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* Add log to debug #678 * Rename nsg_mix to RNSG in C++ sdk #735 * [skip ci] change __function__ * clang-format * #766 If partition tag is similar, wrong partition is searched * #766 If partition tag is similar, wrong partition is searched * reorder changelog id * typo * define interface * Define interface (#832) * If partition tag is similar, wrong partition is searched (#825) * #766 If partition tag is similar, wrong partition is searched * #766 If partition tag is similar, wrong partition is searched * reorder changelog id * typo * define interface Attach files by dragging & dropping, selecting or pasting them. Co-authored-by: groot <yihua.mo@zilliz.com> * faiss & knowhere * faiss & knowhere (#842) * Add log to debug #678 * Rename nsg_mix to RNSG in C++ sdk #735 * [skip ci] change __function__ * clang-format * If partition tag is similar, wrong partition is searched (#825) * #766 If partition tag is similar, wrong partition is searched * #766 If partition tag is similar, wrong partition is searched * reorder changelog id * typo * faiss & knowhere Co-authored-by: groot <yihua.mo@zilliz.com> * support binary input * code lint * add wrapper interface * add knowhere unittest * sdk support binary * support using metric tanimoto and hamming * sdk binary insert/query example * fix bug * fix bug * update wrapper * format * Improve unittest and fix bugs * delete printresult * fix bug * #823 Support binary vector tanimoto metric * fix typo * dimension limit to 32768 * fix * dimension limit to 32768 * fix describe index bug * fix #886 * fix #889 * add jaccard cases * hamming dev-test case * change test_connect * Add tanimoto cases * change the output type of hamming * add abs * merge master * rearrange changelog id * modify feature description Co-authored-by: Yukikaze-CZR <48198922+Yukikaze-CZR@users.noreply.github.com> Co-authored-by: Tinkerrr <linxiaojun.cn@outlook.com>
489 lines
18 KiB
C++
489 lines
18 KiB
C++
// Licensed to the Apache Software Foundation (ASF) 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,
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// software distributed under the License is distributed on an
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// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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// KIND, either express or implied. See the License for the
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// specific language governing permissions and limitations
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// under the License.
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#include "grpc/ClientProxy.h"
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#include "grpc-gen/gen-milvus/milvus.grpc.pb.h"
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#include <memory>
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#include <string>
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#include <vector>
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//#define GRPC_MULTIPLE_THREAD;
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#define MILVUS_SDK_VERSION "0.6.0";
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namespace milvus {
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bool
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UriCheck(const std::string& uri) {
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size_t index = uri.find_first_of(':', 0);
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return (index != std::string::npos);
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}
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void
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CopyRowRecord(::milvus::grpc::RowRecord* target, const RowRecord& src) {
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if (!src.float_data.empty()) {
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auto vector_data = target->mutable_float_data();
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vector_data->Resize(static_cast<int>(src.float_data.size()), 0.0);
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memcpy(vector_data->mutable_data(), src.float_data.data(), src.float_data.size() * sizeof(float));
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}
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if (!src.binary_data.empty()) {
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target->set_binary_data(src.binary_data.data(), src.binary_data.size());
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}
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}
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Status
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ClientProxy::Connect(const ConnectParam& param) {
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std::string uri = param.ip_address + ":" + param.port;
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channel_ = ::grpc::CreateChannel(uri, ::grpc::InsecureChannelCredentials());
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if (channel_ != nullptr) {
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connected_ = true;
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client_ptr_ = std::make_shared<GrpcClient>(channel_);
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return Status::OK();
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}
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std::string reason = "connect failed!";
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connected_ = false;
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return Status(StatusCode::NotConnected, reason);
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}
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Status
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ClientProxy::Connect(const std::string& uri) {
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if (!UriCheck(uri)) {
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return Status(StatusCode::InvalidAgument, "Invalid uri");
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}
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size_t index = uri.find_first_of(':', 0);
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ConnectParam param;
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param.ip_address = uri.substr(0, index);
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param.port = uri.substr(index + 1);
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return Connect(param);
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}
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Status
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ClientProxy::Connected() const {
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try {
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std::string info;
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return client_ptr_->Cmd(info, "");
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} catch (std::exception& ex) {
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return Status(StatusCode::NotConnected, "connection lost: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::Disconnect() {
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try {
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Status status = client_ptr_->Disconnect();
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connected_ = false;
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channel_.reset();
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "failed to disconnect: " + std::string(ex.what()));
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}
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}
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std::string
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ClientProxy::ClientVersion() const {
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return MILVUS_SDK_VERSION;
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}
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Status
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ClientProxy::CreateTable(const TableSchema& param) {
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try {
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::milvus::grpc::TableSchema schema;
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schema.set_table_name(param.table_name);
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schema.set_dimension(param.dimension);
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schema.set_index_file_size(param.index_file_size);
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schema.set_metric_type(static_cast<int32_t>(param.metric_type));
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return client_ptr_->CreateTable(schema);
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "failed to create table: " + std::string(ex.what()));
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}
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}
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bool
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ClientProxy::HasTable(const std::string& table_name) {
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Status status = Status::OK();
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::milvus::grpc::TableName grpc_table_name;
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grpc_table_name.set_table_name(table_name);
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bool result = client_ptr_->HasTable(grpc_table_name, status);
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return result;
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}
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Status
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ClientProxy::DropTable(const std::string& table_name) {
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try {
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::milvus::grpc::TableName grpc_table_name;
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grpc_table_name.set_table_name(table_name);
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return client_ptr_->DropTable(grpc_table_name);
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "failed to drop table: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::CreateIndex(const IndexParam& index_param) {
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try {
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::milvus::grpc::IndexParam grpc_index_param;
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grpc_index_param.set_table_name(index_param.table_name);
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grpc_index_param.mutable_index()->set_index_type(static_cast<int32_t>(index_param.index_type));
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grpc_index_param.mutable_index()->set_nlist(index_param.nlist);
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return client_ptr_->CreateIndex(grpc_index_param);
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "failed to build index: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::Insert(const std::string& table_name, const std::string& partition_tag,
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const std::vector<RowRecord>& record_array, std::vector<int64_t>& id_array) {
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Status status = Status::OK();
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try {
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////////////////////////////////////////////////////////////////////////////
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#ifdef GRPC_MULTIPLE_THREAD
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std::vector<std::thread> threads;
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int thread_count = 10;
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std::shared_ptr<::milvus::grpc::InsertInfos> insert_info_array(
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new ::milvus::grpc::InsertInfos[thread_count], std::default_delete<::milvus::grpc::InsertInfos[]>());
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std::shared_ptr<::milvus::grpc::VectorIds> vector_ids_array(new ::milvus::grpc::VectorIds[thread_count],
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std::default_delete<::milvus::grpc::VectorIds[]>());
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int64_t record_count = record_array.size() / thread_count;
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for (size_t i = 0; i < thread_count; i++) {
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insert_info_array.get()[i].set_table_name(table_name);
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for (size_t j = i * record_count; j < record_count * (i + 1); j++) {
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::milvus::grpc::RowRecord* grpc_record = insert_info_array.get()[i].add_row_record_array();
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for (size_t k = 0; k < record_array[j].data.size(); k++) {
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grpc_record->add_vector_data(record_array[j].data[k]);
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}
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}
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}
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std::cout << "*****************************************************\n";
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auto start = std::chrono::high_resolution_clock::now();
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for (size_t j = 0; j < thread_count; j++) {
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threads.push_back(std::thread(&GrpcClient::InsertVector, client_ptr_, std::ref(vector_ids_array.get()[j]),
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std::ref(insert_info_array.get()[j]), std::ref(status)));
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}
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std::for_each(threads.begin(), threads.end(), std::mem_fn(&std::thread::join));
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auto finish = std::chrono::high_resolution_clock::now();
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std::cout << "InsertVector cost: "
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<< std::chrono::duration_cast<std::chrono::duration<double>>(finish - start).count() << "s\n";
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std::cout << "*****************************************************\n";
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for (size_t i = 0; i < thread_count; i++) {
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for (size_t j = 0; j < vector_ids_array.get()[i].vector_id_array_size(); j++) {
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id_array.push_back(vector_ids_array.get()[i].vector_id_array(j));
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}
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}
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#else
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::milvus::grpc::InsertParam insert_param;
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insert_param.set_table_name(table_name);
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insert_param.set_partition_tag(partition_tag);
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for (auto& record : record_array) {
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::milvus::grpc::RowRecord* grpc_record = insert_param.add_row_record_array();
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CopyRowRecord(grpc_record, record);
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}
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// Single thread
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::milvus::grpc::VectorIds vector_ids;
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if (!id_array.empty()) {
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/* set user's ids */
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auto row_ids = insert_param.mutable_row_id_array();
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row_ids->Resize(static_cast<int>(id_array.size()), -1);
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memcpy(row_ids->mutable_data(), id_array.data(), id_array.size() * sizeof(int64_t));
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client_ptr_->Insert(vector_ids, insert_param, status);
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} else {
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client_ptr_->Insert(vector_ids, insert_param, status);
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/* return Milvus generated ids back to user */
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id_array.insert(id_array.end(), vector_ids.vector_id_array().begin(), vector_ids.vector_id_array().end());
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}
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#endif
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to add vector: " + std::string(ex.what()));
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}
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return status;
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}
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Status
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ClientProxy::Search(const std::string& table_name, const std::vector<std::string>& partition_tags,
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const std::vector<RowRecord>& query_record_array, const std::vector<Range>& query_range_array,
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int64_t topk, int64_t nprobe, TopKQueryResult& topk_query_result) {
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try {
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// step 1: convert vectors data
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::milvus::grpc::SearchParam search_param;
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search_param.set_table_name(table_name);
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search_param.set_topk(topk);
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search_param.set_nprobe(nprobe);
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for (auto& tag : partition_tags) {
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search_param.add_partition_tag_array(tag);
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}
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for (auto& record : query_record_array) {
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::milvus::grpc::RowRecord* row_record = search_param.add_query_record_array();
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CopyRowRecord(row_record, record);
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}
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// step 2: convert range array
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for (auto& range : query_range_array) {
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::milvus::grpc::Range* grpc_range = search_param.add_query_range_array();
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grpc_range->set_start_value(range.start_value);
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grpc_range->set_end_value(range.end_value);
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}
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// step 3: search vectors
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::milvus::grpc::TopKQueryResult result;
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Status status = client_ptr_->Search(result, search_param);
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if (result.row_num() == 0) {
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return status;
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}
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// step 4: convert result array
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topk_query_result.reserve(result.row_num());
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int64_t nq = result.row_num();
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int64_t topk = result.ids().size() / nq;
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for (int64_t i = 0; i < result.row_num(); i++) {
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milvus::QueryResult one_result;
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one_result.ids.resize(topk);
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one_result.distances.resize(topk);
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memcpy(one_result.ids.data(), result.ids().data() + topk * i, topk * sizeof(int64_t));
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memcpy(one_result.distances.data(), result.distances().data() + topk * i, topk * sizeof(float));
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topk_query_result.emplace_back(one_result);
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}
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to search vectors: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::DescribeTable(const std::string& table_name, TableSchema& table_schema) {
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try {
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::milvus::grpc::TableSchema grpc_schema;
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Status status = client_ptr_->DescribeTable(grpc_schema, table_name);
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table_schema.table_name = grpc_schema.table_name();
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table_schema.dimension = grpc_schema.dimension();
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table_schema.index_file_size = grpc_schema.index_file_size();
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table_schema.metric_type = static_cast<MetricType>(grpc_schema.metric_type());
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to describe table: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::CountTable(const std::string& table_name, int64_t& row_count) {
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try {
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Status status;
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row_count = client_ptr_->CountTable(table_name, status);
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to show tables: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::ShowTables(std::vector<std::string>& table_array) {
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try {
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Status status;
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milvus::grpc::TableNameList table_name_list;
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status = client_ptr_->ShowTables(table_name_list);
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table_array.resize(table_name_list.table_names_size());
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for (uint64_t i = 0; i < table_name_list.table_names_size(); ++i) {
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table_array[i] = table_name_list.table_names(i);
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}
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to show tables: " + std::string(ex.what()));
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}
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}
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std::string
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ClientProxy::ServerVersion() const {
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Status status = Status::OK();
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try {
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std::string version;
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Status status = client_ptr_->Cmd(version, "version");
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return version;
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} catch (std::exception& ex) {
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return "";
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}
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}
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std::string
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ClientProxy::ServerStatus() const {
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if (channel_ == nullptr) {
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return "not connected to server";
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}
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try {
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std::string dummy;
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Status status = client_ptr_->Cmd(dummy, "");
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return "server alive";
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} catch (std::exception& ex) {
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return "connection lost";
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}
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}
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std::string
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ClientProxy::DumpTaskTables() const {
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if (channel_ == nullptr) {
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return "not connected to server";
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}
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try {
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std::string dummy;
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Status status = client_ptr_->Cmd(dummy, "tasktable");
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return dummy;
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} catch (std::exception& ex) {
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return "connection lost";
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}
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}
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Status
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ClientProxy::DeleteByDate(const std::string& table_name, const milvus::Range& range) {
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try {
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::milvus::grpc::DeleteByDateParam delete_by_range_param;
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delete_by_range_param.set_table_name(table_name);
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delete_by_range_param.mutable_range()->set_start_value(range.start_value);
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delete_by_range_param.mutable_range()->set_end_value(range.end_value);
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return client_ptr_->DeleteByDate(delete_by_range_param);
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to delete by range: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::PreloadTable(const std::string& table_name) const {
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try {
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::milvus::grpc::TableName grpc_table_name;
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grpc_table_name.set_table_name(table_name);
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Status status = client_ptr_->PreloadTable(grpc_table_name);
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to preload tables: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::DescribeIndex(const std::string& table_name, IndexParam& index_param) const {
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try {
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::milvus::grpc::TableName grpc_table_name;
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grpc_table_name.set_table_name(table_name);
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::milvus::grpc::IndexParam grpc_index_param;
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Status status = client_ptr_->DescribeIndex(grpc_table_name, grpc_index_param);
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index_param.index_type = static_cast<IndexType>(grpc_index_param.mutable_index()->index_type());
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index_param.nlist = grpc_index_param.mutable_index()->nlist();
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to describe index: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::DropIndex(const std::string& table_name) const {
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try {
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::milvus::grpc::TableName grpc_table_name;
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grpc_table_name.set_table_name(table_name);
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Status status = client_ptr_->DropIndex(grpc_table_name);
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to drop index: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::CreatePartition(const PartitionParam& partition_param) {
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try {
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::milvus::grpc::PartitionParam grpc_partition_param;
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grpc_partition_param.set_table_name(partition_param.table_name);
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grpc_partition_param.set_partition_name(partition_param.partition_name);
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grpc_partition_param.set_tag(partition_param.partition_tag);
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Status status = client_ptr_->CreatePartition(grpc_partition_param);
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return status;
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} catch (std::exception& ex) {
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return Status(StatusCode::UnknownError, "fail to create partition: " + std::string(ex.what()));
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}
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}
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Status
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ClientProxy::ShowPartitions(const std::string& table_name, PartitionList& partition_array) const {
|
|
try {
|
|
::milvus::grpc::TableName grpc_table_name;
|
|
grpc_table_name.set_table_name(table_name);
|
|
::milvus::grpc::PartitionList grpc_partition_list;
|
|
Status status = client_ptr_->ShowPartitions(grpc_table_name, grpc_partition_list);
|
|
partition_array.resize(grpc_partition_list.partition_array_size());
|
|
for (uint64_t i = 0; i < grpc_partition_list.partition_array_size(); ++i) {
|
|
partition_array[i].table_name = grpc_partition_list.partition_array(i).table_name();
|
|
partition_array[i].partition_name = grpc_partition_list.partition_array(i).partition_name();
|
|
partition_array[i].partition_tag = grpc_partition_list.partition_array(i).tag();
|
|
}
|
|
return status;
|
|
} catch (std::exception& ex) {
|
|
return Status(StatusCode::UnknownError, "fail to show partitions: " + std::string(ex.what()));
|
|
}
|
|
}
|
|
|
|
Status
|
|
ClientProxy::DropPartition(const PartitionParam& partition_param) {
|
|
try {
|
|
::milvus::grpc::PartitionParam grpc_partition_param;
|
|
grpc_partition_param.set_table_name(partition_param.table_name);
|
|
grpc_partition_param.set_partition_name(partition_param.partition_name);
|
|
grpc_partition_param.set_tag(partition_param.partition_tag);
|
|
Status status = client_ptr_->DropPartition(grpc_partition_param);
|
|
return status;
|
|
} catch (std::exception& ex) {
|
|
return Status(StatusCode::UnknownError, "fail to drop partition: " + std::string(ex.what()));
|
|
}
|
|
}
|
|
|
|
Status
|
|
ClientProxy::GetConfig(const std::string& node_name, std::string& value) const {
|
|
try {
|
|
return client_ptr_->Cmd(value, "get_config " + node_name);
|
|
} catch (std::exception& ex) {
|
|
return Status(StatusCode::UnknownError, "Fail to get config: " + node_name);
|
|
}
|
|
}
|
|
|
|
Status
|
|
ClientProxy::SetConfig(const std::string& node_name, const std::string& value) const {
|
|
try {
|
|
std::string dummy;
|
|
return client_ptr_->Cmd(dummy, "set_config " + node_name + " " + value);
|
|
} catch (std::exception& ex) {
|
|
return Status(StatusCode::UnknownError, "Fail to set config: " + node_name);
|
|
}
|
|
}
|
|
|
|
|
|
} // namespace milvus
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