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# import part | |
import streamlit as st | |
from transformers import pipeline | |
from gtts import gTTS # Using gTTS for text-to-speech | |
import os | |
import re # For removing unwanted words | |
# function part | |
# img2text | |
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"] | |
# Make the caption more fun and descriptive | |
fun_caption = f"Wow! {text.capitalize()}! ๐" | |
return fun_caption | |
# text2story | |
def text2story(text): | |
# Use facebook/bart-large-cnn for text generation | |
story_generator = pipeline("text-generation", model="facebook/bart-large-cnn") | |
# Add a more explicit prompt to guide the story generation | |
prompt = f"Write a fun and realistic story for kids based on this: {text}. The story should be under 95 words and suitable for children aged 3-10. Avoid using the word 'illustration'." | |
story = story_generator(prompt, max_length=95, num_return_sequences=1)[0]["generated_text"] | |
# Remove the prompt from the generated story | |
story = story.replace(prompt, "").strip() | |
# Remove the word "illustration" (case-insensitive) using regex | |
story = re.sub(r"\billustration\b", "", story, flags=re.IGNORECASE) | |
return story[:95] # Limit to 95 words | |
# text2audio | |
def text2audio(story_text): | |
# Use gTTS for text-to-speech conversion | |
tts = gTTS(text=story_text, lang="en") | |
audio_file = "story_audio.mp3" | |
tts.save(audio_file) | |
return audio_file | |
# main part | |
st.set_page_config(page_title="Story Explorer", page_icon="๐ฆ") | |
st.header("Story Explorer: Turn Your Picture into a Fun Story! ๐จ๐") | |
uploaded_file = st.file_uploader("Choose a picture...", type=["jpg", "png", "jpeg"]) | |
if uploaded_file is not None: | |
bytes_data = uploaded_file.getvalue() | |
with open(uploaded_file.name, "wb") as file: | |
file.write(bytes_data) | |
st.image(uploaded_file, caption="Your Picture", use_container_width=True) | |
# Stage 1: Image to Text | |
st.text('Letโs explore your picture! ๐งโจ') | |
scenario = img2text(uploaded_file.name) | |
st.write(f"**Hereโs what I see in your picture:** {scenario}") | |
# Stage 2: Text to Story | |
st.text('Creating a fun story for you! ๐') | |
story = text2story(scenario) | |
st.write(f"**Hereโs your story:** {story}") | |
# Stage 3: Story to Audio data | |
st.text('Turning your story into audio... ๐ง') | |
audio_file = text2audio(story) | |
# Play button | |
if st.button("Play Audio"): | |
st.audio(audio_file, format="audio/mp3") | |
# Clean up the audio file after use | |
os.remove(audio_file) |