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https://gitee.com/milvus-io/milvus.git
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605 lines
20 KiB
C++
605 lines
20 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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#pragma once
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#include <atomic>
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#include <memory>
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#include <shared_mutex>
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#include <string>
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#include <type_traits>
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#include <utility>
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#include <vector>
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#include <index/ScalarIndex.h>
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#include "cachinglayer/CacheSlot.h"
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#include "common/EasyAssert.h"
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#include "common/Json.h"
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#include "common/Schema.h"
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#include "common/Span.h"
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#include "common/SystemProperty.h"
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#include "common/Types.h"
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#include "common/LoadInfo.h"
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#include "common/BitsetView.h"
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#include "common/QueryResult.h"
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#include "common/QueryInfo.h"
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#include "mmap/ChunkedColumnInterface.h"
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#include "index/Index.h"
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#include "index/JsonFlatIndex.h"
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#include "query/Plan.h"
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#include "pb/segcore.pb.h"
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#include "index/SkipIndex.h"
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#include "index/TextMatchIndex.h"
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#include "index/JsonKeyStatsInvertedIndex.h"
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#include "segcore/ConcurrentVector.h"
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#include "segcore/InsertRecord.h"
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#include "index/NgramInvertedIndex.h"
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namespace milvus::segcore {
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using namespace milvus::cachinglayer;
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struct SegmentStats {
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// we stat the memory size used by the segment,
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// including the insert data and delete data.
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std::atomic<size_t> mem_size{};
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};
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// common interface of SegmentSealed and SegmentGrowing used by C API
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class SegmentInterface {
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public:
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virtual ~SegmentInterface() = default;
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virtual void
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FillPrimaryKeys(const query::Plan* plan, SearchResult& results) const = 0;
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virtual void
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FillTargetEntry(const query::Plan* plan, SearchResult& results) const = 0;
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virtual bool
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Contain(const PkType& pk) const = 0;
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virtual std::unique_ptr<SearchResult>
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Search(const query::Plan* Plan,
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const query::PlaceholderGroup* placeholder_group,
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Timestamp timestamp,
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int32_t consistency_level = 0,
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Timestamp collection_ttl = 0) const = 0;
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virtual std::unique_ptr<proto::segcore::RetrieveResults>
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Retrieve(tracer::TraceContext* trace_ctx,
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const query::RetrievePlan* Plan,
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Timestamp timestamp,
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int64_t limit_size,
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bool ignore_non_pk,
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int32_t consistency_level = 0,
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Timestamp collection_ttl = 0) const = 0;
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virtual std::unique_ptr<proto::segcore::RetrieveResults>
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Retrieve(tracer::TraceContext* trace_ctx,
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const query::RetrievePlan* Plan,
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const int64_t* offsets,
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int64_t size) const = 0;
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virtual size_t
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GetMemoryUsageInBytes() const = 0;
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virtual int64_t
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get_row_count() const = 0;
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virtual const Schema&
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get_schema() const = 0;
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virtual int64_t
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get_deleted_count() const = 0;
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virtual int64_t
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get_real_count() const = 0;
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virtual int64_t
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get_field_avg_size(FieldId field_id) const = 0;
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virtual void
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set_field_avg_size(FieldId field_id,
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int64_t num_rows,
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int64_t field_size) = 0;
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virtual SegcoreError
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Delete(int64_t size, const IdArray* pks, const Timestamp* timestamps) = 0;
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virtual void
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LoadDeletedRecord(const LoadDeletedRecordInfo& info) = 0;
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virtual void
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LoadFieldData(const LoadFieldDataInfo& info) = 0;
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virtual int64_t
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get_segment_id() const = 0;
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virtual SegmentType
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type() const = 0;
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virtual bool
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HasRawData(int64_t field_id) const = 0;
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virtual bool
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is_nullable(FieldId field_id) const = 0;
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virtual void
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CreateTextIndex(FieldId field_id) = 0;
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virtual index::TextMatchIndex*
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GetTextIndex(FieldId field_id) const = 0;
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virtual PinWrapper<index::IndexBase*>
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GetJsonIndex(FieldId field_id, std::string path) const {
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return nullptr;
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}
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virtual index::JsonKeyStatsInvertedIndex*
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GetJsonKeyIndex(FieldId field_id) const = 0;
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virtual void
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BulkGetJsonData(FieldId field_id,
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std::function<void(milvus::Json, size_t, bool)> fn,
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const int64_t* offsets,
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int64_t count) const = 0;
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virtual PinWrapper<index::NgramInvertedIndex*>
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GetNgramIndex(FieldId field_id) const = 0;
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virtual PinWrapper<index::NgramInvertedIndex*>
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GetNgramIndexForJson(FieldId field_id,
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const std::string& nested_path) const = 0;
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virtual bool
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HasNgramIndex(FieldId field_id) const = 0;
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virtual bool
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HasNgramIndexForJson(FieldId field_id,
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const std::string& nested_path) const = 0;
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virtual void
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LazyCheckSchema(SchemaPtr sch) = 0;
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// reopen segment with new schema
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virtual void
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Reopen(SchemaPtr sch) = 0;
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// FinishLoad notifies the segment that all load operation are done
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// currently it's used to sync field data list with updated schema.
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virtual void
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FinishLoad() = 0;
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};
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// internal API for DSL calculation
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// only for implementation
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class SegmentInternalInterface : public SegmentInterface {
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public:
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template <typename T>
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PinWrapper<Span<T>>
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chunk_data(FieldId field_id, int64_t chunk_id) const {
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return chunk_data_impl(field_id, chunk_id)
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.transform<Span<T>>([](SpanBase&& span_base) {
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return static_cast<Span<T>>(span_base);
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});
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}
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template <typename ViewType>
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PinWrapper<std::pair<std::vector<ViewType>, FixedVector<bool>>>
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chunk_view(FieldId field_id,
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int64_t chunk_id,
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std::optional<std::pair<int64_t, int64_t>> offset_len =
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std::nullopt) const {
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if constexpr (std::is_same_v<ViewType, std::string_view>) {
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return chunk_string_view_impl(field_id, chunk_id, offset_len);
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} else if constexpr (std::is_same_v<ViewType, ArrayView>) {
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return chunk_array_view_impl(field_id, chunk_id, offset_len);
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} else if constexpr (std::is_same_v<ViewType, Json>) {
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auto pw = chunk_string_view_impl(field_id, chunk_id, offset_len);
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auto [string_views, valid_data] = pw.get();
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std::vector<Json> res;
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res.reserve(string_views.size());
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for (const auto& str_view : string_views) {
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res.emplace_back(Json(str_view));
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}
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return PinWrapper<
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std::pair<std::vector<ViewType>, FixedVector<bool>>>(
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{std::move(res), std::move(valid_data)});
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}
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}
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template <typename ViewType>
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PinWrapper<std::pair<std::vector<ViewType>, FixedVector<bool>>>
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get_batch_views(FieldId field_id,
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int64_t chunk_id,
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int64_t start_offset,
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int64_t length) const {
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if (this->type() == SegmentType::Growing) {
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ThrowInfo(ErrorCode::Unsupported,
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"get chunk views not supported for growing segment");
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}
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return chunk_view<ViewType>(
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field_id, chunk_id, std::make_pair(start_offset, length));
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}
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template <typename ViewType>
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PinWrapper<std::pair<std::vector<ViewType>, FixedVector<bool>>>
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get_views_by_offsets(FieldId field_id,
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int64_t chunk_id,
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const FixedVector<int32_t>& offsets) const {
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if (this->type() == SegmentType::Growing) {
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ThrowInfo(ErrorCode::Unsupported,
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"get chunk views not supported for growing segment");
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}
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if constexpr (std::is_same_v<ViewType, std::string_view>) {
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return chunk_string_views_by_offsets(field_id, chunk_id, offsets);
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} else if constexpr (std::is_same_v<ViewType, Json>) {
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auto pw =
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chunk_string_views_by_offsets(field_id, chunk_id, offsets);
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std::vector<ViewType> res;
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res.reserve(pw.get().first.size());
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for (const auto& view : pw.get().first) {
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res.emplace_back(view);
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}
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return PinWrapper<
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std::pair<std::vector<ViewType>, FixedVector<bool>>>(
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{std::move(res), pw.get().second});
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} else if constexpr (std::is_same_v<ViewType, ArrayView>) {
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return chunk_array_views_by_offsets(field_id, chunk_id, offsets);
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}
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}
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template <typename T>
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PinWrapper<const index::ScalarIndex<T>*>
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chunk_scalar_index(FieldId field_id, int64_t chunk_id) const {
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static_assert(IsScalar<T>);
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using IndexType = index::ScalarIndex<T>;
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auto pw = chunk_index_impl(field_id, chunk_id);
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auto ptr = dynamic_cast<const IndexType*>(pw.get());
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AssertInfo(ptr, "entry mismatch");
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return PinWrapper<const index::ScalarIndex<T>*>(pw, ptr);
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}
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// We should not expose this interface directly, but access the index through chunk_scalar_index.
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// However, chunk_scalar_index requires specifying a template parameter, which makes it impossible to return JsonFlatIndex.
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// A better approach would be to have chunk_scalar_index return a pointer to a base class,
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// and then use dynamic_cast to convert it. But this would cause a lot of code changes, so for now, we will do it this way.
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PinWrapper<const index::IndexBase*>
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chunk_json_index(FieldId field_id,
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std::string& json_path,
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int64_t chunk_id) const {
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return chunk_index_impl(field_id, json_path, chunk_id);
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}
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// union(segment_id, field_id) as unique id
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virtual std::string
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GetUniqueFieldId(int64_t field_id) const {
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return std::to_string(get_segment_id()) + "_" +
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std::to_string(field_id);
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}
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template <typename T>
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PinWrapper<const index::ScalarIndex<T>*>
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chunk_scalar_index(FieldId field_id,
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std::string path,
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int64_t chunk_id) const {
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using IndexType = index::ScalarIndex<T>;
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auto pw = chunk_index_impl(field_id, path, chunk_id);
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auto ptr = dynamic_cast<const IndexType*>(pw.get());
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AssertInfo(ptr, "entry mismatch");
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return PinWrapper<const index::ScalarIndex<T>*>(pw, ptr);
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}
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std::unique_ptr<SearchResult>
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Search(const query::Plan* Plan,
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const query::PlaceholderGroup* placeholder_group,
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Timestamp timestamp,
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int32_t consistency_level = 0,
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Timestamp collection_ttl = 0) const override;
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void
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FillPrimaryKeys(const query::Plan* plan,
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SearchResult& results) const override;
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void
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FillTargetEntry(const query::Plan* plan,
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SearchResult& results) const override;
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std::unique_ptr<proto::segcore::RetrieveResults>
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Retrieve(tracer::TraceContext* trace_ctx,
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const query::RetrievePlan* Plan,
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Timestamp timestamp,
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int64_t limit_size,
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bool ignore_non_pk,
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int32_t consistency_level = 0,
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Timestamp collection_ttl = 0) const override;
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std::unique_ptr<proto::segcore::RetrieveResults>
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Retrieve(tracer::TraceContext* trace_ctx,
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const query::RetrievePlan* Plan,
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const int64_t* offsets,
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int64_t size) const override;
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virtual bool
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HasIndex(FieldId field_id) const = 0;
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virtual bool
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HasIndex(FieldId field_id,
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const std::string& nested_path,
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DataType data_type,
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bool any_type = false,
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bool is_array = false) const = 0;
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virtual bool
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HasFieldData(FieldId field_id) const = 0;
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virtual std::string
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debug() const = 0;
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int64_t
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get_real_count() const override;
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int64_t
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get_field_avg_size(FieldId field_id) const override;
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void
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set_field_avg_size(FieldId field_id,
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int64_t num_rows,
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int64_t field_size) override;
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virtual bool
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is_chunked() const {
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return false;
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}
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const SkipIndex&
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GetSkipIndex() const;
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void
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LoadSkipIndex(FieldId field_id,
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DataType data_type,
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std::shared_ptr<ChunkedColumnInterface> column) {
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skip_index_.LoadSkip(get_segment_id(), field_id, data_type, column);
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}
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virtual DataType
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GetFieldDataType(FieldId fieldId) const = 0;
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index::TextMatchIndex*
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GetTextIndex(FieldId field_id) const override;
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virtual index::JsonKeyStatsInvertedIndex*
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GetJsonKeyIndex(FieldId field_id) const override;
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virtual PinWrapper<index::NgramInvertedIndex*>
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GetNgramIndex(FieldId field_id) const override;
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virtual PinWrapper<index::NgramInvertedIndex*>
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GetNgramIndexForJson(FieldId field_id,
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const std::string& nested_path) const override;
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virtual bool
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HasNgramIndex(FieldId field_id) const override;
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virtual bool
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HasNgramIndexForJson(FieldId field_id,
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const std::string& nested_path) const override;
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public:
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virtual void
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vector_search(SearchInfo& search_info,
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const void* query_data,
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int64_t query_count,
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Timestamp timestamp,
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const BitsetView& bitset,
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SearchResult& output) const = 0;
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virtual void
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mask_with_delete(BitsetTypeView& bitset,
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int64_t ins_barrier,
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Timestamp timestamp) const = 0;
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// count of chunk that has index available
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virtual int64_t
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num_chunk_index(FieldId field_id) const = 0;
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// count of chunk that has raw data
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virtual int64_t
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num_chunk_data(FieldId field_id) const = 0;
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virtual int64_t
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num_rows_until_chunk(FieldId field_id, int64_t chunk_id) const = 0;
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// bitset 1 means not hit. 0 means hit.
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virtual void
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mask_with_timestamps(BitsetTypeView& bitset_chunk,
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Timestamp timestamp,
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Timestamp collection_ttl) const = 0;
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// count of chunks
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virtual int64_t
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num_chunk(FieldId field_id) const = 0;
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virtual int64_t
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chunk_size(FieldId field_id, int64_t chunk_id) const = 0;
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virtual std::pair<int64_t, int64_t>
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get_chunk_by_offset(FieldId field_id, int64_t offset) const = 0;
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// element size in each chunk
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virtual int64_t
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size_per_chunk() const = 0;
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virtual int64_t
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get_active_count(Timestamp ts) const = 0;
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/**
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* search offset by possible pk values and mvcc timestamp
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*
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* @param id_array possible pk values
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* @param timestamp mvcc timestamp
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* @return all the hit entries in vector of offsets
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*/
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virtual std::vector<SegOffset>
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search_ids(const IdArray& id_array, Timestamp timestamp) const = 0;
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/**
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* Apply timestamp filtering on bitset, the query can't see an entity whose
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* timestamp is bigger than the timestamp of query.
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*
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* @param bitset The final bitset after scalar filtering and delta filtering,
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* `false` means that the entity will be filtered out.
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* @param timestamp The timestamp of query.
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*/
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void
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timestamp_filter(BitsetType& bitset, Timestamp timestamp) const;
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/**
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* Apply timestamp filtering on bitset, the query can't see an entity whose
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* timestamp is bigger than the timestamp of query. The passed offsets are
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* all candidate entities.
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*
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* @param bitset The final bitset after scalar filtering and delta filtering,
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* `true` means that the entity will be filtered out.
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* @param offsets The segment offsets of all candidates.
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* @param timestamp The timestamp of query.
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*/
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void
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timestamp_filter(BitsetType& bitset,
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const std::vector<int64_t>& offsets,
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Timestamp timestamp) const;
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/**
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* Sort all candidates in ascending order, and then return the limit smallest.
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* Bitset is used to check if the candidate will be filtered out. `false_filtered_out`
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* determines how to filter out candidates. If `false_filtered_out` is true, we will
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* filter all candidates whose related bit is false.
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*
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* @param limit
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* @param bitset
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* @param false_filtered_out
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* @return All candidates offsets.
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*/
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virtual std::pair<std::vector<OffsetMap::OffsetType>, bool>
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find_first(int64_t limit, const BitsetType& bitset) const = 0;
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void
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FillTargetEntry(
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tracer::TraceContext* trace_ctx,
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const query::RetrievePlan* plan,
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const std::unique_ptr<proto::segcore::RetrieveResults>& results,
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const int64_t* offsets,
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int64_t size,
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bool ignore_non_pk,
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bool fill_ids) const;
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// return whether field mmap or not
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virtual bool
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is_mmap_field(FieldId field_id) const = 0;
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virtual std::unique_ptr<DataArray>
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bulk_subscript_not_exist_field(const milvus::FieldMeta& field_meta,
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int64_t count) const;
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protected:
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// todo: use an Unified struct for all type in growing/seal segment to store data and valid_data.
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// internal API: return chunk_data in span
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virtual PinWrapper<SpanBase>
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chunk_data_impl(FieldId field_id, int64_t chunk_id) const = 0;
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// internal API: return chunk string views in vector
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virtual PinWrapper<
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std::pair<std::vector<std::string_view>, FixedVector<bool>>>
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chunk_string_view_impl(FieldId field_id,
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int64_t chunk_id,
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std::optional<std::pair<int64_t, int64_t>>
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offset_len = std::nullopt) const = 0;
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virtual PinWrapper<std::pair<std::vector<ArrayView>, FixedVector<bool>>>
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chunk_array_view_impl(FieldId field_id,
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int64_t chunk_id,
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std::optional<std::pair<int64_t, int64_t>>
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offset_len = std::nullopt) const = 0;
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virtual PinWrapper<
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std::pair<std::vector<std::string_view>, FixedVector<bool>>>
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chunk_string_views_by_offsets(
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FieldId field_id,
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int64_t chunk_id,
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const FixedVector<int32_t>& offsets) const = 0;
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virtual PinWrapper<std::pair<std::vector<ArrayView>, FixedVector<bool>>>
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chunk_array_views_by_offsets(FieldId field_id,
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int64_t chunk_id,
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const FixedVector<int32_t>& offsets) const = 0;
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// internal API: return chunk_index in span, support scalar index only
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virtual PinWrapper<const index::IndexBase*>
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chunk_index_impl(FieldId field_id, int64_t chunk_id) const = 0;
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virtual void
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check_search(const query::Plan* plan) const = 0;
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virtual const ConcurrentVector<Timestamp>&
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get_timestamps() const = 0;
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public:
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virtual PinWrapper<const index::IndexBase*>
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chunk_index_impl(FieldId field_id,
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const std::string& path,
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int64_t chunk_id) const {
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ThrowInfo(ErrorCode::NotImplemented, "not implemented");
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};
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virtual bool
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is_field_exist(FieldId field_id) const = 0;
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// calculate output[i] = Vec[seg_offsets[i]}, where Vec binds to system_type
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virtual void
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bulk_subscript(SystemFieldType system_type,
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const int64_t* seg_offsets,
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int64_t count,
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void* output) const = 0;
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// calculate output[i] = Vec[seg_offsets[i]}, where Vec binds to field_offset
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virtual std::unique_ptr<DataArray>
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bulk_subscript(FieldId field_id,
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const int64_t* seg_offsets,
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int64_t count) const = 0;
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virtual std::unique_ptr<DataArray>
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bulk_subscript(
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FieldId field_ids,
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const int64_t* seg_offsets,
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int64_t count,
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const std::vector<std::string>& dynamic_field_names) const = 0;
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virtual std::vector<SegOffset>
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search_pk(const PkType& pk, Timestamp timestamp) const = 0;
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protected:
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// mutex protecting rw options on schema_
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std::shared_mutex sch_mutex_;
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mutable std::shared_mutex mutex_;
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// fieldID -> std::pair<num_rows, avg_size>
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std::unordered_map<FieldId, std::pair<int64_t, int64_t>>
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variable_fields_avg_size_; // bytes;
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SkipIndex skip_index_;
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// text-indexes used to do match.
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std::unordered_map<FieldId, std::unique_ptr<index::TextMatchIndex>>
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text_indexes_;
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std::unordered_map<FieldId,
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std::unique_ptr<index::JsonKeyStatsInvertedIndex>>
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json_indexes_;
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};
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} // namespace milvus::segcore
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