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  Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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+ ## For Assignment 13
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+ First I took Rohan shared input file, S13.ipy that is an S11 reference, where resnet code exists with lots of gradio examples.
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+ Ensured it builds successfully.
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+ Then I replaced the model to my model of S11.
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+ Prepared the code in such a way that on a condition check, the training and save of weights would happen in one path. Otherwise loading the weights, it would perform testing. This weight file is .pth.
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+ Secondly I took Rohan shared input file, cifar10-baseline.ipynb that is an S13 reference, where pytorch lightning code of a working model is present.
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+ Ensured it builds successfully.
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+ Then I replaced the model to my model of S11.
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+ Prepared the code in such a way that on a condition check, the training and save of weights would happen in one path. Otherwise loading the weights, it would perform testing. This weight file is .ckpt.
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+ Thirdly I started working on the gradio with gradcam and made it working for a single image input.
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+ I started working on the gradio with misclassified image display and made it working.
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+ I started working on the gradio with gradcam and made it working for a multiple images taken from cifar 10 misclassified images.
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+ I started working on the gradio with 10 images inputter and made it working. Here it can accept 1 images and display them. Does not do anything further.
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+ I integrated above said three items such as gradcam for multiple images, misclassified images, 10 images input in gradio. It works successfully.
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+ Fourthly I started working on above working code to modularize it so that few py files will hold major part of code.
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+ I started working on HuggingFace and created / updated required files and it could not be made working in HuggingFace.