com.tencent.angel.client.AngelPSClient Maven / Gradle / Ivy
/*
* Tencent is pleased to support the open source community by making Angel available.
*
* Copyright (C) 2017-2018 THL A29 Limited, a Tencent company. 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
*
* https://opensource.org/licenses/Apache-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.
*
*/
package com.tencent.angel.client;
import com.tencent.angel.RunningMode;
import com.tencent.angel.conf.AngelConf;
import com.tencent.angel.exception.AngelException;
import com.tencent.angel.exception.InvalidParameterException;
import com.tencent.angel.ml.matrix.MatrixContext;
import com.tencent.angel.model.ModelLoadContext;
import com.tencent.angel.model.ModelSaveContext;
import com.tencent.angel.utils.ConfUtils;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
/**
* A simple angel client used for a third party computing system. Angel support ps service running
* mode, which can provide ParameterServer service for any third party computing systems.
*/
public class AngelPSClient {
private static final Log LOG = LogFactory.getLog(AngelPSClient.class);
private static final String angelSysConfFile = "angel-site.xml";
private final Configuration conf;
private final AngelClient client;
public AngelPSClient() throws InvalidParameterException {
conf = new Configuration();
loadSysConfig();
client = AngelClientFactory.get(conf);
}
public AngelPSClient(Configuration conf) {
this.conf = conf;
client = AngelClientFactory.get(conf);
}
private void loadSysConfig() throws InvalidParameterException {
String angelHomePath = System.getenv("ANGEL_HOME");
if (angelHomePath == null) {
LOG.fatal("ANGEL_HOME is empty, please set it first");
throw new InvalidParameterException("ANGEL_HOME is empty, please set it first");
}
conf.addResource(new Path(angelHomePath + "/conf/" + angelSysConfFile));
LOG.info("load system config file success");
}
public AngelPSClient(PSStartUpConfig config) throws InvalidParameterException {
conf = new Configuration();
loadSysConfig();
conf.setInt(AngelConf.ANGEL_PS_NUMBER, config.getPsNum());
conf.setInt(AngelConf.ANGEL_PS_MEMORY_MB, config.getPsMemoryInMB());
conf.setInt(AngelConf.ANGEL_PS_CPU_VCORES, config.getPsVcoreNum());
conf.setInt(AngelConf.ANGEL_PSAGENT_NUMBER, config.getPsAgentNum());
conf.setInt(AngelConf.ANGEL_PSAGENT_MERMORY_MB, config.getPsAgentMemoryInMB());
conf.setInt(AngelConf.ANGEL_PSAGENT_CPU_VCORES, config.getPsAgentVcoreNum());
Map paramsMap = config.getConfig();
if (paramsMap != null && !paramsMap.isEmpty()) {
for (Entry entry : paramsMap.entrySet()) {
conf.set(entry.getKey(), entry.getValue());
}
}
client = AngelClientFactory.get(conf);
}
/**
* Start Angel ps
*
* @return Angel ps running context
* @throws AngelException
*/
public AngelContext startPS() throws AngelException {
// load user job resource files
String userResourceFiles = conf.get(AngelConf.ANGEL_APP_USER_RESOURCE_FILES);
LOG.info("userResourceFiles=" + userResourceFiles);
if (userResourceFiles != null) {
try {
ConfUtils.addResourceFiles(conf, userResourceFiles);
} catch (Throwable x) {
throw new AngelException(x);
}
}
int psNum = conf.getInt(AngelConf.ANGEL_PS_NUMBER, AngelConf.DEFAULT_ANGEL_PS_NUMBER);
if (psNum <= 0) {
throw new AngelException("Invalid parameter:Wrong ps number!");
}
conf.set(AngelConf.ANGEL_RUNNING_MODE, RunningMode.ANGEL_PS.toString());
client.addMatrix(new MatrixContext("init", 1, psNum, 1, 1));
client.startPSServer();
client.run();
return new AngelContext(client.getMasterLocation(), conf);
}
/**
* Add a matrix
*
* @param mContext matrix context
*/
public void addMatrix(MatrixContext mContext) throws AngelException {
client.addMatrix(mContext);
}
/**
* Create matrices
*
* @param matrixContexts matrix context
* @throws AngelException
*/
public void createMatrices(List matrixContexts) throws AngelException {
client.createMatrices(matrixContexts);
}
/**
* Save model to hdfs
*
* @param saveContext model save context
* @throws AngelException
*/
public void save(ModelSaveContext saveContext) throws AngelException {
client.save(saveContext);
}
public void load(ModelLoadContext loadContext) {
client.load(loadContext);
}
/**
* Stop Angel ps
*/
public void stopPS() {
try {
client.stop(0);
} catch (AngelException e) {
LOG.warn("stop ps failed.", e);
}
}
/**
* Kill Angel ps
*/
public void killPS() {
try {
client.stop();
} catch (AngelException e) {
LOG.warn("kill ps failed.", e);
}
}
}
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