Add application file

app.py

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+
+# Importing libraries
+
+import gradio as gr
+from asteroid.models import ConvTasNet, DPRNNTasNet
+import torch
+import os
+import shutil
+
+
+# ------------------ #
+
+class tester():
+    def __init__(self, model):
+        # Modeling
+        self.model = model
+        # Test Directory will also contain output after files
+        self.test_dir = 'asset/test_subject/'
+    def prepare_test(self):
+        # Removing older test and their results
+        if os.path.exists(self.test_dir):
+            shutil.rmtree(self.test_dir)
+        
+        if not os.path.exists(self.test_dir):    
+            os.mkdir(self.test_dir)
+    def test(self, path):
+        self.prepare_test()
+
+        test_subject = self.test_dir + 'test.wav'
+        shutil.copyfile(path, test_subject)
+
+        self.model.separate(test_subject,force_overwrite=True, resample=True)
+
+def load_model():
+    model = torch.load('asset/model/model_three.bin')
+    return model
+
+def separator(original_audio, path):
+    Test = tester(load_model())
+    Test.prepare_test()
+    Test.test(path)
+
+    separated_audios = list()
+    separated_audios.append('asset/test_subject/test.wav')
+    separated_audios.append('asset/test_subject/test_est1.wav')
+    separated_audios.append('asset/test_subject/test_est2.wav')
+    separated_audios.append('asset/test_subject/test_est3.wav')
+
+    return separated_audios
+
+demo = gr.Blocks(theme=gr.themes.Soft())
+with demo:
+    
+    gr.Markdown('''
+    <center>
+        <h1>Speech Separation</h1>
+        <div style="display:flex;align-items:center;justify-content:center;">
+            <iframe src="https://streamable.com/e/uribry?autoplay=1&nocontrols=1" frameborder="0" allow="autoplay">
+            </iframe>
+        </div>
+        <div></div>
+        <p>
+            It is a shareable demonstration window which can be used to view result on any device by setting 'share' a launch parameter 'True'.
+            It displays original audio for mixture of speaker, seperated audio by our model and original individual speaker audio.
+        </p>
+    </center>
+    ''')
+
+    with gr.Row():
+        pass
+    with gr.Row():
+        pass
+    gr.Markdown('''
+        <h2> Original Audio</h2>
+    
+    ''')
+    with gr.Row():
+        output_text1 = gr.Text("Original Speech signal ", label='Original Audio', interactive=False)
+        original_audio = gr.Audio(label='Original Audio', interactive=False)
+
+    with gr.Row():
+        pass
+    with gr.Row():
+        pass
+    gr.Markdown('''
+        <h2> Separated Audio</h2>
+    
+    ''')
+
+    with gr.Row():
+        output_text1 = gr.Text("Separated Speech signal Speaker 1 ", label='Speaker 1', interactive=False)
+        output_audio1 = gr.Audio(label='Speaker 1', interactive=False)
+    with gr.Row():
+        output_text2 = gr.Text("Separated Speech signal Speaker 2 ", label='Speaker 2', interactive=False)
+        output_audio2 = gr.Audio(label='Speaker 2', interactive=False)
+    with gr.Row():
+        output_text3 = gr.Text("Separated Speech signal Speaker 3 ", label='Speaker 3', interactive=False)
+        output_audio3 = gr.Audio(label='Speaker 3', interactive=False)
+    
+
+    outputs_audio = [original_audio, output_audio1, output_audio2, output_audio3]
+    button = gr.Button("Separate")
+    examples = [
+        "asset/test/mix_clean/Audio0.wav",
+        "asset/test/mix_clean/Audio1.wav",
+        "asset/test/mix_clean/Audio2.wav",
+    ]
+
+    example_selector = gr.inputs.Radio(examples, label="Example Audio")
+    button.click(separator, inputs=[original_audio, example_selector], outputs=outputs_audio)
+
+    gr.Markdown('''
+    <center>
+        <div style="display:flex;align-items:center;justify-content:center;">
+            <a href="https://www.linkedin.com/in/dhruv73/" target="blank">
+                <img src="https://raw.githubusercontent.com/devicons/devicon/1119b9f84c0290e0f0b38982099a2bd027a48bf1/icons/linkedin/linkedin-original.svg" alt="LinkedIN: /dhruv_73" width="100" height="100"/> 
+            </a>
+            &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp
+            <a href="https://github.com/DS-73" target="_blank"> 
+                <img src="https://raw.githubusercontent.com/devicons/devicon/1119b9f84c0290e0f0b38982099a2bd027a48bf1/icons/github/github-original.svg" alt="Github: /DS-73" width="100" height="100"/> 
+            </a>
+        </div>
+    </center>
+    ''')
+
+demo.launch()
+
+
+
+# ------------------ #

asset/model/model_three.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:40f33bdab1b33b1971e49fb7beda1965b8a95fb6af611b37b3eacd92191a8395
+size 20630011

requirements.txt

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+gradio==3.34.0
+gradio_client==0.2.6
+torch==2.0.1
+asteroid==0.6.0