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https://gitee.com/milvus-io/milvus.git
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related: #45993 This commit extends nullable vector support to the proxy layer, querynode, and adds comprehensive validation, search reduce, and field data handling for nullable vectors with sparse storage. Proxy layer changes: - Update validate_util.go checkAligned() with getExpectedVectorRows() helper to validate nullable vector field alignment using valid data count - Update checkFloatVectorFieldData/checkSparseFloatVectorFieldData for nullable vector validation with proper row count expectations - Add FieldDataIdxComputer in typeutil/schema.go for logical-to-physical index translation during search reduce operations - Update search_reduce_util.go reduceSearchResultData to use idxComputers for correct field data indexing with nullable vectors - Update task.go, task_query.go, task_upsert.go for nullable vector handling - Update msg_pack.go with nullable vector field data processing QueryNode layer changes: - Update segments/result.go for nullable vector result handling - Update segments/search_reduce.go with nullable vector offset translation Storage and index changes: - Update data_codec.go and utils.go for nullable vector serialization - Update indexcgowrapper/dataset.go and index.go for nullable vector indexing Utility changes: - Add FieldDataIdxComputer struct with Compute() method for efficient logical-to-physical index mapping across multiple field data - Update EstimateEntitySize() and AppendFieldData() with fieldIdxs parameter - Update funcutil.go with nullable vector support functions <!-- This is an auto-generated comment: release notes by coderabbit.ai --> ## Summary by CodeRabbit * **New Features** * Full support for nullable vector fields (float, binary, float16, bfloat16, int8, sparse) across ingest, storage, indexing, search and retrieval; logical↔physical offset mapping preserves row semantics. * Client: compaction control and compaction-state APIs. * **Bug Fixes** * Improved validation for adding vector fields (nullable + dimension checks) and corrected search/query behavior for nullable vectors. * **Chores** * Persisted validity maps with indexes and on-disk formats. * **Tests** * Extensive new and updated end-to-end nullable-vector tests. <sub>✏️ Tip: You can customize this high-level summary in your review settings.</sub> <!-- end of auto-generated comment: release notes by coderabbit.ai --> --------- Signed-off-by: marcelo-cjl <marcelo.chen@zilliz.com>
522 lines
20 KiB
C++
522 lines
20 KiB
C++
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "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
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include <glog/logging.h>
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#include <any>
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#include <cstdint>
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#include <string>
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#include "common/Array.h"
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#include "common/Consts.h"
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#include "common/EasyAssert.h"
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#include "common/FieldMeta.h"
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#include "common/Geometry.h"
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#include "common/Json.h"
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#include "fmt/format.h"
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#include "nlohmann/json.hpp"
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#include "storage/Event.h"
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#include "storage/PayloadReader.h"
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#include "storage/PayloadWriter.h"
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#include "log/Log.h"
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namespace milvus::storage {
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int
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GetFixPartSize(DescriptorEventData& data) {
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return sizeof(data.fix_part.collection_id) +
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sizeof(data.fix_part.partition_id) +
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sizeof(data.fix_part.segment_id) + sizeof(data.fix_part.field_id) +
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sizeof(data.fix_part.start_timestamp) +
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sizeof(data.fix_part.end_timestamp) +
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sizeof(data.fix_part.data_type);
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}
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int
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GetFixPartSize(BaseEventData& data) {
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return sizeof(data.start_timestamp) + sizeof(data.end_timestamp);
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}
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int
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GetEventHeaderSize(EventHeader& header) {
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return sizeof(header.event_type_) + sizeof(header.timestamp_) +
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sizeof(header.event_length_) + sizeof(header.next_position_);
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}
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int
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GetEventFixPartSize(EventType event_type) {
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switch (event_type) {
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case EventType::DescriptorEvent: {
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DescriptorEventData data;
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return GetFixPartSize(data);
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}
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case EventType::InsertEvent:
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case EventType::DeleteEvent:
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case EventType::CreateCollectionEvent:
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case EventType::DropCollectionEvent:
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case EventType::CreatePartitionEvent:
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case EventType::DropPartitionEvent:
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case EventType::IndexFileEvent: {
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BaseEventData data;
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return GetFixPartSize(data);
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}
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default:
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ThrowInfo(DataFormatBroken,
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fmt::format("unsupported event type {}", event_type));
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}
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}
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EventHeader::EventHeader(BinlogReaderPtr reader) {
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auto ast = reader->Read(sizeof(timestamp_), ×tamp_);
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assert(ast.ok());
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ast = reader->Read(sizeof(event_type_), &event_type_);
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assert(ast.ok());
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ast = reader->Read(sizeof(event_length_), &event_length_);
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assert(ast.ok());
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ast = reader->Read(sizeof(next_position_), &next_position_);
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assert(ast.ok());
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}
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std::vector<uint8_t>
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EventHeader::Serialize() {
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auto header_size = sizeof(timestamp_) + sizeof(event_type_) +
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sizeof(event_length_) + sizeof(next_position_);
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std::vector<uint8_t> res(header_size);
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int offset = 0;
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memcpy(res.data() + offset, ×tamp_, sizeof(timestamp_));
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offset += sizeof(timestamp_);
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memcpy(res.data() + offset, &event_type_, sizeof(event_type_));
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offset += sizeof(event_type_);
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memcpy(res.data() + offset, &event_length_, sizeof(event_length_));
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offset += sizeof(event_length_);
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memcpy(res.data() + offset, &next_position_, sizeof(next_position_));
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return res;
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}
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DescriptorEventDataFixPart::DescriptorEventDataFixPart(BinlogReaderPtr reader) {
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auto ast = reader->Read(sizeof(collection_id), &collection_id);
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assert(ast.ok());
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ast = reader->Read(sizeof(partition_id), &partition_id);
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assert(ast.ok());
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ast = reader->Read(sizeof(segment_id), &segment_id);
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assert(ast.ok());
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ast = reader->Read(sizeof(field_id), &field_id);
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assert(ast.ok());
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ast = reader->Read(sizeof(start_timestamp), &start_timestamp);
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assert(ast.ok());
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ast = reader->Read(sizeof(end_timestamp), &end_timestamp);
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assert(ast.ok());
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ast = reader->Read(sizeof(data_type), &data_type);
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assert(ast.ok());
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}
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std::vector<uint8_t>
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DescriptorEventDataFixPart::Serialize() {
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auto fix_part_size = sizeof(collection_id) + sizeof(partition_id) +
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sizeof(segment_id) + sizeof(field_id) +
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sizeof(start_timestamp) + sizeof(end_timestamp) +
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sizeof(data_type);
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std::vector<uint8_t> res(fix_part_size);
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int offset = 0;
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memcpy(res.data() + offset, &collection_id, sizeof(collection_id));
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offset += sizeof(collection_id);
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memcpy(res.data() + offset, &partition_id, sizeof(partition_id));
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offset += sizeof(partition_id);
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memcpy(res.data() + offset, &segment_id, sizeof(segment_id));
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offset += sizeof(segment_id);
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memcpy(res.data() + offset, &field_id, sizeof(field_id));
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offset += sizeof(field_id);
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memcpy(res.data() + offset, &start_timestamp, sizeof(start_timestamp));
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offset += sizeof(start_timestamp);
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memcpy(res.data() + offset, &end_timestamp, sizeof(end_timestamp));
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offset += sizeof(end_timestamp);
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memcpy(res.data() + offset, &data_type, sizeof(data_type));
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return res;
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}
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DescriptorEventData::DescriptorEventData(BinlogReaderPtr reader) {
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fix_part = DescriptorEventDataFixPart(reader);
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for (auto i = static_cast<int8_t>(EventType::DescriptorEvent);
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i < static_cast<int8_t>(EventType::EventTypeEnd);
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i++) {
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post_header_lengths.push_back(GetEventFixPartSize(EventType(i)));
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}
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auto ast =
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reader->Read(post_header_lengths.size(), post_header_lengths.data());
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assert(ast.ok());
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ast = reader->Read(sizeof(extra_length), &extra_length);
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assert(ast.ok());
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extra_bytes = std::vector<uint8_t>(extra_length);
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ast = reader->Read(extra_length, extra_bytes.data());
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assert(ast.ok());
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nlohmann::json json =
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nlohmann::json::parse(extra_bytes.begin(), extra_bytes.end());
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if (json.contains(ORIGIN_SIZE_KEY)) {
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extras[ORIGIN_SIZE_KEY] =
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static_cast<std::string>(json[ORIGIN_SIZE_KEY]);
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}
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if (json.contains(INDEX_BUILD_ID_KEY)) {
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extras[INDEX_BUILD_ID_KEY] =
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static_cast<std::string>(json[INDEX_BUILD_ID_KEY]);
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}
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if (json.contains(NULLABLE)) {
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extras[NULLABLE] = static_cast<bool>(json[NULLABLE]);
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}
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if (json.contains(EDEK)) {
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extras[EDEK] = static_cast<std::string>(json[EDEK]);
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}
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if (json.contains(EZID)) {
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extras[EZID] = static_cast<int64_t>(json[EZID]);
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}
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}
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std::vector<uint8_t>
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DescriptorEventData::Serialize() {
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auto fix_part_data = fix_part.Serialize();
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nlohmann::json extras_json;
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for (auto v : extras) {
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if (v.first == NULLABLE) {
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extras_json.emplace(v.first, std::any_cast<bool>(v.second));
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} else if (v.first == EZID) {
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extras_json.emplace(v.first, std::any_cast<int64_t>(v.second));
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} else {
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extras_json.emplace(v.first, std::any_cast<std::string>(v.second));
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}
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}
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std::string extras_string = extras_json.dump();
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extra_length = extras_string.size();
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extra_bytes =
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std::vector<uint8_t>(extras_string.begin(), extras_string.end());
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auto len = fix_part_data.size() + post_header_lengths.size() +
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sizeof(extra_length) + extra_length;
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std::vector<uint8_t> res(len);
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int offset = 0;
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memcpy(res.data() + offset, fix_part_data.data(), fix_part_data.size());
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offset += fix_part_data.size();
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memcpy(res.data() + offset,
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post_header_lengths.data(),
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post_header_lengths.size());
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offset += post_header_lengths.size();
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memcpy(res.data() + offset, &extra_length, sizeof(extra_length));
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offset += sizeof(extra_length);
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memcpy(res.data() + offset, extra_bytes.data(), extra_bytes.size());
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return res;
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}
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BaseEventData::BaseEventData(BinlogReaderPtr reader,
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int event_length,
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DataType data_type,
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bool nullable,
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bool is_field_data) {
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auto ast = reader->ReadSingleValue<Timestamp>(start_timestamp);
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AssertInfo(ast.ok(), "read start timestamp failed");
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ast = reader->ReadSingleValue<Timestamp>(end_timestamp);
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AssertInfo(ast.ok(), "read end timestamp failed");
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int payload_length =
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event_length - sizeof(start_timestamp) - sizeof(end_timestamp);
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auto res = reader->Read(payload_length);
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AssertInfo(res.first.ok(), "read payload failed");
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payload_reader = std::make_shared<PayloadReader>(
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res.second.get(), payload_length, data_type, nullable, is_field_data);
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}
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std::vector<uint8_t>
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BaseEventData::Serialize() {
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if (payload_reader->has_binary_payload()) {
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// for index slice, directly copy payload slice
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auto payload_size = payload_reader->get_payload_size();
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auto payload_data = payload_reader->get_payload_data();
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auto len =
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sizeof(start_timestamp) + sizeof(end_timestamp) + payload_size;
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std::vector<uint8_t> res(len);
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int offset = 0;
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memcpy(res.data() + offset, &start_timestamp, sizeof(start_timestamp));
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offset += sizeof(start_timestamp);
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memcpy(res.data() + offset, &end_timestamp, sizeof(end_timestamp));
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offset += sizeof(end_timestamp);
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memcpy(res.data() + offset, payload_data, payload_size);
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return res;
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} else {
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// for insert bin log, use field_data to serialize
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auto field_data = payload_reader->get_field_data();
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auto data_type = field_data->get_data_type();
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std::shared_ptr<PayloadWriter> payload_writer;
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if (data_type == DataType::VECTOR_ARRAY) {
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auto vector_array_field =
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std::dynamic_pointer_cast<FieldData<VectorArray>>(field_data);
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AssertInfo(vector_array_field != nullptr,
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"Failed to cast to FieldData<VectorArray>");
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auto element_type = vector_array_field->get_element_type();
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payload_writer = std::make_unique<PayloadWriter>(
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data_type, field_data->get_dim(), element_type);
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} else if (IsVectorDataType(data_type) &&
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!IsSparseFloatVectorDataType(data_type)) {
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payload_writer = std::make_unique<PayloadWriter>(
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data_type, field_data->get_dim(), field_data->IsNullable());
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} else {
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payload_writer = std::make_unique<PayloadWriter>(
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data_type, field_data->IsNullable());
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}
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switch (data_type) {
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case DataType::VARCHAR:
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case DataType::STRING:
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case DataType::TEXT: {
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for (size_t offset = 0; offset < field_data->get_num_rows();
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++offset) {
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auto str = static_cast<const std::string*>(
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field_data->RawValue(offset));
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auto size = field_data->is_valid(offset) ? str->size() : -1;
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payload_writer->add_one_string_payload(str->c_str(), size);
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}
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break;
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}
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case DataType::ARRAY: {
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for (size_t offset = 0; offset < field_data->get_num_rows();
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++offset) {
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auto array =
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static_cast<const Array*>(field_data->RawValue(offset));
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auto array_string =
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array->output_data().SerializeAsString();
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auto size =
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field_data->is_valid(offset) ? array_string.size() : -1;
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payload_writer->add_one_binary_payload(
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reinterpret_cast<const uint8_t*>(array_string.c_str()),
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size);
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}
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break;
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}
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case DataType::JSON: {
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for (size_t offset = 0; offset < field_data->get_num_rows();
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++offset) {
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auto string_view =
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static_cast<const Json*>(field_data->RawValue(offset))
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->data();
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auto size =
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field_data->is_valid(offset) ? string_view.size() : -1;
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payload_writer->add_one_binary_payload(
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reinterpret_cast<const uint8_t*>(
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std::string(string_view).c_str()),
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size);
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}
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break;
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}
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case DataType::GEOMETRY: {
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for (size_t offset = 0; offset < field_data->get_num_rows();
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++offset) {
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auto geo_ptr = static_cast<const std::string*>(
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field_data->RawValue(offset));
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payload_writer->add_one_binary_payload(
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reinterpret_cast<const uint8_t*>(geo_ptr->data()),
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geo_ptr->size());
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}
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break;
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}
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case DataType::VECTOR_SPARSE_U32_F32: {
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for (size_t offset = 0; offset < field_data->get_num_rows();
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++offset) {
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auto row = static_cast<
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const knowhere::sparse::SparseRow<SparseValueType>*>(
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field_data->RawValue(offset));
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if (row) {
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payload_writer->add_one_binary_payload(
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static_cast<const uint8_t*>(row->data()),
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row->data_byte_size());
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} else {
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payload_writer->add_one_binary_payload(nullptr, -1);
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}
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}
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break;
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}
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case DataType::VECTOR_ARRAY: {
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auto payload =
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Payload{data_type,
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static_cast<const uint8_t*>(field_data->Data()),
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field_data->ValidData(),
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field_data->get_num_rows(),
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field_data->get_dim(),
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field_data->IsNullable()};
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payload_writer->add_payload(payload);
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break;
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}
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default: {
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auto payload =
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Payload{data_type,
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static_cast<const uint8_t*>(field_data->Data()),
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field_data->ValidData(),
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field_data->get_num_rows(),
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field_data->get_dim(),
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field_data->IsNullable()};
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payload_writer->add_payload(payload);
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}
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}
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payload_writer->finish();
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auto payload_buffer = payload_writer->get_payload_buffer();
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auto len = sizeof(start_timestamp) + sizeof(end_timestamp) +
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payload_buffer.size();
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std::vector<uint8_t> res(len);
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int offset = 0;
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memcpy(res.data() + offset, &start_timestamp, sizeof(start_timestamp));
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offset += sizeof(start_timestamp);
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memcpy(res.data() + offset, &end_timestamp, sizeof(end_timestamp));
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offset += sizeof(end_timestamp);
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memcpy(
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res.data() + offset, payload_buffer.data(), payload_buffer.size());
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return res;
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}
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}
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BaseEvent::BaseEvent(BinlogReaderPtr reader,
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DataType data_type,
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bool nullable) {
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event_header = EventHeader(reader);
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auto event_data_length =
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event_header.event_length_ - GetEventHeaderSize(event_header);
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event_data = BaseEventData(reader, event_data_length, data_type, nullable);
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}
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std::vector<uint8_t>
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BaseEvent::Serialize() {
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auto data = event_data.Serialize();
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int data_size = data.size();
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event_header.event_length_ = GetEventHeaderSize(event_header) + data_size;
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event_header.next_position_ = event_header.event_length_ + event_offset;
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auto header = event_header.Serialize();
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int header_size = header.size();
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int len = header_size + data_size;
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std::vector<uint8_t> res(len, 0);
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int offset = 0;
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memcpy(res.data() + offset, header.data(), header_size);
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offset += header_size;
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memcpy(res.data() + offset, data.data(), data_size);
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return res;
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}
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DescriptorEvent::DescriptorEvent(BinlogReaderPtr reader) {
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event_header = EventHeader(reader);
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event_data = DescriptorEventData(reader);
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}
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std::string
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DescriptorEvent::GetEdekFromExtra() {
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auto it = event_data.extras.find(EDEK);
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if (it != event_data.extras.end()) {
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return std::any_cast<std::string>(it->second);
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}
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return "";
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}
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int64_t
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DescriptorEvent::GetEZFromExtra() {
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auto it = event_data.extras.find(EZID);
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if (it != event_data.extras.end()) {
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return std::any_cast<int64_t>(it->second);
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}
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return -1;
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}
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std::vector<uint8_t>
|
|
DescriptorEvent::Serialize() {
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|
auto data_bytes = event_data.Serialize();
|
|
|
|
event_header.event_type_ = EventType::DescriptorEvent;
|
|
event_header.event_length_ =
|
|
GetEventHeaderSize(event_header) + data_bytes.size();
|
|
event_header.next_position_ =
|
|
event_header.event_length_ + sizeof(MAGIC_NUM);
|
|
auto header_bytes = event_header.Serialize();
|
|
|
|
LOG_INFO(
|
|
"DescriptorEvent next position:{}, magic size:{}, header_size:{}, "
|
|
"data_size:{}",
|
|
event_header.next_position_,
|
|
sizeof(MAGIC_NUM),
|
|
header_bytes.size(),
|
|
data_bytes.size());
|
|
|
|
std::vector<uint8_t> res(event_header.next_position_, 0);
|
|
int32_t offset = 0;
|
|
memcpy(res.data(), &MAGIC_NUM, sizeof(MAGIC_NUM));
|
|
offset += sizeof(MAGIC_NUM);
|
|
memcpy(res.data() + offset, header_bytes.data(), header_bytes.size());
|
|
offset += header_bytes.size();
|
|
memcpy(res.data() + offset, data_bytes.data(), data_bytes.size());
|
|
offset += data_bytes.size();
|
|
|
|
return res;
|
|
}
|
|
|
|
std::vector<uint8_t>
|
|
LocalInsertEvent::Serialize() {
|
|
int row_num = field_data->get_num_rows();
|
|
int dimension = field_data->get_dim();
|
|
int data_size = field_data->DataSize();
|
|
int valid_data_size = field_data->ValidDataSize();
|
|
int len = sizeof(row_num) + sizeof(dimension) + data_size + valid_data_size;
|
|
|
|
std::vector<uint8_t> res(len);
|
|
int offset = 0;
|
|
memcpy(res.data() + offset, &row_num, sizeof(row_num));
|
|
offset += sizeof(row_num);
|
|
memcpy(res.data() + offset, &dimension, sizeof(dimension));
|
|
offset += sizeof(dimension);
|
|
memcpy(res.data() + offset, field_data->Data(), data_size);
|
|
offset += data_size;
|
|
memcpy(res.data() + offset, field_data->ValidData(), valid_data_size);
|
|
return res;
|
|
}
|
|
|
|
LocalIndexEvent::LocalIndexEvent(BinlogReaderPtr reader) {
|
|
auto ret = reader->Read(sizeof(index_size), &index_size);
|
|
AssertInfo(ret.ok(), "read binlog failed");
|
|
ret = reader->Read(sizeof(degree), °ree);
|
|
AssertInfo(ret.ok(), "read binlog failed");
|
|
|
|
auto res = reader->Read(index_size);
|
|
AssertInfo(res.first.ok(), "read payload failed");
|
|
auto payload_reader = std::make_shared<PayloadReader>(
|
|
res.second.get(), index_size, DataType::INT8, false);
|
|
field_data = payload_reader->get_field_data();
|
|
}
|
|
|
|
std::vector<uint8_t>
|
|
LocalIndexEvent::Serialize() {
|
|
index_size = field_data->Size();
|
|
int len = sizeof(index_size) + sizeof(degree) + index_size;
|
|
|
|
std::vector<uint8_t> res(len);
|
|
int offset = 0;
|
|
memcpy(res.data() + offset, &index_size, sizeof(index_size));
|
|
offset += sizeof(index_size);
|
|
memcpy(res.data() + offset, °ree, sizeof(degree));
|
|
offset += sizeof(degree);
|
|
memcpy(res.data() + offset, field_data->Data(), index_size);
|
|
|
|
return res;
|
|
}
|
|
|
|
} // namespace milvus::storage
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