Collective Communication with MPI

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Presentation transcript:

Collective Communication with MPI Hector Urtubia

Introduction Collective communication is a communication pattern that involves all processes in a communicator. For collective communication, important optimizations can be done. The MPI API defines some common collective communications functions.

Frequently Used Collective Operations Broadcast. One process transmits to others. Reduce Many processes transmit to one. Scatter Distributes data among processes. Gather Gathers data stored in many processes.

Broadcast Is a communication pattern where a single process transmits the same data to many processes. int MPI_Bcast(void* message, int count, MPI_Datatype datatype, int root, MPI_Comm comm);

Reduce Collective communication where all processes contribute data and is combined using a binary operation. int MPI_Reduce(void* operand, void* result, int count, MPI_Datatype datatype, MPI_Op operator, int root, MPI_Comm comm);

Reduce (cont) Reduction operations: MPI_MAX Maximum MPI_MIN Minimum MPI_SUM Sum MPI_PROD Product MPI_LAND Logical and MPI_BAND Bitwise and MPI_LOR Logical or MPI_BOR Bitwise or MPI_LXOR Logical exclusive or MPI_BXOR Bitwise exclusive or MPI_MAXLOC Maximum and location of maximum MPI_MINLOC Minimum and location of minimum

Examples for reduce and Broadcast

Gather Collects data from each process in a communicator. MPI_Gather(void* send_data, /* data to be sent */ int send_count, MPI_Datatype recv_type, void *recv_data, int recv_count, int root, /* root process */ MPI_Comm comm); /*communicator*/

Scatter It splits the data on one process and distributes it to all the other processes. int MPI_Scatter(void *send_data, int send_count, MPI_Datatype send_type, void* recv_data, int recv_count, MPI_Datatype recv_type, int root, MPI_Comm communicator);

Example of Gather and Scatter