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milvus/internal/core/unittest/test_data_codec.cpp
smellthemoon cb1e86e17c
enhance: support add field (#39800) 
after the pr merged, we can support to insert, upsert, build index,
query, search in the added field.
can only do the above operates in added field after add field request
complete, which is a sync operate.

compact will be supported in the next pr.
#39718

---------

Signed-off-by: lixinguo <xinguo.li@zilliz.com>
Co-authored-by: lixinguo <xinguo.li@zilliz.com>
2025-04-02 14:24:31 +08:00

825 lines
38 KiB
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// Licensed to the LF AI & Data foundation 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 <gtest/gtest.h>
#include <optional>
#include <string>
#include "storage/DataCodec.h"
#include "storage/InsertData.h"
#include "storage/IndexData.h"
#include "storage/Util.h"
#include "common/Consts.h"
#include "common/Json.h"
#include <cstddef>
#include "test_utils/Constants.h"
#include "test_utils/DataGen.h"
using namespace milvus;
TEST(storage, InsertDataBool) {
FixedVector<bool> data = {true, false, true, false, true};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::BOOL, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::BOOL);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
FixedVector<bool> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataBoolNullable) {
FixedVector<bool> data = {true, false, false, false, true};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::BOOL, true);
uint8_t* valid_data = new uint8_t[1]{0x13};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::BOOL);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 2);
FixedVector<bool> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
// valid_data is 0001 0011, read from LSB, '1' means the according index is valid
ASSERT_EQ(data[0], new_data[0]);
ASSERT_EQ(data[1], new_data[1]);
ASSERT_EQ(data[4], new_data[4]);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataInt8) {
FixedVector<int8_t> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT8, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT8);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
FixedVector<int8_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataInt8Nullable) {
FixedVector<int8_t> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT8, true);
uint8_t* valid_data = new uint8_t[1]{0x13};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT8);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<int8_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
data = {1, 2, 0, 0, 5};
ASSERT_EQ(data, new_data);
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataInt16) {
FixedVector<int16_t> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT16, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT16);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
FixedVector<int16_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataInt16Nullable) {
FixedVector<int16_t> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT16, true);
uint8_t* valid_data = new uint8_t[1]{0x13};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT16);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<int16_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
data = {1, 2, 0, 0, 5};
ASSERT_EQ(data, new_data);
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataInt32) {
FixedVector<int32_t> data = {true, false, true, false, true};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT32, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT32);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
FixedVector<int32_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataInt32Nullable) {
FixedVector<int32_t> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT32, true);
uint8_t* valid_data = new uint8_t[1]{0x13};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT32);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<int32_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
data = {1, 2, 0, 0, 5};
ASSERT_EQ(data, new_data);
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataInt64) {
FixedVector<int64_t> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT64, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT64);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
FixedVector<int64_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataInt64Nullable) {
FixedVector<int64_t> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT64, true);
uint8_t* valid_data = new uint8_t[1]{0x13};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT64);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<int64_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
data = {1, 2, 0, 0, 5};
ASSERT_EQ(data, new_data);
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataString) {
FixedVector<std::string> data = {
"test1", "test2", "test3", "test4", "test5"};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::VARCHAR, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VARCHAR);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<std::string> new_data(data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
for (int i = 0; i < data.size(); ++i) {
new_data[i] =
*static_cast<const std::string*>(new_payload->RawValue(i));
ASSERT_EQ(new_payload->DataSize(i), data[i].size());
}
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataStringNullable) {
FixedVector<std::string> data = {
"test1", "test2", "test3", "test4", "test5"};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::STRING, true);
uint8_t* valid_data = new uint8_t[1]{0x13};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::STRING);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<std::string> new_data(data.size());
data = {"test1", "test2", "", "", "test5"};
for (int i = 0; i < data.size(); ++i) {
new_data[i] =
*static_cast<const std::string*>(new_payload->RawValue(i));
ASSERT_EQ(new_payload->DataSize(i), data[i].size());
}
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataFloat) {
FixedVector<float> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::FLOAT, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::FLOAT);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
FixedVector<float> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataFloatNullable) {
FixedVector<float> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::FLOAT, true);
std::array<uint8_t, 1> valid_data = {0x13};
field_data->FillFieldData(data.data(), valid_data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::FLOAT);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<float> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
data = {1, 2, 0, 0, 5};
ASSERT_EQ(data, new_data);
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), valid_data[0]);
}
TEST(storage, InsertDataDouble) {
FixedVector<double> data = {1.0, 2.0, 3.0, 4.2, 5.3};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::DOUBLE, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::DOUBLE);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 0);
FixedVector<double> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataDoubleNullable) {
FixedVector<double> data = {1, 2, 3, 4, 5};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::DOUBLE, true);
uint8_t* valid_data = new uint8_t[1]{0x13};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::DOUBLE);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<double> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
data = {1, 2, 0, 0, 5};
ASSERT_EQ(data, new_data);
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataFloatVector) {
std::vector<float> data = {1, 2, 3, 4, 5, 6, 7, 8};
int DIM = 2;
auto field_data = milvus::storage::CreateFieldData(
storage::DataType::VECTOR_FLOAT, false, DIM);
field_data->FillFieldData(data.data(), data.size() / DIM);
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VECTOR_FLOAT);
ASSERT_EQ(new_payload->get_num_rows(), data.size() / DIM);
ASSERT_EQ(new_payload->get_null_count(), 0);
std::vector<float> new_data(data.size());
memcpy(new_data.data(),
new_payload->Data(),
new_payload->get_num_rows() * sizeof(float) * DIM);
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataSparseFloat) {
auto n_rows = 100;
auto vecs = milvus::segcore::GenerateRandomSparseFloatVector(
n_rows, kTestSparseDim, kTestSparseVectorDensity);
auto field_data = milvus::storage::CreateFieldData(
storage::DataType::VECTOR_SPARSE_FLOAT, false, kTestSparseDim, n_rows);
field_data->FillFieldData(vecs.get(), n_rows);
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_TRUE(new_payload->get_data_type() ==
storage::DataType::VECTOR_SPARSE_FLOAT);
ASSERT_EQ(new_payload->get_num_rows(), n_rows);
ASSERT_EQ(new_payload->get_null_count(), 0);
auto new_data = static_cast<const knowhere::sparse::SparseRow<float>*>(
new_payload->Data());
for (auto i = 0; i < n_rows; ++i) {
auto& original = vecs[i];
auto& new_vec = new_data[i];
ASSERT_EQ(original.size(), new_vec.size());
for (auto j = 0; j < original.size(); ++j) {
ASSERT_EQ(original[j].id, new_vec[j].id);
ASSERT_EQ(original[j].val, new_vec[j].val);
}
}
}
TEST(storage, InsertDataBinaryVector) {
std::vector<uint8_t> data = {1, 2, 3, 4, 5, 6, 7, 8};
int DIM = 16;
auto field_data = milvus::storage::CreateFieldData(
storage::DataType::VECTOR_BINARY, false, DIM);
field_data->FillFieldData(data.data(), data.size() * 8 / DIM);
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VECTOR_BINARY);
ASSERT_EQ(new_payload->get_num_rows(), data.size() * 8 / DIM);
ASSERT_EQ(new_payload->get_null_count(), 0);
std::vector<uint8_t> new_data(data.size());
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataFloat16Vector) {
std::vector<float16> data = {1, 2, 3, 4, 5, 6, 7, 8};
int DIM = 2;
auto field_data = milvus::storage::CreateFieldData(
storage::DataType::VECTOR_FLOAT16, false, DIM);
field_data->FillFieldData(data.data(), data.size() / DIM);
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VECTOR_FLOAT16);
ASSERT_EQ(new_payload->get_num_rows(), data.size() / DIM);
ASSERT_EQ(new_payload->get_null_count(), 0);
std::vector<float16> new_data(data.size());
memcpy(new_data.data(),
new_payload->Data(),
new_payload->get_num_rows() * sizeof(float16) * DIM);
ASSERT_EQ(data, new_data);
}
TEST(storage, IndexData) {
std::vector<uint8_t> data = {1, 2, 3, 4, 5, 6, 7, 8};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::INT8, false);
field_data->FillFieldData(data.data(), data.size());
storage::IndexData index_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
index_data.SetFieldDataMeta(field_data_meta);
index_data.SetTimestamps(0, 100);
storage::IndexMeta index_meta{102, 103, 104, 1};
index_data.set_index_meta(index_meta);
auto serialized_bytes = index_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_index_data = storage::DeserializeFileData(serialized_data_ptr,
serialized_bytes.size());
ASSERT_EQ(new_index_data->GetCodecType(), storage::IndexDataType);
ASSERT_EQ(new_index_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_field_data = new_index_data->GetFieldData();
ASSERT_EQ(new_field_data->get_data_type(), storage::DataType::INT8);
ASSERT_EQ(new_field_data->Size(), data.size());
std::vector<uint8_t> new_data(data.size());
memcpy(new_data.data(), new_field_data->Data(), new_field_data->DataSize());
ASSERT_EQ(data, new_data);
}
TEST(storage, InsertDataStringArray) {
milvus::proto::schema::ScalarField field_string_data;
field_string_data.mutable_string_data()->add_data("test_array1");
field_string_data.mutable_string_data()->add_data("test_array2");
field_string_data.mutable_string_data()->add_data("test_array3");
field_string_data.mutable_string_data()->add_data("test_array4");
field_string_data.mutable_string_data()->add_data("test_array5");
auto string_array = Array(field_string_data);
FixedVector<Array> data = {string_array};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::ARRAY, false);
field_data->FillFieldData(data.data(), data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::ARRAY);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
FixedVector<Array> new_data(data.size());
for (int i = 0; i < data.size(); ++i) {
new_data[i] = *static_cast<const Array*>(new_payload->RawValue(i));
ASSERT_EQ(new_payload->DataSize(i), data[i].byte_size());
ASSERT_TRUE(data[i].operator==(new_data[i]));
}
}
TEST(storage, InsertDataStringArrayNullable) {
milvus::proto::schema::ScalarField field_string_data;
field_string_data.mutable_string_data()->add_data("test_array1");
field_string_data.mutable_string_data()->add_data("test_array2");
field_string_data.mutable_string_data()->add_data("test_array3");
field_string_data.mutable_string_data()->add_data("test_array4");
field_string_data.mutable_string_data()->add_data("test_array5");
auto string_array = Array(field_string_data);
milvus::proto::schema::ScalarField field_int_data;
field_string_data.mutable_int_data()->add_data(1);
field_string_data.mutable_int_data()->add_data(2);
field_string_data.mutable_int_data()->add_data(3);
field_string_data.mutable_int_data()->add_data(4);
field_string_data.mutable_int_data()->add_data(5);
auto int_array = Array(field_int_data);
FixedVector<Array> data = {string_array, int_array};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::ARRAY, true);
uint8_t* valid_data = new uint8_t[1]{0x01};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::ARRAY);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 1);
FixedVector<Array> expected_data = {string_array, Array()};
FixedVector<Array> new_data(data.size());
for (int i = 0; i < data.size(); ++i) {
new_data[i] = *static_cast<const Array*>(new_payload->RawValue(i));
ASSERT_EQ(new_payload->DataSize(i), data[i].byte_size());
ASSERT_TRUE(expected_data[i].operator==(new_data[i]));
}
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataJsonNullable) {
FixedVector<Json> data = {Json(),
Json(simdjson::padded_string(std::string("A")))};
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::JSON, true);
uint8_t* valid_data = new uint8_t[1]{0x00};
field_data->FillFieldData(data.data(), valid_data, data.size());
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::JSON);
ASSERT_EQ(new_payload->get_num_rows(), data.size());
ASSERT_EQ(new_payload->get_null_count(), 2);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
TEST(storage, InsertDataJsonFillWithNull) {
auto field_data =
milvus::storage::CreateFieldData(storage::DataType::JSON, true);
int64_t size = 2;
uint8_t* valid_data = new uint8_t[1]{0x00};
field_data->FillFieldData(std::nullopt, size);
storage::InsertData insert_data(field_data);
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
insert_data.SetFieldDataMeta(field_data_meta);
insert_data.SetTimestamps(0, 100);
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
[&](uint8_t*) {});
auto new_insert_data = storage::DeserializeFileData(
serialized_data_ptr, serialized_bytes.size());
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
ASSERT_EQ(new_insert_data->GetTimeRage(),
std::make_pair(Timestamp(0), Timestamp(100)));
auto new_payload = new_insert_data->GetFieldData();
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::JSON);
ASSERT_EQ(new_payload->get_num_rows(), size);
ASSERT_EQ(new_payload->get_null_count(), size);
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
delete[] valid_data;
}
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