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Create app.py

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  1. app.py +62 -0
app.py ADDED
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+ import streamlit as st
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+ from transformers import pipeline
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+
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+ # function part
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+ # img2text
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+ def img2text(url):
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+ image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
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+ text = image_to_text_model(url)[0]["generated_text"]
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+ return text
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+
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+ # text2story
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+ def text2story(text):
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+ text_to_story_model = pipeline("text-generation", model="pranavpsv/genre-story-generator-v2")
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+ story_text = text_to_story_model(text, max_new_tokens=150)[0]['generated_text']
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+
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+ words = story_text.split()
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+ if len(words) > 100:
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+ story_text = ' '.join(words[:100]) + '.'
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+
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+ return story_text
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+
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+ # text2audio
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+ def text2audio(story_text):
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+ story_to_audio_model = pipeline("text-to-speech", model="facebook/mms-tts-eng")
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+ speech_data = story_to_audio_model(story_text)
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+ return speech_data
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+
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+ # program part
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+ st.set_page_config(page_title="Your Image to Audio Story",
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+ page_icon="🦜")
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+ st.header("Turn Your Image to Audio Story")
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+ uploaded_file = st.file_uploader("Select an Image...")
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+
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+ if uploaded_file is not None:
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+ print(uploaded_file)
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+ bytes_data = uploaded_file.getvalue()
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+ with open(uploaded_file.name, "wb") as file:
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+ file.write(bytes_data)
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+ st.image(uploaded_file, caption="Uploaded Image",
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+ use_column_width=True)
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+
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+ #Stage 1: Image to Text
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+ st.text('Processing img2text...')
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+ scenario = img2text(uploaded_file.name)
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+ st.write(scenario)
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+
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+ #Stage 2: Text to Story
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+ st.text('Generating a story...')
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+ story = text2story(scenario)
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+ st.write(story)
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+
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+ #Stage 3: Story to Audio data
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+ st.text('Generating audio data...')
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+ audio_data =text2audio(story)
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+
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+ # Play button
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+ if st.button("Play Audio"):
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+ st.audio(audio_data['audio'],
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+ format="audio/wav",
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+ start_time=0,
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+ sample_rate = audio_data['sampling_rate'])
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+ st.audio("kids_playing_audio.wav")