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851f3b9883
Related to #35941 Previous PR: #36034 This patch makes the switch branching logic correct and make the unit test work for cases which does not select the whole dataset. Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
383 lines
12 KiB
C++
383 lines
12 KiB
C++
// Copyright (C) 2019-2020 Zilliz. All rights reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software distributed under the License
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// is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
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// or implied. See the License for the specific language governing permissions and limitations under the License
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#include <arrow/array/builder_binary.h>
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#include <arrow/type.h>
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#include <gtest/gtest.h>
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#include "index/Index.h"
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#include "index/ScalarIndex.h"
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#include "index/StringIndexMarisa.h"
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#include "index/IndexFactory.h"
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#include "test_utils/indexbuilder_test_utils.h"
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#include "test_utils/AssertUtils.h"
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#include <boost/filesystem.hpp>
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#include <numeric>
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#include "test_utils/storage_test_utils.h"
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constexpr int64_t nb = 100;
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namespace schemapb = milvus::proto::schema;
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namespace milvus {
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namespace index {
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class StringIndexBaseTest : public ::testing::Test {
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protected:
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void
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SetUp() override {
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strs = GenStrArr(nb);
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*str_arr.mutable_data() = {strs.begin(), strs.end()};
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}
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protected:
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std::vector<std::string> strs;
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schemapb::StringArray str_arr;
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};
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class StringIndexMarisaTest : public StringIndexBaseTest {};
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TEST_F(StringIndexMarisaTest, Constructor) {
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auto index = milvus::index::CreateStringIndexMarisa();
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}
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TEST_F(StringIndexMarisaTest, Build) {
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auto index = milvus::index::CreateStringIndexMarisa();
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index->Build(strs.size(), strs.data());
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}
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TEST_F(StringIndexMarisaTest, HasRawData) {
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auto index = milvus::index::CreateStringIndexMarisa();
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index->Build(nb, strs.data());
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ASSERT_TRUE(index->HasRawData());
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}
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TEST_F(StringIndexMarisaTest, Count) {
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auto index = milvus::index::CreateStringIndexMarisa();
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index->Build(nb, strs.data());
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ASSERT_EQ(strs.size(), index->Count());
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}
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TEST_F(StringIndexMarisaTest, In) {
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auto index = milvus::index::CreateStringIndexMarisa();
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index->Build(nb, strs.data());
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auto bitset = index->In(strs.size(), strs.data());
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ASSERT_EQ(bitset.size(), strs.size());
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ASSERT_TRUE(Any(bitset));
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}
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TEST_F(StringIndexMarisaTest, NotIn) {
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auto index = milvus::index::CreateStringIndexMarisa();
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index->Build(nb, strs.data());
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auto bitset = index->NotIn(strs.size(), strs.data());
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ASSERT_EQ(bitset.size(), strs.size());
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ASSERT_TRUE(BitSetNone(bitset));
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}
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TEST_F(StringIndexMarisaTest, Range) {
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auto index = milvus::index::CreateStringIndexMarisa();
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std::vector<std::string> strings(nb);
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std::vector<int> counts(10);
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for (int i = 0; i < nb; ++i) {
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int val = std::rand() % 10;
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counts[val]++;
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strings[i] = std::to_string(val);
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}
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index->Build(nb, strings.data());
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{
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// [0...9]
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auto bitset = index->Range("0", milvus::OpType::GreaterEqual);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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// [5...9]
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int expect = std::accumulate(counts.begin() + 5, counts.end(), 0);
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auto bitset = index->Range("5", milvus::OpType::GreaterEqual);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), expect);
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}
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{
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// [6...9]
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int expect = std::accumulate(counts.begin() + 6, counts.end(), 0);
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auto bitset = index->Range("5", milvus::OpType::GreaterThan);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), expect);
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}
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{
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// [0...3]
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int expect = std::accumulate(counts.begin(), counts.begin() + 4, 0);
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auto bitset = index->Range("4", milvus::OpType::LessThan);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), expect);
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}
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{
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// [0...4]
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int expect = std::accumulate(counts.begin(), counts.begin() + 5, 0);
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auto bitset = index->Range("4", milvus::OpType::LessEqual);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), expect);
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}
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{
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// [2...8]
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int expect = std::accumulate(counts.begin() + 2, counts.begin() + 9, 0);
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auto bitset = index->Range("2", true, "8", true);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), expect);
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}
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{
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// [0...8]
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int expect = std::accumulate(counts.begin(), counts.begin() + 9, 0);
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auto bitset = index->Range("0", true, "9", false);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), expect);
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}
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}
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TEST_F(StringIndexMarisaTest, Reverse) {
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auto index_types = GetIndexTypes<std::string>();
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for (const auto& index_type : index_types) {
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auto index = milvus::index::IndexFactory::GetInstance()
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.CreatePrimitiveScalarIndex<std::string>(index_type);
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index->Build(nb, strs.data());
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assert_reverse<std::string>(index.get(), strs);
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}
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}
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TEST_F(StringIndexMarisaTest, PrefixMatch) {
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auto index = milvus::index::CreateStringIndexMarisa();
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index->Build(nb, strs.data());
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for (size_t i = 0; i < strs.size(); i++) {
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auto str = strs[i];
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auto bitset = index->PrefixMatch(str);
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ASSERT_EQ(bitset.size(), strs.size());
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ASSERT_TRUE(bitset[i]);
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}
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}
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TEST_F(StringIndexMarisaTest, Query) {
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auto index = milvus::index::CreateStringIndexMarisa();
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index->Build(nb, strs.data());
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{
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auto ds = knowhere::GenDataSet(strs.size(), 8, strs.data());
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ds->Set<milvus::OpType>(milvus::index::OPERATOR_TYPE,
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milvus::OpType::In);
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auto bitset = index->Query(ds);
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ASSERT_TRUE(Any(bitset));
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}
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{
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auto ds = knowhere::GenDataSet(strs.size(), 8, strs.data());
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ds->Set<milvus::OpType>(milvus::index::OPERATOR_TYPE,
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milvus::OpType::NotIn);
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auto bitset = index->Query(ds);
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ASSERT_TRUE(BitSetNone(bitset));
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}
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{
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auto ds = std::make_shared<knowhere::DataSet>();
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ds->Set<milvus::OpType>(milvus::index::OPERATOR_TYPE,
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milvus::OpType::GreaterEqual);
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ds->Set<std::string>(milvus::index::RANGE_VALUE, "0");
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auto bitset = index->Query(ds);
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ASSERT_EQ(bitset.size(), strs.size());
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ASSERT_EQ(Count(bitset), strs.size());
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}
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{
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auto ds = std::make_shared<knowhere::DataSet>();
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ds->Set<milvus::OpType>(milvus::index::OPERATOR_TYPE,
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milvus::OpType::Range);
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ds->Set<std::string>(milvus::index::LOWER_BOUND_VALUE, "0");
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ds->Set<std::string>(milvus::index::UPPER_BOUND_VALUE, "range");
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ds->Set<bool>(milvus::index::LOWER_BOUND_INCLUSIVE, true);
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ds->Set<bool>(milvus::index::UPPER_BOUND_INCLUSIVE, true);
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auto bitset = index->Query(ds);
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ASSERT_TRUE(Any(bitset));
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}
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{
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for (size_t i = 0; i < strs.size(); i++) {
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auto ds = std::make_shared<knowhere::DataSet>();
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ds->Set<milvus::OpType>(milvus::index::OPERATOR_TYPE,
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milvus::OpType::PrefixMatch);
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ds->Set<std::string>(milvus::index::PREFIX_VALUE,
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std::move(strs[i]));
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auto bitset = index->Query(ds);
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ASSERT_EQ(bitset.size(), strs.size());
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ASSERT_TRUE(bitset[i]);
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}
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}
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}
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TEST_F(StringIndexMarisaTest, Codec) {
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auto index = milvus::index::CreateStringIndexMarisa();
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std::vector<std::string> strings(nb);
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for (int i = 0; i < nb; ++i) {
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strings[i] = std::to_string(std::rand() % 10);
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}
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index->Build(nb, strings.data());
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std::vector<std::string> invalid_strings = {std::to_string(nb)};
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auto copy_index = milvus::index::CreateStringIndexMarisa();
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{
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auto binary_set = index->Serialize(nullptr);
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copy_index->Load(binary_set);
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}
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{
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auto bitset = copy_index->In(nb, strings.data());
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(Any(bitset));
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}
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{
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auto bitset = copy_index->In(1, invalid_strings.data());
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(BitSetNone(bitset));
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}
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{
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auto bitset = copy_index->NotIn(nb, strings.data());
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(BitSetNone(bitset));
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}
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{
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auto bitset = copy_index->Range("0", milvus::OpType::GreaterEqual);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("90", milvus::OpType::LessThan);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("9", milvus::OpType::LessEqual);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("0", true, "9", true);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("0", true, "90", false);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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for (size_t i = 0; i < nb; i++) {
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auto str = strings[i];
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auto bitset = copy_index->PrefixMatch(str);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(bitset[i]);
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}
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}
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}
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TEST_F(StringIndexMarisaTest, BaseIndexCodec) {
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milvus::index::IndexBasePtr index =
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milvus::index::CreateStringIndexMarisa();
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std::vector<std::string> strings(nb);
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for (int i = 0; i < nb; ++i) {
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strings[i] = std::to_string(std::rand() % 10);
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}
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*str_arr.mutable_data() = {strings.begin(), strings.end()};
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std::vector<uint8_t> data(str_arr.ByteSizeLong(), 0);
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str_arr.SerializeToArray(data.data(), str_arr.ByteSizeLong());
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index->BuildWithRawData(str_arr.ByteSizeLong(), data.data());
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std::vector<std::string> invalid_strings = {std::to_string(nb)};
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auto copy_index = milvus::index::CreateStringIndexMarisa();
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{
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auto binary_set = index->Serialize(nullptr);
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copy_index->Load(binary_set);
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}
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{
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auto bitset = copy_index->In(nb, strings.data());
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(Any(bitset));
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}
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{
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auto bitset = copy_index->In(1, invalid_strings.data());
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(BitSetNone(bitset));
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}
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{
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auto bitset = copy_index->NotIn(nb, strings.data());
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(BitSetNone(bitset));
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}
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{
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auto bitset = copy_index->Range("0", milvus::OpType::GreaterEqual);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("90", milvus::OpType::LessThan);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("9", milvus::OpType::LessEqual);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("0", true, "9", true);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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auto bitset = copy_index->Range("0", true, "90", false);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_EQ(Count(bitset), nb);
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}
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{
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for (size_t i = 0; i < nb; i++) {
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auto str = strings[i];
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auto bitset = copy_index->PrefixMatch(str);
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ASSERT_EQ(bitset.size(), nb);
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ASSERT_TRUE(bitset[i]);
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}
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}
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}
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} // namespace index
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} // namespace milvus
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