| /****************************************************************************** | |
| * Copyright (c) 2011, Duane Merrill. All rights reserved. | |
| * Copyright (c) 2011-2018, NVIDIA CORPORATION. All rights reserved. | |
| * | |
| * Redistribution and use in source and binary forms, with or without | |
| * modification, are permitted provided that the following conditions are met: | |
| * * Redistributions of source code must retain the above copyright | |
| * notice, this list of conditions and the following disclaimer. | |
| * * Redistributions in binary form must reproduce the above copyright | |
| * notice, this list of conditions and the following disclaimer in the | |
| * documentation and/or other materials provided with the distribution. | |
| * * Neither the name of the NVIDIA CORPORATION nor the | |
| * names of its contributors may be used to endorse or promote products | |
| * derived from this software without specific prior written permission. | |
| * | |
| * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND | |
| * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED | |
| * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | |
| * DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE FOR ANY | |
| * DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES | |
| * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; | |
| * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND | |
| * ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT | |
| * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS | |
| * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |
| * | |
| ******************************************************************************/ | |
| /** | |
| * @file | |
| * cub::DeviceSelect provides device-wide, parallel operations for selecting items from sequences | |
| * of data items residing within device-accessible memory. | |
| */ | |
| #pragma once | |
| #include <cub/agent/agent_select_if.cuh> | |
| #include <cub/config.cuh> | |
| #include <cub/device/dispatch/dispatch_scan.cuh> | |
| #include <cub/grid/grid_queue.cuh> | |
| #include <cub/thread/thread_operators.cuh> | |
| #include <cub/util_deprecated.cuh> | |
| #include <cub/util_device.cuh> | |
| #include <cub/util_math.cuh> | |
| #include <thrust/system/cuda/detail/core/triple_chevron_launch.h> | |
| #include <nv/target> | |
| #include <cstdio> | |
| #include <iterator> | |
| CUB_NAMESPACE_BEGIN | |
| /****************************************************************************** | |
| * Kernel entry points | |
| *****************************************************************************/ | |
| /** | |
| * Select kernel entry point (multi-block) | |
| * | |
| * Performs functor-based selection if SelectOpT functor type != NullType | |
| * Otherwise performs flag-based selection if FlagsInputIterator's value type != NullType | |
| * Otherwise performs discontinuity selection (keep unique) | |
| * | |
| * @tparam InputIteratorT | |
| * Random-access input iterator type for reading input items | |
| * | |
| * @tparam FlagsInputIteratorT | |
| * Random-access input iterator type for reading selection flags (NullType* if a selection functor | |
| * or discontinuity flagging is to be used for selection) | |
| * | |
| * @tparam SelectedOutputIteratorT | |
| * Random-access output iterator type for writing selected items | |
| * | |
| * @tparam NumSelectedIteratorT | |
| * Output iterator type for recording the number of items selected | |
| * | |
| * @tparam ScanTileStateT | |
| * Tile status interface type | |
| * | |
| * @tparam SelectOpT | |
| * Selection operator type (NullType if selection flags or discontinuity flagging is | |
| * to be used for selection) | |
| * | |
| * @tparam EqualityOpT | |
| * Equality operator type (NullType if selection functor or selection flags is | |
| * to be used for selection) | |
| * | |
| * @tparam OffsetT | |
| * Signed integer type for global offsets | |
| * | |
| * @tparam KEEP_REJECTS | |
| * Whether or not we push rejected items to the back of the output | |
| * | |
| * @param[in] d_in | |
| * Pointer to the input sequence of data items | |
| * | |
| * @param[in] d_flags | |
| * Pointer to the input sequence of selection flags (if applicable) | |
| * | |
| * @param[out] d_selected_out | |
| * Pointer to the output sequence of selected data items | |
| * | |
| * @param[out] d_num_selected_out | |
| * Pointer to the total number of items selected (i.e., length of \p d_selected_out) | |
| * | |
| * @param[in] tile_status | |
| * Tile status interface | |
| * | |
| * @param[in] select_op | |
| * Selection operator | |
| * | |
| * @param[in] equality_op | |
| * Equality operator | |
| * | |
| * @param[in] num_items | |
| * Total number of input items (i.e., length of \p d_in) | |
| * | |
| * @param[in] num_tiles | |
| * Total number of tiles for the entire problem | |
| */ | |
| template <typename ChainedPolicyT, | |
| typename InputIteratorT, | |
| typename FlagsInputIteratorT, | |
| typename SelectedOutputIteratorT, | |
| typename NumSelectedIteratorT, | |
| typename ScanTileStateT, | |
| typename SelectOpT, | |
| typename EqualityOpT, | |
| typename OffsetT, | |
| bool KEEP_REJECTS> | |
| __launch_bounds__(int(ChainedPolicyT::ActivePolicy::SelectIfPolicyT::BLOCK_THREADS)) __global__ | |
| void DeviceSelectSweepKernel(InputIteratorT d_in, | |
| FlagsInputIteratorT d_flags, | |
| SelectedOutputIteratorT d_selected_out, | |
| NumSelectedIteratorT d_num_selected_out, | |
| ScanTileStateT tile_status, | |
| SelectOpT select_op, | |
| EqualityOpT equality_op, | |
| OffsetT num_items, | |
| int num_tiles) | |
| { | |
| using AgentSelectIfPolicyT = typename ChainedPolicyT::ActivePolicy::SelectIfPolicyT; | |
| // Thread block type for selecting data from input tiles | |
| using AgentSelectIfT = AgentSelectIf<AgentSelectIfPolicyT, | |
| InputIteratorT, | |
| FlagsInputIteratorT, | |
| SelectedOutputIteratorT, | |
| SelectOpT, | |
| EqualityOpT, | |
| OffsetT, | |
| KEEP_REJECTS>; | |
| // Shared memory for AgentSelectIf | |
| __shared__ typename AgentSelectIfT::TempStorage temp_storage; | |
| // Process tiles | |
| AgentSelectIfT(temp_storage, d_in, d_flags, d_selected_out, select_op, equality_op, num_items).ConsumeRange( | |
| num_tiles, | |
| tile_status, | |
| d_num_selected_out); | |
| } | |
| namespace detail | |
| { | |
| template <class InputT, bool MayAlias> | |
| struct device_select_policy_hub | |
| { | |
| struct Policy350 : ChainedPolicy<350, Policy350, Policy350> | |
| { | |
| static constexpr int NOMINAL_4B_ITEMS_PER_THREAD = 10; | |
| static constexpr int ITEMS_PER_THREAD = | |
| CUB_MIN(NOMINAL_4B_ITEMS_PER_THREAD, | |
| CUB_MAX(1, (NOMINAL_4B_ITEMS_PER_THREAD * 4 / sizeof(InputT)))); | |
| using SelectIfPolicyT = AgentSelectIfPolicy<128, | |
| ITEMS_PER_THREAD, | |
| BLOCK_LOAD_DIRECT, | |
| MayAlias ? LOAD_CA : LOAD_LDG, | |
| BLOCK_SCAN_WARP_SCANS, | |
| detail::fixed_delay_constructor_t<350, 450>>; | |
| }; | |
| using MaxPolicy = Policy350; | |
| }; | |
| } // detail | |
| /****************************************************************************** | |
| * Dispatch | |
| ******************************************************************************/ | |
| /** | |
| * Utility class for dispatching the appropriately-tuned kernels for DeviceSelect | |
| * | |
| * @tparam InputIteratorT | |
| * Random-access input iterator type for reading input items | |
| * | |
| * @tparam FlagsInputIteratorT | |
| * Random-access input iterator type for reading selection flags | |
| * (NullType* if a selection functor or discontinuity flagging is to be used for selection) | |
| * | |
| * @tparam SelectedOutputIteratorT | |
| * Random-access output iterator type for writing selected items | |
| * | |
| * @tparam NumSelectedIteratorT | |
| * Output iterator type for recording the number of items selected | |
| * | |
| * @tparam SelectOpT | |
| * Selection operator type (NullType if selection flags or discontinuity flagging is | |
| * to be used for selection) | |
| * | |
| * @tparam EqualityOpT | |
| * Equality operator type (NullType if selection functor or selection flags is to | |
| * be used for selection) | |
| * | |
| * @tparam OffsetT | |
| * Signed integer type for global offsets | |
| * | |
| * @tparam KEEP_REJECTS | |
| * Whether or not we push rejected items to the back of the output | |
| */ | |
| template <typename InputIteratorT, | |
| typename FlagsInputIteratorT, | |
| typename SelectedOutputIteratorT, | |
| typename NumSelectedIteratorT, | |
| typename SelectOpT, | |
| typename EqualityOpT, | |
| typename OffsetT, | |
| bool KEEP_REJECTS, | |
| bool MayAlias = false, | |
| typename SelectedPolicy = | |
| detail::device_select_policy_hub<cub::detail::value_t<InputIteratorT>, MayAlias>> | |
| struct DispatchSelectIf : SelectedPolicy | |
| { | |
| /****************************************************************************** | |
| * Types and constants | |
| ******************************************************************************/ | |
| // The input value type | |
| using InputT = cub::detail::value_t<InputIteratorT>; | |
| // The flag value type | |
| using FlagT = cub::detail::value_t<FlagsInputIteratorT>; | |
| // Tile status descriptor interface type | |
| using ScanTileStateT = ScanTileState<OffsetT>; | |
| static constexpr int INIT_KERNEL_THREADS = 128; | |
| /// Device-accessible allocation of temporary storage. | |
| /// When `nullptr`, the required allocation size is written to `temp_storage_bytes` | |
| /// and no work is done. | |
| void* d_temp_storage; | |
| /// Reference to size in bytes of `d_temp_storage` allocation | |
| size_t& temp_storage_bytes; | |
| /// Pointer to the input sequence of data items | |
| InputIteratorT d_in; | |
| /// Pointer to the input sequence of selection flags (if applicable) | |
| FlagsInputIteratorT d_flags; | |
| /// Pointer to the output sequence of selected data items | |
| SelectedOutputIteratorT d_selected_out; | |
| /// Pointer to the total number of items selected (i.e., length of `d_selected_out`) | |
| NumSelectedIteratorT d_num_selected_out; | |
| /// Selection operator | |
| SelectOpT select_op; | |
| /// Equality operator | |
| EqualityOpT equality_op; | |
| /// Total number of input items (i.e., length of `d_in`) | |
| OffsetT num_items; | |
| /// CUDA stream to launch kernels within. Default is stream<sub>0</sub>. | |
| cudaStream_t stream; | |
| int ptx_version; | |
| /** | |
| * @param d_temp_storage | |
| * Device-accessible allocation of temporary storage. | |
| * When `nullptr`, the required allocation size is written to `temp_storage_bytes` | |
| * and no work is done. | |
| * | |
| * @param temp_storage_bytes | |
| * Reference to size in bytes of `d_temp_storage` allocation | |
| * | |
| * @param d_in | |
| * Pointer to the input sequence of data items | |
| * | |
| * @param d_flags | |
| * Pointer to the input sequence of selection flags (if applicable) | |
| * | |
| * @param d_selected_out | |
| * Pointer to the output sequence of selected data items | |
| * | |
| * @param d_num_selected_out | |
| * Pointer to the total number of items selected (i.e., length of `d_selected_out`) | |
| * | |
| * @param select_op | |
| * Selection operator | |
| * | |
| * @param equality_op | |
| * Equality operator | |
| * | |
| * @param num_items | |
| * Total number of input items (i.e., length of `d_in`) | |
| * | |
| * @param stream | |
| * CUDA stream to launch kernels within. Default is stream<sub>0</sub>. | |
| */ | |
| CUB_RUNTIME_FUNCTION __forceinline__ DispatchSelectIf(void *d_temp_storage, | |
| size_t &temp_storage_bytes, | |
| InputIteratorT d_in, | |
| FlagsInputIteratorT d_flags, | |
| SelectedOutputIteratorT d_selected_out, | |
| NumSelectedIteratorT d_num_selected_out, | |
| SelectOpT select_op, | |
| EqualityOpT equality_op, | |
| OffsetT num_items, | |
| cudaStream_t stream, | |
| int ptx_version) | |
| : d_temp_storage(d_temp_storage) | |
| , temp_storage_bytes(temp_storage_bytes) | |
| , d_in(d_in) | |
| , d_flags(d_flags) | |
| , d_selected_out(d_selected_out) | |
| , d_num_selected_out(d_num_selected_out) | |
| , select_op(select_op) | |
| , equality_op(equality_op) | |
| , num_items(num_items) | |
| , stream(stream) | |
| , ptx_version(ptx_version) | |
| {} | |
| /****************************************************************************** | |
| * Dispatch entrypoints | |
| ******************************************************************************/ | |
| /** | |
| * Internal dispatch routine for computing a device-wide selection using the | |
| * specified kernel functions. | |
| */ | |
| template <typename ActivePolicyT, typename ScanInitKernelPtrT, typename SelectIfKernelPtrT> | |
| CUB_RUNTIME_FUNCTION __forceinline__ cudaError_t Invoke(ScanInitKernelPtrT scan_init_kernel, | |
| SelectIfKernelPtrT select_if_kernel) | |
| { | |
| cudaError error = cudaSuccess; | |
| const int block_threads = ActivePolicyT::SelectIfPolicyT::BLOCK_THREADS; | |
| const int items_per_thread = ActivePolicyT::SelectIfPolicyT::ITEMS_PER_THREAD; | |
| const int tile_size = block_threads * items_per_thread; | |
| do | |
| { | |
| // Get device ordinal | |
| int device_ordinal; | |
| if (CubDebug(error = cudaGetDevice(&device_ordinal))) | |
| { | |
| break; | |
| } | |
| // Number of input tiles | |
| int num_tiles = static_cast<int>(cub::DivideAndRoundUp(num_items, tile_size)); | |
| // Specify temporary storage allocation requirements | |
| size_t allocation_sizes[1]; | |
| // bytes needed for tile status descriptors | |
| if (CubDebug(error = ScanTileStateT::AllocationSize(num_tiles, allocation_sizes[0]))) | |
| { | |
| break; | |
| } | |
| // Compute allocation pointers into the single storage blob (or compute the necessary size of the blob) | |
| void* allocations[1] = {}; | |
| if (CubDebug(error = AliasTemporaries(d_temp_storage, temp_storage_bytes, allocations, allocation_sizes))) | |
| { | |
| break; | |
| } | |
| if (d_temp_storage == nullptr) | |
| { | |
| // Return if the caller is simply requesting the size of the storage allocation | |
| break; | |
| } | |
| // Construct the tile status interface | |
| ScanTileStateT tile_status; | |
| if (CubDebug(error = tile_status.Init(num_tiles, allocations[0], allocation_sizes[0]))) | |
| { | |
| break; | |
| } | |
| // Log scan_init_kernel configuration | |
| int init_grid_size = CUB_MAX(1, cub::DivideAndRoundUp(num_tiles, INIT_KERNEL_THREADS)); | |
| #ifdef CUB_DETAIL_DEBUG_ENABLE_LOG | |
| _CubLog("Invoking scan_init_kernel<<<%d, %d, 0, %lld>>>()\n", init_grid_size, INIT_KERNEL_THREADS, (long long) stream); | |
| #endif | |
| // Invoke scan_init_kernel to initialize tile descriptors | |
| THRUST_NS_QUALIFIER::cuda_cub::launcher::triple_chevron( | |
| init_grid_size, INIT_KERNEL_THREADS, 0, stream | |
| ).doit(scan_init_kernel, | |
| tile_status, | |
| num_tiles, | |
| d_num_selected_out); | |
| // Check for failure to launch | |
| if (CubDebug(error = cudaPeekAtLastError())) | |
| { | |
| break; | |
| } | |
| // Sync the stream if specified to flush runtime errors | |
| error = detail::DebugSyncStream(stream); | |
| if (CubDebug(error)) | |
| { | |
| break; | |
| } | |
| // Return if empty problem | |
| if (num_items == 0) | |
| { | |
| break; | |
| } | |
| // Get max x-dimension of grid | |
| int max_dim_x; | |
| if (CubDebug(error = cudaDeviceGetAttribute(&max_dim_x, cudaDevAttrMaxGridDimX, device_ordinal))) | |
| { | |
| break; | |
| } | |
| // Get grid size for scanning tiles | |
| dim3 scan_grid_size; | |
| scan_grid_size.z = 1; | |
| scan_grid_size.y = cub::DivideAndRoundUp(num_tiles, max_dim_x); | |
| scan_grid_size.x = CUB_MIN(num_tiles, max_dim_x); | |
| // Log select_if_kernel configuration | |
| #ifdef CUB_DETAIL_DEBUG_ENABLE_LOG | |
| { | |
| // Get SM occupancy for select_if_kernel | |
| int range_select_sm_occupancy; | |
| if (CubDebug(error = MaxSmOccupancy(range_select_sm_occupancy, // out | |
| select_if_kernel, | |
| block_threads))) | |
| { | |
| break; | |
| } | |
| _CubLog("Invoking select_if_kernel<<<{%d,%d,%d}, %d, 0, " | |
| "%lld>>>(), %d items per thread, %d SM occupancy\n", | |
| scan_grid_size.x, | |
| scan_grid_size.y, | |
| scan_grid_size.z, | |
| block_threads, | |
| (long long)stream, | |
| items_per_thread, | |
| range_select_sm_occupancy); | |
| } | |
| #endif | |
| // Invoke select_if_kernel | |
| THRUST_NS_QUALIFIER::cuda_cub::launcher::triple_chevron( | |
| scan_grid_size, block_threads, 0, stream | |
| ).doit(select_if_kernel, | |
| d_in, | |
| d_flags, | |
| d_selected_out, | |
| d_num_selected_out, | |
| tile_status, | |
| select_op, | |
| equality_op, | |
| num_items, | |
| num_tiles); | |
| // Check for failure to launch | |
| if (CubDebug(error = cudaPeekAtLastError())) | |
| { | |
| break; | |
| } | |
| // Sync the stream if specified to flush runtime errors | |
| error = detail::DebugSyncStream(stream); | |
| if (CubDebug(error)) | |
| { | |
| break; | |
| } | |
| } | |
| while (0); | |
| return error; | |
| } | |
| template <typename ActivePolicyT> | |
| CUB_RUNTIME_FUNCTION __forceinline__ cudaError_t Invoke() | |
| { | |
| using MaxPolicyT = typename SelectedPolicy::MaxPolicy; | |
| return Invoke<ActivePolicyT>(DeviceCompactInitKernel<ScanTileStateT, NumSelectedIteratorT>, | |
| DeviceSelectSweepKernel<MaxPolicyT, | |
| InputIteratorT, | |
| FlagsInputIteratorT, | |
| SelectedOutputIteratorT, | |
| NumSelectedIteratorT, | |
| ScanTileStateT, | |
| SelectOpT, | |
| EqualityOpT, | |
| OffsetT, | |
| KEEP_REJECTS>); | |
| } | |
| /** | |
| * Internal dispatch routine | |
| * | |
| * @param d_temp_storage | |
| * Device-accessible allocation of temporary storage. | |
| * When `nullptr`, the required allocation size is written to `temp_storage_bytes` | |
| * and no work is done. | |
| * | |
| * @param temp_storage_bytes | |
| * Reference to size in bytes of `d_temp_storage` allocation | |
| * | |
| * @param d_in | |
| * Pointer to the input sequence of data items | |
| * | |
| * @param d_flags | |
| * Pointer to the input sequence of selection flags (if applicable) | |
| * | |
| * @param d_selected_out | |
| * Pointer to the output sequence of selected data items | |
| * | |
| * @param d_num_selected_out | |
| * Pointer to the total number of items selected (i.e., length of `d_selected_out`) | |
| * | |
| * @param select_op | |
| * Selection operator | |
| * | |
| * @param equality_op | |
| * Equality operator | |
| * | |
| * @param num_items | |
| * Total number of input items (i.e., length of `d_in`) | |
| * | |
| * @param stream | |
| * CUDA stream to launch kernels within. Default is stream<sub>0</sub>. | |
| */ | |
| CUB_RUNTIME_FUNCTION __forceinline__ static cudaError_t | |
| Dispatch(void *d_temp_storage, | |
| size_t &temp_storage_bytes, | |
| InputIteratorT d_in, | |
| FlagsInputIteratorT d_flags, | |
| SelectedOutputIteratorT d_selected_out, | |
| NumSelectedIteratorT d_num_selected_out, | |
| SelectOpT select_op, | |
| EqualityOpT equality_op, | |
| OffsetT num_items, | |
| cudaStream_t stream) | |
| { | |
| using MaxPolicyT = typename SelectedPolicy::MaxPolicy; | |
| int ptx_version = 0; | |
| if (cudaError_t error = CubDebug(PtxVersion(ptx_version))) | |
| { | |
| return error; | |
| } | |
| DispatchSelectIf dispatch(d_temp_storage, | |
| temp_storage_bytes, | |
| d_in, | |
| d_flags, | |
| d_selected_out, | |
| d_num_selected_out, | |
| select_op, | |
| equality_op, | |
| num_items, | |
| stream, | |
| ptx_version); | |
| return CubDebug(MaxPolicyT::Invoke(ptx_version, dispatch)); | |
| } | |
| CUB_DETAIL_RUNTIME_DEBUG_SYNC_IS_NOT_SUPPORTED | |
| CUB_RUNTIME_FUNCTION __forceinline__ | |
| static cudaError_t Dispatch( | |
| void* d_temp_storage, | |
| size_t& temp_storage_bytes, | |
| InputIteratorT d_in, | |
| FlagsInputIteratorT d_flags, | |
| SelectedOutputIteratorT d_selected_out, | |
| NumSelectedIteratorT d_num_selected_out, | |
| SelectOpT select_op, | |
| EqualityOpT equality_op, | |
| OffsetT num_items, | |
| cudaStream_t stream, | |
| bool debug_synchronous) | |
| { | |
| CUB_DETAIL_RUNTIME_DEBUG_SYNC_USAGE_LOG | |
| return Dispatch(d_temp_storage, | |
| temp_storage_bytes, | |
| d_in, | |
| d_flags, | |
| d_selected_out, | |
| d_num_selected_out, | |
| select_op, | |
| equality_op, | |
| num_items, | |
| stream); | |
| } | |
| }; | |
| CUB_NAMESPACE_END | |