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This commit adds sparse float vector support to segcore with the following: 1. data type enum declarations 2. Adds corresponding data structures for handling sparse float vectors in various scenarios, including: * FieldData as a bridge between the binlog and the in memory data structures * mmap::Column as the in memory representation of a sparse float vector column of a sealed segment; * ConcurrentVector as the in memory representation of a sparse float vector of a growing segment which supports inserts. 3. Adds logic in payload reader/writer to serialize/deserialize from/to binlog 4. Adds the ability to allow the index node to build sparse float vector index 5. Adds the ability to allow the query node to build growing index for growing segment and temp index for sealed segment without index built This commit also includes some code cleanness, comment improvement, and some unit tests for sparse vector. https://github.com/milvus-io/milvus/issues/29419 Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
198 lines
5.6 KiB
C++
198 lines
5.6 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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#pragma once
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#include <memory>
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#include <optional>
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#include <string>
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#include <unordered_map>
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#include <utility>
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#include <vector>
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#include "FieldMeta.h"
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#include "pb/schema.pb.h"
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#include "Consts.h"
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namespace milvus {
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static int64_t debug_id = START_USER_FIELDID;
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class Schema {
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public:
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FieldId
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AddDebugField(const std::string& name, DataType data_type) {
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auto field_id = FieldId(debug_id);
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debug_id++;
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this->AddField(FieldName(name), field_id, data_type);
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return field_id;
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}
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FieldId
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AddDebugField(const std::string& name,
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DataType data_type,
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DataType element_type) {
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auto field_id = FieldId(debug_id);
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debug_id++;
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this->AddField(FieldName(name), field_id, data_type, element_type);
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return field_id;
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}
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// auto gen field_id for convenience
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FieldId
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AddDebugField(const std::string& name,
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DataType data_type,
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int64_t dim,
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std::optional<knowhere::MetricType> metric_type) {
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auto field_id = FieldId(debug_id);
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debug_id++;
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auto field_meta =
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FieldMeta(FieldName(name), field_id, data_type, dim, metric_type);
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this->AddField(std::move(field_meta));
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return field_id;
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}
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// scalar type
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void
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AddField(const FieldName& name, const FieldId id, DataType data_type) {
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auto field_meta = FieldMeta(name, id, data_type);
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this->AddField(std::move(field_meta));
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}
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// array type
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void
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AddField(const FieldName& name,
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const FieldId id,
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DataType data_type,
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DataType element_type) {
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auto field_meta = FieldMeta(name, id, data_type, element_type);
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this->AddField(std::move(field_meta));
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}
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// string type
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void
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AddField(const FieldName& name,
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const FieldId id,
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DataType data_type,
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int64_t max_length) {
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auto field_meta = FieldMeta(name, id, data_type, max_length);
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this->AddField(std::move(field_meta));
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}
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// vector type
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void
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AddField(const FieldName& name,
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const FieldId id,
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DataType data_type,
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int64_t dim,
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std::optional<knowhere::MetricType> metric_type) {
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auto field_meta = FieldMeta(name, id, data_type, dim, metric_type);
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this->AddField(std::move(field_meta));
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}
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void
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set_primary_field_id(FieldId field_id) {
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this->primary_field_id_opt_ = field_id;
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}
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auto
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begin() const {
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return fields_.begin();
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}
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auto
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end() const {
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return fields_.end();
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}
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int
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size() const {
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return fields_.size();
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}
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const FieldMeta&
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operator[](FieldId field_id) const {
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Assert(field_id.get() >= 0);
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AssertInfo(fields_.find(field_id) != fields_.end(),
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"Cannot find field with field_id: " +
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std::to_string(field_id.get()));
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return fields_.at(field_id);
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}
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FieldId
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get_field_id(const FieldName& field_name) const {
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AssertInfo(name_ids_.count(field_name), "Cannot find field_name");
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return name_ids_.at(field_name);
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}
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const std::unordered_map<FieldId, FieldMeta>&
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get_fields() const {
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return fields_;
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}
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const std::vector<FieldId>&
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get_field_ids() const {
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return field_ids_;
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}
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const FieldMeta&
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operator[](const FieldName& field_name) const {
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auto id_iter = name_ids_.find(field_name);
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AssertInfo(id_iter != name_ids_.end(),
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"Cannot find field with field_name: " + field_name.get());
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return fields_.at(id_iter->second);
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}
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std::optional<FieldId>
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get_primary_field_id() const {
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return primary_field_id_opt_;
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}
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public:
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static std::shared_ptr<Schema>
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ParseFrom(const milvus::proto::schema::CollectionSchema& schema_proto);
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void
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AddField(FieldMeta&& field_meta) {
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auto field_name = field_meta.get_name();
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auto field_id = field_meta.get_id();
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AssertInfo(!name_ids_.count(field_name), "duplicated field name");
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AssertInfo(!id_names_.count(field_id), "duplicated field id");
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name_ids_.emplace(field_name, field_id);
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id_names_.emplace(field_id, field_name);
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fields_.emplace(field_id, field_meta);
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field_ids_.emplace_back(field_id);
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}
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private:
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int64_t debug_id = START_USER_FIELDID;
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std::vector<FieldId> field_ids_;
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// this is where data holds
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std::unordered_map<FieldId, FieldMeta> fields_;
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// a mapping for random access
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std::unordered_map<FieldName, FieldId> name_ids_; // field_name -> field_id
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std::unordered_map<FieldId, FieldName> id_names_; // field_id -> field_name
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std::optional<FieldId> primary_field_id_opt_;
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};
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using SchemaPtr = std::shared_ptr<Schema>;
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} // namespace milvus
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