CCCL (CUDA C++ Core Libraries) provides: - CUB: device/block/warp-level GPU primitives (reduce, scan, sort, topk) - Thrust: high-level parallel algorithms (transform_reduce, sort, scan) - libcudacxx: CUDA C++ standard library (atomics, barriers, memory) - cudax: experimental features (memory resources, allocators) - Tuning policies: per-SM hardware-specific algorithm parameters Competition optimization vectors mapped to CCCL: - Output TPS (83% weight): warp_reduce, block_reduce, device_topk - Input TPS (14% weight): device_scan, block_load, prefetch - Cache TPS (3% weight): prefix caching strategy patterns - Memory (0.9 util): pooled/cached/buddy allocators Source: https://github.com/NVIDIA/cccl (shallow clone, HEAD only) License: Apache-2.0
118 lines
4.3 KiB
Plaintext
118 lines
4.3 KiB
Plaintext
// SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION. All rights reserved.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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#include <cub/util_arch.cuh>
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#include <c2h/catch2_test_helper.h>
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template <auto V>
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struct show;
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template <int Nominal4ByteThreadsPerBlock,
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int Nominal4ByteItemsPerThread,
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typename ComputeT,
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int ExpectedThreadsPerBlock,
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int ExpectedItemsPerThread>
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void check_mem_bound_scaling()
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{
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using mbs = cub::detail::MemBoundScaling<Nominal4ByteThreadsPerBlock, Nominal4ByteItemsPerThread, ComputeT>;
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if constexpr (mbs::ITEMS_PER_THREAD != ExpectedItemsPerThread)
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{
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show<mbs::ITEMS_PER_THREAD>::asdf();
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}
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STATIC_REQUIRE(mbs::ITEMS_PER_THREAD == ExpectedItemsPerThread);
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if constexpr (mbs::BLOCK_THREADS != ExpectedThreadsPerBlock)
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{
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show<mbs::BLOCK_THREADS>::asdf();
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}
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STATIC_REQUIRE(mbs::BLOCK_THREADS == ExpectedThreadsPerBlock);
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}
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C2H_TEST("MemBoundScaling", "[util][arch]")
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{
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check_mem_bound_scaling<256, 1, char, 256, 2>();
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check_mem_bound_scaling<256, 16, char, 256, 32>();
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check_mem_bound_scaling<256, 20, char, 256, 40>();
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check_mem_bound_scaling<256, 100, char, 256, 200>();
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check_mem_bound_scaling<256, 500, char, 64, 1000>();
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check_mem_bound_scaling<256, 10000, char, 32, 20000>();
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check_mem_bound_scaling<256, 1, int, 256, 1>();
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check_mem_bound_scaling<256, 16, int, 256, 16>();
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check_mem_bound_scaling<256, 20, int, 256, 20>();
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check_mem_bound_scaling<256, 100, int, 128, 100>();
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check_mem_bound_scaling<256, 500, int, 32, 500>();
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check_mem_bound_scaling<256, 10000, int, 32, 10000>();
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check_mem_bound_scaling<256, 1, int4, 256, 1>();
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check_mem_bound_scaling<256, 16, int4, 256, 4>();
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check_mem_bound_scaling<256, 20, int4, 256, 5>();
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check_mem_bound_scaling<256, 100, int4, 128, 25>();
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check_mem_bound_scaling<256, 500, int4, 32, 125>();
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check_mem_bound_scaling<256, 10000, int4, 32, 2500>();
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using large_t = char[1024];
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check_mem_bound_scaling<256, 1, large_t, 64, 1>();
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check_mem_bound_scaling<256, 16, large_t, 64, 1>();
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check_mem_bound_scaling<256, 20, large_t, 64, 1>();
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check_mem_bound_scaling<256, 100, large_t, 64, 1>();
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check_mem_bound_scaling<256, 500, large_t, 64, 1>();
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check_mem_bound_scaling<256, 10000, large_t, 32, 39>();
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}
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template <int Nominal4ByteThreadsPerBlock,
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int Nominal4ByteItemsPerThread,
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typename ComputeT,
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int ExpectedThreadsPerBlock,
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int ExpectedItemsPerThread>
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void check_reg_bound_scaling()
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{
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using mbs = cub::detail::RegBoundScaling<Nominal4ByteThreadsPerBlock, Nominal4ByteItemsPerThread, ComputeT>;
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if constexpr (mbs::ITEMS_PER_THREAD != ExpectedItemsPerThread)
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{
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show<mbs::ITEMS_PER_THREAD>::asdf();
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}
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STATIC_REQUIRE(mbs::ITEMS_PER_THREAD == ExpectedItemsPerThread);
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if constexpr (mbs::BLOCK_THREADS != ExpectedThreadsPerBlock)
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{
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show<mbs::BLOCK_THREADS>::asdf();
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}
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STATIC_REQUIRE(mbs::BLOCK_THREADS == ExpectedThreadsPerBlock);
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}
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C2H_TEST("RegBoundScaling", "[util][arch]")
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{
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check_reg_bound_scaling<256, 1, char, 256, 1>();
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check_reg_bound_scaling<256, 16, char, 256, 16>();
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check_reg_bound_scaling<256, 20, char, 256, 20>();
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check_reg_bound_scaling<256, 100, char, 256, 100>();
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check_reg_bound_scaling<256, 500, char, 128, 500>();
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check_reg_bound_scaling<256, 10000, char, 32, 10000>();
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check_reg_bound_scaling<256, 1, int, 256, 1>();
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check_reg_bound_scaling<256, 16, int, 256, 16>();
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check_reg_bound_scaling<256, 20, int, 256, 20>();
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check_reg_bound_scaling<256, 100, int, 128, 100>();
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check_reg_bound_scaling<256, 500, int, 32, 500>();
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check_reg_bound_scaling<256, 10000, int, 32, 10000>();
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check_reg_bound_scaling<256, 1, int4, 256, 1>();
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check_reg_bound_scaling<256, 16, int4, 256, 4>();
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check_reg_bound_scaling<256, 20, int4, 256, 5>();
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check_reg_bound_scaling<256, 100, int4, 128, 25>();
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check_reg_bound_scaling<256, 500, int4, 32, 125>();
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check_reg_bound_scaling<256, 10000, int4, 32, 2500>();
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using large_t = char[1024];
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check_reg_bound_scaling<256, 1, large_t, 64, 1>();
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check_reg_bound_scaling<256, 16, large_t, 64, 1>();
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check_reg_bound_scaling<256, 20, large_t, 64, 1>();
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check_reg_bound_scaling<256, 100, large_t, 64, 1>();
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check_reg_bound_scaling<256, 500, large_t, 64, 1>();
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check_reg_bound_scaling<256, 10000, large_t, 32, 39>();
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}
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