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This PR fixes a bug in the `bitmap_view`. Closes #2368 Authors: - rhdong (https://github.com/rhdong) Approvers: - Corey J. Nolet (https://github.com/cjnolet) URL: #2371
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/* | ||
* Copyright (c) 2024, NVIDIA CORPORATION. | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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#include "../test_utils.cuh" | ||
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#include <raft/core/bitmap.cuh> | ||
#include <raft/core/device_mdarray.hpp> | ||
#include <raft/linalg/init.cuh> | ||
#include <raft/linalg/map.cuh> | ||
#include <raft/random/rng.cuh> | ||
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#include <gtest/gtest.h> | ||
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#include <algorithm> | ||
#include <numeric> | ||
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namespace raft::core { | ||
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template <typename index_t> | ||
struct test_spec_bitmap { | ||
index_t rows; | ||
index_t cols; | ||
index_t mask_len; | ||
index_t query_len; | ||
}; | ||
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template <typename index_t> | ||
auto operator<<(std::ostream& os, const test_spec_bitmap<index_t>& ss) -> std::ostream& | ||
{ | ||
os << "bitmap{rows: " << ss.rows << ", cols: " << ss.cols << ", mask_len: " << ss.mask_len | ||
<< ", query_len: " << ss.query_len << "}"; | ||
return os; | ||
} | ||
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template <typename bitmap_t, typename index_t> | ||
void create_cpu_bitmap(std::vector<bitmap_t>& bitmap, | ||
std::vector<index_t>& mask_idx, | ||
const index_t rows, | ||
const index_t cols) | ||
{ | ||
for (size_t i = 0; i < bitmap.size(); i++) { | ||
bitmap[i] = ~bitmap_t(0x00); | ||
} | ||
constexpr size_t bitmap_element_size = sizeof(bitmap_t) * 8; | ||
for (size_t i = 0; i < mask_idx.size(); i++) { | ||
auto row = mask_idx[i] / cols; | ||
auto col = mask_idx[i] % cols; | ||
auto idx = row * cols + col; | ||
bitmap[idx / bitmap_element_size] &= ~(bitmap_t{1} << (idx % bitmap_element_size)); | ||
} | ||
} | ||
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template <typename bitmap_t, typename index_t> | ||
void test_cpu_bitmap(const std::vector<bitmap_t>& bitmap, | ||
const std::vector<index_t>& queries, | ||
std::vector<uint8_t>& result, | ||
index_t rows, | ||
index_t cols) | ||
{ | ||
constexpr size_t bitmap_element_size = sizeof(bitmap_t) * 8; | ||
for (size_t i = 0; i < queries.size(); i++) { | ||
auto row = queries[i] / cols; | ||
auto col = queries[i] % cols; | ||
auto idx = row * cols + col; | ||
result[i] = uint8_t( | ||
(bitmap[idx / bitmap_element_size] & (bitmap_t{1} << (idx % bitmap_element_size))) != 0); | ||
} | ||
} | ||
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template <typename bitmap_t, typename index_t> | ||
class BitmapTest : public testing::TestWithParam<test_spec_bitmap<index_t>> { | ||
protected: | ||
index_t static constexpr const bitmap_element_size = sizeof(bitmap_t) * 8; | ||
const test_spec_bitmap<index_t> spec; | ||
std::vector<bitmap_t> bitmap_result; | ||
std::vector<bitmap_t> bitmap_ref; | ||
raft::resources res; | ||
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public: | ||
explicit BitmapTest() | ||
: spec(testing::TestWithParam<test_spec_bitmap<index_t>>::GetParam()), | ||
bitmap_result(raft::ceildiv(spec.rows * spec.cols, index_t(bitmap_element_size))), | ||
bitmap_ref(raft::ceildiv(spec.rows * spec.cols, index_t(bitmap_element_size))) | ||
{ | ||
} | ||
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void run() | ||
{ | ||
auto stream = resource::get_cuda_stream(res); | ||
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raft::random::RngState rng(42); | ||
auto mask_device = raft::make_device_vector<index_t, index_t>(res, spec.mask_len); | ||
std::vector<index_t> mask_cpu(spec.mask_len); | ||
raft::random::uniformInt( | ||
res, rng, mask_device.view(), index_t(0), index_t(spec.rows * spec.cols)); | ||
raft::update_host(mask_cpu.data(), mask_device.data_handle(), mask_device.extent(0), stream); | ||
resource::sync_stream(res, stream); | ||
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create_cpu_bitmap(bitmap_ref, mask_cpu, spec.rows, spec.cols); | ||
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auto bitset_d = raft::core::bitset<bitmap_t, index_t>( | ||
res, raft::make_const_mdspan(mask_device.view()), index_t(spec.rows * spec.cols)); | ||
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auto bitmap_view_d = | ||
raft::core::bitmap_view<bitmap_t, index_t>(bitset_d.data(), spec.rows, spec.cols); | ||
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ASSERT_EQ(bitmap_view_d.get_n_rows(), spec.rows); | ||
ASSERT_EQ(bitmap_view_d.get_n_cols(), spec.cols); | ||
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auto query_device = raft::make_device_vector<index_t, index_t>(res, spec.query_len); | ||
auto result_device = raft::make_device_vector<uint8_t, index_t>(res, spec.query_len); | ||
auto query_cpu = std::vector<index_t>(spec.query_len); | ||
auto result_cpu = std::vector<uint8_t>(spec.query_len); | ||
auto result_ref = std::vector<uint8_t>(spec.query_len); | ||
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raft::random::uniformInt( | ||
res, rng, query_device.view(), index_t(0), index_t(spec.rows * spec.cols)); | ||
raft::update_host(query_cpu.data(), query_device.data_handle(), query_device.extent(0), stream); | ||
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auto queries_device_view = | ||
raft::make_device_vector_view<const index_t>(query_device.data_handle(), spec.query_len); | ||
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raft::linalg::map( | ||
res, | ||
result_device.view(), | ||
[bitmap_view_d] __device__(index_t query) { | ||
auto row = query / bitmap_view_d.get_n_cols(); | ||
auto col = query % bitmap_view_d.get_n_cols(); | ||
return (uint8_t)(bitmap_view_d.test(row, col)); | ||
}, | ||
queries_device_view); | ||
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raft::update_host(result_cpu.data(), result_device.data_handle(), query_device.size(), stream); | ||
resource::sync_stream(res, stream); | ||
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test_cpu_bitmap(bitmap_ref, query_cpu, result_ref, spec.rows, spec.cols); | ||
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ASSERT_TRUE(hostVecMatch(result_cpu, result_ref, Compare<uint8_t>())); | ||
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raft::random::uniformInt( | ||
res, rng, mask_device.view(), index_t(0), index_t(spec.rows * spec.cols)); | ||
raft::update_host(mask_cpu.data(), mask_device.data_handle(), mask_device.extent(0), stream); | ||
resource::sync_stream(res, stream); | ||
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thrust::for_each_n(raft::resource::get_thrust_policy(res), | ||
mask_device.data_handle(), | ||
mask_device.extent(0), | ||
[bitmap_view_d] __device__(const index_t sample_index) { | ||
auto row = sample_index / bitmap_view_d.get_n_cols(); | ||
auto col = sample_index % bitmap_view_d.get_n_cols(); | ||
bitmap_view_d.set(row, col, false); | ||
}); | ||
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raft::update_host(bitmap_result.data(), bitmap_view_d.data(), bitmap_result.size(), stream); | ||
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for (size_t i = 0; i < mask_cpu.size(); i++) { | ||
auto row = mask_cpu[i] / spec.cols; | ||
auto col = mask_cpu[i] % spec.cols; | ||
auto idx = row * spec.cols + col; | ||
bitmap_ref[idx / bitmap_element_size] &= ~(bitmap_t{1} << (idx % bitmap_element_size)); | ||
} | ||
resource::sync_stream(res, stream); | ||
ASSERT_TRUE(hostVecMatch(bitmap_ref, bitmap_result, raft::Compare<bitmap_t>())); | ||
} | ||
}; | ||
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template <typename index_t> | ||
auto inputs_bitmap = | ||
::testing::Values(test_spec_bitmap<index_t>{32, 32, 5, 10}, | ||
test_spec_bitmap<index_t>{100, 100, 30, 10}, | ||
test_spec_bitmap<index_t>{1024, 1024, 55, 100}, | ||
test_spec_bitmap<index_t>{10000, 10000, 1000, 1000}, | ||
test_spec_bitmap<index_t>{1 << 15, 1 << 15, 1 << 3, 1 << 12}, | ||
test_spec_bitmap<index_t>{1 << 15, 1 << 15, 1 << 24, 1 << 13}); | ||
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using BitmapTest_Uint32_32 = BitmapTest<uint32_t, uint32_t>; | ||
TEST_P(BitmapTest_Uint32_32, Run) { run(); } | ||
INSTANTIATE_TEST_CASE_P(BitmapTest, BitmapTest_Uint32_32, inputs_bitmap<uint32_t>); | ||
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using BitmapTest_Uint64_32 = BitmapTest<uint64_t, uint32_t>; | ||
TEST_P(BitmapTest_Uint64_32, Run) { run(); } | ||
INSTANTIATE_TEST_CASE_P(BitmapTest, BitmapTest_Uint64_32, inputs_bitmap<uint32_t>); | ||
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using BitmapTest_Uint32_64 = BitmapTest<uint32_t, uint64_t>; | ||
TEST_P(BitmapTest_Uint32_64, Run) { run(); } | ||
INSTANTIATE_TEST_CASE_P(BitmapTest, BitmapTest_Uint32_64, inputs_bitmap<uint64_t>); | ||
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using BitmapTest_Uint64_64 = BitmapTest<uint64_t, uint64_t>; | ||
TEST_P(BitmapTest_Uint64_64, Run) { run(); } | ||
INSTANTIATE_TEST_CASE_P(BitmapTest, BitmapTest_Uint64_64, inputs_bitmap<uint64_t>); | ||
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} // namespace raft::core |