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Update app.py
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app.py
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@@ -2,8 +2,9 @@ import streamlit as st
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import tensorflow as tf
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from tensorflow_addons.layers import InstanceNormalization
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import numpy as np
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from huggingface_hub import hf_hub_download
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import requests
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from io import BytesIO
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import os
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@@ -63,15 +64,11 @@ repo_name = "CycleGAN-Model"
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repo_id = f"{username}/{repo_name}"
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model_filename = "CycleGAN.h5"
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st.success("Model loaded successfully!")
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except Exception as e:
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st.error(f"An error occurred while loading the model: {e}")
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st.stop()
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def load_and_preprocess_image(image_path_or_url):
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if isinstance(image_path_or_url, str) and image_path_or_url.startswith(('http://', 'https://')):
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import tensorflow as tf
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from tensorflow_addons.layers import InstanceNormalization
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import numpy as np
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import matplotlib.pyplot as plt
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from huggingface_hub import hf_hub_download
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from PIL import Image
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import requests
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from io import BytesIO
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import os
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repo_id = f"{username}/{repo_name}"
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model_filename = "CycleGAN.h5"
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# Download the model file from the repository
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model_path = hf_hub_download(repo_id=repo_id, filename=model_filename)
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# Load the model
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model = tf.keras.models.load_model(model_path, custom_objects={"InstanceNormalization": InstanceNormalization})
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def load_and_preprocess_image(image_path_or_url):
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if isinstance(image_path_or_url, str) and image_path_or_url.startswith(('http://', 'https://')):
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