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Update app.py
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app.py
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@@ -39,9 +39,53 @@ def infer_image(model, image):
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generated_img = (generated_img * 127.5 + 127.5).numpy().astype(np.uint8) # De-normalize to [0, 255]
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return generated_img
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uploaded_file = st.file_uploader("Choose an image...", type="jpg")
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if uploaded_file is not None:
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@@ -51,7 +95,22 @@ if uploaded_file is not None:
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if st.button("Run Inference"):
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# Perform inference
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# Display the result
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st.image(generated_image, caption='Generated Image', use_column_width=True)
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generated_img = (generated_img * 127.5 + 127.5).numpy().astype(np.uint8) # De-normalize to [0, 255]
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return generated_img
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# Custom CSS
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combined_css = """
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.main, .sidebar .sidebar-content { background-color: #1c1c1c; color: #f0f2f6; }
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.block-container { padding: 1rem 2rem; background-color: #333; border-radius: 10px; box-shadow: 0px 4px 10px rgba(0, 0, 0, 0.5); }
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.stButton>button, .stDownloadButton>button { background: linear-gradient(135deg, #ff7e5f, #feb47b); color: white; border: none; padding: 10px 24px; text-align: center; text-decoration: none; display: inline-block; font-size: 16px; margin: 4px 2px; cursor: pointer; border-radius: 5px; }
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.stSpinner { color: #4CAF50; }
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.title {
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font-size: 3rem;
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font-weight: bold;
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display: flex;
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align-items: center;
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justify-content: center;
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}
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.colorful-text {
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background: -webkit-linear-gradient(135deg, #ff7e5f, #feb47b);
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-webkit-background-clip: text;
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-webkit-text-fill-color: transparent;
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}
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.black-white-text {
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color: black;
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}
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.small-input .stTextInput>div>input {
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height: 2rem;
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font-size: 0.9rem;
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}
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.small-file-uploader .stFileUploader>div>div {
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height: 2rem;
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font-size: 0.9rem;
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}
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.custom-text {
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font-size: 1.2rem;
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color: #feb47b;
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text-align: center;
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margin-top: -20px;
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margin-bottom: 20px;
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}
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"""
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# Streamlit application
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st.set_page_config(layout="wide")
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st.markdown(f"<style>{combined_css}</style>", unsafe_allow_html=True)
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st.markdown('<div class="title"><span class="colorful-text">CycleGAN</span> <span class="black-white-text">Inference App</span></div>', unsafe_allow_html=True)
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st.markdown('<div class="custom-text">Convert your images using CycleGAN</div>', unsafe_allow_html=True)
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# Streamlit UI
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uploaded_file = st.file_uploader("Choose an image...", type="jpg")
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if uploaded_file is not None:
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if st.button("Run Inference"):
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# Perform inference
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with st.spinner('Processing...'):
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generated_image = infer_image(loaded_model, image)
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# Display the result
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st.image(generated_image, caption='Generated Image', use_column_width=True)
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# Provide a download button for the generated image
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img_byte_arr = BytesIO()
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Image.fromarray(generated_image).save(img_byte_arr, format='JPEG')
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img_byte_arr = img_byte_arr.getvalue()
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st.download_button(
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label="Download Generated Image",
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data=img_byte_arr,
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file_name="generated_image.jpg",
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mime="image/jpeg"
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)
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st.success("Image processed successfully!")
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