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Merge pull request #1051 from jacquesqiao/add-pserver-util
Add ParameterServerController for parameter server python api
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/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve. | ||
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. */ | ||
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#include "ParameterServerController.h" | ||
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namespace paddle { | ||
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ParameterServerController::ParameterServerController( | ||
const ParameterServerConfig& config) { | ||
// round robin to load balance RDMA server ENGINE | ||
std::vector<std::string> devices; | ||
int rdmaCpu = 0; | ||
int onlineCpus = rdma::numCpus(); | ||
int numPorts = config.ports_num() + config.ports_num_for_sparse(); | ||
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if (config.nics().empty()) { | ||
parameterServers_.resize(numPorts); | ||
for (int i = 0; i < numPorts; ++i) { | ||
if (config.rdma_tcp() == "rdma") { | ||
parameterServers_[i].reset( | ||
new ParameterServer2(std::string(), config.port() + i, rdmaCpu++)); | ||
rdmaCpu = rdmaCpu % onlineCpus; | ||
} else { | ||
parameterServers_[i].reset( | ||
new ParameterServer2(std::string(), config.port() + i)); | ||
} | ||
CHECK(parameterServers_[i]->init()) << "Fail to initialize parameter " | ||
"server on port " | ||
<< config.port() + i; | ||
} | ||
} else { | ||
str::split(config.nics(), ',', &devices); | ||
parameterServers_.resize(devices.size() * numPorts); | ||
for (int i = 0; i < numPorts; ++i) { | ||
for (size_t j = 0; j < devices.size(); ++j) { | ||
if (config.rdma_tcp() == "rdma") { | ||
parameterServers_[i * devices.size() + j].reset(new ParameterServer2( | ||
getIpAddr(devices[j]), config.port() + i, rdmaCpu++)); | ||
rdmaCpu = rdmaCpu % onlineCpus; | ||
} else { | ||
parameterServers_[i * devices.size() + j].reset( | ||
new ParameterServer2(getIpAddr(devices[j]), config.port() + i)); | ||
} | ||
CHECK(parameterServers_[i * devices.size() + j]->init()) | ||
<< "Fail to initialize parameter server with device " << devices[j] | ||
<< config.port() + i; | ||
} | ||
} | ||
} | ||
} | ||
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ParameterServerController::~ParameterServerController() { this->wait(); } | ||
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ParameterServerController* ParameterServerController::createFromGflags() { | ||
ParameterServerConfig config; | ||
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config.set_nics(FLAGS_nics); | ||
config.set_rdma_tcp(FLAGS_rdma_tcp); | ||
config.set_port(FLAGS_port); | ||
config.set_ports_num(FLAGS_ports_num); | ||
config.set_ports_num_for_sparse(FLAGS_ports_num_for_sparse); | ||
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return create(config); | ||
} | ||
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ParameterServerController* ParameterServerController::create( | ||
const ParameterServerConfig& config) { | ||
return new ParameterServerController(config); | ||
} | ||
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void ParameterServerController::start() { | ||
LOG(INFO) << "number of parameterServer instances: " | ||
<< parameterServers_.size(); | ||
int i = 0; | ||
for (const auto& parameterServer : parameterServers_) { | ||
LOG(INFO) << "Starting parameterServer[" << i << "]"; | ||
parameterServer->start(); | ||
i++; | ||
} | ||
} | ||
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void ParameterServerController::wait() { | ||
int i = 0; | ||
for (const auto& parameterServer : parameterServers_) { | ||
LOG(INFO) << "Waiting parameterServer[" << i << "]"; | ||
parameterServer->join(); | ||
i++; | ||
} | ||
} | ||
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} // namespace paddle |
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/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve. | ||
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. */ | ||
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#pragma once | ||
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#include "ParameterServer2.h" | ||
#include "ParameterServerConfig.pb.h" | ||
#include "RDMANetwork.h" | ||
#include "paddle/utils/StringUtil.h" | ||
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namespace paddle { | ||
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/** | ||
* @brief ParameterServerController is used for create, init and manage multi | ||
* parameter server instances. The num of the instances is decided by port | ||
* num(the ports number for parameter send) and network devices configured | ||
* by gflags or proto. | ||
*/ | ||
class ParameterServerController final { | ||
public: | ||
DISABLE_COPY(ParameterServerController); | ||
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/** | ||
* @brief Ctor, Create a ParameterServerController from ParameterServerConfig. | ||
*/ | ||
explicit ParameterServerController(const ParameterServerConfig& config); | ||
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/** | ||
* @brief Dtor. | ||
*/ | ||
~ParameterServerController(); | ||
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/** | ||
* @brief create ParameterServerController from gflags, this is used for | ||
* compatibility with the old usage of configuration by gflags. | ||
*/ | ||
static ParameterServerController* createFromGflags(); | ||
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/** | ||
* @brief create ParameterServerController with ParameterServerConfig, remove | ||
* gflags from ParameterServer. Init all ParameterServer2 instances according | ||
* to | ||
* the config. | ||
*/ | ||
static ParameterServerController* create(const ParameterServerConfig& config); | ||
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/** | ||
* @brief start all ParameterServer2 instances in this | ||
* ParameterServerController. | ||
*/ | ||
void start(); | ||
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/** | ||
* @brief join and wait for all ParameterServer2 instances thread in this | ||
* ParameterServerController. | ||
*/ | ||
void wait(); | ||
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private: | ||
std::vector<std::unique_ptr<ParameterServer2>> parameterServers_; | ||
}; | ||
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} // namespace paddle |
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