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import os | |
os.system("pip install git+https://github.com/openai/whisper.git") | |
import gradio as gr | |
import whisper | |
from convert import main | |
model = whisper.load_model("small") | |
def inference(audio): | |
audio = whisper.load_audio(audio) | |
audio = whisper.pad_or_trim(audio) | |
mel = whisper.log_mel_spectrogram(audio).to(model.device) | |
_, probs = model.detect_language(mel) | |
options = whisper.DecodingOptions(fp16 = False) | |
result = whisper.decode(model, mel, options) | |
print(result.text) | |
return result.text | |
def inference2(url,mymodel): | |
return main(url,mymodel) | |
title="YouWhisper" | |
description="YouWhisper converts Youtube videos to text using openai/whisper.." | |
css = """ | |
.gradio-container { | |
font-family: 'IBM Plex Sans', sans-serif; | |
} | |
.gr-button { | |
color: white; | |
border-color: black; | |
background: black; | |
} | |
input[type='range'] { | |
accent-color: black; | |
} | |
.dark input[type='range'] { | |
accent-color: #dfdfdf; | |
} | |
.container { | |
max-width: 730px; | |
margin: auto; | |
padding-top: 1.5rem; | |
} | |
.details:hover { | |
text-decoration: underline; | |
} | |
.gr-button { | |
white-space: nowrap; | |
} | |
.gr-button:focus { | |
border-color: rgb(147 197 253 / var(--tw-border-opacity)); | |
outline: none; | |
box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); | |
--tw-border-opacity: 1; | |
--tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); | |
--tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(3px var(--tw-ring-offset-width)) var(--tw-ring-color); | |
--tw-ring-color: rgb(191 219 254 / var(--tw-ring-opacity)); | |
--tw-ring-opacity: .5; | |
} | |
.footer { | |
margin-bottom: 45px; | |
margin-top: 35px; | |
text-align: center; | |
border-bottom: 1px solid #e5e5e5; | |
} | |
.footer>p { | |
font-size: .8rem; | |
display: inline-block; | |
padding: 0 10px; | |
transform: translateY(10px); | |
background: white; | |
} | |
.dark .footer { | |
border-color: #303030; | |
} | |
.dark .footer>p { | |
background: #0b0f19; | |
} | |
.prompt h4{ | |
margin: 1.25em 0 .25em 0; | |
font-weight: bold; | |
font-size: 115%; | |
} | |
.gr-dropdown { | |
background-color: #fff; | |
border: 1px solid #e5e5e5; | |
border-radius: 4px; | |
color: #000; | |
cursor: pointer; | |
display: inline-block; | |
font-size: 1rem; | |
font-weight: 400; | |
line-height: 1.5; | |
margin-bottom: 0; | |
padding: .375rem .75rem; | |
transition: border-color .15s ease-in-out,box-shadow .15s ease-in-out; | |
vertical-align: middle; | |
white-space: nowrap; | |
width: 100%; | |
} | |
""" | |
block = gr.Blocks(css=css) | |
with block: | |
gr.HTML( | |
""" | |
<div style="text-align: center; max-width: 650px; margin: 0 auto;"> | |
<div | |
style=" | |
display: inline-flex; | |
align-items: center; | |
gap: 0.8rem; | |
font-size: 1.75rem; | |
" | |
> | |
<svg | |
width="0.65em" | |
height="0.65em" | |
viewBox="0 0 115 115" | |
fill="none" | |
xmlns="http://www.w3.org/2000/svg" | |
> | |
<rect width="23" height="23" fill="white"></rect> | |
<rect y="69" width="23" height="23" fill="white"></rect> | |
<rect x="23" width="23" height="23" fill="#AEAEAE"></rect> | |
<rect x="23" y="69" width="23" height="23" fill="#AEAEAE"></rect> | |
<rect x="46" width="23" height="23" fill="white"></rect> | |
<rect x="46" y="69" width="23" height="23" fill="white"></rect> | |
<rect x="69" width="23" height="23" fill="black"></rect> | |
<rect x="69" y="69" width="23" height="23" fill="black"></rect> | |
<rect x="92" width="23" height="23" fill="#D9D9D9"></rect> | |
<rect x="92" y="69" width="23" height="23" fill="#AEAEAE"></rect> | |
<rect x="115" y="46" width="23" height="23" fill="white"></rect> | |
<rect x="115" y="115" width="23" height="23" fill="white"></rect> | |
<rect x="115" y="69" width="23" height="23" fill="#D9D9D9"></rect> | |
<rect x="92" y="46" width="23" height="23" fill="#AEAEAE"></rect> | |
<rect x="92" y="115" width="23" height="23" fill="#AEAEAE"></rect> | |
<rect x="92" y="69" width="23" height="23" fill="white"></rect> | |
<rect x="69" y="46" width="23" height="23" fill="white"></rect> | |
<rect x="69" y="115" width="23" height="23" fill="white"></rect> | |
<rect x="69" y="69" width="23" height="23" fill="#D9D9D9"></rect> | |
<rect x="46" y="46" width="23" height="23" fill="black"></rect> | |
<rect x="46" y="115" width="23" height="23" fill="black"></rect> | |
<rect x="46" y="69" width="23" height="23" fill="black"></rect> | |
<rect x="23" y="46" width="23" height="23" fill="#D9D9D9"></rect> | |
<rect x="23" y="115" width="23" height="23" fill="#AEAEAE"></rect> | |
<rect x="23" y="69" width="23" height="23" fill="black"></rect> | |
</svg> | |
<h1 style="font-weight: 900; margin-bottom: 7px;"> | |
YouWhisper | |
</h1> | |
</div> | |
<p>YouWhisper converts Youtube videos to text using openai/whisper..</p> | |
</div> | |
""" | |
) | |
with gr.Group(): | |
# add a paragraph to show the details | |
gr.HTML( | |
""" | |
<p class="details"> | |
Enter a Youtube url to convert to text | |
</p> | |
""" | |
) | |
# add another textbox to get url from user | |
url = gr.Textbox(label="URL", show_label=False, placeholder="Enter Youtube URL") | |
# add dropdown to select the model | |
mymodel = gr.Dropdown(["tiny", "base", "small", "medium"]) | |
btn2 = gr.Button("Transcribe") | |
text2 = gr.Textbox(show_label=False, placeholder="Transcription will appear here") | |
btn2.click(inference2, inputs=[url, mymodel], outputs=[text2]) | |
block.launch() |