isom-5240 / app.py
LTH001's picture
Update app.py
6803535 verified
# app.py
import streamlit as st
from transformers import pipeline
from PIL import Image
import io
from scipy.io.wavfile import write as write_wav
def generate_image_caption(image):
"""Generates a caption for the given image"""
img2caption = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
result = img2caption(image)
return result[0]['generated_text']
def text2story(text):
"""Generates a children's story from text input"""
story_prompt = f"Create a funny 100-word story for 8-year-olds about: {text}. Include: 1) A silly character 2) Magical object 3) Sound effects 4) Happy ending"
pipe = pipeline("text-generation", model="pranavpsv/genre-story-generator-v2")
story_text = pipe(
story_prompt,
max_new_tokens=200,
temperature=0.9,
top_k=50
)[0]['generated_text']
return story_text.split("Happy ending")[-1].strip()
def story_to_speech(story_text):
"""Converts story text to audio using TTS"""
tts_pipe = pipeline("text-to-speech", model="suno/bark-small")
audio_output = tts_pipe(story_text[:400])
# Convert to bytes using numpy directly
audio_bytes = io.BytesIO()
audio_np = (audio_output["audio"] * 32767).astype(np.int16)
write_wav(audio_bytes, audio_output["sampling_rate"], audio_np)
audio_bytes.seek(0)
return audio_bytes
def main():
st.title("πŸ“– Image Story Generator with Audio")
st.write("Upload an image to get a magical story read aloud!")
uploaded_image = st.file_uploader("Choose an image...", type=["jpg", "jpeg", "png"])
if uploaded_image:
image = Image.open(uploaded_image).convert("RGB")
st.image(image, use_column_width=True)
with st.spinner("✨ Analyzing image..."):
caption = generate_image_caption(image)
st.subheader("Image Understanding")
st.write(caption)
with st.spinner("πŸ“– Writing story..."):
story = text2story(caption)
st.subheader("Magical Story")
st.write(story)
if st.button("🎧 Read Story Aloud"):
with st.spinner("πŸ”Š Generating audio..."):
try:
audio_bytes = story_to_speech(story)
st.audio(audio_bytes, format="audio/wav")
except Exception as e:
st.error(f"Error generating audio: {str(e)}")
if __name__ == "__main__":
main()