7.8 MOSEK OptServer¶
MOSEK provides an easy way to offload optimization problem to a remote server. This section demonstrates related functionalities from the client side, i.e. sending optimization tasks to the remote server and retrieving solutions.
Setting up and configuring the remote server is described in a separate manual for the OptServer.
The URL
of the remote server required in all client-side calls should be a string of the form http://host:port
or https://host:port
.
7.8.1 Synchronous Remote Optimization¶
In synchronous mode the client sends an optimization problem to the server and blocks, waiting for the optimization to end. Once the result has been received, the program can continue. This is the simplest mode all it takes is to provide the address of the server before starting optimization. The rest of the code remains untouched.
Note that it is impossible to recover the job in case of a broken connection.
Source code example
using System;
namespace mosek.example
{
class msgclass : mosek.Stream
{
public override void streamCB (string msg)
{
Console.Write ("{0}", msg);
}
}
public class simple
{
public static void Main (string[] args)
{
if (args.Length == 0)
{
Console.WriteLine ("Missing arguments, syntax is:");
Console.WriteLine (" opt_server_sync inputfile addr [certpath]");
}
else
{
String inputfile = args[0];
String addr = args[1];
String cert = args.Length < 3 ? null : args[2];
using (mosek.Task task = new mosek.Task())
{
task.set_Stream (mosek.streamtype.log, new msgclass ());
// Load some data into the task
task.readdata (inputfile);
// Set OptServer URL
task.putoptserverhost(addr);
// Path to certificate, if any
if (cert != null)
task.putstrparam(sparam.remote_tls_cert_path, cert);
// Optimize remotely, no access token
mosek.rescode trm = task.optimize ();
task.solutionsummary (mosek.streamtype.log);
}
}
}
}
}
7.8.2 Asynchronous Remote Optimization¶
In asynchronous mode the client sends a job to the remote server and the execution of the client code continues. In particular, it is the client’s responsibility to periodically check the optimization status and, when ready, fetch the results. The client can also interrupt optimization. The most relevant methods are:
Task.asyncoptimize
: Offload the optimization task to a solver server.Task.asyncpoll
: Request information about the status of the remote job.Task.asyncgetresult
: Request the results from a completed remote job.Task.asyncstop
: Terminate a remote job.
Source code example
In the example below the program enters in a polling loop that regularly checks whether the result of the optimization is available.
using System;
using System.Threading;
namespace mosek.example
{
class msgclass : mosek.Stream
{
public override void streamCB (string msg)
{
Console.Write ("{0}", msg);
}
}
public class opt_server_async
{
public static void Main (string[] args)
{
if (args.Length == 0) {
Console.WriteLine ("Missing argument, syntax is:");
Console.WriteLine (" opt_server inputfile host:port numpolls [cert]");
}
else {
string inputfile = args[0];
string addr = args[1];
int numpolls = Convert.ToInt32(args[2]);
String cert = args.Length < 4 ? null : args[3];
string token;
using (mosek.Task task = new mosek.Task())
{
task.readdata (inputfile);
if (cert != null)
task.putstrparam(sparam.remote_tls_cert_path,cert);
token = task.asyncoptimize (addr,"");
}
using (mosek.Task task = new mosek.Task())
{
task.readdata (inputfile);
if (cert != null)
task.putstrparam(sparam.remote_tls_cert_path,cert);
task.set_Stream (mosek.streamtype.log, new msgclass ());
Console.WriteLine("Starting polling loop...");
int i = 0;
while ( true )
{
Thread.Sleep(500);
Console.WriteLine("poll {0}...\n", i);
mosek.rescode resp, trm;
bool respavailable;
respavailable = task.asyncpoll(addr, "", token, out resp, out trm);
Console.WriteLine("polling done");
if (respavailable)
{
Console.WriteLine("solution available!");
respavailable = task.asyncgetresult(addr, "", token, out resp, out trm);
task.solutionsummary (mosek.streamtype.log);
break;
}
if (i == numpolls)
{
Console.WriteLine("max num polls reached, stopping host.");
task.asyncstop (addr,"", token);
break;
}
i++;
}
}
}
}
}
}