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53dde32
1
Parent(s):
cf785f9
Update app.py
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app.py
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@@ -14,7 +14,7 @@ import logging
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import os
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# Configure logging
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logging.basicConfig(level=logging.
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# Load model and preprocessors for Image-Text Matching (LAVIS)
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device = torch.device("cuda") if torch.cuda.is_available() else "cpu"
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@@ -81,8 +81,14 @@ def is_image_file(file):
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return file_extension.lower() in allowed_extensions
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# Main function to perform image captioning and image-text matching
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def process_images_and_statements(file):
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# Check if the uploaded file is an image
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if not is_image_file(file):
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return "Invalid file type. Please upload an image file (e.g., .jpg, .png, .jpeg)."
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@@ -91,7 +97,13 @@ def process_images_and_statements(file):
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filename = file.name
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# Load the image data from the file (convert file object to bytes using file.read())
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# Generate image caption for the uploaded image using git-large-r-textcaps
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caption = generate_caption(git_processor_large_textcaps, git_model_large_textcaps, image)
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import os
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# Configure logging
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logging.basicConfig(level=logging.DEBUG, format='%(asctime)s - %(levelname)s - %(message)s')
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# Load model and preprocessors for Image-Text Matching (LAVIS)
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device = torch.device("cuda") if torch.cuda.is_available() else "cpu"
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return file_extension.lower() in allowed_extensions
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# Main function to perform image captioning and image-text matching
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# Main function to perform image captioning and image-text matching
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def process_images_and_statements(file):
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logging.debug("Entered process_images_and_statements function")
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logging.debug(f"File object: {file}")
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logging.debug(f"File name: {file.name}")
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logging.debug(f"File size: {file.tell()}")
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# Check if the uploaded file is an image
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if not is_image_file(file):
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return "Invalid file type. Please upload an image file (e.g., .jpg, .png, .jpeg)."
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filename = file.name
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# Load the image data from the file (convert file object to bytes using file.read())
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try:
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logging.debug("Attempting to open image")
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image = Image.open(io.BytesIO(file.read()))
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logging.debug("Image opened successfully")
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except Exception as e:
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logging.exception("Error occurred while opening image")
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return str(e) # Return error message to the user
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# Generate image caption for the uploaded image using git-large-r-textcaps
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caption = generate_caption(git_processor_large_textcaps, git_model_large_textcaps, image)
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