mirror of
https://gitee.com/milvus-io/milvus.git
synced 2026-01-01 00:15:30 +08:00
581 lines
20 KiB
C++
581 lines
20 KiB
C++
// Copyright (C) 2019-2020 Zilliz. All rights reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software distributed under the License
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// is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
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// or implied. See the License for the specific language governing permissions and limitations under the License
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#include "query/Plan.h"
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#include "query/ExprImpl.h"
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#include <vector>
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#include <memory>
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#include <boost/algorithm/string.hpp>
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#include <algorithm>
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#include "query/generated/VerifyPlanNodeVisitor.h"
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#include "query/generated/ExtractInfoPlanNodeVisitor.h"
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#include <google/protobuf/text_format.h>
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#include "query/PlanProto.h"
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#include "query/generated/ShowPlanNodeVisitor.h"
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namespace milvus::query {
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// static inline std::string
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// to_lower(const std::string& raw) {
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// auto data = raw;
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// std::transform(data.begin(), data.end(), data.begin(), [](unsigned char c) { return std::tolower(c); });
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// return data;
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//}
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class Parser {
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public:
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friend std::unique_ptr<Plan>
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CreatePlan(const Schema& schema, const std::string& dsl_str);
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private:
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std::unique_ptr<Plan>
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CreatePlanImpl(const Json& dsl);
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explicit Parser(const Schema& schema) : schema(schema) {
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}
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// vector node parser, should be called exactly once per pass.
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std::unique_ptr<VectorPlanNode>
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ParseVecNode(const Json& out_body);
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// Dispatcher of all parse function
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// NOTE: when nullptr, it is a pure vector node
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ExprPtr
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ParseAnyNode(const Json& body);
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ExprPtr
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ParseMustNode(const Json& body);
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ExprPtr
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ParseShouldNode(const Json& body);
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ExprPtr
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ParseMustNotNode(const Json& body);
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// parse the value of "should"/"must"/"must_not" entry
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std::vector<ExprPtr>
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ParseItemList(const Json& body);
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// parse the value of "range" entry
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ExprPtr
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ParseRangeNode(const Json& out_body);
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// parse the value of "term" entry
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ExprPtr
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ParseTermNode(const Json& out_body);
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// parse the value of "term" entry
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ExprPtr
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ParseCompareNode(const Json& out_body);
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private:
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// template implementation of leaf parser
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// used by corresponding parser
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template <typename T>
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ExprPtr
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ParseRangeNodeImpl(const FieldName& field_name, const Json& body);
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template <typename T>
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ExprPtr
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ParseTermNodeImpl(const FieldName& field_name, const Json& body);
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private:
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const Schema& schema;
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std::map<std::string, FieldOffset> tag2field_; // PlaceholderName -> field offset
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std::optional<std::unique_ptr<VectorPlanNode>> vector_node_opt_;
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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_offset_ = schema.get_offset(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_offset_ = schema.get_offset(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_offset = schema.get_offset(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_ = GetMetricType(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_offset_ = field_offset;
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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_offset);
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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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auto expr = std::make_unique<TermExprImpl<T>>();
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auto field_offset = schema.get_offset(field_name);
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auto data_type = schema[field_name].get_data_type();
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Assert(body.is_object());
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auto values = body["values"];
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expr->field_offset_ = field_offset;
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expr->data_type_ = data_type;
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for (auto& value : values) {
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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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__builtin_unreachable();
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}
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T real_value = value;
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expr->terms_.push_back(real_value);
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}
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std::sort(expr->terms_.begin(), expr->terms_.end());
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return expr;
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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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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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__builtin_unreachable();
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}
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auto expr = std::make_unique<UnaryRangeExprImpl<T>>();
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expr->data_type_ = schema[field_name].get_data_type();
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expr->field_offset_ = schema.get_offset(field_name);
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expr->op_type_ = mapping_.at(op_name);
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expr->value_ = item.value();
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return expr;
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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 = 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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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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__builtin_unreachable();
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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, "illegal binary-range node");
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auto expr = std::make_unique<BinaryRangeExprImpl<T>>();
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expr->data_type_ = schema[field_name].get_data_type();
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expr->field_offset_ = schema.get_offset(field_name);
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expr->lower_inclusive_ = lower_inclusive;
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expr->upper_inclusive_ = upper_inclusive;
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expr->lower_value_ = lower_value;
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expr->upper_value_ = upper_value;
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return expr;
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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::unique_ptr<PlaceholderGroup>
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ParsePlaceholderGroup(const Plan* plan, const std::string& blob) {
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namespace ser = milvus::proto::milvus;
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auto result = std::make_unique<PlaceholderGroup>();
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ser::PlaceholderGroup ph_group;
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auto ok = ph_group.ParseFromString(blob);
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Assert(ok);
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for (auto& info : ph_group.placeholders()) {
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Placeholder element;
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element.tag_ = info.tag();
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Assert(plan->tag2field_.count(element.tag_));
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auto field_offset = plan->tag2field_.at(element.tag_);
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auto& field_meta = plan->schema_[field_offset];
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element.num_of_queries_ = info.values_size();
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AssertInfo(element.num_of_queries_, "must have queries");
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Assert(element.num_of_queries_ > 0);
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element.line_sizeof_ = info.values().Get(0).size();
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Assert(field_meta.get_sizeof() == element.line_sizeof_);
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auto& target = element.blob_;
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target.reserve(element.line_sizeof_ * element.num_of_queries_);
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for (auto& line : info.values()) {
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Assert(element.line_sizeof_ == line.size());
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target.insert(target.end(), line.begin(), line.end());
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}
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result->emplace_back(std::move(element));
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}
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return result;
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}
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std::unique_ptr<Plan>
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CreatePlan(const Schema& schema, const std::string& dsl_str) {
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Json dsl;
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dsl = json::parse(dsl_str);
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auto plan = Parser(schema).CreatePlanImpl(dsl);
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return plan;
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}
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std::unique_ptr<Plan>
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CreatePlanByExpr(const Schema& schema, const char* serialized_expr_plan, int64_t size) {
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// Note: serialized_expr_plan is of binary format
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proto::plan::PlanNode plan_node;
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plan_node.ParseFromArray(serialized_expr_plan, size);
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return ProtoParser(schema).CreatePlan(plan_node);
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}
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std::unique_ptr<RetrievePlan>
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CreateRetrievePlanByExpr(const Schema& schema, const char* serialized_expr_plan, int size) {
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proto::plan::PlanNode plan_node;
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plan_node.ParseFromArray(serialized_expr_plan, size);
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return ProtoParser(schema).CreateRetrievePlan(plan_node);
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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 = std::remove_if(results.begin(), results.end(), [](const ExprPtr& x) { return x == nullptr; });
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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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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());
|
|
binary_queue.pop_front();
|
|
auto right = std::move(binary_queue.front());
|
|
binary_queue.pop_front();
|
|
binary_queue.push_back(merger(std::move(left), std::move(right)));
|
|
}
|
|
Assert(binary_queue.size() == 1);
|
|
return std::move(binary_queue.front());
|
|
}
|
|
|
|
ExprPtr
|
|
Parser::ParseMustNode(const Json& body) {
|
|
auto item_list = ParseItemList(body);
|
|
auto merger = [](ExprPtr left, ExprPtr right) {
|
|
using OpType = LogicalBinaryExpr::OpType;
|
|
auto res = std::make_unique<LogicalBinaryExpr>();
|
|
res->op_type_ = OpType::LogicalAnd;
|
|
res->left_ = std::move(left);
|
|
res->right_ = std::move(right);
|
|
return res;
|
|
};
|
|
return ConstructTree(merger, std::move(item_list));
|
|
}
|
|
|
|
ExprPtr
|
|
Parser::ParseShouldNode(const Json& body) {
|
|
auto item_list = ParseItemList(body);
|
|
Assert(item_list.size() >= 1);
|
|
auto merger = [](ExprPtr left, ExprPtr right) {
|
|
using OpType = LogicalBinaryExpr::OpType;
|
|
auto res = std::make_unique<LogicalBinaryExpr>();
|
|
res->op_type_ = OpType::LogicalOr;
|
|
res->left_ = std::move(left);
|
|
res->right_ = std::move(right);
|
|
return res;
|
|
};
|
|
return ConstructTree(merger, std::move(item_list));
|
|
}
|
|
|
|
ExprPtr
|
|
Parser::ParseMustNotNode(const Json& body) {
|
|
auto item_list = ParseItemList(body);
|
|
Assert(item_list.size() >= 1);
|
|
auto merger = [](ExprPtr left, ExprPtr right) {
|
|
using OpType = LogicalBinaryExpr::OpType;
|
|
auto res = std::make_unique<LogicalBinaryExpr>();
|
|
res->op_type_ = OpType::LogicalAnd;
|
|
res->left_ = std::move(left);
|
|
res->right_ = std::move(right);
|
|
return res;
|
|
};
|
|
auto subtree = ConstructTree(merger, std::move(item_list));
|
|
|
|
using OpType = LogicalUnaryExpr::OpType;
|
|
auto res = std::make_unique<LogicalUnaryExpr>();
|
|
res->op_type_ = OpType::LogicalNot;
|
|
res->child_ = std::move(subtree);
|
|
|
|
return res;
|
|
}
|
|
|
|
int64_t
|
|
GetTopK(const Plan* plan) {
|
|
return plan->plan_node_->search_info_.topk_;
|
|
}
|
|
|
|
int64_t
|
|
GetNumOfQueries(const PlaceholderGroup* group) {
|
|
return group->at(0).num_of_queries_;
|
|
}
|
|
|
|
// std::unique_ptr<RetrievePlan>
|
|
// CreateRetrievePlan(const Schema& schema, proto::segcore::RetrieveRequest&& request) {
|
|
// auto plan = std::make_unique<RetrievePlan>();
|
|
// plan->ids_ = std::unique_ptr<proto::schema::IDs>(request.release_ids());
|
|
// for (auto& field_id : request.output_fields_id()) {
|
|
// plan->field_offsets_.push_back(schema.get_offset(FieldId(field_id)));
|
|
// }
|
|
// return plan;
|
|
//}
|
|
|
|
void
|
|
Plan::check_identical(Plan& other) {
|
|
Assert(&schema_ == &other.schema_);
|
|
auto json = ShowPlanNodeVisitor().call_child(*this->plan_node_);
|
|
auto other_json = ShowPlanNodeVisitor().call_child(*other.plan_node_);
|
|
Assert(json.dump(2) == other_json.dump(2));
|
|
Assert(this->extra_info_opt_.has_value() == other.extra_info_opt_.has_value());
|
|
if (this->extra_info_opt_.has_value()) {
|
|
Assert(this->extra_info_opt_->involved_fields_ == other.extra_info_opt_->involved_fields_);
|
|
}
|
|
Assert(this->tag2field_ == other.tag2field_);
|
|
Assert(this->target_entries_ == other.target_entries_);
|
|
}
|
|
|
|
} // namespace milvus::query
|