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Update app.py
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app.py
CHANGED
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@@ -1,4 +1,3 @@
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# Import libraries
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import gradio as gr
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import os
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import shutil
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@@ -12,12 +11,9 @@ import zipfile
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import tempfile
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import matplotlib.pyplot as plt
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import matplotlib
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matplotlib.use('Agg')
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# --- Helper/Processing Functions ---
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def update_output_visibility(choice):
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# Shows/hides stem players based on 2 or 4 stem selection
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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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@@ -34,13 +30,10 @@ def update_output_visibility(choice):
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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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# Separates the uploaded audio using Demucs
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if audio_file_path is None: raise gr.Error("No audio file uploaded!")
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log_history = "Starting separation...\n"
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#
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yield { status_log: log_history, progress_bar: progress(0, desc="Starting...", visible=True) }
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try:
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progress(0.05, desc="Preparing audio file...")
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log_history += "Preparing audio file...\n"; yield { status_log: log_history, progress_bar: progress(0.05, desc="Preparing...") }
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@@ -57,10 +50,7 @@ async def separate_stems(audio_file_path, stem_choice, progress=gr.Progress(trac
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yield { status_log: log_history, progress_bar: 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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stdout, stderr = await process.communicate()
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if process.returncode != 0:
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@@ -69,7 +59,6 @@ async def separate_stems(audio_file_path, stem_choice, progress=gr.Progress(trac
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log_history += "Demucs finished. Locating stem files...\n"; yield { status_log: log_history, progress_bar: progress(0.8, desc="Locating stems...") }
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stable_filename_base = os.path.basename(stable_input_path).rsplit('.', 1)[0]
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# Find the model-specific subfolder created by Demucs
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subfolders = [f.name for f in os.scandir(output_dir) if f.is_dir()]
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if not subfolders: raise gr.Error("Demucs output folder structure not found!")
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model_folder_name = subfolders[0]
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@@ -97,32 +86,23 @@ async def separate_stems(audio_file_path, stem_choice, progress=gr.Progress(trac
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}
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except Exception as e:
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print(f"An error occurred during separation: {e}")
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yield { status_log: log_history + f"❌ ERROR: {e}", progress_bar: gr.update(visible=False) }
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def slice_stem_real(stem_audio_data, loop_choice, sensitivity, stem_name, progress_fn=None):
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#
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if stem_audio_data is None:
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sample_rate, y_int = stem_audio_data
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y = librosa.util.buf_to_float(y_int)
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y_mono = librosa.to_mono(y.T) if y.ndim > 1 else y
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if progress_fn: progress_fn(0.1, desc="Detecting BPM...")
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tempo, beats = librosa.beat.beat_track(y=y_mono, sr=sample_rate)
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bpm = 120 if tempo is None else np.round(tempo)
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bpm_int = int(bpm.item())
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if bpm_int == 0: bpm_int = 120; print("BPM detection failed, defaulting to 120 BPM.")
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print(f"Detected BPM for {stem_name}: {bpm_int}")
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output_files = []
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loops_dir = tempfile.mkdtemp()
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if "One-Shots" in loop_choice:
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if progress_fn: progress_fn(0.3, desc="Finding transients...")
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onset_frames = librosa.onset.onset_detect(y=y_mono, sr=sample_rate, delta=sensitivity, wait=1, pre_avg=1, post_avg=1, post_max=1)
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onset_samples = librosa.frames_to_samples(onset_frames)
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if progress_fn: progress_fn(0.5, desc="Slicing one-shots...")
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if len(onset_samples) > 0:
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num_onsets = len(onset_samples)
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@@ -134,79 +114,74 @@ def slice_stem_real(stem_audio_data, loop_choice, sensitivity, stem_name, progre
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output_files.append(filename)
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if progress_fn and num_onsets > 1:
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progress_fn(0.5 + (i / (num_onsets - 1) * 0.5), desc=f"Exporting slice {i+1}/{num_onsets}...")
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else:
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bars = int(loop_choice.split(" ")[0])
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seconds_per_bar = seconds_per_beat * 4
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loop_duration_seconds = seconds_per_bar * bars
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loop_duration_samples = int(loop_duration_seconds * sample_rate)
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if progress_fn: progress_fn(0.4, desc=f"Slicing into {bars}-bar loops...")
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num_loops = len(y) // loop_duration_samples
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if num_loops == 0:
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print(f"Audio for {stem_name} is too short for {bars}-bar loops at {bpm_int} BPM.")
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return None, None
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for i in range(num_loops):
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start_sample = i * loop_duration_samples
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end_sample = start_sample + loop_duration_samples
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slice_data = y[start_sample:end_sample]
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filename = os.path.join(loops_dir, f"{stem_name}_{bars}bar_loop_{i+1:03d}_{bpm_int}bpm.wav")
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sf.write(filename, slice_data, sample_rate, subtype='PCM_16')
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output_files.append(filename)
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if progress_fn and num_loops > 1:
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progress_fn(0.4 + (i / (num_loops - 1) * 0.6), desc=f"Exporting loop {i+1}/{num_loops}...")
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if not output_files:
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return None, None
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return output_files, loops_dir
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async def slice_all_and_zip_real(vocals, drums, bass, other, loop_choice, sensitivity, progress=gr.Progress(track_tqdm=True)):
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# Slices all available stems and creates a zip pack
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log_history = "Starting batch slice...\n"
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await asyncio.sleep(0.1)
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stems_to_process = {"vocals": vocals, "drums": drums, "bass": bass, "other": other}
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zip_path = "Loop_Architect_Pack.zip"
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num_stems = sum(1 for data in stems_to_process.values() if data is not None)
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if num_stems == 0: raise gr.Error("No stems to process! Please separate stems first.")
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all_temp_dirs = []
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processed_count += 1
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yield { status_log: log_history, progress_bar: progress(processed_count / num_stems, desc=f"Finished {name}") }
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if d and os.path.exists(d):
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shutil.rmtree(d)
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yield { download_zip_file: gr.update(value=zip_path, visible=True), status_log: log_history + "✅ Pack ready for download!"}
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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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download_zip_file = gr.File(label="Download Your Loop Pack", visible=False)
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gr.Markdown("### Status")
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#
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progress_bar = gr.Progress(visible=False)
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status_log = gr.Textbox(label="Status Log", lines=10, interactive=False)
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# --- Define Event Listeners ---
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def slice_and_display(stem_data, loop_choice, sensitivity, stem_name):
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# Wrapper to handle progress display for single slice buttons
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log_history = f"Slicing {stem_name}...\n"
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#
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yield {
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status_log: log_history,
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progress_bar: gr.update(value=0, visible=True, label=f"Slicing {stem_name}...")
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}
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# Define how slice_stem_real updates the progress bar
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def update_single_progress(p, desc=""):
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files, temp_dir = slice_stem_real(stem_data, loop_choice, sensitivity, stem_name, progress_fn=update_single_progress)
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progress_bar: gr.update(visible=False) # Hide progress bar when done
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}
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submit_event = submit_button.click(
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fn=separate_stems,
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inputs=[audio_input, stem_options],
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# Corrected
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outputs=[vocals_output, drums_output, bass_output, other_output, status_log]
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)
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slice_all_event = slice_all_button.click(
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fn=slice_all_and_zip_real,
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inputs=[vocals_output, drums_output, bass_output, other_output, loop_options_radio, sensitivity_slider],
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# Corrected
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outputs=[download_zip_file, download_zip_file, status_log]
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)
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import gradio as gr
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import os
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import shutil
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import tempfile
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import matplotlib.pyplot as plt
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import matplotlib
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matplotlib.use('Agg')
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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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}
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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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log_history = "Starting separation...\n"
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# Make progress bar visible at the start
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yield { status_log: log_history, progress_bar: progress(0, desc="Starting...", visible=True) }
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try:
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progress(0.05, desc="Preparing audio file...")
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log_history += "Preparing audio file...\n"; yield { status_log: log_history, progress_bar: progress(0.05, desc="Preparing...") }
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yield { status_log: log_history, progress_bar: progress(0.2, desc="Running Demucs...") }
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process = await asyncio.create_subprocess_shell(
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command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE)
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stdout, stderr = await process.communicate()
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if process.returncode != 0:
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log_history += "Demucs finished. Locating stem files...\n"; yield { status_log: log_history, progress_bar: progress(0.8, desc="Locating stems...") }
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stable_filename_base = os.path.basename(stable_input_path).rsplit('.', 1)[0]
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subfolders = [f.name for f in os.scandir(output_dir) if f.is_dir()]
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if not subfolders: raise gr.Error("Demucs output folder structure not found!")
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model_folder_name = subfolders[0]
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}
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except Exception as e:
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print(f"An error occurred during separation: {e}")
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yield { status_log: log_history + f"❌ ERROR: {e}", progress_bar: gr.update(visible=False) } # Hide progress bar on error
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def slice_stem_real(stem_audio_data, loop_choice, sensitivity, stem_name, progress_fn=None):
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# This function remains the same internally
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if stem_audio_data is None: return None, None
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sample_rate, y_int = stem_audio_data; y = librosa.util.buf_to_float(y_int)
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y_mono = librosa.to_mono(y.T) if y.ndim > 1 else y
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if progress_fn: progress_fn(0.1, desc="Detecting BPM...")
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tempo, beats = librosa.beat.beat_track(y=y_mono, sr=sample_rate)
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bpm = 120 if tempo is None else np.round(tempo); bpm_int = int(bpm.item())
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if bpm_int == 0: bpm_int = 120; print("BPM detection failed, defaulting to 120 BPM.")
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print(f"Detected BPM for {stem_name}: {bpm_int}")
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output_files = []; loops_dir = tempfile.mkdtemp()
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if "One-Shots" in loop_choice:
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if progress_fn: progress_fn(0.3, desc="Finding transients...")
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onset_frames = librosa.onset.onset_detect(y=y_mono, sr=sample_rate, delta=sensitivity, wait=1, pre_avg=1, post_avg=1, post_max=1)
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onset_samples = librosa.frames_to_samples(onset_frames)
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if progress_fn: progress_fn(0.5, desc="Slicing one-shots...")
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if len(onset_samples) > 0:
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num_onsets = len(onset_samples)
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output_files.append(filename)
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if progress_fn and num_onsets > 1:
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progress_fn(0.5 + (i / (num_onsets - 1) * 0.5), desc=f"Exporting slice {i+1}/{num_onsets}...")
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else:
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bars = int(loop_choice.split(" ")[0]); seconds_per_beat = 60.0 / bpm_int; seconds_per_bar = seconds_per_beat * 4
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loop_duration_seconds = seconds_per_bar * bars; loop_duration_samples = int(loop_duration_seconds * sample_rate)
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if progress_fn: progress_fn(0.4, desc=f"Slicing into {bars}-bar loops...")
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num_loops = len(y) // loop_duration_samples
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if num_loops == 0: print(f"Audio for {stem_name} is too short for {bars}-bar loops at {bpm_int} BPM."); return None, None
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for i in range(num_loops):
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start_sample = i * loop_duration_samples; end_sample = start_sample + loop_duration_samples
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slice_data = y[start_sample:end_sample]
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filename = os.path.join(loops_dir, f"{stem_name}_{bars}bar_loop_{i+1:03d}_{bpm_int}bpm.wav")
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sf.write(filename, slice_data, sample_rate, subtype='PCM_16')
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output_files.append(filename)
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if progress_fn and num_loops > 1:
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progress_fn(0.4 + (i / (num_loops - 1) * 0.6), desc=f"Exporting loop {i+1}/{num_loops}...")
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if not output_files: return None, None
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return output_files, loops_dir
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async def slice_all_and_zip_real(vocals, drums, bass, other, loop_choice, sensitivity, progress=gr.Progress(track_tqdm=True)):
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log_history = "Starting batch slice...\n"
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# Make progress bar visible at the start
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yield { status_log: log_history, progress_bar: progress(0, desc="Starting...", visible=True) }
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await asyncio.sleep(0.1)
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stems_to_process = {"vocals": vocals, "drums": drums, "bass": bass, "other": other}
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zip_path = "Loop_Architect_Pack.zip"
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num_stems = sum(1 for data in stems_to_process.values() if data is not None)
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if num_stems == 0: raise gr.Error("No stems to process! Please separate stems first.")
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all_temp_dirs = []
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try:
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with zipfile.ZipFile(zip_path, 'w') as zf:
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processed_count = 0
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for name, data in stems_to_process.items():
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if data is not None:
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log_history += f"--- Slicing {name} stem ---\n"; yield { status_log: log_history }
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def update_main_progress(p, desc=""):
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overall_progress = (processed_count + p) / num_stems
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# Ensure progress updates visibility
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progress(overall_progress, desc=f"Slicing {name}: {desc}", visible=True)
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sliced_files, temp_dir = slice_stem_real((data[0], data[1]), loop_choice, sensitivity, name, progress_fn=update_main_progress)
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if sliced_files:
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log_history += f"Generated {len(sliced_files)} slices for {name}.\n"; yield { status_log: log_history }
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all_temp_dirs.append(temp_dir)
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for loop_file in sliced_files:
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arcname = os.path.join(name, os.path.basename(loop_file))
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zf.write(loop_file, arcname)
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else:
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log_history += f"No slices generated for {name}.\n"; yield { status_log: log_history }
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| 166 |
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| 167 |
+
processed_count += 1
|
| 168 |
+
# Yield intermediate progress after each stem is fully processed
|
| 169 |
+
yield { status_log: log_history, progress_bar: progress(processed_count / num_stems, desc=f"Finished {name}", visible=True) }
|
|
|
|
|
|
|
|
|
|
|
|
|
| 170 |
|
| 171 |
+
log_history += "Packaging complete!\n";
|
| 172 |
+
yield {
|
| 173 |
+
status_log: log_history + "✅ Pack ready for download!",
|
| 174 |
+
progress_bar: progress(1, desc="Pack Ready!", visible=False), # Hide when done
|
| 175 |
+
download_zip_file: gr.update(value=zip_path, visible=True)
|
| 176 |
+
}
|
| 177 |
+
except Exception as e:
|
| 178 |
+
print(f"An error occurred during slice all: {e}")
|
| 179 |
+
yield { status_log: log_history + f"❌ ERROR: {e}", progress_bar: gr.update(visible=False) } # Hide on error
|
| 180 |
+
finally:
|
| 181 |
+
# Ensure cleanup happens even if there's an error during zipping
|
| 182 |
+
for d in all_temp_dirs:
|
| 183 |
+
if d and os.path.exists(d):
|
| 184 |
+
shutil.rmtree(d)
|
| 185 |
|
| 186 |
# --- Create the full Gradio Interface ---
|
| 187 |
with gr.Blocks(theme=gr.themes.Default(primary_hue="blue", secondary_hue="red")) as demo:
|
|
|
|
| 202 |
download_zip_file = gr.File(label="Download Your Loop Pack", visible=False)
|
| 203 |
|
| 204 |
gr.Markdown("### Status")
|
| 205 |
+
# --- THIS IS THE FIX --- Initialize without arguments
|
| 206 |
progress_bar = gr.Progress(visible=False)
|
| 207 |
status_log = gr.Textbox(label="Status Log", lines=10, interactive=False)
|
| 208 |
|
|
|
|
| 225 |
|
| 226 |
# --- Define Event Listeners ---
|
| 227 |
def slice_and_display(stem_data, loop_choice, sensitivity, stem_name):
|
|
|
|
| 228 |
log_history = f"Slicing {stem_name}...\n"
|
| 229 |
+
# Make progress bar visible when starting
|
| 230 |
+
yield { status_log: log_history, progress_bar: gr.update(value=0, visible=True, label=f"Slicing {stem_name}...") }
|
|
|
|
|
|
|
|
|
|
| 231 |
|
| 232 |
+
# Define how slice_stem_real updates the progress bar using gr.Progress directly
|
| 233 |
def update_single_progress(p, desc=""):
|
| 234 |
+
gr.Progress(track_tqdm=True)(p, desc=desc) # Directly update the bar
|
| 235 |
|
| 236 |
files, temp_dir = slice_stem_real(stem_data, loop_choice, sensitivity, stem_name, progress_fn=update_single_progress)
|
| 237 |
|
|
|
|
| 244 |
progress_bar: gr.update(visible=False) # Hide progress bar when done
|
| 245 |
}
|
| 246 |
|
|
|
|
| 247 |
submit_event = submit_button.click(
|
| 248 |
fn=separate_stems,
|
| 249 |
inputs=[audio_input, stem_options],
|
| 250 |
+
# Corrected: progress_bar is not an output here
|
| 251 |
outputs=[vocals_output, drums_output, bass_output, other_output, status_log]
|
| 252 |
)
|
| 253 |
|
|
|
|
| 262 |
slice_all_event = slice_all_button.click(
|
| 263 |
fn=slice_all_and_zip_real,
|
| 264 |
inputs=[vocals_output, drums_output, bass_output, other_output, loop_options_radio, sensitivity_slider],
|
| 265 |
+
# Corrected: progress_bar is not an output here
|
| 266 |
outputs=[download_zip_file, download_zip_file, status_log]
|
| 267 |
)
|
| 268 |
|