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adds catch2 tests for device-scope merge sort
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/****************************************************************************** | ||
* Copyright (c) 2024, 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. | ||
* | ||
******************************************************************************/ | ||
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#include <cub/device/device_merge_sort.cuh> | ||
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#include <thrust/copy.h> | ||
#include <thrust/detail/raw_pointer_cast.h> | ||
#include <thrust/device_vector.h> | ||
#include <thrust/host_vector.h> | ||
#include <thrust/iterator/counting_iterator.h> | ||
#include <thrust/iterator/transform_iterator.h> | ||
#include <thrust/iterator/zip_iterator.h> | ||
#include <thrust/random.h> | ||
#include <thrust/sequence.h> | ||
#include <thrust/shuffle.h> | ||
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#include <algorithm> | ||
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#include "catch2_device_merge_sort_common.cuh" | ||
#include "catch2_test_helper.h" | ||
#include "catch2_test_launch_helper.h" | ||
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// %PARAM% TEST_LAUNCH lid 0:1:2 | ||
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DECLARE_LAUNCH_WRAPPER(cub::DeviceMergeSort::SortPairs, sort_pairs); | ||
DECLARE_LAUNCH_WRAPPER(cub::DeviceMergeSort::SortPairsCopy, sort_pairs_copy); | ||
DECLARE_LAUNCH_WRAPPER(cub::DeviceMergeSort::StableSortPairs, stable_sort_pairs); | ||
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DECLARE_LAUNCH_WRAPPER(cub::DeviceMergeSort::SortKeys, sort_keys); | ||
DECLARE_LAUNCH_WRAPPER(cub::DeviceMergeSort::SortKeysCopy, sort_keys_copy); | ||
DECLARE_LAUNCH_WRAPPER(cub::DeviceMergeSort::StableSortKeys, stable_sort_keys); | ||
DECLARE_LAUNCH_WRAPPER(cub::DeviceMergeSort::StableSortKeysCopy, stable_sort_keys_copy); | ||
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using key_types = c2h::type_list<std::uint8_t, std::uint32_t, double>; | ||
using wide_key_types = c2h::type_list<std::uint32_t, double>; | ||
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template <typename OffsetT, typename KeyT> | ||
struct rank_to_key_op_t | ||
{ | ||
__device__ __host__ KeyT operator()(const OffsetT& val) | ||
{ | ||
return static_cast<KeyT>(val); | ||
} | ||
}; | ||
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template <typename OffsetT> | ||
void get_key_ranks(thrust::device_vector<OffsetT>& key_ranks) | ||
{ | ||
thrust::sequence(key_ranks.begin(), key_ranks.end()); | ||
thrust::shuffle(key_ranks.begin(), key_ranks.end(), thrust::default_random_engine{}); | ||
} | ||
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CUB_TEST("DeviceMergeSort::SortKeysCopy works", "[merge][sort][device]", wide_key_types) | ||
{ | ||
using key_t = typename c2h::get<0, TestType>; | ||
using offset_t = std::int32_t; | ||
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// Prepare input | ||
const offset_t num_items = GENERATE_COPY(take(2, random(1, 1000000)), values({500, 1000000, 2000000})); | ||
thrust::device_vector<offset_t> key_ranks(num_items); | ||
get_key_ranks(key_ranks); | ||
thrust::device_vector<key_t> keys_in(num_items); | ||
thrust::transform(key_ranks.begin(), key_ranks.end(), keys_in.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
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// Perform sort | ||
thrust::device_vector<key_t> keys_out(num_items); | ||
sort_keys_copy( | ||
thrust::raw_pointer_cast(keys_in.data()), thrust::raw_pointer_cast(keys_out.data()), num_items, custom_less_op_t{}); | ||
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// Verify results | ||
thrust::host_vector<key_t> keys_expected(num_items); | ||
auto key_ranks_it = thrust::make_counting_iterator(offset_t{}); | ||
thrust::transform(key_ranks_it, key_ranks_it + num_items, keys_expected.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
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REQUIRE(keys_expected == keys_out); | ||
} | ||
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CUB_TEST("DeviceMergeSort::SortKeys works", "[merge][sort][device]", wide_key_types) | ||
{ | ||
using key_t = typename c2h::get<0, TestType>; | ||
using offset_t = std::int32_t; | ||
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// Prepare input | ||
const offset_t num_items = GENERATE_COPY(take(2, random(1, 1000000)), values({500, 1000000, 2000000})); | ||
thrust::device_vector<offset_t> key_ranks(num_items); | ||
get_key_ranks(key_ranks); | ||
thrust::device_vector<key_t> keys_in_out(num_items); | ||
thrust::transform(key_ranks.begin(), key_ranks.end(), keys_in_out.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
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// Perform sort | ||
sort_keys(thrust::raw_pointer_cast(keys_in_out.data()), num_items, custom_less_op_t{}); | ||
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// Verify results | ||
thrust::host_vector<key_t> keys_expected(num_items); | ||
auto key_ranks_it = thrust::make_counting_iterator(offset_t{}); | ||
thrust::transform(key_ranks_it, key_ranks_it + num_items, keys_expected.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
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REQUIRE(keys_expected == keys_in_out); | ||
} | ||
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CUB_TEST("DeviceMergeSort::StableSortKeysCopy works and performs a stable sort", "[merge][sort][device]", key_types) | ||
{ | ||
using key_t = typename c2h::get<0, TestType>; | ||
using offset_t = std::int32_t; | ||
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// Prepare input | ||
const offset_t num_items = GENERATE_COPY(take(2, random(1, 1000000)), values({500, 1000000, 2000000})); | ||
thrust::device_vector<offset_t> key_ranks(num_items); | ||
get_key_ranks(key_ranks); | ||
thrust::device_vector<thrust::tuple<key_t, offset_t>> keys_in(num_items); | ||
// We make sure to generate a few items that compare equally to check for stability | ||
auto key_rank_mod_it = thrust::make_transform_iterator(key_ranks.begin(), mod_op_t<offset_t>{128}); | ||
auto sort_key_it = thrust::make_transform_iterator(key_rank_mod_it, rank_to_key_op_t<offset_t, key_t>{}); | ||
auto keys_in_it = thrust::make_zip_iterator(sort_key_it, key_ranks.begin()); | ||
thrust::copy(keys_in_it, keys_in_it + num_items, keys_in.begin()); | ||
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// Perform sort | ||
thrust::device_vector<thrust::tuple<key_t, offset_t>> keys_out(num_items); | ||
stable_sort_keys_copy( | ||
thrust::raw_pointer_cast(keys_in.data()), | ||
thrust::raw_pointer_cast(keys_out.data()), | ||
num_items, | ||
compare_first_lt_op_t{}); | ||
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// Verify results | ||
thrust::host_vector<thrust::tuple<key_t, offset_t>> keys_expected(keys_in); | ||
std::stable_sort(keys_expected.begin(), keys_expected.end(), compare_first_lt_op_t{}); | ||
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REQUIRE(keys_expected == keys_out); | ||
} | ||
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CUB_TEST("DeviceMergeSort::StableSortKeys works and performs a stable sort", "[merge][sort][device]", key_types) | ||
{ | ||
using key_t = typename c2h::get<0, TestType>; | ||
using offset_t = std::int32_t; | ||
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// Prepare input | ||
const offset_t num_items = GENERATE_COPY(take(2, random(1, 1000000)), values({500, 1000000, 2000000})); | ||
thrust::device_vector<offset_t> key_ranks(num_items); | ||
get_key_ranks(key_ranks); | ||
thrust::device_vector<thrust::tuple<key_t, offset_t>> keys_in_out(num_items); | ||
// We make sure to generate a few items that compare equally to check for stability | ||
auto key_rank_mod_it = thrust::make_transform_iterator(key_ranks.begin(), mod_op_t<offset_t>{128}); | ||
auto sort_key_it = thrust::make_transform_iterator(key_rank_mod_it, rank_to_key_op_t<offset_t, key_t>{}); | ||
auto keys_in_it = thrust::make_zip_iterator(sort_key_it, key_ranks.begin()); | ||
thrust::copy(keys_in_it, keys_in_it + num_items, keys_in_out.begin()); | ||
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// Perform sort | ||
stable_sort_keys(thrust::raw_pointer_cast(keys_in_out.data()), num_items, compare_first_lt_op_t{}); | ||
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// Verify results | ||
thrust::host_vector<thrust::tuple<key_t, offset_t>> keys_expected(keys_in_out); | ||
std::stable_sort(keys_expected.begin(), keys_expected.end(), compare_first_lt_op_t{}); | ||
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REQUIRE(keys_expected == keys_in_out); | ||
} | ||
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CUB_TEST("DeviceMergeSort::SortPairsCopy works", "[merge][sort][device]", wide_key_types) | ||
{ | ||
using key_t = typename c2h::get<0, TestType>; | ||
using offset_t = std::int32_t; | ||
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// Prepare input | ||
const offset_t num_items = GENERATE_COPY(take(2, random(1, 1000000)), values({500, 1000000, 2000000})); | ||
thrust::device_vector<offset_t> key_ranks(num_items); | ||
get_key_ranks(key_ranks); | ||
thrust::device_vector<key_t> keys_in(num_items); | ||
thrust::transform(key_ranks.begin(), key_ranks.end(), keys_in.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
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// Perform sort | ||
thrust::device_vector<key_t> keys_out(num_items); | ||
thrust::device_vector<offset_t> values_out(num_items); | ||
sort_pairs_copy( | ||
thrust::raw_pointer_cast(keys_in.data()), | ||
thrust::raw_pointer_cast(key_ranks.data()), | ||
thrust::raw_pointer_cast(keys_out.data()), | ||
thrust::raw_pointer_cast(values_out.data()), | ||
num_items, | ||
custom_less_op_t{}); | ||
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// Verify results | ||
thrust::host_vector<key_t> keys_expected(num_items); | ||
thrust::host_vector<offset_t> values_expected(num_items); | ||
auto key_ranks_it = thrust::make_counting_iterator(offset_t{}); | ||
thrust::transform(key_ranks_it, key_ranks_it + num_items, keys_expected.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
thrust::sequence(values_expected.begin(), values_expected.end()); | ||
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REQUIRE(keys_expected == keys_out); | ||
REQUIRE(values_expected == values_out); | ||
} | ||
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CUB_TEST("DeviceMergeSort::SortPairs works", "[merge][sort][device]", wide_key_types) | ||
{ | ||
using key_t = typename c2h::get<0, TestType>; | ||
using offset_t = std::int32_t; | ||
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// Prepare input | ||
const offset_t num_items = GENERATE_COPY(take(2, random(1, 1000000)), values({500, 1000000, 2000000})); | ||
thrust::device_vector<offset_t> key_ranks(num_items); | ||
get_key_ranks(key_ranks); | ||
thrust::device_vector<key_t> keys_in_out(num_items); | ||
thrust::transform(key_ranks.begin(), key_ranks.end(), keys_in_out.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
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// Perform sort | ||
sort_pairs(thrust::raw_pointer_cast(keys_in_out.data()), | ||
thrust::raw_pointer_cast(key_ranks.data()), | ||
num_items, | ||
custom_less_op_t{}); | ||
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// Verify results | ||
thrust::host_vector<key_t> keys_expected(num_items); | ||
thrust::host_vector<offset_t> values_expected(num_items); | ||
auto key_ranks_it = thrust::make_counting_iterator(offset_t{}); | ||
thrust::transform(key_ranks_it, key_ranks_it + num_items, keys_expected.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
thrust::sequence(values_expected.begin(), values_expected.end()); | ||
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REQUIRE(keys_expected == keys_in_out); | ||
REQUIRE(values_expected == key_ranks); | ||
} | ||
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CUB_TEST("DeviceMergeSort::StableSortPairs works and performs a stable sort", "[merge][sort][device]", key_types) | ||
{ | ||
using key_t = typename c2h::get<0, TestType>; | ||
using offset_t = std::int32_t; | ||
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// Prepare input | ||
const offset_t num_items = GENERATE_COPY(take(2, random(1, 1000000)), values({500, 1000000, 2000000})); | ||
thrust::device_vector<offset_t> key_ranks(num_items); | ||
get_key_ranks(key_ranks); | ||
thrust::device_vector<key_t> keys_in_out(num_items); | ||
// We make sure to generate a few items that compare equally to check for stability | ||
auto key_rank_mod_it = thrust::make_transform_iterator(key_ranks.begin(), mod_op_t<offset_t>{128}); | ||
thrust::transform( | ||
key_rank_mod_it, key_rank_mod_it + num_items, keys_in_out.begin(), rank_to_key_op_t<offset_t, key_t>{}); | ||
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// Prepare host data for verification | ||
thrust::host_vector<key_t> keys_expected(num_items); | ||
thrust::host_vector<offset_t> values_expected(key_ranks); | ||
auto expected_value_mod_it = thrust::make_transform_iterator(values_expected.begin(), mod_op_t<offset_t>{128}); | ||
thrust::transform(expected_value_mod_it, | ||
expected_value_mod_it + num_items, | ||
keys_expected.begin(), | ||
rank_to_key_op_t<offset_t, key_t>{}); | ||
auto zipped_expected_it = thrust::make_zip_iterator(keys_expected.begin(), values_expected.begin()); | ||
std::stable_sort(zipped_expected_it, zipped_expected_it + num_items, compare_first_lt_op_t{}); | ||
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// Perform sort | ||
stable_sort_pairs(thrust::raw_pointer_cast(keys_in_out.data()), | ||
thrust::raw_pointer_cast(key_ranks.data()), | ||
num_items, | ||
custom_less_op_t{}); | ||
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REQUIRE(keys_expected == keys_in_out); | ||
REQUIRE(values_expected == key_ranks); | ||
} |
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