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| # IMPORT LIBRARIES & FUNCTIONS | |
| # External Libraries | |
| import streamlit as st | |
| # Project Functions | |
| # - Model | |
| from src.model.model import load_model, stylize_content_image | |
| from src.model.utils import use_low_resource_settings, suppress_warnings | |
| # - Data | |
| from src.data.data import upload_image | |
| from src.data.utils import remove_source_images | |
| use_low_resource_settings("Yes") | |
| suppress_warnings("Yes") | |
| st.write("# 🖼️Neural🎨Style🖌️Transfer🖼️") | |
| # LOAD MODEL | |
| with st.spinner("🖌️Loading Model"): | |
| model = load_model() | |
| st.success("🖌️Model Loaded") | |
| content_image_def, style_image_def = st.columns(2) | |
| with content_image_def: | |
| st.write("🖼️ Content Image: Image to style") | |
| with style_image_def: | |
| st.write("🎨 Style Image: Style to transfer to content image") | |
| content_image, style_image = st.columns(2) | |
| # UPLOAD IMAGES | |
| with content_image: | |
| ContentColumnTitle = "## 🖼️ Content Image 🖼️" | |
| ContentImageSelectionPrompt = "Pick a Content image" | |
| content_image_file = upload_image( | |
| ContentColumnTitle, ContentImageSelectionPrompt, "Content", "content" | |
| ) | |
| with style_image: | |
| StyleColumnTitle = "## 🎨 Style Image 🎨" | |
| StyleImageSelectionPrompt = "Pick a Style image" | |
| style_image_file = upload_image( | |
| StyleColumnTitle, StyleImageSelectionPrompt, "Style", "style" | |
| ) | |
| if None not in (content_image_file, style_image_file): | |
| try: | |
| # CLEAR IMAGES | |
| clear_images = st.button( | |
| label="🔄❌ Clear Image Cache ❌🔄", | |
| on_click=remove_source_images(), | |
| ) | |
| except: | |
| pass | |
| # STYLIZE CONTENT IMAGE | |
| stylize_image = st.button("🖼️🖌️🎨 Start Neural Style Transfer 🖼️🖌️🎨") | |
| if stylize_image: | |
| final_image = stylize_content_image(model, content_image_file, style_image_file) | |
| st.write("# Styled Image:") | |
| st.image(final_image) | |
| try: | |
| remove_source_images() | |
| except: | |
| pass | |
| else: | |
| st.write("Please upload content and style image to go to next step.") | |