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Browse files- app.py +173 -4
- requirements.txt +2 -1
app.py
CHANGED
@@ -1,7 +1,176 @@
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import gradio as gr
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return "Hello " + name + "!!"
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import os
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os.system("pip install git+https://github.com/openai/whisper.git")
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import gradio as gr
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import whisper
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model = whisper.load_model("small")
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def inference(audio):
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audio = whisper.load_audio(audio)
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audio = whisper.pad_or_trim(audio)
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mel = whisper.log_mel_spectrogram(audio).to(model.device)
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_, probs = model.detect_language(mel)
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options = whisper.DecodingOptions(fp16 = False)
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result = whisper.decode(model, mel, options)
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print(result.text)
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return result.text
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title="Whisper"
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description="Whisper is a general-purpose speech recognition model. It is trained on a large dataset of diverse audio and is also a multi-task model that can perform multilingual speech recognition as well as speech translation and language identification."
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css = """
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.gradio-container {
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font-family: 'IBM Plex Sans', sans-serif;
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}
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.gr-button {
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color: white;
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border-color: black;
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background: black;
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}
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input[type='range'] {
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accent-color: black;
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}
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.dark input[type='range'] {
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accent-color: #dfdfdf;
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}
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.container {
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max-width: 730px;
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margin: auto;
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padding-top: 1.5rem;
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}
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.details:hover {
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text-decoration: underline;
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}
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.gr-button {
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white-space: nowrap;
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}
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.gr-button:focus {
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border-color: rgb(147 197 253 / var(--tw-border-opacity));
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outline: none;
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box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000);
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--tw-border-opacity: 1;
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--tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color);
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--tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(3px var(--tw-ring-offset-width)) var(--tw-ring-color);
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--tw-ring-color: rgb(191 219 254 / var(--tw-ring-opacity));
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--tw-ring-opacity: .5;
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}
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.footer {
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margin-bottom: 45px;
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margin-top: 35px;
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text-align: center;
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border-bottom: 1px solid #e5e5e5;
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}
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.footer>p {
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font-size: .8rem;
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display: inline-block;
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padding: 0 10px;
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transform: translateY(10px);
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background: white;
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}
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.dark .footer {
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border-color: #303030;
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}
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.dark .footer>p {
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background: #0b0f19;
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}
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.prompt h4{
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margin: 1.25em 0 .25em 0;
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font-weight: bold;
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font-size: 115%;
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}
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"""
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block = gr.Blocks(css=css)
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with block:
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gr.HTML(
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"""
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<div style="text-align: center; max-width: 650px; margin: 0 auto;">
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<div
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style="
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display: inline-flex;
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align-items: center;
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gap: 0.8rem;
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font-size: 1.75rem;
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"
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>
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<svg
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width="0.65em"
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height="0.65em"
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viewBox="0 0 115 115"
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fill="none"
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xmlns="http://www.w3.org/2000/svg"
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>
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<rect width="23" height="23" fill="white"></rect>
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<rect y="69" width="23" height="23" fill="white"></rect>
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<rect x="23" width="23" height="23" fill="#AEAEAE"></rect>
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<rect x="23" y="69" width="23" height="23" fill="#AEAEAE"></rect>
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<rect x="46" width="23" height="23" fill="white"></rect>
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<rect x="46" y="69" width="23" height="23" fill="white"></rect>
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<rect x="69" width="23" height="23" fill="black"></rect>
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<rect x="69" y="69" width="23" height="23" fill="black"></rect>
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<rect x="92" width="23" height="23" fill="#D9D9D9"></rect>
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<rect x="92" y="69" width="23" height="23" fill="#AEAEAE"></rect>
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<rect x="115" y="46" width="23" height="23" fill="white"></rect>
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<rect x="115" y="115" width="23" height="23" fill="white"></rect>
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<rect x="115" y="69" width="23" height="23" fill="#D9D9D9"></rect>
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<rect x="92" y="46" width="23" height="23" fill="#AEAEAE"></rect>
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<rect x="92" y="115" width="23" height="23" fill="#AEAEAE"></rect>
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<rect x="92" y="69" width="23" height="23" fill="white"></rect>
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<rect x="69" y="46" width="23" height="23" fill="white"></rect>
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<rect x="69" y="115" width="23" height="23" fill="white"></rect>
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<rect x="69" y="69" width="23" height="23" fill="#D9D9D9"></rect>
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<rect x="46" y="46" width="23" height="23" fill="black"></rect>
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<rect x="46" y="115" width="23" height="23" fill="black"></rect>
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<rect x="46" y="69" width="23" height="23" fill="black"></rect>
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<rect x="23" y="46" width="23" height="23" fill="#D9D9D9"></rect>
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<rect x="23" y="115" width="23" height="23" fill="#AEAEAE"></rect>
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<rect x="23" y="69" width="23" height="23" fill="black"></rect>
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</svg>
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<h1 style="font-weight: 900; margin-bottom: 7px;">
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Whisper
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</h1>
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</div>
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<p style="margin-bottom: 10px; font-size: 94%">
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Whisper is a general-purpose speech recognition model. It is trained on a large dataset of diverse audio and is also a multi-task model that can perform multilingual speech recognition as well as speech translation and language identification.
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</p>
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</div>
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"""
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)
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with gr.Group():
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with gr.Box():
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with gr.Row().style(mobile_collapse=False, equal_height=True):
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audio = gr.Audio(
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label="Input Audio",
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show_label=False,
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source="microphone",
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type="filepath"
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)
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btn = gr.Button("Transcribe")
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text = gr.Textbox(show_label=False)
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btn.click(inference, inputs=[audio], outputs=[text])
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gr.HTML('''
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<div class="footer">
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<p>Model by <a href="https://github.com/openai/whisper" style="text-decoration: underline;" target="_blank">OpenAI</a> - Gradio Demo by 🤗 Hugging Face
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</p>
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</div>
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''')
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block.launch()
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requirements.txt
CHANGED
@@ -1 +1,2 @@
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-
gradio
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+
gradio
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2 |
+
whisper
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