trac
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if os.path.exists(output_dir): shutil.rmtree(output_dir)
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command = f"python3 -m demucs {model_arg} -o \"{output_dir}\" \"{stable_input_path}\""
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progress(0.2, desc="Running Demucs
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process = await asyncio.create_subprocess_shell(
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command,
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stdout=asyncio.subprocess.PIPE,
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stderr=asyncio.subprocess.PIPE)
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await process.communicate()
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if process.returncode != 0:
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raise gr.Error(f"Demucs failed to run. Error")
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progress(0.8, desc="Locating separated stem files...")
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stable_filename_base = os.path.basename(stable_input_path).rsplit('.', 1)[0]
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model_folder_name = next(os.walk(output_dir))[1][0]
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stems_path = os.path.join(output_dir, model_folder_name, stable_filename_base)
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if not os.path.exists(stems_path):
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raise gr.Error(f"Demucs finished, but the output directory was not found!")
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vocals_path = os.path.join(stems_path, "vocals.wav") if os.path.exists(os.path.join(stems_path, "vocals.wav")) else None
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drums_path = os.path.join(stems_path, "drums.wav") if os.path.exists(os.path.join(stems_path, "drums.wav")) else None
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@@ -105,45 +71,26 @@ async def separate_stems(audio_file_path, stem_choice, progress=gr.Progress(trac
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other_path = os.path.join(stems_path, other_filename) if os.path.exists(os.path.join(stems_path, other_filename)) else None
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os.remove(stable_input_path)
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progress(0.9, desc="Analyzing stem structure...")
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all_paths = {"vocals": vocals_path, "drums": drums_path, "bass": bass_path, "other": other_path}
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for name, path in all_paths.items():
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if path:
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bpm, _, bar_times = detect_bars(path)
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if bpm and bar_times is not None:
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print(f"--- Analysis for {name} ---")
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print(f"Detected BPM: {bpm}")
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print(f"Found {len(bar_times)} bars.")
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return vocals_path, drums_path, bass_path, other_path
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except Exception as e:
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print(f"An error occurred: {e}")
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raise gr.Error(str(e))
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# This is the placeholder for the interactive editor we were building
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def preview_slice(active_stem_audio, onset_times, evt: gr.SelectData):
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if active_stem_audio is None or onset_times is None: return None
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sample_rate, y = active_stem_audio; clicked_time = evt.index[0]
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start_time = 0; end_time = len(y) / sample_rate
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for i, t in enumerate(onset_times):
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if t > clicked_time:
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end_time = t; break
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start_time = t
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start_sample = librosa.time_to_samples(start_time, sr=sample_rate)
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end_sample = librosa.time_to_samples(end_time, sr=sample_rate)
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sliced_audio = y[start_sample:end_sample]
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return (sample_rate, sliced_audio)
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# --- Create the full Gradio Interface ---
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with gr.Blocks(theme=gr.themes.Default(primary_hue="blue", secondary_hue="red")) as demo:
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gr.Markdown("# 🎵 Loop Architect")
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#
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with gr.Row():
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with gr.Column(scale=1):
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@@ -164,8 +111,25 @@ with gr.Blocks(theme=gr.themes.Default(primary_hue="blue", secondary_hue="red"))
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other_output = gr.Audio(label="Other / Instrumental", scale=4)
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# --- Define Event Listeners ---
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stem_options.change(fn=update_output_visibility, inputs=stem_options, outputs=[vocals_output, drums_output, bass_output, other_output])
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# --- Launch the UI ---
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demo.launch()
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# --- Helper/Processing Functions ---
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def update_output_visibility(choice):
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# This function remains the same
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if "2 Stems" in choice:
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return {
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vocals_output: gr.update(visible=True),
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other_output: gr.update(visible=True, label="Other")
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}
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async def separate_stems(audio_file_path, stem_choice, progress=gr.Progress(track_tqdm=True)):
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# This function now returns to both the visible UI and the hidden state
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if audio_file_path is None: raise gr.Error("No audio file uploaded!")
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progress(0, desc="Starting...")
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try:
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if os.path.exists(output_dir): shutil.rmtree(output_dir)
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command = f"python3 -m demucs {model_arg} -o \"{output_dir}\" \"{stable_input_path}\""
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progress(0.2, desc="Running Demucs...");
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process = await asyncio.create_subprocess_shell(command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE)
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await process.communicate()
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if process.returncode != 0: raise gr.Error(f"Demucs failed to run.")
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progress(0.8, desc="Locating separated stem files...")
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stable_filename_base = os.path.basename(stable_input_path).rsplit('.', 1)[0]
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model_folder_name = next(os.walk(output_dir))[1][0]
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stems_path = os.path.join(output_dir, model_folder_name, stable_filename_base)
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if not os.path.exists(stems_path): raise gr.Error(f"Demucs finished, but the output directory was not found!")
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vocals_path = os.path.join(stems_path, "vocals.wav") if os.path.exists(os.path.join(stems_path, "vocals.wav")) else None
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drums_path = os.path.join(stems_path, "drums.wav") if os.path.exists(os.path.join(stems_path, "drums.wav")) else None
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other_path = os.path.join(stems_path, other_filename) if os.path.exists(os.path.join(stems_path, other_filename)) else None
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os.remove(stable_input_path)
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# Return values for the visible UI and the hidden state variables
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return vocals_path, drums_path, bass_path, other_path, vocals_path, drums_path, bass_path, other_path
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except Exception as e:
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print(f"An error occurred: {e}"); raise gr.Error(str(e))
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# --- NEW FUNCTION TO REPOPULATE UI ON PAGE LOAD ---
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def repopulate_ui_from_state(vocals_path, drums_path, bass_path, other_path):
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# This function takes the saved paths from the state and updates the audio players
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print("Page reloaded. Repopulating UI from session state.")
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return vocals_path, drums_path, bass_path, other_path
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# --- Create the full Gradio Interface ---
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with gr.Blocks(theme=gr.themes.Default(primary_hue="blue", secondary_hue="red")) as demo:
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gr.Markdown("# 🎵 Loop Architect")
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# --- NEW STATE COMPONENTS FOR PERSISTENCE ---
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vocals_path_state = gr.State(None)
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drums_path_state = gr.State(None)
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bass_path_state = gr.State(None)
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other_path_state = gr.State(None)
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with gr.Row():
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with gr.Column(scale=1):
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other_output = gr.Audio(label="Other / Instrumental", scale=4)
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# --- Define Event Listeners ---
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# The submit button now updates both the visible audio players AND the hidden state variables
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submit_button.click(
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fn=separate_stems,
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inputs=[audio_input, stem_options],
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outputs=[
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vocals_output, drums_output, bass_output, other_output,
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vocals_path_state, drums_path_state, bass_path_state, other_path_state
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]
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)
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stem_options.change(fn=update_output_visibility, inputs=stem_options, outputs=[vocals_output, drums_output, bass_output, other_output])
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# --- NEW EVENT LISTENER FOR PAGE LOAD ---
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demo.load(
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fn=repopulate_ui_from_state,
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inputs=[vocals_path_state, drums_path_state, bass_path_state, other_path_state],
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outputs=[vocals_output, drums_output, bass_output, other_output]
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)
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# --- Launch the UI ---
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demo.launch()
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