Spaces:
Sleeping
Sleeping
| # Import necessary libraries | |
| import streamlit as st # For building the web application | |
| from transformers import pipeline # For using pre-trained models (image-to-text and text-generation) | |
| from gtts import gTTS # For converting text to speech | |
| import os # For file handling (saving and deleting temporary files) | |
| # 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 unwanted words like "illustration". | |
| """ | |
| try: | |
| # Load the image-to-text model | |
| image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base") | |
| # Generate text caption from the image | |
| text = image_to_text_model(url)[0]["generated_text"] | |
| # Remove unwanted words like "illustration" to make the caption cleaner | |
| unwanted_words = ["illustration", "drawing", "sketch", "picture", "dream", "imagination"] | |
| for word in unwanted_words: | |
| text = text.replace(word, "") | |
| return text.strip() # Return the cleaned caption | |
| except Exception as e: | |
| st.error(f"Error processing image: {e}") # Display error message if something goes wrong | |
| return None | |
| # Function to generate a kid-friendly superhero story from the text caption | |
| def text2story(text): | |
| """ | |
| Generates a 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. | |
| """ | |
| try: | |
| # Load the text-generation model | |
| story_generator = pipeline("text-generation", model="pranavpsv/gpt2-genre-story-generator") | |
| # Generate the story with the superhero genre | |
| prompt = f"<BOS> <superhero> {text}" # Add genre tags to the prompt | |
| story = story_generator(prompt, max_length=150, num_return_sequences=1)[0]['generated_text'] | |
| # Remove <BOS> and <superhero> tags from the generated story | |
| story = story.replace("<BOS>", "").replace("<superhero>", "").strip() | |
| # Ensure the story is within 100 words by truncating if necessary | |
| story = " ".join(story.split()[:100]) | |
| # If the story is too short, regenerate it | |
| if len(story.split()) < 50: # Minimum 50 words | |
| story = story_generator(prompt, max_length=200, num_return_sequences=1)[0]['generated_text'] | |
| story = story.replace("<BOS>", "").replace("<superhero>", "").strip() | |
| story = " ".join(story.split()[:100]) | |
| return story | |
| except Exception as e: | |
| st.error(f"Error generating story: {e}") # Display error message if something goes wrong | |
| return None | |
| # 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. | |
| """ | |
| try: | |
| # Convert text to speech using gTTS | |
| tts = gTTS(text=story_text, lang='en') | |
| audio_file = "story_audio.mp3" # Define the output audio file name | |
| tts.save(audio_file) # Save the audio file | |
| return audio_file | |
| except Exception as e: | |
| st.error(f"Error generating audio: {e}") # Display error message if something goes wrong | |
| return None | |
| # Main application function | |
| def main(): | |
| """ | |
| Main function to run the Streamlit application. | |
| """ | |
| # Configure the Streamlit app page | |
| st.set_page_config(page_title="Picture Stories π¨π", page_icon="π¦") | |
| st.title("Picture Stories π¨π") | |
| st.markdown("### Turn your pictures into fun superhero stories and listen to them! π") | |
| # Instructions for kids | |
| st.markdown(""" | |
| **How to use this app:** | |
| 1. **Upload a picture** of something fun, like your favorite toy, your pet, or your hero. | |
| 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! π§ | |
| """) | |
| # Upload image | |
| uploaded_file = st.file_uploader("π· **Upload your picture here!**", type=["jpg", "jpeg", "png"]) | |
| # Initialize session state variables | |
| if 'scenario' not in st.session_state: | |
| st.session_state.scenario = None | |
| 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 | |
| if uploaded_file is not None: | |
| # Save the uploaded file to disk | |
| image_bytes = uploaded_file.getvalue() | |
| with open(uploaded_file.name, "wb") as file: | |
| file.write(image_bytes) | |
| # Display the uploaded image in the app | |
| st.image(uploaded_file, caption="Your awesome picture!", use_container_width=True) | |
| # Stage 1: Image to Text | |
| with st.spinner('β¨ Turning your picture into words...'): | |
| if st.session_state.scenario is None or uploaded_file.name != st.session_state.get('uploaded_file_name', None): | |
| st.session_state.scenario = img2text(uploaded_file.name) # Generate text caption from the image | |
| st.session_state.uploaded_file_name = uploaded_file.name # Store the uploaded file name | |
| if st.session_state.scenario: | |
| st.write("**What we see:**", st.session_state.scenario) # Display the generated caption | |
| # Stage 2: Text to Story | |
| with st.spinner('π Creating a fun superhero story for you...'): | |
| if st.session_state.story is None or uploaded_file.name != st.session_state.uploaded_file_name: | |
| st.session_state.story = text2story(st.session_state.scenario) # Generate a superhero story from the caption | |
| if st.session_state.story: | |
| st.write("**Your superhero story:**", st.session_state.story) # Display the generated story | |
| # Stage 3: Story to Audio | |
| with st.spinner('π§ Turning your story into audio...'): | |
| if st.session_state.audio_file is None or uploaded_file.name != st.session_state.uploaded_file_name: | |
| st.session_state.audio_file = text2audio(st.session_state.story) # Generate audio file | |
| # Play button for the generated audio | |
| if st.button("π΅ **Play Audio**"): | |
| if os.path.exists(st.session_state.audio_file): | |
| st.audio(st.session_state.audio_file, format="audio/mp3") # Play the audio | |
| else: | |
| st.error("Audio file not found. Please try again.") # Display error if audio file is missing | |
| # Clean up temporary files (uploaded image) | |
| if os.path.exists(uploaded_file.name): | |
| os.remove(uploaded_file.name) # Delete the uploaded image file | |
| # Run the application | |
| if __name__ == "__main__": | |
| main() |