如何使用CUDA / Thrust对一个数组中的值对两个数组/向量进行排序 [英] How to sort two arrays/vectors in respect to values in one of the arrays, using CUDA/Thrust
问题描述
这是一个在编程方面的概念问题。
This is a conceptual question in regards programming.
总而言之,我有两个数组/向量,我需要对其中的变化进行排序,所以如果我对arrayOne排序,在排序 - 同样的事情发生在arrayTwo。现在,我知道std :: sort允许你定义一个比较函数(对于自定义对象我假设),我正在想定义一个交换arrayTwo同时。
To summarize, I have two arrays/vectors and I need to sort one with the changes propagating in the other as well, so that if I sort arrayOne, for each swap in the sort - the same thing happens to arrayTwo. Now, I know that std::sort allows you to define a comparison function (for custom objects I assume) and I was thinking of defining one to swap arrayTwo at the same time.
所以我想要的是使用CUDA根据其中一个向量的值对两个向量进行排序。
在那里我的不确定性上升,基本上我想使用Thrust库做排序。它是否支持自定义比较功能的定义?如果是这样,我仍然没有想出如何传播在arrayTwo的变化,因为它将是基于CUDA的。
This is where my uncertainty rises, essentially I want to use the Thrust library to do the sort. Does it support the definition of a custom comparison function? If so, I still haven't figured out how to propagate the change in the arrayTwo though (since it will be CUDA based).
我真的没有
原因
本质上,我需要对一组变量数组和单个数组(认为回归树)执行排序和计算。自然,我需要尽快这样做,基于CPU的排序只是不够快。
Essentially I need to perform sorting and calculation on a bunch of arrays of variables versus a single array (think regression trees). Naturally, I need to do so as quickly as possible, CPU based sort is just not quick enough.
#UPDATE
我应该强调,我没有问题在主机上排序这两个,我正在寻找使用 CUDA 的解决方案。非常感谢。
I should emphasize, I have no problems sorting the two on the host, I'm looking for a solution that uses CUDA. Thanks.
#UPDATE 2
我想我真的很幸运,解决方案,因为我发布的问题,
,结果是Thrust实际上提供了我正在寻找的默认值:
I think I actually got lucky and found the solution since I posted the question, turns out Thrust actually provides exactly what I'm looking for by default:
#include <thrust/sort.h>
...
const int N = 6;
int keys[N] = { 1, 4, 2, 8, 5, 7};
char values[N] = {'a', 'b', 'c', 'd', 'e', 'f'};
thrust::sort_by_key(keys, keys + N, values);
// keys is now { 1, 2, 4, 5, 7, 8}
// values is now {'a', 'c', 'b', 'e', 'f', 'd'}
*取自 http://code.google.com/p/thrust/wiki/QuickStartGuide#Fancy_Iterators *
所以,现在我要做的是从两个数组中获取两个推力:: device_vectors(我必须从二维数组中取出)。快乐。
So, now all I have to do is get two thrust::device_vectors out of the two arrays (that I have to get out of the 2D array). Happy.
推荐答案
创建一个整数索引向量,初始化为{0,1,2,3,etc}。每个整数表示向量中的一个位置。使用自定义比较函数(使用索引引用vector1)对索引向量进行排序。完成后,您可以使用排序的索引重新排序vector1 和 vector2。
Create a vector of integer indexes, initialised to { 0, 1, 2, 3, etc }. Each integer represents one position in your vector. Sort your vector of indexes using a custom comparision function that uses the indexes to refer to vector1. When finished you can use the sorted indexes to reorder vector1 and vector2.
但我不认为你可以做这个重新排序,所以你必须从向量到向量复制,所以我认为Kerrek的建议也很好。
But I don't think you can do this reordering in place, so you going to have to copy from vector to vector anyway, so I think Kerrek's suggestion is good too.
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