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issue: #47809 --------- Signed-off-by: xiaofanluan <[email protected]> Co-authored-by: Claude Opus 4.6 <[email protected]>
1103 lines
43 KiB
C++
1103 lines
43 KiB
C++
// Copyright (C) 2019-2020 Zilliz. All rights reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software distributed under the License
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// is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
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// or implied. See the License for the specific language governing permissions and limitations under the License
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#include "PlanProto.h"
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#include <google/protobuf/text_format.h>
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#include <algorithm>
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#include <cstddef>
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#include <initializer_list>
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#include <map>
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#include <memory>
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#include <optional>
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#include <string>
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#include <type_traits>
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#include <unordered_map>
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#include <vector>
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#include "NamedType/underlying_functionalities.hpp"
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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/Types.h"
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#include "common/Utils.h"
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#include "common/protobuf_utils.h"
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#include "exec/expression/function/FunctionFactory.h"
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#include "expr/ITypeExpr.h"
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#include "glog/logging.h"
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#include "knowhere/comp/index_param.h"
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#include "knowhere/comp/materialized_view.h"
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#include "knowhere/config.h"
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#include "log/Log.h"
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#include "nlohmann/json.hpp"
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#include "nlohmann/json_fwd.hpp"
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#include "pb/plan.pb.h"
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#include "pb/schema.pb.h"
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#include "plan/PlanNode.h"
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#include "plan/PlanNodeIdGenerator.h"
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#include "query/PlanImpl.h"
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#include "query/PlanNode.h"
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#include "rescores/Scorer.h"
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namespace milvus::query {
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namespace planpb = milvus::proto::plan;
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void
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ProtoParser::PlanOptionsFromProto(
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const proto::plan::PlanOption& plan_option_proto,
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PlanOptions& plan_options) {
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plan_options.expr_use_json_stats = plan_option_proto.expr_use_json_stats();
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LOG_TRACE("plan_options.expr_use_json_stats: {}",
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plan_options.expr_use_json_stats);
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}
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expr::TypedExprPtr
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MergeExprWithNamespace(const SchemaPtr schema,
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const expr::TypedExprPtr& expr,
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const std::string& namespace_) {
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auto namespace_field_id =
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schema->get_field_id(FieldName(NAMESPACE_FIELD_NAME));
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proto::plan::GenericValue namespace_value;
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namespace_value.set_string_val(namespace_);
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auto namespace_expr = std::make_shared<milvus::expr::UnaryRangeFilterExpr>(
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expr::ColumnInfo(namespace_field_id, DataType::VARCHAR),
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OpType::Equal,
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namespace_value,
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std::vector<proto::plan::GenericValue>{});
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auto and_expr = std::make_shared<milvus::expr::LogicalBinaryExpr>(
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milvus::expr::LogicalBinaryExpr::OpType::And, expr, namespace_expr);
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return and_expr;
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}
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SearchInfo
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ProtoParser::ParseSearchInfo(const planpb::VectorANNS& anns_proto) {
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SearchInfo search_info;
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auto& query_info_proto = anns_proto.query_info();
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auto field_id = FieldId(anns_proto.field_id());
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search_info.field_id_ = field_id;
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search_info.metric_type_ = query_info_proto.metric_type();
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search_info.topk_ = query_info_proto.topk();
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search_info.round_decimal_ = query_info_proto.round_decimal();
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search_info.search_params_ =
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nlohmann::json::parse(query_info_proto.search_params());
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search_info.materialized_view_involved =
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query_info_proto.materialized_view_involved();
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// currently, iterative filter does not support range search
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if (!search_info.search_params_.contains(RADIUS)) {
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if (query_info_proto.hints() != "") {
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if (query_info_proto.hints() == "disable") {
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search_info.iterative_filter_execution = false;
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} else if (query_info_proto.hints() == ITERATIVE_FILTER) {
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search_info.iterative_filter_execution = true;
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} else {
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// check if hints is valid
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ThrowInfo(ConfigInvalid,
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"hints: {} not supported",
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query_info_proto.hints());
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}
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} else if (search_info.search_params_.contains(HINTS)) {
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if (search_info.search_params_[HINTS] == ITERATIVE_FILTER) {
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search_info.iterative_filter_execution = true;
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} else {
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// check if hints is valid
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ThrowInfo(ConfigInvalid,
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"hints: {} not supported",
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search_info.search_params_[HINTS].dump());
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}
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}
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}
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if (query_info_proto.bm25_avgdl() > 0) {
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search_info.search_params_[knowhere::meta::BM25_AVGDL] =
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query_info_proto.bm25_avgdl();
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}
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if (query_info_proto.group_by_field_id() > 0) {
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auto group_by_field_id = FieldId(query_info_proto.group_by_field_id());
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search_info.group_by_field_id_ = group_by_field_id;
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search_info.group_size_ = query_info_proto.group_size() > 0
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? query_info_proto.group_size()
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: 1;
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search_info.strict_group_size_ = query_info_proto.strict_group_size();
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// Always set json_path to distinguish between unset and empty string
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// Empty string means accessing the entire JSON object
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search_info.json_path_ = query_info_proto.json_path();
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if (query_info_proto.json_type() !=
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milvus::proto::schema::DataType::None) {
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search_info.json_type_ =
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static_cast<milvus::DataType>(query_info_proto.json_type());
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}
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search_info.strict_cast_ = query_info_proto.strict_cast();
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}
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if (query_info_proto.has_search_iterator_v2_info()) {
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auto& iterator_v2_info_proto =
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query_info_proto.search_iterator_v2_info();
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search_info.iterator_v2_info_ = SearchIteratorV2Info{
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.token = iterator_v2_info_proto.token(),
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.batch_size = iterator_v2_info_proto.batch_size(),
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};
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if (iterator_v2_info_proto.has_last_bound()) {
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search_info.iterator_v2_info_->last_bound =
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iterator_v2_info_proto.last_bound();
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}
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}
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return search_info;
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}
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std::string
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getAggregateOpName(planpb::AggregateOp op) {
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switch (op) {
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case planpb::sum:
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return "sum";
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case planpb::count:
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return "count";
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case planpb::avg:
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return "avg";
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case planpb::min:
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return "min";
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case planpb::max:
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return "max";
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default:
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ThrowInfo(OpTypeInvalid, "Unknown op type for aggregation");
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}
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}
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namespace {
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// Helper function to build FilterBitsNode and RandomSampleNode
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plan::PlanNodePtr
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BuildFilterAndSampleNodes(const proto::plan::QueryPlanNode& query,
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const planpb::PlanNode& plan_node_proto,
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const SchemaPtr& schema,
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const std::vector<plan::PlanNodePtr>& sources,
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ProtoParser* parser) {
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if (!query.has_predicates()) {
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return nullptr;
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}
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auto parse_expr_to_filter_node =
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[&](const proto::plan::Expr& predicate_proto) -> plan::PlanNodePtr {
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auto expr = parser->ParseExprs(predicate_proto);
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if (plan_node_proto.has_namespace_()) {
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expr = MergeExprWithNamespace(
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schema, expr, plan_node_proto.namespace_());
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}
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return std::make_shared<plan::FilterBitsNode>(
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milvus::plan::GetNextPlanNodeId(), expr, sources);
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};
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auto* predicate_proto = &query.predicates();
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if (predicate_proto->expr_case() == proto::plan::Expr::kRandomSampleExpr) {
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// Predicate exists in random_sample_expr means we encounter expression
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// like "`predicate expression` && random_sample(...)". Extract it to construct
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// FilterBitsNode and make it be executed before RandomSampleNode.
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auto& sample_expr = predicate_proto->random_sample_expr();
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plan::PlanNodePtr filter_node = nullptr;
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if (sample_expr.has_predicate()) {
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filter_node = parse_expr_to_filter_node(sample_expr.predicate());
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}
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std::vector<plan::PlanNodePtr> sample_sources;
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if (filter_node) {
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sample_sources = {filter_node};
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} else {
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sample_sources = sources;
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}
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return std::make_shared<plan::RandomSampleNode>(
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milvus::plan::GetNextPlanNodeId(),
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sample_expr.sample_factor(),
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sample_sources);
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} else {
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return parse_expr_to_filter_node(query.predicates());
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}
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}
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// Helper function to process group_by fields
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void
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ProcessGroupByFields(const proto::plan::QueryPlanNode& query,
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const SchemaPtr& schema,
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std::vector<expr::FieldAccessTypeExprPtr>& groupingKeys,
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std::vector<FieldId>& project_id_list,
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std::vector<std::string>& project_name_list,
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std::vector<milvus::DataType>& project_type_list) {
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auto group_by_field_count = query.group_by_field_ids_size();
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groupingKeys.reserve(group_by_field_count);
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project_id_list.reserve(group_by_field_count);
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project_name_list.reserve(group_by_field_count);
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project_type_list.reserve(group_by_field_count);
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auto insert_project_field_if_not_exist = [&](FieldId field_id,
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const std::string& field_name,
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milvus::DataType field_type) {
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if (std::count(project_id_list.begin(),
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project_id_list.end(),
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field_id) == 0) {
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project_id_list.emplace_back(field_id);
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project_name_list.emplace_back(field_name);
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project_type_list.emplace_back(field_type);
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}
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};
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for (int i = 0; i < group_by_field_count; i++) {
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auto input_field_id = query.group_by_field_ids(i);
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AssertInfo(input_field_id > 0,
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"input field_id to group by must be positive, "
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"but is:{}",
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input_field_id);
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auto field_id = FieldId(input_field_id);
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auto field_type = schema->GetFieldType(field_id);
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auto field_name = schema->GetFieldName(field_id);
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groupingKeys.emplace_back(
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std::make_shared<const expr::FieldAccessTypeExpr>(
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field_type, field_name, field_id));
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insert_project_field_if_not_exist(field_id, field_name, field_type);
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}
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}
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// Helper function to process aggregates
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void
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ProcessAggregates(const proto::plan::QueryPlanNode& query,
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const SchemaPtr& schema,
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std::vector<plan::AggregationNode::Aggregate>& aggregates,
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std::vector<std::string>& agg_names,
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std::vector<FieldId>& project_id_list,
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std::vector<std::string>& project_name_list,
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std::vector<milvus::DataType>& project_type_list) {
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aggregates.reserve(query.aggregates_size());
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agg_names.reserve(query.aggregates_size());
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auto insert_project_field_if_not_exist = [&](FieldId field_id,
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const std::string& field_name,
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milvus::DataType field_type) {
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if (std::count(project_id_list.begin(),
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project_id_list.end(),
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field_id) == 0) {
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project_id_list.emplace_back(field_id);
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project_name_list.emplace_back(field_name);
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project_type_list.emplace_back(field_type);
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}
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};
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for (int i = 0; i < query.aggregates_size(); i++) {
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auto aggregate = query.aggregates(i);
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auto agg_name = getAggregateOpName(aggregate.op());
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agg_names.emplace_back(agg_name);
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auto input_agg_field_id = aggregate.field_id();
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if (input_agg_field_id == 0) {
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// count(*) do not need input project columns
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auto call = std::make_shared<const expr::CallExpr>(
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agg_name, std::vector<expr::TypedExprPtr>{}, nullptr);
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aggregates.emplace_back(plan::AggregationNode::Aggregate{call});
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aggregates.back().resultType_ =
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GetAggResultType(agg_name, DataType::NONE);
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} else {
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AssertInfo(input_agg_field_id > 0,
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"input field_id to aggregate must be "
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"positive or zero, but is:{}",
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input_agg_field_id);
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auto field_id = FieldId(input_agg_field_id);
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auto field_type = schema->GetFieldType(field_id);
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auto field_name = schema->GetFieldName(field_id);
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auto agg_input = std::make_shared<const expr::FieldAccessTypeExpr>(
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field_type, field_name, field_id);
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auto call = std::make_shared<const expr::CallExpr>(
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agg_name, std::vector<expr::TypedExprPtr>{agg_input}, nullptr);
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aggregates.emplace_back(plan::AggregationNode::Aggregate(call));
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aggregates.back().rawInputTypes_.emplace_back(field_type);
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aggregates.back().resultType_ =
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GetAggResultType(agg_name, field_type);
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insert_project_field_if_not_exist(field_id, field_name, field_type);
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}
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}
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}
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// Helper function to build ProjectNode and AggregationNode
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plan::PlanNodePtr
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BuildProjectAndAggregationNodes(
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const proto::plan::QueryPlanNode& query,
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const std::vector<plan::PlanNodePtr>& sources,
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std::vector<expr::FieldAccessTypeExprPtr> groupingKeys,
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std::vector<std::string> agg_names,
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std::vector<plan::AggregationNode::Aggregate> aggregates,
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std::vector<FieldId> project_id_list,
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std::vector<std::string> project_name_list,
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std::vector<milvus::DataType> project_type_list) {
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plan::PlanNodePtr plannode = sources.empty() ? nullptr : sources[0];
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// Always build ProjectNode when aggregation is present.
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// ProjectNode consumes the MVCC bitmap from upstream and materializes
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// filtered rows, so AggregationNode always receives input where
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// size() == number of existing rows (needed for count(*)).
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{
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auto project_field_id_list = std::vector<FieldId>(
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project_id_list.begin(), project_id_list.end());
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plannode = std::make_shared<plan::ProjectNode>(
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milvus::plan::GetNextPlanNodeId(),
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std::move(project_field_id_list),
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std::move(project_name_list),
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std::move(project_type_list),
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sources);
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}
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// Build AggregationNode
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std::vector<plan::PlanNodePtr> agg_sources =
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plannode ? std::vector<plan::PlanNodePtr>{plannode} : sources;
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return std::make_shared<plan::AggregationNode>(
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milvus::plan::GetNextPlanNodeId(),
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std::move(groupingKeys),
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std::move(agg_names),
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std::move(aggregates),
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agg_sources);
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}
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} // namespace
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std::unique_ptr<VectorPlanNode>
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ProtoParser::PlanNodeFromProto(const planpb::PlanNode& plan_node_proto) {
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Assert(plan_node_proto.has_vector_anns());
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auto& anns_proto = plan_node_proto.vector_anns();
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// Parse search information from proto
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auto plan_node = std::make_unique<VectorPlanNode>();
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plan_node->placeholder_tag_ = anns_proto.placeholder_tag();
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plan_node->search_info_ = ParseSearchInfo(anns_proto);
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milvus::plan::PlanNodePtr plannode;
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std::vector<milvus::plan::PlanNodePtr> sources;
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// Build plan node chain based on predicate and filter execution strategy
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if (anns_proto.has_predicates()) {
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auto* predicate_proto = &anns_proto.predicates();
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bool is_element_level = predicate_proto->expr_case() ==
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proto::plan::Expr::kElementFilterExpr;
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// Parse expressions based on filter type (similar to RandomSampleExpr pattern)
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expr::TypedExprPtr element_expr = nullptr;
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expr::TypedExprPtr doc_expr = nullptr;
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std::string struct_name;
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if (is_element_level) {
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// Element-level query: extract both element_expr and optional doc-level predicate
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auto& element_filter_expr = predicate_proto->element_filter_expr();
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element_expr = ParseExprs(element_filter_expr.element_expr());
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struct_name = element_filter_expr.struct_name();
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if (element_filter_expr.has_predicate()) {
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doc_expr = ParseExprs(element_filter_expr.predicate());
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if (plan_node_proto.has_namespace_()) {
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doc_expr = MergeExprWithNamespace(
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schema, doc_expr, plan_node_proto.namespace_());
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}
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}
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} else {
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// Document-level query: only doc expr
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doc_expr = ParseExprs(anns_proto.predicates());
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if (plan_node_proto.has_namespace_()) {
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doc_expr = MergeExprWithNamespace(
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schema, doc_expr, plan_node_proto.namespace_());
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}
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}
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bool is_iterative =
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plan_node->search_info_.iterative_filter_execution &&
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plan_node->search_info_.group_by_field_id_ == std::nullopt;
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if (is_iterative) {
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plannode = std::make_shared<milvus::plan::MvccNode>(
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milvus::plan::GetNextPlanNodeId());
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sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
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plannode = std::make_shared<milvus::plan::VectorSearchNode>(
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milvus::plan::GetNextPlanNodeId(), sources);
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sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
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// Add element-level filter if needed
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if (is_element_level) {
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plannode = std::make_shared<plan::ElementFilterNode>(
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milvus::plan::GetNextPlanNodeId(),
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element_expr,
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struct_name,
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sources);
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sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
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}
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// Add doc-level filter if present
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if (doc_expr) {
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plannode = std::make_shared<plan::FilterNode>(
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milvus::plan::GetNextPlanNodeId(), doc_expr, sources);
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sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
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}
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} else {
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if (doc_expr) {
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plannode = std::make_shared<plan::FilterBitsNode>(
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milvus::plan::GetNextPlanNodeId(), doc_expr);
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sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
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if (!is_element_level &&
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plan_node->search_info_.materialized_view_involved) {
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|
const auto expr_info = plannode->GatherInfo();
|
|
knowhere::MaterializedViewSearchInfo
|
|
materialized_view_search_info;
|
|
for (const auto& [expr_field_id, vals] :
|
|
expr_info.field_id_to_values) {
|
|
materialized_view_search_info
|
|
.field_id_to_touched_categories_cnt[expr_field_id] =
|
|
vals.size();
|
|
}
|
|
materialized_view_search_info.is_pure_and =
|
|
expr_info.is_pure_and;
|
|
materialized_view_search_info.has_not = expr_info.has_not;
|
|
|
|
plan_node->search_info_.search_params_
|
|
[knowhere::meta::MATERIALIZED_VIEW_SEARCH_INFO] =
|
|
materialized_view_search_info;
|
|
}
|
|
}
|
|
|
|
plannode = std::make_shared<milvus::plan::MvccNode>(
|
|
milvus::plan::GetNextPlanNodeId(), sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
|
|
if (is_element_level) {
|
|
plannode = std::make_shared<plan::ElementFilterBitsNode>(
|
|
milvus::plan::GetNextPlanNodeId(),
|
|
element_expr,
|
|
struct_name,
|
|
sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
}
|
|
|
|
plannode = std::make_shared<milvus::plan::VectorSearchNode>(
|
|
milvus::plan::GetNextPlanNodeId(), sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
}
|
|
} else {
|
|
// No user filter. Force non-iterative: the iterative path requires
|
|
// a FilterNode for row-by-row post-filtering, which doesn't apply
|
|
// here (TTL uses bitmap pre-filtering via FilterBitsNode).
|
|
plan_node->search_info_.iterative_filter_execution = false;
|
|
|
|
// When entity-level TTL is enabled, add an AlwaysTrueExpr so that
|
|
// CompileExpressions injects the TTL bitmap filter at runtime.
|
|
// (issue #47977)
|
|
if (schema->get_ttl_field_id().has_value()) {
|
|
auto always_true_expr = std::make_shared<expr::AlwaysTrueExpr>();
|
|
plannode = std::make_shared<plan::FilterBitsNode>(
|
|
milvus::plan::GetNextPlanNodeId(), always_true_expr);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
}
|
|
|
|
plannode = std::make_shared<milvus::plan::MvccNode>(
|
|
milvus::plan::GetNextPlanNodeId(), sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
|
|
plannode = std::make_shared<milvus::plan::VectorSearchNode>(
|
|
milvus::plan::GetNextPlanNodeId(), sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
}
|
|
|
|
if (plan_node->search_info_.group_by_field_id_ != std::nullopt) {
|
|
plannode = std::make_shared<milvus::plan::SearchGroupByNode>(
|
|
milvus::plan::GetNextPlanNodeId(), sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
}
|
|
|
|
// if has score function, run filter and scorer at last
|
|
if (plan_node_proto.scorers_size() > 0) {
|
|
std::vector<std::shared_ptr<rescores::Scorer>> scorers;
|
|
for (const auto& function : plan_node_proto.scorers()) {
|
|
scorers.push_back(ParseScorer(function));
|
|
}
|
|
|
|
plannode = std::make_shared<milvus::plan::RescoresNode>(
|
|
milvus::plan::GetNextPlanNodeId(),
|
|
std::move(scorers),
|
|
plan_node_proto.score_option(),
|
|
sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
}
|
|
|
|
plan_node->plannodes_ = plannode;
|
|
|
|
PlanOptionsFromProto(plan_node_proto.plan_options(),
|
|
plan_node->plan_options_);
|
|
|
|
return plan_node;
|
|
}
|
|
|
|
std::unique_ptr<RetrievePlanNode>
|
|
ProtoParser::RetrievePlanNodeFromProto(
|
|
const planpb::PlanNode& plan_node_proto) {
|
|
Assert(plan_node_proto.has_predicates() || plan_node_proto.has_query());
|
|
|
|
milvus::plan::PlanNodePtr plannode;
|
|
std::vector<milvus::plan::PlanNodePtr> sources;
|
|
|
|
auto plan_node = [&]() -> std::unique_ptr<RetrievePlanNode> {
|
|
auto node = std::make_unique<RetrievePlanNode>();
|
|
if (plan_node_proto.has_predicates()) { // version before 2023.03.30.
|
|
auto& predicate_proto = plan_node_proto.predicates();
|
|
auto expr_parser = [&]() -> plan::PlanNodePtr {
|
|
auto expr = ParseExprs(predicate_proto);
|
|
if (plan_node_proto.has_namespace_()) {
|
|
expr = MergeExprWithNamespace(
|
|
schema, expr, plan_node_proto.namespace_());
|
|
}
|
|
return std::make_shared<plan::FilterBitsNode>(
|
|
milvus::plan::GetNextPlanNodeId(), expr);
|
|
}();
|
|
plannode = std::move(expr_parser);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
plannode = std::make_shared<milvus::plan::MvccNode>(
|
|
milvus::plan::GetNextPlanNodeId(), sources);
|
|
node->plannodes_ = std::move(plannode);
|
|
} else {
|
|
// mvccNode--->FilterBitsNode or
|
|
// aggNode---> projectNode --->mvccNode--->FilterBitsNode
|
|
auto& query = plan_node_proto.query();
|
|
|
|
// 1. Build FilterBitsNode and RandomSampleNode if needed
|
|
auto filter_node = BuildFilterAndSampleNodes(
|
|
query, plan_node_proto, schema, sources, this);
|
|
if (filter_node) {
|
|
plannode = filter_node;
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
}
|
|
|
|
// 2. Build MvccNode
|
|
plannode = std::make_shared<milvus::plan::MvccNode>(
|
|
milvus::plan::GetNextPlanNodeId(), sources);
|
|
sources = std::vector<milvus::plan::PlanNodePtr>{plannode};
|
|
|
|
// 3. Build ProjectNode and AggregationNode if needed
|
|
auto group_by_field_count = query.group_by_field_ids_size();
|
|
auto agg_functions_count = query.aggregates_size();
|
|
if (group_by_field_count > 0 || agg_functions_count > 0) {
|
|
std::vector<FieldId> project_id_list;
|
|
std::vector<std::string> project_name_list;
|
|
std::vector<milvus::DataType> project_type_list;
|
|
std::vector<expr::FieldAccessTypeExprPtr> groupingKeys;
|
|
std::vector<plan::AggregationNode::Aggregate> aggregates;
|
|
std::vector<std::string> agg_names;
|
|
|
|
// Process group_by fields
|
|
ProcessGroupByFields(query,
|
|
schema,
|
|
groupingKeys,
|
|
project_id_list,
|
|
project_name_list,
|
|
project_type_list);
|
|
|
|
// Process aggregates
|
|
ProcessAggregates(query,
|
|
schema,
|
|
aggregates,
|
|
agg_names,
|
|
project_id_list,
|
|
project_name_list,
|
|
project_type_list);
|
|
|
|
// Build ProjectNode and AggregationNode
|
|
plannode = BuildProjectAndAggregationNodes(
|
|
query,
|
|
sources,
|
|
std::move(groupingKeys),
|
|
std::move(agg_names),
|
|
std::move(aggregates),
|
|
std::move(project_id_list),
|
|
std::move(project_name_list),
|
|
std::move(project_type_list));
|
|
}
|
|
node->plannodes_ = plannode;
|
|
node->limit_ = query.limit();
|
|
}
|
|
return node;
|
|
}();
|
|
|
|
PlanOptionsFromProto(plan_node_proto.plan_options(),
|
|
plan_node->plan_options_);
|
|
return plan_node;
|
|
}
|
|
|
|
std::unique_ptr<Plan>
|
|
ProtoParser::CreatePlan(const proto::plan::PlanNode& plan_node_proto) {
|
|
LOG_DEBUG("create search plan from proto: {}",
|
|
plan_node_proto.ShortDebugString());
|
|
auto plan = std::make_unique<Plan>(schema);
|
|
|
|
auto plan_node = PlanNodeFromProto(plan_node_proto);
|
|
plan->plan_node_ = std::move(plan_node);
|
|
plan->tag2field_["$0"] = plan->plan_node_->search_info_.field_id_;
|
|
ExtractedPlanInfo extra_info(schema->size());
|
|
extra_info.add_involved_field(plan->plan_node_->search_info_.field_id_);
|
|
plan->extra_info_opt_ = std::move(extra_info);
|
|
|
|
for (auto field_id_raw : plan_node_proto.output_field_ids()) {
|
|
auto field_id = FieldId(field_id_raw);
|
|
plan->target_entries_.push_back(field_id);
|
|
}
|
|
for (const auto& dynamic_field : plan_node_proto.dynamic_fields()) {
|
|
plan->target_dynamic_fields_.push_back(dynamic_field);
|
|
}
|
|
|
|
return plan;
|
|
}
|
|
|
|
std::unique_ptr<RetrievePlan>
|
|
ProtoParser::CreateRetrievePlan(const proto::plan::PlanNode& plan_node_proto) {
|
|
LOG_DEBUG("create retrieve plan from proto: {}",
|
|
plan_node_proto.ShortDebugString());
|
|
auto retrieve_plan = std::make_unique<RetrievePlan>(schema);
|
|
|
|
auto plan_node = RetrievePlanNodeFromProto(plan_node_proto);
|
|
|
|
retrieve_plan->plan_node_ = std::move(plan_node);
|
|
for (auto field_id_raw : plan_node_proto.output_field_ids()) {
|
|
auto field_id = FieldId(field_id_raw);
|
|
retrieve_plan->field_ids_.push_back(field_id);
|
|
}
|
|
for (const auto& dynamic_field : plan_node_proto.dynamic_fields()) {
|
|
retrieve_plan->target_dynamic_fields_.push_back(dynamic_field);
|
|
}
|
|
return retrieve_plan;
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseUnaryRangeExprs(const proto::plan::UnaryRangeExpr& expr_pb) {
|
|
auto& column_info = expr_pb.column_info();
|
|
auto field_id = FieldId(column_info.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (column_info.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() ==
|
|
static_cast<DataType>(column_info.element_type()));
|
|
} else {
|
|
Assert(data_type == static_cast<DataType>(column_info.data_type()));
|
|
}
|
|
std::vector<::milvus::proto::plan::GenericValue> extra_values;
|
|
extra_values.reserve(expr_pb.extra_values_size());
|
|
for (const auto& val : expr_pb.extra_values()) {
|
|
extra_values.emplace_back(val);
|
|
}
|
|
return std::make_shared<milvus::expr::UnaryRangeFilterExpr>(
|
|
expr::ColumnInfo(column_info),
|
|
expr_pb.op(),
|
|
expr_pb.value(),
|
|
extra_values);
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseNullExprs(const proto::plan::NullExpr& expr_pb) {
|
|
auto& column_info = expr_pb.column_info();
|
|
auto field_id = FieldId(column_info.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (column_info.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() ==
|
|
static_cast<DataType>(column_info.element_type()));
|
|
} else {
|
|
Assert(data_type == static_cast<DataType>(column_info.data_type()));
|
|
}
|
|
return std::make_shared<milvus::expr::NullExpr>(
|
|
expr::ColumnInfo(column_info), expr_pb.op());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseBinaryRangeExprs(
|
|
const proto::plan::BinaryRangeExpr& expr_pb) {
|
|
auto& columnInfo = expr_pb.column_info();
|
|
auto field_id = FieldId(columnInfo.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (columnInfo.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() == (DataType)columnInfo.element_type());
|
|
} else {
|
|
Assert(data_type == (DataType)columnInfo.data_type());
|
|
}
|
|
return std::make_shared<expr::BinaryRangeFilterExpr>(
|
|
columnInfo,
|
|
expr_pb.lower_value(),
|
|
expr_pb.upper_value(),
|
|
expr_pb.lower_inclusive(),
|
|
expr_pb.upper_inclusive());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseTimestamptzArithCompareExprs(
|
|
const proto::plan::TimestamptzArithCompareExpr& expr_pb) {
|
|
auto& columnInfo = expr_pb.timestamptz_column();
|
|
auto field_id = FieldId(columnInfo.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (columnInfo.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() == (DataType)columnInfo.element_type());
|
|
} else {
|
|
Assert(data_type == (DataType)columnInfo.data_type());
|
|
}
|
|
return std::make_shared<expr::TimestamptzArithCompareExpr>(
|
|
columnInfo,
|
|
expr_pb.arith_op(),
|
|
expr_pb.interval(),
|
|
expr_pb.compare_op(),
|
|
expr_pb.compare_value());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseElementFilterExprs(
|
|
const proto::plan::ElementFilterExpr& expr_pb) {
|
|
// ElementFilterExpr is not a regular expression that can be evaluated directly.
|
|
// It should be handled at the PlanNode level (in PlanNodeFromProto).
|
|
// This method should never be called.
|
|
ThrowInfo(ExprInvalid,
|
|
"ParseElementFilterExprs should not be called directly. "
|
|
"ElementFilterExpr must be handled at PlanNode level.");
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseMatchExprs(const proto::plan::MatchExpr& expr_pb) {
|
|
auto struct_name = expr_pb.struct_name();
|
|
auto match_type = expr_pb.match_type();
|
|
auto count = expr_pb.count();
|
|
auto predicate = this->ParseExprs(expr_pb.predicate());
|
|
return std::make_shared<expr::MatchExpr>(
|
|
struct_name, match_type, count, predicate);
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseCallExprs(const proto::plan::CallExpr& expr_pb) {
|
|
const auto param_count = expr_pb.function_parameters_size();
|
|
std::vector<expr::TypedExprPtr> parameters;
|
|
parameters.reserve(param_count);
|
|
std::vector<DataType> func_param_type_list;
|
|
func_param_type_list.reserve(param_count);
|
|
for (const auto& param_expr : expr_pb.function_parameters()) {
|
|
// function parameter can be any type
|
|
auto e = this->ParseExprs(param_expr, TypeIsAny);
|
|
parameters.push_back(e);
|
|
func_param_type_list.push_back(e->type());
|
|
}
|
|
auto& factory = exec::expression::FunctionFactory::Instance();
|
|
exec::expression::FilterFunctionRegisterKey func_sig{
|
|
expr_pb.function_name(), std::move(func_param_type_list)};
|
|
|
|
auto function = factory.GetFilterFunction(func_sig);
|
|
if (function == nullptr) {
|
|
ThrowInfo(ExprInvalid,
|
|
"function " + func_sig.ToString() + " not found. ");
|
|
}
|
|
return std::make_shared<expr::CallExpr>(
|
|
expr_pb.function_name(), parameters, function);
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseCompareExprs(const proto::plan::CompareExpr& expr_pb) {
|
|
auto& left_column_info = expr_pb.left_column_info();
|
|
auto left_field_id = FieldId(left_column_info.field_id());
|
|
auto& left_field = schema->operator[](left_field_id);
|
|
auto left_data_type = left_field.get_data_type();
|
|
|
|
if (left_column_info.is_element_level()) {
|
|
Assert(left_data_type == DataType::ARRAY);
|
|
Assert(left_field.get_element_type() ==
|
|
static_cast<DataType>(left_column_info.element_type()));
|
|
} else {
|
|
Assert(left_data_type ==
|
|
static_cast<DataType>(left_column_info.data_type()));
|
|
}
|
|
|
|
auto& right_column_info = expr_pb.right_column_info();
|
|
auto right_field_id = FieldId(right_column_info.field_id());
|
|
auto& right_field = schema->operator[](right_field_id);
|
|
auto right_data_type = right_field.get_data_type();
|
|
|
|
if (right_column_info.is_element_level()) {
|
|
Assert(right_data_type == DataType::ARRAY);
|
|
Assert(right_field.get_element_type() ==
|
|
static_cast<DataType>(right_column_info.element_type()));
|
|
} else {
|
|
Assert(right_data_type ==
|
|
static_cast<DataType>(right_column_info.data_type()));
|
|
}
|
|
|
|
return std::make_shared<expr::CompareExpr>(left_field_id,
|
|
right_field_id,
|
|
left_data_type,
|
|
right_data_type,
|
|
expr_pb.op());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseTermExprs(const proto::plan::TermExpr& expr_pb) {
|
|
auto& columnInfo = expr_pb.column_info();
|
|
auto field_id = FieldId(columnInfo.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (columnInfo.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() == (DataType)columnInfo.element_type());
|
|
} else {
|
|
Assert(data_type == (DataType)columnInfo.data_type());
|
|
}
|
|
std::vector<::milvus::proto::plan::GenericValue> values;
|
|
values.reserve(expr_pb.values_size());
|
|
for (size_t i = 0; i < expr_pb.values_size(); i++) {
|
|
values.emplace_back(expr_pb.values(i));
|
|
}
|
|
return std::make_shared<expr::TermFilterExpr>(
|
|
columnInfo, values, expr_pb.is_in_field());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseUnaryExprs(const proto::plan::UnaryExpr& expr_pb) {
|
|
auto op = static_cast<expr::LogicalUnaryExpr::OpType>(expr_pb.op());
|
|
Assert(op == expr::LogicalUnaryExpr::OpType::LogicalNot);
|
|
auto child_expr = this->ParseExprs(expr_pb.child());
|
|
return std::make_shared<expr::LogicalUnaryExpr>(op, child_expr);
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseBinaryExprs(const proto::plan::BinaryExpr& expr_pb) {
|
|
auto op = static_cast<expr::LogicalBinaryExpr::OpType>(expr_pb.op());
|
|
auto left_expr = this->ParseExprs(expr_pb.left());
|
|
auto right_expr = this->ParseExprs(expr_pb.right());
|
|
return std::make_shared<expr::LogicalBinaryExpr>(op, left_expr, right_expr);
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseBinaryArithOpEvalRangeExprs(
|
|
const proto::plan::BinaryArithOpEvalRangeExpr& expr_pb) {
|
|
auto& column_info = expr_pb.column_info();
|
|
auto field_id = FieldId(column_info.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (column_info.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() ==
|
|
static_cast<DataType>(column_info.element_type()));
|
|
} else {
|
|
Assert(data_type == static_cast<DataType>(column_info.data_type()));
|
|
}
|
|
return std::make_shared<expr::BinaryArithOpEvalRangeExpr>(
|
|
column_info,
|
|
expr_pb.op(),
|
|
expr_pb.arith_op(),
|
|
expr_pb.value(),
|
|
expr_pb.right_operand());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseExistExprs(const proto::plan::ExistsExpr& expr_pb) {
|
|
auto& column_info = expr_pb.info();
|
|
auto field_id = FieldId(column_info.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (column_info.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() ==
|
|
static_cast<DataType>(column_info.element_type()));
|
|
} else {
|
|
Assert(data_type == static_cast<DataType>(column_info.data_type()));
|
|
}
|
|
return std::make_shared<expr::ExistsExpr>(column_info);
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseJsonContainsExprs(
|
|
const proto::plan::JSONContainsExpr& expr_pb) {
|
|
auto& columnInfo = expr_pb.column_info();
|
|
auto field_id = FieldId(columnInfo.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (columnInfo.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() == (DataType)columnInfo.element_type());
|
|
} else {
|
|
Assert(data_type == (DataType)columnInfo.data_type());
|
|
}
|
|
std::vector<::milvus::proto::plan::GenericValue> values;
|
|
values.reserve(expr_pb.elements_size());
|
|
for (size_t i = 0; i < expr_pb.elements_size(); i++) {
|
|
values.emplace_back(expr_pb.elements(i));
|
|
}
|
|
return std::make_shared<expr::JsonContainsExpr>(
|
|
columnInfo,
|
|
expr_pb.op(),
|
|
expr_pb.elements_same_type(),
|
|
std::move(values));
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseColumnExprs(const proto::plan::ColumnExpr& expr_pb) {
|
|
return std::make_shared<expr::ColumnExpr>(expr_pb.info());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseValueExprs(const proto::plan::ValueExpr& expr_pb) {
|
|
return std::make_shared<expr::ValueExpr>(expr_pb.value());
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseGISFunctionFilterExprs(
|
|
const proto::plan::GISFunctionFilterExpr& expr_pb) {
|
|
auto& columnInfo = expr_pb.column_info();
|
|
auto field_id = FieldId(columnInfo.field_id());
|
|
auto& field = schema->operator[](field_id);
|
|
auto data_type = field.get_data_type();
|
|
|
|
if (columnInfo.is_element_level()) {
|
|
Assert(data_type == DataType::ARRAY);
|
|
Assert(field.get_element_type() == (DataType)columnInfo.element_type());
|
|
} else {
|
|
Assert(data_type == (DataType)columnInfo.data_type());
|
|
}
|
|
|
|
auto expr = std::make_shared<expr::GISFunctionFilterExpr>(
|
|
columnInfo, expr_pb.op(), expr_pb.wkt_string(), expr_pb.distance());
|
|
return expr;
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::CreateAlwaysTrueExprs() {
|
|
return std::make_shared<expr::AlwaysTrueExpr>();
|
|
}
|
|
|
|
expr::TypedExprPtr
|
|
ProtoParser::ParseExprs(const proto::plan::Expr& expr_pb,
|
|
TypeCheckFunction type_check) {
|
|
using ppe = proto::plan::Expr;
|
|
expr::TypedExprPtr result;
|
|
switch (expr_pb.expr_case()) {
|
|
case ppe::kUnaryRangeExpr: {
|
|
result = ParseUnaryRangeExprs(expr_pb.unary_range_expr());
|
|
break;
|
|
}
|
|
case ppe::kBinaryExpr: {
|
|
result = ParseBinaryExprs(expr_pb.binary_expr());
|
|
break;
|
|
}
|
|
case ppe::kUnaryExpr: {
|
|
result = ParseUnaryExprs(expr_pb.unary_expr());
|
|
break;
|
|
}
|
|
case ppe::kTermExpr: {
|
|
result = ParseTermExprs(expr_pb.term_expr());
|
|
break;
|
|
}
|
|
case ppe::kBinaryRangeExpr: {
|
|
result = ParseBinaryRangeExprs(expr_pb.binary_range_expr());
|
|
break;
|
|
}
|
|
case ppe::kCompareExpr: {
|
|
result = ParseCompareExprs(expr_pb.compare_expr());
|
|
break;
|
|
}
|
|
case ppe::kBinaryArithOpEvalRangeExpr: {
|
|
result = ParseBinaryArithOpEvalRangeExprs(
|
|
expr_pb.binary_arith_op_eval_range_expr());
|
|
break;
|
|
}
|
|
case ppe::kExistsExpr: {
|
|
result = ParseExistExprs(expr_pb.exists_expr());
|
|
break;
|
|
}
|
|
case ppe::kAlwaysTrueExpr: {
|
|
result = CreateAlwaysTrueExprs();
|
|
break;
|
|
}
|
|
case ppe::kJsonContainsExpr: {
|
|
result = ParseJsonContainsExprs(expr_pb.json_contains_expr());
|
|
break;
|
|
}
|
|
case ppe::kCallExpr: {
|
|
result = ParseCallExprs(expr_pb.call_expr());
|
|
break;
|
|
}
|
|
// may emit various types
|
|
case ppe::kColumnExpr: {
|
|
result = ParseColumnExprs(expr_pb.column_expr());
|
|
break;
|
|
}
|
|
case ppe::kValueExpr: {
|
|
result = ParseValueExprs(expr_pb.value_expr());
|
|
break;
|
|
}
|
|
case ppe::kNullExpr: {
|
|
result = ParseNullExprs(expr_pb.null_expr());
|
|
break;
|
|
}
|
|
case ppe::kGisfunctionFilterExpr: {
|
|
result =
|
|
ParseGISFunctionFilterExprs(expr_pb.gisfunction_filter_expr());
|
|
break;
|
|
}
|
|
case ppe::kTimestamptzArithCompareExpr: {
|
|
result = ParseTimestamptzArithCompareExprs(
|
|
expr_pb.timestamptz_arith_compare_expr());
|
|
break;
|
|
}
|
|
case ppe::kElementFilterExpr: {
|
|
ThrowInfo(ExprInvalid,
|
|
"ElementFilterExpr should be handled at PlanNode level, "
|
|
"not in ParseExprs");
|
|
}
|
|
case ppe::kMatchExpr: {
|
|
result = ParseMatchExprs(expr_pb.match_expr());
|
|
break;
|
|
}
|
|
default: {
|
|
std::string s;
|
|
google::protobuf::TextFormat::PrintToString(expr_pb, &s);
|
|
ThrowInfo(ExprInvalid,
|
|
std::string("unsupported expr proto node: ") + s);
|
|
}
|
|
}
|
|
if (type_check(result->type())) {
|
|
return result;
|
|
}
|
|
ThrowInfo(
|
|
ExprInvalid, "expr type check failed, actual type: {}", result->type());
|
|
}
|
|
|
|
std::shared_ptr<rescores::Scorer>
|
|
ProtoParser::ParseScorer(const proto::plan::ScoreFunction& function) {
|
|
expr::TypedExprPtr expr = nullptr;
|
|
if (function.has_filter()) {
|
|
expr = ParseExprs(function.filter());
|
|
}
|
|
|
|
switch (function.type()) {
|
|
case proto::plan::FunctionTypeWeight:
|
|
return std::make_shared<rescores::WeightScorer>(expr,
|
|
function.weight());
|
|
case proto::plan::FunctionTypeRandom:
|
|
return std::make_shared<rescores::RandomScorer>(
|
|
expr, function.weight(), function.params());
|
|
default:
|
|
ThrowInfo(UnexpectedError, "unknown function type");
|
|
}
|
|
}
|
|
|
|
} // namespace milvus::query
|