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apacheGH-45045: [C++][Parquet] Add a benchmark for size_statistics_le…
…vel (apache#45085) ### Rationale for this change Add a benchmark to know the performance of writing different size stats levels. ### What changes are included in this PR? Add a size_stats_benchmark for parquet. ### Are these changes tested? No ### Are there any user-facing changes? No * GitHub Issue: apache#45045 Lead-authored-by: Gang Wu <[email protected]> Co-authored-by: Antoine Pitrou <[email protected]> Signed-off-by: Antoine Pitrou <[email protected]>
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// Licensed to the Apache Software Foundation (ASF) under one | ||
// or more contributor license agreements. See the NOTICE file | ||
// distributed with this work for additional information | ||
// regarding copyright ownership. The ASF licenses this file | ||
// to you 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 "benchmark/benchmark.h" | ||
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#include <cstdint> | ||
#include <numeric> | ||
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#include "parquet/arrow/writer.h" | ||
#include "parquet/file_reader.h" | ||
#include "parquet/metadata.h" | ||
#include "parquet/platform.h" | ||
#include "parquet/properties.h" | ||
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#include "arrow/array.h" | ||
#include "arrow/io/buffered.h" | ||
#include "arrow/io/memory.h" | ||
#include "arrow/table.h" | ||
#include "arrow/testing/gtest_util.h" | ||
#include "arrow/testing/random.h" | ||
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namespace parquet::benchmark { | ||
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// This should result in multiple pages for most primitive types | ||
constexpr int64_t kBenchmarkSize = 1024 * 1024; | ||
// Use a skewed null probability to reduce levels encoding overhead | ||
constexpr double kNullProbability = 0.95; | ||
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int64_t GetTotalBytes(const std::shared_ptr<::arrow::ArrayData>& data) { | ||
if (data == nullptr) { | ||
return 0; | ||
} | ||
int64_t total_bytes = | ||
std::accumulate(data->buffers.cbegin(), data->buffers.cend(), int64_t{0}, | ||
[](int64_t acc, const auto& buffer) { | ||
return acc + (buffer != nullptr ? buffer->size() : int64_t{0}); | ||
}); | ||
total_bytes += std::accumulate( | ||
data->child_data.cbegin(), data->child_data.cend(), int64_t{0}, | ||
[](int64_t acc, const auto& child) { return acc + GetTotalBytes(child); }); | ||
total_bytes += GetTotalBytes(data->dictionary); | ||
return total_bytes; | ||
} | ||
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int64_t GetTotalBytes(const std::shared_ptr<::arrow::Table>& table) { | ||
int64_t total_bytes = 0; | ||
for (const auto& column : table->columns()) { | ||
for (const auto& chunk : column->chunks()) { | ||
total_bytes += GetTotalBytes(chunk->data()); | ||
} | ||
} | ||
return total_bytes; | ||
} | ||
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int64_t GetTotalPageIndexSize(const std::shared_ptr<::parquet::FileMetaData>& metadata) { | ||
int64_t total_page_index_size = 0; | ||
for (int i = 0; i < metadata->num_row_groups(); ++i) { | ||
auto row_group = metadata->RowGroup(i); | ||
for (int j = 0; j < row_group->num_columns(); ++j) { | ||
auto column = row_group->ColumnChunk(j); | ||
total_page_index_size += | ||
column->GetColumnIndexLocation().value_or(parquet::IndexLocation{0, 0}).length; | ||
} | ||
} | ||
return total_page_index_size; | ||
} | ||
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void WriteColumn(::benchmark::State& state, const std::shared_ptr<::arrow::Table>& table, | ||
SizeStatisticsLevel stats_level) { | ||
// Use the fastest possible encoding and compression settings, to better exhibit | ||
// the size statistics overhead. | ||
auto properties = WriterProperties::Builder() | ||
.enable_statistics() | ||
->enable_write_page_index() | ||
->disable_dictionary() | ||
->encoding(Encoding::PLAIN) | ||
->set_size_statistics_level(stats_level) | ||
->build(); | ||
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for (auto _ : state) { | ||
auto output = parquet::CreateOutputStream(); | ||
ARROW_EXPECT_OK(::parquet::arrow::WriteTable( | ||
*table, ::arrow::default_memory_pool(), | ||
std::static_pointer_cast<::arrow::io::OutputStream>(output), | ||
DEFAULT_MAX_ROW_GROUP_LENGTH, properties)); | ||
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if (state.counters.find("page_index_size") == state.counters.end()) { | ||
state.PauseTiming(); | ||
auto metadata = parquet::ReadMetaData( | ||
std::make_shared<::arrow::io::BufferReader>(output->Finish().ValueOrDie())); | ||
state.counters["output_size"] = static_cast<double>(output->Tell().ValueOrDie()); | ||
state.counters["page_index_size"] = | ||
static_cast<double>(GetTotalPageIndexSize(metadata)); | ||
state.ResumeTiming(); | ||
} | ||
} | ||
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state.SetItemsProcessed(state.iterations() * kBenchmarkSize); | ||
state.SetBytesProcessed(state.iterations() * GetTotalBytes(table)); | ||
} | ||
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template <SizeStatisticsLevel level, typename ArrowType> | ||
void BM_WritePrimitiveColumn(::benchmark::State& state) { | ||
::arrow::random::RandomArrayGenerator generator(/*seed=*/42); | ||
auto type = std::make_shared<ArrowType>(); | ||
auto array = generator.ArrayOf(type, kBenchmarkSize, kNullProbability); | ||
auto table = ::arrow::Table::Make( | ||
::arrow::schema({::arrow::field("column", type, kNullProbability > 0)}), {array}); | ||
WriteColumn(state, table, level); | ||
} | ||
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template <SizeStatisticsLevel level, typename ArrowType> | ||
void BM_WriteListColumn(::benchmark::State& state) { | ||
::arrow::random::RandomArrayGenerator generator(/*seed=*/42); | ||
auto element_type = std::make_shared<ArrowType>(); | ||
auto element_array = generator.ArrayOf(element_type, kBenchmarkSize, kNullProbability); | ||
auto list_type = ::arrow::list(element_type); | ||
auto list_array = generator.List(*element_array, kBenchmarkSize / 10, kNullProbability); | ||
auto table = ::arrow::Table::Make( | ||
::arrow::schema({::arrow::field("column", list_type, kNullProbability > 0)}), | ||
{list_array}); | ||
WriteColumn(state, table, level); | ||
} | ||
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BENCHMARK_TEMPLATE(BM_WritePrimitiveColumn, SizeStatisticsLevel::None, | ||
::arrow::Int64Type); | ||
BENCHMARK_TEMPLATE(BM_WritePrimitiveColumn, SizeStatisticsLevel::ColumnChunk, | ||
::arrow::Int64Type); | ||
BENCHMARK_TEMPLATE(BM_WritePrimitiveColumn, SizeStatisticsLevel::PageAndColumnChunk, | ||
::arrow::Int64Type); | ||
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BENCHMARK_TEMPLATE(BM_WritePrimitiveColumn, SizeStatisticsLevel::None, | ||
::arrow::StringType); | ||
BENCHMARK_TEMPLATE(BM_WritePrimitiveColumn, SizeStatisticsLevel::ColumnChunk, | ||
::arrow::StringType); | ||
BENCHMARK_TEMPLATE(BM_WritePrimitiveColumn, SizeStatisticsLevel::PageAndColumnChunk, | ||
::arrow::StringType); | ||
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BENCHMARK_TEMPLATE(BM_WriteListColumn, SizeStatisticsLevel::None, ::arrow::Int64Type); | ||
BENCHMARK_TEMPLATE(BM_WriteListColumn, SizeStatisticsLevel::ColumnChunk, | ||
::arrow::Int64Type); | ||
BENCHMARK_TEMPLATE(BM_WriteListColumn, SizeStatisticsLevel::PageAndColumnChunk, | ||
::arrow::Int64Type); | ||
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BENCHMARK_TEMPLATE(BM_WriteListColumn, SizeStatisticsLevel::None, ::arrow::StringType); | ||
BENCHMARK_TEMPLATE(BM_WriteListColumn, SizeStatisticsLevel::ColumnChunk, | ||
::arrow::StringType); | ||
BENCHMARK_TEMPLATE(BM_WriteListColumn, SizeStatisticsLevel::PageAndColumnChunk, | ||
::arrow::StringType); | ||
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} // namespace parquet::benchmark |