| /* |
| * 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/avro/avro_stats_extractor.h" |
| |
| #include <vector> |
| |
| #include "arrow/api.h" |
| #include "arrow/c/abi.h" |
| #include "arrow/c/bridge.h" |
| #include "arrow/ipc/json_simple.h" |
| #include "gtest/gtest.h" |
| #include "paimon/common/data/binary_row.h" |
| #include "paimon/common/utils/date_time_utils.h" |
| #include "paimon/core/stats/simple_stats.h" |
| #include "paimon/core/stats/simple_stats_converter.h" |
| #include "paimon/format/avro/avro_file_format.h" |
| #include "paimon/format/avro/avro_format_writer.h" |
| #include "paimon/format/file_format_factory.h" |
| #include "paimon/fs/file_system.h" |
| #include "paimon/fs/local/local_file_system.h" |
| #include "paimon/memory/memory_pool.h" |
| #include "paimon/status.h" |
| #include "paimon/testing/utils/testharness.h" |
| |
| namespace paimon::avro::test { |
| |
| class AvroStatsExtractorTest : public ::testing::Test { |
| public: |
| void SetUp() override {} |
| void TearDown() override {} |
| |
| void WriteAvroFile(const std::string& file_path, |
| const std::shared_ptr<arrow::ChunkedArray>& src_chunk_array, |
| const std::shared_ptr<arrow::Schema>& schema) const { |
| ::ArrowSchema c_schema; |
| ASSERT_TRUE(arrow::ExportSchema(*schema, &c_schema).ok()); |
| |
| ASSERT_OK_AND_ASSIGN(std::unique_ptr<FileFormat> file_format, |
| FileFormatFactory::Get("avro", options_)); |
| ASSERT_OK_AND_ASSIGN(auto writer_builder, |
| file_format->CreateWriterBuilder(&c_schema, /*batch_size=*/1024)); |
| |
| auto fs = std::make_shared<LocalFileSystem>(); |
| ASSERT_OK_AND_ASSIGN(std::unique_ptr<OutputStream> output_stream, |
| fs->Create(file_path, true)); |
| ASSERT_OK_AND_ASSIGN(auto writer, writer_builder->Build(std::move(output_stream), "null")); |
| |
| for (const auto& array : src_chunk_array->chunks()) { |
| ::ArrowArray c_array; |
| ASSERT_TRUE(arrow::ExportArray(*array, &c_array).ok()); |
| ASSERT_OK(writer->AddBatch(&c_array)); |
| } |
| ASSERT_OK(writer->Flush()); |
| ASSERT_OK(writer->Finish()); |
| |
| ASSERT_OK_AND_ASSIGN(auto file_status, fs->GetFileStatus(file_path)); |
| ASSERT_GT(file_status.GetLen(), 0); |
| } |
| |
| private: |
| std::map<std::string, std::string> options_ = {{Options::FILE_FORMAT, "avro"}, |
| {Options::MANIFEST_FORMAT, "avro"}}; |
| }; |
| |
| TEST_F(AvroStatsExtractorTest, TestPrimitiveStatsExtractor) { |
| auto timezone = DateTimeUtils::GetLocalTimezoneName(); |
| arrow::FieldVector fields = { |
| arrow::field("f1", arrow::int8()), |
| arrow::field("f2", arrow::int16()), |
| arrow::field("f3", arrow::int32()), |
| arrow::field("f4", arrow::int64()), |
| arrow::field("f5", arrow::float32()), |
| arrow::field("f6", arrow::float64()), |
| arrow::field("f7", arrow::utf8()), |
| arrow::field("f8", arrow::binary()), |
| arrow::field("f9", arrow::date32()), |
| arrow::field("f10", arrow::timestamp(arrow::TimeUnit::NANO)), |
| arrow::field("f11", arrow::decimal128(5, 2)), |
| arrow::field("f12", arrow::boolean()), |
| arrow::field("f13", arrow::timestamp(arrow::TimeUnit::SECOND)), |
| arrow::field("f14", arrow::timestamp(arrow::TimeUnit::MILLI)), |
| arrow::field("f15", arrow::timestamp(arrow::TimeUnit::MICRO)), |
| arrow::field("f16", arrow::timestamp(arrow::TimeUnit::NANO)), |
| arrow::field("f17", arrow::timestamp(arrow::TimeUnit::SECOND, timezone)), |
| arrow::field("f18", arrow::timestamp(arrow::TimeUnit::MILLI, timezone)), |
| arrow::field("f19", arrow::timestamp(arrow::TimeUnit::MICRO, timezone)), |
| arrow::field("f20", arrow::timestamp(arrow::TimeUnit::NANO, timezone)), |
| }; |
| auto schema = std::make_shared<arrow::Schema>(fields); |
| auto array = std::dynamic_pointer_cast<arrow::StructArray>( |
| arrow::ipc::internal::json::ArrayFromJSON(arrow::struct_(fields), R"([ |
| [1, 11, 111, 1111, 1.1, 1.11, "Hello", "你好", 1234, "2033-05-18 03:33:20.0", "1.22", true, "2033-05-18 03:33:20", "2033-05-18 03:33:20.0", "2033-05-18 03:33:20.0", "2033-05-18 03:33:20.0", "2033-05-18 03:33:20", "2033-05-18 03:33:20.0", "2033-05-18 03:33:20.0", "2033-05-18 03:33:20.0"], |
| [2, 22, 222, 2222, 2.2, 2.22, "World", "世界", -1234, "1899-01-01 00:59:20.001001001", "2.22", false, "1899-01-01 00:59:20", "1899-01-01 00:59:20", "1899-01-01 00:59:20", "1899-01-01 00:59:20.001001001","1899-01-01 00:59:20", "1899-01-01 00:59:20", "1899-01-01 00:59:20", "1899-01-01 00:59:20.001001001"], |
| [null, null, 0, null, null, 0, null, null, null, null, null, null, null, null, null, null, null, null, null, null] |
| ])") |
| .ValueOrDie()); |
| auto src_chunk_array = std::make_shared<arrow::ChunkedArray>(arrow::ArrayVector({array})); |
| |
| auto dir = paimon::test::UniqueTestDirectory::Create(); |
| ASSERT_TRUE(dir); |
| std::string file_path = dir->Str() + "/test.avro"; |
| WriteAvroFile(file_path, src_chunk_array, schema); |
| |
| AvroFileFormat format(options_); |
| ::ArrowSchema arrow_schema; |
| ASSERT_TRUE(arrow::ExportSchema(*schema, &arrow_schema).ok()); |
| ASSERT_OK_AND_ASSIGN(auto extractor, format.CreateStatsExtractor(&arrow_schema)); |
| auto fs = std::make_shared<LocalFileSystem>(); |
| ASSERT_OK_AND_ASSIGN(auto stats_with_info, |
| extractor->ExtractWithFileInfo(fs, file_path, GetDefaultPool())); |
| const auto& column_stats = stats_with_info.first; |
| const auto& file_stats = stats_with_info.second; |
| |
| ASSERT_EQ(column_stats.size(), 20); |
| for (const auto& stats : column_stats) { |
| ASSERT_EQ(stats->ToString(), "min null, max null, null count null"); |
| } |
| ASSERT_EQ(3, file_stats.GetRowCount()); |
| } |
| |
| TEST_F(AvroStatsExtractorTest, TestNestedType) { |
| arrow::FieldVector fields = { |
| arrow::field("f0", arrow::list(arrow::float32())), |
| arrow::field("f1", arrow::struct_({arrow::field("sub_f0", arrow::boolean()), |
| arrow::field("sub_f1", arrow::int64())}))}; |
| auto schema = arrow::schema(fields); |
| auto array = std::dynamic_pointer_cast<arrow::StructArray>( |
| arrow::ipc::internal::json::ArrayFromJSON(arrow::struct_(fields), R"([ |
| [null, [true, 2]], |
| [[0.1, 0.3], [true, 1]], |
| [[1.1, 1.2], null] |
| ])") |
| .ValueOrDie()); |
| auto src_chunk_array = std::make_shared<arrow::ChunkedArray>(arrow::ArrayVector({array})); |
| |
| auto dir = paimon::test::UniqueTestDirectory::Create(); |
| ASSERT_TRUE(dir); |
| std::string file_path = dir->Str() + "/test.avro"; |
| WriteAvroFile(file_path, src_chunk_array, schema); |
| |
| AvroStatsExtractor extractor(options_); |
| auto fs = std::make_shared<LocalFileSystem>(); |
| ASSERT_OK_AND_ASSIGN(auto results, extractor.Extract(fs, file_path, GetDefaultPool())); |
| |
| ASSERT_EQ(results.size(), 2); |
| for (const auto& stats : results) { |
| ASSERT_EQ(stats->ToString(), "min null, max null, null count null"); |
| } |
| } |
| |
| TEST_F(AvroStatsExtractorTest, TestNullForAllType) { |
| auto timezone = DateTimeUtils::GetLocalTimezoneName(); |
| arrow::FieldVector fields = { |
| arrow::field("f0", arrow::boolean()), |
| arrow::field("f1", arrow::int8()), |
| arrow::field("f2", arrow::int16()), |
| arrow::field("f3", arrow::int32()), |
| arrow::field("f4", arrow::int64()), |
| arrow::field("f5", arrow::float32()), |
| arrow::field("f6", arrow::float64()), |
| arrow::field("f7", arrow::utf8()), |
| arrow::field("f8", arrow::binary()), |
| arrow::field("f9", arrow::list(arrow::struct_({arrow::field("key", arrow::int8()), |
| arrow::field("value", arrow::int16())}))), |
| arrow::field("f10", arrow::list(arrow::float32())), |
| arrow::field("f11", arrow::struct_({arrow::field("f0", arrow::boolean()), |
| arrow::field("f1", arrow::int64())})), |
| arrow::field("f12", arrow::timestamp(arrow::TimeUnit::NANO)), |
| arrow::field("f13", arrow::date32()), |
| arrow::field("f14", arrow::decimal128(2, 2)), |
| arrow::field("f15", arrow::decimal128(30, 2)), |
| arrow::field("f16", arrow::timestamp(arrow::TimeUnit::SECOND)), |
| arrow::field("f17", arrow::timestamp(arrow::TimeUnit::MILLI)), |
| arrow::field("f18", arrow::timestamp(arrow::TimeUnit::MICRO)), |
| arrow::field("f19", arrow::timestamp(arrow::TimeUnit::NANO)), |
| arrow::field("f20", arrow::timestamp(arrow::TimeUnit::SECOND, timezone)), |
| arrow::field("f21", arrow::timestamp(arrow::TimeUnit::MILLI, timezone)), |
| arrow::field("f22", arrow::timestamp(arrow::TimeUnit::MICRO, timezone)), |
| arrow::field("f23", arrow::timestamp(arrow::TimeUnit::NANO, timezone)), |
| }; |
| auto schema = std::make_shared<arrow::Schema>(fields); |
| auto src_array = std::dynamic_pointer_cast<arrow::StructArray>( |
| arrow::ipc::internal::json::ArrayFromJSON(arrow::struct_(fields), R"([ |
| [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null] |
| ])") |
| .ValueOrDie()); |
| auto src_chunk_array = std::make_shared<arrow::ChunkedArray>(arrow::ArrayVector({src_array})); |
| |
| auto dir = paimon::test::UniqueTestDirectory::Create(); |
| ASSERT_TRUE(dir); |
| std::string file_path = dir->Str() + "/test.avro"; |
| WriteAvroFile(file_path, src_chunk_array, schema); |
| |
| AvroStatsExtractor extractor(options_); |
| auto fs = std::make_shared<LocalFileSystem>(); |
| ASSERT_OK_AND_ASSIGN(auto column_stats, extractor.Extract(fs, file_path, GetDefaultPool())); |
| |
| ASSERT_OK_AND_ASSIGN(auto stats, |
| SimpleStatsConverter::ToBinary(column_stats, GetDefaultPool().get())); |
| ASSERT_EQ(stats.min_values_.HashCode(), 0xf890741a); |
| ASSERT_EQ(stats.max_values_.HashCode(), 0xf890741a); |
| } |
| |
| } // namespace paimon::avro::test |