milvus/internal/core/unittest/test_bitset.cpp
Alexander Guzhva cae5722229
enhance: performance improvements for the bitset (#31753)
Issue: #31752

This PR improves the performance for bitset utilities (introduced in PR
#30454), including varchar filtering

Signed-off-by: Alexandr Guzhva <alexanderguzhva@gmail.com>
2024-04-06 05:19:22 +08:00

1668 lines
58 KiB
C++

// Copyright (C) 2019-2024 Zilliz. All rights reserved.
//
// 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
#include <gtest/gtest.h>
#include <cassert>
#include <chrono>
#include <cmath>
#include <cstddef>
#include <cstdint>
#include <optional>
#include <random>
#include <string>
#include <tuple>
#include <vector>
#include "bitset/bitset.h"
#include "bitset/detail/bit_wise.h"
#include "bitset/detail/element_wise.h"
#include "bitset/detail/element_vectorized.h"
#include "bitset/detail/platform/dynamic.h"
#include "bitset/detail/platform/vectorized_ref.h"
#if defined(__x86_64__)
#include "bitset/detail/platform/x86/avx2.h"
#include "bitset/detail/platform/x86/avx512.h"
#include "bitset/detail/platform/x86/instruction_set.h"
#endif
#if defined(__aarch64__)
#include "bitset/detail/platform/arm/neon.h"
#ifdef __ARM_FEATURE_SVE
#include "bitset/detail/platform/arm/sve.h"
#endif
#endif
using namespace milvus::bitset;
//////////////////////////////////////////////////////////////////////////////////////////
// * The data is processed using ElementT,
// * A container stores the data using ContainerValueT elements,
// * VectorizerT defines the vectorization.
template <typename ElementT, typename ContainerValueT>
struct RefImplTraits {
using policy_type = milvus::bitset::detail::BitWiseBitsetPolicy<ElementT>;
using container_type = std::vector<ContainerValueT>;
using bitset_type =
milvus::bitset::Bitset<policy_type, container_type, false>;
using bitset_view = milvus::bitset::BitsetView<policy_type, false>;
};
template <typename ElementT, typename ContainerValueT>
struct ElementImplTraits {
using policy_type =
milvus::bitset::detail::ElementWiseBitsetPolicy<ElementT>;
using container_type = std::vector<ContainerValueT>;
using bitset_type =
milvus::bitset::Bitset<policy_type, container_type, false>;
using bitset_view = milvus::bitset::BitsetView<policy_type, false>;
};
template <typename ElementT, typename ContainerValueT, typename VectorizerT>
struct VectorizedImplTraits {
using policy_type =
milvus::bitset::detail::VectorizedElementWiseBitsetPolicy<ElementT,
VectorizerT>;
using container_type = std::vector<ContainerValueT>;
using bitset_type =
milvus::bitset::Bitset<policy_type, container_type, false>;
using bitset_view = milvus::bitset::BitsetView<policy_type, false>;
};
//////////////////////////////////////////////////////////////////////////////////////////
// set running mode to 1 to run a subset of tests
// set running mode to 2 to run benchmarks
// otherwise, all of the tests are run
#define RUNNING_MODE 1
#if RUNNING_MODE == 1
// short tests
static constexpr bool print_log = false;
static constexpr bool print_timing = false;
static constexpr size_t typical_sizes[] = {0, 1, 10, 100, 1000};
static constexpr size_t typical_offsets[] = {
0, 1, 2, 3, 4, 5, 6, 7, 11, 21, 35, 55, 63, 127, 703};
static constexpr CompareOpType typical_compare_ops[] = {CompareOpType::EQ,
CompareOpType::GE,
CompareOpType::GT,
CompareOpType::LE,
CompareOpType::LT,
CompareOpType::NE};
static constexpr RangeType typical_range_types[] = {
RangeType::IncInc, RangeType::IncExc, RangeType::ExcInc, RangeType::ExcExc};
static constexpr ArithOpType typical_arith_ops[] = {ArithOpType::Add,
ArithOpType::Sub,
ArithOpType::Mul,
ArithOpType::Div,
ArithOpType::Mod};
#elif RUNNING_MODE == 2
// benchmarks
static constexpr bool print_log = false;
static constexpr bool print_timing = true;
static constexpr size_t typical_sizes[] = {10000000};
static constexpr size_t typical_offsets[] = {1};
static constexpr CompareOpType typical_compare_ops[] = {CompareOpType::EQ,
CompareOpType::GE,
CompareOpType::GT,
CompareOpType::LE,
CompareOpType::LT,
CompareOpType::NE};
static constexpr RangeType typical_range_types[] = {
RangeType::IncInc, RangeType::IncExc, RangeType::ExcInc, RangeType::ExcExc};
static constexpr ArithOpType typical_arith_ops[] = {ArithOpType::Add,
ArithOpType::Sub,
ArithOpType::Mul,
ArithOpType::Div,
ArithOpType::Mod};
#else
// full tests, mostly used for code coverage
static constexpr bool print_log = false;
static constexpr bool print_timing = false;
static constexpr size_t typical_sizes[] = {0,
1,
10,
100,
1000,
10000,
2048,
2056,
2064,
2072,
2080,
2088,
2096,
2104,
2112};
static constexpr size_t typical_offsets[] = {
0, 1, 2, 3, 4, 5, 6, 7, 11, 21, 35, 45, 55,
63, 127, 512, 520, 528, 536, 544, 556, 564, 572, 580, 703};
static constexpr CompareOpType typical_compare_ops[] = {CompareOpType::EQ,
CompareOpType::GE,
CompareOpType::GT,
CompareOpType::LE,
CompareOpType::LT,
CompareOpType::NE};
static constexpr RangeType typical_range_types[] = {
RangeType::IncInc, RangeType::IncExc, RangeType::ExcInc, RangeType::ExcExc};
static constexpr ArithOpType typical_arith_ops[] = {ArithOpType::Add,
ArithOpType::Sub,
ArithOpType::Mul,
ArithOpType::Div,
ArithOpType::Mod};
#define FULL_TESTS 1
#endif
//////////////////////////////////////////////////////////////////////////////////////////
// combinations to run
using Ttypes2 = ::testing::Types<
#if FULL_TESTS == 1
std::tuple<int8_t, int8_t, uint8_t, uint8_t>,
std::tuple<int16_t, int16_t, uint8_t, uint8_t>,
std::tuple<int32_t, int32_t, uint8_t, uint8_t>,
std::tuple<int64_t, int64_t, uint8_t, uint8_t>,
std::tuple<float, float, uint8_t, uint8_t>,
std::tuple<double, double, uint8_t, uint8_t>,
std::tuple<std::string, std::string, uint8_t, uint8_t>,
#endif
std::tuple<int8_t, int8_t, uint64_t, uint8_t>,
std::tuple<int16_t, int16_t, uint64_t, uint8_t>,
std::tuple<int32_t, int32_t, uint64_t, uint8_t>,
std::tuple<int64_t, int64_t, uint64_t, uint8_t>,
std::tuple<float, float, uint64_t, uint8_t>,
std::tuple<double, double, uint64_t, uint8_t>,
std::tuple<std::string, std::string, uint64_t, uint8_t>
#if FULL_TESTS == 1
,
std::tuple<int8_t, int8_t, uint8_t, uint64_t>,
std::tuple<int16_t, int16_t, uint8_t, uint64_t>,
std::tuple<int32_t, int32_t, uint8_t, uint64_t>,
std::tuple<int64_t, int64_t, uint8_t, uint64_t>,
std::tuple<float, float, uint8_t, uint64_t>,
std::tuple<double, double, uint8_t, uint64_t>,
std::tuple<std::string, std::string, uint8_t, uint64_t>,
std::tuple<int8_t, int8_t, uint64_t, uint64_t>,
std::tuple<int16_t, int16_t, uint64_t, uint64_t>,
std::tuple<int32_t, int32_t, uint64_t, uint64_t>,
std::tuple<int64_t, int64_t, uint64_t, uint64_t>,
std::tuple<float, float, uint64_t, uint64_t>,
std::tuple<double, double, uint64_t, uint64_t>,
std::tuple<std::string, std::string, uint64_t, uint64_t>
#endif
>;
// combinations to run
using Ttypes1 = ::testing::Types<
#if FULL_TESTS == 1
std::tuple<int8_t, uint8_t, uint8_t>,
std::tuple<int16_t, uint8_t, uint8_t>,
std::tuple<int32_t, uint8_t, uint8_t>,
std::tuple<int64_t, uint8_t, uint8_t>,
std::tuple<float, uint8_t, uint8_t>,
std::tuple<double, uint8_t, uint8_t>,
std::tuple<std::string, uint8_t, uint8_t>,
#endif
std::tuple<int8_t, uint64_t, uint8_t>,
std::tuple<int16_t, uint64_t, uint8_t>,
std::tuple<int32_t, uint64_t, uint8_t>,
std::tuple<int64_t, uint64_t, uint8_t>,
std::tuple<float, uint64_t, uint8_t>,
std::tuple<double, uint64_t, uint8_t>,
std::tuple<std::string, uint64_t, uint8_t>
#if FULL_TESTS == 1
,
std::tuple<int8_t, uint8_t, uint64_t>,
std::tuple<int16_t, uint8_t, uint64_t>,
std::tuple<int32_t, uint8_t, uint64_t>,
std::tuple<int64_t, uint8_t, uint64_t>,
std::tuple<float, uint8_t, uint64_t>,
std::tuple<double, uint8_t, uint64_t>,
std::tuple<std::string, uint8_t, uint64_t>,
std::tuple<int8_t, uint64_t, uint64_t>,
std::tuple<int16_t, uint64_t, uint64_t>,
std::tuple<int32_t, uint64_t, uint64_t>,
std::tuple<int64_t, uint64_t, uint64_t>,
std::tuple<float, uint64_t, uint64_t>,
std::tuple<double, uint64_t, uint64_t>,
std::tuple<std::string, uint64_t, uint64_t>
#endif
>;
//////////////////////////////////////////////////////////////////////////////////////////
struct StopWatch {
using time_type =
std::chrono::time_point<std::chrono::high_resolution_clock>;
time_type start;
StopWatch() {
start = now();
}
inline double
elapsed() {
auto current = now();
return std::chrono::duration<double>(current - start).count();
}
static inline time_type
now() {
return std::chrono::high_resolution_clock::now();
}
};
//
template <typename T>
void
FillRandom(std::vector<T>& t,
std::default_random_engine& rng,
const size_t max_v) {
std::uniform_int_distribution<uint8_t> tt(0, max_v);
for (size_t i = 0; i < t.size(); i++) {
t[i] = tt(rng);
}
}
template <>
void
FillRandom<std::string>(std::vector<std::string>& t,
std::default_random_engine& rng,
const size_t max_v) {
std::uniform_int_distribution<uint8_t> tt(0, max_v);
for (size_t i = 0; i < t.size(); i++) {
t[i] = std::to_string(tt(rng));
}
}
template <typename BitsetT>
void
FillRandom(BitsetT& bitset, std::default_random_engine& rng) {
std::uniform_int_distribution<uint8_t> tt(0, 1);
for (size_t i = 0; i < bitset.size(); i++) {
bitset[i] = (tt(rng) == 0);
}
}
//
template <typename T>
T
from_i32(const int32_t i) {
return T(i);
}
template <>
std::string
from_i32(const int32_t i) {
return std::to_string(i);
}
//////////////////////////////////////////////////////////////////////////////////////////
//
template <typename BitsetT>
void
TestFindImpl(BitsetT& bitset, const size_t max_v) {
const size_t n = bitset.size();
std::default_random_engine rng(123);
std::uniform_int_distribution<int8_t> u(0, max_v);
std::vector<size_t> one_pos;
for (size_t i = 0; i < n; i++) {
bool enabled = (u(rng) == 0);
if (enabled) {
one_pos.push_back(i);
bitset[i] = true;
}
}
StopWatch sw;
auto bit_idx = bitset.find_first();
if (!bit_idx.has_value()) {
ASSERT_EQ(one_pos.size(), 0);
return;
}
for (size_t i = 0; i < one_pos.size(); i++) {
ASSERT_TRUE(bit_idx.has_value()) << n << ", " << max_v;
ASSERT_EQ(bit_idx.value(), one_pos[i]) << n << ", " << max_v;
bit_idx = bitset.find_next(bit_idx.value());
}
ASSERT_FALSE(bit_idx.has_value())
<< n << ", " << max_v << ", " << bit_idx.value();
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
}
template <typename BitsetT>
void
TestFindImpl() {
for (const size_t n : typical_sizes) {
for (const size_t pr : {1, 100}) {
BitsetT bitset(n);
bitset.reset();
if (print_log) {
printf("Testing bitset, n=%zd, pr=%zd\n", n, pr);
}
TestFindImpl(bitset, pr);
for (const size_t offset : typical_offsets) {
if (offset >= n) {
continue;
}
bitset.reset();
auto view = bitset.view(offset);
if (print_log) {
printf("Testing bitset view, n=%zd, offset=%zd, pr=%zd\n",
n,
offset,
pr);
}
TestFindImpl(view, pr);
}
}
}
}
//
TEST(FindRef, f) {
using impl_traits = RefImplTraits<uint64_t, uint8_t>;
TestFindImpl<typename impl_traits::bitset_type>();
}
//
TEST(FindElement, f) {
using impl_traits = ElementImplTraits<uint64_t, uint8_t>;
TestFindImpl<typename impl_traits::bitset_type>();
}
// //
// TEST(FindVectorizedAvx2, f) {
// TestFindImpl<avx2_u64_u8::bitset_type>();
// }
//////////////////////////////////////////////////////////////////////////////////////////
//
template <typename BitsetT, typename T, typename U>
void
TestInplaceCompareColumnImpl(BitsetT& bitset, CompareOpType op) {
const size_t n = bitset.size();
constexpr size_t max_v = 2;
std::vector<T> t(n, from_i32<T>(0));
std::vector<U> u(n, from_i32<T>(0));
std::default_random_engine rng(123);
FillRandom(t, rng, max_v);
FillRandom(u, rng, max_v);
StopWatch sw;
bitset.inplace_compare_column(t.data(), u.data(), n, op);
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
for (size_t i = 0; i < n; i++) {
if (op == CompareOpType::EQ) {
ASSERT_EQ(t[i] == u[i], bitset[i]) << i;
} else if (op == CompareOpType::GE) {
ASSERT_EQ(t[i] >= u[i], bitset[i]) << i;
} else if (op == CompareOpType::GT) {
ASSERT_EQ(t[i] > u[i], bitset[i]) << i;
} else if (op == CompareOpType::LE) {
ASSERT_EQ(t[i] <= u[i], bitset[i]) << i;
} else if (op == CompareOpType::LT) {
ASSERT_EQ(t[i] < u[i], bitset[i]) << i;
} else if (op == CompareOpType::NE) {
ASSERT_EQ(t[i] != u[i], bitset[i]) << i;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
}
}
template <typename BitsetT, typename T, typename U>
void
TestInplaceCompareColumnImpl() {
for (const size_t n : typical_sizes) {
for (const auto op : typical_compare_ops) {
BitsetT bitset(n);
bitset.reset();
if (print_log) {
printf("Testing bitset, n=%zd, op=%zd\n", n, (size_t)op);
}
TestInplaceCompareColumnImpl<BitsetT, T, U>(bitset, op);
for (const size_t offset : typical_offsets) {
if (offset >= n) {
continue;
}
bitset.reset();
auto view = bitset.view(offset);
if (print_log) {
printf("Testing bitset view, n=%zd, offset=%zd, op=%zd\n",
n,
offset,
(size_t)op);
}
TestInplaceCompareColumnImpl<decltype(view), T, U>(view, op);
}
}
}
}
//
template <typename T>
class InplaceCompareColumnSuite : public ::testing::Test {};
TYPED_TEST_SUITE_P(InplaceCompareColumnSuite);
//
TYPED_TEST_P(InplaceCompareColumnSuite, BitWise) {
using impl_traits = RefImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
}
//
TYPED_TEST_P(InplaceCompareColumnSuite, ElementWise) {
using impl_traits = ElementImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
}
//
TYPED_TEST_P(InplaceCompareColumnSuite, Avx2) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx2()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx2>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
}
#endif
}
//
TYPED_TEST_P(InplaceCompareColumnSuite, Avx512) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx512()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx512>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
}
#endif
}
//
TYPED_TEST_P(InplaceCompareColumnSuite, Neon) {
#if defined(__aarch64__)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>,
milvus::bitset::detail::arm::VectorizedNeon>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
#endif
}
//
TYPED_TEST_P(InplaceCompareColumnSuite, Sve) {
#if defined(__aarch64__) && defined(__ARM_FEATURE_SVE)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>,
milvus::bitset::detail::arm::VectorizedSve>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
#endif
}
//
TYPED_TEST_P(InplaceCompareColumnSuite, Dynamic) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>,
milvus::bitset::detail::VectorizedDynamic>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
}
//
TYPED_TEST_P(InplaceCompareColumnSuite, VecRef) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<2, TypeParam>,
std::tuple_element_t<3, TypeParam>,
milvus::bitset::detail::VectorizedRef>;
TestInplaceCompareColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>,
std::tuple_element_t<1, TypeParam>>();
}
//
REGISTER_TYPED_TEST_SUITE_P(InplaceCompareColumnSuite,
BitWise,
ElementWise,
Avx2,
Avx512,
Neon,
Sve,
Dynamic,
VecRef);
INSTANTIATE_TYPED_TEST_SUITE_P(InplaceCompareColumnTest,
InplaceCompareColumnSuite,
Ttypes2);
//////////////////////////////////////////////////////////////////////////////////////////
//
template <typename BitsetT, typename T>
void
TestInplaceCompareValImpl(BitsetT& bitset, CompareOpType op) {
const size_t n = bitset.size();
constexpr size_t max_v = 3;
const T value = from_i32<T>(1);
std::vector<T> t(n, from_i32<T>(0));
std::default_random_engine rng(123);
FillRandom(t, rng, max_v);
StopWatch sw;
bitset.inplace_compare_val(t.data(), n, value, op);
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
for (size_t i = 0; i < n; i++) {
if (op == CompareOpType::EQ) {
ASSERT_EQ(t[i] == value, bitset[i]) << i;
} else if (op == CompareOpType::GE) {
ASSERT_EQ(t[i] >= value, bitset[i]) << i;
} else if (op == CompareOpType::GT) {
ASSERT_EQ(t[i] > value, bitset[i]) << i;
} else if (op == CompareOpType::LE) {
ASSERT_EQ(t[i] <= value, bitset[i]) << i;
} else if (op == CompareOpType::LT) {
ASSERT_EQ(t[i] < value, bitset[i]) << i;
} else if (op == CompareOpType::NE) {
ASSERT_EQ(t[i] != value, bitset[i]) << i;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
}
}
template <typename BitsetT, typename T>
void
TestInplaceCompareValImpl() {
for (const size_t n : typical_sizes) {
for (const auto op : typical_compare_ops) {
BitsetT bitset(n);
bitset.reset();
if (print_log) {
printf("Testing bitset, n=%zd, op=%zd\n", n, (size_t)op);
}
TestInplaceCompareValImpl<BitsetT, T>(bitset, op);
for (const size_t offset : typical_offsets) {
if (offset >= n) {
continue;
}
bitset.reset();
auto view = bitset.view(offset);
if (print_log) {
printf("Testing bitset view, n=%zd, offset=%zd, op=%zd\n",
n,
offset,
(size_t)op);
}
TestInplaceCompareValImpl<decltype(view), T>(view, op);
}
}
}
}
//
template <typename T>
class InplaceCompareValSuite : public ::testing::Test {};
TYPED_TEST_SUITE_P(InplaceCompareValSuite);
TYPED_TEST_P(InplaceCompareValSuite, BitWise) {
using impl_traits = RefImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceCompareValSuite, ElementWise) {
using impl_traits = ElementImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceCompareValSuite, Avx2) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx2()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx2>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceCompareValSuite, Avx512) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx512()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx512>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceCompareValSuite, Neon) {
#if defined(__aarch64__)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedNeon>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceCompareValSuite, Sve) {
#if defined(__aarch64__) && defined(__ARM_FEATURE_SVE)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedSve>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceCompareValSuite, Dynamic) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedDynamic>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceCompareValSuite, VecRef) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedRef>;
TestInplaceCompareValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
//
REGISTER_TYPED_TEST_SUITE_P(InplaceCompareValSuite,
BitWise,
ElementWise,
Avx2,
Avx512,
Neon,
Sve,
Dynamic,
VecRef);
INSTANTIATE_TYPED_TEST_SUITE_P(InplaceCompareValTest,
InplaceCompareValSuite,
Ttypes1);
//////////////////////////////////////////////////////////////////////////////////////////
//
template <typename BitsetT, typename T>
void
TestInplaceWithinRangeColumnImpl(BitsetT& bitset, RangeType op) {
const size_t n = bitset.size();
constexpr size_t max_v = 3;
std::vector<T> range(n, from_i32<T>(0));
std::vector<T> values(n, from_i32<T>(0));
std::vector<T> lower(n, from_i32<T>(0));
std::vector<T> upper(n, from_i32<T>(0));
std::default_random_engine rng(123);
FillRandom(lower, rng, max_v);
FillRandom(range, rng, max_v);
FillRandom(values, rng, 2 * max_v);
for (size_t i = 0; i < n; i++) {
upper[i] = lower[i] + range[i];
}
StopWatch sw;
bitset.inplace_within_range_column(
lower.data(), upper.data(), values.data(), n, op);
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
for (size_t i = 0; i < n; i++) {
if (op == RangeType::IncInc) {
ASSERT_EQ(lower[i] <= values[i] && values[i] <= upper[i], bitset[i])
<< i << " " << lower[i] << " " << values[i] << " " << upper[i];
} else if (op == RangeType::IncExc) {
ASSERT_EQ(lower[i] <= values[i] && values[i] < upper[i], bitset[i])
<< i << " " << lower[i] << " " << values[i] << " " << upper[i];
} else if (op == RangeType::ExcInc) {
ASSERT_EQ(lower[i] < values[i] && values[i] <= upper[i], bitset[i])
<< i << " " << lower[i] << " " << values[i] << " " << upper[i];
} else if (op == RangeType::ExcExc) {
ASSERT_EQ(lower[i] < values[i] && values[i] < upper[i], bitset[i])
<< i << " " << lower[i] << " " << values[i] << " " << upper[i];
} else {
ASSERT_TRUE(false) << "Not implemented";
}
}
}
template <typename BitsetT, typename T>
void
TestInplaceWithinRangeColumnImpl() {
for (const size_t n : typical_sizes) {
for (const auto op : typical_range_types) {
BitsetT bitset(n);
bitset.reset();
if (print_log) {
printf("Testing bitset, n=%zd, op=%zd\n", n, (size_t)op);
}
TestInplaceWithinRangeColumnImpl<BitsetT, T>(bitset, op);
for (const size_t offset : typical_offsets) {
if (offset >= n) {
continue;
}
bitset.reset();
auto view = bitset.view(offset);
if (print_log) {
printf("Testing bitset view, n=%zd, offset=%zd, op=%zd\n",
n,
offset,
(size_t)op);
}
TestInplaceWithinRangeColumnImpl<decltype(view), T>(view, op);
}
}
}
}
//
template <typename T>
class InplaceWithinRangeColumnSuite : public ::testing::Test {};
TYPED_TEST_SUITE_P(InplaceWithinRangeColumnSuite);
TYPED_TEST_P(InplaceWithinRangeColumnSuite, BitWise) {
using impl_traits = RefImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceWithinRangeColumnSuite, ElementWise) {
using impl_traits = ElementImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceWithinRangeColumnSuite, Avx2) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx2()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx2>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceWithinRangeColumnSuite, Avx512) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx512()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx512>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceWithinRangeColumnSuite, Neon) {
#if defined(__aarch64__)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedNeon>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceWithinRangeColumnSuite, Sve) {
#if defined(__aarch64__) && defined(__ARM_FEATURE_SVE)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedSve>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceWithinRangeColumnSuite, Dynamic) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedDynamic>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceWithinRangeColumnSuite, VecRef) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedRef>;
TestInplaceWithinRangeColumnImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
//
REGISTER_TYPED_TEST_SUITE_P(InplaceWithinRangeColumnSuite,
BitWise,
ElementWise,
Avx2,
Avx512,
Neon,
Sve,
Dynamic,
VecRef);
INSTANTIATE_TYPED_TEST_SUITE_P(InplaceWithinRangeColumnTest,
InplaceWithinRangeColumnSuite,
Ttypes1);
//////////////////////////////////////////////////////////////////////////////////////////
//
template <typename BitsetT, typename T>
void
TestInplaceWithinRangeValImpl(BitsetT& bitset, RangeType op) {
const size_t n = bitset.size();
constexpr size_t max_v = 10;
const T lower_v = from_i32<T>(3);
const T upper_v = from_i32<T>(7);
std::vector<T> values(n, from_i32<T>(0));
std::default_random_engine rng(123);
FillRandom(values, rng, max_v);
StopWatch sw;
bitset.inplace_within_range_val(lower_v, upper_v, values.data(), n, op);
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
for (size_t i = 0; i < n; i++) {
if (op == RangeType::IncInc) {
ASSERT_EQ(lower_v <= values[i] && values[i] <= upper_v, bitset[i])
<< i << " " << lower_v << " " << values[i] << " " << upper_v;
} else if (op == RangeType::IncExc) {
ASSERT_EQ(lower_v <= values[i] && values[i] < upper_v, bitset[i])
<< i << " " << lower_v << " " << values[i] << " " << upper_v;
} else if (op == RangeType::ExcInc) {
ASSERT_EQ(lower_v < values[i] && values[i] <= upper_v, bitset[i])
<< i << " " << lower_v << " " << values[i] << " " << upper_v;
} else if (op == RangeType::ExcExc) {
ASSERT_EQ(lower_v < values[i] && values[i] < upper_v, bitset[i])
<< i << " " << lower_v << " " << values[i] << " " << upper_v;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
}
}
template <typename BitsetT, typename T>
void
TestInplaceWithinRangeValImpl() {
for (const size_t n : typical_sizes) {
for (const auto op : typical_range_types) {
BitsetT bitset(n);
bitset.reset();
if (print_log) {
printf("Testing bitset, n=%zd, op=%zd\n", n, (size_t)op);
}
TestInplaceWithinRangeValImpl<BitsetT, T>(bitset, op);
for (const size_t offset : typical_offsets) {
if (offset >= n) {
continue;
}
bitset.reset();
auto view = bitset.view(offset);
if (print_log) {
printf("Testing bitset view, n=%zd, offset=%zd, op=%zd\n",
n,
offset,
(size_t)op);
}
TestInplaceWithinRangeValImpl<decltype(view), T>(view, op);
}
}
}
}
//
template <typename T>
class InplaceWithinRangeValSuite : public ::testing::Test {};
TYPED_TEST_SUITE_P(InplaceWithinRangeValSuite);
TYPED_TEST_P(InplaceWithinRangeValSuite, BitWise) {
using impl_traits = RefImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceWithinRangeValSuite, ElementWise) {
using impl_traits = ElementImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceWithinRangeValSuite, Avx2) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx2()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx2>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceWithinRangeValSuite, Avx512) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx512()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx512>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceWithinRangeValSuite, Neon) {
#if defined(__aarch64__)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedNeon>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceWithinRangeValSuite, Sve) {
#if defined(__aarch64__) && defined(__ARM_FEATURE_SVE)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedSve>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceWithinRangeValSuite, Dynamic) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedDynamic>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceWithinRangeValSuite, VecRef) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedRef>;
TestInplaceWithinRangeValImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
//
REGISTER_TYPED_TEST_SUITE_P(InplaceWithinRangeValSuite,
BitWise,
ElementWise,
Avx2,
Avx512,
Neon,
Sve,
Dynamic,
VecRef);
INSTANTIATE_TYPED_TEST_SUITE_P(InplaceWithinRangeValTest,
InplaceWithinRangeValSuite,
Ttypes1);
//////////////////////////////////////////////////////////////////////////////////////////
template <typename BitsetT, typename T>
struct TestInplaceArithCompareImplS {
static void
process(BitsetT& bitset, ArithOpType a_op, CompareOpType cmp_op) {
using HT = ArithHighPrecisionType<T>;
const size_t n = bitset.size();
constexpr size_t max_v = 10;
std::vector<T> left(n, 0);
const HT right_operand = from_i32<HT>(2);
const HT value = from_i32<HT>(5);
std::default_random_engine rng(123);
FillRandom(left, rng, max_v);
StopWatch sw;
bitset.inplace_arith_compare(
left.data(), right_operand, value, n, a_op, cmp_op);
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
for (size_t i = 0; i < n; i++) {
if (a_op == ArithOpType::Add) {
if (cmp_op == CompareOpType::EQ) {
ASSERT_EQ((left[i] + right_operand) == value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GE) {
ASSERT_EQ((left[i] + right_operand) >= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GT) {
ASSERT_EQ((left[i] + right_operand) > value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LE) {
ASSERT_EQ((left[i] + right_operand) <= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LT) {
ASSERT_EQ((left[i] + right_operand) < value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::NE) {
ASSERT_EQ((left[i] + right_operand) != value, bitset[i])
<< i;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
} else if (a_op == ArithOpType::Sub) {
if (cmp_op == CompareOpType::EQ) {
ASSERT_EQ((left[i] - right_operand) == value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GE) {
ASSERT_EQ((left[i] - right_operand) >= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GT) {
ASSERT_EQ((left[i] - right_operand) > value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LE) {
ASSERT_EQ((left[i] - right_operand) <= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LT) {
ASSERT_EQ((left[i] - right_operand) < value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::NE) {
ASSERT_EQ((left[i] - right_operand) != value, bitset[i])
<< i;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
} else if (a_op == ArithOpType::Mul) {
if (cmp_op == CompareOpType::EQ) {
ASSERT_EQ((left[i] * right_operand) == value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GE) {
ASSERT_EQ((left[i] * right_operand) >= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GT) {
ASSERT_EQ((left[i] * right_operand) > value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LE) {
ASSERT_EQ((left[i] * right_operand) <= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LT) {
ASSERT_EQ((left[i] * right_operand) < value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::NE) {
ASSERT_EQ((left[i] * right_operand) != value, bitset[i])
<< i;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
} else if (a_op == ArithOpType::Div) {
if (cmp_op == CompareOpType::EQ) {
ASSERT_EQ((left[i] / right_operand) == value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GE) {
ASSERT_EQ((left[i] / right_operand) >= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GT) {
ASSERT_EQ((left[i] / right_operand) > value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LE) {
ASSERT_EQ((left[i] / right_operand) <= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LT) {
ASSERT_EQ((left[i] / right_operand) < value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::NE) {
ASSERT_EQ((left[i] / right_operand) != value, bitset[i])
<< i;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
} else if (a_op == ArithOpType::Mod) {
if (cmp_op == CompareOpType::EQ) {
ASSERT_EQ(fmod(left[i], right_operand) == value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GE) {
ASSERT_EQ(fmod(left[i], right_operand) >= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::GT) {
ASSERT_EQ(fmod(left[i], right_operand) > value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LE) {
ASSERT_EQ(fmod(left[i], right_operand) <= value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::LT) {
ASSERT_EQ(fmod(left[i], right_operand) < value, bitset[i])
<< i;
} else if (cmp_op == CompareOpType::NE) {
ASSERT_EQ(fmod(left[i], right_operand) != value, bitset[i])
<< i;
} else {
ASSERT_TRUE(false) << "Not implemented";
}
} else {
ASSERT_TRUE(false) << "Not implemented";
}
}
}
};
template <typename BitsetT>
struct TestInplaceArithCompareImplS<BitsetT, std::string> {
static void
process(BitsetT&, ArithOpType, CompareOpType) {
// does nothing
}
};
template <typename BitsetT, typename T>
void
TestInplaceArithCompareImpl() {
for (const size_t n : typical_sizes) {
for (const auto a_op : typical_arith_ops) {
for (const auto cmp_op : typical_compare_ops) {
BitsetT bitset(n);
bitset.reset();
if (print_log) {
printf(
"Testing bitset, n=%zd, a_op=%zd\n", n, (size_t)a_op);
}
TestInplaceArithCompareImplS<BitsetT, T>::process(
bitset, a_op, cmp_op);
for (const size_t offset : typical_offsets) {
if (offset >= n) {
continue;
}
bitset.reset();
auto view = bitset.view(offset);
if (print_log) {
printf(
"Testing bitset view, n=%zd, offset=%zd, a_op=%zd, "
"cmp_op=%zd\n",
n,
offset,
(size_t)a_op,
(size_t)cmp_op);
}
TestInplaceArithCompareImplS<decltype(view), T>::process(
view, a_op, cmp_op);
}
}
}
}
}
//
template <typename T>
class InplaceArithCompareSuite : public ::testing::Test {};
TYPED_TEST_SUITE_P(InplaceArithCompareSuite);
TYPED_TEST_P(InplaceArithCompareSuite, BitWise) {
using impl_traits = RefImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceArithCompareSuite, ElementWise) {
using impl_traits = ElementImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceArithCompareSuite, Avx2) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx2()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx2>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceArithCompareSuite, Avx512) {
#if defined(__x86_64__)
using namespace milvus::bitset::detail::x86;
if (cpu_support_avx512()) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::x86::VectorizedAvx512>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
#endif
}
TYPED_TEST_P(InplaceArithCompareSuite, Neon) {
#if defined(__aarch64__)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedNeon>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceArithCompareSuite, Sve) {
#if defined(__aarch64__) && defined(__ARM_FEATURE_SVE)
using namespace milvus::bitset::detail::arm;
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::arm::VectorizedSve>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
#endif
}
TYPED_TEST_P(InplaceArithCompareSuite, Dynamic) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedDynamic>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
TYPED_TEST_P(InplaceArithCompareSuite, VecRef) {
using impl_traits =
VectorizedImplTraits<std::tuple_element_t<1, TypeParam>,
std::tuple_element_t<2, TypeParam>,
milvus::bitset::detail::VectorizedRef>;
TestInplaceArithCompareImpl<typename impl_traits::bitset_type,
std::tuple_element_t<0, TypeParam>>();
}
//
REGISTER_TYPED_TEST_SUITE_P(InplaceArithCompareSuite,
BitWise,
ElementWise,
Avx2,
Avx512,
Neon,
Sve,
Dynamic,
VecRef);
INSTANTIATE_TYPED_TEST_SUITE_P(InplaceArithCompareTest,
InplaceArithCompareSuite,
Ttypes1);
//////////////////////////////////////////////////////////////////////////////////////////
template <typename BitsetT, typename BitsetU>
void
TestAppendImpl(BitsetT& bitset_dst, const BitsetU& bitset_src) {
std::vector<bool> b_dst;
b_dst.reserve(bitset_src.size() + bitset_dst.size());
for (size_t i = 0; i < bitset_dst.size(); i++) {
b_dst.push_back(bitset_dst[i]);
}
for (size_t i = 0; i < bitset_src.size(); i++) {
b_dst.push_back(bitset_src[i]);
}
StopWatch sw;
bitset_dst.append(bitset_src);
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
//
ASSERT_EQ(b_dst.size(), bitset_dst.size());
for (size_t i = 0; i < bitset_dst.size(); i++) {
ASSERT_EQ(b_dst[i], bitset_dst[i]) << i;
}
}
template <typename BitsetT>
void
TestAppendImpl() {
std::default_random_engine rng(345);
std::vector<BitsetT> bt0;
for (const size_t n : typical_sizes) {
BitsetT bitset(n);
FillRandom(bitset, rng);
bt0.push_back(std::move(bitset));
}
std::vector<BitsetT> bt1;
for (const size_t n : typical_sizes) {
BitsetT bitset(n);
FillRandom(bitset, rng);
bt1.push_back(std::move(bitset));
}
for (const auto& bt_a : bt0) {
for (const auto& bt_b : bt1) {
auto bt = bt_a.clone();
if (print_log) {
printf(
"Testing bitset, n=%zd, m=%zd\n", bt_a.size(), bt_b.size());
}
TestAppendImpl(bt, bt_b);
for (const size_t offset : typical_offsets) {
if (offset >= bt_b.size()) {
continue;
}
bt = bt_a.clone();
auto view = bt_b.view(offset);
if (print_log) {
printf("Testing bitset view, n=%zd, m=%zd, offset=%zd\n",
bt_a.size(),
bt_b.size(),
offset);
}
TestAppendImpl(bt, view);
}
}
}
}
TEST(Append, BitWise) {
using impl_traits = RefImplTraits<uint64_t, uint8_t>;
TestAppendImpl<typename impl_traits::bitset_type>();
}
TEST(Append, ElementWise) {
using impl_traits = ElementImplTraits<uint64_t, uint8_t>;
TestAppendImpl<typename impl_traits::bitset_type>();
}
//////////////////////////////////////////////////////////////////////////////////////////
//
template <typename BitsetT>
void
TestCountImpl(BitsetT& bitset, const size_t max_v) {
const size_t n = bitset.size();
std::default_random_engine rng(123);
std::uniform_int_distribution<int8_t> u(0, max_v);
std::vector<size_t> one_pos;
for (size_t i = 0; i < n; i++) {
bool enabled = (u(rng) == 0);
if (enabled) {
one_pos.push_back(i);
bitset[i] = true;
}
}
StopWatch sw;
auto count = bitset.count();
ASSERT_EQ(count, one_pos.size());
if (print_timing) {
printf("elapsed %f\n", sw.elapsed());
}
}
template <typename BitsetT>
void
TestCountImpl() {
for (const size_t n : typical_sizes) {
for (const size_t pr : {1, 100}) {
BitsetT bitset(n);
bitset.reset();
if (print_log) {
printf("Testing bitset, n=%zd, pr=%zd\n", n, pr);
}
TestCountImpl(bitset, pr);
for (const size_t offset : typical_offsets) {
if (offset >= n) {
continue;
}
bitset.reset();
auto view = bitset.view(offset);
if (print_log) {
printf("Testing bitset view, n=%zd, offset=%zd, pr=%zd\n",
n,
offset,
pr);
}
TestCountImpl(view, pr);
}
}
}
}
//
TEST(CountRef, f) {
using impl_traits = RefImplTraits<uint64_t, uint8_t>;
TestCountImpl<typename impl_traits::bitset_type>();
}
//
TEST(CountElement, f) {
using impl_traits = ElementImplTraits<uint64_t, uint8_t>;
TestCountImpl<typename impl_traits::bitset_type>();
}
//////////////////////////////////////////////////////////////////////////////////////////
int
main(int argc, char* argv[]) {
::testing::InitGoogleTest(&argc, argv);
return RUN_ALL_TESTS();
}