Compiler errors 如何修改zip迭代器的内容

我有1000个点的XYZ位置。我需要用矩阵变换它们。从一个简单的问题开始，我试着用一个常数乘以每个点。此外，我只举三点为例。我使用推力：：zip_迭代器打包XYZ，并使用函子和变换操作修改XYZ

我的代码如下，但它给出了编译错误。函子modify_元组编译得很好。但是当它被用于转换操作时，我得到了很多错误我的问题是如何修改zip迭代器的内容？或者如何使用推力将函子应用于所有点的XYZ类型元组。我还可以使用其他推力算法吗？

#include <thrust/transform.h>
#include <thrust/iterator/zip_iterator.h>
#include <thrust/execution_policy.h>

typedef thrust::tuple<float,float,float> Float3;

struct modify_tuple
{
    int _factor;
    modify_tuple(int factor) : _factor(factor) { }

    __host__ __device__ Float3 operator()(Float3&a) const
    {
        Float3 b=thrust::make_tuple(_factor*thrust::get<0>(a), _factor*thrust::get<1>(a), _factor*thrust::get<2>(a));      

        return b;
    }
};

int main(void)
{
    thrust::device_vector<float> X(3);
    thrust::device_vector<float> Y(3);
    thrust::device_vector<float> Z(3);

    X[0]=0,    X[0]=1,    X[0]=2;
    Y[0]=4,    Y[0]=5,    Y[0]=6;
    Z[0]=7,    Z[0]=8,    Z[0]=9;

    typedef thrust::device_vector<float>::iterator                     FloatIterator;
    typedef thrust::tuple<FloatIterator, FloatIterator, FloatIterator> FloatIteratorTuple;
    typedef thrust::zip_iterator<FloatIteratorTuple>                   Float3Iterator;

    Float3Iterator P_first = thrust::make_zip_iterator(make_tuple(X.begin(), Y.begin(), Z.begin()));
    Float3Iterator P_last  = thrust::make_zip_iterator(make_tuple(X.end(), Y.end(), Z.end()));

// This line gives errors
    thrust::transform(thrust::device, P_first, P_last, P_first, modify_tuple(2));  

    return 0;
}

#包括
#包括
#包括
typedef推力：：元组Float3；
结构修改元组
{
整数因子；
修改元组（int-factor）：\u-factor（factor）{}
__主机\uuuuuuuuuu设备\uuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuu
{
float3B=推力：：生成元组（_因子*推力：：get（a），_因子*推力：：get（a），_因子*推力：：get（a））；
返回b；
}
};
内部主（空）
{
推力：装置_矢量X（3）；
推力：装置_矢量Y（3）；
推力：装置_矢量Z（3）；
X[0]=0，X[0]=1，X[0]=2；
Y[0]=4，Y[0]=5，Y[0]=6；
Z[0]=7，Z[0]=8，Z[0]=9；
typedef推力：：设备向量：：迭代器浮点迭代器；
typedef推力：：元组floatIterator元组；
typedef推力：：zip_迭代器Float3Iterator；
Float3Iterator P_first=推力：：make_zip_迭代器（make_元组（X.begin（），Y.begin（），Z.begin（））；
Float3Iterator P_last=推力：：make_zip_迭代器（make_tuple（X.end（），Y.end（），Z.end（））；
//这一行给出了错误
推力：：变换（推力：：设备，P_优先，P_最后，P_优先，修改_元组（2））；
返回0；
}

编译期间发现的错误：

/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/detail/internal_functional.h(322): error: function "modify_tuple::operator()" cannot be called with the given argument list
            argument types are: (thrust::detail::tuple_of_iterator_references<float &, float &, float &, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>)
            object type is: modify_tuple
          detected during:
            instantiation of "thrust::detail::enable_if_non_const_reference_or_tuple_of_iterator_references<thrust::tuple_element<1, Tuple>::type>::type thrust::detail::unary_transform_functor<UnaryFunction>::operator()(Tuple) [with UnaryFunction=modify_tuple, Tuple=thrust::detail::tuple_of_iterator_references<thrust::detail::tuple_of_iterator_references<float &, float &, float &, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, thrust::detail::tuple_of_iterator_references<float &, float &, float &, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/detail/function.h(60): here
            instantiation of "Result thrust::detail::wrapped_function<Function, Result>::operator()(const Argument &) const [with Function=thrust::detail::unary_transform_functor<modify_tuple>, Result=void, Argument=thrust::detail::tuple_of_iterator_references<thrust::detail::tuple_of_iterator_references<thrust::device_reference<float>, thrust::device_reference<float>, thrust::device_reference<float>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, thrust::detail::tuple_of_iterator_references<thrust::device_reference<float>, thrust::device_reference<float>, thrust::device_reference<float>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/system/cuda/detail/for_each.inl(57): here
            instantiation of "void thrust::system::cuda::detail::for_each_n_detail::for_each_kernel::operator()(thrust::system::cuda::detail::bulk_::parallel_group<thrust::system::cuda::detail::bulk_::concurrent_group<thrust::system::cuda::detail::bulk_::agent<1UL>, 0UL>, 0UL> &, Iterator, Function, Size) [with Iterator=thrust::zip_iterator<thrust::tuple<thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, Function=thrust::detail::wrapped_function<thrust::detail::unary_transform_functor<modify_tuple>, void>, Size=unsigned int]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/system/cuda/detail/bulk/detail/apply_from_tuple.hpp(71): here
            instantiation of "void thrust::system::cuda::detail::bulk_::detail::apply_from_tuple(Function, const thrust::tuple<Arg1, Arg2, Arg3, Arg4, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type> &) [with Function=thrust::system::cuda::detail::for_each_n_detail::for_each_kernel, Arg1=thrust::system::cuda::detail::bulk_::parallel_group<thrust::system::cuda::detail::bulk_::concurrent_group<thrust::system::cuda::detail::bulk_::agent<1UL>, 0UL>, 0UL> &, Arg2=thrust::zip_iterator<thrust::tuple<thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, Arg3=thrust::detail::wrapped_function<thrust::detail::unary_transform_functor<modify_tuple>, void>, Arg4=unsigned int]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/system/cuda/detail/bulk/detail/closure.hpp(50): here
            instantiation of "void thrust::system::cuda::detail::bulk_::detail::closure<Function, Tuple>::operator()() [with Function=thrust::system::cuda::detail::for_each_n_detail::for_each_kernel, Tuple=thrust::tuple<thrust::system::cuda::detail::bulk_::parallel_group<thrust::system::cuda::detail::bulk_::concurrent_group<thrust::system::cuda::detail::bulk_::agent<1UL>, 0UL>, 0UL> &, thrust::zip_iterator<thrust::tuple<thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::detail::wrapped_function<thrust::detail::unary_transform_functor<modify_tuple>, void>, unsigned int, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/system/cuda/detail/bulk/detail/cuda_task.hpp(58): here
            [ 8 instantiation contexts not shown ]
            instantiation of "RandomAccessIterator thrust::system::cuda::detail::for_each_n(thrust::system::cuda::detail::execution_policy<DerivedPolicy> &, RandomAccessIterator, Size, UnaryFunction) [with DerivedPolicy=thrust::system::cuda::detail::par_t, RandomAccessIterator=thrust::zip_iterator<thrust::tuple<thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, Size=signed long, UnaryFunction=thrust::detail::unary_transform_functor<modify_tuple>]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/system/cuda/detail/for_each.inl(173): here
            instantiation of "RandomAccessIterator thrust::system::cuda::detail::for_each(thrust::system::cuda::detail::execution_policy<DerivedPolicy> &, RandomAccessIterator, RandomAccessIterator, UnaryFunction) [with DerivedPolicy=thrust::system::cuda::detail::par_t, RandomAccessIterator=thrust::zip_iterator<thrust::tuple<thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, UnaryFunction=thrust::detail::unary_transform_functor<modify_tuple>]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/detail/for_each.inl(44): here
            instantiation of "InputIterator thrust::for_each(const thrust::detail::execution_policy_base<DerivedPolicy> &, InputIterator, InputIterator, UnaryFunction) [with DerivedPolicy=thrust::system::cuda::detail::par_t, InputIterator=thrust::zip_iterator<thrust::tuple<thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, UnaryFunction=thrust::detail::unary_transform_functor<modify_tuple>]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/system/detail/generic/transform.inl(57): here
            instantiation of "OutputIterator thrust::system::detail::generic::transform(thrust::execution_policy<DerivedPolicy> &, InputIterator, InputIterator, OutputIterator, UnaryFunction) [with DerivedPolicy=thrust::system::cuda::detail::par_t, InputIterator=thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, OutputIterator=thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, UnaryFunction=modify_tuple]" 
/usr/local/cuda/bin/../targets/x86_64-linux/include/thrust/detail/transform.inl(44): here
            instantiation of "OutputIterator thrust::transform(const thrust::detail::execution_policy_base<DerivedPolicy> &, InputIterator, InputIterator, OutputIterator, UnaryFunction) [with DerivedPolicy=thrust::system::cuda::detail::par_t, InputIterator=thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, OutputIterator=thrust::zip_iterator<thrust::tuple<thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::detail::normal_iterator<thrust::device_ptr<float>>, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>>, UnaryFunction=modify_tuple]" 
modify_zip_iterator.cu(38): here

/usr/local/cuda/bin/./targets/x86_64-linux/include/推力/detail/internal_functional.h（322）：错误：无法使用给定的参数列表调用函数“modify_tuple:：operator（）
参数类型有：（推力：：细节：：元组_迭代器_引用）
对象类型为：modify_tuple
在以下期间检测到：
实例化“如果迭代器的非常量引用或元组引用：：类型推力：：细节：：一元变换函子：：运算符（）（元组）[使用一元函数=修改元组，元组=迭代器的推力：：细节：：元组引用]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/detail/function.h（60）：这里
实例化“结果推力：：细节：：包装的_函数：：运算符（）（常量参数&）常量[with function=推力：：细节：：一元_transform_functor，Result=void，Argument=推力：：细节：：tuple_of_iterator_references]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/system/cuda/detail/for_each.inl（57）：这里
实例化“void-推力：：系统：：cuda：：细节：：for_each_n_detail：：for_each_kernel：：operator（）（推力：：系统：：cuda：：细节：：bulk：：并行组&，迭代器，函数，大小）[带迭代器=推力：：zip_迭代器，函数=推力：：细节：：wrapped_函数，大小=无符号整数]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/system/cuda/detail/bulk/detail/apply_from_tuple.hpp（71）：这里
“无效推力：：系统：：cuda：：细节：：批量推力：：细节：：应用\u从\u元组（函数，常量推力：：元组&）[使用函数=推力：：系统：：cuda：：细节：：对于每个\u n\u细节：：对于每个\u内核，Arg1=推力：：系统：：cuda：：细节：：批量推力：：并行\u组&，Arg2=推力：：zip\u迭代器，Arg3=推力：：细节：：包装的\u函数，Arg4=无符号整数]”的实例化
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/system/cuda/detail/bulk/detail/closure.hpp（50）：这里
实例化“void-推力：：系统：：cuda：：细节：：批量\细节：：闭包：：运算符（）[with-Function=推力：：系统：：cuda：：细节：：for\ u each\ n \ u细节：：for\ u each\内核，Tuple=推力：：Tuple]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/system/cuda/detail/bulk/detail/cuda_task.hpp（58）：这里
[8未显示实例化上下文]
实例化“RandomAccess迭代器推力：：系统：：cuda：：细节：：for_each_n（推力：：系统：：cuda：：细节：：执行策略&，RandomAccess迭代器，大小，UnaryFunction）[使用DerivedPolicy=推力：：系统：：cuda：：细节：：par_t，RandomAccess迭代器=推力：：zip_迭代器，大小=有符号长，UnaryFunction=推力：：细节：：一元变换\u函子]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/system/cuda/detail/for_each.inl（173）：这里
实例化“RandomAccess迭代器推力：：系统：：cuda：：细节：：for_each（推力：：系统：：cuda：：细节：：执行策略&，RandomAccess迭代器，RandomAccess迭代器，UnaryFunction）[使用DerivedPolicy=推力：：系统：：cuda：：细节：：par_t，RandomAccess迭代器=推力：：zip_迭代器，UnaryFunction=推力：：细节：：一元变换_函子]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/detail/for_each.inl（44）：这里
实例化“inputierator-thrust:：for_each（const-thrust:：detail:：execution\u-policy\u-base&，inputierator，inputierator，UnaryFunction）[with-DerivedPolicy=thrust:：system:：cuda:：detail:：par\u t，inputierator=thrust:：zip\u迭代器，UnaryFunction=thrust:：detail:：unary\u-transform\u-functor]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/system/detail/generic/transform.inl（57）：这里
实例化“输出迭代器推力：：系统：：细节：：通用：：转换（推力：：执行\策略&，输入迭代器，输入迭代器，输出迭代器，UnaryFunction）[使用DerivedPolicy=推力：：系统：：cuda：：细节：：par\U t，输入迭代器=推力：：zip\迭代器，输出迭代器=推力：：zip\迭代器，UnaryFunction=modify\元组]”
/usr/local/cuda/bin/。/targets/x86_64-linux/include/推力/detail/transform.inl（44）：这里
实例化“输出迭代器推力：：转换（常量推力：：细节：：执行
$ cat t334.cu
#include <thrust/transform.h>
#include <thrust/iterator/zip_iterator.h>
#include <thrust/execution_policy.h>
#include <iostream>
#include <thrust/copy.h>

struct modify_tuple
{
    int _factor;
    modify_tuple(int factor) : _factor(factor) { }
template <typename T>
    __host__ __device__ thrust::tuple<float,float,float> operator()(const T a) const
    {
        thrust::tuple<float,float,float>  res = a;
        thrust::get<0>(res) *= _factor;
        thrust::get<1>(res) *= _factor;
        thrust::get<2>(res) *= _factor;
        return res;
    }
};

int main(void)
{
    thrust::device_vector<float> X(3);
    thrust::device_vector<float> Y(3);
    thrust::device_vector<float> Z(3);
    thrust::device_vector<float> RX(3);
    thrust::device_vector<float> RY(3);
    thrust::device_vector<float> RZ(3);

    X[0]=0,    X[1]=1,    X[2]=2;
    Y[0]=4,    Y[1]=5,    Y[2]=6;
    Z[0]=7,    Z[1]=8,    Z[2]=9;

    thrust::copy_n(X.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::copy_n(Y.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::copy_n(Z.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::transform(thrust::device, thrust::make_zip_iterator(thrust::make_tuple(X.begin(), Y.begin(), Z.begin())),thrust::make_zip_iterator(thrust::make_tuple(X.end(), Y.end(), Z.end())), thrust::make_zip_iterator(thrust::make_tuple(RX.begin(), RY.begin(), RZ.begin())), modify_tuple(2));
    thrust::copy_n(X.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::copy_n(Y.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::copy_n(Z.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::copy_n(RX.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::copy_n(RY.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;
    thrust::copy_n(RZ.begin(), 3, std::ostream_iterator<float>(std::cout, ","));
    std::cout << std::endl;

    return 0;
}
$ nvcc -o t334 t334.cu
$ ./t334
0,1,2,
4,5,6,
7,8,9,
0,1,2,
4,5,6,
7,8,9,
0,2,4,
8,10,12,
14,16,18,
$