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bcb11fe
1
Parent(s):
ffdfbe8
Update app.py
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app.py
CHANGED
@@ -1,7 +1,7 @@
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import gradio as gr
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import whisper
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from pytube import YouTube
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-
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class GradioInference():
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def __init__(self):
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@@ -10,6 +10,7 @@ class GradioInference():
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self.current_size = "base"
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self.loaded_model = whisper.load_model(self.current_size)
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self.yt = None
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def __call__(self, link, lang, size):
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if self.yt is None:
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@@ -24,7 +25,10 @@ class GradioInference():
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self.current_size = size
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results = self.loaded_model.transcribe(path, language=lang)
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-
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def populate_metadata(self, link):
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self.yt = YouTube(link)
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@@ -33,7 +37,7 @@ class GradioInference():
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gio = GradioInference()
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title = "Youtube Insights"
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description = "
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block = gr.Blocks()
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with block:
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@@ -44,7 +48,7 @@ with block:
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<h1>Youtube Insights</h1>
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</div>
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<p style="margin-bottom: 10px; font-size: 94%">
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</p>
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</div>
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"""
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@@ -59,9 +63,11 @@ with block:
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with gr.Row().style(equal_height=True):
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img = gr.Image(label="Thumbnail")
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text = gr.Textbox(label="Transcription", placeholder="Transcription Output", lines=10)
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with gr.Row().style(equal_height=True):
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btn = gr.Button("
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btn.click(gio, inputs=[link, lang, sz], outputs=[text])
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link.change(gio.populate_metadata, inputs=[link], outputs=[img, title])
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block.launch()
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import gradio as gr
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import whisper
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from pytube import YouTube
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from transformers import pipeline
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class GradioInference():
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def __init__(self):
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self.current_size = "base"
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self.loaded_model = whisper.load_model(self.current_size)
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self.yt = None
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self.summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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def __call__(self, link, lang, size):
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if self.yt is None:
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self.current_size = size
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results = self.loaded_model.transcribe(path, language=lang)
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# Perform summarization on the transcription
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transcription_summary = self.summarizer(results["text"], max_length=130, min_length=30, do_sample=False)
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return results["text"], transcription_summary[0]["summary_text"]
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def populate_metadata(self, link):
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self.yt = YouTube(link)
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gio = GradioInference()
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title = "Youtube Insights"
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description = "Your AI-powered video analytics tool"
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block = gr.Blocks()
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with block:
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<h1>Youtube Insights</h1>
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</div>
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<p style="margin-bottom: 10px; font-size: 94%">
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Your AI-powered video analytics tool
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</p>
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</div>
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"""
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with gr.Row().style(equal_height=True):
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img = gr.Image(label="Thumbnail")
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text = gr.Textbox(label="Transcription", placeholder="Transcription Output", lines=10)
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summary = gr.Textbox(label="Summary", placeholder="Summary Output", lines=5) # Added summary output
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with gr.Row().style(equal_height=True):
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btn = gr.Button("Get video insights") # Updated button label
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btn.click(gio, inputs=[link, lang, sz], outputs=[text, summary]) # Added summary output
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link.change(gio.populate_metadata, inputs=[link], outputs=[img, title])
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block.launch()
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+
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