Spaces:
Running
Running
Joshua Lochner
commited on
Commit
•
e926596
1
Parent(s):
0b48a99
Hide previous output on run
Browse files
app.py
CHANGED
@@ -159,82 +159,90 @@ def load_predict(model_id):
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def main():
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# Display heading and subheading
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video_input = st.text_input('Video URL/ID:')
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categories =
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# Hide segments with a confidence lower than
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confidence_threshold =
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'Confidence Threshold (%):', min_value=0, max_value=100)
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if len(video_input) == 0: # No input, do not continue
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return
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if video_id is None:
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st.exception(ValueError('Invalid YouTube URL/ID'))
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return
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with st.spinner('Running model...'):
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predictions = predict(video_id)
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if len(predictions) == 0:
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st.success('No segments found!')
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return
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if __name__ == '__main__':
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def main():
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top = st.container()
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output = st.empty()
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# Display heading and subheading
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top.markdown('# SponsorBlock ML')
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top.markdown('##### Automatically detect in-video YouTube sponsorships, self/unpaid promotions, and interaction reminders.')
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# Add controls
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model_id = top.selectbox(
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'Select model', MODELS.keys(), index=0, on_change=output.empty)
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video_input = top.text_input(
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'Video URL/ID:', on_change=output.empty)
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categories = top.multiselect('Categories:',
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CATGEGORY_OPTIONS.keys(),
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CATGEGORY_OPTIONS.keys(),
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format_func=CATGEGORY_OPTIONS.get, on_change=output.empty
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)
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# Hide segments with a confidence lower than
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confidence_threshold = top.slider(
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'Confidence Threshold (%):', min_value=0, max_value=100, on_change=output.empty)
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if len(video_input) == 0: # No input, do not continue
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return
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# Load prediction function
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with st.spinner('Loading model...'):
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predict = load_predict(model_id)
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with output.container(): # Place all content in output container
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video_id = regex_search(video_input, YT_VIDEO_REGEX)
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if video_id is None:
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st.exception(ValueError('Invalid YouTube URL/ID'))
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return
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with st.spinner('Running model...'):
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predictions = predict(video_id)
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if len(predictions) == 0:
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st.success('No segments found!')
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return
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submit_segments = []
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for index, prediction in enumerate(predictions, start=1):
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if prediction['category'] not in categories:
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continue # Skip
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confidence = prediction['probability'] * 100
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if confidence < confidence_threshold:
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continue
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submit_segments.append({
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'segment': [prediction['start'], prediction['end']],
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'category': prediction['category'].lower(),
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'actionType': 'skip'
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})
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start_time = seconds_to_time(prediction['start'])
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end_time = seconds_to_time(prediction['end'])
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with st.expander(
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f"[{prediction['category']}] Prediction #{index} ({start_time} \u2192 {end_time})"
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):
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url = f"https://www.youtube-nocookie.com/embed/{video_id}?&start={floor(prediction['start'])}&end={ceil(prediction['end'])}"
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# autoplay=1controls=0&&modestbranding=1&fs=0
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# , width=None, height=None, scrolling=False
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components.iframe(url, width=670, height=376)
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text = ' '.join(w['text'] for w in prediction['words'])
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st.write(f"**Times:** {start_time} \u2192 {end_time}")
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st.write(
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f"**Category:** {CATGEGORY_OPTIONS[prediction['category']]}")
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st.write(f"**Confidence:** {confidence:.2f}%")
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st.write(f'**Text:** "{text}"')
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json_data = quote(json.dumps(submit_segments))
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link = f'[Submit Segments](https://www.youtube.com/watch?v={video_id}#segments={json_data})'
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st.markdown(link, unsafe_allow_html=True)
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wiki_link = '[Review generated segments before submitting!](https://wiki.sponsor.ajay.app/w/Automating_Submissions)'
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st.markdown(wiki_link, unsafe_allow_html=True)
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if __name__ == '__main__':
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