/****************************************************************************** * 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 #include #include "dispatch_scan.cuh" #include "../../agent/agent_select_if.cuh" #include "../../thread/thread_operators.cuh" #include "../../grid/grid_queue.cuh" #include "../../util_device.cuh" #include "../../util_namespace.cuh" /// Optional outer namespace(s) CUB_NS_PREFIX /// CUB namespace namespace cub { /****************************************************************************** * 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) */ template < typename AgentSelectIfPolicyT, ///< Parameterized AgentSelectIfPolicyT tuning policy type typename InputIteratorT, ///< Random-access input iterator type for reading input items typename FlagsInputIteratorT, ///< Random-access input iterator type for reading selection flags (NullType* if a selection functor or discontinuity flagging is to be used for selection) typename SelectedOutputIteratorT, ///< Random-access output iterator type for writing selected items typename NumSelectedIteratorT, ///< Output iterator type for recording the number of items selected typename ScanTileStateT, ///< Tile status interface type typename SelectOpT, ///< Selection operator type (NullType if selection flags or discontinuity flagging is to be used for selection) typename EqualityOpT, ///< Equality operator type (NullType if selection functor or selection flags is to be used for selection) typename OffsetT, ///< Signed integer type for global offsets bool KEEP_REJECTS> ///< Whether or not we push rejected items to the back of the output __launch_bounds__ (int(AgentSelectIfPolicyT::BLOCK_THREADS)) __global__ void DeviceSelectSweepKernel( InputIteratorT d_in, ///< [in] Pointer to the input sequence of data items FlagsInputIteratorT d_flags, ///< [in] Pointer to the input sequence of selection flags (if applicable) SelectedOutputIteratorT d_selected_out, ///< [out] Pointer to the output sequence of selected data items NumSelectedIteratorT d_num_selected_out, ///< [out] Pointer to the total number of items selected (i.e., length of \p d_selected_out) ScanTileStateT tile_status, ///< [in] Tile status interface SelectOpT select_op, ///< [in] Selection operator EqualityOpT equality_op, ///< [in] Equality operator OffsetT num_items, ///< [in] Total number of input items (i.e., length of \p d_in) int num_tiles) ///< [in] Total number of tiles for the entire problem { // Thread block type for selecting data from input tiles typedef AgentSelectIf< AgentSelectIfPolicyT, InputIteratorT, FlagsInputIteratorT, SelectedOutputIteratorT, SelectOpT, EqualityOpT, OffsetT, KEEP_REJECTS> AgentSelectIfT; // 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); } /****************************************************************************** * Dispatch ******************************************************************************/ /** * Utility class for dispatching the appropriately-tuned kernels for DeviceSelect */ template < typename InputIteratorT, ///< Random-access input iterator type for reading input items typename FlagsInputIteratorT, ///< Random-access input iterator type for reading selection flags (NullType* if a selection functor or discontinuity flagging is to be used for selection) typename SelectedOutputIteratorT, ///< Random-access output iterator type for writing selected items typename NumSelectedIteratorT, ///< Output iterator type for recording the number of items selected typename SelectOpT, ///< Selection operator type (NullType if selection flags or discontinuity flagging is to be used for selection) typename EqualityOpT, ///< Equality operator type (NullType if selection functor or selection flags is to be used for selection) typename OffsetT, ///< Signed integer type for global offsets bool KEEP_REJECTS> ///< Whether or not we push rejected items to the back of the output struct DispatchSelectIf { /****************************************************************************** * Types and constants ******************************************************************************/ // The output value type typedef typename If<(Equals::value_type, void>::VALUE), // OutputT = (if output iterator's value type is void) ? typename std::iterator_traits::value_type, // ... then the input iterator's value type, typename std::iterator_traits::value_type>::Type OutputT; // ... else the output iterator's value type // The flag value type typedef typename std::iterator_traits::value_type FlagT; enum { INIT_KERNEL_THREADS = 128, }; // Tile status descriptor interface type typedef ScanTileState ScanTileStateT; /****************************************************************************** * Tuning policies ******************************************************************************/ /// SM35 struct Policy350 { enum { NOMINAL_4B_ITEMS_PER_THREAD = 10, ITEMS_PER_THREAD = CUB_MIN(NOMINAL_4B_ITEMS_PER_THREAD, CUB_MAX(1, (NOMINAL_4B_ITEMS_PER_THREAD * 4 / sizeof(OutputT)))), }; typedef AgentSelectIfPolicy< 128, ITEMS_PER_THREAD, BLOCK_LOAD_DIRECT, LOAD_LDG, BLOCK_SCAN_WARP_SCANS> SelectIfPolicyT; }; /// SM30 struct Policy300 { enum { NOMINAL_4B_ITEMS_PER_THREAD = 7, ITEMS_PER_THREAD = CUB_MIN(NOMINAL_4B_ITEMS_PER_THREAD, CUB_MAX(3, (NOMINAL_4B_ITEMS_PER_THREAD * 4 / sizeof(OutputT)))), }; typedef AgentSelectIfPolicy< 128, ITEMS_PER_THREAD, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_DEFAULT, BLOCK_SCAN_WARP_SCANS> SelectIfPolicyT; }; /// SM20 struct Policy200 { enum { NOMINAL_4B_ITEMS_PER_THREAD = (KEEP_REJECTS) ? 7 : 15, ITEMS_PER_THREAD = CUB_MIN(NOMINAL_4B_ITEMS_PER_THREAD, CUB_MAX(1, (NOMINAL_4B_ITEMS_PER_THREAD * 4 / sizeof(OutputT)))), }; typedef AgentSelectIfPolicy< 128, ITEMS_PER_THREAD, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_DEFAULT, BLOCK_SCAN_WARP_SCANS> SelectIfPolicyT; }; /// SM13 struct Policy130 { enum { NOMINAL_4B_ITEMS_PER_THREAD = 9, ITEMS_PER_THREAD = CUB_MIN(NOMINAL_4B_ITEMS_PER_THREAD, CUB_MAX(1, (NOMINAL_4B_ITEMS_PER_THREAD * 4 / sizeof(OutputT)))), }; typedef AgentSelectIfPolicy< 64, ITEMS_PER_THREAD, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_DEFAULT, BLOCK_SCAN_RAKING_MEMOIZE> SelectIfPolicyT; }; /// SM10 struct Policy100 { enum { NOMINAL_4B_ITEMS_PER_THREAD = 9, ITEMS_PER_THREAD = CUB_MIN(NOMINAL_4B_ITEMS_PER_THREAD, CUB_MAX(1, (NOMINAL_4B_ITEMS_PER_THREAD * 4 / sizeof(OutputT)))), }; typedef AgentSelectIfPolicy< 64, ITEMS_PER_THREAD, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_DEFAULT, BLOCK_SCAN_RAKING> SelectIfPolicyT; }; /****************************************************************************** * Tuning policies of current PTX compiler pass ******************************************************************************/ #if (CUB_PTX_ARCH >= 350) typedef Policy350 PtxPolicy; #elif (CUB_PTX_ARCH >= 300) typedef Policy300 PtxPolicy; #elif (CUB_PTX_ARCH >= 200) typedef Policy200 PtxPolicy; #elif (CUB_PTX_ARCH >= 130) typedef Policy130 PtxPolicy; #else typedef Policy100 PtxPolicy; #endif // "Opaque" policies (whose parameterizations aren't reflected in the type signature) struct PtxSelectIfPolicyT : PtxPolicy::SelectIfPolicyT {}; /****************************************************************************** * Utilities ******************************************************************************/ /** * Initialize kernel dispatch configurations with the policies corresponding to the PTX assembly we will use */ template CUB_RUNTIME_FUNCTION __forceinline__ static void InitConfigs( int ptx_version, KernelConfig &select_if_config) { #if (CUB_PTX_ARCH > 0) (void)ptx_version; // We're on the device, so initialize the kernel dispatch configurations with the current PTX policy select_if_config.template Init(); #else // We're on the host, so lookup and initialize the kernel dispatch configurations with the policies that match the device's PTX version if (ptx_version >= 350) { select_if_config.template Init(); } else if (ptx_version >= 300) { select_if_config.template Init(); } else if (ptx_version >= 200) { select_if_config.template Init(); } else if (ptx_version >= 130) { select_if_config.template Init(); } else { select_if_config.template Init(); } #endif } /** * Kernel kernel dispatch configuration. */ struct KernelConfig { int block_threads; int items_per_thread; int tile_items; template CUB_RUNTIME_FUNCTION __forceinline__ void Init() { block_threads = PolicyT::BLOCK_THREADS; items_per_thread = PolicyT::ITEMS_PER_THREAD; tile_items = block_threads * items_per_thread; } }; /****************************************************************************** * Dispatch entrypoints ******************************************************************************/ /** * Internal dispatch routine for computing a device-wide selection using the * specified kernel functions. */ template < typename ScanInitKernelPtrT, ///< Function type of cub::DeviceScanInitKernel typename SelectIfKernelPtrT> ///< Function type of cub::SelectIfKernelPtrT CUB_RUNTIME_FUNCTION __forceinline__ static cudaError_t Dispatch( void* d_temp_storage, ///< [in] %Device-accessible allocation of temporary storage. When NULL, the required allocation size is written to \p temp_storage_bytes and no work is done. size_t& temp_storage_bytes, ///< [in,out] Reference to size in bytes of \p d_temp_storage allocation InputIteratorT d_in, ///< [in] Pointer to the input sequence of data items FlagsInputIteratorT d_flags, ///< [in] Pointer to the input sequence of selection flags (if applicable) SelectedOutputIteratorT d_selected_out, ///< [in] Pointer to the output sequence of selected data items NumSelectedIteratorT d_num_selected_out, ///< [in] Pointer to the total number of items selected (i.e., length of \p d_selected_out) SelectOpT select_op, ///< [in] Selection operator EqualityOpT equality_op, ///< [in] Equality operator OffsetT num_items, ///< [in] Total number of input items (i.e., length of \p d_in) cudaStream_t stream, ///< [in] CUDA stream to launch kernels within. Default is stream0. bool debug_synchronous, ///< [in] Whether or not to synchronize the stream after every kernel launch to check for errors. Also causes launch configurations to be printed to the console. Default is \p false. int /*ptx_version*/, ///< [in] PTX version of dispatch kernels ScanInitKernelPtrT scan_init_kernel, ///< [in] Kernel function pointer to parameterization of cub::DeviceScanInitKernel SelectIfKernelPtrT select_if_kernel, ///< [in] Kernel function pointer to parameterization of cub::DeviceSelectSweepKernel KernelConfig select_if_config) ///< [in] Dispatch parameters that match the policy that \p select_if_kernel was compiled for { #ifndef CUB_RUNTIME_ENABLED (void)d_temp_storage; (void)temp_storage_bytes; (void)d_in; (void)d_flags; (void)d_selected_out; (void)d_num_selected_out; (void)select_op; (void)equality_op; (void)num_items; (void)stream; (void)debug_synchronous; (void)scan_init_kernel; (void)select_if_kernel; (void)select_if_config; // Kernel launch not supported from this device return CubDebug(cudaErrorNotSupported); #else cudaError error = cudaSuccess; do { // Get device ordinal int device_ordinal; if (CubDebug(error = cudaGetDevice(&device_ordinal))) break; // Get SM count int sm_count; if (CubDebug(error = cudaDeviceGetAttribute (&sm_count, cudaDevAttrMultiProcessorCount, device_ordinal))) break; // Number of input tiles int tile_size = select_if_config.block_threads * select_if_config.items_per_thread; int num_tiles = (num_items + tile_size - 1) / tile_size; // Specify temporary storage allocation requirements size_t allocation_sizes[1]; if (CubDebug(error = ScanTileStateT::AllocationSize(num_tiles, allocation_sizes[0]))) break; // bytes needed for tile status descriptors // 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 == NULL) { // 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, (num_tiles + INIT_KERNEL_THREADS - 1) / INIT_KERNEL_THREADS); if (debug_synchronous) _CubLog("Invoking scan_init_kernel<<<%d, %d, 0, %lld>>>()\n", init_grid_size, INIT_KERNEL_THREADS, (long long) stream); // Invoke scan_init_kernel to initialize tile descriptors 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 if (debug_synchronous && (CubDebug(error = SyncStream(stream)))) break; // Return if empty problem if (num_items == 0) break; // Get SM occupancy for select_if_kernel int range_select_sm_occupancy; if (CubDebug(error = MaxSmOccupancy( range_select_sm_occupancy, // out select_if_kernel, select_if_config.block_threads))) 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 = ((unsigned int) num_tiles + max_dim_x - 1) / max_dim_x; scan_grid_size.x = CUB_MIN(num_tiles, max_dim_x); // Log select_if_kernel configuration if (debug_synchronous) _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, select_if_config.block_threads, (long long) stream, select_if_config.items_per_thread, range_select_sm_occupancy); // Invoke select_if_kernel 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 if (debug_synchronous && (CubDebug(error = SyncStream(stream)))) break; } while (0); return error; #endif // CUB_RUNTIME_ENABLED } /** * Internal dispatch routine */ CUB_RUNTIME_FUNCTION __forceinline__ static cudaError_t Dispatch( void* d_temp_storage, ///< [in] %Device-accessible allocation of temporary storage. When NULL, the required allocation size is written to \p temp_storage_bytes and no work is done. size_t& temp_storage_bytes, ///< [in,out] Reference to size in bytes of \p d_temp_storage allocation InputIteratorT d_in, ///< [in] Pointer to the input sequence of data items FlagsInputIteratorT d_flags, ///< [in] Pointer to the input sequence of selection flags (if applicable) SelectedOutputIteratorT d_selected_out, ///< [in] Pointer to the output sequence of selected data items NumSelectedIteratorT d_num_selected_out, ///< [in] Pointer to the total number of items selected (i.e., length of \p d_selected_out) SelectOpT select_op, ///< [in] Selection operator EqualityOpT equality_op, ///< [in] Equality operator OffsetT num_items, ///< [in] Total number of input items (i.e., length of \p d_in) cudaStream_t stream, ///< [in] [optional] CUDA stream to launch kernels within. Default is stream0. bool debug_synchronous) ///< [in] [optional] Whether or not to synchronize the stream after every kernel launch to check for errors. Also causes launch configurations to be printed to the console. Default is \p false. { cudaError error = cudaSuccess; do { // Get PTX version int ptx_version; #if (CUB_PTX_ARCH == 0) if (CubDebug(error = PtxVersion(ptx_version))) break; #else ptx_version = CUB_PTX_ARCH; #endif // Get kernel kernel dispatch configurations KernelConfig select_if_config; InitConfigs(ptx_version, select_if_config); // Dispatch if (CubDebug(error = 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, debug_synchronous, ptx_version, DeviceCompactInitKernel, DeviceSelectSweepKernel, select_if_config))) break; } while (0); return error; } }; } // CUB namespace CUB_NS_POSTFIX // Optional outer namespace(s)