9 Technical guidelines¶
This section contains some more in-depth technical guidelines for Rmosek package, not strictly necessary for basic use of MOSEK.
The interior-point and mixed-integer optimizers in MOSEK are parallelized. By default MOSEK will automatically select the number of threads. However, the maximum number of threads allowed can be changed by setting the parameter
MSK_IPAR_NUM_THREADS and related parameters. This should never exceed the number of cores. See Sec. 12 (Optimizers) and Sec. 12.4 (The Optimizer for Mixed-integer Problems) for more details.
The speed-up obtained when using multiple threads is highly problem and hardware dependent. We recommend experimenting with various thread numbers to determine the optimal settings. For small problems using multiple threads may be counter-productive because of the associated overhead.
By default the optimizer is run-to-run deterministic, which means that it will return the same answer each time it is run on the same machine with the same input, the same parameter settings (including number of threads) and no time limits.
Setting the number of threads
The number of threads the optimizer uses can be changed with the parameter
For conic problems (when the conic optimizer is used) the value set at the first optimization will remain fixed through the lifetime of the process. The thread pool will be reserved once for all and subsequent changes to
MSK_IPAR_NUM_THREADS will have no effect. The only possibility at that point is to switch between multi-threaded and single-threaded interior-point optimization using the parameter
9.2 Parallel optimization Using the The Multicore Package¶
The multicore package works by copying the full memory state of the R session to new processes. While this seems like a large overhead, in practice, the copy is delayed until modification assuring a smooth parallel execution. The downside is that this low-level memory state copy is not safe for all types of resources. As an example, parallel interactions with the GUI or on-screen devices can cause the R session to crash. It is thus recommended only to use the multicore package in console R.
In the Rmosek package a license is an externally acquired resource, and attempts to simply copy the memory state of this resource will provoke a session crash. Thus, licenses should always be released before the time of parallelization.
mosek_clean() before a parallelizing operator. Failure to do so is likely to provoke session crashes.
A consequence of this is that each new process will be using a separate license. That is, your license system should allow as many licenses to be checked out simultaneously, as many parallel optimizations you want to run. Please note that unlimited academic and commercial licenses are available at MOSEK.
9.3 The license system¶
MOSEK is a commercial product that always needs a valid license to work. MOSEK uses a third party license manager to implement license checking. The number of license tokens provided determines the number of optimizations that can be run simultaneously.
By default a license token remains checked out from the first optimization until the end of the MOSEK session, i.e.
a license token is checked out when
mosekis called the first time and
it is returned when R is terminated, or
Starting the optimization when no license tokens are available will result in an error.
Default behaviour of the license system can be changed in several ways:
Setting the parameter
MSK_IPAR_LICENSE_WAITwill force MOSEK to wait until a license token becomes available instead of returning with an error.
The license can be manually released by calling