SaltProphet commited on
Commit
4c45ca3
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1 Parent(s): b14dcd0

Update app.py

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Files changed (1) hide show
  1. app.py +56 -104
app.py CHANGED
@@ -1,123 +1,75 @@
1
- stable_filename_base = os.path.basename(stable_input_path).rsplit('.', 1)[0]
2
- original_filename_base = os.path.basename(audio_file_path).rsplit('.', 1)[0]
3
- stable_input_path = f"stable_input_{original_filename_base}.wav"
4
- shutil.copy(audio_file_path, stable_input_path)
5
-
6
- model_arg = "--two-stems=vocals" if "2 Stems" in stem_choice else ""
7
- output_dir = "separated"
8
- if os.path.exists(output_dir): shutil.rmtree(output_dir)
9
-
10
- command = f"python3 -m demucs {model_arg} -o \"{output_dir}\" \"{stable_input_path}\""
11
- progress(0.2, desc="Running Demucs (this can take a minute)...")
12
-
13
- process = await asyncio.create_subprocess_shell(
14
- command,
15
- stdout=asyncio.subprocess.PIPE,
16
- stderr=asyncio.subprocess.PIPE)
17
-
18
- stdout, stderr = await process.communicate()
19
-
20
- if process.returncode != 0:
21
- raise gr.Error(f"Demucs failed to run. Error: {stderr.decode()[:500]}")
22
-
23
- progress(0.8, desc="Locating separated stem files...")
24
- stable_filename_base = os.path.basename(stable_input_path).rsplit('.', 1)[0]
25
- model_folder_name = next(os.walk(output_dir))[1][0]
26
- stems_path = os.path.join(output_dir, model_folder_name, stable_filename_base)
27
-
28
- if not os.path.exists(stems_path):
29
- raise gr.Error(f"Demucs finished, but the output directory was not found!")
30
-
31
- vocals_path = os.path.join(stems_path, "vocals.wav") if os.path.exists(os.path.join(stems_path, "vocals.wav")) else None
32
- drums_path = os.path.join(stems_path, "drums.wav") if os.path.exists(os.path.join(stems_path, "drums.wav")) else None
33
- bass_path = os.path.join(stems_path, "bass.wav") if os.path.exists(os.path.join(stems_path, "bass.wav")) else None
34
- other_filename = "no_vocals.wav" if "2 Stems" in stem_choice else "other.wav"
35
- other_path = os.path.join(stems_path, other_filename) if os.path.exists(os.path.join(stems_path, other_filename)) else None
36
-
37
- os.remove(stable_input_path)
38
- return vocals_path, drums_path, bass_path, other_path
39
- except Exception as e:
40
- print(f"An error occurred: {e}")
41
- raise gr.Error(str(e))
42
-
43
- def visualize_slices(stem_audio_data, progress=gr.Progress(track_tqdm=True)):
44
- if stem_audio_data is None:
45
- gr.Warning("This stem is empty. Cannot visualize.")
46
- return None, None, None
47
-
48
- sample_rate, y_int = stem_audio_data
49
- y = librosa.util.buf_to_float(y_int)
50
-
51
- progress(0.3, desc="Finding transients...")
52
- onset_frames = librosa.onset.onset_detect(y=librosa.to_mono(y.T) if y.ndim > 1 else y, sr=sample_rate, wait=1, pre_avg=1, post_avg=1, post_max=1, delta=0.05)
53
- onset_times = librosa.frames_to_time(onset_frames, sr=sample_rate)
54
-
55
- progress(0.7, desc="Generating waveform plot...")
56
- fig, ax = plt.subplots(figsize=(10, 3))
57
- fig.patch.set_facecolor('#1f2937')
58
- ax.set_facecolor('#111827')
59
- librosa.display.waveshow(y, sr=sample_rate, ax=ax, color='#32f6ff', alpha=0.7)
60
- for t in onset_times:
61
- ax.axvline(x=t, color='#ff3b3b', linestyle='--', linewidth=1)
62
- ax.tick_params(colors='gray'); ax.xaxis.label.set_color('gray'); ax.yaxis.label.set_color('gray')
63
- ax.set_xlabel("Time (s)"); ax.set_ylabel("Amplitude"); ax.set_title("Detected Slices", color='white')
64
- plt.tight_layout()
65
-
66
- progress(1, desc="Done!")
67
- return fig, onset_times, stem_audio_data
68
-
69
- def preview_slice(active_stem_audio, onset_times, evt: gr.SelectData):
70
- if active_stem_audio is None or onset_times is None: return None
71
- sample_rate, y = active_stem_audio; clicked_time = evt.index[0]
72
- start_time = 0; end_time = len(y) / sample_rate
73
- for i, t in enumerate(onset_times):
74
- if t > clicked_time:
75
- end_time = t; break
76
- start_time = t
77
- start_sample = librosa.time_to_samples(start_time, sr=sample_rate)
78
- end_sample = librosa.time_to_samples(end_time, sr=sample_rate)
79
- sliced_audio = y[start_sample:end_sample]
80
- return (sample_rate, sliced_audio)
81
-
82
  with gr.Blocks(theme=gr.themes.Default(primary_hue="blue", secondary_hue="red")) as demo:
83
  gr.Markdown("# 🎵 Loop Architect")
84
  onset_times_state = gr.State(value=None)
85
  active_stem_state = gr.State(value=None)
86
-
 
 
 
 
 
87
  with gr.Row():
88
  with gr.Column(scale=1):
89
  gr.Markdown("### 1. Separate Stems")
90
  audio_input = gr.Audio(type="filepath", label="Upload a Track")
91
  stem_options = gr.Radio(["4 Stems (Vocals, Drums, Bass, Other)", "2 Stems (Vocals + Instrumental)"], label="Separation Type", value="4 Stems (Vocals, Drums, Bass, Other)")
92
  submit_button = gr.Button("Separate Stems")
93
-
94
  with gr.Column(scale=2):
95
  with gr.Accordion("Separated Stems", open=True):
96
- with gr.Row():
97
- vocals_output = gr.Audio(label="Vocals", scale=4)
98
- slice_vocals_btn = gr.Button("Visualize Slices", scale=1)
99
- with gr.Row():
100
- drums_output = gr.Audio(label="Drums", scale=4)
101
- slice_drums_btn = gr.Button("Visualize Slices", scale=1)
102
- with gr.Row():
103
- bass_output = gr.Audio(label="Bass", scale=4)
104
- slice_bass_btn = gr.Button("Visualize Slices", scale=1)
105
- with gr.Row():
106
- other_output = gr.Audio(label="Other / Instrumental", scale=4)
107
- slice_other_btn = gr.Button("Visualize Slices", scale=1)
108
-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
109
  gr.Markdown("### Slice Editor")
110
- slice_plot = gr.Plot(label="Click a region on the waveform to preview a slice")
 
111
  preview_player = gr.Audio(label="Slice Preview")
112
 
113
- submit_button.click(fn=separate_stems, inputs=[audio_input, stem_options], outputs=[vocals_output, drums_output, bass_output, other_output])
114
  stem_options.change(fn=update_output_visibility, inputs=stem_options, outputs=[vocals_output, drums_output, bass_output, other_output])
115
-
116
- slice_vocals_btn.click(fn=visualize_slices, inputs=vocals_output, outputs=[slice_plot, onset_times_state, active_stem_state])
117
- slice_drums_btn.click(fn=visualize_slices, inputs=drums_output, outputs=[slice_plot, onset_times_state, active_stem_state])
118
- slice_bass_btn.click(fn=visualize_slices, inputs=bass_output, outputs=[slice_plot, onset_times_state, active_stem_state])
119
- slice_other_btn.click(fn=visualize_slices, inputs=other_output, outputs=[slice_plot, onset_times_state, active_stem_state])
120
-
121
  slice_plot.select(fn=preview_slice, inputs=[active_stem_state, onset_times_state], outputs=preview_player)
122
 
 
 
 
 
 
 
123
  demo.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  with gr.Blocks(theme=gr.themes.Default(primary_hue="blue", secondary_hue="red")) as demo:
2
  gr.Markdown("# 🎵 Loop Architect")
3
  onset_times_state = gr.State(value=None)
4
  active_stem_state = gr.State(value=None)
5
+ vocals_bar_times_state = gr.State(value=None)
6
+ drums_bar_times_state = gr.State(value=None)
7
+ bass_bar_times_state = gr.State(value=None)
8
+ other_bar_times_state = gr.State(value=None)
9
+
10
+
11
  with gr.Row():
12
  with gr.Column(scale=1):
13
  gr.Markdown("### 1. Separate Stems")
14
  audio_input = gr.Audio(type="filepath", label="Upload a Track")
15
  stem_options = gr.Radio(["4 Stems (Vocals, Drums, Bass, Other)", "2 Stems (Vocals + Instrumental)"], label="Separation Type", value="4 Stems (Vocals, Drums, Bass, Other)")
16
  submit_button = gr.Button("Separate Stems")
17
+
18
  with gr.Column(scale=2):
19
  with gr.Accordion("Separated Stems", open=True):
20
+ with gr.Row():
21
+ vocals_output = gr.Audio(label="Vocals", scale=2)
22
+ with gr.Column(scale=1):
23
+ slice_vocals_btn = gr.Button("Visualize Slices")
24
+ vocals_loop_length = gr.Dropdown(choices=["4 Bars", "8 Bars", "16 Bars"], label="Loop Length", value="4 Bars")
25
+ create_vocals_loop_btn = gr.Button("Create Loop")
26
+ vocals_loop_output = gr.Audio(label="Vocals Loop", visible=False, scale=2)
27
+ vocals_loop_download_btn = gr.DownloadButton(value="Download Loop", visible=False)
28
+ with gr.Row():
29
+ drums_output = gr.Audio(label="Drums", scale=2)
30
+ with gr.Column(scale=1):
31
+ slice_drums_btn = gr.Button("Visualize Slices")
32
+ drums_loop_length = gr.Dropdown(choices=["4 Bars", "8 Bars", "16 Bars"], label="Loop Length", value="4 Bars")
33
+ create_drums_loop_btn = gr.Button("Create Loop")
34
+ drums_loop_output = gr.Audio(label="Drums Loop", visible=False, scale=2)
35
+ drums_loop_download_btn = gr.DownloadButton(value="Download Loop", visible=False)
36
+ with gr.Row():
37
+ bass_output = gr.Audio(label="Bass", scale=2)
38
+ with gr.Column(scale=1):
39
+ slice_bass_btn = gr.Button("Visualize Slices")
40
+ bass_loop_length = gr.Dropdown(choices=["4 Bars", "8 Bars", "16 Bars"], label="Loop Length", value="4 Bars")
41
+ create_bass_loop_btn = gr.Button("Create Loop")
42
+ bass_loop_output = gr.Audio(label="Bass Loop", visible=False, scale=2)
43
+ bass_loop_download_btn = gr.DownloadButton(value="Download Loop", visible=False)
44
+ with gr.Row():
45
+ other_output = gr.Audio(label="Other / Instrumental", scale=2)
46
+ with gr.Column(scale=1):
47
+ slice_other_btn = gr.Button("Visualize Slices")
48
+ other_loop_length = gr.Dropdown(choices=["4 Bars", "8 Bars", "16 Bars"], label="Loop Length", value="4 Bars")
49
+ create_other_loop_btn = gr.Button("Create Loop")
50
+ other_loop_output = gr.Audio(label="Other Loop", visible=False, scale=2)
51
+ other_loop_download_btn = gr.DownloadButton(value="Download Loop", visible=False)
52
+
53
+
54
  gr.Markdown("### Slice Editor")
55
+ sensitivity_slider = gr.Slider(minimum=0, maximum=1, value=0.5, label="Onset Sensitivity")
56
+ slice_plot = gr.Image(label="Click a region on the waveform to preview a slice")
57
  preview_player = gr.Audio(label="Slice Preview")
58
 
59
+ submit_button.click(fn=separate_stems, inputs=[audio_input, stem_options], outputs=[vocals_output, drums_output, bass_output, other_output, vocals_bar_times_state, drums_bar_times_state, bass_bar_times_state, other_bar_times_state])
60
  stem_options.change(fn=update_output_visibility, inputs=stem_options, outputs=[vocals_output, drums_output, bass_output, other_output])
61
+
62
+ slice_vocals_btn.click(fn=visualize_slices, inputs=[vocals_output, sensitivity_slider], outputs=[slice_plot, onset_times_state, active_stem_state])
63
+ slice_drums_btn.click(fn=visualize_slices, inputs=[drums_output, sensitivity_slider], outputs=[slice_plot, onset_times_state, active_stem_state])
64
+ slice_bass_btn.click(fn=visualize_slices, inputs=[bass_output, sensitivity_slider], outputs=[slice_plot, onset_times_state, active_stem_state])
65
+ slice_other_btn.click(fn=visualize_slices, inputs=[other_output, sensitivity_slider], outputs=[slice_plot, onset_times_state, active_stem_state])
66
+
67
  slice_plot.select(fn=preview_slice, inputs=[active_stem_state, onset_times_state], outputs=preview_player)
68
 
69
+ create_vocals_loop_btn.click(fn=create_loop, inputs=[vocals_output, vocals_bar_times_state, vocals_loop_length], outputs=[vocals_loop_output, vocals_loop_download_btn])
70
+ create_drums_loop_btn.click(fn=create_loop, inputs=[drums_output, drums_bar_times_state, drums_loop_length], outputs=[drums_loop_output, drums_loop_download_btn])
71
+ create_bass_loop_btn.click(fn=create_loop, inputs=[bass_output, bass_bar_times_state, bass_loop_length], outputs=[bass_loop_output, bass_loop_download_btn])
72
+ create_other_loop_btn.click(fn=create_loop, inputs=[other_output, other_bar_times_state, other_loop_length], outputs=[other_loop_output, other_loop_download_btn])
73
+
74
+
75
  demo.launch()