/********************************************************************** Copyright (c) 2019 Advanced Micro Devices, Inc. All rights reserved. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ********************************************************************/ // WebGPU has extremely strict uniformity requirements that are incompatible with the current implementation of this shader. #pragma exclude_renderers webgpu #define SORT_VALUES uint g_constants_num_keys; uint g_constants_num_blocks; uint g_constants_bit_shift; uint g_input_keys_offset; uint g_group_histograms_offset; uint g_output_keys_offset; uint g_input_values_offset; uint g_output_values_offset; RWStructuredBuffer g_buffer : register(u0); #define NUM_BITS_PER_PASS 4 #define NUM_BINS (1 << NUM_BITS_PER_PASS) #define GROUP_SIZE 256u #define KEYS_PER_THREAD 4u //#define HISTOGRAM_TYPE short #define INT_MAX 0x7fffffff // Scratch memory for group operations groupshared int lds_scratch[GROUP_SIZE]; // Temporary storage for the keys groupshared int lds_keys[GROUP_SIZE]; // Cache for scanned histogram for faster indexing groupshared int lds_scanned_histogram[NUM_BINS]; // Block histogram groupshared int lds_histogram[NUM_BINS]; int BlockScan(int key, uint lidx) { #ifndef USE_WAVE_INTRINSICS // Load the key into LDS lds_keys[lidx] = key; GroupMemoryBarrierWithGroupSync(); // Calculate reduction uint stride = 0; for (stride = 1; stride < GROUP_SIZE; stride <<= 1) { if (lidx < GROUP_SIZE / (2 * stride)) { lds_keys[2 * (lidx + 1) * stride - 1] = lds_keys[2 * (lidx + 1) * stride - 1] + lds_keys[(2 * lidx + 1) * stride - 1]; } GroupMemoryBarrierWithGroupSync(); } // Then put 0 into the root for downsweep if (lidx == 0) lds_keys[GROUP_SIZE - 1] = 0; GroupMemoryBarrierWithGroupSync(); // Perform downsweep for (stride = GROUP_SIZE >> 1; stride > 0; stride >>= 1) { if (lidx < GROUP_SIZE / (2 * stride)) { int temp = lds_keys[(2 * lidx + 1) * stride - 1]; lds_keys[(2 * lidx + 1) * stride - 1] = lds_keys[2 * (lidx + 1) * stride - 1]; lds_keys[2 * (lidx + 1) * stride - 1] = lds_keys[2 * (lidx + 1) * stride - 1] + temp; } GroupMemoryBarrierWithGroupSync(); } return lds_keys[lidx]; #else lds_keys[lidx] = 0; GroupMemoryBarrierWithGroupSync(); // Perform scan within a subgroup int wave_scanned = WavePrefixSum(key); uint widx = lidx / WaveGetLaneCount(); uint wlidx = WaveGetLaneIndex(); // Last element in each subgroup writes partial sum into LDS if (wlidx == WaveGetLaneCount() - 1) { lds_keys[widx] = wave_scanned + key; } GroupMemoryBarrierWithGroupSync(); // Then first subgroup scannes partial sums if (widx == 0) { lds_keys[lidx] = WavePrefixSum(lds_keys[lidx]); } GroupMemoryBarrierWithGroupSync(); // And we add partial sums back to each subgroup-scanned element wave_scanned += lds_keys[widx]; return wave_scanned; #endif } //[RootSignature(ROOT_SIGNATURE)] #pragma kernel Scatter [numthreads(GROUP_SIZE, 1, 1)] void Scatter( in uint gidx: SV_DispatchThreadID, in uint lidx: SV_GroupThreadID, in uint bidx: SV_GroupID) { // Cache scanned histogram in LDS and clear block histogram if (lidx < NUM_BINS) { lds_scanned_histogram[lidx] = g_buffer[g_group_histograms_offset + g_constants_num_blocks * lidx + bidx]; } // Starting point of our block in global memory uint block_start_index = bidx * GROUP_SIZE * KEYS_PER_THREAD; // Each thread handles PP_KEYS_PER_THREAD elements for (uint i = 0; i < KEYS_PER_THREAD; ++i) { // Clear block histogram if (lidx < NUM_BINS) { lds_histogram[lidx] = 0; } // Calculate next input element index uint key_index = block_start_index + i * GROUP_SIZE + lidx; // Fetch next element and put it in LDS int key = (key_index < g_constants_num_keys) ? g_buffer[g_input_keys_offset + key_index] : INT_MAX; #ifdef SORT_VALUES int value = (key_index < g_constants_num_keys) ? g_buffer[g_input_values_offset + key_index] : 0; #endif // Sort keys locally in LDS for (uint shift = 0; shift < NUM_BITS_PER_PASS; shift += 2) { // Detemine bin index for the key int bin_index = ((key >> g_constants_bit_shift) >> shift) & 0x3; // Create local packed histogram (0th in 1st byte, 1th in 2nd, etc) int local_histogram = 1 << (bin_index * 8); // Scan local histograms int local_histogram_scanned = BlockScan(local_histogram, lidx); // Last thread in a block broadcasts total block histogram if (lidx == (GROUP_SIZE - 1)) { lds_scratch[0] = local_histogram_scanned + local_histogram; } // Make sure broadcast happened GroupMemoryBarrierWithGroupSync(); // Load broadcast value local_histogram = lds_scratch[0]; // Scan block histogram in order to add scanned values as offsets local_histogram = (local_histogram << 8) + (local_histogram << 16) + (local_histogram << 24); // Add offsets from previos bins local_histogram_scanned += local_histogram; // Calculate target offset int offset = (local_histogram_scanned >> (bin_index * 8)) & 0xff; // Distribute the key lds_keys[offset] = key; // GroupMemoryBarrierWithGroupSync(); // Load key key = lds_keys[lidx]; #ifdef SORT_VALUES // Perform value exchange GroupMemoryBarrierWithGroupSync(); lds_keys[offset] = value; GroupMemoryBarrierWithGroupSync(); value = lds_keys[lidx]; GroupMemoryBarrierWithGroupSync(); #endif } // Reconstruct original 16-bins histogram int bin_index = (key >> g_constants_bit_shift) & 0xf; InterlockedAdd(lds_histogram[bin_index], 1); GroupMemoryBarrierWithGroupSync(); // Scan original histogram int histogram_value = BlockScan(lidx < NUM_BINS ? lds_histogram[lidx] : 0, lidx); // Broadcast scanned histogram via LDS if (lidx < NUM_BINS) { lds_scratch[lidx] = histogram_value; } // Fetch scanned block histogram index int global_offset = lds_scanned_histogram[bin_index]; GroupMemoryBarrierWithGroupSync(); // Fetch scanned histogram within a block int local_offset = int(lidx) - lds_scratch[bin_index]; // Write the element back to global memory if (global_offset + local_offset < int(g_constants_num_keys)) { g_buffer[g_output_keys_offset + global_offset + local_offset] = key; #ifdef SORT_VALUES g_buffer[g_output_values_offset + global_offset + local_offset] = value; #endif } GroupMemoryBarrierWithGroupSync(); // Update scanned histogram if (lidx < NUM_BINS) { lds_scanned_histogram[lidx] += lds_histogram[lidx]; } } }