Assignment1 / app.py
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# Import necessary libraries
import streamlit as st
from transformers import pipeline
from gtts import gTTS
import os
# Function to convert image to text
def img2text(url):
image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
text = image_to_text_model(url)[0]["generated_text"]
# Remove unwanted words like "illustration"
unwanted_words = ["illustration", "painting", "drawing", "artwork"]
for word in unwanted_words:
text = text.replace(word, "")
return text.strip()
# Function to generate a story from text using T5
def text2story(text):
# Use the T5 model for text generation
text_generator = pipeline("text2text-generation", model="t5-small")
# Add a strong prompt to guide the model
prompt = f"Write a short, happy, and fun story for kids aged 3-10. " \
f"The story should be about: {text}. " \
"Make it cheerful, imaginative, and suitable for young children. " \
"Avoid any scary or sad elements. The story should be under 95 words."
# Generate the story
story = text_generator(prompt, max_length=95, num_return_sequences=1)[0]["generated_text"]
# Clean up the output to remove the prompt
story = story.replace(prompt, "").strip()
# Ensure the story is under 95 words
words = story.split()
if len(words) > 95:
story = " ".join(words[:95])
return story
# Function to convert text to audio using gTTS
def text2audio(story_text):
audio_file = os.path.abspath("kids_playing_audio.wav")
tts = gTTS(story_text, lang="en")
tts.save(audio_file)
return audio_file
# Main application
st.set_page_config(page_title="Image to Story", page_icon="πŸ“–")
st.header("πŸ“– Image to Story")
st.markdown("### Turn your image into a fun story!")
# Initialize session state
if "story" not in st.session_state:
st.session_state.story = None
if "audio_file" not in st.session_state:
st.session_state.audio_file = None
uploaded_file = st.file_uploader("Select an Image...", type=["jpg", "jpeg", "png"])
if uploaded_file is not None:
# Save the uploaded file
bytes_data = uploaded_file.getvalue()
with open(uploaded_file.name, "wb") as file:
file.write(bytes_data)
st.image(uploaded_file, caption="Your Uploaded Image", use_column_width=True)
# Stage 1: Image to Text
st.text('πŸ–ΌοΈ Processing image...')
scenario = img2text(uploaded_file.name)
st.write("**What I see:**", scenario)
# Stage 2: Text to Story
if st.session_state.story is None or st.button("πŸ”„ Generate New Story"):
st.text('πŸ“ Creating a story...')
st.session_state.story = text2story(scenario)
st.write("**Your Story:**", st.session_state.story)
# Stage 3: Story to Audio
st.text('πŸŽ™οΈ Turning your story into audio...')
st.session_state.audio_file = text2audio(st.session_state.story)
# Play button for audio
if st.session_state.audio_file and st.button("🎧 Listen to the Story"):
if os.path.exists(st.session_state.audio_file):
st.audio(st.session_state.audio_file, format="audio/wav")
else:
st.error("Audio file not found. Please generate the story again.")
# Clean up the generated audio file
if st.session_state.audio_file and os.path.exists(st.session_state.audio_file):
os.remove(st.session_state.audio_file)
# Add some fun prompts for kids
st.markdown("### 🎨 Tips for a Great Story!")
st.write("1. Upload a picture of your favorite animal, place, or toy!")
st.write("2. Imagine what's happening in the picture and let the story begin!")
st.write("3. Listen to your story and share it with your friends!")