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preprocess image input
Browse files
app.py
CHANGED
@@ -1,4 +1,5 @@
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import gradio as gr
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from urllib.parse import urlparse
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import requests
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import time
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@@ -6,6 +7,47 @@ import os
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from utils.gradio_helpers import parse_outputs, process_outputs
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def display_uploaded_image(image_in):
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return image_in
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@@ -170,9 +212,9 @@ with gr.Blocks(css=css) as demo:
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outputs = [result_image]
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image.upload(
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fn =
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inputs = [image],
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outputs = [
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queue = False
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)
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import gradio as gr
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from PIL import Image
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from urllib.parse import urlparse
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import requests
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import time
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from utils.gradio_helpers import parse_outputs, process_outputs
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# Function to verify the image file type and resize it if necessary
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def preprocess_image(image_path):
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# Check if the file exists
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if not os.path.exists(image_path):
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raise FileNotFoundError(f"No such file: '{image_path}'")
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# Get the file extension and make sure it's a valid image format
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valid_extensions = ['jpg', 'jpeg', 'png', 'webp']
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file_extension = image_path.split('.')[-1].lower()
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if file_extension not in valid_extensions:
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raise ValueError("Invalid file type. Only JPG, PNG, and WEBP are allowed.")
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# Open the image
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with Image.open(image_path) as img:
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width, height = img.size
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# Check if any dimension exceeds 1024 pixels
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if width > 1024 or height > 1024:
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# Calculate the new size while maintaining aspect ratio
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if width > height:
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new_width = 1024
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new_height = int((new_width / width) * height)
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else:
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new_height = 1024
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new_width = int((new_height / height) * width)
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# Resize the image
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img_resized = img.resize((new_width, new_height), Image.ANTIALIAS)
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print(f"Resized image to {new_width}x{new_height}.")
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# Save the resized image as 'resized_image.jpg'
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output_path = 'resized_image.jpg'
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img_resized.save(output_path, 'JPEG')
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print(f"Resized image saved as {output_path}")
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return output_path
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else:
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print("Image size is within the limit, no resizing needed.")
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return image_path
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def display_uploaded_image(image_in):
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return image_in
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outputs = [result_image]
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image.upload(
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fn = preprocess_image,
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inputs = [image],
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outputs = [image],
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queue = False
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)
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