mirror of
https://github.com/milvus-io/milvus.git
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issue: https://github.com/milvus-io/milvus/issues/51381 --------- Signed-off-by: SpadeA <tangchenjie1210@gmail.com> Signed-off-by: SpadeA-Tang <tangchenjie1210@gmail.com>
532 lines
21 KiB
C++
532 lines
21 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 <gtest/gtest.h>
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#include <algorithm>
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#include <cstdint>
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#include <map>
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#include <string>
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#include <utility>
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#include <vector>
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#include "common/Types.h"
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#include "common/protobuf_utils.h"
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#include "common/resource_c.h"
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#include "gtest/gtest.h"
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#include "index/Index.h"
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#include "index/Meta.h"
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#include "knowhere/version.h"
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#include "segcore/Types.h"
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#include "segcore/load_index_c.h"
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#include "storage/EntryStreamUtils.h"
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using Param =
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>;
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class IndexLoadTest : public ::testing::TestWithParam<Param> {
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protected:
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void
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SetUp() override {
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auto param = GetParam();
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index_params = param.first;
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ASSERT_TRUE(index_params.find("index_type") != index_params.end());
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index_type = index_params["index_type"];
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enable_mmap = index_params.find("mmap") != index_params.end() &&
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index_params["mmap"] == "true";
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std::string field_type = index_params["field_type"];
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ASSERT_TRUE(field_type.size() > 0);
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if (field_type == "vector_float") {
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data_type = milvus::DataType::VECTOR_FLOAT;
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} else if (field_type == "vector_bf16") {
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data_type = milvus::DataType::VECTOR_BFLOAT16;
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} else if (field_type == "vector_fp16") {
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data_type = milvus::DataType::VECTOR_FLOAT16;
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} else if (field_type == "vector_binary") {
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data_type = milvus::DataType::VECTOR_BINARY;
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} else if (field_type == "VECTOR_SPARSE_U32_F32") {
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data_type = milvus::DataType::VECTOR_SPARSE_U32_F32;
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} else if (field_type == "vector_int8") {
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data_type = milvus::DataType::VECTOR_INT8;
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} else if (field_type == "vector_array") {
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data_type = milvus::DataType::VECTOR_ARRAY;
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} else if (field_type == "array") {
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data_type = milvus::DataType::ARRAY;
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} else {
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data_type = milvus::DataType::STRING;
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}
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element_data_type = milvus::DataType::NONE;
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if (index_params.find("element_type") != index_params.end()) {
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std::string et = index_params["element_type"];
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if (et == "vector_float") {
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element_data_type = milvus::DataType::VECTOR_FLOAT;
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} else if (et == "vector_fp16") {
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element_data_type = milvus::DataType::VECTOR_FLOAT16;
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} else if (et == "vector_bf16") {
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element_data_type = milvus::DataType::VECTOR_BFLOAT16;
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}
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}
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expected = param.second;
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}
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void
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TearDown() override {
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}
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protected:
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std::string index_type;
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std::map<std::string, std::string> index_params;
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bool enable_mmap;
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milvus::DataType data_type;
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milvus::DataType element_data_type;
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LoadResourceRequest expected;
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};
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static const auto kIndexLoadTestValues = ::testing::Values(
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW"},
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{"metric_type", "L2"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"mmap", "false"},
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{"field_type", "vector_float"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW"},
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{"metric_type", "L2"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"mmap", "true"},
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{"field_type", "vector_float"}},
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{1UL * 1024 * 1024 * 1024 / 8,
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1UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW"},
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{"metric_type", "L2"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"mmap", "false"},
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{"field_type", "vector_bf16"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW"},
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{"metric_type", "L2"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"mmap", "true"},
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{"field_type", "vector_fp16"}},
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{1UL * 1024 * 1024 * 1024 / 8,
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1UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW"},
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{"metric_type", "L2"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"mmap", "false"},
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{"field_type", "vector_int8"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW"},
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{"metric_type", "L2"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"mmap", "true"},
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{"field_type", "vector_int8"}},
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{1UL * 1024 * 1024 * 1024 / 8,
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1UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "IVFFLAT"},
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{"metric_type", "L2"},
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{"nlist", "1024"},
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{"mmap", "false"},
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{"field_type", "vector_float"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "IVFSQ"},
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{"metric_type", "L2"},
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{"nlist", "1024"},
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{"mmap", "false"},
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{"field_type", "vector_float"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, false}),
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#ifdef BUILD_DISK_ANN
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "DISKANN"},
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{"metric_type", "L2"},
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{"nlist", "1024"},
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{"mmap", "false"},
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{"field_type", "vector_float"}},
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{1UL * 1024 * 1024 * 1024 / 4,
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1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024 / 4,
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1UL * 1024 * 1024 * 1024,
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true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "DISKANN"},
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{"metric_type", "IP"},
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{"nlist", "1024"},
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{"mmap", "false"},
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{"field_type", "vector_float"}},
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{1UL * 1024 * 1024 * 1024 / 4,
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1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024 / 4,
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1UL * 1024 * 1024 * 1024,
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false}),
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#endif
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "STL_SORT"},
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{"mmap", "false"},
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{"field_type", "string"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "STL_SORT"},
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{"mmap", "true"},
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{"field_type", "string"}},
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{1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "TRIE"}, {"mmap", "false"}, {"field_type", "string"}},
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{2UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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0UL,
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true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "TRIE"}, {"mmap", "true"}, {"field_type", "string"}},
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{1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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true}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "INVERTED"},
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{"mmap", "false"},
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{"field_type", "string"}},
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{1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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false}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "INVERTED"},
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{"mmap", "true"},
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{"field_type", "string"}},
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{1 * 1024 * 1024 * 1024,
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1 * 1024 * 1024 * 1024,
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0,
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1 * 1024 * 1024 * 1024,
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false}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "NGRAM"}, {"mmap", "false"}, {"field_type", "string"}},
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{1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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false}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "NGRAM"}, {"mmap", "true"}, {"field_type", "string"}},
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{1 * 1024 * 1024 * 1024,
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1 * 1024 * 1024 * 1024,
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0,
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1 * 1024 * 1024 * 1024,
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false}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "BITMAP"}, {"mmap", "false"}, {"field_type", "string"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, false}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "BITMAP"}, {"mmap", "true"}, {"field_type", "array"}},
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{2UL * 1024 * 1024 * 1024,
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2UL * 1024 * 1024 * 1024,
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0UL,
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1UL * 1024 * 1024 * 1024,
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false}),
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HYBRID"}, {"mmap", "true"}, {"field_type", "string"}},
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{2UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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1UL * 1024 * 1024 * 1024,
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false}),
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// VECTOR_ARRAY + HNSW (FLAT): keep field data resident for struct offsets
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// and row validity even when the index carries raw payloads.
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW"},
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{"metric_type", "MAX_SIM"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"mmap", "false"},
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{"field_type", "vector_array"},
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{"element_type", "vector_float"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, false}),
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// VECTOR_ARRAY + HNSW_SQ (SQ8, fp32): has_raw_data = false (lossy)
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW_SQ"},
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{"metric_type", "MAX_SIM"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"sq_type", "SQ8"},
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{"mmap", "false"},
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{"field_type", "vector_array"},
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{"element_type", "vector_float"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, false}),
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// VECTOR_ARRAY + HNSW_PQ (no refine): has_raw_data = false
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std::pair<std::map<std::string, std::string>, LoadResourceRequest>(
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{{"index_type", "HNSW_PQ"},
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{"metric_type", "MAX_SIM"},
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{"efConstrcution", "300"},
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{"M", "30"},
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{"pq_m", "8"},
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{"nbits", "8"},
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{"mmap", "false"},
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{"field_type", "vector_array"},
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{"element_type", "vector_float"}},
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{2UL * 1024 * 1024 * 1024, 0UL, 1UL * 1024 * 1024 * 1024, 0UL, false}));
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INSTANTIATE_TEST_SUITE_P(IndexTypeLoadInfo,
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IndexLoadTest,
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kIndexLoadTestValues);
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TEST_P(IndexLoadTest, ResourceEstimate) {
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milvus::segcore::LoadIndexInfo loadIndexInfo;
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loadIndexInfo.collection_id = 1;
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loadIndexInfo.partition_id = 2;
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loadIndexInfo.segment_id = 3;
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loadIndexInfo.field_id = 4;
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loadIndexInfo.field_type = data_type;
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loadIndexInfo.element_type = element_data_type;
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loadIndexInfo.enable_mmap = enable_mmap;
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loadIndexInfo.mmap_dir_path = "/tmp/mmap";
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loadIndexInfo.index_id = 5;
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loadIndexInfo.index_build_id = 6;
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loadIndexInfo.index_version = 1;
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loadIndexInfo.index_params = index_params;
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loadIndexInfo.index_files = {"/tmp/index/1"};
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loadIndexInfo.index = nullptr;
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loadIndexInfo.cache_index = nullptr;
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loadIndexInfo.uri = "";
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loadIndexInfo.index_engine_version =
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knowhere::Version::GetCurrentVersion().VersionNumber();
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loadIndexInfo.index_size = 1024 * 1024 * 1024; // 1G index size
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loadIndexInfo.num_rows = 0;
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LoadResourceRequest request = EstimateLoadIndexResource(&loadIndexInfo);
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ASSERT_EQ(request.has_raw_data, expected.has_raw_data);
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ASSERT_EQ(request.final_memory_cost, expected.final_memory_cost);
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ASSERT_EQ(request.final_disk_cost, expected.final_disk_cost);
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ASSERT_EQ(request.max_memory_cost, expected.max_memory_cost);
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ASSERT_EQ(request.max_disk_cost, expected.max_disk_cost);
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}
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TEST(IndexLoadTest, LoadResourceRequestCacheIsOptional) {
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milvus::segcore::LoadIndexInfo loadIndexInfo;
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ASSERT_FALSE(loadIndexInfo.load_resource_request.has_value());
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LoadResourceRequest request{1, 2, 3, 4, true};
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loadIndexInfo.load_resource_request = request;
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ASSERT_TRUE(loadIndexInfo.load_resource_request.has_value());
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ASSERT_EQ(loadIndexInfo.load_resource_request->max_memory_cost, 1);
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auto copied = loadIndexInfo;
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ASSERT_TRUE(copied.load_resource_request.has_value());
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ASSERT_EQ(copied.load_resource_request->final_disk_cost, 4);
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copied.load_resource_request.reset();
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ASSERT_FALSE(copied.load_resource_request.has_value());
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ASSERT_TRUE(loadIndexInfo.load_resource_request.has_value());
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}
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TEST(IndexLoadTest, ScalarSortMmapEstimateReservesLegacyAux) {
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constexpr uint64_t kIndexSize = 1024UL * 1024 * 1024;
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constexpr int64_t kNumRows = 1025;
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constexpr uint64_t kValidBitsetBytes = (kNumRows + 7) / 8;
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constexpr uint64_t kLegacyAuxBytes =
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static_cast<uint64_t>(kNumRows) * sizeof(int32_t) + kValidBitsetBytes;
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milvus::segcore::LoadIndexInfo loadIndexInfo;
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loadIndexInfo.collection_id = 1;
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loadIndexInfo.partition_id = 2;
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loadIndexInfo.segment_id = 3;
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loadIndexInfo.field_id = 4;
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loadIndexInfo.field_type = milvus::DataType::STRING;
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loadIndexInfo.element_type = milvus::DataType::NONE;
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loadIndexInfo.enable_mmap = true;
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loadIndexInfo.index_id = 5;
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loadIndexInfo.index_build_id = 6;
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loadIndexInfo.index_version = 1;
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loadIndexInfo.index_params = {
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{"index_type", "STL_SORT"},
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{milvus::index::SCALAR_INDEX_ENGINE_VERSION, "3"},
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};
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loadIndexInfo.index_files = {"/tmp/index/1"};
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loadIndexInfo.index = nullptr;
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loadIndexInfo.cache_index = nullptr;
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loadIndexInfo.uri = "";
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loadIndexInfo.index_engine_version =
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knowhere::Version::GetCurrentVersion().VersionNumber();
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loadIndexInfo.index_size = kIndexSize;
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loadIndexInfo.num_rows = kNumRows;
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auto request = EstimateLoadIndexResource(&loadIndexInfo);
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auto stream_memory_overhead = std::min<uint64_t>(
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kIndexSize, milvus::storage::EntryStreamMaxTransientBytes());
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ASSERT_EQ(request.final_memory_cost, kLegacyAuxBytes);
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ASSERT_EQ(request.final_disk_cost, kIndexSize);
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ASSERT_EQ(request.max_memory_cost,
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kLegacyAuxBytes + stream_memory_overhead);
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ASSERT_EQ(request.max_disk_cost, kIndexSize);
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ASSERT_TRUE(request.has_raw_data);
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}
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TEST(IndexLoadTest, ScalarSortMemoryEstimateReservesLegacyAux) {
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constexpr uint64_t kIndexSize = 1024UL * 1024 * 1024;
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constexpr int64_t kNumRows = 1025;
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constexpr uint64_t kValidBitsetBytes = (kNumRows + 7) / 8;
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constexpr uint64_t kLegacyAuxBytes =
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static_cast<uint64_t>(kNumRows) * sizeof(int32_t) + kValidBitsetBytes;
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milvus::segcore::LoadIndexInfo loadIndexInfo;
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loadIndexInfo.collection_id = 1;
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loadIndexInfo.partition_id = 2;
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loadIndexInfo.segment_id = 3;
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loadIndexInfo.field_id = 4;
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loadIndexInfo.field_type = milvus::DataType::INT64;
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loadIndexInfo.element_type = milvus::DataType::NONE;
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loadIndexInfo.enable_mmap = false;
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loadIndexInfo.index_id = 5;
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loadIndexInfo.index_build_id = 6;
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loadIndexInfo.index_version = 1;
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loadIndexInfo.index_params = {
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{"index_type", "STL_SORT"},
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{milvus::index::SCALAR_INDEX_ENGINE_VERSION, "3"},
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|
};
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loadIndexInfo.index_files = {"/tmp/index/1"};
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|
loadIndexInfo.index = nullptr;
|
|
loadIndexInfo.cache_index = nullptr;
|
|
loadIndexInfo.uri = "";
|
|
loadIndexInfo.index_engine_version =
|
|
knowhere::Version::GetCurrentVersion().VersionNumber();
|
|
loadIndexInfo.index_size = kIndexSize;
|
|
loadIndexInfo.num_rows = kNumRows;
|
|
|
|
auto request = EstimateLoadIndexResource(&loadIndexInfo);
|
|
auto stream_memory_overhead = std::min<uint64_t>(
|
|
kIndexSize, milvus::storage::EntryStreamMaxTransientBytes());
|
|
|
|
ASSERT_EQ(request.final_memory_cost, kIndexSize + kLegacyAuxBytes);
|
|
ASSERT_EQ(request.final_disk_cost, 0);
|
|
ASSERT_EQ(request.max_memory_cost,
|
|
kIndexSize + kLegacyAuxBytes + stream_memory_overhead);
|
|
ASSERT_EQ(request.max_disk_cost, 0);
|
|
ASSERT_TRUE(request.has_raw_data);
|
|
}
|
|
|
|
TEST(IndexLoadTest, MarisaMmapEstimateReservesLegacyCsrFallback) {
|
|
constexpr uint64_t kIndexSize = 1024UL * 1024 * 1024;
|
|
constexpr int64_t kNumRows = 1025;
|
|
constexpr uint64_t kLegacyCsrResidentBytes =
|
|
(2 * static_cast<uint64_t>(kNumRows) + 1) * sizeof(uint32_t);
|
|
constexpr uint64_t kLegacyCsrPeakBytes =
|
|
(3 * static_cast<uint64_t>(kNumRows) + 1) * sizeof(uint32_t);
|
|
|
|
milvus::segcore::LoadIndexInfo loadIndexInfo;
|
|
loadIndexInfo.collection_id = 1;
|
|
loadIndexInfo.partition_id = 2;
|
|
loadIndexInfo.segment_id = 3;
|
|
loadIndexInfo.field_id = 4;
|
|
loadIndexInfo.field_type = milvus::DataType::STRING;
|
|
loadIndexInfo.element_type = milvus::DataType::NONE;
|
|
loadIndexInfo.enable_mmap = true;
|
|
loadIndexInfo.index_id = 5;
|
|
loadIndexInfo.index_build_id = 6;
|
|
loadIndexInfo.index_version = 1;
|
|
loadIndexInfo.index_params = {
|
|
{"index_type", "TRIE"},
|
|
{milvus::index::SCALAR_INDEX_ENGINE_VERSION, "3"},
|
|
};
|
|
loadIndexInfo.index_files = {"/tmp/index/1"};
|
|
loadIndexInfo.index = nullptr;
|
|
loadIndexInfo.cache_index = nullptr;
|
|
loadIndexInfo.uri = "";
|
|
loadIndexInfo.index_engine_version =
|
|
knowhere::Version::GetCurrentVersion().VersionNumber();
|
|
loadIndexInfo.index_size = kIndexSize;
|
|
loadIndexInfo.num_rows = kNumRows;
|
|
|
|
auto request = EstimateLoadIndexResource(&loadIndexInfo);
|
|
auto stream_memory_overhead = std::min<uint64_t>(
|
|
kIndexSize, milvus::storage::EntryStreamMaxTransientBytes());
|
|
|
|
ASSERT_EQ(request.final_memory_cost, kLegacyCsrResidentBytes);
|
|
ASSERT_EQ(request.final_disk_cost, kIndexSize);
|
|
ASSERT_EQ(request.max_memory_cost,
|
|
kLegacyCsrPeakBytes + stream_memory_overhead);
|
|
ASSERT_EQ(request.max_disk_cost, kIndexSize);
|
|
ASSERT_TRUE(request.has_raw_data);
|
|
}
|
|
|
|
// Test that warmup policy is kept in index_params and passed to Knowhere
|
|
TEST(IndexLoadWarmupTest, WarmupPolicyKeptInIndexParams) {
|
|
milvus::segcore::LoadIndexInfo loadIndexInfo;
|
|
|
|
loadIndexInfo.collection_id = 1;
|
|
loadIndexInfo.partition_id = 2;
|
|
loadIndexInfo.segment_id = 3;
|
|
loadIndexInfo.field_id = 4;
|
|
loadIndexInfo.field_type = milvus::DataType::VECTOR_FLOAT;
|
|
loadIndexInfo.enable_mmap = false;
|
|
loadIndexInfo.mmap_dir_path = "/tmp/mmap";
|
|
loadIndexInfo.index_id = 5;
|
|
loadIndexInfo.index_build_id = 6;
|
|
loadIndexInfo.index_version = 1;
|
|
loadIndexInfo.index_files = {"/tmp/index/1"};
|
|
loadIndexInfo.index = nullptr;
|
|
loadIndexInfo.cache_index = nullptr;
|
|
loadIndexInfo.uri = "";
|
|
loadIndexInfo.index_engine_version =
|
|
knowhere::Version::GetCurrentVersion().VersionNumber();
|
|
loadIndexInfo.index_size = 1024 * 1024;
|
|
|
|
// Set warmup in index_params
|
|
loadIndexInfo.index_params["index_type"] = "HNSW";
|
|
loadIndexInfo.index_params["metric_type"] = "L2";
|
|
loadIndexInfo.index_params["warmup"] = "sync";
|
|
|
|
// Verify warmup is in index_params before any processing
|
|
ASSERT_TRUE(loadIndexInfo.index_params.find("warmup") !=
|
|
loadIndexInfo.index_params.end());
|
|
ASSERT_EQ(loadIndexInfo.index_params["warmup"], "sync");
|
|
|
|
// Also verify warmup_policy field can be set
|
|
loadIndexInfo.warmup_policy = "sync";
|
|
ASSERT_EQ(loadIndexInfo.warmup_policy, "sync");
|
|
|
|
// Test with disable value
|
|
loadIndexInfo.index_params["warmup"] = "disable";
|
|
loadIndexInfo.warmup_policy = "disable";
|
|
ASSERT_EQ(loadIndexInfo.index_params["warmup"], "disable");
|
|
ASSERT_EQ(loadIndexInfo.warmup_policy, "disable");
|
|
}
|