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Aggregators: adding benchmark for aggregate_with_count class. (#4420)
--- TYPE: IMPROVEMENT DESC: Aggregators: adding benchmark for aggregate_with_count class.
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tiledb/sm/query/readers/aggregators/test/bench_aggregators.cc
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/** | ||
* @file bench_aggregators.cc | ||
* | ||
* @section LICENSE | ||
* | ||
* The MIT License | ||
* | ||
* @copyright Copyright (c) 2023 TileDB, Inc. | ||
* | ||
* Permission is hereby granted, free of charge, to any person obtaining a copy | ||
* of this software and associated documentation files (the "Software"), to deal | ||
* in the Software without restriction, including without limitation the rights | ||
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
* copies of the Software, and to permit persons to whom the Software is | ||
* furnished to do so, subject to the following conditions: | ||
* | ||
* The above copyright notice and this permission notice shall be included in | ||
* all copies or substantial portions of the Software. | ||
* | ||
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | ||
* THE SOFTWARE. | ||
* | ||
* @section DESCRIPTION | ||
* | ||
* Benchmarks the `AggregateWithCount` class. | ||
*/ | ||
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#include "tiledb/common/common.h" | ||
#include "tiledb/sm/query/readers/aggregators/aggregate_buffer.h" | ||
#include "tiledb/sm/query/readers/aggregators/aggregate_with_count.h" | ||
#include "tiledb/sm/query/readers/aggregators/min_max.h" | ||
#include "tiledb/sm/query/readers/aggregators/safe_sum.h" | ||
#include "tiledb/sm/query/readers/aggregators/sum_type.h" | ||
#include "tiledb/sm/query/readers/aggregators/validity_policies.h" | ||
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#include <test/support/tdb_catch.h> | ||
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using namespace tiledb::sm; | ||
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const uint64_t num_cells = 10 * 1024 * 1024; | ||
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// Fixed seed for determinism. | ||
static std::vector<uint64_t> generator_seed_arr = { | ||
0xBE08D299, 0x4E996D11, 0x402A1E10, 0x95379958, 0x22101AA9}; | ||
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static std::atomic<uint64_t> generator_seed = 0; | ||
std::once_flag once_flag; | ||
static std::mt19937_64 generator; | ||
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void set_generator_seed() { | ||
// Set the global seed only once | ||
std::call_once(once_flag, []() { | ||
static std::random_device rd; | ||
static std::mt19937 gen(rd()); | ||
static std::uniform_int_distribution<size_t> dis( | ||
0, generator_seed_arr.size() - 1); | ||
generator_seed = generator_seed_arr[dis(gen)]; | ||
std::string gen_seed_str = | ||
"Generator seed: " + std::to_string(generator_seed); | ||
puts(gen_seed_str.c_str()); | ||
}); | ||
} | ||
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template <typename T> | ||
T random(size_t max) { | ||
// Pick generator seed at random. | ||
set_generator_seed(); | ||
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thread_local static std::uniform_int_distribution<size_t> distribution( | ||
0, max); | ||
return distribution(generator); | ||
} | ||
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template <typename T> | ||
struct fixed_type_data { | ||
using type = T; | ||
typedef T fixed_type; | ||
}; | ||
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template <> | ||
struct fixed_type_data<std::string> { | ||
using type = std::string; | ||
typedef uint64_t fixed_type; | ||
}; | ||
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template <typename T> | ||
tuple< | ||
std::vector<typename fixed_type_data<T>::fixed_type>*, | ||
std::string*, | ||
std::vector<uint8_t>*, | ||
std::vector<uint8_t>*> | ||
get_data() { | ||
static std::vector<typename fixed_type_data<T>::fixed_type> fixed_data; | ||
static std::vector<uint8_t> validity_data; | ||
static std::string var_data; | ||
static std::vector<uint8_t> bitmap; | ||
static bool data_generated = false; | ||
if (!data_generated) { | ||
fixed_data.resize(num_cells); | ||
validity_data.resize(num_cells); | ||
bitmap.resize(num_cells); | ||
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uint64_t offset = 0; | ||
for (uint64_t c = 0; c < num_cells; c++) { | ||
if constexpr (std::is_same<T, std::string>::value) { | ||
uint64_t size = random<uint64_t>(20); | ||
std::string value; | ||
for (uint64_t s = 0; s < size; s++) { | ||
var_data += '0' + random<char>(36); | ||
} | ||
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fixed_data[c] = offset; | ||
offset += size; | ||
} else { | ||
fixed_data[c] = random<T>(200); | ||
} | ||
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validity_data[c] = random<uint8_t>(1); | ||
bitmap[c] = random<uint8_t>(1); | ||
} | ||
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data_generated = true; | ||
} | ||
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return {&fixed_data, &var_data, &validity_data, &bitmap}; | ||
} | ||
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template < | ||
typename T, | ||
typename AggregateT, | ||
typename PolicyT, | ||
typename ValidityPolicyT> | ||
void run_bench() { | ||
const bool var_sized = std::is_same<T, std::string>::value; | ||
bool nullable = GENERATE(true, false); | ||
bool use_bitmap = GENERATE(true, false); | ||
bool segmented = GENERATE(true, false); | ||
const uint64_t increment = segmented ? 4 : num_cells; | ||
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// Get data. | ||
auto&& [fd, vd, vald, b] = get_data<T>(); | ||
auto fixed_data = fd; | ||
auto var_data = vd; | ||
auto validity_data = vald; | ||
auto bitmap = b; | ||
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DYNAMIC_SECTION( | ||
"Var sized: " << (var_sized ? "true" : "false") | ||
<< ", Nullable: " << (nullable ? "true" : "false") | ||
<< ", Use bitmap: " << (use_bitmap ? "true" : "false") | ||
<< ", Segmented: " << (segmented ? "true" : "false")) { | ||
BENCHMARK("Bench") { | ||
AggregateWithCount<T, AggregateT, PolicyT, ValidityPolicyT> aggregator( | ||
FieldInfo("a1", var_sized, nullable, 1)); | ||
for (uint64_t s = 0; s < num_cells; s += increment) { | ||
AggregateBuffer input_data{ | ||
s, | ||
std::min(s + increment, num_cells), | ||
fixed_data->data(), | ||
var_sized ? std::make_optional(var_data->data()) : nullopt, | ||
nullable ? std::make_optional(validity_data->data()) : nullopt, | ||
false, | ||
use_bitmap ? std::make_optional(bitmap->data()) : nullopt, | ||
0}; | ||
aggregator.template aggregate<uint8_t>(input_data); | ||
} | ||
}; | ||
} | ||
} | ||
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TEST_CASE("Aggregate with count: sum", "[benchmark][sum][.hide]") { | ||
typedef uint64_t T; | ||
run_bench<T, typename sum_type_data<T>::sum_type, SafeSum, NonNull>(); | ||
} | ||
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typedef tuple<uint64_t, std::string> MaxTypesUnderTest; | ||
TEMPLATE_LIST_TEST_CASE( | ||
"Aggregate with count: max", "[benchmark][max][.hide]", MaxTypesUnderTest) { | ||
typedef TestType T; | ||
run_bench< | ||
T, | ||
typename type_data<T>::value_type, | ||
MinMax<std::greater<typename type_data<T>::value_type>>, | ||
NonNull>(); | ||
} |