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def augment(images, labels,
            resize=None, # (width, height) tuple or None
            horizontal_flip=False,
            vertical_flip=False,
            rotate=0, # Maximum rotation angle in degrees
            crop_probability=0, # How often we do crops
            crop_min_percent=0.6, # Minimum linear dimension of a crop
            crop_max_percent=1.,  # Maximum linear dimension of a crop
            mixup=0):  # Mixup coeffecient, see https://arxiv.org/abs/1710.09412.pdf
  if resize is not None:

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/**
 * OpenCV video streaming over TCP/IP
 * Client: Receives video from server and display it
 * by Steve Tuenkam
 */

#include "opencv2/opencv.hpp"
#include <sys/socket.h> 
#include <arpa/inet.h>
#include <unistd.h>

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/**
 * @brief     Image enchancement and Hough transform example
 * @author    Eugene Khvedchenya <[email protected]>
 * @copyright computer-vision-talks.com/articles/how-to-detect-circles-in-noisy-image/
 */



#include <opencv2/opencv.hpp>

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// Accept any number of args >= N, but expand to just the Nth one.
// Here, N == 6.
#define _GET_NTH_ARG(_1, _2, _3, _4, _5, N, ...) N

// Define some macros to help us create overrides based on the
// arity of a for-each-style macro.
#define _fe_0(_call, ...)
#define _fe_1(_call, x) _call(x)
#define _fe_2(_call, x, ...) _call(x) _fe_1(_call, __VA_ARGS__)
#define _fe_3(_call, x, ...) _call(x) _fe_2(_call, __VA_ARGS__)

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// Just before switching jobs:
// Add one of these.
// Preferably into the same commit where you do a large merge.
//
// This started as a tweet with a joke of "C++ pro-tip: #define private public",
// and then it quickly escalated into more and more evil suggestions.
// I've tried to capture interesting suggestions here.
//
// Contributors: @r2d2rigo, @joeldevahl, @msinilo, @_Humus_,
// @YuriyODonnell, @rygorous, @cmuratori, @mike_acton, @grumpygiant,

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// convert an OpenCV multi-channel matrix to Armadillo cube. A copy is made
template <typename T, int NC>
Cube<T> to_arma(const cv::Mat_<cv::Vec<T, NC>> &src)
{
  vector<cv::Mat_<T>> channels;
  Cube<T> dst(src.cols, src.rows, NC);
  for (int c = 0; c < NC; ++c)
    channels.push_back({src.rows, src.cols, dst.slice(c).memptr()});
  cv::split(src, channels);	
  return dst;

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/**
 * Fast non-maximum suppression in C, port from  
 * http://quantombone.blogspot.com/2011/08/blazing-fast-nmsm-from-exemplar-svm.html
 *
 * @blackball ([email protected])
 */

#include <stdio.h>
#include <stdlib.h>
#include <limits.h>

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// Custom Allocator for OpenCV's cv::Mat
// this code samples writen by facebook.com/matsuda.kazuki and published under public domain.
// You can copy and use this code in any situation under any license.


#ifndef __CVUT_ALLOCATOR__
#define __CVUT_ALLOCATOR__ 1

#include <opencv2/core/core.hpp>