[INFRA] Import NVIDIA/CCCL upstream as optimization reference library
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
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cccl_upstream/cudax/examples/stf/word_count.cu
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cccl_upstream/cudax/examples/stf/word_count.cu
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//===----------------------------------------------------------------------===//
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//
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// Part of CUDASTF in CUDA C++ Core Libraries,
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// under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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// SPDX-FileCopyrightText: Copyright (c) 2022-2024 NVIDIA CORPORATION & AFFILIATES.
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//
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//===----------------------------------------------------------------------===//
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/**
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* @file
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* @brief Counting words in a text using a launch kernel
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*/
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#include <cuda/experimental/stf.cuh>
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using namespace cuda::experimental::stf;
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// determines whether the character is alphabetical
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__host__ __device__ bool is_alpha(const char c)
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{
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return (c >= 'A' && c <= 'Z') || (c >= 'a' && c <= 'z');
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}
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int main()
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{
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// Paragraph from 'The Raven' by Edgar Allan Poe
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// http://en.wikipedia.org/wiki/The_Raven
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const char raw_input[] =
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" But the raven, sitting lonely on the placid bust, spoke only,\n"
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" That one word, as if his soul in that one word he did outpour.\n"
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" Nothing further then he uttered - not a feather then he fluttered -\n"
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" Till I scarcely more than muttered `Other friends have flown before -\n"
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" On the morrow he will leave me, as my hopes have flown before.'\n"
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" Then the bird said, `Nevermore.'\n";
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context ctx;
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auto ltext = ctx.logical_data(const_cast<char*>(&raw_input[0]), {sizeof(raw_input)});
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int cnt = 0;
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auto lcnt = ctx.logical_data(&cnt, {1});
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auto number_devices = 2;
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auto all_devs = exec_place::repeat(exec_place::device(0), number_devices);
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auto spec = par(con(128));
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ctx.launch(spec, all_devs, ltext.read(), lcnt.rw())->*[] _CCCL_DEVICE(auto th, auto text, auto cnt) {
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int local_cnt = 0;
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for (size_t i = th.rank(); i < text.size() - 1; i += th.size())
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{
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/* If the thread encounters the beginning of a new word, increment
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* its local counter */
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if (!is_alpha(text(i)) && is_alpha(text(i + 1)))
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{
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local_cnt++;
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}
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}
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// Get a piece of shared memory, and zero it
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__shared__ int block_cnt;
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block_cnt = 0;
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th.inner().sync();
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// In every block, partial sums are gathered, and added to the result
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// by the first thread of the block.
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atomicAdd(&block_cnt, local_cnt);
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th.inner().sync();
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if (th.inner().rank() == 0)
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{
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atomicAdd(&cnt(0), block_cnt);
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}
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};
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ctx.finalize();
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int ref_cnt = 0;
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for (size_t i = 0; i < sizeof(raw_input) - 1; i++)
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{
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if (!is_alpha(raw_input[i]) && is_alpha(raw_input[i + 1]))
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{
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ref_cnt++;
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}
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}
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// fprintf(stderr, "Result : found %d words (expected %d)\n", cnt, ref_cnt);
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EXPECT(cnt == ref_cnt);
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}
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