/****************************************************************************** * Copyright (c) 2021, 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 * DeviceScan provides device-wide, parallel operations for computing a prefix scan across a sequence of data items residing within device-accessible memory. */ #pragma once #include #include "../../agent/agent_scan_by_key.cuh" #include "../../thread/thread_operators.cuh" #include "../../config.cuh" #include "../../util_debug.cuh" #include "../../util_device.cuh" #include "../../util_math.cuh" #include "dispatch_scan.cuh" #include CUB_NAMESPACE_BEGIN /****************************************************************************** * Kernel entry points *****************************************************************************/ /** * Scan kernel entry point (multi-block) */ template < typename ChainedPolicyT, ///< Chained tuning policy typename KeysInputIteratorT, ///< Random-access input iterator type typename ValuesInputIteratorT, ///< Random-access input iterator type typename ValuesOutputIteratorT, ///< Random-access output iterator type typename ScanByKeyTileStateT, ///< Tile status interface type typename EqualityOp, ///< Equality functor type typename ScanOpT, ///< Scan functor type typename InitValueT, ///< The init_value element for ScanOpT type (cub::NullType for inclusive scan) typename OffsetT> ///< Signed integer type for global offsets __launch_bounds__ (int(ChainedPolicyT::ActivePolicy::ScanByKeyPolicyT::BLOCK_THREADS)) __global__ void DeviceScanByKeyKernel( KeysInputIteratorT d_keys_in, ///< Input keys data ValuesInputIteratorT d_values_in, ///< Input values data ValuesOutputIteratorT d_values_out, ///< Output values data ScanByKeyTileStateT tile_state, ///< Tile status interface int start_tile, ///< The starting tile for the current grid EqualityOp equality_op, ///< Binary equality functor ScanOpT scan_op, ///< Binary scan functor InitValueT init_value, ///< Initial value to seed the exclusive scan OffsetT num_items) ///< Total number of scan items for the entire problem { typedef typename ChainedPolicyT::ActivePolicy::ScanByKeyPolicyT ScanByKeyPolicyT; // Thread block type for scanning input tiles typedef AgentScanByKey< ScanByKeyPolicyT, KeysInputIteratorT, ValuesInputIteratorT, ValuesOutputIteratorT, EqualityOp, ScanOpT, InitValueT, OffsetT> AgentScanByKeyT; // Shared memory for AgentScanByKey __shared__ typename AgentScanByKeyT::TempStorage temp_storage; // Process tiles AgentScanByKeyT( temp_storage, d_keys_in, d_values_in, d_values_out, equality_op, scan_op, init_value ).ConsumeRange( num_items, tile_state, start_tile); } /****************************************************************************** * Policy ******************************************************************************/ template struct DeviceScanByKeyPolicy { using KeyT = cub::detail::value_t; using ValueT = cub::detail::conditional_t< std::is_same::value, cub::detail::value_t, InitValueT>; static constexpr size_t MaxInputBytes = (sizeof(KeyT) > sizeof(ValueT) ? sizeof(KeyT) : sizeof(ValueT)); static constexpr size_t CombinedInputBytes = sizeof(KeyT) + sizeof(ValueT); // SM350 struct Policy350 : ChainedPolicy<350, Policy350, Policy350> { enum { NOMINAL_4B_ITEMS_PER_THREAD = 6, ITEMS_PER_THREAD = ((MaxInputBytes <= 8) ? 6 : Nominal4BItemsToItemsCombined(NOMINAL_4B_ITEMS_PER_THREAD, CombinedInputBytes)), }; typedef AgentScanByKeyPolicy< 128, ITEMS_PER_THREAD, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_LDG, BLOCK_SCAN_WARP_SCANS, BLOCK_STORE_WARP_TRANSPOSE> ScanByKeyPolicyT; }; // SM520 struct Policy520 : ChainedPolicy<520, Policy520, Policy350> { enum { NOMINAL_4B_ITEMS_PER_THREAD = 9, ITEMS_PER_THREAD = ((MaxInputBytes <= 8) ? 9 : Nominal4BItemsToItemsCombined(NOMINAL_4B_ITEMS_PER_THREAD, CombinedInputBytes)), }; typedef AgentScanByKeyPolicy< 256, ITEMS_PER_THREAD, BLOCK_LOAD_WARP_TRANSPOSE, LOAD_LDG, BLOCK_SCAN_WARP_SCANS, BLOCK_STORE_WARP_TRANSPOSE> ScanByKeyPolicyT; }; /// MaxPolicy typedef Policy520 MaxPolicy; }; /****************************************************************************** * Dispatch ******************************************************************************/ /** * Utility class for dispatching the appropriately-tuned kernels for DeviceScan */ template < typename KeysInputIteratorT, ///< Random-access input iterator type typename ValuesInputIteratorT, ///< Random-access input iterator type typename ValuesOutputIteratorT, ///< Random-access output iterator type typename EqualityOp, ///< Equality functor type typename ScanOpT, ///< Scan functor type typename InitValueT, ///< The init_value element for ScanOpT type (cub::NullType for inclusive scan) typename OffsetT, ///< Signed integer type for global offsets typename SelectedPolicy = DeviceScanByKeyPolicy > struct DispatchScanByKey: SelectedPolicy { //--------------------------------------------------------------------- // Constants and Types //--------------------------------------------------------------------- enum { INIT_KERNEL_THREADS = 128 }; // The input key type using KeyT = cub::detail::value_t; // The input value type using InputT = cub::detail::value_t; // The output value type -- used as the intermediate accumulator // Per https://wg21.link/P0571, use InitValueT if provided, otherwise the // input iterator's value type. using OutputT = cub::detail::conditional_t::value, InputT, InitValueT>; 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 KeysInputIteratorT d_keys_in; ///< [in] Iterator to the input sequence of key items ValuesInputIteratorT d_values_in; ///< [in] Iterator to the input sequence of value items ValuesOutputIteratorT d_values_out; ///< [out] Iterator to the input sequence of value items EqualityOp equality_op; ///< [in]Binary equality functor ScanOpT scan_op; ///< [in] Binary scan functor InitValueT init_value; ///< [in] Initial value to seed the exclusive scan OffsetT num_items; ///< [in] Total number of input items (i.e., the length of \p d_in) cudaStream_t stream; ///< [in] [optional] CUDA stream to launch kernels within. Default is stream0. bool debug_synchronous; int ptx_version; CUB_RUNTIME_FUNCTION __forceinline__ DispatchScanByKey( 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 KeysInputIteratorT d_keys_in, ///< [in] Iterator to the input sequence of key items ValuesInputIteratorT d_values_in, ///< [in] Iterator to the input sequence of value items ValuesOutputIteratorT d_values_out, ///< [out] Iterator to the input sequence of value items EqualityOp equality_op, ///< [in] Binary equality functor ScanOpT scan_op, ///< [in] Binary scan functor InitValueT init_value, ///< [in] Initial value to seed the exclusive scan OffsetT num_items, ///< [in] Total number of input items (i.e., the length of \p d_in) cudaStream_t stream, ///< [in] [optional] CUDA stream to launch kernels within. Default is stream0. bool debug_synchronous, int ptx_version ): d_temp_storage(d_temp_storage), temp_storage_bytes(temp_storage_bytes), d_keys_in(d_keys_in), d_values_in(d_values_in), d_values_out(d_values_out), equality_op(equality_op), scan_op(scan_op), init_value(init_value), num_items(num_items), stream(stream), debug_synchronous(debug_synchronous), ptx_version(ptx_version) {} template CUB_RUNTIME_FUNCTION __host__ __forceinline__ cudaError_t Invoke(InitKernel init_kernel, ScanKernel scan_kernel) { #ifndef CUB_RUNTIME_ENABLED (void)init_kernel; (void)scan_kernel; // Kernel launch not supported from this device return CubDebug(cudaErrorNotSupported); #else typedef typename ActivePolicyT::ScanByKeyPolicyT Policy; typedef ReduceByKeyScanTileState ScanByKeyTileStateT; cudaError error = cudaSuccess; do { // Get device ordinal int device_ordinal; if (CubDebug(error = cudaGetDevice(&device_ordinal))) break; // Number of input tiles int tile_size = Policy::BLOCK_THREADS * Policy::ITEMS_PER_THREAD; int num_tiles = static_cast(cub::DivideAndRoundUp(num_items, tile_size)); // Specify temporary storage allocation requirements size_t allocation_sizes[1]; if (CubDebug(error = ScanByKeyTileStateT::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; } // Return if empty problem if (num_items == 0) break; // Construct the tile status interface ScanByKeyTileStateT tile_state; if (CubDebug(error = tile_state.Init(num_tiles, allocations[0], allocation_sizes[0]))) break; // Log init_kernel configuration int init_grid_size = cub::DivideAndRoundUp(num_tiles, INIT_KERNEL_THREADS); if (debug_synchronous) _CubLog("Invoking init_kernel<<<%d, %d, 0, %lld>>>()\n", init_grid_size, INIT_KERNEL_THREADS, (long long) stream); // Invoke init_kernel to initialize tile descriptors THRUST_NS_QUALIFIER::cuda_cub::launcher::triple_chevron( init_grid_size, INIT_KERNEL_THREADS, 0, stream ).doit(init_kernel, tile_state, 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; // Get SM occupancy for scan_kernel int scan_sm_occupancy; if (CubDebug(error = MaxSmOccupancy( scan_sm_occupancy, // out scan_kernel, Policy::BLOCK_THREADS))) break; // Get max x-dimension of grid int max_dim_x; if (CubDebug(error = cudaDeviceGetAttribute(&max_dim_x, cudaDevAttrMaxGridDimX, device_ordinal))) break; // Run grids in epochs (in case number of tiles exceeds max x-dimension int scan_grid_size = CUB_MIN(num_tiles, max_dim_x); for (int start_tile = 0; start_tile < num_tiles; start_tile += scan_grid_size) { // Log scan_kernel configuration if (debug_synchronous) _CubLog("Invoking %d scan_kernel<<<%d, %d, 0, %lld>>>(), %d items per thread, %d SM occupancy\n", start_tile, scan_grid_size, Policy::BLOCK_THREADS, (long long) stream, Policy::ITEMS_PER_THREAD, scan_sm_occupancy); // Invoke scan_kernel THRUST_NS_QUALIFIER::cuda_cub::launcher::triple_chevron( scan_grid_size, Policy::BLOCK_THREADS, 0, stream ).doit( scan_kernel, d_keys_in, d_values_in, d_values_out, tile_state, start_tile, equality_op, scan_op, init_value, num_items); // 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 } template CUB_RUNTIME_FUNCTION __host__ __forceinline__ cudaError_t Invoke() { typedef typename DispatchScanByKey::MaxPolicy MaxPolicyT; typedef ReduceByKeyScanTileState ScanByKeyTileStateT; // Ensure kernels are instantiated. return Invoke( DeviceScanInitKernel, DeviceScanByKeyKernel< MaxPolicyT, KeysInputIteratorT, ValuesInputIteratorT, ValuesOutputIteratorT, ScanByKeyTileStateT, EqualityOp, ScanOpT, InitValueT, OffsetT> ); } /** * 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 KeysInputIteratorT d_keys_in, ///< [in] Iterator to the input sequence of key items ValuesInputIteratorT d_values_in, ///< [in] Iterator to the input sequence of value items ValuesOutputIteratorT d_values_out, ///< [out] Iterator to the input sequence of value items EqualityOp equality_op, ///< [in] Binary equality functor ScanOpT scan_op, ///< [in] Binary scan functor InitValueT init_value, ///< [in] Initial value to seed the exclusive scan OffsetT num_items, ///< [in] Total number of input items (i.e., the length of \p d_in) cudaStream_t stream, ///< [in] [optional] CUDA stream to launch kernels within. Default is stream0. bool debug_synchronous) { typedef typename DispatchScanByKey::MaxPolicy MaxPolicyT; cudaError_t error; do { // Get PTX version int ptx_version = 0; if (CubDebug(error = PtxVersion(ptx_version))) break; // Create dispatch functor DispatchScanByKey dispatch( d_temp_storage, temp_storage_bytes, d_keys_in, d_values_in, d_values_out, equality_op, scan_op, init_value, num_items, stream, debug_synchronous, ptx_version ); // Dispatch to chained policy if (CubDebug(error = MaxPolicyT::Invoke(ptx_version, dispatch))) break; } while (0); return error; } }; CUB_NAMESPACE_END