Delete app.py
Browse files
app.py
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import streamlit as st
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from transformers import pipeline
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from PIL import Image
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import io, textwrap, numpy as np, soundfile as sf
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import logging
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# Set up logging for debugging
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logging.basicConfig(level=logging.INFO)
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# ------------------ Streamlit Page Configuration ------------------
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st.set_page_config(
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page_title="Picture to Story Magic",
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page_icon="🦄",
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layout="centered"
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)
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# ------------------ Custom CSS for a Colorful Background ------------------
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st.markdown(
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"""
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<style>
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body {
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background-color: #FDEBD0;
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}
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</style>
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""",
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unsafe_allow_html=True
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)
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# ------------------ Playful Header for Young Users ------------------
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st.markdown(
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"""
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<h1 style='text-align: center; color: #ff66cc;'>Picture to Story Magic!</h1>
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<p style='text-align: center; font-size: 24px;'>
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Hi little artist! Upload your picture and let us create a fun story just for you! 🎉
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</p>
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""",
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unsafe_allow_html=True
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)
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# ------------------ Lazy Model Loading ------------------
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def load_models():
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"""
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Lazy-load the required pipelines and store them in session state.
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"""
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if "captioner" not in st.session_state:
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st.session_state.captioner = pipeline(
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"image-to-text",
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model="Salesforce/blip-image-captioning-large"
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)
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if "storyer" not in st.session_state:
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try:
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st.session_state.storyer = pipeline(
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"text-generation",
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model="aspis/gpt2-genre-story-generation"
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)
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except Exception as e:
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logging.error(f"Failed to load aspis/gpt2-genre-story-generation: {e}")
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raise Exception("Text generation model could not be loaded.")
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if "tts" not in st.session_state:
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st.session_state.tts = pipeline(
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"text-to-speech",
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model="facebook/mms-tts-eng"
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)
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# ------------------ Caching Functions ------------------
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@st.cache_data(show_spinner=False)
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def get_caption(image_bytes):
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"""
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Converts image bytes into a lower resolution image (maximum 256x256)
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and generates a caption.
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"""
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image = Image.open(io.BytesIO(image_bytes)).convert("RGB")
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image.thumbnail((256, 256))
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caption = st.session_state.captioner(image)[0]["generated_text"]
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return caption
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@st.cache_data(show_spinner=False)
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def get_story(caption):
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"""
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Generates a humorous children's story (50-100 words) based on the caption.
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Optimized for faster generation with aspis/gpt2-genre-story-generation.
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"""
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prompt = (
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f"Write a funny, warm children's story (50-100 words) for ages 3-10 based on: {caption}. "
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f"Third-person narrative, playful tone."
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)
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try:
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result = st.session_state.storyer(
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prompt,
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max_new_tokens=80, # Reduced for faster generation
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do_sample=True,
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temperature=0.7, # Balanced creativity
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top_k=40, # Faster sampling with smaller k
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top_p=0.85, # Tighter sampling for coherence
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return_full_text=False
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)
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logging.info(f"Story generation raw result: {result}")
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# Extract and clean generated text
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raw_story = result[0].get("generated_text", "").strip()
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# Ensure story is 50-100 words
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words = raw_story.split()
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if len(words) < 50 or not raw_story:
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logging.warning("Generated story too short or empty. Using fallback.")
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raw_story = (
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f"In a land of {caption}, a silly bunny named Bouncy found a shiny star! "
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f"It sparkled, making Bouncy giggle and hop high. The star said, 'Dance!' "
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f"So Bouncy twirled with squirrels and birds. They threw a forest party, "
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f"singing silly songs under the twinkling sky, laughing all night."
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)
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words = raw_story.split()
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# Truncate to 100 words if too long
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story = " ".join(words[:100])
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# Pad if too short
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if len(words) < 50:
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story += " And they all lived happily ever after!"
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return story
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except Exception as e:
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logging.error(f"Story generation failed: {e}")
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# Fallback story
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return (
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f"In a land of {caption}, a silly bunny named Bouncy found a shiny star! "
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f"It sparkled, making Bouncy giggle and hop high. The star said, 'Dance!' "
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f"So Bouncy twirled with squirrels and birds. They threw a forest party, "
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f"singing silly songs under the twinkling sky, laughing all night."
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)
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@st.cache_data(show_spinner=False)
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def get_audio(story):
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"""
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Converts the generated story text into audio.
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Splits the text into 300-character chunks to reduce repeated TTS calls.
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"""
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chunks = textwrap.wrap(story, width=300)
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audio_chunks = []
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for chunk in chunks:
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try:
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output = st.session_state.tts(chunk)
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if isinstance(output, list):
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output = output[0]
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if "audio" in output:
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audio_array = np.array(output["audio"]).squeeze()
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audio_chunks.append(audio_array)
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except Exception:
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continue
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if not audio_chunks:
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sr = st.session_state.tts.model.config.sampling_rate
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audio = np.zeros(sr, dtype=np.float32)
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else:
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audio = np.concatenate(audio_chunks)
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buffer = io.BytesIO()
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sf.write(buffer, audio, st.session_state.tts.model.config.sampling_rate, format="WAV")
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buffer.seek(0)
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return buffer
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# ------------------ Main App Logic ------------------
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uploaded_file = st.file_uploader("Choose a Picture...", type=["jpg", "jpeg", "png"])
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if uploaded_file is not None:
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try:
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load_models() # Ensure models are loaded
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image_bytes = uploaded_file.getvalue()
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image = Image.open(io.BytesIO(image_bytes)).convert("RGB")
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st.image(image, caption="Your Amazing Picture!", use_column_width=True)
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st.markdown("<h3 style='text-align: center;'>Ready for your story?</h3>", unsafe_allow_html=True)
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if st.button("Story, Please!"):
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with st.spinner("Generating caption..."):
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caption = get_caption(image_bytes)
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st.markdown("<h3 style='text-align: center;'>Caption:</h3>", unsafe_allow_html=True)
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st.write(caption)
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with st.spinner("Generating story..."):
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story = get_story(caption)
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st.markdown("<h3 style='text-align: center;'>Your Story:</h3>", unsafe_allow_html=True)
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if not story.strip():
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st.write("No story was generated. Please try again.")
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else:
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st.write(story)
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with st.spinner("Generating audio..."):
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audio_buffer = get_audio(story)
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st.audio(audio_buffer, format="audio/wav", start_time=0)
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st.markdown(
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"<p style='text-align: center; font-weight: bold;'>Enjoy your magical story! 🎶</p>",
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unsafe_allow_html=True
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)
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except Exception as e:
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st.error("Oops! Something went wrong. Please try a different picture or check the file format!")
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st.error(f"Error details: {e}")
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