Overview
MPI stands for Message Passing Interface. The MPI standard is defined by the Message Passing Interface Forum. The standard defines the interface for a set of functions that can be used to pass messages between processes on the same computer or on different computers. MPI can be used to program shared memory or distributed memory computers. There is a large number of implementations of MPI from various computer vendors and academic groups. MPI is supported on the HPC clusters.
MPI On the HPC System
MPI is a standard that describes the behavior of a library.  It is intended to be used with compiled languages (C/C++/Fortran).  Several implementations of this standard exist.  UVA HPC supports OpenMPI for all our compilers and IntelMPI for the Intel compiler.   MPI can also be used with the interpreted languages R and Python through packages that link to an implementation; on the HPC system these languages use OpenMPI.
Selecting Compiler and Implementation
An MPI implementation must be built with a specific compiler. Consequently, only compilers for which MPI has been prepared can be used with it. All versions of the Intel compiler will have a corresponding IntelMPI. For OpenMPI run
module spider openmpi
This will respond with the versions of OpenMPI available. To see which version goes with which compiler, run
module spider openmpi/<version>
For example:
module spider 
Example output:
You will need to load all module(s) on any one of the lines below before the
"" module is available to load.
   gcc/11.4.0
This shows that OpenMPI version  is available for gcc 11.4.0.
Once a choice of compiler and MPI implementation have been made, the modules must be loaded.  First load the compiler, then the MPI.  For instance, to use OpenMPI with gcc 11.4.0, run
module load gcc/11.4.0
module load openmpi
To load the Intel compiler version and its IntelMPI version, run
module load intel
However, for Intel 18.0, run:
module load intel/18.0
module load intelmpi/18.0
It is also possible to combine these into one line, as long as the compiler is specified first (this can result in errors if you are not using the default compiler, however)
module load gcc openmpi
For a detailed description of building and running MPI codes on the HPC system, please see our HowTo.
**Available MPI library modules**
  
    
      
      
      
      
      
      
        | Module | 
        Category | 
        Description | 
      
    
    
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
            
            
            
              
                | aocc | 
              
              compiler  | 
              AMD Optimized C/C++ & Fortran compilers (AOCC) based on LLVM | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
            
            
            
              
                | gcc | 
              
              compiler  | 
              The GNU Compiler Collection includes front ends for C, C++, Objective-C, Fortran, Java, and Ada,
 as well as libraries for these languages (libstdc++, libgcj,...). | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
            
            
            
              
                | ghc | 
              
              compiler  | 
              The Glorious/Glasgow Haskell Compiler | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
            
            
            
              
                | go | 
              
              compiler  | 
              Go is an open source programming language that makes it easy to build
 simple, reliable, and efficient software. | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
            
            
            
              
                | impi | 
              
              mpi  | 
              Intel MPI Library, compatible with MPICH ABI | 
            
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
            
            
            
              
                | intel-compilers | 
              
              compiler  | 
              Intel C, C++ & Fortran compilers | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
            
            
            
              
                | intelmpi | 
              
              mpi  | 
              IntelMPI from Intel. | 
            
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
            
            
            
              
                | llvm | 
              
              compiler  | 
              The LLVM Core libraries provide a modern source- and target-independent
optimizer, along with code generation support for many popular CPUs
(as well as some less common ones!) These libraries are built around a well
specified code representation known as the LLVM intermediate representation
("LLVM IR"). The LLVM Core libraries are well documented, and it is
particularly easy to invent your own language (or port an existing compiler)
to use LLVM as an optimizer and code generator.
 | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
            
            
            
              
                | mvapich2 | 
              
              mpi  | 
              The MVAPICH2 software, based on MPI 3.1 standard, delivers the best performance, scalability and fault tolerance for high-end computing systems and servers using InfiniBand, Omni-Path, Ethernet/iWARP, and RoCE networking technologies. | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
            
            
            
              
                | nvhpc | 
              
              compiler  | 
              C, C++ and Fortran compilers included with the NVIDIA HPC SDK (previously: PGI) | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
            
            
            
              
                | ocaml | 
              
              compiler  | 
              OCaml is an industrial-strength programming language supporting functional, imperative and object-oriented styles | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
            
            
            
              
                | openmpi | 
              
              mpi  | 
              The Open MPI Project is an open source MPI-3 implementation. | 
            
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
          
            
          
        
        
          
          
        
      
        
        
        
        
        
          
            
          
        
          
            
          
        
        
          
          
        
      
    
  
Example Slurm Scripts
This example is a Slurm job command file to run a parallel (MPI) job using the OpenMPI implementation:
#!/bin/bash
#SBATCH --nodes=2
#SBATCH --ntasks-per-node=40
#SBATCH --time=12:00:00
#SBATCH --output=output_filename
#SBATCH --partition=parallel
#SBATCH -A mygroup
module load gcc
module load openmpi
mpirun ./parallel_executable
 
In this example, the Slurm job file is requesting two nodes with sixteen tasks per node for a total of 32 processes.  Both OpenMPI and IntelMPI are able to obtain the number of processes and the host list from Slurm, so these are not specified.  In general, MPI jobs should use all of a node, but some codes cannot be distributed in that manner so we are showing a more general example here.
Slurm can also place the job freely if the directives specify only the number of tasks. In this case do not specify a node count.  This is not generally recommended, however, as it can have a significant negative impact on performance.
#!/bin/bash
#SBATCH -N 2
#SBATCH --ntasks=8
#SBATCH --time=12:00:00
#SBATCH --output=output_filename
#SBATCH --partition=parallel 
#SBATCH -A mygroup
module load gcc
module load openmpi
mpirun ./parallel_executable
 
Example: MPI over an odd number of tasks
#!/bin/bash
#SBATCH --ntasks=97
#SBATCH --nodes=5
#SBATCH --ntasks-per-node=20
#SBATCH --time=12:00:00
#SBATCH --output=output_filename
#SBATCH --partition=parallel 
#SBATCH -A mygroup
module load gcc
module load openmpi
mpirun ./parallel_executable
 
MPI with OpenMP
The following example runs a total of 32 MPI processes, 8 on each node, with each task using 5 cores for threading.  The total number of cores utilized is thus 160.
#!/bin/bash
#SBATCH --nodes=4
#SBATCH --ntasks-per-node=4
#SBATCH --cpus-per-task=5
#SBATCH --time=12:00:00
#SBATCH --output=output_filename
#SBATCH --partition=parallel
#SBATCH -A mygroup
module load gcc openmpi
export OMP_NUM_THREADS=$SLURM_CPUS_PER_TASK
mpirun ./hybrid_executable