mirror of
https://gitee.com/milvus-io/milvus.git
synced 2026-01-01 16:35:29 +08:00
478 lines
16 KiB
C++
478 lines
16 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 <vector>
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#include <boost/algorithm/string.hpp>
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#include "ExprImpl.h"
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#include "Parser.h"
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#include "Plan.h"
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#include "generated/ExtractInfoPlanNodeVisitor.h"
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#include "generated/VerifyPlanNodeVisitor.h"
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namespace milvus::query {
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template <typename Merger>
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static ExprPtr
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ConstructTree(Merger merger, std::vector<ExprPtr> item_list) {
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if (item_list.size() == 0) {
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return nullptr;
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}
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if (item_list.size() == 1) {
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return std::move(item_list[0]);
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}
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// Note: use deque to construct a binary tree
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// Op
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// / \
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// Op Op
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// | \ | \
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// A B C D
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std::deque<ExprPtr> binary_queue;
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for (auto& item : item_list) {
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Assert(item != nullptr);
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binary_queue.push_back(std::move(item));
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}
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while (binary_queue.size() > 1) {
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auto left = std::move(binary_queue.front());
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binary_queue.pop_front();
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auto right = std::move(binary_queue.front());
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binary_queue.pop_front();
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binary_queue.push_back(merger(std::move(left), std::move(right)));
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}
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Assert(binary_queue.size() == 1);
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return std::move(binary_queue.front());
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}
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ExprPtr
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Parser::ParseCompareNode(const Json& out_body) {
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Assert(out_body.is_object());
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Assert(out_body.size() == 1);
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auto out_iter = out_body.begin();
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auto op_name = boost::algorithm::to_lower_copy(std::string(out_iter.key()));
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AssertInfo(mapping_.count(op_name), "op(" + op_name + ") not found");
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auto body = out_iter.value();
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Assert(body.is_array());
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Assert(body.size() == 2);
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auto expr = std::make_unique<CompareExpr>();
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expr->op_type_ = mapping_.at(op_name);
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auto& item0 = body[0];
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Assert(item0.is_string());
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auto left_field_name = FieldName(item0.get<std::string>());
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expr->left_data_type_ = schema[left_field_name].get_data_type();
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expr->left_field_id_ = schema.get_field_id(left_field_name);
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auto& item1 = body[1];
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Assert(item1.is_string());
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auto right_field_name = FieldName(item1.get<std::string>());
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expr->right_data_type_ = schema[right_field_name].get_data_type();
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expr->right_field_id_ = schema.get_field_id(right_field_name);
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return expr;
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}
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ExprPtr
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Parser::ParseRangeNode(const Json& out_body) {
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Assert(out_body.is_object());
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Assert(out_body.size() == 1);
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auto out_iter = out_body.begin();
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auto field_name = FieldName(out_iter.key());
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auto body = out_iter.value();
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auto data_type = schema[field_name].get_data_type();
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Assert(!datatype_is_vector(data_type));
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switch (data_type) {
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case DataType::BOOL:
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return ParseRangeNodeImpl<bool>(field_name, body);
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case DataType::INT8:
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return ParseRangeNodeImpl<int8_t>(field_name, body);
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case DataType::INT16:
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return ParseRangeNodeImpl<int16_t>(field_name, body);
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case DataType::INT32:
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return ParseRangeNodeImpl<int32_t>(field_name, body);
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case DataType::INT64:
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return ParseRangeNodeImpl<int64_t>(field_name, body);
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case DataType::FLOAT:
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return ParseRangeNodeImpl<float>(field_name, body);
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case DataType::DOUBLE:
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return ParseRangeNodeImpl<double>(field_name, body);
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default:
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PanicInfo("unsupported");
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}
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}
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std::unique_ptr<Plan>
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Parser::CreatePlanImpl(const Json& dsl) {
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auto bool_dsl = dsl.at("bool");
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auto predicate = ParseAnyNode(bool_dsl);
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Assert(vector_node_opt_.has_value());
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auto vec_node = std::move(vector_node_opt_).value();
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if (predicate != nullptr) {
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vec_node->predicate_ = std::move(predicate);
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}
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VerifyPlanNodeVisitor verifier;
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vec_node->accept(verifier);
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ExtractedPlanInfo plan_info(schema.size());
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ExtractInfoPlanNodeVisitor extractor(plan_info);
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vec_node->accept(extractor);
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auto plan = std::make_unique<Plan>(schema);
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plan->tag2field_ = std::move(tag2field_);
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plan->plan_node_ = std::move(vec_node);
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plan->extra_info_opt_ = std::move(plan_info);
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return plan;
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}
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ExprPtr
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Parser::ParseTermNode(const Json& out_body) {
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Assert(out_body.size() == 1);
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auto out_iter = out_body.begin();
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auto field_name = FieldName(out_iter.key());
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auto body = out_iter.value();
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auto data_type = schema[field_name].get_data_type();
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Assert(!datatype_is_vector(data_type));
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switch (data_type) {
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case DataType::BOOL: {
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return ParseTermNodeImpl<bool>(field_name, body);
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}
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case DataType::INT8: {
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return ParseTermNodeImpl<int8_t>(field_name, body);
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}
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case DataType::INT16: {
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return ParseTermNodeImpl<int16_t>(field_name, body);
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}
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case DataType::INT32: {
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return ParseTermNodeImpl<int32_t>(field_name, body);
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}
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case DataType::INT64: {
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return ParseTermNodeImpl<int64_t>(field_name, body);
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}
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case DataType::FLOAT: {
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return ParseTermNodeImpl<float>(field_name, body);
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}
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case DataType::DOUBLE: {
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return ParseTermNodeImpl<double>(field_name, body);
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}
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default: {
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PanicInfo("unsupported data_type");
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}
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}
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}
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std::unique_ptr<VectorPlanNode>
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Parser::ParseVecNode(const Json& out_body) {
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Assert(out_body.is_object());
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Assert(out_body.size() == 1);
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auto iter = out_body.begin();
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auto field_name = FieldName(iter.key());
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auto& vec_info = iter.value();
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Assert(vec_info.is_object());
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auto topk = vec_info["topk"];
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AssertInfo(topk > 0, "topk must greater than 0");
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AssertInfo(topk < 16384, "topk is too large");
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auto field_id = schema.get_field_id(field_name);
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auto vec_node = [&]() -> std::unique_ptr<VectorPlanNode> {
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auto& field_meta = schema.operator[](field_name);
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auto data_type = field_meta.get_data_type();
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if (data_type == DataType::VECTOR_FLOAT) {
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return std::make_unique<FloatVectorANNS>();
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} else {
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return std::make_unique<BinaryVectorANNS>();
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}
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}();
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vec_node->search_info_.topk_ = topk;
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vec_node->search_info_.metric_type_ = vec_info.at("metric_type");
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vec_node->search_info_.search_params_ = vec_info.at("params");
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vec_node->search_info_.field_id_ = field_id;
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vec_node->search_info_.round_decimal_ = vec_info.at("round_decimal");
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vec_node->placeholder_tag_ = vec_info.at("query");
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auto tag = vec_node->placeholder_tag_;
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AssertInfo(!tag2field_.count(tag), "duplicated placeholder tag");
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tag2field_.emplace(tag, field_id);
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return vec_node;
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}
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template <typename T>
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ExprPtr
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Parser::ParseTermNodeImpl(const FieldName& field_name, const Json& body) {
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Assert(body.is_object());
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auto values = body["values"];
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std::vector<T> terms(values.size());
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for (int i = 0; i < values.size(); i++) {
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auto value = values[i];
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if constexpr (std::is_same_v<T, bool>) {
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Assert(value.is_boolean());
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} else if constexpr (std::is_integral_v<T>) {
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Assert(value.is_number_integer());
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} else if constexpr (std::is_floating_point_v<T>) {
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Assert(value.is_number());
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} else {
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static_assert(always_false<T>, "unsupported type");
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}
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terms[i] = value;
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}
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std::sort(terms.begin(), terms.end());
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return std::make_unique<TermExprImpl<T>>(schema.get_field_id(field_name),
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schema[field_name].get_data_type(),
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terms);
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}
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template <typename T>
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ExprPtr
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Parser::ParseRangeNodeImpl(const FieldName& field_name, const Json& body) {
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Assert(body.is_object());
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if (body.size() == 1) {
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auto item = body.begin();
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auto op_name = boost::algorithm::to_lower_copy(std::string(item.key()));
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AssertInfo(mapping_.count(op_name), "op(" + op_name + ") not found");
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// This is an expression with an arithmetic operation
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if (item.value().is_object()) {
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/* // This is the expected DSL expression
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{
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range: {
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field_name: {
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op: {
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arith_op: {
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right_operand: operand,
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value: value
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},
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}
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}
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}
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}
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EXAMPLE:
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{
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range: {
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field_name: {
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"EQ": {
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"ADD": {
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right_operand: 10,
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value: 25
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},
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}
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}
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}
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}
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*/
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auto arith = item.value();
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auto arith_body = arith.begin();
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auto arith_op_name =
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boost::algorithm::to_lower_copy(std::string(arith_body.key()));
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AssertInfo(arith_op_mapping_.count(arith_op_name),
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"arith op(" + arith_op_name + ") not found");
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auto& arith_op_body = arith_body.value();
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Assert(arith_op_body.is_object());
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auto right_operand = arith_op_body["right_operand"];
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auto value = arith_op_body["value"];
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if constexpr (std::is_same_v<T, bool>) {
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throw std::runtime_error("bool type is not supported");
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} else if constexpr (std::is_integral_v<T>) {
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Assert(right_operand.is_number_integer());
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Assert(value.is_number_integer());
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} else if constexpr (std::is_floating_point_v<T>) {
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Assert(right_operand.is_number());
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Assert(value.is_number());
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} else {
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static_assert(always_false<T>, "unsupported type");
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}
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return std::make_unique<BinaryArithOpEvalRangeExprImpl<T>>(
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schema.get_field_id(field_name),
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schema[field_name].get_data_type(),
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arith_op_mapping_.at(arith_op_name),
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right_operand,
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mapping_.at(op_name),
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value);
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}
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if constexpr (std::is_same_v<T, bool>) {
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Assert(item.value().is_boolean());
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} else if constexpr (std::is_integral_v<T>) {
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Assert(item.value().is_number_integer());
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} else if constexpr (std::is_floating_point_v<T>) {
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Assert(item.value().is_number());
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} else {
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static_assert(always_false<T>, "unsupported type");
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}
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return std::make_unique<UnaryRangeExprImpl<T>>(
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schema.get_field_id(field_name),
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schema[field_name].get_data_type(),
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mapping_.at(op_name),
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item.value());
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} else if (body.size() == 2) {
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bool has_lower_value = false;
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bool has_upper_value = false;
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bool lower_inclusive = false;
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bool upper_inclusive = false;
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T lower_value;
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T upper_value;
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for (auto& item : body.items()) {
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auto op_name =
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boost::algorithm::to_lower_copy(std::string(item.key()));
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AssertInfo(mapping_.count(op_name),
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"op(" + op_name + ") not found");
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if constexpr (std::is_same_v<T, bool>) {
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Assert(item.value().is_boolean());
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} else if constexpr (std::is_integral_v<T>) {
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Assert(item.value().is_number_integer());
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} else if constexpr (std::is_floating_point_v<T>) {
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Assert(item.value().is_number());
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} else {
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static_assert(always_false<T>, "unsupported type");
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}
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auto op = mapping_.at(op_name);
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switch (op) {
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case OpType::GreaterEqual:
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lower_inclusive = true;
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case OpType::GreaterThan:
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lower_value = item.value();
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has_lower_value = true;
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break;
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case OpType::LessEqual:
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upper_inclusive = true;
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case OpType::LessThan:
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upper_value = item.value();
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has_upper_value = true;
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break;
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default:
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PanicInfo("unsupported operator in binary-range node");
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}
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}
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AssertInfo(has_lower_value && has_upper_value,
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"illegal binary-range node");
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return std::make_unique<BinaryRangeExprImpl<T>>(
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schema.get_field_id(field_name),
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schema[field_name].get_data_type(),
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lower_inclusive,
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upper_inclusive,
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lower_value,
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upper_value);
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} else {
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PanicInfo("illegal range node, too more or too few ops");
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}
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}
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std::vector<ExprPtr>
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Parser::ParseItemList(const Json& body) {
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std::vector<ExprPtr> results;
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if (body.is_object()) {
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// only one item;
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auto new_expr = ParseAnyNode(body);
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results.emplace_back(std::move(new_expr));
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} else {
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// item array
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Assert(body.is_array());
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for (auto& item : body) {
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auto new_expr = ParseAnyNode(item);
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results.emplace_back(std::move(new_expr));
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}
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}
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auto old_size = results.size();
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auto new_end =
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std::remove_if(results.begin(), results.end(), [](const ExprPtr& x) {
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return x == nullptr;
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});
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results.resize(new_end - results.begin());
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return results;
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}
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ExprPtr
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Parser::ParseAnyNode(const Json& out_body) {
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Assert(out_body.is_object());
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Assert(out_body.size() == 1);
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auto out_iter = out_body.begin();
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auto key = out_iter.key();
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auto body = out_iter.value();
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if (key == "must") {
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return ParseMustNode(body);
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} else if (key == "should") {
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return ParseShouldNode(body);
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} else if (key == "must_not") {
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return ParseMustNotNode(body);
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} else if (key == "range") {
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return ParseRangeNode(body);
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} else if (key == "term") {
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return ParseTermNode(body);
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} else if (key == "compare") {
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return ParseCompareNode(body);
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} else if (key == "vector") {
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auto vec_node = ParseVecNode(body);
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Assert(!vector_node_opt_.has_value());
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vector_node_opt_ = std::move(vec_node);
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return nullptr;
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} else {
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PanicInfo("unsupported key: " + key);
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}
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}
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ExprPtr
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Parser::ParseMustNode(const Json& body) {
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auto item_list = ParseItemList(body);
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auto merger = [](ExprPtr left, ExprPtr right) {
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using OpType = LogicalBinaryExpr::OpType;
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return std::make_unique<LogicalBinaryExpr>(
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OpType::LogicalAnd, left, right);
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};
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return ConstructTree(merger, std::move(item_list));
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}
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ExprPtr
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Parser::ParseShouldNode(const Json& body) {
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auto item_list = ParseItemList(body);
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Assert(item_list.size() >= 1);
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auto merger = [](ExprPtr left, ExprPtr right) {
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using OpType = LogicalBinaryExpr::OpType;
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return std::make_unique<LogicalBinaryExpr>(
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OpType::LogicalOr, left, right);
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};
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return ConstructTree(merger, std::move(item_list));
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}
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ExprPtr
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Parser::ParseMustNotNode(const Json& body) {
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auto item_list = ParseItemList(body);
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Assert(item_list.size() >= 1);
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auto merger = [](ExprPtr left, ExprPtr right) {
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using OpType = LogicalBinaryExpr::OpType;
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return std::make_unique<LogicalBinaryExpr>(
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OpType::LogicalAnd, left, right);
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};
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auto subtree = ConstructTree(merger, std::move(item_list));
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using OpType = LogicalUnaryExpr::OpType;
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return std::make_unique<LogicalUnaryExpr>(OpType::LogicalNot, subtree);
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}
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} // namespace milvus::query
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