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import torch.utils.data as data | |
import os | |
import re | |
import torch | |
import tarfile | |
from PIL import Image | |
IMG_EXTENSIONS = ['.png', '.jpg', '.jpeg'] |
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import numpy as np | |
import os | |
import time | |
import warnings | |
import pickle | |
# from accimage import Image | |
from PIL import Image | |
import io | |
try: |
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import torch | |
def jacobian(y, x, create_graph=False): | |
jac = [] | |
flat_y = y.reshape(-1) | |
grad_y = torch.zeros_like(flat_y) | |
for i in range(len(flat_y)): | |
grad_y[i] = 1. | |
grad_x, = torch.autograd.grad(flat_y, x, grad_y, retain_graph=True, create_graph=create_graph) | |
jac.append(grad_x.reshape(x.shape)) |
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#!/bin/bash | |
# install CUDA Toolkit v8.0 | |
# instructions from https://developer.nvidia.com/cuda-downloads (linux -> x86_64 -> Ubuntu -> 16.04 -> deb (network)) | |
CUDA_REPO_PKG="cuda-repo-ubuntu1604_8.0.61-1_amd64.deb" | |
wget http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/${CUDA_REPO_PKG} | |
sudo dpkg -i ${CUDA_REPO_PKG} | |
sudo apt-get update | |
sudo apt-get -y install cuda |
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""" | |
Affine transforms implemented on torch tensors, and | |
only requiring one interpolation | |
Included: | |
- Affine() | |
- AffineCompose() | |
- Rotation() | |
- Translation() | |
- Shear() |
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/* | |
Following file take opencv mat file as an input and run inception model on it | |
Created by : Kumar Shubham | |
Date : 27-03-2016 | |
*/ | |
//Loading Opencv fIles for processing | |
#include <opencv2/opencv.hpp> |
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""" | |
image_pyramid.py | |
Fast Image Pyramid Creation and Reconstruction in Python | |
Copyright (c) 2014 Jack Doerner | |
Permission is hereby granted, free of charge, to any person obtaining a copy | |
of this software and associated documentation files (the "Software"), to deal | |
in the Software without restriction, including without limitation the rights | |
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell |
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# Cross-platform asynchronous version of subprocess.Popen | |
# Copyright (c) 2011 James Buchwald | |
# | |
# Permission is hereby granted, free of charge, to any person obtaining a copy | |
# of this software and associated documentation files (the "Software"), to deal | |
# in the Software without restriction, including without limitation the rights | |
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
# copies of the Software, and to permit persons to whom the Software is | |
# furnished to do so, subject to the following conditions: | |
# |