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Update app.py
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app.py
CHANGED
@@ -4,25 +4,55 @@ from transformers import pipeline
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from gtts import gTTS
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import os
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# Function to convert image to text
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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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# Function to
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def text2story(text):
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#
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return story
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# Function to convert text to audio
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def text2audio(story_text):
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tts = gTTS(text=story_text, lang='en')
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audio_file = "story_audio.mp3"
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tts.save(audio_file)
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@@ -32,7 +62,9 @@ def text2audio(story_text):
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# Main application
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st.set_page_config(page_title="Your Image to Audio Story",
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page_icon="π¦")
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st.header("Turn Your Image into a Fun Audio Story!")
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uploaded_file = st.file_uploader("Select an Image...", type=["jpg", "jpeg", "png"])
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if uploaded_file is not None:
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# Stage 1: Image to Text
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st.text('Processing image to text...')
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scenario = img2text(uploaded_file.name)
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st.write("**
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# Stage 2: Text to Story
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st.text('Generating a fun story for kids...')
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from gtts import gTTS
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import os
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# Function to convert image to text using Hugging Face's BLIP model
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def img2text(url):
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"""
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Converts an image to text using the Salesforce/blip-image-captioning-base model.
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Args:
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url (str): Path to the image file.
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Returns:
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str: Generated text caption from the image.
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"""
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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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# Function to generate a kid-friendly story from the text caption
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def text2story(text):
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"""
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Generates a kid-friendly story from the text caption using the aspis/gpt2-genre-story-generation model.
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Args:
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text (str): Text caption generated from the image.
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Returns:
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str: Generated story suitable for kids aged 3-10.
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"""
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# Add a prompt to ensure the story is kid-friendly and happy
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prompt = f"Write a happy and fun story for kids aged 3-10 based on the following scenario: {text}."
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# Load the text generation model
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story_generator = pipeline("text-generation", model="aspis/gpt2-genre-story-generation")
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# Generate the story
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story = story_generator(prompt, max_length=95, num_return_sequences=1)[0]["generated_text"]
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return story
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# Function to convert text to audio using gTTS
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def text2audio(story_text):
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"""
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Converts the generated story text to audio using gTTS.
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Args:
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story_text (str): The generated story text.
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Returns:
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str: Path to the generated audio file.
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"""
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# Convert text to speech
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tts = gTTS(text=story_text, lang='en')
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audio_file = "story_audio.mp3"
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tts.save(audio_file)
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# Main application
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st.set_page_config(page_title="Your Image to Audio Story",
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page_icon="π¦")
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st.header("Turn Your Image into a Fun Audio Story! π")
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# Upload image
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uploaded_file = st.file_uploader("Select an Image...", type=["jpg", "jpeg", "png"])
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if uploaded_file is not None:
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# Stage 1: Image to Text
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st.text('Processing image to text...')
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scenario = img2text(uploaded_file.name)
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st.write("**Caption:**", scenario)
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# Stage 2: Text to Story
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st.text('Generating a fun story for kids...')
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