blob: 117a1450b4951b1231e89daffd5d17107f309b68 [file]
/*
* 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.
*/
#include "paimon/format/parquet/parquet_format_writer.h"
#include <map>
#include <string>
#include <utility>
#include <vector>
#include "arrow/api.h"
#include "arrow/array/array_binary.h"
#include "arrow/array/array_primitive.h"
#include "arrow/array/builder_binary.h"
#include "arrow/array/builder_nested.h"
#include "arrow/array/builder_primitive.h"
#include "arrow/c/abi.h"
#include "arrow/c/bridge.h"
#include "arrow/c/helpers.h"
#include "arrow/io/file.h"
#include "arrow/ipc/api.h"
#include "arrow/memory_pool.h"
#include "gtest/gtest.h"
#include "paimon/common/utils/arrow/mem_utils.h"
#include "paimon/common/utils/checked_cast.h"
#include "paimon/common/utils/date_time_utils.h"
#include "paimon/common/utils/path_util.h"
#include "paimon/format/file_format.h"
#include "paimon/format/file_format_factory.h"
#include "paimon/format/parquet/parquet_field_id_converter.h"
#include "paimon/format/parquet/parquet_format_defs.h"
#include "paimon/fs/file_system.h"
#include "paimon/fs/local/local_file_system.h"
#include "paimon/memory/memory_pool.h"
#include "paimon/metrics.h"
#include "paimon/record_batch.h"
#include "paimon/testing/utils/testharness.h"
#include "parquet/arrow/reader.h"
#include "parquet/file_reader.h"
#include "parquet/metadata.h"
#include "parquet/properties.h"
#include "parquet/schema.h"
namespace arrow {
class Array;
} // namespace arrow
namespace paimon::parquet::test {
class ParquetFormatWriterTest : public ::testing::Test {
public:
void SetUp() override {
dir_ = paimon::test::UniqueTestDirectory::Create();
ASSERT_TRUE(dir_);
fs_ = std::make_shared<LocalFileSystem>();
pool_ = GetDefaultPool();
arrow_pool_ = GetArrowPool(pool_);
}
void TearDown() override {}
std::pair<std::shared_ptr<arrow::Schema>, std::shared_ptr<arrow::DataType>> PrepareArrowSchema()
const {
auto string_field = arrow::field(
"col1", arrow::utf8(),
arrow::KeyValueMetadata::Make({ParquetFieldIdConverter::PARQUET_FIELD_ID}, {"0"}));
auto int_field = arrow::field(
"col2", arrow::int32(),
arrow::KeyValueMetadata::Make({ParquetFieldIdConverter::PARQUET_FIELD_ID}, {"1"}));
auto bool_field = arrow::field(
"col3", arrow::boolean(),
arrow::KeyValueMetadata::Make({ParquetFieldIdConverter::PARQUET_FIELD_ID}, {"2"}));
auto struct_type = arrow::struct_({string_field, int_field, bool_field});
return std::make_pair(
arrow::schema(arrow::FieldVector({string_field, int_field, bool_field})), struct_type);
}
std::shared_ptr<arrow::Array> PrepareArray(const std::shared_ptr<arrow::DataType>& data_type,
int32_t record_batch_size, int32_t offset = 0,
bool all_null_value = false) const {
arrow::StructBuilder struct_builder(
data_type, arrow::default_memory_pool(),
{std::make_shared<arrow::StringBuilder>(), std::make_shared<arrow::Int32Builder>(),
std::make_shared<arrow::BooleanBuilder>()});
auto string_builder = checked_cast<arrow::StringBuilder*>(struct_builder.field_builder(0));
auto int_builder = checked_cast<arrow::Int32Builder*>(struct_builder.field_builder(1));
auto bool_builder = checked_cast<arrow::BooleanBuilder*>(struct_builder.field_builder(2));
for (int32_t i = 0 + offset; i < record_batch_size + offset; ++i) {
EXPECT_TRUE(struct_builder.Append().ok());
if (all_null_value) {
EXPECT_TRUE(string_builder->AppendNull().ok());
EXPECT_TRUE(int_builder->AppendNull().ok());
EXPECT_TRUE(bool_builder->AppendNull().ok());
} else {
EXPECT_TRUE(string_builder->Append("str_" + std::to_string(i)).ok());
if (i % 3 == 0) {
// test null
EXPECT_TRUE(int_builder->AppendNull().ok());
} else {
EXPECT_TRUE(int_builder->Append(i).ok());
}
EXPECT_TRUE(bool_builder->Append(static_cast<bool>(i % 2)).ok());
}
}
std::shared_ptr<arrow::Array> array;
EXPECT_TRUE(struct_builder.Finish(&array).ok());
return array;
}
void AddRecordBatchOnce(const std::shared_ptr<FormatWriter>& format_writer,
const std::shared_ptr<arrow::DataType>& struct_type,
int32_t record_batch_size, int32_t offset,
bool all_null_value = false) const {
auto array = PrepareArray(struct_type, record_batch_size, offset, all_null_value);
auto arrow_array = std::make_unique<ArrowArray>();
ASSERT_TRUE(arrow::ExportArray(*array, arrow_array.get()).ok());
auto batch = std::make_shared<RecordBatch>(
/*partition=*/std::map<std::string, std::string>(), /*bucket=*/-1,
/*row_kinds=*/std::vector<RecordBatch::RowKind>(), arrow_array.get());
ASSERT_OK(format_writer->AddBatch(batch->GetData()));
}
void CheckResult(const std::string& file_path, int32_t row_count,
int32_t row_group_count) const {
auto file = arrow::io::ReadableFile::Open(file_path, arrow_pool_.get());
ASSERT_TRUE(file.ok());
std::unique_ptr<::parquet::arrow::FileReader> reader;
auto status = ::parquet::arrow::OpenFile(file.ValueOrDie(), arrow_pool_.get(), &reader);
ASSERT_TRUE(status.ok()) << status.ToString();
const ::parquet::FileMetaData* metadata = reader->parquet_reader()->metadata().get();
const ::parquet::SchemaDescriptor* schema = metadata->schema();
ASSERT_EQ(metadata->num_row_groups(), row_group_count);
ASSERT_EQ(schema->num_columns(), 3);
ASSERT_EQ(metadata->num_rows(), row_count);
ASSERT_EQ("col1", schema->Column(0)->name());
ASSERT_EQ("col2", schema->Column(1)->name());
ASSERT_EQ("col3", schema->Column(2)->name());
ASSERT_EQ(0, schema->Column(0)->schema_node()->field_id());
ASSERT_EQ(1, schema->Column(1)->schema_node()->field_id());
ASSERT_EQ(2, schema->Column(2)->schema_node()->field_id());
std::shared_ptr<::arrow::ChunkedArray> col0_array, col1_array, col2_array;
ASSERT_TRUE(reader->ReadColumn(0, &col0_array).ok());
ASSERT_TRUE(reader->ReadColumn(1, &col1_array).ok());
ASSERT_TRUE(reader->ReadColumn(2, &col2_array).ok());
const auto& string_array = checked_pointer_cast<arrow::StringArray>(col0_array->chunk(0));
ASSERT_TRUE(string_array);
const auto& int_array = checked_pointer_cast<arrow::Int32Array>(col1_array->chunk(0));
ASSERT_TRUE(int_array);
const auto& bool_array = checked_pointer_cast<arrow::BooleanArray>(col2_array->chunk(0));
ASSERT_TRUE(bool_array);
ASSERT_EQ(string_array->null_count(), 0);
ASSERT_EQ(int_array->null_count(), (row_count - 1) / 3 + 1);
ASSERT_EQ(bool_array->null_count(), 0);
for (int32_t i = 0; i < row_count; i++) {
ASSERT_EQ("str_" + std::to_string(i), string_array->GetString(i));
if (i % 3 == 0) {
ASSERT_TRUE(int_array->IsNull(i));
} else {
ASSERT_FALSE(int_array->IsNull(i));
ASSERT_EQ(i, int_array->Value(i));
}
if (i % 2 == 0) {
ASSERT_EQ(false, bool_array->Value(i));
} else {
ASSERT_EQ(true, bool_array->Value(i));
}
}
}
private:
std::unique_ptr<paimon::test::UniqueTestDirectory> dir_;
std::shared_ptr<FileSystem> fs_;
std::shared_ptr<MemoryPool> pool_;
std::shared_ptr<arrow::MemoryPool> arrow_pool_;
};
TEST_F(ParquetFormatWriterTest, TestWriteWithVariousBatchSize) {
auto schema_pair = PrepareArrowSchema();
const auto& arrow_schema = schema_pair.first;
const auto& struct_type = schema_pair.second;
std::map<std::string, std::string> options;
for (auto record_batch_size : {1, 2, 3, 5, 20}) {
for (auto batch_capacity : {1, 2, 3, 5, 20}) {
std::string file_name =
std::to_string(record_batch_size) + "_" + std::to_string(batch_capacity);
std::string file_path = PathUtil::JoinPath(dir_->Str(), file_name);
ASSERT_OK_AND_ASSIGN(std::shared_ptr<OutputStream> out,
fs_->Create(file_path, /*overwrite=*/false));
::parquet::WriterProperties::Builder builder;
builder.write_batch_size(batch_capacity);
auto writer_properties = builder.build();
ASSERT_OK_AND_ASSIGN(
auto format_writer,
ParquetFormatWriter::Create(out, arrow_schema, writer_properties,
DEFAULT_PARQUET_WRITER_MAX_MEMORY_USE, arrow_pool_));
auto array = PrepareArray(struct_type, record_batch_size);
auto arrow_array = std::make_unique<ArrowArray>();
ASSERT_TRUE(arrow::ExportArray(*array, arrow_array.get()).ok());
auto batch = std::make_shared<RecordBatch>(
/*partition=*/std::map<std::string, std::string>(), /*bucket=*/-1,
/*row_kinds=*/std::vector<RecordBatch::RowKind>(), arrow_array.get());
ASSERT_OK(format_writer->AddBatch(batch->GetData()));
ASSERT_OK(format_writer->Flush());
ASSERT_OK(format_writer->Finish());
ASSERT_OK(out->Flush());
ASSERT_OK(out->Close());
CheckResult(file_path, record_batch_size, /*row_group_count=*/1);
}
}
}
TEST_F(ParquetFormatWriterTest, TestWriteWithV1Version) {
auto schema_pair = PrepareArrowSchema();
const auto& arrow_schema = schema_pair.first;
const auto& struct_type = schema_pair.second;
std::map<std::string, std::string> options;
auto record_batch_size = 10;
auto batch_capacity = 5;
std::string file_name = "test.parquet";
std::string file_path = PathUtil::JoinPath(dir_->Str(), file_name);
ASSERT_OK_AND_ASSIGN(std::shared_ptr<OutputStream> out,
fs_->Create(file_path, /*overwrite=*/false));
::parquet::WriterProperties::Builder builder;
builder.write_batch_size(batch_capacity);
builder.version(::parquet::ParquetVersion::type::PARQUET_1_0);
auto writer_properties = builder.build();
ASSERT_OK_AND_ASSIGN(
auto format_writer,
ParquetFormatWriter::Create(out, arrow_schema, writer_properties,
DEFAULT_PARQUET_WRITER_MAX_MEMORY_USE, arrow_pool_));
auto array = PrepareArray(struct_type, record_batch_size);
auto arrow_array = std::make_unique<ArrowArray>();
ASSERT_TRUE(arrow::ExportArray(*array, arrow_array.get()).ok());
auto batch = std::make_shared<RecordBatch>(
/*partition=*/std::map<std::string, std::string>(), /*bucket=*/-1,
/*row_kinds=*/std::vector<RecordBatch::RowKind>(), arrow_array.get());
ASSERT_OK(format_writer->AddBatch(batch->GetData()));
ASSERT_OK(format_writer->Flush());
ASSERT_OK(format_writer->Finish());
ASSERT_OK(out->Flush());
ASSERT_OK(out->Close());
CheckResult(file_path, record_batch_size, /*row_group_count=*/1);
}
TEST_F(ParquetFormatWriterTest, TestWriteMultipleTimes) {
// arrow array length = 6 + 10 + 15 + 6 = 37
// parquet batch capacity = 10
auto schema_pair = PrepareArrowSchema();
const auto& arrow_schema = schema_pair.first;
const auto& struct_type = schema_pair.second;
std::string file_path = PathUtil::JoinPath(dir_->Str(), "write_multiple_times");
ASSERT_OK_AND_ASSIGN(std::shared_ptr<OutputStream> out,
fs_->Create(file_path, /*overwrite=*/false));
::parquet::WriterProperties::Builder builder;
builder.write_batch_size(10);
auto writer_properties = builder.build();
ASSERT_OK_AND_ASSIGN(
std::shared_ptr<ParquetFormatWriter> format_writer,
ParquetFormatWriter::Create(out, arrow_schema, writer_properties,
DEFAULT_PARQUET_WRITER_MAX_MEMORY_USE, arrow_pool_));
// add batch first time, 6 rows
AddRecordBatchOnce(format_writer, struct_type, 6, 0);
ASSERT_OK_AND_ASSIGN(uint64_t estimate_len1, format_writer->GetEstimateLength());
ASSERT_GT(estimate_len1, 0);
// add batch second times, 10 rows
AddRecordBatchOnce(format_writer, struct_type, 10, 6);
ASSERT_OK_AND_ASSIGN(uint64_t estimate_len2, format_writer->GetEstimateLength());
ASSERT_EQ(estimate_len2, estimate_len1);
// add batch third times, 15 rows (expand internal batch)
AddRecordBatchOnce(format_writer, struct_type, 15, 16);
ASSERT_OK_AND_ASSIGN(uint64_t estimate_len3, format_writer->GetEstimateLength());
ASSERT_EQ(estimate_len3, estimate_len2);
// add batch fourth times, 6 rows
AddRecordBatchOnce(format_writer, struct_type, 6, 31);
ASSERT_OK(format_writer->Flush());
ASSERT_OK(format_writer->Finish());
ASSERT_OK(out->Flush());
ASSERT_OK(out->Close());
CheckResult(file_path, /*row_count=*/37, /*row_group_count=*/1);
auto metrics = format_writer->GetWriterMetrics();
ASSERT_OK_AND_ASSIGN(uint64_t counter, metrics->GetCounter(ParquetMetrics::WRITE_RECORD_COUNT));
ASSERT_EQ(37, counter);
}
TEST_F(ParquetFormatWriterTest, TestGetEstimateLength) {
auto schema_pair = PrepareArrowSchema();
const auto& arrow_schema = schema_pair.first;
const auto& struct_type = schema_pair.second;
std::string file_path = PathUtil::JoinPath(dir_->Str(), "get_estimate_length");
ASSERT_OK_AND_ASSIGN(std::shared_ptr<OutputStream> out,
fs_->Create(file_path, /*overwrite=*/false));
::parquet::WriterProperties::Builder builder;
auto writer_properties = builder.build();
ASSERT_OK_AND_ASSIGN(
std::shared_ptr<ParquetFormatWriter> format_writer,
ParquetFormatWriter::Create(out, arrow_schema, writer_properties,
DEFAULT_PARQUET_WRITER_MAX_MEMORY_USE, arrow_pool_));
// add batch first time, 1 row
AddRecordBatchOnce(format_writer, struct_type, 1, 0);
ASSERT_OK_AND_ASSIGN(uint64_t estimate_len1, format_writer->GetEstimateLength());
ASSERT_GT(estimate_len1, 0);
// add batch second times, 9998 rows
AddRecordBatchOnce(format_writer, struct_type, 9998, 1);
ASSERT_OK_AND_ASSIGN(uint64_t estimate_len2, format_writer->GetEstimateLength());
ASSERT_EQ(estimate_len2, estimate_len1);
AddRecordBatchOnce(format_writer, struct_type, 100000, 9999);
ASSERT_OK_AND_ASSIGN(uint64_t estimate_len3, format_writer->GetEstimateLength());
ASSERT_GT(estimate_len3, estimate_len2);
ASSERT_OK(format_writer->Finish());
}
TEST_F(ParquetFormatWriterTest, TestMemoryControl) {
auto run = [&](bool all_null_value, uint64_t max_memory_use) {
ASSERT_OK_AND_ASSIGN(
std::unique_ptr<FileFormat> file_format,
FileFormatFactory::Get(
"parquet", {{Options::FILE_FORMAT, "parquet"},
{Options::MANIFEST_FORMAT, "parquet"},
{"parquet.writer.max.memory.use", std::to_string(max_memory_use)}}));
std::shared_ptr<MemoryPool> pool = GetMemoryPool();
auto schema_pair = PrepareArrowSchema();
const auto& arrow_schema = schema_pair.first;
const auto& struct_type = schema_pair.second;
int32_t batch_size = 4096;
auto c_schema = std::make_unique<::ArrowSchema>();
ASSERT_TRUE(arrow::ExportSchema(*arrow_schema, c_schema.get()).ok());
ASSERT_OK_AND_ASSIGN(auto writer_builder,
file_format->CreateWriterBuilder(c_schema.get(), batch_size));
ASSERT_OK_AND_ASSIGN(
std::shared_ptr<OutputStream> out,
fs_->Create(
PathUtil::JoinPath(dir_->Str(), std::to_string(all_null_value) +
std::to_string(max_memory_use) + ".parquet"),
/*overwrite=*/false));
ASSERT_OK_AND_ASSIGN(std::shared_ptr<FormatWriter> writer,
writer_builder->WithMemoryPool(pool)->Build(out, "uncompressed"));
auto array = PrepareArray(struct_type, batch_size, /*offset=*/0, all_null_value);
for (int32_t i = 0; i < 2000; ++i) {
auto arrow_array = std::make_unique<ArrowArray>();
ASSERT_TRUE(arrow::ExportArray(*array, arrow_array.get()).ok());
auto batch = std::make_shared<RecordBatch>(
/*partition=*/std::map<std::string, std::string>(), /*bucket=*/-1,
/*row_kinds=*/std::vector<RecordBatch::RowKind>(), arrow_array.get());
ASSERT_OK(writer->AddBatch(batch->GetData()));
ASSERT_OK(writer->Flush());
}
ASSERT_OK(writer->Flush());
ASSERT_OK(writer->Finish());
ASSERT_OK(out->Flush());
ASSERT_OK(out->Close());
uint64_t actual_max_mem = pool->MaxMemoryUsage();
ASSERT_GT(actual_max_mem, max_memory_use);
ASSERT_LT(actual_max_mem, max_memory_use * 1.5); // allow 50% overhead
};
run(/*all_null_value=*/true, /*max_memory_use=*/20 * 1024 * 1024); // 20MB
run(/*all_null_value=*/true, /*max_memory_use=*/40 * 1024 * 1024); // 40MB
run(/*all_null_value=*/false, /*max_memory_use=*/20 * 1024 * 1024); // 20MB
run(/*all_null_value=*/false, /*max_memory_use=*/40 * 1024 * 1024); // 40MB
}
TEST_F(ParquetFormatWriterTest, TestMemoryControlForCheckRowGroupCount) {
auto run = [&](int32_t write_times) {
ASSERT_OK_AND_ASSIGN(
std::unique_ptr<FileFormat> file_format,
FileFormatFactory::Get("parquet", {{Options::FILE_FORMAT, "parquet"},
{Options::MANIFEST_FORMAT, "parquet"},
{"parquet.writer.max.memory.use", "1"}}));
auto schema_pair = PrepareArrowSchema();
const auto& arrow_schema = schema_pair.first;
const auto& struct_type = schema_pair.second;
int32_t batch_size = 4096;
std::string file_path =
PathUtil::JoinPath(dir_->Str(), std::to_string(write_times) + ".parquet");
auto c_schema = std::make_unique<::ArrowSchema>();
ASSERT_TRUE(arrow::ExportSchema(*arrow_schema, c_schema.get()).ok());
ASSERT_OK_AND_ASSIGN(auto writer_builder,
file_format->CreateWriterBuilder(c_schema.get(), batch_size));
ASSERT_OK_AND_ASSIGN(std::shared_ptr<OutputStream> out,
fs_->Create(file_path, /*overwrite=*/false));
ASSERT_OK_AND_ASSIGN(std::shared_ptr<FormatWriter> writer,
writer_builder->Build(out, "uncompressed"));
for (int32_t i = 0; i < write_times; ++i) {
AddRecordBatchOnce(writer, struct_type, 10, i * 10);
}
ASSERT_OK(writer->Flush());
ASSERT_OK(writer->Finish());
ASSERT_OK(out->Flush());
ASSERT_OK(out->Close());
CheckResult(file_path, /*row_count=*/write_times * 10, /*row_group_count=*/write_times);
};
run(/*write_times=*/1);
run(/*write_times=*/2);
run(/*write_times=*/5);
}
TEST_F(ParquetFormatWriterTest, TestTimestampType) {
auto timezone = DateTimeUtils::GetLocalTimezoneName();
arrow::FieldVector fields = {
arrow::field("ts_sec", arrow::timestamp(arrow::TimeUnit::SECOND)),
arrow::field("ts_milli", arrow::timestamp(arrow::TimeUnit::MILLI)),
arrow::field("ts_micro", arrow::timestamp(arrow::TimeUnit::MICRO)),
arrow::field("ts_nano", arrow::timestamp(arrow::TimeUnit::NANO)),
arrow::field("ts_utc1", arrow::timestamp(arrow::TimeUnit::SECOND, timezone)),
arrow::field("ts_utc2", arrow::timestamp(arrow::TimeUnit::MICRO, timezone))};
std::string file_path = PathUtil::JoinPath(dir_->Str(), "timezone.parquet");
ASSERT_OK_AND_ASSIGN(std::shared_ptr<OutputStream> out,
fs_->Create(file_path, /*overwrite=*/true));
::parquet::WriterProperties::Builder builder;
auto writer_properties = builder.build();
ASSERT_OK_AND_ASSIGN(
std::shared_ptr<ParquetFormatWriter> format_writer,
ParquetFormatWriter::Create(out, std::make_shared<arrow::Schema>(fields), writer_properties,
DEFAULT_PARQUET_WRITER_MAX_MEMORY_USE, arrow_pool_));
auto array = std::dynamic_pointer_cast<arrow::StructArray>(
arrow::ipc::internal::json::ArrayFromJSON(arrow::struct_(fields), R"([
["1970-01-01 00:00:01", "1970-01-01 00:00:00.001", "1970-01-01 00:00:00.000001", "1970-01-01 00:00:00.000000001",
"1970-01-01 00:00:02", "1970-01-01 00:00:00.002"],
["1970-01-01 00:00:01", null, "1970-01-01 00:00:00.000001", null,"1970-01-01 00:00:02", null]
])")
.ValueOrDie());
ArrowArray c_array;
ASSERT_TRUE(arrow::ExportArray(*array, &c_array).ok());
ASSERT_OK(format_writer->AddBatch(&c_array));
ASSERT_OK(format_writer->Flush());
ASSERT_OK(format_writer->Finish());
ASSERT_OK(out->Flush());
ASSERT_OK(out->Close());
}
} // namespace paimon::parquet::test