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import os | |
import gradio as gr | |
from models import infere_speech_emotion, infere_text_emotion, infere_voice2text | |
with gr.Blocks() as demo: | |
gr.HTML(''' | |
<h1 style="text-align:center;">Speech and Text Emotion Recognition</h1> | |
<h2 style="text-align:center;">Determining someone's emotions can be challenging based solely on their tone or words <br> This app uses both to provide a more accurate analysis of emotional expression in a single audio recording</h2> | |
''') | |
with gr.Row(): | |
input = gr.Audio(label="Audio File", type="filepath") | |
with gr.Column(): | |
output0 = gr.Textbox(label="Text from the audio") | |
output1 = gr.Textbox(label="Speech emotion") | |
output2 = gr.Textbox(label="Text emotion") | |
btn = gr.Button("Analyze audio") | |
btn.click(fn=infere_voice2text, inputs=input, outputs=output0) | |
btn.click(fn=infere_speech_emotion, inputs=input, outputs=output1) | |
output0.change(fn=infere_text_emotion, inputs=output0, outputs=output2) | |
gr.HTML(''' | |
<br> | |
<h3 style="text-align:center;">View examples of how speech and words can convey different emotions by clicking below</h3> | |
''') | |
gr.Examples( | |
[ | |
os.path.join(os.path.dirname(__file__), "audio/a_good_dream.wav"), | |
os.path.join(os.path.dirname(__file__), "audio/hype_in_ai.wav"), | |
], | |
input | |
) | |
demo.launch() | |