|
import os |
|
import re |
|
import random |
|
from scipy.io.wavfile import write |
|
import gradio as gr |
|
|
|
|
|
demucs_models = [ |
|
'htdemucs_ft.yaml', |
|
'htdemucs.yaml', |
|
'hdemucs_mmi.yaml', |
|
] |
|
|
|
output_format = [ |
|
'wav', |
|
'flac', |
|
'mp3', |
|
] |
|
|
|
|
|
demucs_overlap_values = [ |
|
'0.25', |
|
'0.50', |
|
'0.75', |
|
'0.99', |
|
] |
|
|
|
|
|
|
|
def demucs_def(demucs_audio, demucs_model, demucs_output_format, demucs_shifts, demucs_overlap): |
|
files_list = [] |
|
files_list.clear() |
|
directory = "./outputs" |
|
random_id = str(random.randint(10000, 99999)) |
|
pattern = f"{random_id}" |
|
os.makedirs("outputs", exist_ok=True) |
|
write(f'{random_id}.wav', demucs_audio[0], demucs_audio[1]) |
|
prompt = f"audio-separator {random_id}.wav --model_filename {demucs_model} --output_dir=./outputs --output_format={demucs_output_format} --normalization=0.9 --demucs_shifts={demucs_shifts} --demucs_overlap={demucs_overlap}" |
|
|
|
os.system(prompt) |
|
|
|
for file in os.listdir(directory): |
|
if re.search(pattern, file): |
|
files_list.append(os.path.join(directory, file)) |
|
|
|
stem1_file = files_list[0] |
|
stem2_file = files_list[1] |
|
stem3_file = files_list[2] |
|
stem4_file = files_list[3] |
|
|
|
|
|
with gr.Blocks(title="Demucs Esparation") as demo: |
|
with gr.TabItem("Demucs"): |
|
demucs_model = gr.Dropdown( |
|
label = "Select the Model", |
|
choices = demucs_models, |
|
interactive = True, |
|
) |
|
emucs_output_format = gr.Dropdown( |
|
label = "Select the Output Format", |
|
choices = output_format, |
|
interactive = True, |
|
) |
|
demucs_shifts = gr.Slider( |
|
minimum = 1, |
|
maximum = 20, |
|
step = 1, |
|
label = "Shifts", |
|
info = "Number of predictions with random shifts, higher = slower but better quality.", |
|
value = 2, |
|
interactive = True |
|
) |
|
demucs_overlap = gr.Dropdown( |
|
label = "Overlap", |
|
choices = demucs_overlap_values, |
|
value = demucs_overlap_values[0], |
|
interactive = True |
|
) |
|
demucs_audio = gr.Audio( |
|
label = "Input Audio", |
|
type = "numpy", |
|
interactive = True |
|
), |
|
demucs_button = gr.Button("Separate!", variant = "primary") |
|
demucs_stem1 = gr.Audio( |
|
show_download_button = True, |
|
interactive = False, |
|
type = "filepath", |
|
label = "Stem 1" |
|
) |
|
demucs_stem2 = gr.Audio( |
|
show_download_button = True, |
|
interactive = False, |
|
type = "filepath", |
|
label = "Stem 2" |
|
) |
|
demucs_stem3 = gr.Audio( |
|
show_download_button = True, |
|
interactive = False, |
|
type = "filepath", |
|
label = "Stem 3" |
|
) |
|
demucs_stem4 = gr.Audio( |
|
show_download_button = True, |
|
interactive = False, |
|
type = "filepath", |
|
label = "Stem 4" |
|
) |
|
|
|
demo.launch() |