// Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "paddle/fluid/distributed/ps/service/graph_brpc_client.h" #include #include #include #include #include #include #include "Eigen/Dense" #include "paddle/fluid/distributed/ps/service/brpc_ps_client.h" #include "paddle/fluid/distributed/ps/table/table.h" #include "paddle/fluid/framework/archive.h" #include "paddle/fluid/string/string_helper.h" namespace paddle { namespace distributed { void GraphPsService_Stub::service( ::google::protobuf::RpcController *controller, const ::paddle::distributed::PsRequestMessage *request, ::paddle::distributed::PsResponseMessage *response, ::google::protobuf::Closure *done) { if (graph_service != NULL && local_channel == channel()) { // VLOG(0)<<"use local"; task_pool->enqueue([this, controller, request, response, done]() -> int { this->graph_service->service(controller, request, response, done); return 0; }); } else { // VLOG(0)<<"use server"; PsService_Stub::service(controller, request, response, done); } } int GraphBrpcClient::get_server_index_by_id(int64_t id) { int shard_num = get_shard_num(); int shard_per_server = shard_num % server_size == 0 ? shard_num / server_size : shard_num / server_size + 1; return id % shard_num / shard_per_server; } std::future GraphBrpcClient::get_node_feat( const uint32_t &table_id, int idx_, const std::vector &node_ids, const std::vector &feature_names, std::vector> &res) { std::vector request2server; std::vector server2request(server_size, -1); for (size_t query_idx = 0; query_idx < node_ids.size(); ++query_idx) { int server_index = get_server_index_by_id(node_ids[query_idx]); if (server2request[server_index] == -1) { server2request[server_index] = request2server.size(); request2server.push_back(server_index); } } size_t request_call_num = request2server.size(); std::vector> node_id_buckets(request_call_num); std::vector> query_idx_buckets(request_call_num); for (size_t query_idx = 0; query_idx < node_ids.size(); ++query_idx) { int server_index = get_server_index_by_id(node_ids[query_idx]); int request_idx = server2request[server_index]; node_id_buckets[request_idx].push_back(node_ids[query_idx]); query_idx_buckets[request_idx].push_back(query_idx); } DownpourBrpcClosure *closure = new DownpourBrpcClosure( request_call_num, [&, node_id_buckets, query_idx_buckets, request_call_num](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; size_t fail_num = 0; for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { if (closure->check_response(request_idx, PS_GRAPH_GET_NODE_FEAT) != 0) { ++fail_num; } else { auto &res_io_buffer = closure->cntl(request_idx)->response_attachment(); butil::IOBufBytesIterator io_buffer_itr(res_io_buffer); size_t bytes_size = io_buffer_itr.bytes_left(); std::unique_ptr buffer_wrapper(new char[bytes_size]); char *buffer = buffer_wrapper.get(); io_buffer_itr.copy_and_forward((void *)(buffer), bytes_size); for (size_t feat_idx = 0; feat_idx < feature_names.size(); ++feat_idx) { for (size_t node_idx = 0; node_idx < query_idx_buckets.at(request_idx).size(); ++node_idx) { int query_idx = query_idx_buckets.at(request_idx).at(node_idx); size_t feat_len = *(size_t *)(buffer); buffer += sizeof(size_t); auto feature = std::string(buffer, feat_len); res[feat_idx][query_idx] = feature; buffer += feat_len; } } } if (fail_num == request_call_num) { ret = -1; } } closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { int server_index = request2server[request_idx]; closure->request(request_idx)->set_cmd_id(PS_GRAPH_GET_NODE_FEAT); closure->request(request_idx)->set_table_id(table_id); closure->request(request_idx)->set_client_id(_client_id); size_t node_num = node_id_buckets[request_idx].size(); closure->request(request_idx)->add_params((char *)&idx_, sizeof(int)); closure->request(request_idx) ->add_params((char *)node_id_buckets[request_idx].data(), sizeof(int64_t) * node_num); std::string joint_feature_name = paddle::string::join_strings(feature_names, '\t'); closure->request(request_idx) ->add_params(joint_feature_name.c_str(), joint_feature_name.size()); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(request_idx)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(request_idx), closure->request(request_idx), closure->response(request_idx), closure); } return fut; } std::future GraphBrpcClient::clear_nodes(uint32_t table_id, int type_id, int idx_) { DownpourBrpcClosure *closure = new DownpourBrpcClosure( server_size, [&, server_size = this->server_size](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; size_t fail_num = 0; for (size_t request_idx = 0; request_idx < server_size; ++request_idx) { if (closure->check_response(request_idx, PS_GRAPH_CLEAR) != 0) { ++fail_num; break; } } ret = fail_num == 0 ? 0 : -1; closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); for (size_t i = 0; i < server_size; i++) { int server_index = i; closure->request(server_index)->set_cmd_id(PS_GRAPH_CLEAR); closure->request(server_index)->set_table_id(table_id); closure->request(server_index)->set_client_id(_client_id); closure->request(server_index)->add_params((char *)&type_id, sizeof(int)); closure->request(server_index)->add_params((char *)&idx_, sizeof(int)); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(server_index)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(server_index), closure->request(server_index), closure->response(server_index), closure); } return fut; } std::future GraphBrpcClient::add_graph_node( uint32_t table_id, int idx_, std::vector &node_id_list, std::vector &is_weighted_list) { std::vector> request_bucket; std::vector> is_weighted_bucket; bool add_weight = is_weighted_list.size() > 0; std::vector server_index_arr; std::vector index_mapping(server_size, -1); for (size_t query_idx = 0; query_idx < node_id_list.size(); ++query_idx) { int server_index = get_server_index_by_id(node_id_list[query_idx]); if (index_mapping[server_index] == -1) { index_mapping[server_index] = request_bucket.size(); server_index_arr.push_back(server_index); request_bucket.push_back(std::vector()); if (add_weight) is_weighted_bucket.push_back(std::vector()); } request_bucket[index_mapping[server_index]].push_back( node_id_list[query_idx]); if (add_weight) is_weighted_bucket[index_mapping[server_index]].push_back( query_idx < is_weighted_list.size() ? is_weighted_list[query_idx] : false); } size_t request_call_num = request_bucket.size(); DownpourBrpcClosure *closure = new DownpourBrpcClosure( request_call_num, [&, request_call_num](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; size_t fail_num = 0; for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { if (closure->check_response(request_idx, PS_GRAPH_ADD_GRAPH_NODE) != 0) { ++fail_num; } } ret = fail_num == request_call_num ? -1 : 0; closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { int server_index = server_index_arr[request_idx]; closure->request(request_idx)->set_cmd_id(PS_GRAPH_ADD_GRAPH_NODE); closure->request(request_idx)->set_table_id(table_id); closure->request(request_idx)->set_client_id(_client_id); size_t node_num = request_bucket[request_idx].size(); closure->request(request_idx)->add_params((char *)&idx_, sizeof(int)); closure->request(request_idx) ->add_params((char *)request_bucket[request_idx].data(), sizeof(int64_t) * node_num); if (add_weight) { bool weighted[is_weighted_bucket[request_idx].size() + 1]; for (size_t j = 0; j < is_weighted_bucket[request_idx].size(); j++) weighted[j] = is_weighted_bucket[request_idx][j]; closure->request(request_idx) ->add_params((char *)weighted, sizeof(bool) * is_weighted_bucket[request_idx].size()); } // PsService_Stub rpc_stub(GetCmdChannel(server_index)); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(request_idx)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(request_idx), closure->request(request_idx), closure->response(request_idx), closure); } return fut; } std::future GraphBrpcClient::remove_graph_node( uint32_t table_id, int idx_, std::vector &node_id_list) { std::vector> request_bucket; std::vector server_index_arr; std::vector index_mapping(server_size, -1); for (size_t query_idx = 0; query_idx < node_id_list.size(); ++query_idx) { int server_index = get_server_index_by_id(node_id_list[query_idx]); if (index_mapping[server_index] == -1) { index_mapping[server_index] = request_bucket.size(); server_index_arr.push_back(server_index); request_bucket.push_back(std::vector()); } request_bucket[index_mapping[server_index]].push_back( node_id_list[query_idx]); } size_t request_call_num = request_bucket.size(); DownpourBrpcClosure *closure = new DownpourBrpcClosure( request_call_num, [&, request_call_num](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; size_t fail_num = 0; for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { if (closure->check_response(request_idx, PS_GRAPH_REMOVE_GRAPH_NODE) != 0) { ++fail_num; } } ret = fail_num == request_call_num ? -1 : 0; closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { int server_index = server_index_arr[request_idx]; closure->request(request_idx)->set_cmd_id(PS_GRAPH_REMOVE_GRAPH_NODE); closure->request(request_idx)->set_table_id(table_id); closure->request(request_idx)->set_client_id(_client_id); size_t node_num = request_bucket[request_idx].size(); closure->request(request_idx)->add_params((char *)&idx_, sizeof(int)); closure->request(request_idx) ->add_params((char *)request_bucket[request_idx].data(), sizeof(int64_t) * node_num); // PsService_Stub rpc_stub(GetCmdChannel(server_index)); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(request_idx)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(request_idx), closure->request(request_idx), closure->response(request_idx), closure); } return fut; } // char* &buffer,int &actual_size std::future GraphBrpcClient::batch_sample_neighbors( uint32_t table_id, int idx_, std::vector node_ids, int sample_size, // std::vector>> &res, std::vector> &res, std::vector> &res_weight, bool need_weight, int server_index) { if (server_index != -1) { res.resize(node_ids.size()); if (need_weight) { res_weight.resize(node_ids.size()); } DownpourBrpcClosure *closure = new DownpourBrpcClosure(1, [&](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; if (closure->check_response(0, PS_GRAPH_SAMPLE_NODES_FROM_ONE_SERVER) != 0) { ret = -1; } else { auto &res_io_buffer = closure->cntl(0)->response_attachment(); butil::IOBufBytesIterator io_buffer_itr(res_io_buffer); size_t bytes_size = io_buffer_itr.bytes_left(); std::unique_ptr buffer_wrapper(new char[bytes_size]); char *buffer = buffer_wrapper.get(); io_buffer_itr.copy_and_forward((void *)(buffer), bytes_size); size_t node_num = *(size_t *)buffer; int *actual_sizes = (int *)(buffer + sizeof(size_t)); char *node_buffer = buffer + sizeof(size_t) + sizeof(int) * node_num; int offset = 0; for (size_t node_idx = 0; node_idx < node_num; ++node_idx) { int actual_size = actual_sizes[node_idx]; int start = 0; while (start < actual_size) { res[node_idx].emplace_back( *(int64_t *)(node_buffer + offset + start)); start += GraphNode::id_size; if (need_weight) { res_weight[node_idx].emplace_back( *(float *)(node_buffer + offset + start)); start += GraphNode::weight_size; } } offset += actual_size; } } closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); ; closure->request(0)->set_cmd_id(PS_GRAPH_SAMPLE_NODES_FROM_ONE_SERVER); closure->request(0)->set_table_id(table_id); closure->request(0)->set_client_id(_client_id); closure->request(0)->add_params((char *)&idx_, sizeof(int)); closure->request(0)->add_params((char *)node_ids.data(), sizeof(int64_t) * node_ids.size()); closure->request(0)->add_params((char *)&sample_size, sizeof(int)); closure->request(0)->add_params((char *)&need_weight, sizeof(bool)); ; // PsService_Stub rpc_stub(GetCmdChannel(server_index)); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(0)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(0), closure->request(0), closure->response(0), closure); return fut; } std::vector request2server; std::vector server2request(server_size, -1); res.clear(); res_weight.clear(); for (size_t query_idx = 0; query_idx < node_ids.size(); ++query_idx) { int server_index = get_server_index_by_id(node_ids[query_idx]); if (server2request[server_index] == -1) { server2request[server_index] = request2server.size(); request2server.push_back(server_index); } // res.push_back(std::vector>()); res.push_back({}); if (need_weight) { res_weight.push_back({}); } } size_t request_call_num = request2server.size(); std::vector> node_id_buckets(request_call_num); std::vector> query_idx_buckets(request_call_num); for (size_t query_idx = 0; query_idx < node_ids.size(); ++query_idx) { int server_index = get_server_index_by_id(node_ids[query_idx]); int request_idx = server2request[server_index]; node_id_buckets[request_idx].push_back(node_ids[query_idx]); query_idx_buckets[request_idx].push_back(query_idx); } DownpourBrpcClosure *closure = new DownpourBrpcClosure( request_call_num, [&, node_id_buckets, query_idx_buckets, request_call_num](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; size_t fail_num = 0; for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { if (closure->check_response(request_idx, PS_GRAPH_SAMPLE_NEIGHBORS) != 0) { ++fail_num; } else { auto &res_io_buffer = closure->cntl(request_idx)->response_attachment(); butil::IOBufBytesIterator io_buffer_itr(res_io_buffer); size_t bytes_size = io_buffer_itr.bytes_left(); std::unique_ptr buffer_wrapper(new char[bytes_size]); char *buffer = buffer_wrapper.get(); io_buffer_itr.copy_and_forward((void *)(buffer), bytes_size); size_t node_num = *(size_t *)buffer; int *actual_sizes = (int *)(buffer + sizeof(size_t)); char *node_buffer = buffer + sizeof(size_t) + sizeof(int) * node_num; int offset = 0; for (size_t node_idx = 0; node_idx < node_num; ++node_idx) { int query_idx = query_idx_buckets.at(request_idx).at(node_idx); int actual_size = actual_sizes[node_idx]; int start = 0; while (start < actual_size) { res[query_idx].emplace_back( *(int64_t *)(node_buffer + offset + start)); start += GraphNode::id_size; if (need_weight) { res_weight[query_idx].emplace_back( *(float *)(node_buffer + offset + start)); start += GraphNode::weight_size; } } offset += actual_size; } } if (fail_num == request_call_num) { ret = -1; } } closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { int server_index = request2server[request_idx]; closure->request(request_idx)->set_cmd_id(PS_GRAPH_SAMPLE_NEIGHBORS); closure->request(request_idx)->set_table_id(table_id); closure->request(request_idx)->set_client_id(_client_id); size_t node_num = node_id_buckets[request_idx].size(); closure->request(request_idx)->add_params((char *)&idx_, sizeof(int)); closure->request(request_idx) ->add_params((char *)node_id_buckets[request_idx].data(), sizeof(int64_t) * node_num); closure->request(request_idx) ->add_params((char *)&sample_size, sizeof(int)); closure->request(request_idx) ->add_params((char *)&need_weight, sizeof(bool)); // PsService_Stub rpc_stub(GetCmdChannel(server_index)); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(request_idx)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(request_idx), closure->request(request_idx), closure->response(request_idx), closure); } return fut; } std::future GraphBrpcClient::random_sample_nodes( uint32_t table_id, int type_id, int idx_, int server_index, int sample_size, std::vector &ids) { DownpourBrpcClosure *closure = new DownpourBrpcClosure(1, [&](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; if (closure->check_response(0, PS_GRAPH_SAMPLE_NODES) != 0) { ret = -1; } else { auto &res_io_buffer = closure->cntl(0)->response_attachment(); butil::IOBufBytesIterator io_buffer_itr(res_io_buffer); size_t bytes_size = io_buffer_itr.bytes_left(); char *buffer = new char[bytes_size]; size_t index = 0; while (index < bytes_size) { ids.push_back(*(int64_t *)(buffer + index)); index += GraphNode::id_size; } delete[] buffer; } closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); ; closure->request(0)->set_cmd_id(PS_GRAPH_SAMPLE_NODES); closure->request(0)->set_table_id(table_id); closure->request(0)->set_client_id(_client_id); closure->request(0)->add_params((char *)&type_id, sizeof(int)); closure->request(0)->add_params((char *)&idx_, sizeof(int)); closure->request(0)->add_params((char *)&sample_size, sizeof(int)); ; // PsService_Stub rpc_stub(GetCmdChannel(server_index)); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(0)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(0), closure->request(0), closure->response(0), closure); return fut; } std::future GraphBrpcClient::pull_graph_list( uint32_t table_id, int type_id, int idx_, int server_index, int start, int size, int step, std::vector &res) { DownpourBrpcClosure *closure = new DownpourBrpcClosure(1, [&](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; if (closure->check_response(0, PS_PULL_GRAPH_LIST) != 0) { ret = -1; } else { auto &res_io_buffer = closure->cntl(0)->response_attachment(); butil::IOBufBytesIterator io_buffer_itr(res_io_buffer); size_t bytes_size = io_buffer_itr.bytes_left(); char *buffer = new char[bytes_size]; io_buffer_itr.copy_and_forward((void *)(buffer), bytes_size); size_t index = 0; while (index < bytes_size) { FeatureNode node; node.recover_from_buffer(buffer + index); index += node.get_size(false); res.push_back(node); } delete[] buffer; } closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); closure->request(0)->set_cmd_id(PS_PULL_GRAPH_LIST); closure->request(0)->set_table_id(table_id); closure->request(0)->set_client_id(_client_id); closure->request(0)->add_params((char *)&type_id, sizeof(int)); closure->request(0)->add_params((char *)&idx_, sizeof(int)); closure->request(0)->add_params((char *)&start, sizeof(int)); closure->request(0)->add_params((char *)&size, sizeof(int)); closure->request(0)->add_params((char *)&step, sizeof(int)); // PsService_Stub rpc_stub(GetCmdChannel(server_index)); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(0)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(0), closure->request(0), closure->response(0), closure); return fut; } std::future GraphBrpcClient::set_node_feat( const uint32_t &table_id, int idx_, const std::vector &node_ids, const std::vector &feature_names, const std::vector> &features) { std::vector request2server; std::vector server2request(server_size, -1); for (size_t query_idx = 0; query_idx < node_ids.size(); ++query_idx) { int server_index = get_server_index_by_id(node_ids[query_idx]); if (server2request[server_index] == -1) { server2request[server_index] = request2server.size(); request2server.push_back(server_index); } } size_t request_call_num = request2server.size(); std::vector> node_id_buckets(request_call_num); std::vector> query_idx_buckets(request_call_num); std::vector>> features_idx_buckets( request_call_num); for (size_t query_idx = 0; query_idx < node_ids.size(); ++query_idx) { int server_index = get_server_index_by_id(node_ids[query_idx]); int request_idx = server2request[server_index]; node_id_buckets[request_idx].push_back(node_ids[query_idx]); query_idx_buckets[request_idx].push_back(query_idx); if (features_idx_buckets[request_idx].size() == 0) { features_idx_buckets[request_idx].resize(feature_names.size()); } for (size_t feat_idx = 0; feat_idx < feature_names.size(); ++feat_idx) { features_idx_buckets[request_idx][feat_idx].push_back( features[feat_idx][query_idx]); } } DownpourBrpcClosure *closure = new DownpourBrpcClosure( request_call_num, [&, node_id_buckets, query_idx_buckets, request_call_num](void *done) { int ret = 0; auto *closure = (DownpourBrpcClosure *)done; size_t fail_num = 0; for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { if (closure->check_response(request_idx, PS_GRAPH_SET_NODE_FEAT) != 0) { ++fail_num; } if (fail_num == request_call_num) { ret = -1; } } closure->set_promise_value(ret); }); auto promise = std::make_shared>(); closure->add_promise(promise); std::future fut = promise->get_future(); for (size_t request_idx = 0; request_idx < request_call_num; ++request_idx) { int server_index = request2server[request_idx]; closure->request(request_idx)->set_cmd_id(PS_GRAPH_SET_NODE_FEAT); closure->request(request_idx)->set_table_id(table_id); closure->request(request_idx)->set_client_id(_client_id); size_t node_num = node_id_buckets[request_idx].size(); closure->request(request_idx)->add_params((char *)&idx_, sizeof(int)); closure->request(request_idx) ->add_params((char *)node_id_buckets[request_idx].data(), sizeof(int64_t) * node_num); std::string joint_feature_name = paddle::string::join_strings(feature_names, '\t'); closure->request(request_idx) ->add_params(joint_feature_name.c_str(), joint_feature_name.size()); // set features std::string set_feature = ""; for (size_t feat_idx = 0; feat_idx < feature_names.size(); ++feat_idx) { for (size_t node_idx = 0; node_idx < node_num; ++node_idx) { size_t feat_len = features_idx_buckets[request_idx][feat_idx][node_idx].size(); set_feature.append((char *)&feat_len, sizeof(size_t)); set_feature.append( features_idx_buckets[request_idx][feat_idx][node_idx].data(), feat_len); } } closure->request(request_idx) ->add_params(set_feature.c_str(), set_feature.size()); GraphPsService_Stub rpc_stub = getServiceStub(GetCmdChannel(server_index)); closure->cntl(request_idx)->set_log_id(butil::gettimeofday_ms()); rpc_stub.service(closure->cntl(request_idx), closure->request(request_idx), closure->response(request_idx), closure); } return fut; } int32_t GraphBrpcClient::Initialize() { // set_shard_num(_config.shard_num()); BrpcPsClient::Initialize(); server_size = GetServerNums(); graph_service = NULL; local_channel = NULL; return 0; } } // namespace distributed } // namespace paddle