Files
project_6/qwen3_6_scripts/cccl_preload/include/thrust/generate.h
project6-dev 4c365b8c03 feat(CCCL): device-level CUB algorithms for MoE dispatch
Add complete CCCL CUB header tree (1394 files) to cccl_preload/include/:
- cub/device/ — DeviceRadixSort, DeviceScan, DeviceHistogram, DeviceReduce, DeviceSelect
- cub/agent/ — all agent implementations (sort, scan, reduce, histogram, etc)
- cub/block/ — BlockScan, BlockReduce, BlockExchange, BlockLoad, BlockStore, etc
- cub/warp/ — WarpScan, WarpReduce, WarpExchange, WarpMergeSort
- cub/thread/ — thread-level operators
- thrust/ — sort_by_key, iterator utilities
- cuda/ — execution, stream, memory_resource, functional

New kernel: cccl_moe_sort_scatter.cu
- Uses CUB DeviceRadixSort::SortPairs to sort (expert_id, token_idx) pairs
- O(n) radix sort replaces O(n log n) torch.argsort in MoE prefill path
- Boundary detection + fill for expert offsets/sizes
- Compiled against CCCL upstream headers (not corex CUB) to avoid BI-V100 bugs

Previously only 288 CCCL headers (CachingDeviceAllocator only).
Now 1394 headers — full CUB device-level algorithm stack available for
all future kernels.
2026-08-13 11:18:52 +00:00

197 lines
7.5 KiB
C++

// SPDX-FileCopyrightText: Copyright (c) 2008-2013, NVIDIA Corporation. All rights reserved.
// SPDX-License-Identifier: Apache-2.0
/*! \file generate.h
* \brief Fills a range with values "generated" from a function of no arguments
*/
#pragma once
#include <thrust/detail/config.h>
#if defined(_CCCL_IMPLICIT_SYSTEM_HEADER_GCC)
# pragma GCC system_header
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_CLANG)
# pragma clang system_header
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_MSVC)
# pragma system_header
#endif // no system header
#include <thrust/detail/execution_policy.h>
THRUST_NAMESPACE_BEGIN
/*! \addtogroup transformations
* \{
*/
/*! \p generate assigns the result of invoking \p gen, a function object that takes no arguments,
* to each element in the range <tt>[first,last)</tt>.
*
* The algorithm's execution is parallelized as determined by \p exec.
*
* \param exec The execution policy to use for parallelization.
* \param first The first element in the range of interest.
* \param last The last element in the range of interest.
* \param gen A function argument, taking no parameters, used to generate values to assign to
* elements in the range <tt>[first,last)</tt>.
*
* \tparam DerivedPolicy The name of the derived execution policy.
* \tparam ForwardIterator is a model of <a href="https://en.cppreference.com/w/cpp/iterator/forward_iterator">Forward
* Iterator</a>, and \p ForwardIterator is mutable.
* \tparam Generator A nullary function with a return type convertible to \p ForwardIterator's \c value_type.
*
* The following code snippet demonstrates how to fill a \c host_vector with random numbers,
* using the standard C library function \c rand using the \p thrust::host execution policy for parallelization:
*
* \code
* #include <thrust/generate.h>
* #include <thrust/host_vector.h>
* #include <thrust/execution_policy.h>
* #include <cstdlib>
* ...
* thrust::host_vector<int> v(10);
* srand(13);
* thrust::generate(thrust::host, v.begin(), v.end(), rand);
*
* // the elements of v are now pseudo-random numbers
* \endcode
*
* \see generate_n
* \see https://en.cppreference.com/w/cpp/algorithm/generate
*
* \verbatim embed:rst:leading-asterisk
* .. versionadded:: 2.2.0
* \endverbatim
*/
template <typename DerivedPolicy, typename ForwardIterator, typename Generator>
_CCCL_HOST_DEVICE void
generate(const thrust::detail::execution_policy_base<DerivedPolicy>& exec,
ForwardIterator first,
ForwardIterator last,
Generator gen);
/*! \p generate assigns the result of invoking \p gen, a function object that takes no arguments,
* to each element in the range <tt>[first,last)</tt>.
*
* \param first The first element in the range of interest.
* \param last The last element in the range of interest.
* \param gen A function argument, taking no parameters, used to generate values to assign to
* elements in the range <tt>[first,last)</tt>.
*
* \tparam ForwardIterator is a model of <a href="https://en.cppreference.com/w/cpp/iterator/forward_iterator">Forward
* Iterator</a>, and \p ForwardIterator is mutable.
* \tparam Generator A nullary function with a return type convertible to \p ForwardIterator's \c value_type.
*
* The following code snippet demonstrates how to fill a \c host_vector with random numbers,
* using the standard C library function \c rand.
*
* \code
* #include <thrust/generate.h>
* #include <thrust/host_vector.h>
* #include <thrust/execution_policy.h>
* #include <cstdlib>
* ...
* thrust::host_vector<int> v(10);
* srand(13);
* thrust::generate(v.begin(), v.end(), rand);
*
* // the elements of v are now pseudo-random numbers
* \endcode
*
* \see generate_n
* \see https://en.cppreference.com/w/cpp/algorithm/generate
*
* \verbatim embed:rst:leading-asterisk
* .. versionadded:: 2.2.0
* \endverbatim
*/
template <typename ForwardIterator, typename Generator>
void generate(ForwardIterator first, ForwardIterator last, Generator gen);
/*! \p generate_n assigns the result of invoking \p gen, a function object that takes no arguments,
* to each element in the range <tt>[first,first + n)</tt>. The return value is <tt>first + n</tt>.
*
* The algorithm's execution is parallelized as determined by \p exec.
*
* \param exec The execution policy to use for parallelization.
* \param first The first element in the range of interest.
* \param n The size of the range of interest.
* \param gen A function argument, taking no parameters, used to generate values to assign to
* elements in the range <tt>[first,first + n)</tt>.
*
* \tparam DerivedPolicy The name of the derived execution policy.
* \tparam OutputIterator is a model of <a href="https://en.cppreference.com/w/cpp/iterator/output_iterator">Output
* Iterator</a>. \tparam Size is an integral type (either signed or unsigned).
* \tparam Generator A nullary function with a return type convertible to \p ForwardIterator's \c value_type.
*
* The following code snippet demonstrates how to fill a \c host_vector with random numbers,
* using the standard C library function \c rand using the \p thrust::host execution policy for parallelization:
*
* \code
* #include <thrust/generate.h>
* #include <thrust/host_vector.h>
* #include <thrust/execution_policy.h>
* #include <cstdlib>
* ...
* thrust::host_vector<int> v(10);
* srand(13);
* thrust::generate_n(thrust::host, v.begin(), 10, rand);
*
* // the elements of v are now pseudo-random numbers
* \endcode
*
* \see generate
* \see https://en.cppreference.com/w/cpp/algorithm/generate
*
* \verbatim embed:rst:leading-asterisk
* .. versionadded:: 2.2.0
* \endverbatim
*/
template <typename DerivedPolicy, typename OutputIterator, typename Size, typename Generator>
_CCCL_HOST_DEVICE OutputIterator generate_n(
const thrust::detail::execution_policy_base<DerivedPolicy>& exec, OutputIterator first, Size n, Generator gen);
/*! \p generate_n assigns the result of invoking \p gen, a function object that takes no arguments,
* to each element in the range <tt>[first,first + n)</tt>. The return value is <tt>first + n</tt>.
*
* \param first The first element in the range of interest.
* \param n The size of the range of interest.
* \param gen A function argument, taking no parameters, used to generate values to assign to
* elements in the range <tt>[first,first + n)</tt>.
*
* \tparam OutputIterator is a model of <a href="https://en.cppreference.com/w/cpp/iterator/output_iterator">Output
* Iterator</a>. \tparam Size is an integral type (either signed or unsigned).
* \tparam Generator A nullary function with a return type convertible to \p ForwardIterator's \c value_type.
*
* The following code snippet demonstrates how to fill a \c host_vector with random numbers,
* using the standard C library function \c rand.
*
* \code
* #include <thrust/generate.h>
* #include <thrust/host_vector.h>
* #include <stdlib.h>
* ...
* thrust::host_vector<int> v(10);
* srand(13);
* thrust::generate_n(v.begin(), 10, rand);
*
* // the elements of v are now pseudo-random numbers
* \endcode
*
* \see generate
* \see https://en.cppreference.com/w/cpp/algorithm/generate
*
* \verbatim embed:rst:leading-asterisk
* .. versionadded:: 2.2.0
* \endverbatim
*/
template <typename OutputIterator, typename Size, typename Generator>
OutputIterator generate_n(OutputIterator first, Size n, Generator gen);
/*! \} // end transformations
*/
THRUST_NAMESPACE_END
#include <thrust/detail/generate.inl>