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 using Hugging Face's BLIP model
def img2text(url):
"""
Converts an image to text using the Salesforce/blip-image-captioning-base model.
Args:
url (str): Path to the image file.
Returns:
str: Generated text caption from the image, without words like "illustration".
"""
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", "drawing", "sketch", "picture", "dream", "imagination"]
for word in unwanted_words:
text = text.replace(word, "")
return text.strip()
# Function to generate a kid-friendly superhero story from the text caption
def text2story(text):
"""
Generates a kid-friendly superhero story from the text caption using the pranavpsv/gpt2-genre-story-generator model.
Args:
text (str): Text caption generated from the image.
Returns:
str: Generated superhero story suitable for kids aged 3-10, within 100 words.
"""
# Load the text generation model
story_generator = pipeline("text-generation", model="pranavpsv/genre-story-generator-v2")
# Generate the story with the superhero genre
prompt = f"{text}"
story = story_generator(prompt, max_length=100, num_return_sequences=1)[0]['generated_text']
# Remove <BOS> and <superhero> tags from the generated story
story = story.replace("<BOS>", "").replace("<superhero>", "").strip()
# Remove the input text (scenario) from the generated story
if text in story:
story = story.replace(text, "").strip()
return story
# Function to convert text to audio using gTTS
def text2audio(story_text):
"""
Converts the generated story text to audio using gTTS.
Args:
story_text (str): The generated story text.
Returns:
str: Path to the generated audio file.
"""
# Convert text to speech
tts = gTTS(text=story_text, lang='en')
audio_file = "story_audio.mp3"
tts.save(audio_file)
return audio_file
# Main application
st.set_page_config(page_title="Picture Stories πŸŽ¨πŸ“–", page_icon="πŸ¦„")
st.title("Picture Stories πŸŽ¨πŸ“–")
st.markdown("### Turn your pictures into fun superhero stories and listen to them! πŸŽ‰")
# Instructions for kids
st.markdown("""
**How to use this app:**
1. **Upload a picture** of something fun, like your favorite toy, a park, or your pet.
2. Wait for the app to **create a superhero story** from your picture.
3. **Listen to the story** by clicking the "Play Audio" button.
4. Enjoy your fun superhero story! 🎧
""")
# Upload image
uploaded_file = st.file_uploader("πŸ“· **Upload your picture here!**", 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)
# Display the uploaded image
st.image(uploaded_file, caption="Your awesome picture!", use_container_width=True)
# Stage 1: Image to Text
st.text('✨ Turning your picture into words...')
scenario = img2text(uploaded_file.name)
st.write("**What we see:**", scenario)
# Stage 2: Text to Story
st.text('πŸ“– Creating a fun superhero story for you...')
story = text2story(scenario)
st.write("**Your superhero story:**", story)
# Stage 3: Story to Audio
st.text('🎧 Turning your story into audio...')
# Use session state to avoid regenerating audio on button click
if 'audio_file' not in st.session_state:
st.session_state.audio_file = text2audio(story)
# Play button for the generated audio
if st.button("🎡 **Play Audio**"):
if os.path.exists(st.session_state.audio_file):
st.audio(st.session_state.audio_file, format="audio/mp3")
else:
st.error("Audio file not found. Please try again.")
# Clean up the generated audio file and uploaded image
if os.path.exists(uploaded_file.name):
os.remove(uploaded_file.name)