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NAME

       mpi4py - MPI for Python

       Author Lisandro Dalcin

       Contact
              dalcinl@gmail.com

       Date   March 15, 2025

   Abstract
       MPI for Python provides Python bindings for the Message Passing Interface (MPI) standard, allowing Python
       applications to exploit multiple processors on workstations, clusters and supercomputers.

       This  package  builds  on  the MPI specification and provides an object oriented interface resembling the
       MPI-2 C++ bindings. It supports point-to-point (sends, receives) and  collective  (broadcasts,  scatters,
       gathers)  communication  of  any  picklable  Python  object, as well as efficient communication of Python
       objects exposing the Python buffer  interface  (e.g.  NumPy  arrays  and  builtin  bytes/array/memoryview
       objects).

INTRODUCTION

       Over  the  last  years,  high  performance  computing  has  become  an  affordable  resource to many more
       researchers in the scientific community than ever before. The conjunction of quality open source software
       and commodity hardware strongly influenced the now widespread popularity of Beowulf  class  clusters  and
       cluster of workstations.

       Among  many  parallel  computational  models,  message-passing  has  proven to be an effective one.  This
       paradigm is specially suited for (but not limited to) distributed memory architectures  and  is  used  in
       today’s  most  demanding  scientific and engineering application related to modeling, simulation, design,
       and signal processing.  However, portable message-passing parallel programming used to be a nightmare  in
       the  past because of the many incompatible options developers were faced to.  Fortunately, this situation
       definitely changed after the MPI Forum released its standard specification.

       High  performance  computing  is  traditionally  associated  with  software  development  using  compiled
       languages.  However,  in  typical  applications  programs, only a small part of the code is time-critical
       enough to require the efficiency of compiled languages. The rest of the  code  is  generally  related  to
       memory  management,  error  handling,  input/output, and user interaction, and those are usually the most
       error prone and time-consuming lines of code to  write  and  debug  in  the  whole  development  process.
       Interpreted high-level languages can be really advantageous for this kind of tasks.

       For  implementing  general-purpose  numerical  computations,  MATLAB  [1]  is  the  dominant  interpreted
       programming language. In the open source side, Octave and  Scilab  are  well  known,  freely  distributed
       software  packages  providing  compatibility  with  the MATLAB language. In this work, we present MPI for
       Python, a new package enabling applications to exploit multiple processors using standard MPI  “look  and
       feel” in Python scripts.

       [1]  MATLAB is a registered trademark of The MathWorks, Inc.

   What is MPI?
       MPI,  [mpi-using] [mpi-ref] the Message Passing Interface, is a standardized and portable message-passing
       system designed to function on a wide variety of parallel computers. The standard defines the syntax  and
       semantics  of  library  routines  and  allows  users  to  write  portable programs in the main scientific
       programming languages (Fortran, C, or C++).

       Since its release, the MPI specification [mpi-std1]  [mpi-std2]  has  become  the  leading  standard  for
       message-passing  libraries  for  parallel  computers.   Implementations  are  available  from  vendors of
       high-performance computers and from well known open source projects like MPICH [mpi-mpich] and  Open  MPI
       [mpi-openmpi].

   What is Python?
       Python  is  a  modern,  easy  to  learn,  powerful programming language. It has efficient high-level data
       structures and a simple but effective approach to object-oriented programming  with  dynamic  typing  and
       dynamic  binding.  It  supports modules and packages, which encourages program modularity and code reuse.
       Python’s elegant syntax, together with its interpreted nature, make it an ideal  language  for  scripting
       and rapid application development in many areas on most platforms.

       The  Python interpreter and the extensive standard library are available in source or binary form without
       charge for all major platforms, and can be freely distributed. It is easily extended with  new  functions
       and data types implemented in C or C++. Python is also suitable as an extension language for customizable
       applications.

       Python  is  an  ideal candidate for writing the higher-level parts of large-scale scientific applications
       [Hinsen97] and driving simulations in parallel architectures [Beazley97] like clusters of PC’s or  SMP’s.
       Python  codes are quickly developed, easily maintained, and can achieve a high degree of integration with
       other libraries written in compiled languages.

   Related Projects
       As this work started and evolved, some ideas were borrowed from well known MPI and  Python  related  open
       source projects from the Internet.

       • OOMPI

         • It has no relation with Python, but is an excellent object oriented approach to MPI.

         • It is a C++ class library specification layered on top of the C bindings that encapsulates MPI into a
           functional class hierarchy.

         • It  provides a flexible and intuitive interface by adding some abstractions, like Ports and Messages,
           which enrich and simplify the syntax.

       • Pypar

         • Its interface is rather minimal. There is no support for communicators or process topologies.

         • It does not require the Python interpreter  to  be  modified  or  recompiled,  but  does  not  permit
           interactive parallel runs.

         • General (picklable) Python objects of any type can be communicated. There is good support for numeric
           arrays, practically full MPI bandwidth can be achieved.

       • pyMPI

         • It  rebuilds  the  Python interpreter providing a built-in module for message passing. It does permit
           interactive parallel runs, which are useful for learning and debugging.

         • It provides an interface suitable for basic parallel programming.  There  is  not  full  support  for
           defining new communicators or process topologies.

         • General  (picklable)  Python  objects can be messaged between processors. There is native support for
           numeric arrays.

       • Scientific Python

         • It provides a collection of Python modules that are useful for scientific computing.

         • There is an interface to MPI and BSP (Bulk Synchronous Parallel programming).

         • The interface is simple but incomplete and does not resemble the MPI specification. There is  support
           for numeric arrays.

       Additionally,  we  would  like  to  mention  some  available  tools for scientific computing and software
       development with Python.

       • NumPy is a package that provides array manipulation and computational  capabilities  similar  to  those
         found  in  IDL,  MATLAB,  or Octave. Using NumPy, it is possible to write many efficient numerical data
         processing applications directly in Python without using any C, C++ or Fortran code.

       • SciPy is an open source library of scientific tools for Python,  gathering  a  variety  of  high  level
         science  and  engineering  modules  together  as a single package. It includes modules for graphics and
         plotting,  optimization,  integration,  special  functions,  signal  and  image   processing,   genetic
         algorithms, ODE solvers, and others.

       • Cython  is a language that makes writing C extensions for the Python language as easy as Python itself.
         The Cython language is very close to the Python language, but Cython additionally  supports  calling  C
         functions and declaring C types on variables and class attributes. This allows the compiler to generate
         very  efficient C code from Cython code. This makes Cython the ideal language for wrapping for external
         C libraries, and for fast C modules that speed up the execution of Python code.

       • SWIG is a software development tool that connects programs written in C  and  C++  with  a  variety  of
         high-level  programming  languages  like Perl, Tcl/Tk, Ruby and Python. Issuing header files to SWIG is
         the simplest approach to interfacing C/C++ libraries from a Python module.

       [mpi-std1]
            MPI Forum. MPI: A Message  Passing  Interface  Standard.   International  Journal  of  Supercomputer
            Applications, volume 8, number 3-4, pages 159-416, 1994.

       [mpi-std2]
            MPI  Forum.  MPI:  A  Message  Passing Interface Standard.  High Performance Computing Applications,
            volume 12, number 1-2, pages 1-299, 1998.

       [mpi-using]
            William Gropp, Ewing Lusk, and Anthony Skjellum.  Using MPI: portable parallel programming with  the
            message-passing interface.  MIT Press, 1994.

       [mpi-ref]
            Mark  Snir,  Steve  Otto, Steven Huss-Lederman, David Walker, and Jack Dongarra.  MPI - The Complete
            Reference, volume 1, The MPI Core.  MIT Press, 2nd. edition, 1998.

       [mpi-mpich]
            W. Gropp, E. Lusk, N. Doss, and A. Skjellum.  A high-performance, portable implementation of the MPI
            message passing interface standard.  Parallel Computing, 22(6):789-828, September 1996.

       [mpi-openmpi]
            Edgar Gabriel, Graham E. Fagg, George Bosilca, Thara Angskun, Jack J. Dongarra, Jeffrey M.  Squyres,
            Vishal  Sahay,  Prabhanjan  Kambadur,  Brian  Barrett,  Andrew Lumsdaine, Ralph H. Castain, David J.
            Daniel, Richard L. Graham, and Timothy S. Woodall. Open MPI: Goals, Concept, and Design  of  a  Next
            Generation MPI Implementation. In Proceedings, 11th European PVM/MPI Users’ Group Meeting, Budapest,
            Hungary, September 2004.

       [Hinsen97]
            Konrad  Hinsen.   The Molecular Modelling Toolkit: a case study of a large scientific application in
            Python.  In Proceedings of the 6th International Python Conference,  pages  29-35,  San  Jose,  Ca.,
            October 1997.

       [Beazley97]
            David  M.  Beazley  and  Peter S. Lomdahl.  Feeding a large-scale physics application to Python.  In
            Proceedings of the 6th International Python Conference, pages 21-29, San Jose, Ca., October 1997.

OVERVIEW

       MPI for Python provides an object oriented approach to message passing  which  grounds  on  the  standard
       MPI-2  C++  bindings.  The  interface  was designed with focus in translating MPI syntax and semantics of
       standard MPI-2 bindings for C++ to Python. Any user of the standard C/C++ MPI bindings should be able  to
       use this module without need of learning a new interface.

   Communicating Python Objects and Array Data
       The Python standard library supports different mechanisms for data persistence. Many of them rely on disk
       storage, but pickling and marshaling can also work with memory buffers.

       The  pickle modules provide user-extensible facilities to serialize general Python objects using ASCII or
       binary formats. The marshal module provides facilities to  serialize  built-in  Python  objects  using  a
       binary format specific to Python, but independent of machine architecture issues.

       MPI  for  Python  can  communicate  any  built-in  or  user-defined Python object taking advantage of the
       features provided by the pickle  module.  These  facilities  will  be  routinely  used  to  build  binary
       representations  of  objects to communicate (at sending processes), and restoring them back (at receiving
       processes).

       Although simple and general, the  serialization  approach  (i.e.,  pickling  and  unpickling)  previously
       discussed imposes important overheads in memory as well as processor usage, especially in the scenario of
       objects  with  large  memory footprints being communicated. Pickling general Python objects, ranging from
       primitive or container built-in types to user-defined classes, necessarily requires  computer  resources.
       Processing  is also needed for dispatching the appropriate serialization method (that depends on the type
       of the object) and doing the actual packing. Additional memory is always needed, and if its total  amount
       is  not  known a priori, many reallocations can occur.  Indeed, in the case of large numeric arrays, this
       is certainly unacceptable and precludes communication of objects occupying half or more of the  available
       memory resources.

       MPI for Python supports direct communication of any object exporting the single-segment buffer interface.
       This  interface is a standard Python mechanism provided by some types (e.g., strings and numeric arrays),
       allowing access in the C side to a contiguous memory buffer (i.e., address  and  length)  containing  the
       relevant  data.  This  feature,  in  conjunction  with  the  capability  of constructing user-defined MPI
       datatypes describing complicated memory layouts, enables the implementation of many algorithms  involving
       multidimensional  numeric  arrays  (e.g.,  image  processing,  fast Fourier transforms, finite difference
       schemes on structured Cartesian grids) directly in Python, with negligible overhead, and almost  as  fast
       as compiled Fortran, C, or C++ codes.

   Communicators
       In  MPI  for  Python,  Comm  is  the base class of communicators. The Intracomm and Intercomm classes are
       subclasses of the Comm class.  The Comm.Is_inter method (and Comm.Is_intra, provided for convenience  but
       not  part  of the MPI specification) is defined for communicator objects and can be used to determine the
       particular communicator class.

       The two predefined intracommunicator instances are available: COMM_SELF and COMM_WORLD.  From  them,  new
       communicators can be created as needed.

       The  number of processes in a communicator and the calling process rank can be respectively obtained with
       methods  Comm.Get_size  and  Comm.Get_rank.  The  associated  process  group  can  be  retrieved  from  a
       communicator  by  calling  the  Comm.Get_group  method, which returns an instance of the Group class. Set
       operations with Group objects like like Group.Union, Group.Intersection and  Group.Difference  are  fully
       supported,  as  well  as  the  creation  of  new  communicators  from  these groups using Comm.Create and
       Intracomm.Create_group.

       New communicator instances can be obtained with the Comm.Clone, Comm.Dup and Comm.Split methods, as  well
       methods Intracomm.Create_intercomm and Intercomm.Merge.

       Virtual  topologies  (Cartcomm,  Graphcomm  and  Distgraphcomm  classes, which are specializations of the
       Intracomm class) are fully supported. New instances can be obtained from intracommunicator instances with
       factory methods Intracomm.Create_cart and Intracomm.Create_graph.

   Point-to-Point Communications
       Point to point communication is a fundamental capability  of  message  passing  systems.  This  mechanism
       enables the transmission of data between a pair of processes, one side sending, the other receiving.

       MPI  provides  a  set  of  send  and  receive  functions allowing the communication of typed data with an
       associated tag.  The type information enables the conversion of data representation from one architecture
       to  another  in  the  case  of  heterogeneous  computing  environments;  additionally,  it   allows   the
       representation  of  non-contiguous data layouts and user-defined datatypes, thus avoiding the overhead of
       (otherwise unavoidable) packing/unpacking operations. The tag information allows selectivity of  messages
       at the receiving end.

   Blocking Communications
       MPI  provides basic send and receive functions that are blocking.  These functions block the caller until
       the data buffers involved in the communication can be safely reused by the application program.

       In MPI for Python, the Comm.Send, Comm.Recv and Comm.Sendrecv methods  of  communicator  objects  provide
       support  for  blocking  point-to-point  communications  within  Intracomm  and Intercomm instances. These
       methods can  communicate  memory  buffers.  The  variants  Comm.send,  Comm.recv  and  Comm.sendrecv  can
       communicate general Python objects.

   Nonblocking Communications
       On many systems, performance can be significantly increased by overlapping communication and computation.
       This  is particularly true on systems where communication can be executed autonomously by an intelligent,
       dedicated communication controller.

       MPI provides nonblocking send and receive functions. They allow the possible overlap of communication and
       computation.  Non-blocking communication always come in two parts: posting  functions,  which  begin  the
       requested  operation;  and  test-for-completion  functions, which allow to discover whether the requested
       operation has completed.

       In MPI for  Python,  the  Comm.Isend  and  Comm.Irecv  methods  initiate  send  and  receive  operations,
       respectively.  These  methods return a Request instance, uniquely identifying the started operation.  Its
       completion can be managed using the Request.Test, Request.Wait and Request.Cancel methods. The management
       of Request objects and associated memory buffers involved in communication  requires  a  careful,  rather
       low-level  coordination. Users must ensure that objects exposing their memory buffers are not accessed at
       the Python level while they are involved in nonblocking message-passing operations.

   Persistent Communications
       Often a communication with the same argument list is repeatedly executed within an inner  loop.  In  such
       cases,  communication  can  be  further optimized by using persistent communication, a particular case of
       nonblocking communication allowing the reduction of the  overhead  between  processes  and  communication
       controllers.  Furthermore  ,  this  kind  of  optimization  can  also  alleviate the extra call overheads
       associated to interpreted, dynamic languages like Python.

       In MPI for Python, the Comm.Send_init and Comm.Recv_init methods create persistent requests  for  a  send
       and  receive operation, respectively.  These methods return an instance of the Prequest class, a subclass
       of the Request class. The actual communication  can  be  effectively  started  using  the  Prequest.Start
       method, and its completion can be managed as previously described.

   Collective Communications
       Collective  communications  allow  the  transmittal  of  data  between  multiple  processes  of  a  group
       simultaneously. The syntax and semantics  of  collective  functions  is  consistent  with  point-to-point
       communication.  Collective  functions  communicate  typed  data,  but  messages  are  not  paired with an
       associated tag; selectivity of messages  is  implied  in  the  calling  order.  Additionally,  collective
       functions come in blocking versions only.

       The more commonly used collective communication operations are the following.

       • Barrier synchronization across all group members.

       • Global communication functions

         • Broadcast data from one member to all members of a group.

         • Gather data from all members to one member of a group.

         • Scatter data from one member to all members of a group.

       • Global reduction operations such as sum, maximum, minimum, etc.

       In  MPI  for  Python,  the  Comm.Bcast,  Comm.Scatter, Comm.Gather, Comm.Allgather, Comm.Alltoall methods
       provide support for collective communications of memory  buffers.  The  lower-case  variants  Comm.bcast,
       Comm.scatter,  Comm.gather, Comm.allgather and Comm.alltoall can communicate general Python objects.  The
       vector variants (which can  communicate  different  amounts  of  data  to  each  process)  Comm.Scatterv,
       Comm.Gatherv,  Comm.Allgatherv,  Comm.Alltoallv  and  Comm.Alltoallw  are  also  supported, they can only
       communicate objects exposing memory buffers.

       Global   reduction   operations   on   memory   buffers   are   accessible   through   the   Comm.Reduce,
       Comm.Reduce_scatter, Comm.Allreduce, Intracomm.Scan and Intracomm.Exscan methods. The lower-case variants
       Comm.reduce,  Comm.allreduce, Intracomm.scan and Intracomm.exscan can communicate general Python objects;
       however, the actual required reduction computations are performed sequentially at some process.  All  the
       predefined (i.e., SUM, PROD, MAX, etc.)  reduction operations can be applied.

   Support for GPU-aware MPI
       Several MPI implementations, including Open MPI and MVAPICH, support passing GPU pointers to MPI calls to
       avoid explicit data movement between host and device. On the Python side, support for handling GPU arrays
       have  been  implemented  in  many  libraries  related GPU computation such as CuPy, Numba, PyTorch, and ‐
       PyArrow. To maximize interoperability across library boundaries, two kinds  of  zero-copy  data  exchange
       protocols have been defined and agreed upon: DLPack and CUDA Array Interface (CAI).

       MPI for Python provides an experimental support for GPU-aware MPI.  This feature requires:

       1. mpi4py is built against a GPU-aware MPI library.

       2. The Python GPU arrays are compliant with either of the protocols.

       See the Tutorial section for further information. We note that

       • Whether  or not a MPI call can work for GPU arrays depends on the underlying MPI implementation, not on
         mpi4py.

       • This support is currently experimental and subject to change in the future.

   Dynamic Process Management
       In the context of the MPI-1 specification, a parallel application is static; that is, no processes can be
       added to or deleted from a running application after it has been started.  Fortunately,  this  limitation
       was  addressed  in  MPI-2.  The  new  specification  added  a  process management model providing a basic
       interface between an application and external resources and process managers.

       This MPI-2 extension can be really useful,  especially  for  sequential  applications  built  on  top  of
       parallel modules, or parallel applications with a client/server model. The MPI-2 process model provides a
       mechanism  to  create  new  processes  and  establish  communication  between  them  and the existing MPI
       application.  It  also  provides  mechanisms  to  establish  communication  between  two   existing   MPI
       applications, even when one did not start the other.

       In  MPI  for  Python, new independent process groups can be created by calling the Intracomm.Spawn method
       within an intracommunicator.  This call returns a new intercommunicator (i.e., an Intercomm instance)  at
       the  parent process group. The child process group can retrieve the matching intercommunicator by calling
       the Comm.Get_parent class method. At each side, the new intercommunicator can be used to perform point to
       point and collective communications between the parent and child groups of processes.

       Alternatively, disjoint groups of processes can establish communication using a  client/server  approach.
       Any  server  application  must  first  call  the  Open_port  function to open a port and the Publish_name
       function to publish  a  provided  service,  and  next  call  the  Intracomm.Accept  method.   Any  client
       applications  can  first  find a published service by calling the Lookup_name function, which returns the
       port where a server can be contacted; and next call the Intracomm.Connect method.  Both  Intracomm.Accept
       and  Intracomm.Connect  methods  return  an  Intercomm  instance.  When  connection between client/server
       processes is no  longer  needed,  all  of  them  must  cooperatively  call  the  Comm.Disconnect  method.
       Additionally,  server  applications should release resources by calling the Unpublish_name and Close_port
       functions.

   One-Sided Communications
       One-sided communications (also called Remote Memory Access, RMA) supplements the  traditional  two-sided,
       send/receive  based  MPI  communication  model  with  a  one-sided,  put/get  based  interface. One-sided
       communication that can take advantage  of  the  capabilities  of  highly  specialized  network  hardware.
       Additionally,  this  extension  lowers  latency  and  software  overhead  in applications written using a
       shared-memory-like paradigm.

       The MPI specification revolves around the use of objects called windows; they intuitively specify regions
       of a process’s memory that have been made available for remote read and write operations.  The  published
       memory  blocks  can  be  accessed  through three functions for put (remote send), get (remote write), and
       accumulate (remote update or reduction) data items. A much larger number of functions  support  different
       synchronization styles; the semantics of these synchronization operations are fairly complex.

       In  MPI  for  Python,  one-sided operations are available by using instances of the Win class. New window
       objects are created by calling  the  Win.Create  method  at  all  processes  within  a  communicator  and
       specifying  a  memory  buffer . When a window instance is no longer needed, the Win.Free method should be
       called.

       The three one-sided MPI operations for remote write, read and reduction are available through calling the
       methods Win.Put, Win.Get, and Win.Accumulate respectively within a Win instance.  These methods  need  an
       integer rank identifying the target process and an integer offset relative the base address of the remote
       memory block being accessed.

       The  one-sided operations read, write, and reduction are implicitly nonblocking, and must be synchronized
       by using two primary modes.  Active target synchronization  requires  the  origin  process  to  call  the
       Win.Start  and  Win.Complete  methods at the origin process, and target process cooperates by calling the
       Win.Post and Win.Wait methods. There is also a collective  variant  provided  by  the  Win.Fence  method.
       Passive target synchronization is more lenient, only the origin process calls the Win.Lock and Win.Unlock
       methods.  Locks  are  used  to  protect  remote accesses to the locked remote window and to protect local
       load/store accesses to a locked local window.

   Parallel Input/Output
       The POSIX standard provides a model of a widely portable file system. However,  the  optimization  needed
       for  parallel  input/output cannot be achieved with this generic interface. In order to ensure efficiency
       and scalability, the  underlying  parallel  input/output  system  must  provide  a  high-level  interface
       supporting  partitioning  of  file  data  among  processes and a collective interface supporting complete
       transfers  of  global  data  structures  between  process  memories  and  files.  Additionally,   further
       efficiencies  can  be  gained  via  support  for asynchronous input/output, strided accesses to data, and
       control over physical file layout on storage devices. This scenario motivated the inclusion in the  MPI-2
       standard of a custom interface in order to support more elaborated parallel input/output operations.

       The  MPI specification for parallel input/output revolves around the use objects called files. As defined
       by MPI, files are not just contiguous byte streams. Instead, they are regarded as ordered collections  of
       typed  data  items.  MPI  supports  sequential  or  random  access  to  any  integral set of these items.
       Furthermore, files are opened collectively by a group of processes.

       The common patterns for accessing a shared file (broadcast, scatter, gather, reduction) is  expressed  by
       using  user-defined  datatypes.   Compared to the communication patterns of point-to-point and collective
       communications, this approach has the advantage of added  flexibility  and  expressiveness.  Data  access
       operations  (read  and  write)  are  defined  for different kinds of positioning (using explicit offsets,
       individual file pointers, and shared file pointers), coordination (non-collective  and  collective),  and
       synchronism (blocking, nonblocking, and split collective with begin/end phases).

       In  MPI  for  Python,  all MPI input/output operations are performed through instances of the File class.
       File handles are obtained by calling the File.Open method at all  processes  within  a  communicator  and
       providing  a  file  name  and  the  intended  access mode.  After use, they must be closed by calling the
       File.Close method.  Files even can be deleted by calling method File.Delete.

       After creation, files are typically associated with a per-process view. The view defines the current  set
       of  data  visible  and  accessible from an open file as an ordered set of elementary datatypes. This data
       layout can be set and queried with the File.Set_view and File.Get_view methods respectively.

       Actual input/output operations are achieved by many methods combining read and write calls with different
       behavior regarding positioning, coordination, and synchronism. Summing up, MPI for  Python  provides  the
       thirty  (30) methods defined in MPI-2 for reading from or writing to files using explicit offsets or file
       pointers (individual or shared), in blocking or nonblocking and collective or noncollective versions.

   Environmental Management
   Initialization and Exit
       Module  functions  Init  or  Init_thread  and  Finalize  provide  MPI  initialization  and   finalization
       respectively.  Module  functions  Is_initialized  and  Is_finalized  provide  the  respective  tests  for
       initialization and finalization.

       NOTE:
          MPI_Init() or MPI_Init_thread() is actually called when you import the  MPI  module  from  the  mpi4py
          package,  but  only  if MPI is not already initialized. In such case, calling Init or Init_thread from
          Python is expected to generate an MPI error, and in turn an exception will be raised.

       NOTE:
          MPI_Finalize() is registered (by using Python C/API  function  Py_AtExit())  for  being  automatically
          called when Python processes exit, but only if mpi4py actually initialized MPI. Therefore, there is no
          need to call Finalize from Python to ensure MPI finalization.

   Implementation Information
       • The  MPI  version  number  can  be retrieved from module function Get_version. It returns a two-integer
         tuple (version, subversion).

       • The Get_processor_name function can be used to access the processor name.

       • The values of predefined attributes attached to the world communicator can be obtained by  calling  the
         Comm.Get_attr method within the COMM_WORLD instance.

   Timers
       MPI timer functionalities are available through the Wtime and Wtick functions.

   Error Handling
       In order to facilitate handle sharing with other Python modules interfacing MPI-based parallel libraries,
       the  predefined  MPI  error  handlers ERRORS_RETURN and ERRORS_ARE_FATAL can be assigned to and retrieved
       from communicators using methods Comm.Set_errhandler and Comm.Get_errhandler, and similarly  for  windows
       and files. New custom error handlers can be created with Comm.Create_errhandler.

       When the predefined error handler ERRORS_RETURN is set, errors returned from MPI calls within Python code
       will  raise  an  instance  of  the  exception class Exception, which is a subclass of the standard Python
       exception RuntimeError.

       NOTE:
          After import, mpi4py overrides the default MPI rules governing  inheritance  of  error  handlers.  The
          ERRORS_RETURN  error  handler is set in the predefined COMM_SELF and COMM_WORLD communicators, as well
          as any new Comm, Win, or File instance created through mpi4py.  If  you  ever  pass  such  handles  to
          C/C++/Fortran  library  code,  it  is recommended to set the ERRORS_ARE_FATAL error handler on them to
          ensure MPI errors do not pass silently.

       WARNING:
          Importing with from mpi4py.MPI import * will cause a name clashing with the standard Python  Exception
          base class.

TUTORIAL

       WARNING:
          Under construction. Contributions very welcome!

       TIP:
          Rolf  Rabenseifner at HLRS developed a comprehensive MPI-3.1/4.0 course with slides and a large set of
          exercises including solutions. This material is  available  online  for  self-study.  The  slides  and
          exercises  show  the  C, Fortran, and Python (mpi4py) interfaces. For performance reasons, most Python
          exercises use NumPy arrays and communication routines involving buffer-like objects.

       TIP:
          Victor Eijkhout at TACC authored the book Parallel Programming for Science and Engineering. This  book
          is  available online in PDF and HTML formats. The book covers parallel programming with MPI and OpenMP
          in C/C++ and Fortran, and MPI in Python using mpi4py.

       MPI for Python supports convenient, pickle-based communication of generic Python object as well as  fast,
       near C-speed, direct array data communication of buffer-provider objects (e.g., NumPy arrays).

       • Communication of generic Python objects

         You  have to use methods with all-lowercase names, like Comm.send, Comm.recv, Comm.bcast, Comm.scatter,
         Comm.gather . An object to be sent is passed as a parameter to the communication call, and the received
         object is simply the return value.

         The Comm.isend and Comm.irecv methods return Request instances; completion  of  these  methods  can  be
         managed using the Request.test and Request.wait methods.

         The  Comm.recv  and  Comm.irecv  methods  may  be passed a buffer object that can be repeatedly used to
         receive messages avoiding internal memory  allocation.  This  buffer  must  be  sufficiently  large  to
         accommodate  the  transmitted  messages; hence, any buffer passed to Comm.recv or Comm.irecv must be at
         least as long as the pickled data transmitted to the receiver.

         Collective calls like Comm.scatter, Comm.gather, Comm.allgather, Comm.alltoall expect a single value or
         a sequence of Comm.size elements at the root or all process. They return a  single  value,  a  list  of
         Comm.size elements, or None.

         NOTE:
            MPI  for  Python  uses  the  highest  protocol  version  available  in the Python runtime (see the ‐
            HIGHEST_PROTOCOL constant in the pickle module).  The default protocol can be changed at import time
            by setting the MPI4PY_PICKLE_PROTOCOL environment variable, or at runtime by assigning  a  different
            value to the PROTOCOL attribute of the pickle object within the MPI module.

       • Communication of buffer-like objects

         You have to use method names starting with an upper-case letter, like Comm.Send, Comm.Recv, Comm.Bcast,
         Comm.Scatter, Comm.Gather.

         In general, buffer arguments to these calls must be explicitly specified by using a 2/3-list/tuple like
         [data,  MPI.DOUBLE],  or  [data,  count, MPI.DOUBLE] (the former one uses the byte-size of data and the
         extent of the MPI datatype to define count).

         For vector collectives communication operations like Comm.Scatterv and Comm.Gatherv,  buffer  arguments
         are  specified  as  [data,  count,  displ,  datatype],  where count and displ are sequences of integral
         values.

         Automatic MPI datatype discovery for NumPy/GPU arrays and PEP-3118 buffers is supported, but limited to
         basic C types (all C/C99-native signed/unsigned integral types and single/double precision real/complex
         floating types) and availability of matching datatypes in the underlying MPI  implementation.  In  this
         case,  the  buffer-provider  object  can  be  passed  directly  as a buffer argument, the count and MPI
         datatype will be inferred.

         If mpi4py is built against a GPU-aware MPI implementation, GPU  arrays  can  be  passed  to  upper-case
         methods   as   long   as  they  have  either  the  __dlpack__  and  __dlpack_device__  methods  or  the
         __cuda_array_interface__ attribute that are compliant  with  the  respective  standard  specifications.
         Moreover,  only  C-contiguous  or  Fortran-contiguous GPU arrays are supported. It is important to note
         that GPU buffers must be fully ready before any MPI routines operate on them to avoid race  conditions.
         This can be ensured by using the synchronization API of your array library. mpi4py does not have access
         to any GPU-specific functionality and thus cannot perform this operation automatically for users.

   Running Python scripts with MPI
       Most MPI programs can be run with the command mpiexec. In practice, running Python programs looks like:

          $ mpiexec -n 4 python script.py

       to run the program with 4 processors.

   Point-to-Point Communication
       • Python objects (pickle under the hood):

            from mpi4py import MPI

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()

            if rank == 0:
                data = {'a': 7, 'b': 3.14}
                comm.send(data, dest=1, tag=11)
            elif rank == 1:
                data = comm.recv(source=0, tag=11)

       • Python objects with non-blocking communication:

            from mpi4py import MPI

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()

            if rank == 0:
                data = {'a': 7, 'b': 3.14}
                req = comm.isend(data, dest=1, tag=11)
                req.wait()
            elif rank == 1:
                req = comm.irecv(source=0, tag=11)
                data = req.wait()

       • NumPy arrays (the fast way!):

            from mpi4py import MPI
            import numpy

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()

            # passing MPI datatypes explicitly
            if rank == 0:
                data = numpy.arange(1000, dtype='i')
                comm.Send([data, MPI.INT], dest=1, tag=77)
            elif rank == 1:
                data = numpy.empty(1000, dtype='i')
                comm.Recv([data, MPI.INT], source=0, tag=77)

            # automatic MPI datatype discovery
            if rank == 0:
                data = numpy.arange(100, dtype=numpy.float64)
                comm.Send(data, dest=1, tag=13)
            elif rank == 1:
                data = numpy.empty(100, dtype=numpy.float64)
                comm.Recv(data, source=0, tag=13)

   Collective Communication
       • Broadcasting a Python dictionary:

            from mpi4py import MPI

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()

            if rank == 0:
                data = {'key1' : [7, 2.72, 2+3j],
                        'key2' : ( 'abc', 'xyz')}
            else:
                data = None
            data = comm.bcast(data, root=0)

       • Scattering Python objects:

            from mpi4py import MPI

            comm = MPI.COMM_WORLD
            size = comm.Get_size()
            rank = comm.Get_rank()

            if rank == 0:
                data = [(i+1)**2 for i in range(size)]
            else:
                data = None
            data = comm.scatter(data, root=0)
            assert data == (rank+1)**2

       • Gathering Python objects:

            from mpi4py import MPI

            comm = MPI.COMM_WORLD
            size = comm.Get_size()
            rank = comm.Get_rank()

            data = (rank+1)**2
            data = comm.gather(data, root=0)
            if rank == 0:
                for i in range(size):
                    assert data[i] == (i+1)**2
            else:
                assert data is None

       • Broadcasting a NumPy array:

            from mpi4py import MPI
            import numpy as np

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()

            if rank == 0:
                data = np.arange(100, dtype='i')
            else:
                data = np.empty(100, dtype='i')
            comm.Bcast(data, root=0)
            for i in range(100):
                assert data[i] == i

       • Scattering NumPy arrays:

            from mpi4py import MPI
            import numpy as np

            comm = MPI.COMM_WORLD
            size = comm.Get_size()
            rank = comm.Get_rank()

            sendbuf = None
            if rank == 0:
                sendbuf = np.empty([size, 100], dtype='i')
                sendbuf.T[:,:] = range(size)
            recvbuf = np.empty(100, dtype='i')
            comm.Scatter(sendbuf, recvbuf, root=0)
            assert np.allclose(recvbuf, rank)

       • Gathering NumPy arrays:

            from mpi4py import MPI
            import numpy as np

            comm = MPI.COMM_WORLD
            size = comm.Get_size()
            rank = comm.Get_rank()

            sendbuf = np.zeros(100, dtype='i') + rank
            recvbuf = None
            if rank == 0:
                recvbuf = np.empty([size, 100], dtype='i')
            comm.Gather(sendbuf, recvbuf, root=0)
            if rank == 0:
                for i in range(size):
                    assert np.allclose(recvbuf[i,:], i)

       • Parallel matrix-vector product:

            from mpi4py import MPI
            import numpy

            def matvec(comm, A, x):
                m = A.shape[0] # local rows
                p = comm.Get_size()
                xg = numpy.zeros(m*p, dtype='d')
                comm.Allgather([x,  MPI.DOUBLE],
                               [xg, MPI.DOUBLE])
                y = numpy.dot(A, xg)
                return y

   Input/Output (MPI-IO)
       • Collective I/O with NumPy arrays:

            from mpi4py import MPI
            import numpy as np

            amode = MPI.MODE_WRONLY|MPI.MODE_CREATE
            comm = MPI.COMM_WORLD
            fh = MPI.File.Open(comm, "./datafile.contig", amode)

            buffer = np.empty(10, dtype=np.int)
            buffer[:] = comm.Get_rank()

            offset = comm.Get_rank()*buffer.nbytes
            fh.Write_at_all(offset, buffer)

            fh.Close()

       • Non-contiguous Collective I/O with NumPy arrays and datatypes:

            from mpi4py import MPI
            import numpy as np

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()
            size = comm.Get_size()

            amode = MPI.MODE_WRONLY|MPI.MODE_CREATE
            fh = MPI.File.Open(comm, "./datafile.noncontig", amode)

            item_count = 10

            buffer = np.empty(item_count, dtype='i')
            buffer[:] = rank

            filetype = MPI.INT.Create_vector(item_count, 1, size)
            filetype.Commit()

            displacement = MPI.INT.Get_size()*rank
            fh.Set_view(displacement, filetype=filetype)

            fh.Write_all(buffer)
            filetype.Free()
            fh.Close()

   Dynamic Process Management
       • Compute Pi - Master (or parent, or client) side:

            #!/usr/bin/env python
            from mpi4py import MPI
            import numpy
            import sys

            comm = MPI.COMM_SELF.Spawn(sys.executable,
                                       args=['cpi.py'],
                                       maxprocs=5)

            N = numpy.array(100, 'i')
            comm.Bcast([N, MPI.INT], root=MPI.ROOT)
            PI = numpy.array(0.0, 'd')
            comm.Reduce(None, [PI, MPI.DOUBLE],
                        op=MPI.SUM, root=MPI.ROOT)
            print(PI)

            comm.Disconnect()

       • Compute Pi - Worker (or child, or server) side:

            #!/usr/bin/env python
            from mpi4py import MPI
            import numpy

            comm = MPI.Comm.Get_parent()
            size = comm.Get_size()
            rank = comm.Get_rank()

            N = numpy.array(0, dtype='i')
            comm.Bcast([N, MPI.INT], root=0)
            h = 1.0 / N; s = 0.0
            for i in range(rank, N, size):
                x = h * (i + 0.5)
                s += 4.0 / (1.0 + x**2)
            PI = numpy.array(s * h, dtype='d')
            comm.Reduce([PI, MPI.DOUBLE], None,
                        op=MPI.SUM, root=0)

            comm.Disconnect()

   GPU-aware MPI + Python GPU arrays
       • Reduce-to-all CuPy arrays:

            from mpi4py import MPI
            import cupy as cp

            comm = MPI.COMM_WORLD
            size = comm.Get_size()
            rank = comm.Get_rank()

            sendbuf = cp.arange(10, dtype='i')
            recvbuf = cp.empty_like(sendbuf)
            cp.cuda.get_current_stream().synchronize()
            comm.Allreduce(sendbuf, recvbuf)

            assert cp.allclose(recvbuf, sendbuf*size)

   One-Sided Communication (RMA)
       • Read from (write to) the entire RMA window:

            import numpy as np
            from mpi4py import MPI
            from mpi4py.util import dtlib

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()

            datatype = MPI.FLOAT
            np_dtype = dtlib.to_numpy_dtype(datatype)
            itemsize = datatype.Get_size()

            N = 10
            win_size = N * itemsize if rank == 0 else 0
            win = MPI.Win.Allocate(win_size, comm=comm)

            buf = np.empty(N, dtype=np_dtype)
            if rank == 0:
                buf.fill(42)
                win.Lock(rank=0)
                win.Put(buf, target_rank=0)
                win.Unlock(rank=0)
                comm.Barrier()
            else:
                comm.Barrier()
                win.Lock(rank=0)
                win.Get(buf, target_rank=0)
                win.Unlock(rank=0)
                assert np.all(buf == 42)

       • Accessing  a  part  of  the  RMA  window using the target argument, which is defined as (offset, count,
         datatype):

            import numpy as np
            from mpi4py import MPI
            from mpi4py.util import dtlib

            comm = MPI.COMM_WORLD
            rank = comm.Get_rank()

            datatype = MPI.FLOAT
            np_dtype = dtlib.to_numpy_dtype(datatype)
            itemsize = datatype.Get_size()

            N = comm.Get_size() + 1
            win_size = N * itemsize if rank == 0 else 0
            win = MPI.Win.Allocate(
                size=win_size,
                disp_unit=itemsize,
                comm=comm,
            )
            if rank == 0:
                mem = np.frombuffer(win, dtype=np_dtype)
                mem[:] = np.arange(len(mem), dtype=np_dtype)
            comm.Barrier()

            buf = np.zeros(3, dtype=np_dtype)
            target = (rank, 2, datatype)
            win.Lock(rank=0)
            win.Get(buf, target_rank=0, target=target)
            win.Unlock(rank=0)
            assert np.all(buf == [rank, rank+1, 0])

   Wrapping with SWIG
       • C source:

            /* file: helloworld.c */
            void sayhello(MPI_Comm comm)
            {
              int size, rank;
              MPI_Comm_size(comm, &size);
              MPI_Comm_rank(comm, &rank);
              printf("Hello, World! "
                     "I am process %d of %d.\n",
                     rank, size);
            }

       • SWIG interface file:

            // file: helloworld.i
            %module helloworld
            %{
            #include <mpi.h>
            #include "helloworld.c"
            }%

            %include mpi4py/mpi4py.i
            %mpi4py_typemap(Comm, MPI_Comm);
            void sayhello(MPI_Comm comm);

       • Try it in the Python prompt:

            >>> from mpi4py import MPI
            >>> import helloworld
            >>> helloworld.sayhello(MPI.COMM_WORLD)
            Hello, World! I am process 0 of 1.

   Wrapping with F2Py
       • Fortran 90 source:

            ! file: helloworld.f90
            subroutine sayhello(comm)
              use mpi
              implicit none
              integer :: comm, rank, size, ierr
              call MPI_Comm_size(comm, size, ierr)
              call MPI_Comm_rank(comm, rank, ierr)
              print *, 'Hello, World! I am process ',rank,' of ',size,'.'
            end subroutine sayhello

       • Compiling example using f2py

            $ f2py -c --f90exec=mpif90 helloworld.f90 -m helloworld

       • Try it in the Python prompt:

            >>> from mpi4py import MPI
            >>> import helloworld
            >>> fcomm = MPI.COMM_WORLD.py2f()
            >>> helloworld.sayhello(fcomm)
            Hello, World! I am process 0 of 1.

MPI4PY

       The MPI for Python package.

       The Message Passing Interface (MPI) is a standardized and portable  message-passing  system  designed  to
       function  on  a  wide variety of parallel computers. The MPI standard defines the syntax and semantics of
       library routines and allows users to write portable programs in the main scientific programming languages
       (Fortran, C, or C++). Since its release, the MPI  specification  has  become  the  leading  standard  for
       message-passing libraries for parallel computers.

       MPI  for Python provides MPI bindings for the Python programming language, allowing any Python program to
       exploit multiple processors.  This package build on the MPI specification and provides an object oriented
       interface which closely follows MPI-2 C++ bindings.

   Runtime configuration options
       mpi4py.rc
              This object has attributes exposing runtime configuration options that become effective at  import
              time of the MPI module.

       Attributes Summary
                               ┌──────────────┬───────────────────────────────────────┐
                               │ initialize   │ Automatic   MPI   initialization   at │
                               │              │ import                                │
                               ├──────────────┼───────────────────────────────────────┤
                               │ threads      │ Request  initialization  with  thread │
                               │              │ support                               │
                               ├──────────────┼───────────────────────────────────────┤
                               │ thread_level │ Level of thread support to request    │
                               ├──────────────┼───────────────────────────────────────┤
                               │ finalize     │ Automatic MPI finalization at exit    │
                               ├──────────────┼───────────────────────────────────────┤
                               │ fast_reduce  │ Use tree-based reductions for objects │
                               ├──────────────┼───────────────────────────────────────┤
                               │ recv_mprobe  │ Use matched probes to receive objects │
                               ├──────────────┼───────────────────────────────────────┤
                               │ irecv_bufsz  │ Default  buffer  size  in  bytes  for │
                               │              │ irecv()                               │
                               ├──────────────┼───────────────────────────────────────┤
                               │ errors       │ Error handling policy                 │
                               └──────────────┴───────────────────────────────────────┘

       Attributes Documentation

       mpi4py.rc.initialize
              Automatic MPI initialization at import.

              Type   bool

              Default
                     True

              SEE ALSO:
                 MPI4PY_RC_INITIALIZE

       mpi4py.rc.threads
              Request initialization with thread support.

              Type   bool

              Default
                     True

              SEE ALSO:
                 MPI4PY_RC_THREADS

       mpi4py.rc.thread_level
              Level of thread support to request.

              Type   str

              Default
                     "multiple"

              Choices
                     "multiple", "serialized", "funneled", "single"

              SEE ALSO:
                 MPI4PY_RC_THREAD_LEVEL

       mpi4py.rc.finalize
              Automatic MPI finalization at exit.

              Type   None or bool

              Default
                     None

              SEE ALSO:
                 MPI4PY_RC_FINALIZE

       mpi4py.rc.fast_reduce
              Use tree-based reductions for objects.

              Type   bool

              Default
                     True

              SEE ALSO:
                 MPI4PY_RC_FAST_REDUCE

       mpi4py.rc.recv_mprobe
              Use matched probes to receive objects.

              Type   bool

              Default
                     True

              SEE ALSO:
                 MPI4PY_RC_RECV_MPROBE

       mpi4py.rc.irecv_bufsz
              Default buffer size in bytes for irecv().

              Type   int

              Default
                     32768

              SEE ALSO:
                 MPI4PY_RC_IRECV_BUFSZ

              Added in version 4.0.0.

       mpi4py.rc.errors
              Error handling policy.

              Type   str

              Default
                     "exception"

              Choices
                     "exception", "default", "abort", "fatal"

              SEE ALSO:
                 MPI4PY_RC_ERRORS

       Example

       MPI for Python features automatic initialization and finalization of the MPI  execution  environment.  By
       using the mpi4py.rc object, MPI initialization and finalization can be handled programmatically:

          import mpi4py
          mpi4py.rc.initialize = False  # do not initialize MPI automatically
          mpi4py.rc.finalize = False    # do not finalize MPI automatically

          from mpi4py import MPI # import the 'MPI' module

          MPI.Init()      # manual initialization of the MPI environment
          ...             # your finest code here ...
          MPI.Finalize()  # manual finalization of the MPI environment

   Environment variables
       The following environment variables override the corresponding attributes of the mpi4py.rc and MPI.pickle
       objects at import time of the MPI module.

       NOTE:
          For  variables  of  boolean  type,  accepted  values  are  0  and  1  (interpreted  as False and True,
          respectively), and strings specifying a YAML boolean value (case-insensitive).

       MPI4PY_RC_INITIALIZE

              Type   bool

              Default
                     True

              Whether to automatically initialize MPI at import time of the mpi4py.MPI module.

              SEE ALSO:
                 mpi4py.rc.initialize

              Added in version 4.0.0.

       MPI4PY_RC_FINALIZE

              Type   None | bool

              Default
                     None

              Choices
                     None, True, False

              Whether to automatically finalize MPI at exit time of the Python process.

              SEE ALSO:
                 mpi4py.rc.finalize

              Added in version 4.0.0.

       MPI4PY_RC_THREADS

              Type   bool

              Default
                     True

              Whether to initialize MPI with thread support.

              SEE ALSO:
                 mpi4py.rc.threads

              Added in version 3.1.0.

       MPI4PY_RC_THREAD_LEVEL

              Default
                     "multiple"

              Choices
                     "single", "funneled", "serialized", "multiple"

              The level of required thread support.

              SEE ALSO:
                 mpi4py.rc.thread_level

              Added in version 3.1.0.

       MPI4PY_RC_FAST_REDUCE

              Type   bool

              Default
                     True

              Whether to use tree-based reductions for objects.

              SEE ALSO:
                 mpi4py.rc.fast_reduce

              Added in version 3.1.0.

       MPI4PY_RC_RECV_MPROBE

              Type   bool

              Default
                     True

              Whether to use matched probes to receive objects.

              SEE ALSO:
                 mpi4py.rc.recv_mprobe

       MPI4PY_RC_IRECV_BUFSZ

              Type   int

              Default
                     32768

              Default buffer size in bytes for irecv().

              SEE ALSO:
                 mpi4py.rc.irecv_bufsz

              Added in version 4.0.0.

       MPI4PY_RC_ERRORS

              Default
                     "exception"

              Choices
                     "exception", "default", "abort", "fatal"

              Controls default MPI error handling policy.

              SEE ALSO:
                 mpi4py.rc.errors

              Added in version 3.1.0.

       MPI4PY_PICKLE_PROTOCOL

              Type   int

              Default
                     pickle.HIGHEST_PROTOCOL

              Controls the default pickle protocol to use when communicating Python objects.

              SEE ALSO:
                 PROTOCOL attribute of the MPI.pickle object within the MPI module.

              Added in version 3.1.0.

       MPI4PY_PICKLE_THRESHOLD

              Type   int

              Default
                     262144

              Controls the default buffer size threshold  for  switching  from  in-band  to  out-of-band  buffer
              handling when using pickle protocol version 5 or higher.

              SEE ALSO:
                 THRESHOLD attribute of the MPI.pickle object within the MPI module.

              Added in version 3.1.2.

   Miscellaneous functions
       mpi4py.profile(name, *, path=None)
              Support for the MPI profiling interface.

              Parametersname (str) – Name of the profiler library to load.

                     • path (sequence of str, optional) – Additional paths to search for the profiler.

              Return type
                     None

       mpi4py.get_include()
              Return the directory in the package that contains header files.

              Extension  modules  that  need  to  compile  against mpi4py should use this function to locate the
              appropriate include directory. Using Python distutils (or perhaps NumPy distutils):

                 import mpi4py
                 Extension('extension_name', ...
                           include_dirs=[..., mpi4py.get_include()])

              Return type
                     str

       mpi4py.get_config()
              Return a dictionary with information about MPI.

              Changed in version 4.0.0:  By  default,  this  function  returns  an  empty  dictionary.  However,
              downstream  packagers and distributors may alter such behavior.  To that end, MPI information must
              be provided under an mpi section within a  UTF-8  encoded  INI-style  configuration  file  mpi.cfg
              located at the top-level package directory.  The configuration file is read and parsed using the ‐
              configparser module.

              Return type
                     dict[str, str]

MPI4PY.MPI

   Classes
       Ancillary
                                     ┌──────────┬──────────────────────────────┐
                                     │ Datatype │ Datatype object.             │
                                     ├──────────┼──────────────────────────────┤
                                     │ Status   │ Status object.               │
                                     ├──────────┼──────────────────────────────┤
                                     │ Request  │ Request handler.             │
                                     ├──────────┼──────────────────────────────┤
                                     │ Prequest │ Persistent request handler.  │
                                     ├──────────┼──────────────────────────────┤
                                     │ Grequest │ Generalized request handler. │
                                     ├──────────┼──────────────────────────────┤
                                     │ Op       │ Reduction operation.         │
                                     ├──────────┼──────────────────────────────┤
                                     │ Group    │ Group of processes.          │
                                     ├──────────┼──────────────────────────────┤
                                     │ Info     │ Info object.                 │
                                     ├──────────┼──────────────────────────────┤
                                     │ Session  │ Session context.             │
                                     └──────────┴──────────────────────────────┘

       Communication
                              ┌───────────────┬───────────────────────────────────────┐
                              │ Comm          │ Communication context.                │
                              ├───────────────┼───────────────────────────────────────┤
                              │ Intracomm     │ Intracommunicator.                    │
                              ├───────────────┼───────────────────────────────────────┤
                              │ Topocomm      │ Topology intracommunicator.           │
                              ├───────────────┼───────────────────────────────────────┤
                              │ Cartcomm      │ Cartesian topology intracommunicator. │
                              ├───────────────┼───────────────────────────────────────┤
                              │ Graphcomm     │ General         graph        topology │
                              │               │ intracommunicator.                    │
                              ├───────────────┼───────────────────────────────────────┤
                              │ Distgraphcomm │ Distributed      graph       topology │
                              │               │ intracommunicator.                    │
                              ├───────────────┼───────────────────────────────────────┤
                              │ Intercomm     │ Intercommunicator.                    │
                              ├───────────────┼───────────────────────────────────────┤
                              │ Message       │ Matched message.                      │
                              └───────────────┴───────────────────────────────────────┘

       One-sided operations
                                       ┌─────┬───────────────────────────────┐
                                       │ Win │ Remote memory access context. │
                                       └─────┴───────────────────────────────┘

       Input/Output
                                             ┌──────┬───────────────────┐
                                             │ File │ File I/O context. │
                                             └──────┴───────────────────┘

       Error handling
                                          ┌────────────┬──────────────────┐
                                          │ Errhandler │ Error handler.   │
                                          ├────────────┼──────────────────┤
                                          │ Exception  │ Exception class. │
                                          └────────────┴──────────────────┘

       Auxiliary
                                     ┌────────┬─────────────────────────────────┐
                                     │ Pickle │ Pickle/unpickle Python objects. │
                                     ├────────┼─────────────────────────────────┤
                                     │ buffer │ Buffer.                         │
                                     └────────┴─────────────────────────────────┘

   Functions
       Version inquiry
                          ┌───────────────────────┬───────────────────────────────────────┐
                          │ Get_version()         │ Obtain  the version number of the MPI │
                          │                       │ standard.                             │
                          ├───────────────────────┼───────────────────────────────────────┤
                          │ Get_library_version() │ Obtain the version string of the  MPI │
                          │                       │ library.                              │
                          └───────────────────────┴───────────────────────────────────────┘

       Initialization and finalization
                         ┌─────────────────────────┬───────────────────────────────────────┐
                         │ Init()                  │ Initialize    the    MPI    execution │
                         │                         │ environment.                          │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Init_thread([required]) │ Initialize    the    MPI    execution │
                         │                         │ environment.                          │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Finalize()              │ Terminate     the    MPI    execution │
                         │                         │ environment.                          │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Is_initialized()        │ Indicate  whether   Init   has   been │
                         │                         │ called.                               │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Is_finalized()          │ Indicate    whether    Finalize   has │
                         │                         │ completed.                            │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Query_thread()          │ Return the level  of  thread  support │
                         │                         │ provided by the MPI library.          │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Is_thread_main()        │ Indicate  whether  this thread called │
                         │                         │ Init or Init_thread.                  │
                         └─────────────────────────┴───────────────────────────────────────┘

       Memory allocation
                         ┌─────────────────────────┬───────────────────────────────────────┐
                         │ Alloc_mem(size[, info]) │ Allocate memory for  message  passing │
                         │                         │ and remote memory access.             │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Free_mem(mem)           │ Free memory allocated with Alloc_mem. │
                         └─────────────────────────┴───────────────────────────────────────┘

       Address manipulation
                         ┌─────────────────────────┬───────────────────────────────────────┐
                         │ Get_address(location)   │ Get  the  address  of  a  location in │
                         │                         │ memory.                               │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Aint_add(base, disp)    │ Return the sum of  base  address  and │
                         │                         │ displacement.                         │
                         ├─────────────────────────┼───────────────────────────────────────┤
                         │ Aint_diff(addr1, addr2) │ Return    the    difference   between │
                         │                         │ absolute addresses.                   │
                         └─────────────────────────┴───────────────────────────────────────┘

       Timer
                                 ┌─────────┬───────────────────────────────────────┐
                                 │ Wtick() │ Return the resolution of Wtime.       │
                                 ├─────────┼───────────────────────────────────────┤
                                 │ Wtime() │ Return an elapsed time on the calling │
                                 │         │ processor.                            │
                                 └─────────┴───────────────────────────────────────┘

       Error handling
                   ┌─────────────────────────────────────┬───────────────────────────────────────┐
                   │ Get_error_class(errorcode)          │ Convert an error code into  an  error │
                   │                                     │ class.                                │
                   ├─────────────────────────────────────┼───────────────────────────────────────┤
                   │ Get_error_string(errorcode)         │ Return  the  error string for a given │
                   │                                     │ error class or error code.            │
                   ├─────────────────────────────────────┼───────────────────────────────────────┤
                   │ Add_error_class()                   │ Add an error class to the known error │
                   │                                     │ classes.                              │
                   ├─────────────────────────────────────┼───────────────────────────────────────┤
                   │ Add_error_code(errorclass)          │ Add an error code to an error class.  │
                   ├─────────────────────────────────────┼───────────────────────────────────────┤
                   │ Add_error_string(errorcode, string) │ Associate an  error  string  with  an │
                   │                                     │ error class or error code.            │
                   ├─────────────────────────────────────┼───────────────────────────────────────┤
                   │ Remove_error_class(errorclass)      │ Remove  an error class from the known │
                   │                                     │ error classes.                        │
                   ├─────────────────────────────────────┼───────────────────────────────────────┤
                   │ Remove_error_code(errorcode)        │ Remove an error code from  the  known │
                   │                                     │ error codes.                          │
                   ├─────────────────────────────────────┼───────────────────────────────────────┤
                   │ Remove_error_string(errorcode)      │ Remove  error string association from │
                   │                                     │ error class or error code.            │
                   └─────────────────────────────────────┴───────────────────────────────────────┘

       Dynamic process management
                    ┌───────────────────────────────────┬───────────────────────────────────────┐
                    │ Open_port([info])                 │ Return an  address  used  to  connect │
                    │                                   │ group of processes.                   │
                    ├───────────────────────────────────┼───────────────────────────────────────┤
                    │ Close_port(port_name)             │ Close a port.                         │
                    ├───────────────────────────────────┼───────────────────────────────────────┤
                    │ Publish_name(service_name,        │ Publish a service name.               │
                    │ port_name[, info])                │                                       │
                    ├───────────────────────────────────┼───────────────────────────────────────┤
                    │ Unpublish_name(service_name,      │ Unpublish a service name.             │
                    │ port_name[, info])                │                                       │
                    ├───────────────────────────────────┼───────────────────────────────────────┤
                    │ Lookup_name(service_name[, info]) │ Lookup  a  port  name given a service │
                    │                                   │ name.                                 │
                    └───────────────────────────────────┴───────────────────────────────────────┘

       Miscellanea
                  ┌───────────────────────────────────────┬───────────────────────────────────────┐
                  │ Attach_buffer(buf)                    │ Attach  a  user-provided  buffer  for │
                  │                                       │ sending in buffered mode.             │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Detach_buffer()                       │ Remove an existing attached buffer.   │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Flush_buffer()                        │ Block  until  all  buffered  messages │
                  │                                       │ have been transmitted.                │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Iflush_buffer()                       │ Nonblocking   flush   for    buffered │
                  │                                       │ messages.                             │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Compute_dims(nnodes, dims)            │ Return  a  balanced  distribution  of │
                  │                                       │ processes per coordinate direction.   │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_processor_name()                  │ Obtain  the  name  of   the   calling │
                  │                                       │ processor.                            │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Register_datarep(datarep,    read_fn, │ Register      user-defined       data │
                  │ write_fn, ...)                        │ representations.                      │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Pcontrol(level)                       │ Control profiling.                    │
                  └───────────────────────────────────────┴───────────────────────────────────────┘

       Utilities
                               ┌──────────────┬───────────────────────────────────────┐
                               │ get_vendor() │ Information  about the underlying MPI │
                               │              │ implementation.                       │
                               └──────────────┴───────────────────────────────────────┘

   Attributes
                        ┌────────────────────────────┬───────────────────────────────────────┐
                        │ UNDEFINED                  │ Constant UNDEFINED of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ANY_SOURCE                 │ Constant ANY_SOURCE of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ANY_TAG                    │ Constant ANY_TAG of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ PROC_NULL                  │ Constant PROC_NULL of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ROOT                       │ Constant ROOT of type int             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BOTTOM                     │ Constant BOTTOM of type BottomType    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ IN_PLACE                   │ Constant IN_PLACE of type InPlaceType │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BUFFER_AUTOMATIC           │ Constant  BUFFER_AUTOMATIC  of   type │
                        │                            │ BufferAutomaticType                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ KEYVAL_INVALID             │ Constant KEYVAL_INVALID of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TAG_UB                     │ Constant TAG_UB of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ IO                         │ Constant IO of type int               │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WTIME_IS_GLOBAL            │ Constant WTIME_IS_GLOBAL of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNIVERSE_SIZE              │ Constant UNIVERSE_SIZE of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ APPNUM                     │ Constant APPNUM of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LASTUSEDCODE               │ Constant LASTUSEDCODE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_BASE                   │ Constant WIN_BASE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_SIZE                   │ Constant WIN_SIZE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_DISP_UNIT              │ Constant WIN_DISP_UNIT of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_CREATE_FLAVOR          │ Constant  WIN_CREATE_FLAVOR of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR                 │ Constant WIN_FLAVOR of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_MODEL                  │ Constant WIN_MODEL of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SUCCESS                    │ Constant SUCCESS of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_LASTCODE               │ Constant ERR_LASTCODE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_COMM                   │ Constant ERR_COMM of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_GROUP                  │ Constant ERR_GROUP of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TYPE                   │ Constant ERR_TYPE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_REQUEST                │ Constant ERR_REQUEST of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_OP                     │ Constant ERR_OP of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ERRHANDLER             │ Constant ERR_ERRHANDLER of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_BUFFER                 │ Constant ERR_BUFFER of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_COUNT                  │ Constant ERR_COUNT of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TAG                    │ Constant ERR_TAG of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RANK                   │ Constant ERR_RANK of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ROOT                   │ Constant ERR_ROOT of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TRUNCATE               │ Constant ERR_TRUNCATE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_IN_STATUS              │ Constant ERR_IN_STATUS of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_PENDING                │ Constant ERR_PENDING of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TOPOLOGY               │ Constant ERR_TOPOLOGY of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_DIMS                   │ Constant ERR_DIMS of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ARG                    │ Constant ERR_ARG of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_OTHER                  │ Constant ERR_OTHER of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_UNKNOWN                │ Constant ERR_UNKNOWN of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INTERN                 │ Constant ERR_INTERN of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO                   │ Constant ERR_INFO of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_FILE                   │ Constant ERR_FILE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_WIN                    │ Constant ERR_WIN of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_KEYVAL                 │ Constant ERR_KEYVAL of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO_KEY               │ Constant ERR_INFO_KEY of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO_VALUE             │ Constant ERR_INFO_VALUE of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO_NOKEY             │ Constant ERR_INFO_NOKEY of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ACCESS                 │ Constant ERR_ACCESS of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_AMODE                  │ Constant ERR_AMODE of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_BAD_FILE               │ Constant ERR_BAD_FILE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_FILE_EXISTS            │ Constant ERR_FILE_EXISTS of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_FILE_IN_USE            │ Constant ERR_FILE_IN_USE of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NO_SPACE               │ Constant ERR_NO_SPACE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NO_SUCH_FILE           │ Constant ERR_NO_SUCH_FILE of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_IO                     │ Constant ERR_IO of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_READ_ONLY              │ Constant ERR_READ_ONLY of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_CONVERSION             │ Constant ERR_CONVERSION of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_DUP_DATAREP            │ Constant ERR_DUP_DATAREP of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_UNSUPPORTED_DATAREP    │ Constant  ERR_UNSUPPORTED_DATAREP  of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_UNSUPPORTED_OPERATION  │ Constant ERR_UNSUPPORTED_OPERATION of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NAME                   │ Constant ERR_NAME of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NO_MEM                 │ Constant ERR_NO_MEM of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NOT_SAME               │ Constant ERR_NOT_SAME of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_PORT                   │ Constant ERR_PORT of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_QUOTA                  │ Constant ERR_QUOTA of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_SERVICE                │ Constant ERR_SERVICE of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_SPAWN                  │ Constant ERR_SPAWN of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_BASE                   │ Constant ERR_BASE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_SIZE                   │ Constant ERR_SIZE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_DISP                   │ Constant ERR_DISP of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ASSERT                 │ Constant ERR_ASSERT of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_LOCKTYPE               │ Constant ERR_LOCKTYPE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_CONFLICT           │ Constant ERR_RMA_CONFLICT of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_SYNC               │ Constant ERR_RMA_SYNC of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_RANGE              │ Constant ERR_RMA_RANGE of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_ATTACH             │ Constant ERR_RMA_ATTACH of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_SHARED             │ Constant ERR_RMA_SHARED of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_FLAVOR             │ Constant ERR_RMA_FLAVOR of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ORDER_C                    │ Constant ORDER_C of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ORDER_F                    │ Constant ORDER_F of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ORDER_FORTRAN              │ Constant ORDER_FORTRAN of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TYPECLASS_INTEGER          │ Constant  TYPECLASS_INTEGER of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TYPECLASS_REAL             │ Constant TYPECLASS_REAL of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TYPECLASS_COMPLEX          │ Constant TYPECLASS_COMPLEX of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_NONE            │ Constant DISTRIBUTE_NONE of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_BLOCK           │ Constant DISTRIBUTE_BLOCK of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_CYCLIC          │ Constant  DISTRIBUTE_CYCLIC of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_DFLT_DARG       │ Constant DISTRIBUTE_DFLT_DARG of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_NAMED             │ Constant COMBINER_NAMED of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_DUP               │ Constant COMBINER_DUP of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_CONTIGUOUS        │ Constant COMBINER_CONTIGUOUS of  type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_VECTOR            │ Constant COMBINER_VECTOR of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_HVECTOR           │ Constant COMBINER_HVECTOR of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_INDEXED           │ Constant COMBINER_INDEXED of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_HINDEXED          │ Constant  COMBINER_HINDEXED of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_INDEXED_BLOCK     │ Constant  COMBINER_INDEXED_BLOCK   of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_HINDEXED_BLOCK    │ Constant  COMBINER_HINDEXED_BLOCK  of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_STRUCT            │ Constant COMBINER_STRUCT of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_SUBARRAY          │ Constant COMBINER_SUBARRAY of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_DARRAY            │ Constant COMBINER_DARRAY of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_RESIZED           │ Constant COMBINER_RESIZED of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_VALUE_INDEX       │ Constant COMBINER_VALUE_INDEX of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_F90_REAL          │ Constant  COMBINER_F90_REAL of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_F90_COMPLEX       │ Constant COMBINER_F90_COMPLEX of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_F90_INTEGER       │ Constant COMBINER_F90_INTEGER of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ IDENT                      │ Constant IDENT of type int            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CONGRUENT                  │ Constant CONGRUENT of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIMILAR                    │ Constant SIMILAR of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNEQUAL                    │ Constant UNEQUAL of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CART                       │ Constant CART of type int             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ GRAPH                      │ Constant GRAPH of type int            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DIST_GRAPH                 │ Constant DIST_GRAPH of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNWEIGHTED                 │ Constant UNWEIGHTED of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WEIGHTS_EMPTY              │ Constant WEIGHTS_EMPTY of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_TYPE_SHARED           │ Constant COMM_TYPE_SHARED of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BSEND_OVERHEAD             │ Constant BSEND_OVERHEAD of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_CREATE          │ Constant WIN_FLAVOR_CREATE of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_ALLOCATE        │ Constant  WIN_FLAVOR_ALLOCATE of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_DYNAMIC         │ Constant WIN_FLAVOR_DYNAMIC of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_SHARED          │ Constant WIN_FLAVOR_SHARED of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_SEPARATE               │ Constant WIN_SEPARATE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_UNIFIED                │ Constant WIN_UNIFIED of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOCHECK               │ Constant MODE_NOCHECK of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOSTORE               │ Constant MODE_NOSTORE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOPUT                 │ Constant MODE_NOPUT of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOPRECEDE             │ Constant MODE_NOPRECEDE of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOSUCCEED             │ Constant MODE_NOSUCCEED of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOCK_EXCLUSIVE             │ Constant LOCK_EXCLUSIVE of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOCK_SHARED                │ Constant LOCK_SHARED of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_RDONLY                │ Constant MODE_RDONLY of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_WRONLY                │ Constant MODE_WRONLY of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_RDWR                  │ Constant MODE_RDWR of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_CREATE                │ Constant MODE_CREATE of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_EXCL                  │ Constant MODE_EXCL of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_DELETE_ON_CLOSE       │ Constant MODE_DELETE_ON_CLOSE of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_UNIQUE_OPEN           │ Constant MODE_UNIQUE_OPEN of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_SEQUENTIAL            │ Constant MODE_SEQUENTIAL of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_APPEND                │ Constant MODE_APPEND of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SEEK_SET                   │ Constant SEEK_SET of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SEEK_CUR                   │ Constant SEEK_CUR of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SEEK_END                   │ Constant SEEK_END of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISPLACEMENT_CURRENT       │ Constant DISPLACEMENT_CURRENT of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISP_CUR                   │ Constant DISP_CUR of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_SINGLE              │ Constant THREAD_SINGLE of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_FUNNELED            │ Constant THREAD_FUNNELED of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_SERIALIZED          │ Constant  THREAD_SERIALIZED of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_MULTIPLE            │ Constant THREAD_MULTIPLE of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ VERSION                    │ Constant VERSION of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SUBVERSION                 │ Constant SUBVERSION of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_PROCESSOR_NAME         │ Constant MAX_PROCESSOR_NAME of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_ERROR_STRING           │ Constant MAX_ERROR_STRING of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_PORT_NAME              │ Constant MAX_PORT_NAME of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_INFO_KEY               │ Constant MAX_INFO_KEY of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_INFO_VAL               │ Constant MAX_INFO_VAL of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_OBJECT_NAME            │ Constant MAX_OBJECT_NAME of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_DATAREP_STRING         │ Constant MAX_DATAREP_STRING of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_LIBRARY_VERSION_STRING │ Constant   MAX_LIBRARY_VERSION_STRING │
                        │                            │ of type int                           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DATATYPE_NULL              │ Object DATATYPE_NULL of type Datatype │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ PACKED                     │ Object PACKED of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BYTE                       │ Object BYTE of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ AINT                       │ Object AINT of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ OFFSET                     │ Object OFFSET of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COUNT                      │ Object COUNT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CHAR                       │ Object CHAR of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WCHAR                      │ Object WCHAR of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_CHAR                │ Object SIGNED_CHAR of type Datatype   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SHORT                      │ Object SHORT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT                        │ Object INT of type Datatype           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG                       │ Object LONG of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_LONG                  │ Object LONG_LONG of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_CHAR              │ Object UNSIGNED_CHAR of type Datatype │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_SHORT             │ Object    UNSIGNED_SHORT    of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED                   │ Object UNSIGNED of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_LONG              │ Object UNSIGNED_LONG of type Datatype │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_LONG_LONG         │ Object  UNSIGNED_LONG_LONG  of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ FLOAT                      │ Object FLOAT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE                     │ Object DOUBLE of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_DOUBLE                │ Object LONG_DOUBLE of type Datatype   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_BOOL                     │ Object C_BOOL of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT8_T                     │ Object INT8_T of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT16_T                    │ Object INT16_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT32_T                    │ Object INT32_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT64_T                    │ Object INT64_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT8_T                    │ Object UINT8_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT16_T                   │ Object UINT16_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT32_T                   │ Object UINT32_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT64_T                   │ Object UINT64_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_COMPLEX                  │ Object C_COMPLEX of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_FLOAT_COMPLEX            │ Object    C_FLOAT_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_DOUBLE_COMPLEX           │ Object   C_DOUBLE_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_LONG_DOUBLE_COMPLEX      │ Object  C_LONG_DOUBLE_COMPLEX of type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_BOOL                   │ Object CXX_BOOL of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_FLOAT_COMPLEX          │ Object  CXX_FLOAT_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_DOUBLE_COMPLEX         │ Object   CXX_DOUBLE_COMPLEX  of  type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_LONG_DOUBLE_COMPLEX    │ Object   CXX_LONG_DOUBLE_COMPLEX   of │
                        │                            │ type Datatype                         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SHORT_INT                  │ Object SHORT_INT of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT_INT                    │ Object INT_INT of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TWOINT                     │ Object TWOINT of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_INT                   │ Object LONG_INT of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ FLOAT_INT                  │ Object FLOAT_INT of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE_INT                 │ Object DOUBLE_INT of type Datatype    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_DOUBLE_INT            │ Object    LONG_DOUBLE_INT   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CHARACTER                  │ Object CHARACTER of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL                    │ Object LOGICAL of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER                    │ Object INTEGER of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL                       │ Object REAL of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE_PRECISION           │ Object   DOUBLE_PRECISION   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX                    │ Object COMPLEX of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE_COMPLEX             │ Object    DOUBLE_COMPLEX    of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL1                   │ Object LOGICAL1 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL2                   │ Object LOGICAL2 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL4                   │ Object LOGICAL4 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL8                   │ Object LOGICAL8 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER1                   │ Object INTEGER1 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER2                   │ Object INTEGER2 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER4                   │ Object INTEGER4 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER8                   │ Object INTEGER8 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER16                  │ Object INTEGER16 of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL2                      │ Object REAL2 of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL4                      │ Object REAL4 of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL8                      │ Object REAL8 of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL16                     │ Object REAL16 of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX4                   │ Object COMPLEX4 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX8                   │ Object COMPLEX8 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX16                  │ Object COMPLEX16 of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX32                  │ Object COMPLEX32 of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_INT               │ Object UNSIGNED_INT of type Datatype  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_SHORT               │ Object SIGNED_SHORT of type Datatype  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_INT                 │ Object SIGNED_INT of type Datatype    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_LONG                │ Object SIGNED_LONG of type Datatype   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_LONG_LONG           │ Object   SIGNED_LONG_LONG   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BOOL                       │ Object BOOL of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT8_T                    │ Object SINT8_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT16_T                   │ Object SINT16_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT32_T                   │ Object SINT32_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT64_T                   │ Object SINT64_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_BOOL                     │ Object F_BOOL of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_INT                      │ Object F_INT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_FLOAT                    │ Object F_FLOAT of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_DOUBLE                   │ Object F_DOUBLE of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_COMPLEX                  │ Object F_COMPLEX of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_FLOAT_COMPLEX            │ Object    F_FLOAT_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_DOUBLE_COMPLEX           │ Object   F_DOUBLE_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REQUEST_NULL               │ Object REQUEST_NULL of type Request   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MESSAGE_NULL               │ Object MESSAGE_NULL of type Message   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MESSAGE_NO_PROC            │ Object    MESSAGE_NO_PROC   of   type │
                        │                            │ Message                               │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ OP_NULL                    │ Object OP_NULL of type Op             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX                        │ Object MAX of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MIN                        │ Object MIN of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SUM                        │ Object SUM of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ PROD                       │ Object PROD of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LAND                       │ Object LAND of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BAND                       │ Object BAND of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOR                        │ Object LOR of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BOR                        │ Object BOR of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LXOR                       │ Object LXOR of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BXOR                       │ Object BXOR of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAXLOC                     │ Object MAXLOC of type Op              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MINLOC                     │ Object MINLOC of type Op              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REPLACE                    │ Object REPLACE of type Op             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ NO_OP                      │ Object NO_OP of type Op               │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ GROUP_NULL                 │ Object GROUP_NULL of type Group       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ GROUP_EMPTY                │ Object GROUP_EMPTY of type Group      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INFO_NULL                  │ Object INFO_NULL of type Info         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INFO_ENV                   │ Object INFO_ENV of type Info          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERRHANDLER_NULL            │ Object   ERRHANDLER_NULL   of    type │
                        │                            │ Errhandler                            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERRORS_RETURN              │ Object    ERRORS_RETURN    of    type │
                        │                            │ Errhandler                            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERRORS_ARE_FATAL           │ Object   ERRORS_ARE_FATAL   of   type │
                        │                            │ Errhandler                            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_NULL                  │ Object COMM_NULL of type Comm         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_SELF                  │ Object COMM_SELF of type Intracomm    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_WORLD                 │ Object COMM_WORLD of type Intracomm   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_NULL                   │ Object WIN_NULL of type Win           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ FILE_NULL                  │ Object FILE_NULL of type File         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ pickle                     │ Object pickle of type Pickle          │
                        └────────────────────────────┴───────────────────────────────────────┘

MPI4PY.TYPING

       Added in version 4.0.0.

       This  module provides type aliases used to add type hints to the various functions and methods within the
       MPI module.

       SEE ALSO:

          Module typing
                 Documentation of the typing standard module.

       Types Summary
                              ┌────────────────┬──────────────────────────────────────┐
                              │ SupportsBuffer │ Python buffer protocol.              │
                              ├────────────────┼──────────────────────────────────────┤
                              │ SupportsDLPack │ DLPack data interchange protocol.    │
                              ├────────────────┼──────────────────────────────────────┤
                              │ SupportsCAI    │ CUDA Array Interface (CAI) protocol. │
                              ├────────────────┼──────────────────────────────────────┤
                              │ Buffer         │ Buffer-like object.                  │
                              ├────────────────┼──────────────────────────────────────┤
                              │ Bottom         │ Start of the address range.          │
                              ├────────────────┼──────────────────────────────────────┤
                              │ InPlace        │ In-place buffer argument.            │
                              ├────────────────┼──────────────────────────────────────┤
                              │ Aint           │ Address-sized integral type.         │
                              ├────────────────┼──────────────────────────────────────┤
                              │ Count          │ Integral type for counts.            │
                              ├────────────────┼──────────────────────────────────────┤
                              │ Displ          │ Integral type for displacements.     │
                              ├────────────────┼──────────────────────────────────────┤
                              │ Offset         │ Integral type for offsets.           │
                              ├────────────────┼──────────────────────────────────────┤
                              │ TypeSpec       │ Datatype specification.              │
                              ├────────────────┼──────────────────────────────────────┤
                              │ BufSpec        │ Buffer specification.                │
                              ├────────────────┼──────────────────────────────────────┤
                              │ BufSpecB       │ Buffer specification (block).        │
                              ├────────────────┼──────────────────────────────────────┤
                              │ BufSpecV       │ Buffer specification (vector).       │
                              ├────────────────┼──────────────────────────────────────┤
                              │ BufSpecW       │ Buffer specification (generalized).  │
                              ├────────────────┼──────────────────────────────────────┤
                              │ TargetSpec     │ Target specification.                │
                              └────────────────┴──────────────────────────────────────┘

       Types Documentation

       mpi4py.typing.SupportsBuffer = <class 'mpi4py.typing.SupportsBuffer'>
              Python buffer protocol.

              SEE ALSO:
                 Buffer Protocol

       mpi4py.typing.SupportsDLPack = <class 'mpi4py.typing.SupportsDLPack'>
              DLPack data interchange protocol.

              SEE ALSO:
                 dlpack:python-spec

       mpi4py.typing.SupportsCAI = <class 'mpi4py.typing.SupportsCAI'>
              CUDA Array Interface (CAI) protocol.

              SEE ALSO:
                 numba:cuda-array-interface

       mpi4py.typing.Buffer
              Buffer-like object.

              alias of SupportsBuffer | SupportsDLPack | SupportsCAI

       mpi4py.typing.Bottom
              Start of the address range.

              alias of BottomType | None

       mpi4py.typing.InPlace
              In-place buffer argument.

              alias of InPlaceType | None

       mpi4py.typing.Aint = <class 'numbers.Integral'>
              Address-sized integral type.

              alias of numbers.Integral

       mpi4py.typing.Count = <class 'numbers.Integral'>
              Integral type for counts.

              alias of numbers.Integral

       mpi4py.typing.Displ = <class 'numbers.Integral'>
              Integral type for displacements.

              alias of numbers.Integral

       mpi4py.typing.Offset = <class 'numbers.Integral'>
              Integral type for offsets.

              alias of numbers.Integral

       mpi4py.typing.TypeSpec
              Datatype specification.

              alias of Datatype | str

       mpi4py.typing.BufSpec
              Buffer specification.

              • Buffer

              • Tuple[Buffer, Count]

              • Tuple[Buffer, TypeSpec]

              • Tuple[Buffer, Count, TypeSpec]

              • Tuple[Bottom, Count, Datatype]

              alias of SupportsBuffer | SupportsDLPack | SupportsCAI | Tuple[SupportsBuffer |  SupportsDLPack  |
              SupportsCAI,  Integral] | Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI, Datatype | str] | ‐
              Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI, Integral, Datatype | str] |  Tuple[BottomType
              | None, Integral, Datatype] | List[Any]

       mpi4py.typing.BufSpecB
              Buffer specification (block).

              • Buffer

              • Tuple[Buffer, Count]

              • Tuple[Buffer, TypeSpec]

              • Tuple[Buffer, Count, TypeSpec]

              alias  of  SupportsBuffer | SupportsDLPack | SupportsCAI | Tuple[SupportsBuffer | SupportsDLPack |
              SupportsCAI, Integral] | Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI, Datatype | str] |  ‐
              Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI, Integral, Datatype | str] | List[Any]

       mpi4py.typing.BufSpecV
              Buffer specification (vector).

              • Buffer

              • Tuple[Buffer, Sequence[Count]]

              • Tuple[Buffer, Tuple[Sequence[Count], Sequence[Displ]]]

              • Tuple[Buffer, TypeSpec]

              • Tuple[Buffer, Sequence[Count], TypeSpec]

              • Tuple[Buffer, Tuple[Sequence[Count], Sequence[Displ]], TypeSpec]

              • Tuple[Buffer, Sequence[Count], Sequence[Displ], TypeSpec]

              • Tuple[Bottom, Tuple[Sequence[Count], Sequence[Displ]], Datatype]

              • Tuple[Bottom, Sequence[Count], Sequence[Displ], Datatype]

              alias  of  SupportsBuffer | SupportsDLPack | SupportsCAI | Tuple[SupportsBuffer | SupportsDLPack |
              SupportsCAI, Sequence[Integral]] | Tuple[SupportsBuffer | SupportsDLPack  |  SupportsCAI,  Tuple[‐
              Sequence[Integral],  Sequence[Integral]]]  |  Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI,
              Datatype |  str]  |  Tuple[SupportsBuffer  |  SupportsDLPack  |  SupportsCAI,  Sequence[Integral],
              Datatype | str] | Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI, Tuple[Sequence[Integral], ‐
              Sequence[Integral]],  Datatype  |  str]  |  Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI, ‐
              Sequence[Integral], Sequence[Integral],  Datatype  |  str]  |  Tuple[BottomType  |  None,  Tuple[‐
              Sequence[Integral],  Sequence[Integral]], Datatype] | Tuple[BottomType | None, Sequence[Integral],
              Sequence[Integral], Datatype] | List[Any]

       mpi4py.typing.BufSpecW
              Buffer specification (generalized).

              • Tuple[Buffer, Sequence[Datatype]]

              • Tuple[Buffer,         Tuple[Sequence[Count], Sequence[Displ]], Sequence[Datatype]]

              • Tuple[Buffer, Sequence[Count], Sequence[Displ], Sequence[Datatype]]

              • Tuple[Bottom,         Tuple[Sequence[Count], Sequence[Displ]], Sequence[Datatype]]

              • Tuple[Bottom, Sequence[Count], Sequence[Displ], Sequence[Datatype]]

              alias of Tuple[SupportsBuffer  |  SupportsDLPack  |  SupportsCAI,  Sequence[Datatype]]  |  Tuple[‐
              SupportsBuffer  |  SupportsDLPack  | SupportsCAI, Tuple[Sequence[Integral], Sequence[Integral]], ‐
              Sequence[Datatype]] | Tuple[SupportsBuffer | SupportsDLPack | SupportsCAI,  Sequence[Integral],  ‐
              Sequence[Integral],  Sequence[Datatype]]  |  Tuple[BottomType  | None, Tuple[Sequence[Integral], ‐
              Sequence[Integral]], Sequence[Datatype]] | Tuple[BottomType | None, Sequence[Integral], Sequence[‐
              Integral], Sequence[Datatype]] | List[Any]

       mpi4py.typing.TargetSpec
              Target specification.

              • Displ

              • Tuple[()]

              • Tuple[Displ]

              • Tuple[Displ, Count]

              • Tuple[Displ, Count, Datatype]

              alias of Integral | Tuple |  Tuple[Integral]  |  Tuple[Integral,  Integral]  |  Tuple[Integral,  ‐
              Integral, Datatype | str] | List[Any]

       mpi4py.typing.S = TypeVar("S")
              Invariant TypeVar.

       mpi4py.typing.T = TypeVar("T")
              Invariant TypeVar.

       mpi4py.typing.U = TypeVar("U")
              Invariant TypeVar.

       mpi4py.typing.V = TypeVar("V")
              Invariant TypeVar.

MPI4PY.FUTURES

       Added in version 3.0.0.

       This  package  provides a high-level interface for asynchronously executing callables on a pool of worker
       processes using MPI for inter-process communication.

       The mpi4py.futures package is  based  on  concurrent.futures  from  the  Python  standard  library.  More
       precisely, mpi4py.futures provides the MPIPoolExecutor class as a concrete implementation of the abstract
       class  Executor.  The submit() interface schedules a callable to be executed asynchronously and returns a
       Future object representing the execution of the callable.  Future instances can be queried for  the  call
       result or exception. Sets of Future instances can be passed to the wait() and as_completed() functions.

       SEE ALSO:

          Module concurrent.futures
                 Documentation of the concurrent.futures standard module.

   MPIPoolExecutor
       The  MPIPoolExecutor  class  uses  a pool of MPI processes to execute calls asynchronously. By performing
       computations in separate processes, it allows to side-step the global interpreter  lock  but  also  means
       that  only  picklable  objects  can  be  executed and returned. The __main__ module must be importable by
       worker processes, thus MPIPoolExecutor instances may not work in the interactive interpreter.

       MPIPoolExecutor takes advantage of the dynamic  process  management  features  introduced  in  the  MPI-2
       standard.  In  particular,  the  MPI.Intracomm.Spawn  method  of  MPI.COMM_SELF is used in the master (or
       parent) process to spawn new worker (or child) processes running a Python interpreter. The master process
       uses a separate thread (one for each MPIPoolExecutor instance) to communicate back  and  forth  with  the
       workers.   The worker processes serve the execution of tasks in the main (and only) thread until they are
       signaled for completion.

       NOTE:
          The worker processes must import the main script in order to unpickle any callable defined  in  the  ‐
          __main__  module  and submitted from the master process. Furthermore, the callables may need access to
          other global variables. At the worker processes, mpi4py.futures executes the main script  code  (using
          the  runpy  module)  under  the  __worker__  namespace to define the __main__ module. The __main__ and
          __worker__ modules are added to sys.modules (both at the master and worker processes) to ensure proper
          pickling and unpickling.

       WARNING:
          During the initial  import  phase  at  the  workers,  the  main  script  cannot  create  and  use  new
          MPIPoolExecutor  instances.  Otherwise,  each  worker  would  attempt  to spawn a new pool of workers,
          leading to infinite recursion. mpi4py.futures detects such recursive attempts to spawn new workers and
          aborts the MPI execution environment. As the main script code is run under the  __worker__  namespace,
          the easiest way to avoid spawn recursion is using the idiom if __name__ == '__main__': ... in the main
          script.

       class mpi4py.futures.MPIPoolExecutor(max_workers=None, initializer=None, initargs=(), **kwargs)
              An  Executor  subclass  that  executes  calls  asynchronously  using a pool of at most max_workers
              processes.   If  max_workers  is  None  or  not  given,  its  value   is   determined   from   the
              MPI4PY_FUTURES_MAX_WORKERS environment variable if set, or the MPI universe size if set, otherwise
              a single worker process is spawned.  If max_workers is lower than or equal to 0, then a ValueError
              will be raised.

              initializer  is  an  optional  callable  that is called at the start of each worker process before
              executing any tasks; initargs is a tuple of arguments passed to the  initializer.  If  initializer
              raises  an exception, all pending tasks and any attempt to submit new tasks to the pool will raise
              a BrokenExecutor exception.

              Other parameters:

              • python_exe: Path to the Python interpreter executable used to spawn worker processes,  otherwise
                sys.executable is used.

              • python_args:  list  or  iterable  with  additional  command  line  flags  to  pass to the Python
                executable. Command line flags determined from inspection of sys.flags,  sys.warnoptions  and  ‐
                sys._xoptions in are passed unconditionally.

              • mpi_info:  dict  or  iterable  yielding (key, value) pairs.  These (key, value) pairs are passed
                (through an MPI.Info object) to the MPI.Intracomm.Spawn call used  to  spawn  worker  processes.
                This mechanism allows telling the MPI runtime system where and how to start the processes. Check
                the  documentation of the backend MPI implementation about the set of keys it interprets and the
                corresponding format for values.

              • globals: dict or iterable yielding (name, value) pairs to initialize the main  module  namespace
                in worker processes.

              • main:  If set to False, do not import the __main__ module in worker processes. Setting main to ‐
                False prevents worker processes from accessing definitions in the parent __main__ namespace.

              • path: list or iterable with paths to append to sys.path in worker processes to extend the module
                search path.

              • wdir: Path to set the current working  directory  in  worker  processes  using  os.chdir().  The
                initial  working  directory is set by the MPI implementation. Quality MPI implementations should
                honor a wdir info key passed through mpi_info, although such feature is not mandatory.

              • env: dict or iterable yielding (name, value)  pairs  with  environment  variables  to  update  ‐
                os.environ  in  worker processes.  The initial environment is set by the MPI implementation. MPI
                implementations may allow setting the initial environment through mpi_info, however such feature
                is not required nor recommended by the MPI standard.

              • use_pkl5: If set to True, use pickle5 with out-of-band buffers for  interprocess  communication.
                If   use_pkl5   is   set   to   None   or   not   given,   its  value  is  determined  from  the
                MPI4PY_FUTURES_USE_PKL5 environment variable. Using pickle5 with out-of-band buffers may benefit
                applications dealing with large buffer-like objects like NumPy arrays. See mpi4py.util.pkl5  for
                additional information.

              • backoff:  float  value  specifying  the  maximum  number  of  seconds a worker thread or process
                suspends execution with time.sleep() while idle-waiting. If not set,  its  value  is  determined
                from  the  MPI4PY_FUTURES_BACKOFF  environment  variable  if set, otherwise the default value of
                0.001 seconds is used. Lower values will reduce latency and increase  execution  throughput  for
                very  short-lived  tasks,  albeit  at  the  expense  of  spinning CPU cores and increased energy
                consumption.

              submit(func, *args, **kwargs)
                     Schedule the callable, func, to be executed as func(*args, **kwargs) and returns  a  Future
                     object representing the execution of the callable.

                        executor = MPIPoolExecutor(max_workers=1)
                        future = executor.submit(pow, 321, 1234)
                        print(future.result())

              map(func, *iterables, timeout=None, chunksize=1, **kwargs)
                     Equivalent  to  map(func,  *iterables)  except  func is executed asynchronously and several
                     calls to func may be made concurrently, out-of-order, in separate processes.  The  returned
                     iterator raises a TimeoutError if __next__() is called and the result isn’t available after
                     timeout  seconds  from  the  original call to map().  timeout can be an int or a float.  If
                     timeout is not specified or None, there is no limit to the wait time.  If a call raises  an
                     exception,  then  that  exception  will  be  raised  when  its  value is retrieved from the
                     iterator. This method chops iterables into a number of chunks which it submits to the  pool
                     as  separate  tasks.  The  (approximate)  size  of these chunks can be specified by setting
                     chunksize to a positive integer. For very long iterables, using a large value for chunksize
                     can significantly improve performance compared to the default size of one. By default,  the
                     returned  iterator yields results in-order, waiting for successive tasks to complete . This
                     behavior can be changed by passing the keyword argument unordered as True, then the  result
                     iterator will yield a result as soon as any of the tasks complete.

                        executor = MPIPoolExecutor(max_workers=3)
                        for result in executor.map(pow, [2]*32, range(32)):
                            print(result)

              starmap(func, iterable, timeout=None, chunksize=1, **kwargs)
                     Equivalent  to  itertools.starmap(func,  iterable).  Used  instead  of  map() when argument
                     parameters are already grouped in  tuples  from  a  single  iterable  (the  data  has  been
                     “pre-zipped”). map(func, *iterable) is equivalent to starmap(func, zip(*iterable)).

                        executor = MPIPoolExecutor(max_workers=3)
                        iterable = ((2, n) for n in range(32))
                        for result in executor.starmap(pow, iterable):
                            print(result)

              shutdown(wait=True, cancel_futures=False)
                     Signal  the  executor that it should free any resources that it is using when the currently
                     pending futures are done executing.  Calls to submit() and map() made after shutdown() will
                     raise RuntimeError.

                     If wait is True then this method will not return until all the  pending  futures  are  done
                     executing and the resources associated with the executor have been freed.  If wait is False
                     then  this  method  will  return immediately and the resources associated with the executor
                     will be freed when all pending futures are done executing.   Regardless  of  the  value  of
                     wait, the entire Python program will not exit until all pending futures are done executing.

                     If  cancel_futures  is  True, this method will cancel all pending futures that the executor
                     has not started running. Any futures that are completed  or  running  won’t  be  cancelled,
                     regardless of the value of cancel_futures.

                     You  can  avoid  having to call this method explicitly if you use the with statement, which
                     will shutdown the executor instance (waiting as if shutdown() were called with wait set  to
                     True).

                        import time
                        with MPIPoolExecutor(max_workers=1) as executor:
                            future = executor.submit(time.sleep, 2)
                        assert future.done()

              bootup(wait=True)
                     Signal  the executor that it should allocate eagerly any required resources (in particular,
                     MPI worker processes). If wait is True, then bootup() will not return  until  the  executor
                     resources  are  ready to process submissions.  Resources are automatically allocated in the
                     first call to submit(), thus calling bootup() explicitly is seldom needed.

              num_workers
                     Number or worker processes in the pool.

       MPI4PY_FUTURES_MAX_WORKERS
              If   the   max_workers   parameter   to   MPIPoolExecutor   is   None   or    not    given,    the
              MPI4PY_FUTURES_MAX_WORKERS  environment  variable provides a fallback value for the maximum number
              of MPI worker processes to spawn.

              Added in version 3.1.0.

       MPI4PY_FUTURES_USE_PKL5
              If  the  use_pkl5  keyword   argument   to   MPIPoolExecutor   is   None   or   not   given,   the
              MPI4PY_FUTURES_USE_PKL5  environment  variable  provides a fallback value for whether the executor
              should use pickle5 with out-of-band buffers for interprocess communication. Accepted values are  0
              and  1  (interpreted as False and True, respectively), and strings specifying a YAML boolean value
              (case-insensitive). Using pickle5 with out-of-band buffers may benefit applications  dealing  with
              large buffer-like objects like NumPy arrays. See mpi4py.util.pkl5 for additional information.

              Added in version 4.0.0.

       MPI4PY_FUTURES_BACKOFF
              If  the  backoff  keyword  argument  to  MPIPoolExecutor  is not given, the MPI4PY_FUTURES_BACKOFF
              environment variable can be set to a float value specifying the maximum number of seconds a worker
              thread or process suspends execution with time.sleep() while idle-waiting. If not set, the default
              backoff value is 0.001 seconds. Lower values will reduce latency and increase execution throughput
              for very short-lived tasks, albeit at the expense of  spinning  CPU  cores  and  increased  energy
              consumption.

              Added in version 4.0.0.

       NOTE:
          As  the  master  process  uses  a  separate  thread to perform MPI communication with the workers, the
          backend MPI implementation should provide support for MPI.THREAD_MULTIPLE. However, some  popular  MPI
          implementations do not support yet concurrent MPI calls from multiple threads. Additionally, users may
          decide  to  initialize MPI with a lower level of thread support. If the level of thread support in the
          backend MPI is less than MPI.THREAD_MULTIPLE, mpi4py.futures will use a global lock to  serialize  MPI
          calls. If the level of thread support is less than MPI.THREAD_SERIALIZED, mpi4py.futures will emit a ‐
          RuntimeWarning.

       WARNING:
          If  the  level  of  thread  support  in the backend MPI is less than MPI.THREAD_SERIALIZED (i.e, it is
          either MPI.THREAD_SINGLE or MPI.THREAD_FUNNELED), in theory mpi4py.futures cannot be used. Rather than
          raising an exception, mpi4py.futures emits a warning and takes a “cross-fingers” attitude to  continue
          execution in the hope that serializing MPI calls with a global lock will actually work.

   MPICommExecutor
       Legacy  MPI-1  implementations  (as well as some vendor MPI-2 implementations) do not support the dynamic
       process management features introduced in the MPI-2 standard.  Additionally,  job  schedulers  and  batch
       systems  in  supercomputing  facilities  may  pose  additional  complications  to  applications using the
       MPI_Comm_spawn() routine.

       With these issues in mind, mpi4py.futures supports  an  additional,  more  traditional,  SPMD-like  usage
       pattern  requiring  MPI-1  calls  only.  Python  applications  are started the usual way, e.g., using the
       mpiexec command. Python code should make a collective call to  the  MPICommExecutor  context  manager  to
       partition  the  set  of  MPI processes within a MPI communicator in one master processes and many workers
       processes. The master process gets access to an MPIPoolExecutor instance to submit tasks. Meanwhile,  the
       worker  process  follow  a  different  execution path and team-up to execute the tasks submitted from the
       master.

       Besides alleviating the lack of dynamic process management features in  legacy  MPI-1  or  partial  MPI-2
       implementations,  the  MPICommExecutor  context  manager  may  be  useful  in  classic  MPI-based  Python
       applications willing to take advantage of the simple, task-based, master/worker approach available in the
       mpi4py.futures package.

       class mpi4py.futures.MPICommExecutor(comm=None, root=0)
              Context manager for MPIPoolExecutor. This context manager splits a  MPI  (intra)communicator  comm
              (defaults to MPI.COMM_WORLD if not provided or None) in two disjoint sets: a single master process
              (with rank root in comm) and the remaining worker processes. These sets are then connected through
              an  intercommunicator.   The  target  of  the with statement is assigned either an MPIPoolExecutor
              instance (at the master) or None (at the workers).

                 from mpi4py import MPI
                 from mpi4py.futures import MPICommExecutor

                 with MPICommExecutor(MPI.COMM_WORLD, root=0) as executor:
                     if executor is not None:
                        future = executor.submit(abs, -42)
                        assert future.result() == 42
                        answer = set(executor.map(abs, [-42, 42]))
                        assert answer == {42}

       WARNING:
          If MPICommExecutor is passed a communicator of size  one  (e.g.,  MPI.COMM_SELF),  then  the  executor
          instance  assigned  to  the  target of the with statement will execute all submitted tasks in a single
          worker thread, thus ensuring that task execution still progress asynchronously. However, the GIL  will
          prevent  the  main and worker threads from running concurrently in multicore processors. Moreover, the
          thread context switching may harm noticeably the performance of CPU-bound tasks. In case of  I/O-bound
          tasks,  the  GIL  is not usually an issue, however, as a single worker thread is used, it progress one
          task at a time. We advice against using MPICommExecutor with communicators of  size  one  and  suggest
          refactoring your code to use instead a ThreadPoolExecutor.

   Command line
       Recalling  the  issues  related  to  the  lack  of support for dynamic process management features in MPI
       implementations, mpi4py.futures supports an alternative usage pattern  where  Python  code  (either  from
       scripts,  modules,  or  zip  files)  is  run  under command line control of the mpi4py.futures package by
       passing -m mpi4py.futures to the python executable.  The mpi4py.futures invocation  should  be  passed  a
       pyfile  path  to  a  script  (or  a  zipfile/directory  containing  a  __main__.py  file).  Additionally,
       mpi4py.futures accepts -m mod to execute a module named mod, -c cmd to execute a command string  cmd,  or
       even  -  to read commands from standard input (sys.stdin).  Summarizing, mpi4py.futures can be invoked in
       the following ways:

       • $ mpiexec -n numprocs python -m mpi4py.futures pyfile [arg] ...$ mpiexec -n numprocs python -m mpi4py.futures -m mod [arg] ...$ mpiexec -n numprocs python -m mpi4py.futures -c cmd [arg] ...$ mpiexec -n numprocs python -m mpi4py.futures - [arg] ...

       Before starting the main script execution,  mpi4py.futures  splits  MPI.COMM_WORLD  in  one  master  (the
       process  with  rank  0  in  MPI.COMM_WORLD)  and  numprocs  -  1 workers and connects them through an MPI
       intercommunicator.  Afterwards, the master process proceeds with the execution of the user  script  code,
       which  eventually  creates  MPIPoolExecutor  instances  to  submit tasks. Meanwhile, the worker processes
       follow a different execution path to serve the master.  Upon successful termination of the main script at
       the master, the entire MPI execution environment exists gracefully. In case of any unhandled exception in
       the main script, the  master  process  calls  MPI.COMM_WORLD.Abort(1)  to  prevent  deadlocks  and  force
       termination of entire MPI execution environment.

       WARNING:
          Running  scripts  under  command  line  control  of  mpi4py.futures  is  quite  similar to executing a
          single-process application that spawn additional  workers  as  required.  However,  there  is  a  very
          important  difference  users  should  be aware of. All MPIPoolExecutor instances created at the master
          will share the pool of workers. Tasks submitted at the master from many different  executors  will  be
          scheduled  for  execution  in random order as soon as a worker is idle. Any executor can easily starve
          all the workers (e.g., by calling MPIPoolExecutor.map() with long iterables). If  that  ever  happens,
          submissions from other executors will not be serviced until free workers are available.

       SEE ALSO:

          Command line
                 Documentation on Python command line interface.

   Parallel tasks
       The  mpi4py.futures  package  favors  an  embarrassingly  parallel  execution model involving a series of
       sequential tasks independent of each other and executed asynchronously. Albeit unnatural, MPIPoolExecutor
       can still be used for handling workloads involving parallel tasks, where worker processes communicate and
       coordinate each other via MPI.

       mpi4py.futures.get_comm_workers()
              Access an intracommunicator grouping MPI worker processes.

       Executing parallel tasks with mpi4py.futures requires following some  rules,  cf.  highlighted  lines  in
       example cpi.py :

       • Use  MPIPoolExecutor.num_workers to determine the number of worker processes in the executor and submit
         exactly one callable per worker process using the MPIPoolExecutor.submit() method.

       • The submitted callable must use get_comm_workers() to access an intracommunicator grouping  MPI  worker
         processes.  Afterwards,  it is highly recommended calling the Barrier() method on the communicator. The
         barrier synchronization ensures that every worker process is executing the submitted  callable  exactly
         once.  Afterwards,  the  parallel  task  can  safely  perform  any kind of point-to-point or collective
         operation using the returned communicator.

       • The Future instances returned by MPIPoolExecutor.submit() should be collected in  a  sequence.   Use  ‐
         wait() with the sequence of Future instances to ensure logical completion of the parallel task.

   Utilities
       The mpi4py.futures package provides additional utilities for handling Future instances.

       mpi4py.futures.collect(fs)
              Gather a collection of futures in a new future.

              Parameters
                     fs – Collection of futures.

              Returns
                     New future producing as result a list with results from fs.

       mpi4py.futures.compose(future, resulthook=None, excepthook=None)
              Compose the completion of a future with result and exception handlers.

              Parametersfuture – Input future instance.

                     • resulthook – Function to be called once the input future completes with success. Once the
                       input  future  finish  running  with  success, its result value is the input argument for
                       resulthook. The result of resulthook is set as the  result  of  the  output  future.   If
                       resulthook  is None, the output future is completed directly with the result of the input
                       future.

                     • excepthook – Function to be called once the input future completes with failure. Once the
                       input future finish running with failure, its exception value is the input  argument  for
                       excepthook.   If  excepthook returns an Exception instance, it is set as the exception of
                       the output future.  Otherwise, the result of excepthook is  set  as  the  result  of  the
                       output  future.   If  excepthook  is  None,  the  output future is set as failed with the
                       exception from the input future.

              Returns
                     Output future instance to be completed once  the  input  future  is  completed  and  either
                     resulthook or excepthook finish executing.

   Examples
   Computing the Julia set
       The following julia.py script computes the Julia set and dumps an image to disk in binary PGM format. The
       code starts by importing MPIPoolExecutor from the mpi4py.futures package. Next, some global constants and
       functions implement the computation of the Julia set. The computations are protected with the standard if
       __name__  ==  '__main__': ... idiom.  The image is computed by whole scanlines submitting all these tasks
       at once using the map method. The result iterator  yields  scanlines  in-order  as  the  tasks  complete.
       Finally, each scanline is dumped to disk.

       julia.py

          from mpi4py.futures import MPIPoolExecutor

          x0, x1, w = -2.0, +2.0, 640*2
          y0, y1, h = -1.5, +1.5, 480*2
          dx = (x1 - x0) / w
          dy = (y1 - y0) / h

          c = complex(0, 0.65)

          def julia(x, y):
              z = complex(x, y)
              n = 255
              while abs(z) < 3 and n > 1:
                  z = z**2 + c
                  n -= 1
              return n

          def julia_line(k):
              line = bytearray(w)
              y = y1 - k * dy
              for j in range(w):
                  x = x0 + j * dx
                  line[j] = julia(x, y)
              return line

          if __name__ == '__main__':

              with MPIPoolExecutor() as executor:
                  image = executor.map(julia_line, range(h))
                  with open('julia.pgm', 'wb') as f:
                      f.write(b'P5 %d %d %d\n' % (w, h, 255))
                      for line in image:
                          f.write(line)

       The  recommended  way  to  execute  the script is by using the mpiexec command specifying one MPI process
       (master) and (optional but recommended) the desired MPI universe size, which  determines  the  number  of
       additional  dynamically  spawned processes (workers). The MPI universe size is provided either by a batch
       system or set by the user via command-line arguments  to  mpiexec  or  environment  variables.  Below  we
       provide  examples  for  MPICH  and  Open  MPI  implementations [1]. In all of these examples, the mpiexec
       command launches a single master process running the Python interpreter and executing  the  main  script.
       When  required,  mpi4py.futures  spawns  the pool of 16 worker processes. The master submits tasks to the
       workers and waits for the results. The workers receive incoming tasks, execute them, and  send  back  the
       results to the master.

       When  using MPICH implementation or its derivatives based on the Hydra process manager, users can set the
       MPI universe size via the -usize argument to mpiexec:

          $ mpiexec -n 1 -usize 17 python julia.py

       or, alternatively, by setting the MPIEXEC_UNIVERSE_SIZE environment variable:

          $ env MPIEXEC_UNIVERSE_SIZE=17 mpiexec -n 1 python julia.py

       In the Open MPI implementation, the MPI universe size can be set via the -host argument to mpiexec:

          $ mpiexec -n 1 -host localhost:17 python julia.py

       Another way to specify the number of workers is to use the mpi4py.futures-specific  environment  variable
       MPI4PY_FUTURES_MAX_WORKERS:

          $ env MPI4PY_FUTURES_MAX_WORKERS=16 mpiexec -n 1 python julia.py

       Note that in this case, the MPI universe size is ignored.

       Alternatively,  users  may  decide  to execute the script in a more traditional way, that is, all the MPI
       processes are started at once. The user script  is  run  under  command-line  control  of  mpi4py.futures
       passing the -m flag to the python executable:

          $ mpiexec -n 17 python -m mpi4py.futures julia.py

       As  explained  previously,  the  17  processes  are  partitioned in one master and 16 workers. The master
       process executes the main script while the workers execute the tasks submitted by the master.

       [1]  When using an MPI implementation other than MPICH or Open MPI, please check the documentation of the
            implementation and/or batch system for the ways to specify the desired MPI universe size.

   Computing Pi (parallel task)
       The number \pi can be approximated via numerical integration with the simple midpoint rule, that is:

                                    \pi = \int_{0}^{1} \frac{4}{1+x^2} \,dx \approx
       \frac{1}{n} \sum_{i=1}^{n} \frac{4}{1 + \left[\frac{1}{n} \left(i-\frac{1}{2}\right) \right]^2} .

       The following cpi.py script computes such  approximations  using  mpi4py.futures  with  a  parallel  task
       involving  a  collective  reduction  operation.  Highlighted  lines  correspond to the rules discussed in
       Parallel tasks.

       cpi.py

          import math
          import sys
          from mpi4py.futures import MPIPoolExecutor, wait
          from mpi4py.futures import get_comm_workers

          def compute_pi(n):
              # Access intracommunicator and synchronize
              comm = get_comm_workers()
              comm.Barrier()

              rank = comm.Get_rank()
              size = comm.Get_size()

              # Local computation
              h = 1.0 / n
              s = 0.0
              for i in range(rank + 1, n + 1, size):
                  x = h * (i - 0.5)
                  s += 4.0 / (1.0 + x**2)
              pi_partial = s * h

              # Parallel reduce-to-all
              pi = comm.allreduce(pi_partial)

              # All workers return the same value
              return pi

          if __name__ == '__main__':
              n = int(sys.argv[1]) if len(sys.argv) > 1 else 256

              with MPIPoolExecutor() as executor:
                  # Submit exactly one callable per worker
                  P = executor.num_workers
                  fs = [executor.submit(compute_pi, n) for _ in range(P)]

                  # Wait for all workers to finish
                  wait(fs)

                  # Get result from the first future object.
                  # In this particular example, due to using reduce-to-all,
                  # all the other future objects hold the same result value.
                  pi = fs[0].result()
                  print(
                      f"pi: {pi:.16f}, error: {abs(pi - math.pi):.3e}",
                      f"({n:d} intervals, {P:d} workers)",
                  )

       To run in modern MPI-2 mode:

          $ env MPI4PY_FUTURES_MAX_WORKERS=4 mpiexec -n 1 python cpi.py 128
          pi: 3.1415977398528137, error: 5.086e-06 (128 intervals, 4 workers)

          $ env MPI4PY_FUTURES_MAX_WORKERS=8 mpiexec -n 1 python cpi.py 512
          pi: 3.1415929714812316, error: 3.179e-07 (512 intervals, 8 workers)

       To run in legacy MPI-1 mode:

          $ mpiexec -n 5 python -m mpi4py.futures cpi.py 128
          pi: 3.1415977398528137, error: 5.086e-06 (128 intervals, 4 workers)

          $ mpiexec -n 9 python -m mpi4py.futures cpi.py 512
          pi: 3.1415929714812316, error: 3.179e-07 (512 intervals, 8 workers)

   Citation
       If mpi4py.futures been significant to a project that leads to an academic publication, please acknowledge
       our work by citing the following article [mpi4py-futures]:

       [mpi4py-futures]
            M. Rogowski, S. Aseeri, D.  Keyes,  and  L.  Dalcin,  mpi4py.futures:  MPI-Based  Asynchronous  Task
            Execution for Python, IEEE Transactions on Parallel and Distributed Systems, 34(2):611-622, 2023.  ‐
            https://doi.org/10.1109/TPDS.2022.3225481

MPI4PY.UTIL

       Added in version 3.1.0.

       The mpi4py.util package collects miscellaneous utilities within the intersection of Python and MPI.

   mpi4py.util.dtlib
       Added in version 3.1.0.

       The mpi4py.util.dtlib module provides converter routines between NumPy and MPI datatypes.

       mpi4py.util.dtlib.from_numpy_dtype(dtype)
              Convert NumPy datatype to MPI datatype.

              Parameters
                     dtype (DTypeLike) – NumPy dtype-like object.

              Return type
                     Datatype

       mpi4py.util.dtlib.to_numpy_dtype(datatype)
              Convert MPI datatype to NumPy datatype.

              Parameters
                     datatype (Datatype) – MPI datatype.

              Return type
                     dtype[Any]

   mpi4py.util.pkl5
       Added in version 3.1.0.

       pickle  protocol  5 (see PEP 574) introduced support for out-of-band buffers, allowing for more efficient
       handling of certain object types with large memory footprints.

       MPI for Python uses the traditional in-band  handling  of  buffers.  This  approach  is  appropriate  for
       communicating  non-buffer  Python  objects,  or  buffer-like  objects  with  small memory footprints. For
       point-to-point communication, in-band buffer handling allows for the communication of  a  pickled  stream
       with  a  single  MPI  message,  at  the expense of additional CPU and memory overhead in the pickling and
       unpickling steps.

       The  mpi4py.util.pkl5  module  provides  communicator   wrapper   classes   reimplementing   pickle-based
       point-to-point and collective communication methods using pickle protocol 5. Handling out-of-band buffers
       necessarily  involves  multiple  MPI messages, thus increasing latency and hurting performance in case of
       small size data. However, in case of large  size  data,  the  zero-copy  savings  of  out-of-band  buffer
       handling  more  than  offset  the  extra latency costs.  Additionally, these wrapper methods overcome the
       infamous 2 GiB message count limit (MPI-1 to MPI-3).

       NOTE:
          Support for pickle protocol 5 is available in the pickle module within  the  Python  standard  library
          since  Python 3.8. Previous Python 3 releases can use the pickle5 backport, which is available on PyPI
          and can be installed with:

              python -m pip install pickle5

       class mpi4py.util.pkl5.Request
              Request.

              Custom request class for nonblocking communications.

              NOTE:
                 Request is not a subclass of mpi4py.MPI.Request

              Free() Free a communication request.

                     Return type
                            None

              free() Free a communication request.

                     Return type
                            None

              cancel()
                     Cancel a communication request.

                     Return type
                            None

              get_status(status=None)
                     Non-destructive test for the completion of a request.

                     Parameters
                            status (Status | None)

                     Return type
                            bool

              test(status=None)
                     Test for the completion of a request.

                     Parameters
                            status (Status | None)

                     Return type
                            tuple[bool, Any | None]

              wait(status=None)
                     Wait for a request to complete.

                     Parameters
                            status (Status | None)

                     Return type
                            Any

              classmethod get_status_all(requests, statuses=None)
                     Non-destructive test for the completion of all requests.

                     Classmethod

              classmethod testall(requests, statuses=None)
                     Test for the completion of all requests.

                     Classmethod

              classmethod waitall(requests, statuses=None)
                     Wait for all requests to complete.

                     Classmethod

       class mpi4py.util.pkl5.Message
              Message.

              Custom message class for matching probes.

              NOTE:
                 Message is not a subclass of mpi4py.MPI.Message

              free() Do nothing.

                     Return type
                            None

              recv(status=None)
                     Blocking receive of matched message.

                     Parameters
                            status (Status | None)

                     Return type
                            Any

              irecv()
                     Nonblocking receive of matched message.

                     Return type
                            Request

              classmethod probe(comm, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a matched message.

                     Classmethod

              classmethod iprobe(comm, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a matched message.

                     Classmethod

       class mpi4py.util.pkl5.Comm
              Communicator.

              Base communicator wrapper class.

              send(obj, dest, tag=0)
                     Blocking send in standard mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              bsend(obj, dest, tag=0)
                     Blocking send in buffered mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              ssend(obj, dest, tag=0)
                     Blocking send in synchronous mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              isend(obj, dest, tag=0)
                     Nonblocking send in standard mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              ibsend(obj, dest, tag=0)
                     Nonblocking send in buffered mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              issend(obj, dest, tag=0)
                     Nonblocking send in synchronous mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              recv(buf=None, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking receive.

                     Parametersbuf (Buffer | None)

                            • source (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Any

              irecv(buf=None, source=ANY_SOURCE, tag=ANY_TAG)
                     Nonblocking receive.

                     WARNING:
                        This method cannot be supported reliably and raises RuntimeError.

                     Parametersbuf (Buffer | None)

                            • source (int)

                            • tag (int)

                     Return type
                            Request

              sendrecv(sendobj, dest, sendtag=0, recvbuf=None, source=ANY_SOURCE, recvtag=ANY_TAG, status=None)
                     Send and receive.

                     Parameterssendobj (Any)

                            • dest (int)

                            • sendtag (int)

                            • recvbuf (Buffer | None)

                            • source (int)

                            • recvtag (int)

                            • status (Status | None)

                     Return type
                            Any

              mprobe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a matched message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Message

              improbe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a matched message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Message | None

              bcast(obj, root=0)
                     Broadcast.

                     Added in version 3.1.0.

                     Parametersobj (Any)

                            • root (int)

                     Return type
                            Any

              gather(sendobj, root=0)
                     Gather.

                     Added in version 4.0.0.

                     Parameterssendobj (Any)

                            • root (int)

                     Return type
                            list[Any] | None

              scatter(sendobj, root=0)
                     Scatter.

                     Added in version 4.0.0.

                     Parameterssendobj (Sequence[Any] | None)

                            • root (int)

                     Return type
                            Any

              allgather(sendobj)
                     Gather to All.

                     Added in version 4.0.0.

                     Parameters
                            sendobj (Any)

                     Return type
                            list[Any]

              alltoall(sendobj)
                     All to All Scatter/Gather.

                     Added in version 4.0.0.

                     Parameters
                            sendobj (Sequence[Any])

                     Return type
                            list[Any]

       class mpi4py.util.pkl5.Intracomm
              Intracommunicator.

              Intracommunicator wrapper class.

       class mpi4py.util.pkl5.Intercomm
              Intercommunicator.

              Intercommunicator wrapper class.

   Examples
       test-pkl5-1.py

          import numpy as np
          from mpi4py import MPI
          from mpi4py.util import pkl5

          comm = pkl5.Intracomm(MPI.COMM_WORLD)  # comm wrapper
          size = comm.Get_size()
          rank = comm.Get_rank()
          dst = (rank + 1) % size
          src = (rank - 1) % size

          sobj = np.full(1024**3, rank, dtype='i4')  # > 4 GiB
          sreq = comm.isend(sobj, dst, tag=42)
          robj = comm.recv (None, src, tag=42)
          sreq.Free()

          assert np.min(robj) == src
          assert np.max(robj) == src

       test-pkl5-2.py

          import numpy as np
          from mpi4py import MPI
          from mpi4py.util import pkl5

          comm = pkl5.Intracomm(MPI.COMM_WORLD)  # comm wrapper
          size = comm.Get_size()
          rank = comm.Get_rank()
          dst = (rank + 1) % size
          src = (rank - 1) % size

          sobj = np.full(1024**3, rank, dtype='i4')  # > 4 GiB
          sreq = comm.isend(sobj, dst, tag=42)

          status = MPI.Status()
          rmsg = comm.mprobe(status=status)
          assert status.Get_source() == src
          assert status.Get_tag() == 42
          rreq = rmsg.irecv()
          robj = rreq.wait()

          sreq.Free()
          assert np.max(robj) == src
          assert np.min(robj) == src

   mpi4py.util.pool
       Added in version 4.0.0.

       SEE ALSO:
          This module intends to be a drop-in replacement for the multiprocessing.pool interface from the Python
          standard  library.   The  Pool  class  exposed  here  is  implemented  as  a   thin   wrapper   around
          MPIPoolExecutor.

       NOTE:
          The  mpi4py.futures  package  offers  a higher level interface for asynchronously pushing tasks to MPI
          worker process, allowing for a clear separation between submitting tasks and waiting for the results.

       class mpi4py.util.pool.Pool
              Pool using MPI processes as workers.

              __init__(processes=None, initializer=None, initargs=(), **kwargs)
                     Initialize a new Pool instance.

                     Parametersprocesses (int | None) – Number of worker processes.

                            • initializer (Callable[[...], object] | None) –  An  callable  used  to  initialize
                              workers processes.

                            • initargs (Iterable[Any]) – A tuple of arguments to pass to the initializer.

                            • kwargs (Any)

                     Return type
                            None

                     NOTE:
                        Additional keyword arguments are passed down to the MPIPoolExecutor constructor.

                     WARNING:
                        The   maxtasksperchild  and  context  arguments  of  multiprocessing.pool.Pool  are  not
                        supported.  Specifying maxtasksperchild or context with a value  other  than  None  will
                        issue a warning of category UserWarning.

              apply(func, args=(), kwds={})
                     Call func with arguments args and keyword arguments kwds.

                     Equivalent to func(*args, **kwds).

                     Parametersfunc (Callable[[...], T])

                            • args (Iterable[Any])

                            • kwds (Mapping[str, Any])

                     Return type
                            T

              apply_async(func, args=(), kwds={}, callback=None, error_callback=None)
                     Asynchronous version of apply() returning ApplyResult.

                     Parametersfunc (Callable[..., T])

                            • args (Iterable[Any])

                            • kwds (Mapping[str, Any])

                            • callback (Callable[[T], object] | None)

                            • error_callback (Callable[[BaseException], object] | None)

                     Return type
                            AsyncResult[T]

              map(func, iterable, chunksize=None)
                     Apply func to each element in iterable.

                     Equivalent to list(map(func, iterable)).

                     Block until all results are ready and return them in a list.

                     The  iterable  is choped into a number of chunks which are submitted as separate tasks. The
                     (approximate) size of these chunks can be specified by  setting  chunksize  to  a  positive
                     integer.

                     Consider using imap() or imap_unordered() with explicit chunksize for better efficiency.

                     Parametersfunc (Callable[[S], T])

                            • iterable (Iterable[S])

                            • chunksize (int | None)

                     Return type
                            list[T]

              map_async(func, iterable, chunksize=None, callback=None, error_callback=None)
                     Asynchronous version of map() returning MapResult.

                     Parametersfunc (Callable[[S], T])

                            • iterable (Iterable[S])

                            • chunksize (int | None)

                            • callback (Callable[[T], None] | None)

                            • error_callback (Callable[[BaseException], None] | None)

                     Return type
                            MapResult[T]

              imap(func, iterable, chunksize=1)
                     Like map() but return an iterator.

                     Equivalent to map(func, iterable).

                     Parametersfunc (Callable[[S], T])

                            • iterable (Iterable[S])

                            • chunksize (int)

                     Return type
                            Iterator[T]

              imap_unordered(func, iterable, chunksize=1)
                     Like imap() but ordering of results is arbitrary.

                     Parametersfunc (Callable[[S], T])

                            • iterable (Iterable[S])

                            • chunksize (int)

                     Return type
                            Iterator[T]

              starmap(func, iterable, chunksize=None)
                     Apply func to each argument tuple in iterable.

                     Equivalent to list(itertools.starmap(func, iterable)).

                     Block until all results are ready and return them in a list.

                     The  iterable  is choped into a number of chunks which are submitted as separate tasks. The
                     (approximate) size of these chunks can be specified by  setting  chunksize  to  a  positive
                     integer.

                     Consider  using  istarmap()  or  istarmap_unordered()  with  explicit  chunksize for better
                     efficiency.

                     Parametersfunc (Callable[[...], T])

                            • iterable (Iterable[Iterable[Any]])

                            • chunksize (int | None)

                     Return type
                            list[T]

              starmap_async(func, iterable, chunksize=None, callback=None, error_callback=None)
                     Asynchronous version of starmap() returning MapResult.

                     Parametersfunc (Callable[..., T])

                            • iterable (Iterable[Iterable[Any]])

                            • chunksize (int | None)

                            • callback (Callable[[T], None] | None)

                            • error_callback (Callable[[BaseException], None] | None)

                     Return type
                            MapResult[T]

              istarmap(func, iterable, chunksize=1)
                     Like starmap() but return an iterator.

                     Equivalent to itertools.starmap(func, iterable).

                     Parametersfunc (Callable[[...], T])

                            • iterable (Iterable[Iterable[Any]])

                            • chunksize (int)

                     Return type
                            Iterator[T]

              istarmap_unordered(func, iterable, chunksize=1)
                     Like istarmap() but ordering of results is arbitrary.

                     Parametersfunc (Callable[[...], T])

                            • iterable (Iterable[Iterable[Any]])

                            • chunksize (int)

                     Return type
                            Iterator[T]

              close()
                     Prevent any more tasks from being submitted to the pool.

                     Return type
                            None

              terminate()
                     Stop the worker processes without completing pending tasks.

                     Return type
                            None

              join() Wait for the worker processes to exit.

                     Return type
                            None

       class mpi4py.util.pool.ThreadPool
              Bases: Pool

              Pool using threads as workers.

       class mpi4py.util.pool.AsyncResult
              Asynchronous result.

              get(timeout=None)
                     Return the result when it arrives.

                     If timeout is not None and the result does not arrive within timeout seconds then  raise  ‐
                     TimeoutError.

                     If the remote call raised an exception then that exception will be reraised.

                     Parameters
                            timeout (float | None)

                     Return type
                            T

              wait(timeout=None)
                     Wait until the result is available or timeout seconds pass.

                     Parameters
                            timeout (float | None)

                     Return type
                            None

              ready()
                     Return whether the call has completed.

                     Return type
                            bool

              successful()
                     Return whether the call completed without raising an exception.

                     If the result is not ready then raise ValueError.

                     Return type
                            bool

       class mpi4py.util.pool.ApplyResult
              Bases: AsyncResult

              Result type of apply_async().

       class mpi4py.util.pool.MapResult
              Bases: AsyncResult

              Result type of map_async() and starmap_async().

   mpi4py.util.sync
       Added in version 4.0.0.

       The mpi4py.util.sync module provides parallel synchronization utilities.

   Sequential execution
       class mpi4py.util.sync.Sequential
              Sequential execution.

              Context manager for sequential execution within a group of MPI processes.

              The  implementation is based in MPI-1 point-to-point communication. A process with rank i waits in
              a blocking receive until the previous process rank i-1 finish executing and signals the next  rank
              i with a send.

              __init__(comm, tag=0)
                     Initialize sequential execution.

                     Parameterscomm (Intracomm) – Intracommunicator context.

                            • tag (int) – Tag for point-to-point communication.

                     Return type
                            None

              __enter__()
                     Enter sequential execution.

                     Return type
                            Self

              __exit__(*exc)
                     Exit sequential execution.

                     Parameters
                            exc (object)

                     Return type
                            None

              begin()
                     Begin sequential execution.

                     Return type
                            None

              end()  End sequential execution.

                     Return type
                            None

   Global counter
       class mpi4py.util.sync.Counter
              Global counter.

              Produce consecutive values within a group of MPI processes. The counter interface is close to that
              of itertools.count.

              The implementation is based in MPI-3 one-sided operations. A root process (typically rank 0) holds
              the counter, and its value is queried and incremented with an atomic RMA fetch-and-add operation.

              __init__(start=0, step=1, *, typecode='i', comm=COMM_SELF, info=INFO_NULL, root=0)
                     Initialize global counter.

                     Parametersstart (int) – Start value.

                            • step (int) – Increment value.

                            • typecode (str) – Type code as defined in the array module.

                            • comm (Intracomm) – Intracommunicator context.

                            • info (Info) – Info object for RMA context creation.

                            • root (int) – Process rank holding the counter memory.

                     Return type
                            None

              __iter__()
                     Implement iter(self).

                     Return type
                            Self

              __next__()
                     Implement next(self).

                     Return type
                            int

              next(incr=None)
                     Return current value and increment.

                     Parameters
                            incr (int | None) – Increment value.

                     Returns
                            The counter value before incrementing.

                     Return type
                            int

              free() Free counter resources.

                     Return type
                            None

   Mutual exclusion
       class mpi4py.util.sync.Mutex
              Mutual exclusion.

              Establish a critical section or mutual exclusion among MPI processes.

              The  mutex  interface  is close to that of threading.Lock and threading.RLock, allowing the use of
              either recursive or non-recursive mutual exclusion. However, a mutex should be used within a group
              of MPI processes, not threads.

              In non-recursive mode, the semantics of Mutex are somewhat different than these of threading.Lock:

              • Once acquired, a mutex is held and owned by a process until released.

              • Trying to acquire a mutex already held raises RuntimeError.

              • Trying to release a mutex not yet held raises RuntimeError.

              This mutex implementation uses the scalable and fair spinlock algorithm from [mcs-paper] and  took
              inspiration from the MPI-3 RMA implementation of [uam-book].

              __init__(*, recursive=False, comm=COMM_SELF, info=INFO_NULL)
                     Initialize mutex object.

                     Parameterscomm (Intracomm) – Intracommunicator context.

                            • recursive (bool) – Whether to allow recursive acquisition.

                            • info (Info) – Info object for RMA context creation.

                     Return type
                            None

              __enter__()
                     Acquire mutex.

                     Return type
                            Self

              __exit__(*exc)
                     Release mutex.

                     Parameters
                            exc (object)

                     Return type
                            None

              acquire(blocking=True)
                     Acquire mutex, blocking or non-blocking.

                     Parameters
                            blocking (bool) – If True, block until the mutex is held.

                     Returns
                            True if the mutex is held, False otherwise.

                     Return type
                            bool

              release()
                     Release mutex.

                     Return type
                            None

              locked()
                     Return whether the mutex is held.

                     Return type
                            bool

              count()
                     Return the recursion count.

                     Return type
                            int

              free() Free mutex resources.

                     Return type
                            None

       [mcs-paper]
            John   M.  Mellor-Crummey  and  Michael  L.  Scott.   Algorithms  for  scalable  synchronization  on
            shared-memory multiprocessors.  ACM Transactions on Computer Systems, 9(1):21-65, February 1991.   ‐
            https://doi.org/10.1145/103727.103729

       [uam-book]
            William  Gropp, Torsten Hoefler, Rajeev Thakur, Ewing Lusk.  Using Advanced MPI - Modern Features of
            the Message-Passing Interface.  Chapter 4, Section 4.7, Pages 130-131. The MIT Press, November 2014.
            https://mitpress.mit.edu/9780262527637/using-advanced-mpi/

   Condition variable
       class mpi4py.util.sync.Condition
              Condition variable.

              A condition variable allows one or more MPI processes to wait until they are notified  by  another
              processes.

              The  condition  variable  interface  is  close to that of threading.Condition, allowing the use of
              either recursive or non-recursive mutual exclusion.  However, the  condition  variable  should  be
              used within a group of MPI processes, not threads.

              This  condition  variable  implementation  uses a MPI-3 RMA-based scalable and fair circular queue
              algorithm to track the set of waiting processes.

              __init__(mutex=None, *, recursive=True, comm=COMM_SELF, info=INFO_NULL)
                     Initialize condition variable.

                     Parametersmutex (Mutex | None) – Mutual exclusion object.

                            • recursive (bool) – Whether to allow recursive acquisition.

                            • comm (Intracomm) – Intracommunicator context.

                            • info (Info) – Info object for RMA context creation.

                     Return type
                            None

              __enter__()
                     Acquire the underlying mutex.

                     Return type
                            Self

              __exit__(*exc)
                     Release the underlying mutex.

                     Parameters
                            exc (object)

                     Return type
                            None

              acquire(blocking=True)
                     Acquire the underlying mutex.

                     Parameters
                            blocking (bool)

                     Return type
                            bool

              release()
                     Release the underlying mutex.

                     Return type
                            None

              locked()
                     Return whether the underlying mutex is held.

                     Return type
                            bool

              wait() Wait until notified by another process.

                     Returns
                            Always True.

                     Return type
                            Literal[True]

              wait_for(predicate)
                     Wait until a predicate evaluates to True.

                     Parameters
                            predicate (Callable[[], T]) – callable returning a boolean.

                     Returns
                            The result of predicate once it evaluates to True.

                     Return type
                            T

              notify(n=1)
                     Wake up one or more processes waiting on this condition.

                     Parameters
                            n (int) – Maximum number of processes to wake up.

                     Returns
                            The actual number of processes woken up.

                     Return type
                            int

              notify_all()
                     Wake up all processes waiting on this condition.

                     Returns
                            The actual number of processes woken up.

                     Return type
                            int

              free() Free condition resources.

                     Return type
                            None

   Semaphore object
       class mpi4py.util.sync.Semaphore
              Semaphore object.

              A semaphore object manages an internal counter which is decremented by  each  acquire()  call  and
              incremented  by  each  release() call. The internal counter never reaches a value below zero; when
              acquire() finds that it is zero, it blocks and waits until some other process calls release().

              The semaphore interface is close to that of  threading.Semaphore  and  threading.BoundedSemaphore,
              allowing  the  use  of either bounded (default) or unbounded semaphores. With a bounded semaphore,
              the internal counter never exceeds its initial value; otherwise release() raises ValueError.

              This semaphore implementation uses a global Counter and a Condition variable to handle waiting and
              and notification.

              __init__(value=1, *, bounded=True, comm=COMM_SELF, info=INFO_NULL)
                     Initialize semaphore object.

                     Parametersvalue (int) – Initial value for internal counter.

                            • bounded (bool) – Bound internal counter to initial value.

                            • comm (Intracomm) – Intracommunicator context.

                            • info (Info) – Info object for RMA context creation.

                     Return type
                            None

              __enter__()
                     Acquire semaphore.

                     Return type
                            Self

              __exit__(*exc)
                     Release semaphore.

                     Parameters
                            exc (object)

                     Return type
                            None

              acquire(blocking=True)
                     Acquire semaphore, decrementing the internal counter by one.

                     Parameters
                            blocking (bool) – If True, block until the semaphore is acquired.

                     Returns
                            True if the semaphore is acquired, False otherwise.

                     Return type
                            bool

              release(n=1)
                     Release semaphore, incrementing the internal counter by one or more.

                     Parameters
                            n (int) – Increment for the internal counter.

                     Return type
                            None

              free() Free semaphore resources.

                     Return type
                            None

   Examples
       test-sync-1.py

          from mpi4py import MPI
          from mpi4py.util.sync import Counter, Sequential

          comm = MPI.COMM_WORLD

          counter = Counter(comm)
          with Sequential(comm):
             value = next(counter)
          counter.free()

          assert comm.rank == value

       test-sync-2.py

          from mpi4py import MPI
          from mpi4py.util.sync import Counter, Mutex

          comm = MPI.COMM_WORLD

          mutex = Mutex(comm)
          counter = Counter(comm)
          with mutex:
             value = next(counter)
          counter.free()
          mutex.free()

          assert (
             list(range(comm.size)) ==
             sorted(comm.allgather(value))
          )

MPI4PY.RUN

       Added in version 3.0.0.

       At import time, mpi4py initializes the MPI execution environment calling MPI_Init_thread()  and  installs
       an   exit  hook  to  automatically  call  MPI_Finalize()  just  before  the  Python  process  terminates.
       Additionally, mpi4py overrides the default ERRORS_ARE_FATAL error  handler  in  favor  of  ERRORS_RETURN,
       which allows translating MPI errors in Python exceptions. These departures from standard MPI behavior may
       be  controversial,  but  are  quite  convenient within the highly dynamic Python programming environment.
       Third-party code using mpi4py can just from mpi4py import MPI and perform MPI calls without  the  tedious
       initialization/finalization  handling.   MPI  errors, once translated automatically to Python exceptions,
       can be dealt with the common tryexceptfinally clauses; unhandled MPI exceptions will print a  traceback
       which helps in locating problems in source code.

       Unfortunately,  the  interplay  of  automatic  MPI  finalization  and  unhandled  exceptions  may lead to
       deadlocks. In unattended runs, these deadlocks will drain the battery of your laptop,  or  burn  precious
       allocation hours in your supercomputing facility.

   Exceptions and deadlocks
       Consider  the  following  snippet  of Python code. Assume this code is stored in a standard Python script
       file and run with mpiexec in two or more processes.

       deadlock.py

          from mpi4py import MPI
          assert MPI.COMM_WORLD.Get_size() > 1
          rank = MPI.COMM_WORLD.Get_rank()
          if rank == 0:
              1/0
              MPI.COMM_WORLD.send(None, dest=1, tag=42)
          elif rank == 1:
              MPI.COMM_WORLD.recv(source=0, tag=42)

       Process 0 raises ZeroDivisionError exception before performing a send call to process 1. As the exception
       is not handled, the Python interpreter running in process 0 will proceed to exit  with  non-zero  status.
       However,  as  mpi4py  installed a finalizer hook to call MPI_Finalize() before exit, process 0 will block
       waiting for other processes to also enter the  MPI_Finalize()  call.  Meanwhile,  process  1  will  block
       waiting  for  a  message  to  arrive from process 0, thus never reaching to MPI_Finalize(). The whole MPI
       execution environment is irremediably in a deadlock state.

       To alleviate this issue, mpi4py offers a simple, alternative command line execution  mechanism  based  on
       using  the -m flag and implemented with the runpy module. To use this features, Python code should be run
       passing -m mpi4py in the command line invoking the Python interpreter. In case of  unhandled  exceptions,
       the  finalizer  hook  will call MPI_Abort() on the MPI_COMM_WORLD communicator, thus effectively aborting
       the MPI execution environment.

       WARNING:
          When a process is forced to abort, resources (e.g. open files) are not cleaned-up and  any  registered
          finalizers  (either  with  the  atexit  module,  the  Python C/API function Py_AtExit(), or even the C
          standard library function atexit()) will not be executed. Thus, aborting  execution  is  an  extremely
          impolite way of ensuring process termination. However, MPI provides no other mechanism to recover from
          a deadlock state.

   Command line
       The use of -m mpi4py to execute Python code on the command line resembles that of the Python interpreter.

       • mpiexec -n numprocs python -m mpi4py pyfile [arg] ...mpiexec -n numprocs python -m mpi4py -m mod [arg] ...mpiexec -n numprocs python -m mpi4py -c cmd [arg] ...mpiexec -n numprocs python -m mpi4py - [arg] ...

       <pyfile>
              Execute the Python code contained in pyfile, which must be a filesystem path referring to either a
              Python  file,  a  directory  containing  a __main__.py file, or a zipfile containing a __main__.py
              file.

       -m <mod>
              Search sys.path for the named module mod and execute its contents.

       -c <cmd>
              Execute the Python code in the cmd string command.

       -      Read commands from standard input (sys.stdin).

       SEE ALSO:

          Command line
                 Documentation on Python command line interface.

MPI4PY.BENCH

       Added in version 3.0.0.

REFERENCE

                                     ┌────────────┬────────────────────────────┐
                                     │ mpi4py.MPI │ Message Passing Interface. │
                                     └────────────┴────────────────────────────┘

   mpi4py.MPI
       Message Passing Interface.

       Classes
                           ┌─────────────────────┬───────────────────────────────────────┐
                           │ BottomType          │ Type of BOTTOM.                       │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ BufferAutomaticType │ Type of BUFFER_AUTOMATIC.             │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Cartcomm            │ Cartesian topology intracommunicator. │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Comm                │ Communication context.                │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Datatype            │ Datatype object.                      │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Distgraphcomm       │ Distributed      graph       topology │
                           │                     │ intracommunicator.                    │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Errhandler          │ Error handler.                        │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ File                │ File I/O context.                     │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Graphcomm           │ General         graph        topology │
                           │                     │ intracommunicator.                    │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Grequest            │ Generalized request handler.          │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Group               │ Group of processes.                   │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ InPlaceType         │ Type of IN_PLACE.                     │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Info                │ Info object.                          │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Intercomm           │ Intercommunicator.                    │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Intracomm           │ Intracommunicator.                    │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Message             │ Matched message.                      │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Op                  │ Reduction operation.                  │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Pickle              │ Pickle/unpickle Python objects.       │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Prequest            │ Persistent request handler.           │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Request             │ Request handler.                      │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Session             │ Session context.                      │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Status              │ Status object.                        │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Topocomm            │ Topology intracommunicator.           │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ Win                 │ Remote memory access context.         │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ buffer              │ Buffer.                               │
                           ├─────────────────────┼───────────────────────────────────────┤
                           │ memory              │ alias of buffer                       │
                           └─────────────────────┴───────────────────────────────────────┘

   mpi4py.MPI.BottomType
       class mpi4py.MPI.BottomType
              Bases: int

              Type of BOTTOM.

              static __new__(cls)

                     Return type
                            Self

   mpi4py.MPI.BufferAutomaticType
       class mpi4py.MPI.BufferAutomaticType
              Bases: int

              Type of BUFFER_AUTOMATIC.

              static __new__(cls)

                     Return type
                            Self

   mpi4py.MPI.Cartcomm
       class mpi4py.MPI.Cartcomm
              Bases: Topocomm

              Cartesian topology intracommunicator.

              static __new__(cls, comm=None)

                     Parameters
                            comm (Cartcomm | None)

                     Return type
                            Self

              Methods Summary
                             ┌────────────────────────┬───────────────────────────────────────┐
                             │ Get_cart_rank(coords)  │ Translate  logical   coordinates   to │
                             │                        │ ranks.                                │
                             ├────────────────────────┼───────────────────────────────────────┤
                             │ Get_coords(rank)       │ Translate     ranks     to    logical │
                             │                        │ coordinates.                          │
                             ├────────────────────────┼───────────────────────────────────────┤
                             │ Get_dim()              │ Return number of dimensions.          │
                             ├────────────────────────┼───────────────────────────────────────┤
                             │ Get_topo()             │ Return information on  the  cartesian │
                             │                        │ topology.                             │
                             ├────────────────────────┼───────────────────────────────────────┤
                             │ Shift(direction, disp) │ Return   a  process  ranks  for  data │
                             │                        │ shifting with Sendrecv.               │
                             ├────────────────────────┼───────────────────────────────────────┤
                             │ Sub(remain_dims)       │ Return a lower-dimensional  Cartesian │
                             │                        │ topology.                             │
                             └────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                             ┌─────────┬───────────────────────┐
                                             │ coords  │ Coordinates.          │
                                             ├─────────┼───────────────────────┤
                                             │ dim     │ Number of dimensions. │
                                             ├─────────┼───────────────────────┤
                                             │ dims    │ Dimensions.           │
                                             ├─────────┼───────────────────────┤
                                             │ ndim    │ Number of dimensions. │
                                             ├─────────┼───────────────────────┤
                                             │ periods │ Periodicity.          │
                                             ├─────────┼───────────────────────┤
                                             │ topo    │ Topology information. │
                                             └─────────┴───────────────────────┘

              Methods Documentation

              Get_cart_rank(coords)
                     Translate logical coordinates to ranks.

                     Parameters
                            coords (Sequence[int])

                     Return type
                            int

              Get_coords(rank)
                     Translate ranks to logical coordinates.

                     Parameters
                            rank (int)

                     Return type
                            list[int]

              Get_dim()
                     Return number of dimensions.

                     Return type
                            int

              Get_topo()
                     Return information on the cartesian topology.

                     Return type
                            tuple[list[int], list[int], list[int]]

              Shift(direction, disp)
                     Return a process ranks for data shifting with Sendrecv.

                     Parametersdirection (int)

                            • disp (int)

                     Return type
                            tuple[int, int]

              Sub(remain_dims)
                     Return a lower-dimensional Cartesian topology.

                     Parameters
                            remain_dims (Sequence[bool])

                     Return type
                            Cartcomm

              Attributes Documentation

              coords Coordinates.

              dim    Number of dimensions.

              dims   Dimensions.

              ndim   Number of dimensions.

              periods
                     Periodicity.

              topo   Topology information.

   mpi4py.MPI.Comm
       class mpi4py.MPI.Comm
              Bases: object

              Communication context.

              static __new__(cls, comm=None)

                     Parameters
                            comm (Comm | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Abort([errorcode])                    │ Terminate     the    MPI    execution │
                      │                                       │ environment.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ack_failed([num_to_ack])              │ Acknowledge     failures     on     a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Agree(flag)                           │ Blocking agreement.                   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allgather(sendbuf, recvbuf)           │ Gather to All.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allgather_init(sendbuf,     recvbuf[, │ Persistent Gather to All.             │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allgatherv(sendbuf, recvbuf)          │ Gather to All Vector.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allgatherv_init(sendbuf,    recvbuf[, │ Persistent Gather to All Vector.      │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allreduce(sendbuf, recvbuf[, op])     │ Reduce to All.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allreduce_init(sendbuf, recvbuf[, op, │ Persistent Reduce to All.             │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Alltoall(sendbuf, recvbuf)            │ All to All Scatter/Gather.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Alltoall_init(sendbuf,      recvbuf[, │ Persistent All to All Scatter/Gather. │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Alltoallv(sendbuf, recvbuf)           │ All to All Scatter/Gather Vector.     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Alltoallv_init(sendbuf,     recvbuf[, │ Persistent  All to All Scatter/Gather │
                      │ info])                                │ Vector.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Alltoallw(sendbuf, recvbuf)           │ All to All Scatter/Gather General.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Alltoallw_init(sendbuf,     recvbuf[, │ Persistent  All to All Scatter/Gather │
                      │ info])                                │ General.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Attach_buffer(buf)                    │ Attach  a  user-provided  buffer  for │
                      │                                       │ sending in buffered mode.             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Barrier()                             │ Barrier synchronization.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Barrier_init([info])                  │ Persistent Barrier.                   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Bcast(buf[, root])                    │ Broadcast  data  from  one process to │
                      │                                       │ all other processes.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Bcast_init(buf[, root, info])         │ Persistent Broadcast.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Bsend(buf, dest[, tag])               │ Blocking send in buffered mode.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Bsend_init(buf, dest[, tag])          │ Persistent  request  for  a  send  in │
                      │                                       │ buffered mode.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Call_errhandler(errorcode)            │ Call the error handler installed on a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Clone()                               │ Clone an existing communicator.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Compare(comm)                         │ Compare two communicators.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create(group)                         │ Create communicator from group.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_errhandler(errhandler_fn)      │ Create   a   new  error  handler  for │
                      │                                       │ communicators.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_keyval([copy_fn,    delete_fn, │ Create   a   new  attribute  key  for │
                      │ nopython])                            │ communicators.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Delete_attr(keyval)                   │ Delete  attribute  value   associated │
                      │                                       │ with a key.                           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Detach_buffer()                       │ Remove an existing attached buffer.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Disconnect()                          │ Disconnect from a communicator.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Dup([info])                           │ Duplicate a communicator.             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Dup_with_info(info)                   │ Duplicate a communicator with hints.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Flush_buffer()                        │ Block  until  all  buffered  messages │
                      │                                       │ have been transmitted.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Free()                                │ Free a communicator.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Free_keyval(keyval)                   │ Free    an    attribute    key    for │
                      │                                       │ communicators.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Gather(sendbuf, recvbuf[, root])      │ Gather  data  to one process from all │
                      │                                       │ other processes.                      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Gather_init(sendbuf, recvbuf[,  root, │ Persistent Gather.                    │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Gatherv(sendbuf, recvbuf[, root])     │ Gather Vector.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Gatherv_init(sendbuf, recvbuf[, root, │ Persistent Gather Vector.             │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_attr(keyval)                      │ Retrieve attribute value by key.      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_errhandler()                      │ Get   the   error   handler   for   a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_failed()                          │ Extract   the   group    of    failed │
                      │                                       │ processes.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_group()                           │ Access  the  group  associated with a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_info()                            │ Return  the  current  hints   for   a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_name()                            │ Get   the   print   name   for   this │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_parent()                          │ Return the  parent  intercommunicator │
                      │                                       │ for this process.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_rank()                            │ Return  the rank of this process in a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_size()                            │ Return the number of processes  in  a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_topology()                        │ Return  the type of topology (if any) │
                      │                                       │ associated with a communicator.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iagree(flag)                          │ Nonblocking agreement.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iallgather(sendbuf, recvbuf)          │ Nonblocking Gather to All.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iallgatherv(sendbuf, recvbuf)         │ Nonblocking Gather to All Vector.     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iallreduce(sendbuf, recvbuf[, op])    │ Nonblocking Reduce to All.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ialltoall(sendbuf, recvbuf)           │ Nonblocking      All      to      All │
                      │                                       │ Scatter/Gather.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ialltoallv(sendbuf, recvbuf)          │ Nonblocking All to All Scatter/Gather │
                      │                                       │ Vector.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ialltoallw(sendbuf, recvbuf)          │ Nonblocking All to All Scatter/Gather │
                      │                                       │ General.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ibarrier()                            │ Nonblocking Barrier.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ibcast(buf[, root])                   │ Nonblocking Broadcast.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ibsend(buf, dest[, tag])              │ Nonblocking send in buffered mode.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Idup([info])                          │ Nonblocking duplicate a communicator. │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Idup_with_info(info)                  │ Nonblocking  duplicate a communicator │
                      │                                       │ with hints.                           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iflush_buffer()                       │ Nonblocking   flush   for    buffered │
                      │                                       │ messages.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Igather(sendbuf, recvbuf[, root])     │ Nonblocking Gather.                   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Igatherv(sendbuf, recvbuf[, root])    │ Nonblocking Gather Vector.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Improbe([source, tag, status])        │ Nonblocking   test   for   a  matched │
                      │                                       │ message.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iprobe([source, tag, status])         │ Nonblocking test for a message.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Irecv(buf[, source, tag])             │ Nonblocking receive.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ireduce(sendbuf, recvbuf[, op, root]) │ Nonblocking Reduce to Root.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ireduce_scatter(sendbuf,    recvbuf[, │ Nonblocking   Reduce-Scatter  (vector │
                      │ ...])                                 │ version).                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ireduce_scatter_block(sendbuf,        │ Nonblocking   Reduce-Scatter    Block │
                      │ recvbuf[, op])                        │ (regular, non-vector version).        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Irsend(buf, dest[, tag])              │ Nonblocking send in ready mode.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Is_inter()                            │ Return whether the communicator is an │
                      │                                       │ intercommunicator.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Is_intra()                            │ Return whether the communicator is an │
                      │                                       │ intracommunicator.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Is_revoked()                          │ Indicate whether the communicator has │
                      │                                       │ been revoked.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iscatter(sendbuf, recvbuf[, root])    │ Nonblocking Scatter.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iscatterv(sendbuf, recvbuf[, root])   │ Nonblocking Scatter Vector.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Isend(buf, dest[, tag])               │ Nonblocking send.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Isendrecv(sendbuf,   dest[,  sendtag, │ Nonblocking send and receive.         │
                      │ recvbuf, ...])                        │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Isendrecv_replace(buf,         dest[, │ Send and receive a message.           │
                      │ sendtag, ...])                        │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ishrink()                             │ Nonblocking  shrink a communicator to │
                      │                                       │ remove all failed processes.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Issend(buf, dest[, tag])              │ Nonblocking send in synchronous mode. │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Join(fd)                              │ Interconnect two processes  connected │
                      │                                       │ by a socket.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Mprobe([source, tag, status])         │ Blocking test for a matched message.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Precv_init(buf,  partitions[, source, │ Create request for a partitioned recv │
                      │ tag, info])                           │ operation.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Probe([source, tag, status])          │ Blocking test for a message.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Psend_init(buf,  partitions,   dest[, │ Create request for a partitioned send │
                      │ tag, info])                           │ operation.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Recv(buf[, source, tag, status])      │ Blocking receive.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Recv_init(buf[, source, tag])         │ Create  a  persistent  request  for a │
                      │                                       │ receive.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Reduce(sendbuf, recvbuf[, op, root])  │ Reduce to Root.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Reduce_init(sendbuf,  recvbuf[,   op, │ Persistent Reduce to Root.            │
                      │ root, info])                          │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Reduce_scatter(sendbuf,     recvbuf[, │ Reduce-Scatter (vector version).      │
                      │ ...])                                 │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Reduce_scatter_block(sendbuf,         │ Reduce-Scatter    Block     (regular, │
                      │ recvbuf[, op])                        │ non-vector version).                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Reduce_scatter_block_init(sendbuf,    │ Persistent    Reduce-Scatter    Block │
                      │ recvbuf)                              │ (regular, non-vector version).        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Reduce_scatter_init(sendbuf,          │ Persistent   Reduce-Scatter   (vector │
                      │ recvbuf[, ...])                       │ version).                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Revoke()                              │ Revoke a communicator.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Rsend(buf, dest[, tag])               │ Blocking send in ready mode.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Rsend_init(buf, dest[, tag])          │ Persistent  request  for  a  send  in │
                      │                                       │ ready mode.                           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Scatter(sendbuf, recvbuf[, root])     │ Scatter data from one process to  all │
                      │                                       │ other processes.                      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Scatter_init(sendbuf, recvbuf[, root, │ Persistent Scatter.                   │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Scatterv(sendbuf, recvbuf[, root])    │ Scatter Vector.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Scatterv_init(sendbuf,      recvbuf[, │ Persistent Scatter Vector.            │
                      │ root, info])                          │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Send(buf, dest[, tag])                │ Blocking send.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Send_init(buf, dest[, tag])           │ Create a  persistent  request  for  a │
                      │                                       │ standard send.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Sendrecv(sendbuf,   dest[,   sendtag, │ Send and receive a message.           │
                      │ recvbuf, ...])                        │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Sendrecv_replace(buf, dest[, sendtag, │ Send and receive a message.           │
                      │ ...])                                 │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_attr(keyval, attrval)             │ Store attribute value associated with │
                      │                                       │ a key.                                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_errhandler(errhandler)            │ Set   the   error   handler   for   a │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_info(info)                        │ Set   new   values   for   the  hints │
                      │                                       │ associated with a communicator.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_name(name)                        │ Set   the   print   name   for   this │
                      │                                       │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Shrink()                              │ Shrink  a  communicator to remove all │
                      │                                       │ failed processes.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Split([color, key])                   │ Split communicator by color and key.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Split_type(split_type[, key, info])   │ Split communicator by split type.     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ssend(buf, dest[, tag])               │ Blocking send in synchronous mode.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ssend_init(buf, dest[, tag])          │ Persistent  request  for  a  send  in │
                      │                                       │ synchronous mode.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ allgather(sendobj)                    │ Gather to All.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ allreduce(sendobj[, op])              │ Reduce to All.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ alltoall(sendobj)                     │ All to All Scatter/Gather.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ barrier()                             │ Barrier synchronization.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ bcast(obj[, root])                    │ Broadcast.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ bsend(obj, dest[, tag])               │ Send in buffered mode.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ f2py(arg)                             │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ free()                                │ Call Free if not null or predefined.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ fromhandle(handle)                    │ Create object from MPI handle.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ gather(sendobj[, root])               │ Gather.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ ibsend(obj, dest[, tag])              │ Nonblocking send in buffered mode.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ improbe([source, tag, status])        │ Nonblocking   test   for   a  matched │
                      │                                       │ message.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ iprobe([source, tag, status])         │ Nonblocking test for a message.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ irecv([buf, source, tag])             │ Nonblocking receive.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ isend(obj, dest[, tag])               │ Nonblocking send.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ issend(obj, dest[, tag])              │ Nonblocking send in synchronous mode. │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ mprobe([source, tag, status])         │ Blocking test for a matched message.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ probe([source, tag, status])          │ Blocking test for a message.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ py2f()                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ recv([buf, source, tag, status])      │ Receive.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ reduce(sendobj[, op, root])           │ Reduce to Root.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ scatter(sendobj[, root])              │ Scatter.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ send(obj, dest[, tag])                │ Send in standard mode.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ sendrecv(sendobj,   dest[,   sendtag, │ Send and Receive.                     │
                      │ recvbuf, ...])                        │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ ssend(obj, dest[, tag])               │ Send in synchronous mode.             │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                            ┌──────────┬───────────────────────┐
                                            │ group    │ Group.                │
                                            ├──────────┼───────────────────────┤
                                            │ handle   │ MPI handle.           │
                                            ├──────────┼───────────────────────┤
                                            │ info     │ Info hints.           │
                                            ├──────────┼───────────────────────┤
                                            │ is_inter │ Is intercommunicator. │
                                            ├──────────┼───────────────────────┤
                                            │ is_intra │ Is intracommunicator. │
                                            ├──────────┼───────────────────────┤
                                            │ is_topo  │ Is a topology.        │
                                            ├──────────┼───────────────────────┤
                                            │ name     │ Print name.           │
                                            ├──────────┼───────────────────────┤
                                            │ rank     │ Rank of this process. │
                                            ├──────────┼───────────────────────┤
                                            │ size     │ Number of processes.  │
                                            ├──────────┼───────────────────────┤
                                            │ topology │ Topology type.        │
                                            └──────────┴───────────────────────┘

              Methods Documentation

              Abort(errorcode=0)
                     Terminate the MPI execution environment.

                     WARNING:
                        The  invocation of this method prevents the execution of various Python exit and cleanup
                        mechanisms. Use this method as a last resort to prevent parallel deadlocks  in  case  of
                        unrecoverable errors.

                     Parameters
                            errorcode (int)

                     Return type
                            NoReturn

              Ack_failed(num_to_ack=None)
                     Acknowledge failures on a communicator.

                     Parameters
                            num_to_ack (int | None)

                     Return type
                            int

              Agree(flag)
                     Blocking agreement.

                     Parameters
                            flag (int)

                     Return type
                            int

              Allgather(sendbuf, recvbuf)
                     Gather to All.

                     Gather data from all processes and broadcast the combined data to all other processes.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecB)

                     Return type
                            None

              Allgather_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent Gather to All.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecB)

                            • info (Info)

                     Return type
                            Prequest

              Allgatherv(sendbuf, recvbuf)
                     Gather to All Vector.

                     Gather  data  from  all  processes  and  send it to all other processes providing different
                     amounts of data and displacements.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecV)

                     Return type
                            None

              Allgatherv_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent Gather to All Vector.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecV)

                            • info (Info)

                     Return type
                            Prequest

              Allreduce(sendbuf, recvbuf, op=SUM)
                     Reduce to All.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                     Return type
                            None

              Allreduce_init(sendbuf, recvbuf, op=SUM, info=INFO_NULL)
                     Persistent Reduce to All.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                            • info (Info)

                     Return type
                            Prequest

              Alltoall(sendbuf, recvbuf)
                     All to All Scatter/Gather.

                     Send data to all processes and recv data from all processes.

                     Parameterssendbuf (BufSpecB | InPlace)

                            • recvbuf (BufSpecB)

                     Return type
                            None

              Alltoall_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent All to All Scatter/Gather.

                     Parameterssendbuf (BufSpecB | InPlace)

                            • recvbuf (BufSpecB)

                            • info (Info)

                     Return type
                            Prequest

              Alltoallv(sendbuf, recvbuf)
                     All to All Scatter/Gather Vector.

                     Send data to all processes and recv data from all processes providing different amounts  of
                     data and displacements.

                     Parameterssendbuf (BufSpecV | InPlace)

                            • recvbuf (BufSpecV)

                     Return type
                            None

              Alltoallv_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent All to All Scatter/Gather Vector.

                     Parameterssendbuf (BufSpecV | InPlace)

                            • recvbuf (BufSpecV)

                            • info (Info)

                     Return type
                            Prequest

              Alltoallw(sendbuf, recvbuf)
                     All to All Scatter/Gather General.

                     Send/recv  data  to/from  all  processes  allowing  the  specification of different counts,
                     displacements, and datatypes for each dest/source.

                     Parameterssendbuf (BufSpecW | InPlace)

                            • recvbuf (BufSpecW)

                     Return type
                            None

              Alltoallw_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent All to All Scatter/Gather General.

                     Parameterssendbuf (BufSpecW | InPlace)

                            • recvbuf (BufSpecW)

                            • info (Info)

                     Return type
                            Prequest

              Attach_buffer(buf)
                     Attach a user-provided buffer for sending in buffered mode.

                     Parameters
                            buf (Buffer | None)

                     Return type
                            None

              Barrier()
                     Barrier synchronization.

                     Return type
                            None

              Barrier_init(info=INFO_NULL)
                     Persistent Barrier.

                     Parameters
                            info (Info)

                     Return type
                            Prequest

              Bcast(buf, root=0)
                     Broadcast data from one process to all other processes.

                     Parametersbuf (BufSpec)

                            • root (int)

                     Return type
                            None

              Bcast_init(buf, root=0, info=INFO_NULL)
                     Persistent Broadcast.

                     Parametersbuf (BufSpec)

                            • root (int)

                            • info (Info)

                     Return type
                            Prequest

              Bsend(buf, dest, tag=0)
                     Blocking send in buffered mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              Bsend_init(buf, dest, tag=0)
                     Persistent request for a send in buffered mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              Call_errhandler(errorcode)
                     Call the error handler installed on a communicator.

                     Parameters
                            errorcode (int)

                     Return type
                            None

              Clone()
                     Clone an existing communicator.

                     Return type
                            Self

              Compare(comm)
                     Compare two communicators.

                     Parameters
                            comm (Comm)

                     Return type
                            int

              Create(group)
                     Create communicator from group.

                     Parameters
                            group (Group)

                     Return type
                            Comm

              classmethod Create_errhandler(errhandler_fn)
                     Create a new error handler for communicators.

                     Parameters
                            errhandler_fn (Callable[[Comm, int], None])

                     Return type
                            Errhandler

              classmethod Create_keyval(copy_fn=None, delete_fn=None, nopython=False)
                     Create a new attribute key for communicators.

                     Parameterscopy_fn (Callable[[Comm, int, Any], Any] | None)

                            • delete_fn (Callable[[Comm, int, Any], None] | None)

                            • nopython (bool)

                     Return type
                            int

              Delete_attr(keyval)
                     Delete attribute value associated with a key.

                     Parameters
                            keyval (int)

                     Return type
                            None

              Detach_buffer()
                     Remove an existing attached buffer.

                     Return type
                            Buffer | None

              Disconnect()
                     Disconnect from a communicator.

                     Return type
                            None

              Dup(info=None)
                     Duplicate a communicator.

                     Parameters
                            info (Info | None)

                     Return type
                            Self

              Dup_with_info(info)
                     Duplicate a communicator with hints.

                     Parameters
                            info (Info)

                     Return type
                            Self

              Flush_buffer()
                     Block until all buffered messages have been transmitted.

                     Return type
                            None

              Free() Free a communicator.

                     Return type
                            None

              classmethod Free_keyval(keyval)
                     Free an attribute key for communicators.

                     Parameters
                            keyval (int)

                     Return type
                            int

              Gather(sendbuf, recvbuf, root=0)
                     Gather data to one process from all other processes.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecB | None)

                            • root (int)

                     Return type
                            None

              Gather_init(sendbuf, recvbuf, root=0, info=INFO_NULL)
                     Persistent Gather.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecB | None)

                            • root (int)

                            • info (Info)

                     Return type
                            Prequest

              Gatherv(sendbuf, recvbuf, root=0)
                     Gather Vector.

                     Gather data to one process from all other processes providing different amounts of data and
                     displacements.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecV | None)

                            • root (int)

                     Return type
                            None

              Gatherv_init(sendbuf, recvbuf, root=0, info=INFO_NULL)
                     Persistent Gather Vector.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecV | None)

                            • root (int)

                            • info (Info)

                     Return type
                            Prequest

              Get_attr(keyval)
                     Retrieve attribute value by key.

                     Parameters
                            keyval (int)

                     Return type
                            int | Any | None

              Get_errhandler()
                     Get the error handler for a communicator.

                     Return type
                            Errhandler

              Get_failed()
                     Extract the group of failed processes.

                     Return type
                            Group

              Get_group()
                     Access the group associated with a communicator.

                     Return type
                            Group

              Get_info()
                     Return the current hints for a communicator.

                     Return type
                            Info

              Get_name()
                     Get the print name for this communicator.

                     Return type
                            str

              classmethod Get_parent()
                     Return the parent intercommunicator for this process.

                     Return type
                            Intercomm

              Get_rank()
                     Return the rank of this process in a communicator.

                     Return type
                            int

              Get_size()
                     Return the number of processes in a communicator.

                     Return type
                            int

              Get_topology()
                     Return the type of topology (if any) associated with a communicator.

                     Return type
                            int

              Iagree(flag)
                     Nonblocking agreement.

                     Parameters
                            flag (Buffer)

                     Return type
                            Request

              Iallgather(sendbuf, recvbuf)
                     Nonblocking Gather to All.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecB)

                     Return type
                            Request

              Iallgatherv(sendbuf, recvbuf)
                     Nonblocking Gather to All Vector.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecV)

                     Return type
                            Request

              Iallreduce(sendbuf, recvbuf, op=SUM)
                     Nonblocking Reduce to All.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                     Return type
                            Request

              Ialltoall(sendbuf, recvbuf)
                     Nonblocking All to All Scatter/Gather.

                     Parameterssendbuf (BufSpecB | InPlace)

                            • recvbuf (BufSpecB)

                     Return type
                            Request

              Ialltoallv(sendbuf, recvbuf)
                     Nonblocking All to All Scatter/Gather Vector.

                     Parameterssendbuf (BufSpecV | InPlace)

                            • recvbuf (BufSpecV)

                     Return type
                            Request

              Ialltoallw(sendbuf, recvbuf)
                     Nonblocking All to All Scatter/Gather General.

                     Parameterssendbuf (BufSpecW | InPlace)

                            • recvbuf (BufSpecW)

                     Return type
                            Request

              Ibarrier()
                     Nonblocking Barrier.

                     Return type
                            Request

              Ibcast(buf, root=0)
                     Nonblocking Broadcast.

                     Parametersbuf (BufSpec)

                            • root (int)

                     Return type
                            Request

              Ibsend(buf, dest, tag=0)
                     Nonblocking send in buffered mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              Idup(info=None)
                     Nonblocking duplicate a communicator.

                     Parameters
                            info (Info | None)

                     Return type
                            tuple[Self, Request]

              Idup_with_info(info)
                     Nonblocking duplicate a communicator with hints.

                     Parameters
                            info (Info)

                     Return type
                            tuple[Self, Request]

              Iflush_buffer()
                     Nonblocking flush for buffered messages.

                     Return type
                            Request

              Igather(sendbuf, recvbuf, root=0)
                     Nonblocking Gather.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecB | None)

                            • root (int)

                     Return type
                            Request

              Igatherv(sendbuf, recvbuf, root=0)
                     Nonblocking Gather Vector.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpecV | None)

                            • root (int)

                     Return type
                            Request

              Improbe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a matched message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Message | None

              Iprobe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            bool

              Irecv(buf, source=ANY_SOURCE, tag=ANY_TAG)
                     Nonblocking receive.

                     Parametersbuf (BufSpec)

                            • source (int)

                            • tag (int)

                     Return type
                            Request

              Ireduce(sendbuf, recvbuf, op=SUM, root=0)
                     Nonblocking Reduce to Root.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec | None)

                            • op (Op)

                            • root (int)

                     Return type
                            Request

              Ireduce_scatter(sendbuf, recvbuf, recvcounts=None, op=SUM)
                     Nonblocking Reduce-Scatter (vector version).

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • recvcounts (Sequence[int] | None)

                            • op (Op)

                     Return type
                            Request

              Ireduce_scatter_block(sendbuf, recvbuf, op=SUM)
                     Nonblocking Reduce-Scatter Block (regular, non-vector version).

                     Parameterssendbuf (BufSpecB | InPlace)

                            • recvbuf (BufSpec | BufSpecB)

                            • op (Op)

                     Return type
                            Request

              Irsend(buf, dest, tag=0)
                     Nonblocking send in ready mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              Is_inter()
                     Return whether the communicator is an intercommunicator.

                     Return type
                            bool

              Is_intra()
                     Return whether the communicator is an intracommunicator.

                     Return type
                            bool

              Is_revoked()
                     Indicate whether the communicator has been revoked.

                     Return type
                            bool

              Iscatter(sendbuf, recvbuf, root=0)
                     Nonblocking Scatter.

                     Parameterssendbuf (BufSpecB | None)

                            • recvbuf (BufSpec | InPlace)

                            • root (int)

                     Return type
                            Request

              Iscatterv(sendbuf, recvbuf, root=0)
                     Nonblocking Scatter Vector.

                     Parameterssendbuf (BufSpecV | None)

                            • recvbuf (BufSpec | InPlace)

                            • root (int)

                     Return type
                            Request

              Isend(buf, dest, tag=0)
                     Nonblocking send.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              Isendrecv(sendbuf, dest, sendtag=0, recvbuf=None, source=ANY_SOURCE, recvtag=ANY_TAG)
                     Nonblocking send and receive.

                     Parameterssendbuf (BufSpec)

                            • dest (int)

                            • sendtag (int)

                            • recvbuf (BufSpec | None)

                            • source (int)

                            • recvtag (int)

                     Return type
                            Request

              Isendrecv_replace(buf, dest, sendtag=0, source=ANY_SOURCE, recvtag=ANY_TAG)
                     Send and receive a message.

                     NOTE:
                        This function is guaranteed not to deadlock in situations where pairs of blocking  sends
                        and receives may deadlock.

                     CAUTION:
                        A  common  mistake  when using this function is to mismatch the tags with the source and
                        destination ranks, which can result in deadlock.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • sendtag (int)

                            • source (int)

                            • recvtag (int)

                     Return type
                            Request

              Ishrink()
                     Nonblocking shrink a communicator to remove all failed processes.

                     Return type
                            tuple[Comm, Request]

              Issend(buf, dest, tag=0)
                     Nonblocking send in synchronous mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              classmethod Join(fd)
                     Interconnect two processes connected by a socket.

                     Parameters
                            fd (int)

                     Return type
                            Intercomm

              Mprobe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a matched message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Message

              Precv_init(buf, partitions, source=ANY_SOURCE, tag=ANY_TAG, info=INFO_NULL)
                     Create request for a partitioned recv operation.

                     Parametersbuf (BufSpec)

                            • partitions (int)

                            • source (int)

                            • tag (int)

                            • info (Info)

                     Return type
                            Prequest

              Probe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a message.

                     NOTE:
                        This function blocks until the message arrives.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Literal[True]

              Psend_init(buf, partitions, dest, tag=0, info=INFO_NULL)
                     Create request for a partitioned send operation.

                     Parametersbuf (BufSpec)

                            • partitions (int)

                            • dest (int)

                            • tag (int)

                            • info (Info)

                     Return type
                            Prequest

              Recv(buf, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking receive.

                     NOTE:
                        This function blocks until the message is received.

                     Parametersbuf (BufSpec)

                            • source (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            None

              Recv_init(buf, source=ANY_SOURCE, tag=ANY_TAG)
                     Create a persistent request for a receive.

                     Parametersbuf (BufSpec)

                            • source (int)

                            • tag (int)

                     Return type
                            Prequest

              Reduce(sendbuf, recvbuf, op=SUM, root=0)
                     Reduce to Root.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec | None)

                            • op (Op)

                            • root (int)

                     Return type
                            None

              Reduce_init(sendbuf, recvbuf, op=SUM, root=0, info=INFO_NULL)
                     Persistent Reduce to Root.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec | None)

                            • op (Op)

                            • root (int)

                            • info (Info)

                     Return type
                            Prequest

              Reduce_scatter(sendbuf, recvbuf, recvcounts=None, op=SUM)
                     Reduce-Scatter (vector version).

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • recvcounts (Sequence[int] | None)

                            • op (Op)

                     Return type
                            None

              Reduce_scatter_block(sendbuf, recvbuf, op=SUM)
                     Reduce-Scatter Block (regular, non-vector version).

                     Parameterssendbuf (BufSpecB | InPlace)

                            • recvbuf (BufSpec | BufSpecB)

                            • op (Op)

                     Return type
                            None

              Reduce_scatter_block_init(sendbuf, recvbuf, op=SUM, info=INFO_NULL)
                     Persistent Reduce-Scatter Block (regular, non-vector version).

                     Parameterssendbuf (BufSpecB | InPlace)

                            • recvbuf (BufSpec | BufSpecB)

                            • op (Op)

                            • info (Info)

                     Return type
                            Prequest

              Reduce_scatter_init(sendbuf, recvbuf, recvcounts=None, op=SUM, info=INFO_NULL)
                     Persistent Reduce-Scatter (vector version).

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • recvcounts (Sequence[int] | None)

                            • op (Op)

                            • info (Info)

                     Return type
                            Prequest

              Revoke()
                     Revoke a communicator.

                     Return type
                            None

              Rsend(buf, dest, tag=0)
                     Blocking send in ready mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              Rsend_init(buf, dest, tag=0)
                     Persistent request for a send in ready mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              Scatter(sendbuf, recvbuf, root=0)
                     Scatter data from one process to all other processes.

                     Parameterssendbuf (BufSpecB | None)

                            • recvbuf (BufSpec | InPlace)

                            • root (int)

                     Return type
                            None

              Scatter_init(sendbuf, recvbuf, root=0, info=INFO_NULL)
                     Persistent Scatter.

                     Parameterssendbuf (BufSpecB | None)

                            • recvbuf (BufSpec | InPlace)

                            • root (int)

                            • info (Info)

                     Return type
                            Prequest

              Scatterv(sendbuf, recvbuf, root=0)
                     Scatter Vector.

                     Scatter data from one process to all other processes providing different  amounts  of  data
                     and displacements.

                     Parameterssendbuf (BufSpecV | None)

                            • recvbuf (BufSpec | InPlace)

                            • root (int)

                     Return type
                            None

              Scatterv_init(sendbuf, recvbuf, root=0, info=INFO_NULL)
                     Persistent Scatter Vector.

                     Parameterssendbuf (BufSpecV | None)

                            • recvbuf (BufSpec | InPlace)

                            • root (int)

                            • info (Info)

                     Return type
                            Prequest

              Send(buf, dest, tag=0)
                     Blocking send.

                     NOTE:
                        This  function  may  block  until  the  message is received.  Whether Send blocks or not
                        depends on several factors and is implementation dependent.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              Send_init(buf, dest, tag=0)
                     Create a persistent request for a standard send.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Prequest

              Sendrecv(sendbuf, dest, sendtag=0, recvbuf=None, source=ANY_SOURCE, recvtag=ANY_TAG, status=None)
                     Send and receive a message.

                     NOTE:
                        This function is guaranteed not to deadlock in situations where pairs of blocking  sends
                        and receives may deadlock.

                     CAUTION:
                        A  common  mistake  when using this function is to mismatch the tags with the source and
                        destination ranks, which can result in deadlock.

                     Parameterssendbuf (BufSpec)

                            • dest (int)

                            • sendtag (int)

                            • recvbuf (BufSpec | None)

                            • source (int)

                            • recvtag (int)

                            • status (Status | None)

                     Return type
                            None

              Sendrecv_replace(buf, dest, sendtag=0, source=ANY_SOURCE, recvtag=ANY_TAG, status=None)
                     Send and receive a message.

                     NOTE:
                        This function is guaranteed not to deadlock in situations where pairs of blocking  sends
                        and receives may deadlock.

                     CAUTION:
                        A  common  mistake  when using this function is to mismatch the tags with the source and
                        destination ranks, which can result in deadlock.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • sendtag (int)

                            • source (int)

                            • recvtag (int)

                            • status (Status | None)

                     Return type
                            None

              Set_attr(keyval, attrval)
                     Store attribute value associated with a key.

                     Parameterskeyval (int)

                            • attrval (Any)

                     Return type
                            None

              Set_errhandler(errhandler)
                     Set the error handler for a communicator.

                     Parameters
                            errhandler (Errhandler)

                     Return type
                            None

              Set_info(info)
                     Set new values for the hints associated with a communicator.

                     Parameters
                            info (Info)

                     Return type
                            None

              Set_name(name)
                     Set the print name for this communicator.

                     Parameters
                            name (str)

                     Return type
                            None

              Shrink()
                     Shrink a communicator to remove all failed processes.

                     Return type
                            Comm

              Split(color=0, key=0)
                     Split communicator by color and key.

                     Parameterscolor (int)

                            • key (int)

                     Return type
                            Comm

              Split_type(split_type, key=0, info=INFO_NULL)
                     Split communicator by split type.

                     Parameterssplit_type (int)

                            • key (int)

                            • info (Info)

                     Return type
                            Comm

              Ssend(buf, dest, tag=0)
                     Blocking send in synchronous mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              Ssend_init(buf, dest, tag=0)
                     Persistent request for a send in synchronous mode.

                     Parametersbuf (BufSpec)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              allgather(sendobj)
                     Gather to All.

                     Parameters
                            sendobj (Any)

                     Return type
                            list[Any]

              allreduce(sendobj, op=SUM)
                     Reduce to All.

                     Parameterssendobj (Any)

                            • op (Op | Callable[[Any, Any], Any])

                     Return type
                            Any

              alltoall(sendobj)
                     All to All Scatter/Gather.

                     Parameters
                            sendobj (Sequence[Any])

                     Return type
                            list[Any]

              barrier()
                     Barrier synchronization.

                     NOTE:
                        This method is equivalent to Barrier.

                     Return type
                            None

              bcast(obj, root=0)
                     Broadcast.

                     Parametersobj (Any)

                            • root (int)

                     Return type
                            Any

              bsend(obj, dest, tag=0)
                     Send in buffered mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Comm

              free() Call Free if not null or predefined.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Comm

              gather(sendobj, root=0)
                     Gather.

                     Parameterssendobj (Any)

                            • root (int)

                     Return type
                            list[Any] | None

              ibsend(obj, dest, tag=0)
                     Nonblocking send in buffered mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              improbe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a matched message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Message | None

              iprobe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            bool

              irecv(buf=None, source=ANY_SOURCE, tag=ANY_TAG)
                     Nonblocking receive.

                     Parametersbuf (Buffer | None)

                            • source (int)

                            • tag (int)

                     Return type
                            Request

              isend(obj, dest, tag=0)
                     Nonblocking send.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              issend(obj, dest, tag=0)
                     Nonblocking send in synchronous mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            Request

              mprobe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a matched message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Message

              probe(source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a message.

                     Parameterssource (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Literal[True]

              py2f()

                     Return type
                            int

              recv(buf=None, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Receive.

                     Parametersbuf (Buffer | None)

                            • source (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Any

              reduce(sendobj, op=SUM, root=0)
                     Reduce to Root.

                     Parameterssendobj (Any)

                            • op (Op | Callable[[Any, Any], Any])

                            • root (int)

                     Return type
                            Any | None

              scatter(sendobj, root=0)
                     Scatter.

                     Parameterssendobj (Sequence[Any] | None)

                            • root (int)

                     Return type
                            Any

              send(obj, dest, tag=0)
                     Send in standard mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              sendrecv(sendobj, dest, sendtag=0, recvbuf=None, source=ANY_SOURCE, recvtag=ANY_TAG, status=None)
                     Send and Receive.

                     Parameterssendobj (Any)

                            • dest (int)

                            • sendtag (int)

                            • recvbuf (Buffer | None)

                            • source (int)

                            • recvtag (int)

                            • status (Status | None)

                     Return type
                            Any

              ssend(obj, dest, tag=0)
                     Send in synchronous mode.

                     Parametersobj (Any)

                            • dest (int)

                            • tag (int)

                     Return type
                            None

              Attributes Documentation

              group  Group.

              handle MPI handle.

              info   Info hints.

              is_inter
                     Is intercommunicator.

              is_intra
                     Is intracommunicator.

              is_topo
                     Is a topology.

              name   Print name.

              rank   Rank of this process.

              size   Number of processes.

              topology
                     Topology type.

   mpi4py.MPI.Datatype
       class mpi4py.MPI.Datatype
              Bases: object

              Datatype object.

              static __new__(cls, datatype=None)

                     Parameters
                            datatype (Datatype | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Commit()                              │ Commit the datatype.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_contiguous(count)              │ Create a contiguous datatype.         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_darray(size,   rank,   gsizes, │ Create  a  datatype for a distributed │
                      │ distribs, ...)                        │ array on Cartesian process grids.     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_f90_complex(p, r)              │ Return a bounded complex datatype.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_f90_integer(r)                 │ Return a bounded integer datatype.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_f90_real(p, r)                 │ Return a bounded real datatype.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_hindexed(blocklengths,         │ Create an indexed datatype.           │
                      │ displacements)                        │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_hindexed_block(blocklength,    │ Create  an  indexed   datatype   with │
                      │ displacements)                        │ constant-sized blocks.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_hvector(count,    blocklength, │ Create a  vector  (strided)  datatype │
                      │ stride)                               │ with stride in bytes.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_indexed(blocklengths,          │ Create an indexed datatype.           │
                      │ displacements)                        │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_indexed_block(blocklength,     │ Create   an   indexed  datatype  with │
                      │ displacements)                        │ constant-sized blocks.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_keyval([copy_fn,    delete_fn, │ Create   a   new  attribute  key  for │
                      │ nopython])                            │ datatypes.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_resized(lb, extent)            │ Create a datatype with  a  new  lower │
                      │                                       │ bound and extent.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_struct(blocklengths,           │ Create  a  general composite (struct) │
                      │ displacements, ...)                   │ datatype.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_subarray(sizes,      subsizes, │ Create a datatype for a subarray of a │
                      │ starts[, order])                      │ multidimensional array.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_vector(count,     blocklength, │ Create a vector (strided) datatype.   │
                      │ stride)                               │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Delete_attr(keyval)                   │ Delete  attribute  value   associated │
                      │                                       │ with a key.                           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Dup()                                 │ Duplicate a datatype.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Free()                                │ Free the datatype.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Free_keyval(keyval)                   │ Free an attribute key for datatypes.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_attr(keyval)                      │ Retrieve attribute value by key.      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_contents()                        │ Return  the  input  arguments used to │
                      │                                       │ create a datatype.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_envelope()                        │ Return the number of input  arguments │
                      │                                       │ used to create a datatype.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_extent()                          │ Return  lower  bound  and  extent  of │
                      │                                       │ datatype.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_name()                            │ Get the print name for this datatype. │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_size()                            │ Return the number of  bytes  occupied │
                      │                                       │ by entries in the datatype.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_true_extent()                     │ Return   the  true  lower  bound  and │
                      │                                       │ extent of a datatype.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_value_index(value, index)         │ Return a predefined pair datatype.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Match_size(typeclass, size)           │ Find a datatype matching a  specified │
                      │                                       │ size in bytes.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Pack(inbuf, outbuf, position, comm)   │ Pack into contiguous memory according │
                      │                                       │ to datatype.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Pack_external(datarep, inbuf, outbuf, │ Pack into contiguous memory according │
                      │ position)                             │ to datatype.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Pack_external_size(datarep, count)    │ Determine  the amount of space needed │
                      │                                       │ to pack a message.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Pack_size(count, comm)                │ Determine the amount of space  needed │
                      │                                       │ to pack a message.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_attr(keyval, attrval)             │ Store attribute value associated with │
                      │                                       │ a key.                                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_name(name)                        │ Set the print name for this datatype. │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Unpack(inbuf, position, outbuf, comm) │ Unpack    from    contiguous   memory │
                      │                                       │ according to datatype.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Unpack_external(datarep,       inbuf, │ Unpack    from    contiguous   memory │
                      │ position, outbuf)                     │ according to datatype.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ decode()                              │ Convenience  method  for  decoding  a │
                      │                                       │ datatype.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ f2py(arg)                             │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ free()                                │ Call Free if not null or predefined.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ fromcode(code)                        │ Get   predefined  MPI  datatype  from │
                      │                                       │ character code or type string.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ fromhandle(handle)                    │ Create object from MPI handle.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ py2f()                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ tocode()                              │ Get character  code  or  type  string │
                      │                                       │ from predefined MPI datatype.         │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                        ┌───────────────┬───────────────────────────┐
                                        │ combiner      │ Combiner.                 │
                                        ├───────────────┼───────────────────────────┤
                                        │ contents      │ Contents.                 │
                                        ├───────────────┼───────────────────────────┤
                                        │ envelope      │ Envelope.                 │
                                        ├───────────────┼───────────────────────────┤
                                        │ extent        │ Extent.                   │
                                        ├───────────────┼───────────────────────────┤
                                        │ handle        │ MPI handle.               │
                                        ├───────────────┼───────────────────────────┤
                                        │ is_named      │ Is a named datatype.      │
                                        ├───────────────┼───────────────────────────┤
                                        │ is_predefined │ Is a predefined datatype. │
                                        ├───────────────┼───────────────────────────┤
                                        │ lb            │ Lower bound.              │
                                        ├───────────────┼───────────────────────────┤
                                        │ name          │ Print name.               │
                                        ├───────────────┼───────────────────────────┤
                                        │ size          │ Size (in bytes).          │
                                        ├───────────────┼───────────────────────────┤
                                        │ true_extent   │ True extent.              │
                                        ├───────────────┼───────────────────────────┤
                                        │ true_lb       │ True lower bound.         │
                                        ├───────────────┼───────────────────────────┤
                                        │ true_ub       │ True upper bound.         │
                                        ├───────────────┼───────────────────────────┤
                                        │ typechar      │ Character code.           │
                                        ├───────────────┼───────────────────────────┤
                                        │ typestr       │ Type string.              │
                                        ├───────────────┼───────────────────────────┤
                                        │ ub            │ Upper bound.              │
                                        └───────────────┴───────────────────────────┘

              Methods Documentation

              Commit()
                     Commit the datatype.

                     Return type
                            Self

              Create_contiguous(count)
                     Create a contiguous datatype.

                     Parameters
                            count (int)

                     Return type
                            Self

              Create_darray(size, rank, gsizes, distribs, dargs, psizes, order=ORDER_C)
                     Create a datatype for a distributed array on Cartesian process grids.

                     Parameterssize (int)

                            • rank (int)

                            • gsizes (Sequence[int])

                            • distribs (Sequence[int])

                            • dargs (Sequence[int])

                            • psizes (Sequence[int])

                            • order (int)

                     Return type
                            Self

              classmethod Create_f90_complex(p, r)
                     Return a bounded complex datatype.

                     Parametersp (int)

                            • r (int)

                     Return type
                            Self

              classmethod Create_f90_integer(r)
                     Return a bounded integer datatype.

                     Parameters
                            r (int)

                     Return type
                            Self

              classmethod Create_f90_real(p, r)
                     Return a bounded real datatype.

                     Parametersp (int)

                            • r (int)

                     Return type
                            Self

              Create_hindexed(blocklengths, displacements)
                     Create an indexed datatype.

                     NOTE:
                        Displacements are measured in bytes.

                     Parametersblocklengths (Sequence[int])

                            • displacements (Sequence[int])

                     Return type
                            Self

              Create_hindexed_block(blocklength, displacements)
                     Create an indexed datatype with constant-sized blocks.

                     NOTE:
                        Displacements are measured in bytes.

                     Parametersblocklength (int)

                            • displacements (Sequence[int])

                     Return type
                            Self

              Create_hvector(count, blocklength, stride)
                     Create a vector (strided) datatype with stride in bytes.

                     Parameterscount (int)

                            • blocklength (int)

                            • stride (int)

                     Return type
                            Self

              Create_indexed(blocklengths, displacements)
                     Create an indexed datatype.

                     Parametersblocklengths (Sequence[int])

                            • displacements (Sequence[int])

                     Return type
                            Self

              Create_indexed_block(blocklength, displacements)
                     Create an indexed datatype with constant-sized blocks.

                     Parametersblocklength (int)

                            • displacements (Sequence[int])

                     Return type
                            Self

              classmethod Create_keyval(copy_fn=None, delete_fn=None, nopython=False)
                     Create a new attribute key for datatypes.

                     Parameterscopy_fn (Callable[[Datatype, int, Any], Any] | None)

                            • delete_fn (Callable[[Datatype, int, Any], None] | None)

                            • nopython (bool)

                     Return type
                            int

              Create_resized(lb, extent)
                     Create a datatype with a new lower bound and extent.

                     Parameterslb (int)

                            • extent (int)

                     Return type
                            Self

              classmethod Create_struct(blocklengths, displacements, datatypes)
                     Create a general composite (struct) datatype.

                     NOTE:
                        Displacements are measured in bytes.

                     Parametersblocklengths (Sequence[int])

                            • displacements (Sequence[int])

                            • datatypes (Sequence[Datatype])

                     Return type
                            Self

              Create_subarray(sizes, subsizes, starts, order=ORDER_C)
                     Create a datatype for a subarray of a multidimensional array.

                     Parameterssizes (Sequence[int])

                            • subsizes (Sequence[int])

                            • starts (Sequence[int])

                            • order (int)

                     Return type
                            Self

              Create_vector(count, blocklength, stride)
                     Create a vector (strided) datatype.

                     Parameterscount (int)

                            • blocklength (int)

                            • stride (int)

                     Return type
                            Self

              Delete_attr(keyval)
                     Delete attribute value associated with a key.

                     Parameters
                            keyval (int)

                     Return type
                            None

              Dup()  Duplicate a datatype.

                     Return type
                            Self

              Free() Free the datatype.

                     Return type
                            None

              classmethod Free_keyval(keyval)
                     Free an attribute key for datatypes.

                     Parameters
                            keyval (int)

                     Return type
                            int

              Get_attr(keyval)
                     Retrieve attribute value by key.

                     Parameters
                            keyval (int)

                     Return type
                            int | Any | None

              Get_contents()
                     Return the input arguments used to create a datatype.

                     Return type
                            tuple[list[int], list[int], list[int], list[Datatype]]

              Get_envelope()
                     Return the number of input arguments used to create a datatype.

                     Return type
                            tuple[int, int, int, int, int]

              Get_extent()
                     Return lower bound and extent of datatype.

                     Return type
                            tuple[int, int]

              Get_name()
                     Get the print name for this datatype.

                     Return type
                            str

              Get_size()
                     Return the number of bytes occupied by entries in the datatype.

                     Return type
                            int

              Get_true_extent()
                     Return the true lower bound and extent of a datatype.

                     Return type
                            tuple[int, int]

              classmethod Get_value_index(value, index)
                     Return a predefined pair datatype.

                     Parametersvalue (Datatype)

                            • index (Datatype)

                     Return type
                            Self

              classmethod Match_size(typeclass, size)
                     Find a datatype matching a specified size in bytes.

                     Parameterstypeclass (int)

                            • size (int)

                     Return type
                            Self

              Pack(inbuf, outbuf, position, comm)
                     Pack into contiguous memory according to datatype.

                     Parametersinbuf (BufSpec)

                            • outbuf (BufSpec)

                            • position (int)

                            • comm (Comm)

                     Return type
                            int

              Pack_external(datarep, inbuf, outbuf, position)
                     Pack into contiguous memory according to datatype.

                     Uses the portable data representation external32.

                     Parametersdatarep (str)

                            • inbuf (BufSpec)

                            • outbuf (BufSpec)

                            • position (int)

                     Return type
                            int

              Pack_external_size(datarep, count)
                     Determine the amount of space needed to pack a message.

                     Uses the portable data representation external32.

                     NOTE:
                        Returns an upper bound measured in bytes.

                     Parametersdatarep (str)

                            • count (int)

                     Return type
                            int

              Pack_size(count, comm)
                     Determine the amount of space needed to pack a message.

                     NOTE:
                        Returns an upper bound measured in bytes.

                     Parameterscount (int)

                            • comm (Comm)

                     Return type
                            int

              Set_attr(keyval, attrval)
                     Store attribute value associated with a key.

                     Parameterskeyval (int)

                            • attrval (Any)

                     Return type
                            None

              Set_name(name)
                     Set the print name for this datatype.

                     Parameters
                            name (str)

                     Return type
                            None

              Unpack(inbuf, position, outbuf, comm)
                     Unpack from contiguous memory according to datatype.

                     Parametersinbuf (BufSpec)

                            • position (int)

                            • outbuf (BufSpec)

                            • comm (Comm)

                     Return type
                            int

              Unpack_external(datarep, inbuf, position, outbuf)
                     Unpack from contiguous memory according to datatype.

                     Uses the portable data representation external32.

                     Parametersdatarep (str)

                            • inbuf (BufSpec)

                            • position (int)

                            • outbuf (BufSpec)

                     Return type
                            int

              decode()
                     Convenience method for decoding a datatype.

                     Return type
                            tuple[Datatype, str, dict[str, Any]]

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Datatype

              free() Call Free if not null or predefined.

                     Return type
                            None

              classmethod fromcode(code)
                     Get predefined MPI datatype from character code or type string.

                     Parameters
                            code (str)

                     Return type
                            Datatype

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Datatype

              py2f()

                     Return type
                            int

              tocode()
                     Get character code or type string from predefined MPI datatype.

                     Return type
                            str

              Attributes Documentation

              combiner
                     Combiner.

              contents
                     Contents.

              envelope
                     Envelope.

              extent Extent.

              handle MPI handle.

              is_named
                     Is a named datatype.

              is_predefined
                     Is a predefined datatype.

              lb     Lower bound.

              name   Print name.

              size   Size (in bytes).

              true_extent
                     True extent.

              true_lb
                     True lower bound.

              true_ub
                     True upper bound.

              typechar
                     Character code.

              typestr
                     Type string.

              ub     Upper bound.

   mpi4py.MPI.Distgraphcomm
       class mpi4py.MPI.Distgraphcomm
              Bases: Topocomm

              Distributed graph topology intracommunicator.

              static __new__(cls, comm=None)

                     Parameters
                            comm (Distgraphcomm | None)

                     Return type
                            Self

              Methods Summary
                           ┌────────────────────────────┬───────────────────────────────────────┐
                           │ Get_dist_neighbors()       │ Return  adjacency  information  for a │
                           │                            │ distributed graph topology.           │
                           ├────────────────────────────┼───────────────────────────────────────┤
                           │ Get_dist_neighbors_count() │ Return adjacency  information  for  a │
                           │                            │ distributed graph topology.           │
                           └────────────────────────────┴───────────────────────────────────────┘

              Methods Documentation

              Get_dist_neighbors()
                     Return adjacency information for a distributed graph topology.

                     Return type
                            tuple[list[int], list[int], tuple[list[int], list[int]] | None]

              Get_dist_neighbors_count()
                     Return adjacency information for a distributed graph topology.

                     Return type
                            int

   mpi4py.MPI.Errhandler
       class mpi4py.MPI.Errhandler
              Bases: object

              Error handler.

              static __new__(cls, errhandler=None)

                     Parameters
                            errhandler (Errhandler | None)

                     Return type
                            Self

              Methods Summary
                                   ┌────────────────────┬────────────────────────────────┐
                                   │ Free()             │ Free an error handler.         │
                                   ├────────────────────┼────────────────────────────────┤
                                   │ f2py(arg)          │                                │
                                   ├────────────────────┼────────────────────────────────┤
                                   │ free()             │ Call Free if not null.         │
                                   ├────────────────────┼────────────────────────────────┤
                                   │ fromhandle(handle) │ Create object from MPI handle. │
                                   ├────────────────────┼────────────────────────────────┤
                                   │ py2f()             │                                │
                                   └────────────────────┴────────────────────────────────┘

              Attributes Summary
                                                  ┌────────┬─────────────┐
                                                  │ handle │ MPI handle. │
                                                  └────────┴─────────────┘

              Methods Documentation

              Free() Free an error handler.

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Errhandler

              free() Call Free if not null.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Errhandler

              py2f()

                     Return type
                            int

              Attributes Documentation

              handle MPI handle.

   mpi4py.MPI.File
       class mpi4py.MPI.File
              Bases: object

              File I/O context.

              static __new__(cls, file=None)

                     Parameters
                            file (File | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Call_errhandler(errorcode)            │ Call the error handler installed on a │
                      │                                       │ file.                                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Close()                               │ Close a file.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_errhandler(errhandler_fn)      │ Create a new error handler for files. │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Delete(filename[, info])              │ Delete a file.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_amode()                           │ Return the file access mode.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_atomicity()                       │ Return the atomicity mode.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_byte_offset(offset)               │ Return  the absolute byte position in │
                      │                                       │ the file.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_errhandler()                      │ Get the error handler for a file.     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_group()                           │ Access the group  of  processes  that │
                      │                                       │ opened the file.                      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_info()                            │ Return the current hints for a file.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_position()                        │ Return  the  current  position of the │
                      │                                       │ individual file pointer.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_position_shared()                 │ Return the current  position  of  the │
                      │                                       │ shared file pointer.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_size()                            │ Return the file size.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_type_extent(datatype)             │ Return  the extent of datatype in the │
                      │                                       │ file.                                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_view()                            │ Return the file view.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iread(buf)                            │ Nonblocking  read  using   individual │
                      │                                       │ file pointer.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iread_all(buf)                        │ Nonblocking   collective  read  using │
                      │                                       │ individual file pointer.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iread_at(offset, buf)                 │ Nonblocking   read   using   explicit │
                      │                                       │ offset.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iread_at_all(offset, buf)             │ Nonblocking   collective  read  using │
                      │                                       │ explicit offset.                      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iread_shared(buf)                     │ Nonblocking read  using  shared  file │
                      │                                       │ pointer.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iwrite(buf)                           │ Nonblocking  write  using  individual │
                      │                                       │ file pointer.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iwrite_all(buf)                       │ Nonblocking  collective  write  using │
                      │                                       │ individual file pointer.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iwrite_at(offset, buf)                │ Nonblocking   write   using  explicit │
                      │                                       │ offset.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iwrite_at_all(offset, buf)            │ Nonblocking  collective  write  using │
                      │                                       │ explicit offset.                      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iwrite_shared(buf)                    │ Nonblocking  write  using shared file │
                      │                                       │ pointer.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Open(comm, filename[, amode, info])   │ Open a file.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Preallocate(size)                     │ Preallocate storage space for a file. │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read(buf[, status])                   │ Read using individual file pointer.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_all(buf[, status])               │ Collective read using individual file │
                      │                                       │ pointer.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_all_begin(buf)                   │ Start a split collective  read  using │
                      │                                       │ individual file pointer.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_all_end(buf[, status])           │ Complete   a  split  collective  read │
                      │                                       │ using individual file pointer.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_at(offset, buf[, status])        │ Read using explicit offset.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_at_all(offset, buf[, status])    │ Collective   read   using    explicit │
                      │                                       │ offset.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_at_all_begin(offset, buf)        │ Start  a  split collective read using │
                      │                                       │ explicit offset.                      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_at_all_end(buf[, status])        │ Complete  a  split  collective   read │
                      │                                       │ using explicit offset.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_ordered(buf[, status])           │ Collective  read  using  shared  file │
                      │                                       │ pointer.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_ordered_begin(buf)               │ Start a split collective  read  using │
                      │                                       │ shared file pointer.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_ordered_end(buf[, status])       │ Complete   a  split  collective  read │
                      │                                       │ using shared file pointer.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Read_shared(buf[, status])            │ Read using shared file pointer.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Seek(offset[, whence])                │ Update the individual file pointer.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Seek_shared(offset[, whence])         │ Update the shared file pointer.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_atomicity(flag)                   │ Set the atomicity mode.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_errhandler(errhandler)            │ Set the error handler for a file.     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_info(info)                        │ Set  new   values   for   the   hints │
                      │                                       │ associated with a file.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_size(size)                        │ Set the file size.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_view([disp,    etype,   filetype, │ Set the file view.                    │
                      │ datarep, info])                       │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Sync()                                │ Causes  all  previous  writes  to  be │
                      │                                       │ transferred to the storage device.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write(buf[, status])                  │ Write using individual file pointer.  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_all(buf[, status])              │ Collective   write  using  individual │
                      │                                       │ file pointer.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_all_begin(buf)                  │ Start a split collective write  using │
                      │                                       │ individual file pointer.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_all_end(buf[, status])          │ Complete  a  split  collective  write │
                      │                                       │ using individual file pointer.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_at(offset, buf[, status])       │ Write using explicit offset.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_at_all(offset, buf[, status])   │ Collective   write   using   explicit │
                      │                                       │ offset.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_at_all_begin(offset, buf)       │ Start  a split collective write using │
                      │                                       │ explicit offset.                      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_at_all_end(buf[, status])       │ Complete  a  split  collective  write │
                      │                                       │ using explicit offset.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_ordered(buf[, status])          │ Collective  write  using  shared file │
                      │                                       │ pointer.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_ordered_begin(buf)              │ Start a split collective write  using │
                      │                                       │ shared file pointer.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_ordered_end(buf[, status])      │ Complete  a  split  collective  write │
                      │                                       │ using shared file pointer.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Write_shared(buf[, status])           │ Write using shared file pointer.      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ f2py(arg)                             │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ free()                                │ Call Close if not null.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ fromhandle(handle)                    │ Create object from MPI handle.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ py2f()                                │                                       │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                              ┌────────────┬──────────────────┐
                                              │ amode      │ Access mode.     │
                                              ├────────────┼──────────────────┤
                                              │ atomicity  │ Atomicity mode.  │
                                              ├────────────┼──────────────────┤
                                              │ group      │ Group.           │
                                              ├────────────┼──────────────────┤
                                              │ group_rank │ Group rank.      │
                                              ├────────────┼──────────────────┤
                                              │ group_size │ Group size.      │
                                              ├────────────┼──────────────────┤
                                              │ handle     │ MPI handle.      │
                                              ├────────────┼──────────────────┤
                                              │ info       │ Info hints.      │
                                              ├────────────┼──────────────────┤
                                              │ size       │ Size (in bytes). │
                                              └────────────┴──────────────────┘

              Methods Documentation

              Call_errhandler(errorcode)
                     Call the error handler installed on a file.

                     Parameters
                            errorcode (int)

                     Return type
                            None

              Close()
                     Close a file.

                     Return type
                            None

              classmethod Create_errhandler(errhandler_fn)
                     Create a new error handler for files.

                     Parameters
                            errhandler_fn (Callable[[File, int], None])

                     Return type
                            Errhandler

              classmethod Delete(filename, info=INFO_NULL)
                     Delete a file.

                     Parametersfilename (PathLike | str | bytes)

                            • info (Info)

                     Return type
                            None

              Get_amode()
                     Return the file access mode.

                     Return type
                            int

              Get_atomicity()
                     Return the atomicity mode.

                     Return type
                            bool

              Get_byte_offset(offset)
                     Return the absolute byte position in the file.

                     NOTE:
                        Input offset is measured in etype units relative to the current file view.

                     Parameters
                            offset (int)

                     Return type
                            int

              Get_errhandler()
                     Get the error handler for a file.

                     Return type
                            Errhandler

              Get_group()
                     Access the group of processes that opened the file.

                     Return type
                            Group

              Get_info()
                     Return the current hints for a file.

                     Return type
                            Info

              Get_position()
                     Return the current position of the individual file pointer.

                     NOTE:
                        Position is measured in etype units relative to the current file view.

                     Return type
                            int

              Get_position_shared()
                     Return the current position of the shared file pointer.

                     NOTE:
                        Position is measured in etype units relative to the current view.

                     Return type
                            int

              Get_size()
                     Return the file size.

                     Return type
                            int

              Get_type_extent(datatype)
                     Return the extent of datatype in the file.

                     Parameters
                            datatype (Datatype)

                     Return type
                            int

              Get_view()
                     Return the file view.

                     Return type
                            tuple[int, Datatype, Datatype, str]

              Iread(buf)
                     Nonblocking read using individual file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            Request

              Iread_all(buf)
                     Nonblocking collective read using individual file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            Request

              Iread_at(offset, buf)
                     Nonblocking read using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                     Return type
                            Request

              Iread_at_all(offset, buf)
                     Nonblocking collective read using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                     Return type
                            Request

              Iread_shared(buf)
                     Nonblocking read using shared file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            Request

              Iwrite(buf)
                     Nonblocking write using individual file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            Request

              Iwrite_all(buf)
                     Nonblocking collective write using individual file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            Request

              Iwrite_at(offset, buf)
                     Nonblocking write using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                     Return type
                            Request

              Iwrite_at_all(offset, buf)
                     Nonblocking collective write using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                     Return type
                            Request

              Iwrite_shared(buf)
                     Nonblocking write using shared file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            Request

              classmethod Open(comm, filename, amode=MODE_RDONLY, info=INFO_NULL)
                     Open a file.

                     Parameterscomm (Intracomm)

                            • filename (PathLike | str | bytes)

                            • amode (int)

                            • info (Info)

                     Return type
                            Self

              Preallocate(size)
                     Preallocate storage space for a file.

                     Parameters
                            size (int)

                     Return type
                            None

              Read(buf, status=None)
                     Read using individual file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_all(buf, status=None)
                     Collective read using individual file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_all_begin(buf)
                     Start a split collective read using individual file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            None

              Read_all_end(buf, status=None)
                     Complete a split collective read using individual file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_at(offset, buf, status=None)
                     Read using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_at_all(offset, buf, status=None)
                     Collective read using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_at_all_begin(offset, buf)
                     Start a split collective read using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                     Return type
                            None

              Read_at_all_end(buf, status=None)
                     Complete a split collective read using explicit offset.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_ordered(buf, status=None)
                     Collective read using shared file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_ordered_begin(buf)
                     Start a split collective read using shared file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            None

              Read_ordered_end(buf, status=None)
                     Complete a split collective read using shared file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Read_shared(buf, status=None)
                     Read using shared file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Seek(offset, whence=SEEK_SET)
                     Update the individual file pointer.

                     Parametersoffset (int)

                            • whence (int)

                     Return type
                            None

              Seek_shared(offset, whence=SEEK_SET)
                     Update the shared file pointer.

                     Parametersoffset (int)

                            • whence (int)

                     Return type
                            None

              Set_atomicity(flag)
                     Set the atomicity mode.

                     Parameters
                            flag (bool)

                     Return type
                            None

              Set_errhandler(errhandler)
                     Set the error handler for a file.

                     Parameters
                            errhandler (Errhandler)

                     Return type
                            None

              Set_info(info)
                     Set new values for the hints associated with a file.

                     Parameters
                            info (Info)

                     Return type
                            None

              Set_size(size)
                     Set the file size.

                     Parameters
                            size (int)

                     Return type
                            None

              Set_view(disp=0, etype=BYTE, filetype=None, datarep='native', info=INFO_NULL)
                     Set the file view.

                     Parametersdisp (int)

                            • etype (Datatype)

                            • filetype (Datatype | None)

                            • datarep (str)

                            • info (Info)

                     Return type
                            None

              Sync() Causes all previous writes to be transferred to the storage device.

                     Return type
                            None

              Write(buf, status=None)
                     Write using individual file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_all(buf, status=None)
                     Collective write using individual file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_all_begin(buf)
                     Start a split collective write using individual file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            None

              Write_all_end(buf, status=None)
                     Complete a split collective write using individual file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_at(offset, buf, status=None)
                     Write using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_at_all(offset, buf, status=None)
                     Collective write using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_at_all_begin(offset, buf)
                     Start a split collective write using explicit offset.

                     Parametersoffset (int)

                            • buf (BufSpec)

                     Return type
                            None

              Write_at_all_end(buf, status=None)
                     Complete a split collective write using explicit offset.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_ordered(buf, status=None)
                     Collective write using shared file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_ordered_begin(buf)
                     Start a split collective write using shared file pointer.

                     Parameters
                            buf (BufSpec)

                     Return type
                            None

              Write_ordered_end(buf, status=None)
                     Complete a split collective write using shared file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              Write_shared(buf, status=None)
                     Write using shared file pointer.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            File

              free() Call Close if not null.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            File

              py2f()

                     Return type
                            int

              Attributes Documentation

              amode  Access mode.

              atomicity
                     Atomicity mode.

              group  Group.

              group_rank
                     Group rank.

              group_size
                     Group size.

              handle MPI handle.

              info   Info hints.

              size   Size (in bytes).

   mpi4py.MPI.Graphcomm
       class mpi4py.MPI.Graphcomm
              Bases: Topocomm

              General graph topology intracommunicator.

              static __new__(cls, comm=None)

                     Parameters
                            comm (Graphcomm | None)

                     Return type
                            Self

              Methods Summary
                            ┌───────────────────────────┬───────────────────────────────────────┐
                            │ Get_dims()                │ Return the number of nodes and edges. │
                            ├───────────────────────────┼───────────────────────────────────────┤
                            │ Get_neighbors(rank)       │ Return  list  of   neighbors   of   a │
                            │                           │ process.                              │
                            ├───────────────────────────┼───────────────────────────────────────┤
                            │ Get_neighbors_count(rank) │ Return   number  of  neighbors  of  a │
                            │                           │ process.                              │
                            ├───────────────────────────┼───────────────────────────────────────┤
                            │ Get_topo()                │ Return index and edges.               │
                            └───────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                         ┌────────────┬────────────────────────────┐
                                         │ dims       │ Number of nodes and edges. │
                                         ├────────────┼────────────────────────────┤
                                         │ edges      │ Edges.                     │
                                         ├────────────┼────────────────────────────┤
                                         │ index      │ Index.                     │
                                         ├────────────┼────────────────────────────┤
                                         │ nedges     │ Number of edges.           │
                                         ├────────────┼────────────────────────────┤
                                         │ neighbors  │ Neighbors.                 │
                                         ├────────────┼────────────────────────────┤
                                         │ nneighbors │ Number of neighbors.       │
                                         ├────────────┼────────────────────────────┤
                                         │ nnodes     │ Number of nodes.           │
                                         ├────────────┼────────────────────────────┤
                                         │ topo       │ Topology information.      │
                                         └────────────┴────────────────────────────┘

              Methods Documentation

              Get_dims()
                     Return the number of nodes and edges.

                     Return type
                            tuple[int, int]

              Get_neighbors(rank)
                     Return list of neighbors of a process.

                     Parameters
                            rank (int)

                     Return type
                            list[int]

              Get_neighbors_count(rank)
                     Return number of neighbors of a process.

                     Parameters
                            rank (int)

                     Return type
                            int

              Get_topo()
                     Return index and edges.

                     Return type
                            tuple[list[int], list[int]]

              Attributes Documentation

              dims   Number of nodes and edges.

              edges  Edges.

              index  Index.

              nedges Number of edges.

              neighbors
                     Neighbors.

              nneighbors
                     Number of neighbors.

              nnodes Number of nodes.

              topo   Topology information.

   mpi4py.MPI.Grequest
       class mpi4py.MPI.Grequest
              Bases: Request

              Generalized request handler.

              static __new__(cls, request=None)

                     Parameters
                            request (Grequest | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Complete()                            │ Notify that a user-defined request is │
                      │                                       │ complete.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Start([query_fn, free_fn,  cancel_fn, │ Create   and  return  a  user-defined │
                      │ args, ...])                           │ request.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ complete([obj])                       │ Notify that a user-defined request is │
                      │                                       │ complete.                             │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Methods Documentation

              Complete()
                     Notify that a user-defined request is complete.

                     Return type
                            None

              classmethod Start(query_fn=None, free_fn=None, cancel_fn=None, args=None, kwargs=None)
                     Create and return a user-defined request.

                     Parametersquery_fn (Callable[[...], None] | None)

                            • free_fn (Callable[[...], None] | None)

                            • cancel_fn (Callable[[...], None] | None)

                            • args (tuple[Any] | None)

                            • kwargs (dict[str, Any] | None)

                     Return type
                            Grequest

              complete(obj=None)
                     Notify that a user-defined request is complete.

                     Parameters
                            obj (Any)

                     Return type
                            None

   mpi4py.MPI.Group
       class mpi4py.MPI.Group
              Bases: object

              Group of processes.

              static __new__(cls, group=None)

                     Parameters
                            group (Group | None)

                     Return type
                            Self

              Methods Summary
                        ┌───────────────────────────────────┬───────────────────────────────────────┐
                        │ Compare(group)                    │ Compare two groups.                   │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Create_from_session_pset(session, │ Create a new group from  session  and │
                        │ pset_name)                        │ process set.                          │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Difference(group1, group2)        │ Create   a   new   group   from   the │
                        │                                   │ difference of two existing groups.    │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Dup()                             │ Duplicate a group.                    │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Excl(ranks)                       │ Create  a  new  group  by   excluding │
                        │                                   │ listed members.                       │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Free()                            │ Free a group.                         │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Get_rank()                        │ Return  the rank of this process in a │
                        │                                   │ group.                                │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Get_size()                        │ Return the number of processes  in  a │
                        │                                   │ group.                                │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Incl(ranks)                       │ Create   a  new  group  by  including │
                        │                                   │ listed members.                       │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Intersection(group1, group2)      │ Create   a   new   group   from   the │
                        │                                   │ intersection of two existing groups.  │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Range_excl(ranks)                 │ Create   a  new  group  by  excluding │
                        │                                   │ ranges of members.                    │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Range_incl(ranks)                 │ Create  a  new  group  by   including │
                        │                                   │ ranges of members.                    │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Translate_ranks([ranks, group])   │ Translate  ranks  in a group to those │
                        │                                   │ in another group.                     │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ Union(group1, group2)             │ Create a new group from the union  of │
                        │                                   │ two existing groups.                  │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ f2py(arg)                         │                                       │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ free()                            │ Call Free if not null or predefined.  │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ fromhandle(handle)                │ Create object from MPI handle.        │
                        ├───────────────────────────────────┼───────────────────────────────────────┤
                        │ py2f()                            │                                       │
                        └───────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                             ┌────────┬───────────────────────┐
                                             │ handle │ MPI handle.           │
                                             ├────────┼───────────────────────┤
                                             │ rank   │ Rank of this process. │
                                             ├────────┼───────────────────────┤
                                             │ size   │ Number of processes.  │
                                             └────────┴───────────────────────┘

              Methods Documentation

              Compare(group)
                     Compare two groups.

                     Parameters
                            group (Group)

                     Return type
                            int

              classmethod Create_from_session_pset(session, pset_name)
                     Create a new group from session and process set.

                     Parameterssession (Session)

                            • pset_name (str)

                     Return type
                            Self

              classmethod Difference(group1, group2)
                     Create a new group from the difference of two existing groups.

                     Parametersgroup1 (Group)

                            • group2 (Group)

                     Return type
                            Self

              Dup()  Duplicate a group.

                     Return type
                            Self

              Excl(ranks)
                     Create a new group by excluding listed members.

                     Parameters
                            ranks (Sequence[int])

                     Return type
                            Self

              Free() Free a group.

                     Return type
                            None

              Get_rank()
                     Return the rank of this process in a group.

                     Return type
                            int

              Get_size()
                     Return the number of processes in a group.

                     Return type
                            int

              Incl(ranks)
                     Create a new group by including listed members.

                     Parameters
                            ranks (Sequence[int])

                     Return type
                            Self

              classmethod Intersection(group1, group2)
                     Create a new group from the intersection of two existing groups.

                     Parametersgroup1 (Group)

                            • group2 (Group)

                     Return type
                            Self

              Range_excl(ranks)
                     Create a new group by excluding ranges of members.

                     Parameters
                            ranks (Sequence[tuple[int, int, int]])

                     Return type
                            Self

              Range_incl(ranks)
                     Create a new group by including ranges of members.

                     Parameters
                            ranks (Sequence[tuple[int, int, int]])

                     Return type
                            Self

              Translate_ranks(ranks=None, group=None)
                     Translate ranks in a group to those in another group.

                     Parametersranks (Sequence[int] | None)

                            • group (Group | None)

                     Return type
                            list[int]

              classmethod Union(group1, group2)
                     Create a new group from the union of two existing groups.

                     Parametersgroup1 (Group)

                            • group2 (Group)

                     Return type
                            Self

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Group

              free() Call Free if not null or predefined.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Group

              py2f()

                     Return type
                            int

              Attributes Documentation

              handle MPI handle.

              rank   Rank of this process.

              size   Number of processes.

   mpi4py.MPI.InPlaceType
       class mpi4py.MPI.InPlaceType
              Bases: int

              Type of IN_PLACE.

              static __new__(cls)

                     Return type
                            Self

   mpi4py.MPI.Info
       class mpi4py.MPI.Info
              Bases: object

              Info object.

              static __new__(cls, info=None)

                     Parameters
                            info (Info | None)

                     Return type
                            Self

              Methods Summary
                               ┌─────────────────────┬───────────────────────────────────────┐
                               │ Create([items])     │ Create a new info object.             │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Create_env([args])  │ Create a new environment info object. │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Delete(key)         │ Remove a (key, value) pair from info. │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Dup()               │ Duplicate an existing info object.    │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Free()              │ Free an info object.                  │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Get(key)            │ Retrieve  the value associated with a │
                               │                     │ key.                                  │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Get_nkeys()         │ Return  the   number   of   currently │
                               │                     │ defined keys in info.                 │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Get_nthkey(n)       │ Return the n-th defined key in info.  │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ Set(key, value)     │ Store a value associated with a key.  │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ clear()             │ Clear contents.                       │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ copy()              │ Copy contents.                        │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ f2py(arg)           │                                       │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ free()              │ Call Free if not null or predefined.  │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ fromhandle(handle)  │ Create object from MPI handle.        │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ get(key[, default]) │ Retrieve value by key.                │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ items()             │ Return list of items.                 │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ keys()              │ Return list of keys.                  │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ pop(key, *default)  │ Pop value by key.                     │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ popitem()           │ Pop first item.                       │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ py2f()              │                                       │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ update([items])     │ Update contents.                      │
                               ├─────────────────────┼───────────────────────────────────────┤
                               │ values()            │ Return list of values.                │
                               └─────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                                  ┌────────┬─────────────┐
                                                  │ handle │ MPI handle. │
                                                  └────────┴─────────────┘

              Methods Documentation

              classmethod Create(items=None)
                     Create a new info object.

                     Parameters
                            items (Info | Mapping[str, str] | Iterable[tuple[str, str]] | None)

                     Return type
                            Self

              classmethod Create_env(args=None)
                     Create a new environment info object.

                     Parameters
                            args (Sequence[str] | None)

                     Return type
                            Self

              Delete(key)
                     Remove a (key, value) pair from info.

                     Parameters
                            key (str)

                     Return type
                            None

              Dup()  Duplicate an existing info object.

                     Return type
                            Self

              Free() Free an info object.

                     Return type
                            None

              Get(key)
                     Retrieve the value associated with a key.

                     Parameters
                            key (str)

                     Return type
                            str | None

              Get_nkeys()
                     Return the number of currently defined keys in info.

                     Return type
                            int

              Get_nthkey(n)
                     Return the n-th defined key in info.

                     Parameters
                            n (int)

                     Return type
                            str

              Set(key, value)
                     Store a value associated with a key.

                     Parameterskey (str)

                            • value (str)

                     Return type
                            None

              clear()
                     Clear contents.

                     Return type
                            None

              copy() Copy contents.

                     Return type
                            Self

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Info

              free() Call Free if not null or predefined.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Info

              get(key, default=None)
                     Retrieve value by key.

                     Parameterskey (str)

                            • default (str | None)

                     Return type
                            str | None

              items()
                     Return list of items.

                     Return type
                            list[tuple[str, str]]

              keys() Return list of keys.

                     Return type
                            list[str]

              pop(key, *default)
                     Pop value by key.

                     Parameterskey (str)

                            • default (str)

                     Return type
                            str

              popitem()
                     Pop first item.

                     Return type
                            tuple[str, str]

              py2f()

                     Return type
                            int

              update(items=(), **kwds)
                     Update contents.

                     Parametersitems (Info | Mapping[str, str] | Iterable[tuple[str, str]])

                            • kwds (str)

                     Return type
                            None

              values()
                     Return list of values.

                     Return type
                            list[str]

              Attributes Documentation

              handle MPI handle.

   mpi4py.MPI.Intercomm
       class mpi4py.MPI.Intercomm
              Bases: Comm

              Intercommunicator.

              static __new__(cls, comm=None)

                     Parameters
                            comm (Intercomm | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Create_from_groups(local_group, ...[, │ Create communicator from group.       │
                      │ ...])                                 │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_remote_group()                    │ Access  the  remote  group associated │
                      │                                       │ with the inter-communicator.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_remote_size()                     │ Intercommunicator remote size.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Merge([high])                         │ Merge   intercommunicator   into   an │
                      │                                       │ intracommunicator.                    │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                       ┌──────────────┬─────────────────────────────┐
                                       │ remote_group │ Remote group.               │
                                       ├──────────────┼─────────────────────────────┤
                                       │ remote_size  │ Number of remote processes. │
                                       └──────────────┴─────────────────────────────┘

              Methods Documentation

              classmethod Create_from_groups(local_group, local_leader, remote_group, remote_leader,
              stringtag='org.mpi4py', info=INFO_NULL, errhandler=None)
                     Create communicator from group.

                     Parameterslocal_group (Group)

                            • local_leader (int)

                            • remote_group (Group)

                            • remote_leader (int)

                            • stringtag (str)

                            • info (Info)

                            • errhandler (Errhandler | None)

                     Return type
                            Intracomm

              Get_remote_group()
                     Access the remote group associated with the inter-communicator.

                     Return type
                            Group

              Get_remote_size()
                     Intercommunicator remote size.

                     Return type
                            int

              Merge(high=False)
                     Merge intercommunicator into an intracommunicator.

                     Parameters
                            high (bool)

                     Return type
                            Intracomm

              Attributes Documentation

              remote_group
                     Remote group.

              remote_size
                     Number of remote processes.

   mpi4py.MPI.Intracomm
       class mpi4py.MPI.Intracomm
              Bases: Comm

              Intracommunicator.

              static __new__(cls, comm=None)

                     Parameters
                            comm (Intracomm | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Accept(port_name[, info, root])       │ Accept   a  request  to  form  a  new │
                      │                                       │ intercommunicator.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Cart_map(dims[, periods])             │ Determine optimal  process  placement │
                      │                                       │ on a Cartesian topology.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Connect(port_name[, info, root])      │ Make   a   request   to  form  a  new │
                      │                                       │ intercommunicator.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_cart(dims[, periods, reorder]) │ Create cartesian communicator.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_dist_graph(sources,   degrees, │ Create        distributed       graph │
                      │ destinations)                         │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_dist_graph_adjacent(sources,   │ Create       distributed        graph │
                      │ destinations)                         │ communicator.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_from_group(group[,  stringtag, │ Create communicator from group.       │
                      │ info, ...])                           │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_graph(index, edges[, reorder]) │ Create graph communicator.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_group(group[, tag])            │ Create communicator from group.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_intercomm(local_leader,        │ Create intercommunicator.             │
                      │ peer_comm, ...)                       │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Exscan(sendbuf, recvbuf[, op])        │ Exclusive Scan.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Exscan_init(sendbuf,  recvbuf[,   op, │ Persistent Exclusive Scan.            │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Graph_map(index, edges)               │ Determine  optimal  process placement │
                      │                                       │ on a graph topology.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iexscan(sendbuf, recvbuf[, op])       │ Inclusive Scan.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Iscan(sendbuf, recvbuf[, op])         │ Inclusive Scan.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Scan(sendbuf, recvbuf[, op])          │ Inclusive Scan.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Scan_init(sendbuf,   recvbuf[,    op, │ Persistent Inclusive Scan.            │
                      │ info])                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Spawn(command[, args, maxprocs, info, │ Spawn   instances  of  a  single  MPI │
                      │ root, ...])                           │ application.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Spawn_multiple(command[,        args, │ Spawn   instances   of  multiple  MPI │
                      │ maxprocs, ...])                       │ applications.                         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ exscan(sendobj[, op])                 │ Exclusive Scan.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ scan(sendobj[, op])                   │ Inclusive Scan.                       │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Methods Documentation

              Accept(port_name, info=INFO_NULL, root=0)
                     Accept a request to form a new intercommunicator.

                     Parametersport_name (str)

                            • info (Info)

                            • root (int)

                     Return type
                            Intercomm

              Cart_map(dims, periods=None)
                     Determine optimal process placement on a Cartesian topology.

                     Parametersdims (Sequence[int])

                            • periods (Sequence[bool] | None)

                     Return type
                            int

              Connect(port_name, info=INFO_NULL, root=0)
                     Make a request to form a new intercommunicator.

                     Parametersport_name (str)

                            • info (Info)

                            • root (int)

                     Return type
                            Intercomm

              Create_cart(dims, periods=None, reorder=False)
                     Create cartesian communicator.

                     Parametersdims (Sequence[int])

                            • periods (Sequence[bool] | None)

                            • reorder (bool)

                     Return type
                            Cartcomm

              Create_dist_graph(sources, degrees, destinations, weights=None, info=INFO_NULL, reorder=False)
                     Create distributed graph communicator.

                     Parameterssources (Sequence[int])

                            • degrees (Sequence[int])

                            • destinations (Sequence[int])

                            • weights (Sequence[int] | None)

                            • info (Info)

                            • reorder (bool)

                     Return type
                            Distgraphcomm

              Create_dist_graph_adjacent(sources, destinations, sourceweights=None, destweights=None,
              info=INFO_NULL, reorder=False)
                     Create distributed graph communicator.

                     Parameterssources (Sequence[int])

                            • destinations (Sequence[int])

                            • sourceweights (Sequence[int] | None)

                            • destweights (Sequence[int] | None)

                            • info (Info)

                            • reorder (bool)

                     Return type
                            Distgraphcomm

              classmethod Create_from_group(group, stringtag='org.mpi4py', info=INFO_NULL, errhandler=None)
                     Create communicator from group.

                     Parametersgroup (Group)

                            • stringtag (str)

                            • info (Info)

                            • errhandler (Errhandler | None)

                     Return type
                            Intracomm

              Create_graph(index, edges, reorder=False)
                     Create graph communicator.

                     Parametersindex (Sequence[int])

                            • edges (Sequence[int])

                            • reorder (bool)

                     Return type
                            Graphcomm

              Create_group(group, tag=0)
                     Create communicator from group.

                     Parametersgroup (Group)

                            • tag (int)

                     Return type
                            Intracomm

              Create_intercomm(local_leader, peer_comm, remote_leader, tag=0)
                     Create intercommunicator.

                     Parameterslocal_leader (int)

                            • peer_comm (Intracomm)

                            • remote_leader (int)

                            • tag (int)

                     Return type
                            Intercomm

              Exscan(sendbuf, recvbuf, op=SUM)
                     Exclusive Scan.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                     Return type
                            None

              Exscan_init(sendbuf, recvbuf, op=SUM, info=INFO_NULL)
                     Persistent Exclusive Scan.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                            • info (Info)

                     Return type
                            Prequest

              Graph_map(index, edges)
                     Determine optimal process placement on a graph topology.

                     Parametersindex (Sequence[int])

                            • edges (Sequence[int])

                     Return type
                            int

              Iexscan(sendbuf, recvbuf, op=SUM)
                     Inclusive Scan.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                     Return type
                            Request

              Iscan(sendbuf, recvbuf, op=SUM)
                     Inclusive Scan.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                     Return type
                            Request

              Scan(sendbuf, recvbuf, op=SUM)
                     Inclusive Scan.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                     Return type
                            None

              Scan_init(sendbuf, recvbuf, op=SUM, info=INFO_NULL)
                     Persistent Inclusive Scan.

                     Parameterssendbuf (BufSpec | InPlace)

                            • recvbuf (BufSpec)

                            • op (Op)

                            • info (Info)

                     Return type
                            Prequest

              Spawn(command, args=None, maxprocs=1, info=INFO_NULL, root=0, errcodes=None)
                     Spawn instances of a single MPI application.

                     Parameterscommand (str)

                            • args (Sequence[str] | None)

                            • maxprocs (int)

                            • info (Info)

                            • root (int)

                            • errcodes (list[int] | None)

                     Return type
                            Intercomm

              Spawn_multiple(command, args=None, maxprocs=None, info=INFO_NULL, root=0, errcodes=None)
                     Spawn instances of multiple MPI applications.

                     Parameterscommand (Sequence[str])

                            • args (Sequence[Sequence[str]] | None)

                            • maxprocs (Sequence[int] | None)

                            • info (Sequence[Info] | Info)

                            • root (int)

                            • errcodes (list[list[int]] | None)

                     Return type
                            Intercomm

              exscan(sendobj, op=SUM)
                     Exclusive Scan.

                     Parameterssendobj (Any)

                            • op (Op | Callable[[Any, Any], Any])

                     Return type
                            Any

              scan(sendobj, op=SUM)
                     Inclusive Scan.

                     Parameterssendobj (Any)

                            • op (Op | Callable[[Any, Any], Any])

                     Return type
                            Any

   mpi4py.MPI.Message
       class mpi4py.MPI.Message
              Bases: object

              Matched message.

              static __new__(cls, message=None)

                     Parameters
                            message (Message | None)

                     Return type
                            Self

              Methods Summary
                       ┌─────────────────────────────────────┬───────────────────────────────────────┐
                       │ Iprobe(comm[, source, tag, status]) │ Nonblocking  test   for   a   matched │
                       │                                     │ message.                              │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ Irecv(buf)                          │ Nonblocking    receive   of   matched │
                       │                                     │ message.                              │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ Probe(comm[, source, tag, status])  │ Blocking test for a matched message.  │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ Recv(buf[, status])                 │ Blocking receive of matched message.  │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ f2py(arg)                           │                                       │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ free()                              │ Do nothing.                           │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ fromhandle(handle)                  │ Create object from MPI handle.        │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ iprobe(comm[, source, tag, status]) │ Nonblocking  test   for   a   matched │
                       │                                     │ message.                              │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ irecv()                             │ Nonblocking    receive   of   matched │
                       │                                     │ message.                              │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ probe(comm[, source, tag, status])  │ Blocking test for a matched message.  │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ py2f()                              │                                       │
                       ├─────────────────────────────────────┼───────────────────────────────────────┤
                       │ recv([status])                      │ Blocking receive of matched message.  │
                       └─────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                                  ┌────────┬─────────────┐
                                                  │ handle │ MPI handle. │
                                                  └────────┴─────────────┘

              Methods Documentation

              classmethod Iprobe(comm, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a matched message.

                     Parameterscomm (Comm)

                            • source (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Self | None

              Irecv(buf)
                     Nonblocking receive of matched message.

                     Parameters
                            buf (BufSpec)

                     Return type
                            Request

              classmethod Probe(comm, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a matched message.

                     Parameterscomm (Comm)

                            • source (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Self

              Recv(buf, status=None)
                     Blocking receive of matched message.

                     Parametersbuf (BufSpec)

                            • status (Status | None)

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Message

              free() Do nothing.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Message

              classmethod iprobe(comm, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Nonblocking test for a matched message.

                     Parameterscomm (Comm)

                            • source (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Self | None

              irecv()
                     Nonblocking receive of matched message.

                     Return type
                            Request

              classmethod probe(comm, source=ANY_SOURCE, tag=ANY_TAG, status=None)
                     Blocking test for a matched message.

                     Parameterscomm (Comm)

                            • source (int)

                            • tag (int)

                            • status (Status | None)

                     Return type
                            Self

              py2f()

                     Return type
                            int

              recv(status=None)
                     Blocking receive of matched message.

                     Parameters
                            status (Status | None)

                     Return type
                            Any

              Attributes Documentation

              handle MPI handle.

   mpi4py.MPI.Op
       class mpi4py.MPI.Op
              Bases: object

              Reduction operation.

              static __new__(cls, op=None)

                     Parameters
                            op (Op | None)

                     Return type
                            Self

              Methods Summary
                          ┌───────────────────────────────┬───────────────────────────────────────┐
                          │ Create(function[, commute])   │ Create   a   user-defined   reduction │
                          │                               │ operation.                            │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Free()                        │ Free    a    user-defined   reduction │
                          │                               │ operation.                            │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Is_commutative()              │ Query reduction operations for  their │
                          │                               │ commutativity.                        │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Reduce_local(inbuf, inoutbuf) │ Apply  a reduction operation to local │
                          │                               │ data.                                 │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ f2py(arg)                     │                                       │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ free()                        │ Call Free if not null or predefined.  │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ fromhandle(handle)            │ Create object from MPI handle.        │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ py2f()                        │                                       │
                          └───────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                      ┌────────────────┬─────────────────────────────┐
                                      │ handle         │ MPI handle.                 │
                                      ├────────────────┼─────────────────────────────┤
                                      │ is_commutative │ Is a commutative operation. │
                                      ├────────────────┼─────────────────────────────┤
                                      │ is_predefined  │ Is a predefined operation.  │
                                      └────────────────┴─────────────────────────────┘

              Methods Documentation

              classmethod Create(function, commute=False)
                     Create a user-defined reduction operation.

                     Parametersfunction (Callable[[Buffer, Buffer, Datatype], None])

                            • commute (bool)

                     Return type
                            Self

              Free() Free a user-defined reduction operation.

                     Return type
                            None

              Is_commutative()
                     Query reduction operations for their commutativity.

                     Return type
                            bool

              Reduce_local(inbuf, inoutbuf)
                     Apply a reduction operation to local data.

                     Parametersinbuf (BufSpec)

                            • inoutbuf (BufSpec)

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Op

              free() Call Free if not null or predefined.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Op

              py2f()

                     Return type
                            int

              Attributes Documentation

              handle MPI handle.

              is_commutative
                     Is a commutative operation.

              is_predefined
                     Is a predefined operation.

   mpi4py.MPI.Pickle
       class mpi4py.MPI.Pickle
              Bases: object

              Pickle/unpickle Python objects.

              static __new__(cls, pickle=None)

                     Parameters
                            pickle (Pickle | None)

                     Return type
                            Self

              Methods Summary
                            ┌──────────────────────────┬───────────────────────────────────────┐
                            │ dumps(obj)               │ Serialize  object  to   pickle   data │
                            │                          │ stream.                               │
                            ├──────────────────────────┼───────────────────────────────────────┤
                            │ dumps_oob(obj)           │ Serialize   object   to  pickle  data │
                            │                          │ stream and out-of-band buffers.       │
                            ├──────────────────────────┼───────────────────────────────────────┤
                            │ loads(data)              │ Deserialize object from  pickle  data │
                            │                          │ stream.                               │
                            ├──────────────────────────┼───────────────────────────────────────┤
                            │ loads_oob(data, buffers) │ Deserialize  object  from pickle data │
                            │                          │ stream and out-of-band buffers.       │
                            └──────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                           ┌───────────┬────────────────────────┐
                                           │ PROTOCOL  │ Protocol version.      │
                                           ├───────────┼────────────────────────┤
                                           │ THRESHOLD │ Out-of-band threshold. │
                                           └───────────┴────────────────────────┘

              Methods Documentation

              dumps(obj)
                     Serialize object to pickle data stream.

                     Parameters
                            obj (Any)

                     Return type
                            bytes

              dumps_oob(obj)
                     Serialize object to pickle data stream and out-of-band buffers.

                     Parameters
                            obj (Any)

                     Return type
                            tuple[bytes, list[buffer]]

              loads(data)
                     Deserialize object from pickle data stream.

                     Parameters
                            data (Buffer)

                     Return type
                            Any

              loads_oob(data, buffers)
                     Deserialize object from pickle data stream and out-of-band buffers.

                     Parametersdata (Buffer)

                            • buffers (Iterable[Buffer])

                     Return type
                            Any

              Attributes Documentation

              PROTOCOL
                     Protocol version.

              THRESHOLD
                     Out-of-band threshold.

   mpi4py.MPI.Prequest
       class mpi4py.MPI.Prequest
              Bases: Request

              Persistent request handler.

              static __new__(cls, request=None)

                     Parameters
                            request (Prequest | None)

                     Return type
                            Self

              Methods Summary
                           ┌─────────────────────────────┬───────────────────────────────────────┐
                           │ Parrived(partition)         │ Test   partial   completion   of    a │
                           │                             │ partitioned receive operation.        │
                           ├─────────────────────────────┼───────────────────────────────────────┤
                           │ Pready(partition)           │ Mark a given partition as ready.      │
                           ├─────────────────────────────┼───────────────────────────────────────┤
                           │ Pready_list(partitions)     │ Mark  a  sequence  of  partitions  as │
                           │                             │ ready.                                │
                           ├─────────────────────────────┼───────────────────────────────────────┤
                           │ Pready_range(partition_low, │ Mark a range of partitions as ready.  │
                           │ partition_high)             │                                       │
                           ├─────────────────────────────┼───────────────────────────────────────┤
                           │ Start()                     │ Initiate  a  communication   with   a │
                           │                             │ persistent request.                   │
                           ├─────────────────────────────┼───────────────────────────────────────┤
                           │ Startall(requests)          │ Start   a  collection  of  persistent │
                           │                             │ requests.                             │
                           └─────────────────────────────┴───────────────────────────────────────┘

              Methods Documentation

              Parrived(partition)
                     Test partial completion of a partitioned receive operation.

                     Parameters
                            partition (int)

                     Return type
                            bool

              Pready(partition)
                     Mark a given partition as ready.

                     Parameters
                            partition (int)

                     Return type
                            None

              Pready_list(partitions)
                     Mark a sequence of partitions as ready.

                     Parameters
                            partitions (Sequence[int])

                     Return type
                            None

              Pready_range(partition_low, partition_high)
                     Mark a range of partitions as ready.

                     Parameterspartition_low (int)

                            • partition_high (int)

                     Return type
                            None

              Start()
                     Initiate a communication with a persistent request.

                     Return type
                            None

              classmethod Startall(requests)
                     Start a collection of persistent requests.

                     Parameters
                            requests (list[Prequest])

                     Return type
                            None

   mpi4py.MPI.Request
       class mpi4py.MPI.Request
              Bases: object

              Request handler.

              static __new__(cls, request=None)

                     Parameters
                            request (Request | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Cancel()                              │ Cancel a request.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Free()                                │ Free a communication request.         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_status([status])                  │ Non-destructive    test    for    the │
                      │                                       │ completion of a request.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_status_all(requests[, statuses])  │ Non-destructive    test    for    the │
                      │                                       │ completion of all requests.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_status_any(requests[, status])    │ Non-destructive    test    for    the │
                      │                                       │ completion of any requests.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_status_some(requests[, statuses]) │ Non-destructive  test  for completion │
                      │                                       │ of some requests.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Test([status])                        │ Test  for   the   completion   of   a │
                      │                                       │ non-blocking operation.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Testall(requests[, statuses])         │ Test for completion of all previously │
                      │                                       │ initiated requests.                   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Testany(requests[, status])           │ Test for completion of any previously │
                      │                                       │ initiated request.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Testsome(requests[, statuses])        │ Test    for    completion   of   some │
                      │                                       │ previously initiated requests.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Wait([status])                        │ Wait for a non-blocking operation  to │
                      │                                       │ complete.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Waitall(requests[, statuses])         │ Wait  for  all  previously  initiated │
                      │                                       │ requests to complete.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Waitany(requests[, status])           │ Wait  for  any  previously  initiated │
                      │                                       │ request to complete.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Waitsome(requests[, statuses])        │ Wait  for  some  previously initiated │
                      │                                       │ requests to complete.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ cancel()                              │ Cancel a request.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ f2py(arg)                             │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ free()                                │ Call Free if not null.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ fromhandle(handle)                    │ Create object from MPI handle.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ get_status([status])                  │ Non-destructive    test    for    the │
                      │                                       │ completion of a request.              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ get_status_all(requests[, statuses])  │ Non-destructive    test    for    the │
                      │                                       │ completion of all requests.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ get_status_any(requests[, status])    │ Non-destructive    test    for    the │
                      │                                       │ completion of any requests.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ get_status_some(requests[, statuses]) │ Non-destructive  test  for completion │
                      │                                       │ of some requests.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ py2f()                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ test([status])                        │ Test  for   the   completion   of   a │
                      │                                       │ non-blocking operation.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ testall(requests[, statuses])         │ Test for completion of all previously │
                      │                                       │ initiated requests.                   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ testany(requests[, status])           │ Test for completion of any previously │
                      │                                       │ initiated request.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ testsome(requests[, statuses])        │ Test    for    completion   of   some │
                      │                                       │ previously initiated requests.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ wait([status])                        │ Wait for a non-blocking operation  to │
                      │                                       │ complete.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ waitall(requests[, statuses])         │ Wait  for  all  previously  initiated │
                      │                                       │ requests to complete.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ waitany(requests[, status])           │ Wait  for  any  previously  initiated │
                      │                                       │ request to complete.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ waitsome(requests[, statuses])        │ Wait  for  some  previously initiated │
                      │                                       │ requests to complete.                 │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                                  ┌────────┬─────────────┐
                                                  │ handle │ MPI handle. │
                                                  └────────┴─────────────┘

              Methods Documentation

              Cancel()
                     Cancel a request.

                     Return type
                            None

              Free() Free a communication request.

                     Return type
                            None

              Get_status(status=None)
                     Non-destructive test for the completion of a request.

                     Parameters
                            status (Status | None)

                     Return type
                            bool

              classmethod Get_status_all(requests, statuses=None)
                     Non-destructive test for the completion of all requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            bool

              classmethod Get_status_any(requests, status=None)
                     Non-destructive test for the completion of any requests.

                     Parametersrequests (Sequence[Request])

                            • status (Status | None)

                     Return type
                            tuple[int, bool]

              classmethod Get_status_some(requests, statuses=None)
                     Non-destructive test for completion of some requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            list[int] | None

              Test(status=None)
                     Test for the completion of a non-blocking operation.

                     Parameters
                            status (Status | None)

                     Return type
                            bool

              classmethod Testall(requests, statuses=None)
                     Test for completion of all previously initiated requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            bool

              classmethod Testany(requests, status=None)
                     Test for completion of any previously initiated request.

                     Parametersrequests (Sequence[Request])

                            • status (Status | None)

                     Return type
                            tuple[int, bool]

              classmethod Testsome(requests, statuses=None)
                     Test for completion of some previously initiated requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            list[int] | None

              Wait(status=None)
                     Wait for a non-blocking operation to complete.

                     Parameters
                            status (Status | None)

                     Return type
                            Literal[True]

              classmethod Waitall(requests, statuses=None)
                     Wait for all previously initiated requests to complete.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            Literal[True]

              classmethod Waitany(requests, status=None)
                     Wait for any previously initiated request to complete.

                     Parametersrequests (Sequence[Request])

                            • status (Status | None)

                     Return type
                            int

              classmethod Waitsome(requests, statuses=None)
                     Wait for some previously initiated requests to complete.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            list[int] | None

              cancel()
                     Cancel a request.

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Request

              free() Call Free if not null.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Request

              get_status(status=None)
                     Non-destructive test for the completion of a request.

                     Parameters
                            status (Status | None)

                     Return type
                            bool

              classmethod get_status_all(requests, statuses=None)
                     Non-destructive test for the completion of all requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            bool

              classmethod get_status_any(requests, status=None)
                     Non-destructive test for the completion of any requests.

                     Parametersrequests (Sequence[Request])

                            • status (Status | None)

                     Return type
                            tuple[int, bool]

              classmethod get_status_some(requests, statuses=None)
                     Non-destructive test for completion of some requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            list[int] | None

              py2f()

                     Return type
                            int

              test(status=None)
                     Test for the completion of a non-blocking operation.

                     Parameters
                            status (Status | None)

                     Return type
                            tuple[bool, Any | None]

              classmethod testall(requests, statuses=None)
                     Test for completion of all previously initiated requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            tuple[bool, list[Any] | None]

              classmethod testany(requests, status=None)
                     Test for completion of any previously initiated request.

                     Parametersrequests (Sequence[Request])

                            • status (Status | None)

                     Return type
                            tuple[int, bool, Any | None]

              classmethod testsome(requests, statuses=None)
                     Test for completion of some previously initiated requests.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            tuple[list[int] | None, list[Any] | None]

              wait(status=None)
                     Wait for a non-blocking operation to complete.

                     Parameters
                            status (Status | None)

                     Return type
                            Any

              classmethod waitall(requests, statuses=None)
                     Wait for all previously initiated requests to complete.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            list[Any]

              classmethod waitany(requests, status=None)
                     Wait for any previously initiated request to complete.

                     Parametersrequests (Sequence[Request])

                            • status (Status | None)

                     Return type
                            tuple[int, Any]

              classmethod waitsome(requests, statuses=None)
                     Wait for some previously initiated requests to complete.

                     Parametersrequests (Sequence[Request])

                            • statuses (list[Status] | None)

                     Return type
                            tuple[list[int] | None, list[Any] | None]

              Attributes Documentation

              handle MPI handle.

   mpi4py.MPI.Session
       class mpi4py.MPI.Session
              Bases: object

              Session context.

              static __new__(cls, session=None)

                     Parameters
                            session (Session | None)

                     Return type
                            Self

              Methods Summary
                        ┌──────────────────────────────────┬───────────────────────────────────────┐
                        │ Attach_buffer(buf)               │ Attach  a  user-provided  buffer  for │
                        │                                  │ sending in buffered mode.             │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Call_errhandler(errorcode)       │ Call the error handler installed on a │
                        │                                  │ session.                              │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Create_errhandler(errhandler_fn) │ Create   a   new  error  handler  for │
                        │                                  │ sessions.                             │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Create_group(pset_name)          │ Create a new group from  session  and │
                        │                                  │ process set.                          │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Detach_buffer()                  │ Remove an existing attached buffer.   │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Finalize()                       │ Finalize a session.                   │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Flush_buffer()                   │ Block  until  all  buffered  messages │
                        │                                  │ have been transmitted.                │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Get_errhandler()                 │ Get the error handler for a session.  │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Get_info()                       │ Return  the  current  hints   for   a │
                        │                                  │ session.                              │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Get_nth_pset(n[, info])          │ Name of the n-th process set.         │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Get_num_psets([info])            │ Number of available process sets.     │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Get_pset_info(pset_name)         │ Return   the   current  hints  for  a │
                        │                                  │ session and process set.              │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Iflush_buffer()                  │ Nonblocking   flush   for    buffered │
                        │                                  │ messages.                             │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Init([info, errhandler])         │ Create a new session.                 │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ Set_errhandler(errhandler)       │ Set the error handler for a session.  │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ f2py(arg)                        │                                       │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ free()                           │ Call Finalize if not null.            │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ fromhandle(handle)               │ Create object from MPI handle.        │
                        ├──────────────────────────────────┼───────────────────────────────────────┤
                        │ py2f()                           │                                       │
                        └──────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                                  ┌────────┬─────────────┐
                                                  │ handle │ MPI handle. │
                                                  └────────┴─────────────┘

              Methods Documentation

              Attach_buffer(buf)
                     Attach a user-provided buffer for sending in buffered mode.

                     Parameters
                            buf (Buffer | None)

                     Return type
                            None

              Call_errhandler(errorcode)
                     Call the error handler installed on a session.

                     Parameters
                            errorcode (int)

                     Return type
                            None

              classmethod Create_errhandler(errhandler_fn)
                     Create a new error handler for sessions.

                     Parameters
                            errhandler_fn (Callable[[Session, int], None])

                     Return type
                            Errhandler

              Create_group(pset_name)
                     Create a new group from session and process set.

                     Parameters
                            pset_name (str)

                     Return type
                            Group

              Detach_buffer()
                     Remove an existing attached buffer.

                     Return type
                            Buffer | None

              Finalize()
                     Finalize a session.

                     Return type
                            None

              Flush_buffer()
                     Block until all buffered messages have been transmitted.

                     Return type
                            None

              Get_errhandler()
                     Get the error handler for a session.

                     Return type
                            Errhandler

              Get_info()
                     Return the current hints for a session.

                     Return type
                            Info

              Get_nth_pset(n, info=INFO_NULL)
                     Name of the n-th process set.

                     Parametersn (int)

                            • info (Info)

                     Return type
                            str

              Get_num_psets(info=INFO_NULL)
                     Number of available process sets.

                     Parameters
                            info (Info)

                     Return type
                            int

              Get_pset_info(pset_name)
                     Return the current hints for a session and process set.

                     Parameters
                            pset_name (str)

                     Return type
                            Info

              Iflush_buffer()
                     Nonblocking flush for buffered messages.

                     Return type
                            Request

              classmethod Init(info=INFO_NULL, errhandler=None)
                     Create a new session.

                     Parametersinfo (Info)

                            • errhandler (Errhandler | None)

                     Return type
                            Self

              Set_errhandler(errhandler)
                     Set the error handler for a session.

                     Parameters
                            errhandler (Errhandler)

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Session

              free() Call Finalize if not null.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Session

              py2f()

                     Return type
                            int

              Attributes Documentation

              handle MPI handle.

   mpi4py.MPI.Status
       class mpi4py.MPI.Status
              Bases: object

              Status object.

              static __new__(cls, status=None)

                     Parameters
                            status (Status | None)

                     Return type
                            Self

              Methods Summary
                          ┌───────────────────────────────┬───────────────────────────────────────┐
                          │ Get_count([datatype])         │ Get the number of top level elements. │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Get_elements(datatype)        │ Get the number of basic elements in a │
                          │                               │ datatype.                             │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Get_error()                   │ Get message error.                    │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Get_source()                  │ Get message source.                   │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Get_tag()                     │ Get message tag.                      │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Is_cancelled()                │ Test   to   see   if  a  request  was │
                          │                               │ cancelled.                            │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Set_cancelled(flag)           │ Set the  cancelled  state  associated │
                          │                               │ with a status.                        │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Set_elements(datatype, count) │ Set  the  number  of  elements  in  a │
                          │                               │ status.                               │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Set_error(error)              │ Set message error.                    │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Set_source(source)            │ Set message source.                   │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ Set_tag(tag)                  │ Set message tag.                      │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ f2py(arg)                     │                                       │
                          ├───────────────────────────────┼───────────────────────────────────────┤
                          │ py2f()                        │                                       │
                          └───────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                              ┌───────────┬──────────────────┐
                                              │ cancelled │ Cancelled state. │
                                              ├───────────┼──────────────────┤
                                              │ count     │ Byte count.      │
                                              ├───────────┼──────────────────┤
                                              │ error     │ Message error.   │
                                              ├───────────┼──────────────────┤
                                              │ source    │ Message source.  │
                                              ├───────────┼──────────────────┤
                                              │ tag       │ Message tag.     │
                                              └───────────┴──────────────────┘

              Methods Documentation

              Get_count(datatype=BYTE)
                     Get the number of top level elements.

                     Parameters
                            datatype (Datatype)

                     Return type
                            int

              Get_elements(datatype)
                     Get the number of basic elements in a datatype.

                     Parameters
                            datatype (Datatype)

                     Return type
                            int

              Get_error()
                     Get message error.

                     Return type
                            int

              Get_source()
                     Get message source.

                     Return type
                            int

              Get_tag()
                     Get message tag.

                     Return type
                            int

              Is_cancelled()
                     Test to see if a request was cancelled.

                     Return type
                            bool

              Set_cancelled(flag)
                     Set the cancelled state associated with a status.

                     NOTE:
                        This method  should  be  used  only  when  implementing  query  callback  functions  for
                        generalized requests.

                     Parameters
                            flag (bool)

                     Return type
                            None

              Set_elements(datatype, count)
                     Set the number of elements in a status.

                     NOTE:
                        This  method  should  be  only  used  when  implementing  query  callback  functions for
                        generalized requests.

                     Parametersdatatype (Datatype)

                            • count (int)

                     Return type
                            None

              Set_error(error)
                     Set message error.

                     Parameters
                            error (int)

                     Return type
                            None

              Set_source(source)
                     Set message source.

                     Parameters
                            source (int)

                     Return type
                            None

              Set_tag(tag)
                     Set message tag.

                     Parameters
                            tag (int)

                     Return type
                            None

              classmethod f2py(arg)

                     Parameters
                            arg (list[int])

                     Return type
                            Self

              py2f()

                     Return type
                            list[int]

              Attributes Documentation

              cancelled
                     Cancelled state.

              count  Byte count.

              error  Message error.

              source Message source.

              tag    Message tag.

   mpi4py.MPI.Topocomm
       class mpi4py.MPI.Topocomm
              Bases: Intracomm

              Topology intracommunicator.

              static __new__(cls, comm=None)

                     Parameters
                            comm (Topocomm | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Ineighbor_allgather(sendbuf, recvbuf) │ Nonblocking Neighbor Gather to All.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ineighbor_allgatherv(sendbuf,         │ Nonblocking Neighbor  Gather  to  All │
                      │ recvbuf)                              │ Vector.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ineighbor_alltoall(sendbuf, recvbuf)  │ Nonblocking Neighbor All to All.      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ineighbor_alltoallv(sendbuf, recvbuf) │ Nonblocking   Neighbor   All  to  All │
                      │                                       │ Vector.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Ineighbor_alltoallw(sendbuf, recvbuf) │ Nonblocking  Neighbor  All   to   All │
                      │                                       │ General.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_allgather(sendbuf, recvbuf)  │ Neighbor Gather to All.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_allgather_init(sendbuf,      │ Persistent Neighbor Gather to All.    │
                      │ recvbuf[, info])                      │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_allgatherv(sendbuf, recvbuf) │ Neighbor Gather to All Vector.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_allgatherv_init(sendbuf,     │ Persistent  Neighbor  Gather  to  All │
                      │ recvbuf[, ...])                       │ Vector.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_alltoall(sendbuf, recvbuf)   │ Neighbor All to All.                  │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_alltoall_init(sendbuf,       │ Persistent Neighbor All to All.       │
                      │ recvbuf[, info])                      │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_alltoallv(sendbuf, recvbuf)  │ Neighbor All to All Vector.           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_alltoallv_init(sendbuf,      │ Persistent  Neighbor   All   to   All │
                      │ recvbuf[, info])                      │ Vector.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_alltoallw(sendbuf, recvbuf)  │ Neighbor All to All General.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Neighbor_alltoallw_init(sendbuf,      │ Persistent   Neighbor   All   to  All │
                      │ recvbuf[, info])                      │ General.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ neighbor_allgather(sendobj)           │ Neighbor Gather to All.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ neighbor_alltoall(sendobj)            │ Neighbor All to All.                  │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                   ┌────────────┬───────────────────────────────────────┐
                                   │ degrees    │ Number  of  incoming   and   outgoing │
                                   │            │ neighbors.                            │
                                   ├────────────┼───────────────────────────────────────┤
                                   │ indegree   │ Number of incoming neighbors.         │
                                   ├────────────┼───────────────────────────────────────┤
                                   │ inedges    │ Incoming neighbors.                   │
                                   ├────────────┼───────────────────────────────────────┤
                                   │ inoutedges │ Incoming and outgoing neighbors.      │
                                   ├────────────┼───────────────────────────────────────┤
                                   │ outdegree  │ Number of outgoing neighbors.         │
                                   ├────────────┼───────────────────────────────────────┤
                                   │ outedges   │ Outgoing neighbors.                   │
                                   └────────────┴───────────────────────────────────────┘

              Methods Documentation

              Ineighbor_allgather(sendbuf, recvbuf)
                     Nonblocking Neighbor Gather to All.

                     Parameterssendbuf (BufSpec)

                            • recvbuf (BufSpecB)

                     Return type
                            Request

              Ineighbor_allgatherv(sendbuf, recvbuf)
                     Nonblocking Neighbor Gather to All Vector.

                     Parameterssendbuf (BufSpec)

                            • recvbuf (BufSpecV)

                     Return type
                            Request

              Ineighbor_alltoall(sendbuf, recvbuf)
                     Nonblocking Neighbor All to All.

                     Parameterssendbuf (BufSpecB)

                            • recvbuf (BufSpecB)

                     Return type
                            Request

              Ineighbor_alltoallv(sendbuf, recvbuf)
                     Nonblocking Neighbor All to All Vector.

                     Parameterssendbuf (BufSpecV)

                            • recvbuf (BufSpecV)

                     Return type
                            Request

              Ineighbor_alltoallw(sendbuf, recvbuf)
                     Nonblocking Neighbor All to All General.

                     Parameterssendbuf (BufSpecW)

                            • recvbuf (BufSpecW)

                     Return type
                            Request

              Neighbor_allgather(sendbuf, recvbuf)
                     Neighbor Gather to All.

                     Parameterssendbuf (BufSpec)

                            • recvbuf (BufSpecB)

                     Return type
                            None

              Neighbor_allgather_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent Neighbor Gather to All.

                     Parameterssendbuf (BufSpec)

                            • recvbuf (BufSpecB)

                            • info (Info)

                     Return type
                            Prequest

              Neighbor_allgatherv(sendbuf, recvbuf)
                     Neighbor Gather to All Vector.

                     Parameterssendbuf (BufSpec)

                            • recvbuf (BufSpecV)

                     Return type
                            None

              Neighbor_allgatherv_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent Neighbor Gather to All Vector.

                     Parameterssendbuf (BufSpec)

                            • recvbuf (BufSpecV)

                            • info (Info)

                     Return type
                            Prequest

              Neighbor_alltoall(sendbuf, recvbuf)
                     Neighbor All to All.

                     Parameterssendbuf (BufSpecB)

                            • recvbuf (BufSpecB)

                     Return type
                            None

              Neighbor_alltoall_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent Neighbor All to All.

                     Parameterssendbuf (BufSpecB)

                            • recvbuf (BufSpecB)

                            • info (Info)

                     Return type
                            Prequest

              Neighbor_alltoallv(sendbuf, recvbuf)
                     Neighbor All to All Vector.

                     Parameterssendbuf (BufSpecV)

                            • recvbuf (BufSpecV)

                     Return type
                            None

              Neighbor_alltoallv_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent Neighbor All to All Vector.

                     Parameterssendbuf (BufSpecV)

                            • recvbuf (BufSpecV)

                            • info (Info)

                     Return type
                            Prequest

              Neighbor_alltoallw(sendbuf, recvbuf)
                     Neighbor All to All General.

                     Parameterssendbuf (BufSpecW)

                            • recvbuf (BufSpecW)

                     Return type
                            None

              Neighbor_alltoallw_init(sendbuf, recvbuf, info=INFO_NULL)
                     Persistent Neighbor All to All General.

                     Parameterssendbuf (BufSpecW)

                            • recvbuf (BufSpecW)

                            • info (Info)

                     Return type
                            Prequest

              neighbor_allgather(sendobj)
                     Neighbor Gather to All.

                     Parameters
                            sendobj (Any)

                     Return type
                            list[Any]

              neighbor_alltoall(sendobj)
                     Neighbor All to All.

                     Parameters
                            sendobj (list[Any])

                     Return type
                            list[Any]

              Attributes Documentation

              degrees
                     Number of incoming and outgoing neighbors.

              indegree
                     Number of incoming neighbors.

              inedges
                     Incoming neighbors.

              inoutedges
                     Incoming and outgoing neighbors.

              outdegree
                     Number of outgoing neighbors.

              outedges
                     Outgoing neighbors.

   mpi4py.MPI.Win
       class mpi4py.MPI.Win
              Bases: object

              Remote memory access context.

              static __new__(cls, win=None)

                     Parameters
                            win (Win | None)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ Accumulate(origin,      target_rank[, │ Accumulate  data  into   the   target │
                      │ target, op])                          │ process.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allocate(size[,    disp_unit,   info, │ Create an window object for one-sided │
                      │ comm])                                │ communication.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Allocate_shared(size[,     disp_unit, │ Create an window object for one-sided │
                      │ info, comm])                          │ communication.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Attach(memory)                        │ Attach a local memory region.         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Call_errhandler(errorcode)            │ Call the error handler installed on a │
                      │                                       │ window.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Compare_and_swap(origin,     compare, │ Perform       one-sided        atomic │
                      │ result, ...)                          │ compare-and-swap.                     │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Complete()                            │ Complete an RMA operation begun after │
                      │                                       │ an Start.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create(memory[,    disp_unit,   info, │ Create an window object for one-sided │
                      │ comm])                                │ communication.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_dynamic([info, comm])          │ Create an window object for one-sided │
                      │                                       │ communication.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_errhandler(errhandler_fn)      │ Create  a  new  error   handler   for │
                      │                                       │ windows.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Create_keyval([copy_fn,    delete_fn, │ Create  a  new  attribute   key   for │
                      │ nopython])                            │ windows.                              │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Delete_attr(keyval)                   │ Delete   attribute  value  associated │
                      │                                       │ with a key.                           │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Detach(memory)                        │ Detach a local memory region.         │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Fence([assertion])                    │ Perform an MPI fence  synchronization │
                      │                                       │ on a window.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Fetch_and_op(origin,          result, │ Perform one-sided read-modify-write.  │
                      │ target_rank[, ...])                   │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Flush(rank)                           │ Complete    all    outstanding    RMA │
                      │                                       │ operations at a target.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Flush_all()                           │ Complete    all    outstanding    RMA │
                      │                                       │ operations at all targets.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Flush_local(rank)                     │ Complete locally all outstanding  RMA │
                      │                                       │ operations at a target.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Flush_local_all()                     │ Complete  locally all outstanding RMA │
                      │                                       │ operations at all targets.            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Free()                                │ Free a window.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Free_keyval(keyval)                   │ Free an attribute key for windows.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get(origin, target_rank[, target])    │ Get data from a memory  window  on  a │
                      │                                       │ remote process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_accumulate(origin,        result, │ Fetch-and-accumulate  data  into  the │
                      │ target_rank)                          │ target process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_attr(keyval)                      │ Retrieve attribute value by key.      │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_errhandler()                      │ Get the error handler for a window.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_group()                           │ Access  the  group  of processes that │
                      │                                       │ created the window.                   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_info()                            │ Return  the  current  hints   for   a │
                      │                                       │ window.                               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Get_name()                            │ Get the print name for this window.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Lock(rank[, lock_type, assertion])    │ Begin  an  RMA  access  epoch  at the │
                      │                                       │ target process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Lock_all([assertion])                 │ Begin an  RMA  access  epoch  at  all │
                      │                                       │ processes.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Post(group[, assertion])              │ Start an RMA exposure epoch.          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Put(origin, target_rank[, target])    │ Put  data  into  a memory window on a │
                      │                                       │ remote process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Raccumulate(origin,     target_rank[, │ Fetch-and-accumulate  data  into  the │
                      │ target, op])                          │ target process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Rget(origin, target_rank[, target])   │ Get data from a memory  window  on  a │
                      │                                       │ remote process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Rget_accumulate(origin,       result, │ Accumulate  data  into   the   target │
                      │ target_rank)                          │ process using remote memory access.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Rput(origin, target_rank[, target])   │ Put  data  into  a memory window on a │
                      │                                       │ remote process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_attr(keyval, attrval)             │ Store attribute value associated with │
                      │                                       │ a key.                                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_errhandler(errhandler)            │ Set the error handler for a window.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_info(info)                        │ Set  new   values   for   the   hints │
                      │                                       │ associated with a window.             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Set_name(name)                        │ Set the print name for this window.   │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Shared_query(rank)                    │ Query  the  process-local address for │
                      │                                       │ remote memory segments.               │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Start(group[, assertion])             │ Start an RMA access epoch for MPI.    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Sync()                                │ Synchronize public and private copies │
                      │                                       │ of the window.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Test()                                │ Test whether an  RMA  exposure  epoch │
                      │                                       │ has completed.                        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Unlock(rank)                          │ Complete  an  RMA access epoch at the │
                      │                                       │ target process.                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Unlock_all()                          │ Complete an RMA access epoch  at  all │
                      │                                       │ processes.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ Wait()                                │ Complete  an RMA exposure epoch begun │
                      │                                       │ with Post.                            │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ f2py(arg)                             │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ free()                                │ Call Free if not null.                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ fromhandle(handle)                    │ Create object from MPI handle.        │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ py2f()                                │                                       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ tomemory()                            │ Return window memory buffer.          │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                               ┌────────────┬────────────────┐
                                               │ attrs      │ Attributes.    │
                                               ├────────────┼────────────────┤
                                               │ flavor     │ Create flavor. │
                                               ├────────────┼────────────────┤
                                               │ group      │ Group.         │
                                               ├────────────┼────────────────┤
                                               │ group_rank │ Group rank.    │
                                               ├────────────┼────────────────┤
                                               │ group_size │ Group size.    │
                                               ├────────────┼────────────────┤
                                               │ handle     │ MPI handle.    │
                                               ├────────────┼────────────────┤
                                               │ info       │ Info hints.    │
                                               ├────────────┼────────────────┤
                                               │ model      │ Memory model.  │
                                               ├────────────┼────────────────┤
                                               │ name       │ Print name.    │
                                               └────────────┴────────────────┘

              Methods Documentation

              Accumulate(origin, target_rank, target=None, op=SUM)
                     Accumulate data into the target process.

                     Parametersorigin (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                            • op (Op)

                     Return type
                            None

              classmethod Allocate(size, disp_unit=1, info=INFO_NULL, comm=COMM_SELF)
                     Create an window object for one-sided communication.

                     Parameterssize (int)

                            • disp_unit (int)

                            • info (Info)

                            • comm (Intracomm)

                     Return type
                            Self

              classmethod Allocate_shared(size, disp_unit=1, info=INFO_NULL, comm=COMM_SELF)
                     Create an window object for one-sided communication.

                     Parameterssize (int)

                            • disp_unit (int)

                            • info (Info)

                            • comm (Intracomm)

                     Return type
                            Self

              Attach(memory)
                     Attach a local memory region.

                     Parameters
                            memory (Buffer)

                     Return type
                            None

              Call_errhandler(errorcode)
                     Call the error handler installed on a window.

                     Parameters
                            errorcode (int)

                     Return type
                            None

              Compare_and_swap(origin, compare, result, target_rank, target_disp=0)
                     Perform one-sided atomic compare-and-swap.

                     Parametersorigin (BufSpec)

                            • compare (BufSpec)

                            • result (BufSpec)

                            • target_rank (int)

                            • target_disp (int)

                     Return type
                            None

              Complete()
                     Complete an RMA operation begun after an Start.

                     Return type
                            None

              classmethod Create(memory, disp_unit=1, info=INFO_NULL, comm=COMM_SELF)
                     Create an window object for one-sided communication.

                     Parametersmemory (Buffer | Bottom)

                            • disp_unit (int)

                            • info (Info)

                            • comm (Intracomm)

                     Return type
                            Self

              classmethod Create_dynamic(info=INFO_NULL, comm=COMM_SELF)
                     Create an window object for one-sided communication.

                     Parametersinfo (Info)

                            • comm (Intracomm)

                     Return type
                            Self

              classmethod Create_errhandler(errhandler_fn)
                     Create a new error handler for windows.

                     Parameters
                            errhandler_fn (Callable[[Win, int], None])

                     Return type
                            Errhandler

              classmethod Create_keyval(copy_fn=None, delete_fn=None, nopython=False)
                     Create a new attribute key for windows.

                     Parameterscopy_fn (Callable[[Win, int, Any], Any] | None)

                            • delete_fn (Callable[[Win, int, Any], None] | None)

                            • nopython (bool)

                     Return type
                            int

              Delete_attr(keyval)
                     Delete attribute value associated with a key.

                     Parameters
                            keyval (int)

                     Return type
                            None

              Detach(memory)
                     Detach a local memory region.

                     Parameters
                            memory (Buffer)

                     Return type
                            None

              Fence(assertion=0)
                     Perform an MPI fence synchronization on a window.

                     Parameters
                            assertion (int)

                     Return type
                            None

              Fetch_and_op(origin, result, target_rank, target_disp=0, op=SUM)
                     Perform one-sided read-modify-write.

                     Parametersorigin (BufSpec)

                            • result (BufSpec)

                            • target_rank (int)

                            • target_disp (int)

                            • op (Op)

                     Return type
                            None

              Flush(rank)
                     Complete all outstanding RMA operations at a target.

                     Parameters
                            rank (int)

                     Return type
                            None

              Flush_all()
                     Complete all outstanding RMA operations at all targets.

                     Return type
                            None

              Flush_local(rank)
                     Complete locally all outstanding RMA operations at a target.

                     Parameters
                            rank (int)

                     Return type
                            None

              Flush_local_all()
                     Complete locally all outstanding RMA operations at all targets.

                     Return type
                            None

              Free() Free a window.

                     Return type
                            None

              classmethod Free_keyval(keyval)
                     Free an attribute key for windows.

                     Parameters
                            keyval (int)

                     Return type
                            int

              Get(origin, target_rank, target=None)
                     Get data from a memory window on a remote process.

                     Parametersorigin (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                     Return type
                            None

              Get_accumulate(origin, result, target_rank, target=None, op=SUM)
                     Fetch-and-accumulate data into the target process.

                     Parametersorigin (BufSpec)

                            • result (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                            • op (Op)

                     Return type
                            None

              Get_attr(keyval)
                     Retrieve attribute value by key.

                     Parameters
                            keyval (int)

                     Return type
                            int | Any | None

              Get_errhandler()
                     Get the error handler for a window.

                     Return type
                            Errhandler

              Get_group()
                     Access the group of processes that created the window.

                     Return type
                            Group

              Get_info()
                     Return the current hints for a window.

                     Return type
                            Info

              Get_name()
                     Get the print name for this window.

                     Return type
                            str

              Lock(rank, lock_type=LOCK_EXCLUSIVE, assertion=0)
                     Begin an RMA access epoch at the target process.

                     Parametersrank (int)

                            • lock_type (int)

                            • assertion (int)

                     Return type
                            None

              Lock_all(assertion=0)
                     Begin an RMA access epoch at all processes.

                     Parameters
                            assertion (int)

                     Return type
                            None

              Post(group, assertion=0)
                     Start an RMA exposure epoch.

                     Parametersgroup (Group)

                            • assertion (int)

                     Return type
                            None

              Put(origin, target_rank, target=None)
                     Put data into a memory window on a remote process.

                     Parametersorigin (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                     Return type
                            None

              Raccumulate(origin, target_rank, target=None, op=SUM)
                     Fetch-and-accumulate data into the target process.

                     Parametersorigin (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                            • op (Op)

                     Return type
                            Request

              Rget(origin, target_rank, target=None)
                     Get data from a memory window on a remote process.

                     Parametersorigin (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                     Return type
                            Request

              Rget_accumulate(origin, result, target_rank, target=None, op=SUM)
                     Accumulate data into the target process using remote memory access.

                     Parametersorigin (BufSpec)

                            • result (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                            • op (Op)

                     Return type
                            Request

              Rput(origin, target_rank, target=None)
                     Put data into a memory window on a remote process.

                     Parametersorigin (BufSpec)

                            • target_rank (int)

                            • target (TargetSpec | None)

                     Return type
                            Request

              Set_attr(keyval, attrval)
                     Store attribute value associated with a key.

                     Parameterskeyval (int)

                            • attrval (Any)

                     Return type
                            None

              Set_errhandler(errhandler)
                     Set the error handler for a window.

                     Parameters
                            errhandler (Errhandler)

                     Return type
                            None

              Set_info(info)
                     Set new values for the hints associated with a window.

                     Parameters
                            info (Info)

                     Return type
                            None

              Set_name(name)
                     Set the print name for this window.

                     Parameters
                            name (str)

                     Return type
                            None

              Shared_query(rank)
                     Query the process-local address for remote memory segments.

                     Parameters
                            rank (int)

                     Return type
                            tuple[buffer, int]

              Start(group, assertion=0)
                     Start an RMA access epoch for MPI.

                     Parametersgroup (Group)

                            • assertion (int)

                     Return type
                            None

              Sync() Synchronize public and private copies of the window.

                     Return type
                            None

              Test() Test whether an RMA exposure epoch has completed.

                     Return type
                            bool

              Unlock(rank)
                     Complete an RMA access epoch at the target process.

                     Parameters
                            rank (int)

                     Return type
                            None

              Unlock_all()
                     Complete an RMA access epoch at all processes.

                     Return type
                            None

              Wait() Complete an RMA exposure epoch begun with Post.

                     Return type
                            Literal[True]

              classmethod f2py(arg)

                     Parameters
                            arg (int)

                     Return type
                            Win

              free() Call Free if not null.

                     Return type
                            None

              classmethod fromhandle(handle)
                     Create object from MPI handle.

                     Parameters
                            handle (int)

                     Return type
                            Win

              py2f()

                     Return type
                            int

              tomemory()
                     Return window memory buffer.

                     Return type
                            buffer

              Attributes Documentation

              attrs  Attributes.

              flavor Create flavor.

              group  Group.

              group_rank
                     Group rank.

              group_size
                     Group size.

              handle MPI handle.

              info   Info hints.

              model  Memory model.

              name   Print name.

   mpi4py.MPI.buffer
       class mpi4py.MPI.buffer
              Bases: object

              Buffer.

              static __new__(cls, buf)

                     Parameters
                            buf (Buffer)

                     Return type
                            Self

              Methods Summary
                      ┌───────────────────────────────────────┬───────────────────────────────────────┐
                      │ allocate(nbytes[, clear])             │ Buffer allocation.                    │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ cast(format[, shape])                 │ Cast to a memoryview with new  format │
                      │                                       │ or shape.                             │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ fromaddress(address,         nbytes[, │ Buffer  from  address  and  size   in │
                      │ readonly])                            │ bytes.                                │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ frombuffer(obj[, readonly])           │ Buffer from buffer-like object.       │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ release()                             │ Release the underlying buffer exposed │
                      │                                       │ by the buffer object.                 │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ tobytes([order])                      │ Return  the  data  in the buffer as a │
                      │                                       │ byte string.                          │
                      ├───────────────────────────────────────┼───────────────────────────────────────┤
                      │ toreadonly()                          │ Return  a  readonly  version  of  the │
                      │                                       │ buffer object.                        │
                      └───────────────────────────────────────┴───────────────────────────────────────┘

              Attributes Summary
                                       ┌──────────┬──────────────────────────────────┐
                                       │ address  │ Buffer address.                  │
                                       ├──────────┼──────────────────────────────────┤
                                       │ format   │ Format of each element.          │
                                       ├──────────┼──────────────────────────────────┤
                                       │ itemsize │ Size (in bytes) of each element. │
                                       ├──────────┼──────────────────────────────────┤
                                       │ nbytes   │ Buffer size (in bytes).          │
                                       ├──────────┼──────────────────────────────────┤
                                       │ obj      │ Object exposing buffer.          │
                                       ├──────────┼──────────────────────────────────┤
                                       │ readonly │ Buffer is read-only.             │
                                       └──────────┴──────────────────────────────────┘

              Methods Documentation

              static allocate(nbytes, clear=False)
                     Buffer allocation.

                     Parametersnbytes (int)

                            • clear (bool)

                     Return type
                            buffer

              cast(format, shape=Ellipsis)
                     Cast to a memoryview with new format or shape.

                     Parametersformat (str)

                            • shape (list[int] | tuple[int, ...])

                     Return type
                            memoryview

              static fromaddress(address, nbytes, readonly=False)
                     Buffer from address and size in bytes.

                     Parametersaddress (int)

                            • nbytes (int)

                            • readonly (bool)

                     Return type
                            buffer

              static frombuffer(obj, readonly=False)
                     Buffer from buffer-like object.

                     Parametersobj (Buffer)

                            • readonly (bool)

                     Return type
                            buffer

              release()
                     Release the underlying buffer exposed by the buffer object.

                     Return type
                            None

              tobytes(order=None)
                     Return the data in the buffer as a byte string.

                     Parameters
                            order (str | None)

                     Return type
                            bytes

              toreadonly()
                     Return a readonly version of the buffer object.

                     Return type
                            buffer

              Attributes Documentation

              address
                     Buffer address.

              format Format of each element.

              itemsize
                     Size (in bytes) of each element.

              nbytes Buffer size (in bytes).

              obj    Object exposing buffer.

              readonly
                     Buffer is read-only.

   mpi4py.MPI.memory
       mpi4py.MPI.memory
              alias of buffer

       Exceptions
                                           ┌───────────┬──────────────────┐
                                           │ Exception │ Exception class. │
                                           └───────────┴──────────────────┘

   mpi4py.MPI.Exception
       exception mpi4py.MPI.Exception
              Bases: RuntimeError

              Exception class.

              static __new__(cls, ierr=SUCCESS)

                     Parameters
                            ierr (int)

                     Return type
                            Self

              Methods Summary
                                           ┌────────────────────┬───────────────┐
                                           │ Get_error_class()  │ Error class.  │
                                           ├────────────────────┼───────────────┤
                                           │ Get_error_code()   │ Error code.   │
                                           ├────────────────────┼───────────────┤
                                           │ Get_error_string() │ Error string. │
                                           └────────────────────┴───────────────┘

              Attributes Summary
                                              ┌──────────────┬───────────────┐
                                              │ error_class  │ Error class.  │
                                              ├──────────────┼───────────────┤
                                              │ error_code   │ Error code.   │
                                              ├──────────────┼───────────────┤
                                              │ error_string │ Error string. │
                                              └──────────────┴───────────────┘

              Methods Documentation

              Get_error_class()
                     Error class.

                     Return type
                            int

              Get_error_code()
                     Error code.

                     Return type
                            int

              Get_error_string()
                     Error string.

                     Return type
                            str

              Attributes Documentation

              error_class
                     Error class.

              error_code
                     Error code.

              error_string
                     Error string.

       Functions
                  ┌───────────────────────────────────────┬───────────────────────────────────────┐
                  │ Add_error_class()                     │ Add an error class to the known error │
                  │                                       │ classes.                              │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Add_error_code(errorclass)            │ Add an error code to an error class.  │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Add_error_string(errorcode, string)   │ Associate  an  error  string  with an │
                  │                                       │ error class or error code.            │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Aint_add(base, disp)                  │ Return the sum of  base  address  and │
                  │                                       │ displacement.                         │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Aint_diff(addr1, addr2)               │ Return    the    difference   between │
                  │                                       │ absolute addresses.                   │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Alloc_mem(size[, info])               │ Allocate memory for  message  passing │
                  │                                       │ and remote memory access.             │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Attach_buffer(buf)                    │ Attach  a  user-provided  buffer  for │
                  │                                       │ sending in buffered mode.             │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Close_port(port_name)                 │ Close a port.                         │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Compute_dims(nnodes, dims)            │ Return  a  balanced  distribution  of │
                  │                                       │ processes per coordinate direction.   │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Detach_buffer()                       │ Remove an existing attached buffer.   │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Finalize()                            │ Terminate     the    MPI    execution │
                  │                                       │ environment.                          │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Flush_buffer()                        │ Block  until  all  buffered  messages │
                  │                                       │ have been transmitted.                │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Free_mem(mem)                         │ Free memory allocated with Alloc_mem. │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_address(location)                 │ Get  the  address  of  a  location in │
                  │                                       │ memory.                               │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_error_class(errorcode)            │ Convert an error code into  an  error │
                  │                                       │ class.                                │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_error_string(errorcode)           │ Return  the  error string for a given │
                  │                                       │ error class or error code.            │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_hw_resource_info()                │ Obtain information about the hardware │
                  │                                       │ platform of the calling processor.    │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_library_version()                 │ Obtain the version string of the  MPI │
                  │                                       │ library.                              │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_processor_name()                  │ Obtain   the   name  of  the  calling │
                  │                                       │ processor.                            │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Get_version()                         │ Obtain the version number of the  MPI │
                  │                                       │ standard.                             │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Iflush_buffer()                       │ Nonblocking    flush   for   buffered │
                  │                                       │ messages.                             │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Init()                                │ Initialize    the    MPI    execution │
                  │                                       │ environment.                          │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Init_thread([required])               │ Initialize    the    MPI    execution │
                  │                                       │ environment.                          │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Is_finalized()                        │ Indicate   whether    Finalize    has │
                  │                                       │ completed.                            │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Is_initialized()                      │ Indicate   whether   Init   has  been │
                  │                                       │ called.                               │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Is_thread_main()                      │ Indicate whether this  thread  called │
                  │                                       │ Init or Init_thread.                  │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Lookup_name(service_name[, info])     │ Lookup  a  port  name given a service │
                  │                                       │ name.                                 │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Open_port([info])                     │ Return an  address  used  to  connect │
                  │                                       │ group of processes.                   │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Pcontrol(level)                       │ Control profiling.                    │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Publish_name(service_name,            │ Publish a service name.               │
                  │ port_name[, info])                    │                                       │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Query_thread()                        │ Return  the  level  of thread support │
                  │                                       │ provided by the MPI library.          │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Register_datarep(datarep,    read_fn, │ Register       user-defined      data │
                  │ write_fn, ...)                        │ representations.                      │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Remove_error_class(errorclass)        │ Remove an error class from the  known │
                  │                                       │ error classes.                        │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Remove_error_code(errorcode)          │ Remove  an  error code from the known │
                  │                                       │ error codes.                          │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Remove_error_string(errorcode)        │ Remove error string association  from │
                  │                                       │ error class or error code.            │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Unpublish_name(service_name,          │ Unpublish a service name.             │
                  │ port_name[, info])                    │                                       │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Wtick()                               │ Return the resolution of Wtime.       │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ Wtime()                               │ Return an elapsed time on the calling │
                  │                                       │ processor.                            │
                  ├───────────────────────────────────────┼───────────────────────────────────────┤
                  │ get_vendor()                          │ Information  about the underlying MPI │
                  │                                       │ implementation.                       │
                  └───────────────────────────────────────┴───────────────────────────────────────┘

   mpi4py.MPI.Add_error_class
       mpi4py.MPI.Add_error_class()
              Add an error class to the known error classes.

              Return type
                     int

   mpi4py.MPI.Add_error_code
       mpi4py.MPI.Add_error_code(errorclass)
              Add an error code to an error class.

              Parameters
                     errorclass (int)

              Return type
                     int

   mpi4py.MPI.Add_error_string
       mpi4py.MPI.Add_error_string(errorcode, string)
              Associate an error string with an error class or error code.

              Parameterserrorcode (int)

                     • string (str)

              Return type
                     None

   mpi4py.MPI.Aint_add
       mpi4py.MPI.Aint_add(base, disp)
              Return the sum of base address and displacement.

              Parametersbase (int)

                     • disp (int)

              Return type
                     int

   mpi4py.MPI.Aint_diff
       mpi4py.MPI.Aint_diff(addr1, addr2)
              Return the difference between absolute addresses.

              Parametersaddr1 (int)

                     • addr2 (int)

              Return type
                     int

   mpi4py.MPI.Alloc_mem
       mpi4py.MPI.Alloc_mem(size, info=INFO_NULL)
              Allocate memory for message passing and remote memory access.

              Parameterssize (int)

                     • info (Info)

              Return type
                     buffer

   mpi4py.MPI.Attach_buffer
       mpi4py.MPI.Attach_buffer(buf)
              Attach a user-provided buffer for sending in buffered mode.

              Parameters
                     buf (Buffer | None)

              Return type
                     None

   mpi4py.MPI.Close_port
       mpi4py.MPI.Close_port(port_name)
              Close a port.

              Parameters
                     port_name (str)

              Return type
                     None

   mpi4py.MPI.Compute_dims
       mpi4py.MPI.Compute_dims(nnodes, dims)
              Return a balanced distribution of processes per coordinate direction.

              Parametersnnodes (int)

                     • dims (int | Sequence[int])

              Return type
                     list[int]

   mpi4py.MPI.Detach_buffer
       mpi4py.MPI.Detach_buffer()
              Remove an existing attached buffer.

              Return type
                     Buffer | None

   mpi4py.MPI.Finalize
       mpi4py.MPI.Finalize()
              Terminate the MPI execution environment.

              Return type
                     None

   mpi4py.MPI.Flush_buffer
       mpi4py.MPI.Flush_buffer()
              Block until all buffered messages have been transmitted.

              Return type
                     None

   mpi4py.MPI.Free_mem
       mpi4py.MPI.Free_mem(mem)
              Free memory allocated with Alloc_mem.

              Parameters
                     mem (buffer)

              Return type
                     None

   mpi4py.MPI.Get_address
       mpi4py.MPI.Get_address(location)
              Get the address of a location in memory.

              Parameters
                     location (Buffer | Bottom)

              Return type
                     int

   mpi4py.MPI.Get_error_class
       mpi4py.MPI.Get_error_class(errorcode)
              Convert an error code into an error class.

              Parameters
                     errorcode (int)

              Return type
                     int

   mpi4py.MPI.Get_error_string
       mpi4py.MPI.Get_error_string(errorcode)
              Return the error string for a given error class or error code.

              Parameters
                     errorcode (int)

              Return type
                     str

   mpi4py.MPI.Get_hw_resource_info
       mpi4py.MPI.Get_hw_resource_info()
              Obtain information about the hardware platform of the calling processor.

              Return type
                     Info

   mpi4py.MPI.Get_library_version
       mpi4py.MPI.Get_library_version()
              Obtain the version string of the MPI library.

              Return type
                     str

   mpi4py.MPI.Get_processor_name
       mpi4py.MPI.Get_processor_name()
              Obtain the name of the calling processor.

              Return type
                     str

   mpi4py.MPI.Get_version
       mpi4py.MPI.Get_version()
              Obtain the version number of the MPI standard.

              Return type
                     tuple[int, int]

   mpi4py.MPI.Iflush_buffer
       mpi4py.MPI.Iflush_buffer()
              Nonblocking flush for buffered messages.

              Return type
                     Request

   mpi4py.MPI.Init
       mpi4py.MPI.Init()
              Initialize the MPI execution environment.

              Return type
                     None

   mpi4py.MPI.Init_thread
       mpi4py.MPI.Init_thread(required=THREAD_MULTIPLE)
              Initialize the MPI execution environment.

              Parameters
                     required (int)

              Return type
                     int

   mpi4py.MPI.Is_finalized
       mpi4py.MPI.Is_finalized()
              Indicate whether Finalize has completed.

              Return type
                     bool

   mpi4py.MPI.Is_initialized
       mpi4py.MPI.Is_initialized()
              Indicate whether Init has been called.

              Return type
                     bool

   mpi4py.MPI.Is_thread_main
       mpi4py.MPI.Is_thread_main()
              Indicate whether this thread called Init or Init_thread.

              Return type
                     bool

   mpi4py.MPI.Lookup_name
       mpi4py.MPI.Lookup_name(service_name, info=INFO_NULL)
              Lookup a port name given a service name.

              Parametersservice_name (str)

                     • info (Info)

              Return type
                     str

   mpi4py.MPI.Open_port
       mpi4py.MPI.Open_port(info=INFO_NULL)
              Return an address used to connect group of processes.

              Parameters
                     info (Info)

              Return type
                     str

   mpi4py.MPI.Pcontrol
       mpi4py.MPI.Pcontrol(level)
              Control profiling.

              Parameters
                     level (int)

              Return type
                     None

   mpi4py.MPI.Publish_name
       mpi4py.MPI.Publish_name(service_name, port_name, info=INFO_NULL)
              Publish a service name.

              Parametersservice_name (str)

                     • port_name (str)

                     • info (Info)

              Return type
                     None

   mpi4py.MPI.Query_thread
       mpi4py.MPI.Query_thread()
              Return the level of thread support provided by the MPI library.

              Return type
                     int

   mpi4py.MPI.Register_datarep
       mpi4py.MPI.Register_datarep(datarep, read_fn, write_fn, extent_fn)
              Register user-defined data representations.

              Parametersdatarep (str)

                     • read_fn (Callable[[Buffer, Datatype, int, Buffer, int], None])

                     • write_fn (Callable[[Buffer, Datatype, int, Buffer, int], None])

                     • extent_fn (Callable[[Datatype], int])

              Return type
                     None

   mpi4py.MPI.Remove_error_class
       mpi4py.MPI.Remove_error_class(errorclass)
              Remove an error class from the known error classes.

              Parameters
                     errorclass (int)

              Return type
                     None

   mpi4py.MPI.Remove_error_code
       mpi4py.MPI.Remove_error_code(errorcode)
              Remove an error code from the known error codes.

              Parameters
                     errorcode (int)

              Return type
                     None

   mpi4py.MPI.Remove_error_string
       mpi4py.MPI.Remove_error_string(errorcode)
              Remove error string association from error class or error code.

              Parameters
                     errorcode (int)

              Return type
                     None

   mpi4py.MPI.Unpublish_name
       mpi4py.MPI.Unpublish_name(service_name, port_name, info=INFO_NULL)
              Unpublish a service name.

              Parametersservice_name (str)

                     • port_name (str)

                     • info (Info)

              Return type
                     None

   mpi4py.MPI.Wtick
       mpi4py.MPI.Wtick()
              Return the resolution of Wtime.

              Return type
                     float

   mpi4py.MPI.Wtime
       mpi4py.MPI.Wtime()
              Return an elapsed time on the calling processor.

              Return type
                     float

   mpi4py.MPI.get_vendor
       mpi4py.MPI.get_vendor()
              Information about the underlying MPI implementation.

              Returns

                     • string with the name of the MPI implementation.

                     • integer 3-tuple version number (major, minor, micro).

              Return type
                     tuple[str, tuple[int, int, int]]

       Attributes
                        ┌────────────────────────────┬───────────────────────────────────────┐
                        │ UNDEFINED                  │ Constant UNDEFINED of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ANY_SOURCE                 │ Constant ANY_SOURCE of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ANY_TAG                    │ Constant ANY_TAG of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ PROC_NULL                  │ Constant PROC_NULL of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ROOT                       │ Constant ROOT of type int             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BOTTOM                     │ Constant BOTTOM of type BottomType    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ IN_PLACE                   │ Constant IN_PLACE of type InPlaceType │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ KEYVAL_INVALID             │ Constant KEYVAL_INVALID of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TAG_UB                     │ Constant TAG_UB of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ IO                         │ Constant IO of type int               │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WTIME_IS_GLOBAL            │ Constant WTIME_IS_GLOBAL of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNIVERSE_SIZE              │ Constant UNIVERSE_SIZE of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ APPNUM                     │ Constant APPNUM of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LASTUSEDCODE               │ Constant LASTUSEDCODE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_BASE                   │ Constant WIN_BASE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_SIZE                   │ Constant WIN_SIZE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_DISP_UNIT              │ Constant WIN_DISP_UNIT of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_CREATE_FLAVOR          │ Constant WIN_CREATE_FLAVOR of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR                 │ Constant WIN_FLAVOR of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_MODEL                  │ Constant WIN_MODEL of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SUCCESS                    │ Constant SUCCESS of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_LASTCODE               │ Constant ERR_LASTCODE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TYPE                   │ Constant ERR_TYPE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_REQUEST                │ Constant ERR_REQUEST of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_OP                     │ Constant ERR_OP of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_GROUP                  │ Constant ERR_GROUP of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO                   │ Constant ERR_INFO of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ERRHANDLER             │ Constant ERR_ERRHANDLER of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_SESSION                │ Constant ERR_SESSION of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_COMM                   │ Constant ERR_COMM of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_WIN                    │ Constant ERR_WIN of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_FILE                   │ Constant ERR_FILE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_BUFFER                 │ Constant ERR_BUFFER of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_COUNT                  │ Constant ERR_COUNT of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TAG                    │ Constant ERR_TAG of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RANK                   │ Constant ERR_RANK of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ROOT                   │ Constant ERR_ROOT of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TRUNCATE               │ Constant ERR_TRUNCATE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_IN_STATUS              │ Constant ERR_IN_STATUS of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_PENDING                │ Constant ERR_PENDING of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_TOPOLOGY               │ Constant ERR_TOPOLOGY of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_DIMS                   │ Constant ERR_DIMS of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ARG                    │ Constant ERR_ARG of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_OTHER                  │ Constant ERR_OTHER of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_UNKNOWN                │ Constant ERR_UNKNOWN of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INTERN                 │ Constant ERR_INTERN of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_KEYVAL                 │ Constant ERR_KEYVAL of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NO_MEM                 │ Constant ERR_NO_MEM of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO_KEY               │ Constant ERR_INFO_KEY of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO_VALUE             │ Constant ERR_INFO_VALUE of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_INFO_NOKEY             │ Constant ERR_INFO_NOKEY of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_SPAWN                  │ Constant ERR_SPAWN of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_PORT                   │ Constant ERR_PORT of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_SERVICE                │ Constant ERR_SERVICE of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NAME                   │ Constant ERR_NAME of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_PROC_ABORTED           │ Constant ERR_PROC_ABORTED of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_BASE                   │ Constant ERR_BASE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_SIZE                   │ Constant ERR_SIZE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_DISP                   │ Constant ERR_DISP of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ASSERT                 │ Constant ERR_ASSERT of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_LOCKTYPE               │ Constant ERR_LOCKTYPE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_CONFLICT           │ Constant ERR_RMA_CONFLICT of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_SYNC               │ Constant ERR_RMA_SYNC of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_RANGE              │ Constant ERR_RMA_RANGE of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_ATTACH             │ Constant ERR_RMA_ATTACH of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_SHARED             │ Constant ERR_RMA_SHARED of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_RMA_FLAVOR             │ Constant ERR_RMA_FLAVOR of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_BAD_FILE               │ Constant ERR_BAD_FILE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NO_SUCH_FILE           │ Constant ERR_NO_SUCH_FILE of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_FILE_EXISTS            │ Constant ERR_FILE_EXISTS of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_FILE_IN_USE            │ Constant ERR_FILE_IN_USE of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_AMODE                  │ Constant ERR_AMODE of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_ACCESS                 │ Constant ERR_ACCESS of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_READ_ONLY              │ Constant ERR_READ_ONLY of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NO_SPACE               │ Constant ERR_NO_SPACE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_QUOTA                  │ Constant ERR_QUOTA of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_NOT_SAME               │ Constant ERR_NOT_SAME of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_IO                     │ Constant ERR_IO of type int           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_UNSUPPORTED_OPERATION  │ Constant ERR_UNSUPPORTED_OPERATION of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_UNSUPPORTED_DATAREP    │ Constant  ERR_UNSUPPORTED_DATAREP  of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_CONVERSION             │ Constant ERR_CONVERSION of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_DUP_DATAREP            │ Constant ERR_DUP_DATAREP of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_VALUE_TOO_LARGE        │ Constant ERR_VALUE_TOO_LARGE of  type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_REVOKED                │ Constant ERR_REVOKED of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_PROC_FAILED            │ Constant ERR_PROC_FAILED of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERR_PROC_FAILED_PENDING    │ Constant  ERR_PROC_FAILED_PENDING  of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ORDER_C                    │ Constant ORDER_C of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ORDER_FORTRAN              │ Constant ORDER_FORTRAN of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ORDER_F                    │ Constant ORDER_F of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TYPECLASS_INTEGER          │ Constant TYPECLASS_INTEGER of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TYPECLASS_REAL             │ Constant TYPECLASS_REAL of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TYPECLASS_COMPLEX          │ Constant  TYPECLASS_COMPLEX of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_NONE            │ Constant DISTRIBUTE_NONE of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_BLOCK           │ Constant DISTRIBUTE_BLOCK of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_CYCLIC          │ Constant DISTRIBUTE_CYCLIC of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISTRIBUTE_DFLT_DARG       │ Constant DISTRIBUTE_DFLT_DARG of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_NAMED             │ Constant COMBINER_NAMED of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_DUP               │ Constant COMBINER_DUP of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_CONTIGUOUS        │ Constant  COMBINER_CONTIGUOUS of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_VECTOR            │ Constant COMBINER_VECTOR of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_HVECTOR           │ Constant COMBINER_HVECTOR of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_INDEXED           │ Constant COMBINER_INDEXED of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_HINDEXED          │ Constant COMBINER_HINDEXED of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_INDEXED_BLOCK     │ Constant   COMBINER_INDEXED_BLOCK  of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_HINDEXED_BLOCK    │ Constant  COMBINER_HINDEXED_BLOCK  of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_STRUCT            │ Constant COMBINER_STRUCT of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_SUBARRAY          │ Constant  COMBINER_SUBARRAY of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_DARRAY            │ Constant COMBINER_DARRAY of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_RESIZED           │ Constant COMBINER_RESIZED of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_VALUE_INDEX       │ Constant COMBINER_VALUE_INDEX of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_F90_INTEGER       │ Constant COMBINER_F90_INTEGER of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_F90_REAL          │ Constant COMBINER_F90_REAL of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMBINER_F90_COMPLEX       │ Constant COMBINER_F90_COMPLEX of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_SOURCE                   │ Constant F_SOURCE of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_TAG                      │ Constant F_TAG of type int            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_ERROR                    │ Constant F_ERROR of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_STATUS_SIZE              │ Constant F_STATUS_SIZE of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ IDENT                      │ Constant IDENT of type int            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CONGRUENT                  │ Constant CONGRUENT of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIMILAR                    │ Constant SIMILAR of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNEQUAL                    │ Constant UNEQUAL of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CART                       │ Constant CART of type int             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ GRAPH                      │ Constant GRAPH of type int            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DIST_GRAPH                 │ Constant DIST_GRAPH of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNWEIGHTED                 │ Constant UNWEIGHTED of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WEIGHTS_EMPTY              │ Constant WEIGHTS_EMPTY of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_TYPE_SHARED           │ Constant COMM_TYPE_SHARED of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_TYPE_HW_GUIDED        │ Constant  COMM_TYPE_HW_GUIDED of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_TYPE_HW_UNGUIDED      │ Constant   COMM_TYPE_HW_UNGUIDED   of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_TYPE_RESOURCE_GUIDED  │ Constant COMM_TYPE_RESOURCE_GUIDED of │
                        │                            │ type int                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BSEND_OVERHEAD             │ Constant BSEND_OVERHEAD of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BUFFER_AUTOMATIC           │ Constant   BUFFER_AUTOMATIC  of  type │
                        │                            │ BufferAutomaticType                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_CREATE          │ Constant WIN_FLAVOR_CREATE of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_ALLOCATE        │ Constant  WIN_FLAVOR_ALLOCATE of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_DYNAMIC         │ Constant WIN_FLAVOR_DYNAMIC of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_FLAVOR_SHARED          │ Constant WIN_FLAVOR_SHARED of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_SEPARATE               │ Constant WIN_SEPARATE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_UNIFIED                │ Constant WIN_UNIFIED of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOCHECK               │ Constant MODE_NOCHECK of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOSTORE               │ Constant MODE_NOSTORE of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOPUT                 │ Constant MODE_NOPUT of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOPRECEDE             │ Constant MODE_NOPRECEDE of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_NOSUCCEED             │ Constant MODE_NOSUCCEED of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOCK_EXCLUSIVE             │ Constant LOCK_EXCLUSIVE of type int   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOCK_SHARED                │ Constant LOCK_SHARED of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_RDONLY                │ Constant MODE_RDONLY of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_WRONLY                │ Constant MODE_WRONLY of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_RDWR                  │ Constant MODE_RDWR of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_CREATE                │ Constant MODE_CREATE of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_EXCL                  │ Constant MODE_EXCL of type int        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_DELETE_ON_CLOSE       │ Constant MODE_DELETE_ON_CLOSE of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_UNIQUE_OPEN           │ Constant MODE_UNIQUE_OPEN of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_SEQUENTIAL            │ Constant MODE_SEQUENTIAL of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MODE_APPEND                │ Constant MODE_APPEND of type int      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SEEK_SET                   │ Constant SEEK_SET of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SEEK_CUR                   │ Constant SEEK_CUR of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SEEK_END                   │ Constant SEEK_END of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISPLACEMENT_CURRENT       │ Constant DISPLACEMENT_CURRENT of type │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DISP_CUR                   │ Constant DISP_CUR of type int         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_SINGLE              │ Constant THREAD_SINGLE of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_FUNNELED            │ Constant THREAD_FUNNELED of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_SERIALIZED          │ Constant  THREAD_SERIALIZED of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ THREAD_MULTIPLE            │ Constant THREAD_MULTIPLE of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ VERSION                    │ Constant VERSION of type int          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SUBVERSION                 │ Constant SUBVERSION of type int       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_PROCESSOR_NAME         │ Constant MAX_PROCESSOR_NAME of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_ERROR_STRING           │ Constant MAX_ERROR_STRING of type int │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_PORT_NAME              │ Constant MAX_PORT_NAME of type int    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_INFO_KEY               │ Constant MAX_INFO_KEY of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_INFO_VAL               │ Constant MAX_INFO_VAL of type int     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_OBJECT_NAME            │ Constant MAX_OBJECT_NAME of type int  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_DATAREP_STRING         │ Constant MAX_DATAREP_STRING of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_LIBRARY_VERSION_STRING │ Constant   MAX_LIBRARY_VERSION_STRING │
                        │                            │ of type int                           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_PSET_NAME_LEN          │ Constant  MAX_PSET_NAME_LEN of type ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX_STRINGTAG_LEN          │ Constant MAX_STRINGTAG_LEN of type  ‐ │
                        │                            │ int                                   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DATATYPE_NULL              │ Object DATATYPE_NULL of type Datatype │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ PACKED                     │ Object PACKED of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BYTE                       │ Object BYTE of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ AINT                       │ Object AINT of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ OFFSET                     │ Object OFFSET of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COUNT                      │ Object COUNT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CHAR                       │ Object CHAR of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WCHAR                      │ Object WCHAR of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_CHAR                │ Object SIGNED_CHAR of type Datatype   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SHORT                      │ Object SHORT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT                        │ Object INT of type Datatype           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG                       │ Object LONG of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_LONG                  │ Object LONG_LONG of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_CHAR              │ Object UNSIGNED_CHAR of type Datatype │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_SHORT             │ Object    UNSIGNED_SHORT    of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED                   │ Object UNSIGNED of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_LONG              │ Object UNSIGNED_LONG of type Datatype │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_LONG_LONG         │ Object  UNSIGNED_LONG_LONG  of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ FLOAT                      │ Object FLOAT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE                     │ Object DOUBLE of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_DOUBLE                │ Object LONG_DOUBLE of type Datatype   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_BOOL                     │ Object C_BOOL of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT8_T                     │ Object INT8_T of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT16_T                    │ Object INT16_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT32_T                    │ Object INT32_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT64_T                    │ Object INT64_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT8_T                    │ Object UINT8_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT16_T                   │ Object UINT16_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT32_T                   │ Object UINT32_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UINT64_T                   │ Object UINT64_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_COMPLEX                  │ Object C_COMPLEX of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_FLOAT_COMPLEX            │ Object    C_FLOAT_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_DOUBLE_COMPLEX           │ Object   C_DOUBLE_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ C_LONG_DOUBLE_COMPLEX      │ Object  C_LONG_DOUBLE_COMPLEX of type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_BOOL                   │ Object CXX_BOOL of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_FLOAT_COMPLEX          │ Object  CXX_FLOAT_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_DOUBLE_COMPLEX         │ Object   CXX_DOUBLE_COMPLEX  of  type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CXX_LONG_DOUBLE_COMPLEX    │ Object   CXX_LONG_DOUBLE_COMPLEX   of │
                        │                            │ type Datatype                         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SHORT_INT                  │ Object SHORT_INT of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INT_INT                    │ Object INT_INT of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ TWOINT                     │ Object TWOINT of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_INT                   │ Object LONG_INT of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ FLOAT_INT                  │ Object FLOAT_INT of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE_INT                 │ Object DOUBLE_INT of type Datatype    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LONG_DOUBLE_INT            │ Object    LONG_DOUBLE_INT   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ CHARACTER                  │ Object CHARACTER of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL                    │ Object LOGICAL of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER                    │ Object INTEGER of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL                       │ Object REAL of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE_PRECISION           │ Object   DOUBLE_PRECISION   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX                    │ Object COMPLEX of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ DOUBLE_COMPLEX             │ Object    DOUBLE_COMPLEX    of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL1                   │ Object LOGICAL1 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL2                   │ Object LOGICAL2 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL4                   │ Object LOGICAL4 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOGICAL8                   │ Object LOGICAL8 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER1                   │ Object INTEGER1 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER2                   │ Object INTEGER2 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER4                   │ Object INTEGER4 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER8                   │ Object INTEGER8 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INTEGER16                  │ Object INTEGER16 of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL2                      │ Object REAL2 of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL4                      │ Object REAL4 of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL8                      │ Object REAL8 of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REAL16                     │ Object REAL16 of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX4                   │ Object COMPLEX4 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX8                   │ Object COMPLEX8 of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX16                  │ Object COMPLEX16 of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMPLEX32                  │ Object COMPLEX32 of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ UNSIGNED_INT               │ Object UNSIGNED_INT of type Datatype  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_SHORT               │ Object SIGNED_SHORT of type Datatype  │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_INT                 │ Object SIGNED_INT of type Datatype    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_LONG                │ Object SIGNED_LONG of type Datatype   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SIGNED_LONG_LONG           │ Object   SIGNED_LONG_LONG   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BOOL                       │ Object BOOL of type Datatype          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT8_T                    │ Object SINT8_T of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT16_T                   │ Object SINT16_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT32_T                   │ Object SINT32_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SINT64_T                   │ Object SINT64_T of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_BOOL                     │ Object F_BOOL of type Datatype        │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_INT                      │ Object F_INT of type Datatype         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_FLOAT                    │ Object F_FLOAT of type Datatype       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_DOUBLE                   │ Object F_DOUBLE of type Datatype      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_COMPLEX                  │ Object F_COMPLEX of type Datatype     │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_FLOAT_COMPLEX            │ Object    F_FLOAT_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ F_DOUBLE_COMPLEX           │ Object   F_DOUBLE_COMPLEX   of   type │
                        │                            │ Datatype                              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REQUEST_NULL               │ Object REQUEST_NULL of type Request   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MESSAGE_NULL               │ Object MESSAGE_NULL of type Message   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MESSAGE_NO_PROC            │ Object    MESSAGE_NO_PROC   of   type │
                        │                            │ Message                               │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ OP_NULL                    │ Object OP_NULL of type Op             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAX                        │ Object MAX of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MIN                        │ Object MIN of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SUM                        │ Object SUM of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ PROD                       │ Object PROD of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LAND                       │ Object LAND of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BAND                       │ Object BAND of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LOR                        │ Object LOR of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BOR                        │ Object BOR of type Op                 │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ LXOR                       │ Object LXOR of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ BXOR                       │ Object BXOR of type Op                │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MAXLOC                     │ Object MAXLOC of type Op              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ MINLOC                     │ Object MINLOC of type Op              │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ REPLACE                    │ Object REPLACE of type Op             │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ NO_OP                      │ Object NO_OP of type Op               │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ GROUP_NULL                 │ Object GROUP_NULL of type Group       │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ GROUP_EMPTY                │ Object GROUP_EMPTY of type Group      │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INFO_NULL                  │ Object INFO_NULL of type Info         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ INFO_ENV                   │ Object INFO_ENV of type Info          │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERRHANDLER_NULL            │ Object   ERRHANDLER_NULL   of    type │
                        │                            │ Errhandler                            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERRORS_RETURN              │ Object    ERRORS_RETURN    of    type │
                        │                            │ Errhandler                            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERRORS_ABORT               │ Object    ERRORS_ABORT    of     type │
                        │                            │ Errhandler                            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ ERRORS_ARE_FATAL           │ Object   ERRORS_ARE_FATAL   of   type │
                        │                            │ Errhandler                            │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ SESSION_NULL               │ Object SESSION_NULL of type Session   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_NULL                  │ Object COMM_NULL of type Comm         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_SELF                  │ Object COMM_SELF of type Intracomm    │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ COMM_WORLD                 │ Object COMM_WORLD of type Intracomm   │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ WIN_NULL                   │ Object WIN_NULL of type Win           │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ FILE_NULL                  │ Object FILE_NULL of type File         │
                        ├────────────────────────────┼───────────────────────────────────────┤
                        │ pickle                     │ Object pickle of type Pickle          │
                        └────────────────────────────┴───────────────────────────────────────┘

   mpi4py.MPI.UNDEFINED
       mpi4py.MPI.UNDEFINED: int = UNDEFINED
              Constant UNDEFINED of type int

   mpi4py.MPI.ANY_SOURCE
       mpi4py.MPI.ANY_SOURCE: int = ANY_SOURCE
              Constant ANY_SOURCE of type int

   mpi4py.MPI.ANY_TAG
       mpi4py.MPI.ANY_TAG: int = ANY_TAG
              Constant ANY_TAG of type int

   mpi4py.MPI.PROC_NULL
       mpi4py.MPI.PROC_NULL: int = PROC_NULL
              Constant PROC_NULL of type int

   mpi4py.MPI.ROOT
       mpi4py.MPI.ROOT: int = ROOT
              Constant ROOT of type int

   mpi4py.MPI.BOTTOM
       mpi4py.MPI.BOTTOM: BottomType = BOTTOM
              Constant BOTTOM of type BottomType

   mpi4py.MPI.IN_PLACE
       mpi4py.MPI.IN_PLACE: InPlaceType = IN_PLACE
              Constant IN_PLACE of type InPlaceType

   mpi4py.MPI.KEYVAL_INVALID
       mpi4py.MPI.KEYVAL_INVALID: int = KEYVAL_INVALID
              Constant KEYVAL_INVALID of type int

   mpi4py.MPI.TAG_UB
       mpi4py.MPI.TAG_UB: int = TAG_UB
              Constant TAG_UB of type int

   mpi4py.MPI.IO
       mpi4py.MPI.IO: int = IO
              Constant IO of type int

   mpi4py.MPI.WTIME_IS_GLOBAL
       mpi4py.MPI.WTIME_IS_GLOBAL: int = WTIME_IS_GLOBAL
              Constant WTIME_IS_GLOBAL of type int

   mpi4py.MPI.UNIVERSE_SIZE
       mpi4py.MPI.UNIVERSE_SIZE: int = UNIVERSE_SIZE
              Constant UNIVERSE_SIZE of type int

   mpi4py.MPI.APPNUM
       mpi4py.MPI.APPNUM: int = APPNUM
              Constant APPNUM of type int

   mpi4py.MPI.LASTUSEDCODE
       mpi4py.MPI.LASTUSEDCODE: int = LASTUSEDCODE
              Constant LASTUSEDCODE of type int

   mpi4py.MPI.WIN_BASE
       mpi4py.MPI.WIN_BASE: int = WIN_BASE
              Constant WIN_BASE of type int

   mpi4py.MPI.WIN_SIZE
       mpi4py.MPI.WIN_SIZE: int = WIN_SIZE
              Constant WIN_SIZE of type int

   mpi4py.MPI.WIN_DISP_UNIT
       mpi4py.MPI.WIN_DISP_UNIT: int = WIN_DISP_UNIT
              Constant WIN_DISP_UNIT of type int

   mpi4py.MPI.WIN_CREATE_FLAVOR
       mpi4py.MPI.WIN_CREATE_FLAVOR: int = WIN_CREATE_FLAVOR
              Constant WIN_CREATE_FLAVOR of type int

   mpi4py.MPI.WIN_FLAVOR
       mpi4py.MPI.WIN_FLAVOR: int = WIN_FLAVOR
              Constant WIN_FLAVOR of type int

   mpi4py.MPI.WIN_MODEL
       mpi4py.MPI.WIN_MODEL: int = WIN_MODEL
              Constant WIN_MODEL of type int

   mpi4py.MPI.SUCCESS
       mpi4py.MPI.SUCCESS: int = SUCCESS
              Constant SUCCESS of type int

   mpi4py.MPI.ERR_LASTCODE
       mpi4py.MPI.ERR_LASTCODE: int = ERR_LASTCODE
              Constant ERR_LASTCODE of type int

   mpi4py.MPI.ERR_TYPE
       mpi4py.MPI.ERR_TYPE: int = ERR_TYPE
              Constant ERR_TYPE of type int

   mpi4py.MPI.ERR_REQUEST
       mpi4py.MPI.ERR_REQUEST: int = ERR_REQUEST
              Constant ERR_REQUEST of type int

   mpi4py.MPI.ERR_OP
       mpi4py.MPI.ERR_OP: int = ERR_OP
              Constant ERR_OP of type int

   mpi4py.MPI.ERR_GROUP
       mpi4py.MPI.ERR_GROUP: int = ERR_GROUP
              Constant ERR_GROUP of type int

   mpi4py.MPI.ERR_INFO
       mpi4py.MPI.ERR_INFO: int = ERR_INFO
              Constant ERR_INFO of type int

   mpi4py.MPI.ERR_ERRHANDLER
       mpi4py.MPI.ERR_ERRHANDLER: int = ERR_ERRHANDLER
              Constant ERR_ERRHANDLER of type int

   mpi4py.MPI.ERR_SESSION
       mpi4py.MPI.ERR_SESSION: int = ERR_SESSION
              Constant ERR_SESSION of type int

   mpi4py.MPI.ERR_COMM
       mpi4py.MPI.ERR_COMM: int = ERR_COMM
              Constant ERR_COMM of type int

   mpi4py.MPI.ERR_WIN
       mpi4py.MPI.ERR_WIN: int = ERR_WIN
              Constant ERR_WIN of type int

   mpi4py.MPI.ERR_FILE
       mpi4py.MPI.ERR_FILE: int = ERR_FILE
              Constant ERR_FILE of type int

   mpi4py.MPI.ERR_BUFFER
       mpi4py.MPI.ERR_BUFFER: int = ERR_BUFFER
              Constant ERR_BUFFER of type int

   mpi4py.MPI.ERR_COUNT
       mpi4py.MPI.ERR_COUNT: int = ERR_COUNT
              Constant ERR_COUNT of type int

   mpi4py.MPI.ERR_TAG
       mpi4py.MPI.ERR_TAG: int = ERR_TAG
              Constant ERR_TAG of type int

   mpi4py.MPI.ERR_RANK
       mpi4py.MPI.ERR_RANK: int = ERR_RANK
              Constant ERR_RANK of type int

   mpi4py.MPI.ERR_ROOT
       mpi4py.MPI.ERR_ROOT: int = ERR_ROOT
              Constant ERR_ROOT of type int

   mpi4py.MPI.ERR_TRUNCATE
       mpi4py.MPI.ERR_TRUNCATE: int = ERR_TRUNCATE
              Constant ERR_TRUNCATE of type int

   mpi4py.MPI.ERR_IN_STATUS
       mpi4py.MPI.ERR_IN_STATUS: int = ERR_IN_STATUS
              Constant ERR_IN_STATUS of type int

   mpi4py.MPI.ERR_PENDING
       mpi4py.MPI.ERR_PENDING: int = ERR_PENDING
              Constant ERR_PENDING of type int

   mpi4py.MPI.ERR_TOPOLOGY
       mpi4py.MPI.ERR_TOPOLOGY: int = ERR_TOPOLOGY
              Constant ERR_TOPOLOGY of type int

   mpi4py.MPI.ERR_DIMS
       mpi4py.MPI.ERR_DIMS: int = ERR_DIMS
              Constant ERR_DIMS of type int

   mpi4py.MPI.ERR_ARG
       mpi4py.MPI.ERR_ARG: int = ERR_ARG
              Constant ERR_ARG of type int

   mpi4py.MPI.ERR_OTHER
       mpi4py.MPI.ERR_OTHER: int = ERR_OTHER
              Constant ERR_OTHER of type int

   mpi4py.MPI.ERR_UNKNOWN
       mpi4py.MPI.ERR_UNKNOWN: int = ERR_UNKNOWN
              Constant ERR_UNKNOWN of type int

   mpi4py.MPI.ERR_INTERN
       mpi4py.MPI.ERR_INTERN: int = ERR_INTERN
              Constant ERR_INTERN of type int

   mpi4py.MPI.ERR_KEYVAL
       mpi4py.MPI.ERR_KEYVAL: int = ERR_KEYVAL
              Constant ERR_KEYVAL of type int

   mpi4py.MPI.ERR_NO_MEM
       mpi4py.MPI.ERR_NO_MEM: int = ERR_NO_MEM
              Constant ERR_NO_MEM of type int

   mpi4py.MPI.ERR_INFO_KEY
       mpi4py.MPI.ERR_INFO_KEY: int = ERR_INFO_KEY
              Constant ERR_INFO_KEY of type int

   mpi4py.MPI.ERR_INFO_VALUE
       mpi4py.MPI.ERR_INFO_VALUE: int = ERR_INFO_VALUE
              Constant ERR_INFO_VALUE of type int

   mpi4py.MPI.ERR_INFO_NOKEY
       mpi4py.MPI.ERR_INFO_NOKEY: int = ERR_INFO_NOKEY
              Constant ERR_INFO_NOKEY of type int

   mpi4py.MPI.ERR_SPAWN
       mpi4py.MPI.ERR_SPAWN: int = ERR_SPAWN
              Constant ERR_SPAWN of type int

   mpi4py.MPI.ERR_PORT
       mpi4py.MPI.ERR_PORT: int = ERR_PORT
              Constant ERR_PORT of type int

   mpi4py.MPI.ERR_SERVICE
       mpi4py.MPI.ERR_SERVICE: int = ERR_SERVICE
              Constant ERR_SERVICE of type int

   mpi4py.MPI.ERR_NAME
       mpi4py.MPI.ERR_NAME: int = ERR_NAME
              Constant ERR_NAME of type int

   mpi4py.MPI.ERR_PROC_ABORTED
       mpi4py.MPI.ERR_PROC_ABORTED: int = ERR_PROC_ABORTED
              Constant ERR_PROC_ABORTED of type int

   mpi4py.MPI.ERR_BASE
       mpi4py.MPI.ERR_BASE: int = ERR_BASE
              Constant ERR_BASE of type int

   mpi4py.MPI.ERR_SIZE
       mpi4py.MPI.ERR_SIZE: int = ERR_SIZE
              Constant ERR_SIZE of type int

   mpi4py.MPI.ERR_DISP
       mpi4py.MPI.ERR_DISP: int = ERR_DISP
              Constant ERR_DISP of type int

   mpi4py.MPI.ERR_ASSERT
       mpi4py.MPI.ERR_ASSERT: int = ERR_ASSERT
              Constant ERR_ASSERT of type int

   mpi4py.MPI.ERR_LOCKTYPE
       mpi4py.MPI.ERR_LOCKTYPE: int = ERR_LOCKTYPE
              Constant ERR_LOCKTYPE of type int

   mpi4py.MPI.ERR_RMA_CONFLICT
       mpi4py.MPI.ERR_RMA_CONFLICT: int = ERR_RMA_CONFLICT
              Constant ERR_RMA_CONFLICT of type int

   mpi4py.MPI.ERR_RMA_SYNC
       mpi4py.MPI.ERR_RMA_SYNC: int = ERR_RMA_SYNC
              Constant ERR_RMA_SYNC of type int

   mpi4py.MPI.ERR_RMA_RANGE
       mpi4py.MPI.ERR_RMA_RANGE: int = ERR_RMA_RANGE
              Constant ERR_RMA_RANGE of type int

   mpi4py.MPI.ERR_RMA_ATTACH
       mpi4py.MPI.ERR_RMA_ATTACH: int = ERR_RMA_ATTACH
              Constant ERR_RMA_ATTACH of type int

   mpi4py.MPI.ERR_RMA_SHARED
       mpi4py.MPI.ERR_RMA_SHARED: int = ERR_RMA_SHARED
              Constant ERR_RMA_SHARED of type int

   mpi4py.MPI.ERR_RMA_FLAVOR
       mpi4py.MPI.ERR_RMA_FLAVOR: int = ERR_RMA_FLAVOR
              Constant ERR_RMA_FLAVOR of type int

   mpi4py.MPI.ERR_BAD_FILE
       mpi4py.MPI.ERR_BAD_FILE: int = ERR_BAD_FILE
              Constant ERR_BAD_FILE of type int

   mpi4py.MPI.ERR_NO_SUCH_FILE
       mpi4py.MPI.ERR_NO_SUCH_FILE: int = ERR_NO_SUCH_FILE
              Constant ERR_NO_SUCH_FILE of type int

   mpi4py.MPI.ERR_FILE_EXISTS
       mpi4py.MPI.ERR_FILE_EXISTS: int = ERR_FILE_EXISTS
              Constant ERR_FILE_EXISTS of type int

   mpi4py.MPI.ERR_FILE_IN_USE
       mpi4py.MPI.ERR_FILE_IN_USE: int = ERR_FILE_IN_USE
              Constant ERR_FILE_IN_USE of type int

   mpi4py.MPI.ERR_AMODE
       mpi4py.MPI.ERR_AMODE: int = ERR_AMODE
              Constant ERR_AMODE of type int

   mpi4py.MPI.ERR_ACCESS
       mpi4py.MPI.ERR_ACCESS: int = ERR_ACCESS
              Constant ERR_ACCESS of type int

   mpi4py.MPI.ERR_READ_ONLY
       mpi4py.MPI.ERR_READ_ONLY: int = ERR_READ_ONLY
              Constant ERR_READ_ONLY of type int

   mpi4py.MPI.ERR_NO_SPACE
       mpi4py.MPI.ERR_NO_SPACE: int = ERR_NO_SPACE
              Constant ERR_NO_SPACE of type int

   mpi4py.MPI.ERR_QUOTA
       mpi4py.MPI.ERR_QUOTA: int = ERR_QUOTA
              Constant ERR_QUOTA of type int

   mpi4py.MPI.ERR_NOT_SAME
       mpi4py.MPI.ERR_NOT_SAME: int = ERR_NOT_SAME
              Constant ERR_NOT_SAME of type int

   mpi4py.MPI.ERR_IO
       mpi4py.MPI.ERR_IO: int = ERR_IO
              Constant ERR_IO of type int

   mpi4py.MPI.ERR_UNSUPPORTED_OPERATION
       mpi4py.MPI.ERR_UNSUPPORTED_OPERATION: int = ERR_UNSUPPORTED_OPERATION
              Constant ERR_UNSUPPORTED_OPERATION of type int

   mpi4py.MPI.ERR_UNSUPPORTED_DATAREP
       mpi4py.MPI.ERR_UNSUPPORTED_DATAREP: int = ERR_UNSUPPORTED_DATAREP
              Constant ERR_UNSUPPORTED_DATAREP of type int

   mpi4py.MPI.ERR_CONVERSION
       mpi4py.MPI.ERR_CONVERSION: int = ERR_CONVERSION
              Constant ERR_CONVERSION of type int

   mpi4py.MPI.ERR_DUP_DATAREP
       mpi4py.MPI.ERR_DUP_DATAREP: int = ERR_DUP_DATAREP
              Constant ERR_DUP_DATAREP of type int

   mpi4py.MPI.ERR_VALUE_TOO_LARGE
       mpi4py.MPI.ERR_VALUE_TOO_LARGE: int = ERR_VALUE_TOO_LARGE
              Constant ERR_VALUE_TOO_LARGE of type int

   mpi4py.MPI.ERR_REVOKED
       mpi4py.MPI.ERR_REVOKED: int = ERR_REVOKED
              Constant ERR_REVOKED of type int

   mpi4py.MPI.ERR_PROC_FAILED
       mpi4py.MPI.ERR_PROC_FAILED: int = ERR_PROC_FAILED
              Constant ERR_PROC_FAILED of type int

   mpi4py.MPI.ERR_PROC_FAILED_PENDING
       mpi4py.MPI.ERR_PROC_FAILED_PENDING: int = ERR_PROC_FAILED_PENDING
              Constant ERR_PROC_FAILED_PENDING of type int

   mpi4py.MPI.ORDER_C
       mpi4py.MPI.ORDER_C: int = ORDER_C
              Constant ORDER_C of type int

   mpi4py.MPI.ORDER_FORTRAN
       mpi4py.MPI.ORDER_FORTRAN: int = ORDER_FORTRAN
              Constant ORDER_FORTRAN of type int

   mpi4py.MPI.ORDER_F
       mpi4py.MPI.ORDER_F: int = ORDER_F
              Constant ORDER_F of type int

   mpi4py.MPI.TYPECLASS_INTEGER
       mpi4py.MPI.TYPECLASS_INTEGER: int = TYPECLASS_INTEGER
              Constant TYPECLASS_INTEGER of type int

   mpi4py.MPI.TYPECLASS_REAL
       mpi4py.MPI.TYPECLASS_REAL: int = TYPECLASS_REAL
              Constant TYPECLASS_REAL of type int

   mpi4py.MPI.TYPECLASS_COMPLEX
       mpi4py.MPI.TYPECLASS_COMPLEX: int = TYPECLASS_COMPLEX
              Constant TYPECLASS_COMPLEX of type int

   mpi4py.MPI.DISTRIBUTE_NONE
       mpi4py.MPI.DISTRIBUTE_NONE: int = DISTRIBUTE_NONE
              Constant DISTRIBUTE_NONE of type int

   mpi4py.MPI.DISTRIBUTE_BLOCK
       mpi4py.MPI.DISTRIBUTE_BLOCK: int = DISTRIBUTE_BLOCK
              Constant DISTRIBUTE_BLOCK of type int

   mpi4py.MPI.DISTRIBUTE_CYCLIC
       mpi4py.MPI.DISTRIBUTE_CYCLIC: int = DISTRIBUTE_CYCLIC
              Constant DISTRIBUTE_CYCLIC of type int

   mpi4py.MPI.DISTRIBUTE_DFLT_DARG
       mpi4py.MPI.DISTRIBUTE_DFLT_DARG: int = DISTRIBUTE_DFLT_DARG
              Constant DISTRIBUTE_DFLT_DARG of type int

   mpi4py.MPI.COMBINER_NAMED
       mpi4py.MPI.COMBINER_NAMED: int = COMBINER_NAMED
              Constant COMBINER_NAMED of type int

   mpi4py.MPI.COMBINER_DUP
       mpi4py.MPI.COMBINER_DUP: int = COMBINER_DUP
              Constant COMBINER_DUP of type int

   mpi4py.MPI.COMBINER_CONTIGUOUS
       mpi4py.MPI.COMBINER_CONTIGUOUS: int = COMBINER_CONTIGUOUS
              Constant COMBINER_CONTIGUOUS of type int

   mpi4py.MPI.COMBINER_VECTOR
       mpi4py.MPI.COMBINER_VECTOR: int = COMBINER_VECTOR
              Constant COMBINER_VECTOR of type int

   mpi4py.MPI.COMBINER_HVECTOR
       mpi4py.MPI.COMBINER_HVECTOR: int = COMBINER_HVECTOR
              Constant COMBINER_HVECTOR of type int

   mpi4py.MPI.COMBINER_INDEXED
       mpi4py.MPI.COMBINER_INDEXED: int = COMBINER_INDEXED
              Constant COMBINER_INDEXED of type int

   mpi4py.MPI.COMBINER_HINDEXED
       mpi4py.MPI.COMBINER_HINDEXED: int = COMBINER_HINDEXED
              Constant COMBINER_HINDEXED of type int

   mpi4py.MPI.COMBINER_INDEXED_BLOCK
       mpi4py.MPI.COMBINER_INDEXED_BLOCK: int = COMBINER_INDEXED_BLOCK
              Constant COMBINER_INDEXED_BLOCK of type int

   mpi4py.MPI.COMBINER_HINDEXED_BLOCK
       mpi4py.MPI.COMBINER_HINDEXED_BLOCK: int = COMBINER_HINDEXED_BLOCK
              Constant COMBINER_HINDEXED_BLOCK of type int

   mpi4py.MPI.COMBINER_STRUCT
       mpi4py.MPI.COMBINER_STRUCT: int = COMBINER_STRUCT
              Constant COMBINER_STRUCT of type int

   mpi4py.MPI.COMBINER_SUBARRAY
       mpi4py.MPI.COMBINER_SUBARRAY: int = COMBINER_SUBARRAY
              Constant COMBINER_SUBARRAY of type int

   mpi4py.MPI.COMBINER_DARRAY
       mpi4py.MPI.COMBINER_DARRAY: int = COMBINER_DARRAY
              Constant COMBINER_DARRAY of type int

   mpi4py.MPI.COMBINER_RESIZED
       mpi4py.MPI.COMBINER_RESIZED: int = COMBINER_RESIZED
              Constant COMBINER_RESIZED of type int

   mpi4py.MPI.COMBINER_VALUE_INDEX
       mpi4py.MPI.COMBINER_VALUE_INDEX: int = COMBINER_VALUE_INDEX
              Constant COMBINER_VALUE_INDEX of type int

   mpi4py.MPI.COMBINER_F90_INTEGER
       mpi4py.MPI.COMBINER_F90_INTEGER: int = COMBINER_F90_INTEGER
              Constant COMBINER_F90_INTEGER of type int

   mpi4py.MPI.COMBINER_F90_REAL
       mpi4py.MPI.COMBINER_F90_REAL: int = COMBINER_F90_REAL
              Constant COMBINER_F90_REAL of type int

   mpi4py.MPI.COMBINER_F90_COMPLEX
       mpi4py.MPI.COMBINER_F90_COMPLEX: int = COMBINER_F90_COMPLEX
              Constant COMBINER_F90_COMPLEX of type int

   mpi4py.MPI.F_SOURCE
       mpi4py.MPI.F_SOURCE: int = F_SOURCE
              Constant F_SOURCE of type int

   mpi4py.MPI.F_TAG
       mpi4py.MPI.F_TAG: int = F_TAG
              Constant F_TAG of type int

   mpi4py.MPI.F_ERROR
       mpi4py.MPI.F_ERROR: int = F_ERROR
              Constant F_ERROR of type int

   mpi4py.MPI.F_STATUS_SIZE
       mpi4py.MPI.F_STATUS_SIZE: int = F_STATUS_SIZE
              Constant F_STATUS_SIZE of type int

   mpi4py.MPI.IDENT
       mpi4py.MPI.IDENT: int = IDENT
              Constant IDENT of type int

   mpi4py.MPI.CONGRUENT
       mpi4py.MPI.CONGRUENT: int = CONGRUENT
              Constant CONGRUENT of type int

   mpi4py.MPI.SIMILAR
       mpi4py.MPI.SIMILAR: int = SIMILAR
              Constant SIMILAR of type int

   mpi4py.MPI.UNEQUAL
       mpi4py.MPI.UNEQUAL: int = UNEQUAL
              Constant UNEQUAL of type int

   mpi4py.MPI.CART
       mpi4py.MPI.CART: int = CART
              Constant CART of type int

   mpi4py.MPI.GRAPH
       mpi4py.MPI.GRAPH: int = GRAPH
              Constant GRAPH of type int

   mpi4py.MPI.DIST_GRAPH
       mpi4py.MPI.DIST_GRAPH: int = DIST_GRAPH
              Constant DIST_GRAPH of type int

   mpi4py.MPI.UNWEIGHTED
       mpi4py.MPI.UNWEIGHTED: int = UNWEIGHTED
              Constant UNWEIGHTED of type int

   mpi4py.MPI.WEIGHTS_EMPTY
       mpi4py.MPI.WEIGHTS_EMPTY: int = WEIGHTS_EMPTY
              Constant WEIGHTS_EMPTY of type int

   mpi4py.MPI.COMM_TYPE_SHARED
       mpi4py.MPI.COMM_TYPE_SHARED: int = COMM_TYPE_SHARED
              Constant COMM_TYPE_SHARED of type int

   mpi4py.MPI.COMM_TYPE_HW_GUIDED
       mpi4py.MPI.COMM_TYPE_HW_GUIDED: int = COMM_TYPE_HW_GUIDED
              Constant COMM_TYPE_HW_GUIDED of type int

   mpi4py.MPI.COMM_TYPE_HW_UNGUIDED
       mpi4py.MPI.COMM_TYPE_HW_UNGUIDED: int = COMM_TYPE_HW_UNGUIDED
              Constant COMM_TYPE_HW_UNGUIDED of type int

   mpi4py.MPI.COMM_TYPE_RESOURCE_GUIDED
       mpi4py.MPI.COMM_TYPE_RESOURCE_GUIDED: int = COMM_TYPE_RESOURCE_GUIDED
              Constant COMM_TYPE_RESOURCE_GUIDED of type int

   mpi4py.MPI.BSEND_OVERHEAD
       mpi4py.MPI.BSEND_OVERHEAD: int = BSEND_OVERHEAD
              Constant BSEND_OVERHEAD of type int

   mpi4py.MPI.BUFFER_AUTOMATIC
       mpi4py.MPI.BUFFER_AUTOMATIC: BufferAutomaticType = BUFFER_AUTOMATIC
              Constant BUFFER_AUTOMATIC of type BufferAutomaticType

   mpi4py.MPI.WIN_FLAVOR_CREATE
       mpi4py.MPI.WIN_FLAVOR_CREATE: int = WIN_FLAVOR_CREATE
              Constant WIN_FLAVOR_CREATE of type int

   mpi4py.MPI.WIN_FLAVOR_ALLOCATE
       mpi4py.MPI.WIN_FLAVOR_ALLOCATE: int = WIN_FLAVOR_ALLOCATE
              Constant WIN_FLAVOR_ALLOCATE of type int

   mpi4py.MPI.WIN_FLAVOR_DYNAMIC
       mpi4py.MPI.WIN_FLAVOR_DYNAMIC: int = WIN_FLAVOR_DYNAMIC
              Constant WIN_FLAVOR_DYNAMIC of type int

   mpi4py.MPI.WIN_FLAVOR_SHARED
       mpi4py.MPI.WIN_FLAVOR_SHARED: int = WIN_FLAVOR_SHARED
              Constant WIN_FLAVOR_SHARED of type int

   mpi4py.MPI.WIN_SEPARATE
       mpi4py.MPI.WIN_SEPARATE: int = WIN_SEPARATE
              Constant WIN_SEPARATE of type int

   mpi4py.MPI.WIN_UNIFIED
       mpi4py.MPI.WIN_UNIFIED: int = WIN_UNIFIED
              Constant WIN_UNIFIED of type int

   mpi4py.MPI.MODE_NOCHECK
       mpi4py.MPI.MODE_NOCHECK: int = MODE_NOCHECK
              Constant MODE_NOCHECK of type int

   mpi4py.MPI.MODE_NOSTORE
       mpi4py.MPI.MODE_NOSTORE: int = MODE_NOSTORE
              Constant MODE_NOSTORE of type int

   mpi4py.MPI.MODE_NOPUT
       mpi4py.MPI.MODE_NOPUT: int = MODE_NOPUT
              Constant MODE_NOPUT of type int

   mpi4py.MPI.MODE_NOPRECEDE
       mpi4py.MPI.MODE_NOPRECEDE: int = MODE_NOPRECEDE
              Constant MODE_NOPRECEDE of type int

   mpi4py.MPI.MODE_NOSUCCEED
       mpi4py.MPI.MODE_NOSUCCEED: int = MODE_NOSUCCEED
              Constant MODE_NOSUCCEED of type int

   mpi4py.MPI.LOCK_EXCLUSIVE
       mpi4py.MPI.LOCK_EXCLUSIVE: int = LOCK_EXCLUSIVE
              Constant LOCK_EXCLUSIVE of type int

   mpi4py.MPI.LOCK_SHARED
       mpi4py.MPI.LOCK_SHARED: int = LOCK_SHARED
              Constant LOCK_SHARED of type int

   mpi4py.MPI.MODE_RDONLY
       mpi4py.MPI.MODE_RDONLY: int = MODE_RDONLY
              Constant MODE_RDONLY of type int

   mpi4py.MPI.MODE_WRONLY
       mpi4py.MPI.MODE_WRONLY: int = MODE_WRONLY
              Constant MODE_WRONLY of type int

   mpi4py.MPI.MODE_RDWR
       mpi4py.MPI.MODE_RDWR: int = MODE_RDWR
              Constant MODE_RDWR of type int

   mpi4py.MPI.MODE_CREATE
       mpi4py.MPI.MODE_CREATE: int = MODE_CREATE
              Constant MODE_CREATE of type int

   mpi4py.MPI.MODE_EXCL
       mpi4py.MPI.MODE_EXCL: int = MODE_EXCL
              Constant MODE_EXCL of type int

   mpi4py.MPI.MODE_DELETE_ON_CLOSE
       mpi4py.MPI.MODE_DELETE_ON_CLOSE: int = MODE_DELETE_ON_CLOSE
              Constant MODE_DELETE_ON_CLOSE of type int

   mpi4py.MPI.MODE_UNIQUE_OPEN
       mpi4py.MPI.MODE_UNIQUE_OPEN: int = MODE_UNIQUE_OPEN
              Constant MODE_UNIQUE_OPEN of type int

   mpi4py.MPI.MODE_SEQUENTIAL
       mpi4py.MPI.MODE_SEQUENTIAL: int = MODE_SEQUENTIAL
              Constant MODE_SEQUENTIAL of type int

   mpi4py.MPI.MODE_APPEND
       mpi4py.MPI.MODE_APPEND: int = MODE_APPEND
              Constant MODE_APPEND of type int

   mpi4py.MPI.SEEK_SET
       mpi4py.MPI.SEEK_SET: int = SEEK_SET
              Constant SEEK_SET of type int

   mpi4py.MPI.SEEK_CUR
       mpi4py.MPI.SEEK_CUR: int = SEEK_CUR
              Constant SEEK_CUR of type int

   mpi4py.MPI.SEEK_END
       mpi4py.MPI.SEEK_END: int = SEEK_END
              Constant SEEK_END of type int

   mpi4py.MPI.DISPLACEMENT_CURRENT
       mpi4py.MPI.DISPLACEMENT_CURRENT: int = DISPLACEMENT_CURRENT
              Constant DISPLACEMENT_CURRENT of type int

   mpi4py.MPI.DISP_CUR
       mpi4py.MPI.DISP_CUR: int = DISP_CUR
              Constant DISP_CUR of type int

   mpi4py.MPI.THREAD_SINGLE
       mpi4py.MPI.THREAD_SINGLE: int = THREAD_SINGLE
              Constant THREAD_SINGLE of type int

   mpi4py.MPI.THREAD_FUNNELED
       mpi4py.MPI.THREAD_FUNNELED: int = THREAD_FUNNELED
              Constant THREAD_FUNNELED of type int

   mpi4py.MPI.THREAD_SERIALIZED
       mpi4py.MPI.THREAD_SERIALIZED: int = THREAD_SERIALIZED
              Constant THREAD_SERIALIZED of type int

   mpi4py.MPI.THREAD_MULTIPLE
       mpi4py.MPI.THREAD_MULTIPLE: int = THREAD_MULTIPLE
              Constant THREAD_MULTIPLE of type int

   mpi4py.MPI.VERSION
       mpi4py.MPI.VERSION: int = VERSION
              Constant VERSION of type int

   mpi4py.MPI.SUBVERSION
       mpi4py.MPI.SUBVERSION: int = SUBVERSION
              Constant SUBVERSION of type int

   mpi4py.MPI.MAX_PROCESSOR_NAME
       mpi4py.MPI.MAX_PROCESSOR_NAME: int = MAX_PROCESSOR_NAME
              Constant MAX_PROCESSOR_NAME of type int

   mpi4py.MPI.MAX_ERROR_STRING
       mpi4py.MPI.MAX_ERROR_STRING: int = MAX_ERROR_STRING
              Constant MAX_ERROR_STRING of type int

   mpi4py.MPI.MAX_PORT_NAME
       mpi4py.MPI.MAX_PORT_NAME: int = MAX_PORT_NAME
              Constant MAX_PORT_NAME of type int

   mpi4py.MPI.MAX_INFO_KEY
       mpi4py.MPI.MAX_INFO_KEY: int = MAX_INFO_KEY
              Constant MAX_INFO_KEY of type int

   mpi4py.MPI.MAX_INFO_VAL
       mpi4py.MPI.MAX_INFO_VAL: int = MAX_INFO_VAL
              Constant MAX_INFO_VAL of type int

   mpi4py.MPI.MAX_OBJECT_NAME
       mpi4py.MPI.MAX_OBJECT_NAME: int = MAX_OBJECT_NAME
              Constant MAX_OBJECT_NAME of type int

   mpi4py.MPI.MAX_DATAREP_STRING
       mpi4py.MPI.MAX_DATAREP_STRING: int = MAX_DATAREP_STRING
              Constant MAX_DATAREP_STRING of type int

   mpi4py.MPI.MAX_LIBRARY_VERSION_STRING
       mpi4py.MPI.MAX_LIBRARY_VERSION_STRING: int = MAX_LIBRARY_VERSION_STRING
              Constant MAX_LIBRARY_VERSION_STRING of type int

   mpi4py.MPI.MAX_PSET_NAME_LEN
       mpi4py.MPI.MAX_PSET_NAME_LEN: int = MAX_PSET_NAME_LEN
              Constant MAX_PSET_NAME_LEN of type int

   mpi4py.MPI.MAX_STRINGTAG_LEN
       mpi4py.MPI.MAX_STRINGTAG_LEN: int = MAX_STRINGTAG_LEN
              Constant MAX_STRINGTAG_LEN of type int

   mpi4py.MPI.DATATYPE_NULL
       mpi4py.MPI.DATATYPE_NULL: Datatype = DATATYPE_NULL
              Object DATATYPE_NULL of type Datatype

   mpi4py.MPI.PACKED
       mpi4py.MPI.PACKED: Datatype = PACKED
              Object PACKED of type Datatype

   mpi4py.MPI.BYTE
       mpi4py.MPI.BYTE: Datatype = BYTE
              Object BYTE of type Datatype

   mpi4py.MPI.AINT
       mpi4py.MPI.AINT: Datatype = AINT
              Object AINT of type Datatype

   mpi4py.MPI.OFFSET
       mpi4py.MPI.OFFSET: Datatype = OFFSET
              Object OFFSET of type Datatype

   mpi4py.MPI.COUNT
       mpi4py.MPI.COUNT: Datatype = COUNT
              Object COUNT of type Datatype

   mpi4py.MPI.CHAR
       mpi4py.MPI.CHAR: Datatype = CHAR
              Object CHAR of type Datatype

   mpi4py.MPI.WCHAR
       mpi4py.MPI.WCHAR: Datatype = WCHAR
              Object WCHAR of type Datatype

   mpi4py.MPI.SIGNED_CHAR
       mpi4py.MPI.SIGNED_CHAR: Datatype = SIGNED_CHAR
              Object SIGNED_CHAR of type Datatype

   mpi4py.MPI.SHORT
       mpi4py.MPI.SHORT: Datatype = SHORT
              Object SHORT of type Datatype

   mpi4py.MPI.INT
       mpi4py.MPI.INT: Datatype = INT
              Object INT of type Datatype

   mpi4py.MPI.LONG
       mpi4py.MPI.LONG: Datatype = LONG
              Object LONG of type Datatype

   mpi4py.MPI.LONG_LONG
       mpi4py.MPI.LONG_LONG: Datatype = LONG_LONG
              Object LONG_LONG of type Datatype

   mpi4py.MPI.UNSIGNED_CHAR
       mpi4py.MPI.UNSIGNED_CHAR: Datatype = UNSIGNED_CHAR
              Object UNSIGNED_CHAR of type Datatype

   mpi4py.MPI.UNSIGNED_SHORT
       mpi4py.MPI.UNSIGNED_SHORT: Datatype = UNSIGNED_SHORT
              Object UNSIGNED_SHORT of type Datatype

   mpi4py.MPI.UNSIGNED
       mpi4py.MPI.UNSIGNED: Datatype = UNSIGNED
              Object UNSIGNED of type Datatype

   mpi4py.MPI.UNSIGNED_LONG
       mpi4py.MPI.UNSIGNED_LONG: Datatype = UNSIGNED_LONG
              Object UNSIGNED_LONG of type Datatype

   mpi4py.MPI.UNSIGNED_LONG_LONG
       mpi4py.MPI.UNSIGNED_LONG_LONG: Datatype = UNSIGNED_LONG_LONG
              Object UNSIGNED_LONG_LONG of type Datatype

   mpi4py.MPI.FLOAT
       mpi4py.MPI.FLOAT: Datatype = FLOAT
              Object FLOAT of type Datatype

   mpi4py.MPI.DOUBLE
       mpi4py.MPI.DOUBLE: Datatype = DOUBLE
              Object DOUBLE of type Datatype

   mpi4py.MPI.LONG_DOUBLE
       mpi4py.MPI.LONG_DOUBLE: Datatype = LONG_DOUBLE
              Object LONG_DOUBLE of type Datatype

   mpi4py.MPI.C_BOOL
       mpi4py.MPI.C_BOOL: Datatype = C_BOOL
              Object C_BOOL of type Datatype

   mpi4py.MPI.INT8_T
       mpi4py.MPI.INT8_T: Datatype = INT8_T
              Object INT8_T of type Datatype

   mpi4py.MPI.INT16_T
       mpi4py.MPI.INT16_T: Datatype = INT16_T
              Object INT16_T of type Datatype

   mpi4py.MPI.INT32_T
       mpi4py.MPI.INT32_T: Datatype = INT32_T
              Object INT32_T of type Datatype

   mpi4py.MPI.INT64_T
       mpi4py.MPI.INT64_T: Datatype = INT64_T
              Object INT64_T of type Datatype

   mpi4py.MPI.UINT8_T
       mpi4py.MPI.UINT8_T: Datatype = UINT8_T
              Object UINT8_T of type Datatype

   mpi4py.MPI.UINT16_T
       mpi4py.MPI.UINT16_T: Datatype = UINT16_T
              Object UINT16_T of type Datatype

   mpi4py.MPI.UINT32_T
       mpi4py.MPI.UINT32_T: Datatype = UINT32_T
              Object UINT32_T of type Datatype

   mpi4py.MPI.UINT64_T
       mpi4py.MPI.UINT64_T: Datatype = UINT64_T
              Object UINT64_T of type Datatype

   mpi4py.MPI.C_COMPLEX
       mpi4py.MPI.C_COMPLEX: Datatype = C_COMPLEX
              Object C_COMPLEX of type Datatype

   mpi4py.MPI.C_FLOAT_COMPLEX
       mpi4py.MPI.C_FLOAT_COMPLEX: Datatype = C_FLOAT_COMPLEX
              Object C_FLOAT_COMPLEX of type Datatype

   mpi4py.MPI.C_DOUBLE_COMPLEX
       mpi4py.MPI.C_DOUBLE_COMPLEX: Datatype = C_DOUBLE_COMPLEX
              Object C_DOUBLE_COMPLEX of type Datatype

   mpi4py.MPI.C_LONG_DOUBLE_COMPLEX
       mpi4py.MPI.C_LONG_DOUBLE_COMPLEX: Datatype = C_LONG_DOUBLE_COMPLEX
              Object C_LONG_DOUBLE_COMPLEX of type Datatype

   mpi4py.MPI.CXX_BOOL
       mpi4py.MPI.CXX_BOOL: Datatype = CXX_BOOL
              Object CXX_BOOL of type Datatype

   mpi4py.MPI.CXX_FLOAT_COMPLEX
       mpi4py.MPI.CXX_FLOAT_COMPLEX: Datatype = CXX_FLOAT_COMPLEX
              Object CXX_FLOAT_COMPLEX of type Datatype

   mpi4py.MPI.CXX_DOUBLE_COMPLEX
       mpi4py.MPI.CXX_DOUBLE_COMPLEX: Datatype = CXX_DOUBLE_COMPLEX
              Object CXX_DOUBLE_COMPLEX of type Datatype

   mpi4py.MPI.CXX_LONG_DOUBLE_COMPLEX
       mpi4py.MPI.CXX_LONG_DOUBLE_COMPLEX: Datatype = CXX_LONG_DOUBLE_COMPLEX
              Object CXX_LONG_DOUBLE_COMPLEX of type Datatype

   mpi4py.MPI.SHORT_INT
       mpi4py.MPI.SHORT_INT: Datatype = SHORT_INT
              Object SHORT_INT of type Datatype

   mpi4py.MPI.INT_INT
       mpi4py.MPI.INT_INT: Datatype = INT_INT
              Object INT_INT of type Datatype

   mpi4py.MPI.TWOINT
       mpi4py.MPI.TWOINT: Datatype = TWOINT
              Object TWOINT of type Datatype

   mpi4py.MPI.LONG_INT
       mpi4py.MPI.LONG_INT: Datatype = LONG_INT
              Object LONG_INT of type Datatype

   mpi4py.MPI.FLOAT_INT
       mpi4py.MPI.FLOAT_INT: Datatype = FLOAT_INT
              Object FLOAT_INT of type Datatype

   mpi4py.MPI.DOUBLE_INT
       mpi4py.MPI.DOUBLE_INT: Datatype = DOUBLE_INT
              Object DOUBLE_INT of type Datatype

   mpi4py.MPI.LONG_DOUBLE_INT
       mpi4py.MPI.LONG_DOUBLE_INT: Datatype = LONG_DOUBLE_INT
              Object LONG_DOUBLE_INT of type Datatype

   mpi4py.MPI.CHARACTER
       mpi4py.MPI.CHARACTER: Datatype = CHARACTER
              Object CHARACTER of type Datatype

   mpi4py.MPI.LOGICAL
       mpi4py.MPI.LOGICAL: Datatype = LOGICAL
              Object LOGICAL of type Datatype

   mpi4py.MPI.INTEGER
       mpi4py.MPI.INTEGER: Datatype = INTEGER
              Object INTEGER of type Datatype

   mpi4py.MPI.REAL
       mpi4py.MPI.REAL: Datatype = REAL
              Object REAL of type Datatype

   mpi4py.MPI.DOUBLE_PRECISION
       mpi4py.MPI.DOUBLE_PRECISION: Datatype = DOUBLE_PRECISION
              Object DOUBLE_PRECISION of type Datatype

   mpi4py.MPI.COMPLEX
       mpi4py.MPI.COMPLEX: Datatype = COMPLEX
              Object COMPLEX of type Datatype

   mpi4py.MPI.DOUBLE_COMPLEX
       mpi4py.MPI.DOUBLE_COMPLEX: Datatype = DOUBLE_COMPLEX
              Object DOUBLE_COMPLEX of type Datatype

   mpi4py.MPI.LOGICAL1
       mpi4py.MPI.LOGICAL1: Datatype = LOGICAL1
              Object LOGICAL1 of type Datatype

   mpi4py.MPI.LOGICAL2
       mpi4py.MPI.LOGICAL2: Datatype = LOGICAL2
              Object LOGICAL2 of type Datatype

   mpi4py.MPI.LOGICAL4
       mpi4py.MPI.LOGICAL4: Datatype = LOGICAL4
              Object LOGICAL4 of type Datatype

   mpi4py.MPI.LOGICAL8
       mpi4py.MPI.LOGICAL8: Datatype = LOGICAL8
              Object LOGICAL8 of type Datatype

   mpi4py.MPI.INTEGER1
       mpi4py.MPI.INTEGER1: Datatype = INTEGER1
              Object INTEGER1 of type Datatype

   mpi4py.MPI.INTEGER2
       mpi4py.MPI.INTEGER2: Datatype = INTEGER2
              Object INTEGER2 of type Datatype

   mpi4py.MPI.INTEGER4
       mpi4py.MPI.INTEGER4: Datatype = INTEGER4
              Object INTEGER4 of type Datatype

   mpi4py.MPI.INTEGER8
       mpi4py.MPI.INTEGER8: Datatype = INTEGER8
              Object INTEGER8 of type Datatype

   mpi4py.MPI.INTEGER16
       mpi4py.MPI.INTEGER16: Datatype = INTEGER16
              Object INTEGER16 of type Datatype

   mpi4py.MPI.REAL2
       mpi4py.MPI.REAL2: Datatype = REAL2
              Object REAL2 of type Datatype

   mpi4py.MPI.REAL4
       mpi4py.MPI.REAL4: Datatype = REAL4
              Object REAL4 of type Datatype

   mpi4py.MPI.REAL8
       mpi4py.MPI.REAL8: Datatype = REAL8
              Object REAL8 of type Datatype

   mpi4py.MPI.REAL16
       mpi4py.MPI.REAL16: Datatype = REAL16
              Object REAL16 of type Datatype

   mpi4py.MPI.COMPLEX4
       mpi4py.MPI.COMPLEX4: Datatype = COMPLEX4
              Object COMPLEX4 of type Datatype

   mpi4py.MPI.COMPLEX8
       mpi4py.MPI.COMPLEX8: Datatype = COMPLEX8
              Object COMPLEX8 of type Datatype

   mpi4py.MPI.COMPLEX16
       mpi4py.MPI.COMPLEX16: Datatype = COMPLEX16
              Object COMPLEX16 of type Datatype

   mpi4py.MPI.COMPLEX32
       mpi4py.MPI.COMPLEX32: Datatype = COMPLEX32
              Object COMPLEX32 of type Datatype

   mpi4py.MPI.UNSIGNED_INT
       mpi4py.MPI.UNSIGNED_INT: Datatype = UNSIGNED_INT
              Object UNSIGNED_INT of type Datatype

   mpi4py.MPI.SIGNED_SHORT
       mpi4py.MPI.SIGNED_SHORT: Datatype = SIGNED_SHORT
              Object SIGNED_SHORT of type Datatype

   mpi4py.MPI.SIGNED_INT
       mpi4py.MPI.SIGNED_INT: Datatype = SIGNED_INT
              Object SIGNED_INT of type Datatype

   mpi4py.MPI.SIGNED_LONG
       mpi4py.MPI.SIGNED_LONG: Datatype = SIGNED_LONG
              Object SIGNED_LONG of type Datatype

   mpi4py.MPI.SIGNED_LONG_LONG
       mpi4py.MPI.SIGNED_LONG_LONG: Datatype = SIGNED_LONG_LONG
              Object SIGNED_LONG_LONG of type Datatype

   mpi4py.MPI.BOOL
       mpi4py.MPI.BOOL: Datatype = BOOL
              Object BOOL of type Datatype

   mpi4py.MPI.SINT8_T
       mpi4py.MPI.SINT8_T: Datatype = SINT8_T
              Object SINT8_T of type Datatype

   mpi4py.MPI.SINT16_T
       mpi4py.MPI.SINT16_T: Datatype = SINT16_T
              Object SINT16_T of type Datatype

   mpi4py.MPI.SINT32_T
       mpi4py.MPI.SINT32_T: Datatype = SINT32_T
              Object SINT32_T of type Datatype

   mpi4py.MPI.SINT64_T
       mpi4py.MPI.SINT64_T: Datatype = SINT64_T
              Object SINT64_T of type Datatype

   mpi4py.MPI.F_BOOL
       mpi4py.MPI.F_BOOL: Datatype = F_BOOL
              Object F_BOOL of type Datatype

   mpi4py.MPI.F_INT
       mpi4py.MPI.F_INT: Datatype = F_INT
              Object F_INT of type Datatype

   mpi4py.MPI.F_FLOAT
       mpi4py.MPI.F_FLOAT: Datatype = F_FLOAT
              Object F_FLOAT of type Datatype

   mpi4py.MPI.F_DOUBLE
       mpi4py.MPI.F_DOUBLE: Datatype = F_DOUBLE
              Object F_DOUBLE of type Datatype

   mpi4py.MPI.F_COMPLEX
       mpi4py.MPI.F_COMPLEX: Datatype = F_COMPLEX
              Object F_COMPLEX of type Datatype

   mpi4py.MPI.F_FLOAT_COMPLEX
       mpi4py.MPI.F_FLOAT_COMPLEX: Datatype = F_FLOAT_COMPLEX
              Object F_FLOAT_COMPLEX of type Datatype

   mpi4py.MPI.F_DOUBLE_COMPLEX
       mpi4py.MPI.F_DOUBLE_COMPLEX: Datatype = F_DOUBLE_COMPLEX
              Object F_DOUBLE_COMPLEX of type Datatype

   mpi4py.MPI.REQUEST_NULL
       mpi4py.MPI.REQUEST_NULL: Request = REQUEST_NULL
              Object REQUEST_NULL of type Request

   mpi4py.MPI.MESSAGE_NULL
       mpi4py.MPI.MESSAGE_NULL: Message = MESSAGE_NULL
              Object MESSAGE_NULL of type Message

   mpi4py.MPI.MESSAGE_NO_PROC
       mpi4py.MPI.MESSAGE_NO_PROC: Message = MESSAGE_NO_PROC
              Object MESSAGE_NO_PROC of type Message

   mpi4py.MPI.OP_NULL
       mpi4py.MPI.OP_NULL: Op = OP_NULL
              Object OP_NULL of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.MAX
       mpi4py.MPI.MAX: Op = MAX
              Object MAX of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.MIN
       mpi4py.MPI.MIN: Op = MIN
              Object MIN of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.SUM
       mpi4py.MPI.SUM: Op = SUM
              Object SUM of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.PROD
       mpi4py.MPI.PROD: Op = PROD
              Object PROD of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.LAND
       mpi4py.MPI.LAND: Op = LAND
              Object LAND of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.BAND
       mpi4py.MPI.BAND: Op = BAND
              Object BAND of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.LOR
       mpi4py.MPI.LOR: Op = LOR
              Object LOR of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.BOR
       mpi4py.MPI.BOR: Op = BOR
              Object BOR of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.LXOR
       mpi4py.MPI.LXOR: Op = LXOR
              Object LXOR of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.BXOR
       mpi4py.MPI.BXOR: Op = BXOR
              Object BXOR of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.MAXLOC
       mpi4py.MPI.MAXLOC: Op = MAXLOC
              Object MAXLOC of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.MINLOC
       mpi4py.MPI.MINLOC: Op = MINLOC
              Object MINLOC of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.REPLACE
       mpi4py.MPI.REPLACE: Op = REPLACE
              Object REPLACE of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.NO_OP
       mpi4py.MPI.NO_OP: Op = NO_OP
              Object NO_OP of type Op

              Parametersx (Any)

                     • y (Any)

              Return type
                     Any

   mpi4py.MPI.GROUP_NULL
       mpi4py.MPI.GROUP_NULL: Group = GROUP_NULL
              Object GROUP_NULL of type Group

   mpi4py.MPI.GROUP_EMPTY
       mpi4py.MPI.GROUP_EMPTY: Group = GROUP_EMPTY
              Object GROUP_EMPTY of type Group

   mpi4py.MPI.INFO_NULL
       mpi4py.MPI.INFO_NULL: Info = INFO_NULL
              Object INFO_NULL of type Info

   mpi4py.MPI.INFO_ENV
       mpi4py.MPI.INFO_ENV: Info = INFO_ENV
              Object INFO_ENV of type Info

   mpi4py.MPI.ERRHANDLER_NULL
       mpi4py.MPI.ERRHANDLER_NULL: Errhandler = ERRHANDLER_NULL
              Object ERRHANDLER_NULL of type Errhandler

   mpi4py.MPI.ERRORS_RETURN
       mpi4py.MPI.ERRORS_RETURN: Errhandler = ERRORS_RETURN
              Object ERRORS_RETURN of type Errhandler

   mpi4py.MPI.ERRORS_ABORT
       mpi4py.MPI.ERRORS_ABORT: Errhandler = ERRORS_ABORT
              Object ERRORS_ABORT of type Errhandler

   mpi4py.MPI.ERRORS_ARE_FATAL
       mpi4py.MPI.ERRORS_ARE_FATAL: Errhandler = ERRORS_ARE_FATAL
              Object ERRORS_ARE_FATAL of type Errhandler

   mpi4py.MPI.SESSION_NULL
       mpi4py.MPI.SESSION_NULL: Session = SESSION_NULL
              Object SESSION_NULL of type Session

   mpi4py.MPI.COMM_NULL
       mpi4py.MPI.COMM_NULL: Comm = COMM_NULL
              Object COMM_NULL of type Comm

   mpi4py.MPI.COMM_SELF
       mpi4py.MPI.COMM_SELF: Intracomm = COMM_SELF
              Object COMM_SELF of type Intracomm

   mpi4py.MPI.COMM_WORLD
       mpi4py.MPI.COMM_WORLD: Intracomm = COMM_WORLD
              Object COMM_WORLD of type Intracomm

   mpi4py.MPI.WIN_NULL
       mpi4py.MPI.WIN_NULL: Win = WIN_NULL
              Object WIN_NULL of type Win

   mpi4py.MPI.FILE_NULL
       mpi4py.MPI.FILE_NULL: File = FILE_NULL
              Object FILE_NULL of type File

   mpi4py.MPI.pickle
       mpi4py.MPI.pickle: Pickle = <mpi4py.MPI.Pickle object>
              Object pickle of type Pickle

CITATION

       If MPI for Python been significant to a project that leads to an academic publication, please acknowledge
       that fact by citing the project.

       • M. Rogowski, S. Aseeri, D. Keyes, and L. Dalcin, mpi4py.futures: MPI-Based Asynchronous Task  Execution
         for   Python,   IEEE  Transactions  on  Parallel  and  Distributed  Systems,  34(2):611-622,  2023.   ‐
         https://doi.org/10.1109/TPDS.2022.3225481

       • L. Dalcin and Y.-L. L. Fang, mpi4py: Status Update After 12 Years of Development, Computing in  Science
         & Engineering, 23(4):47-54, 2021.  https://doi.org/10.1109/MCSE.2021.3083216

       • L.  Dalcin,  P.  Kler,  R. Paz, and A. Cosimo, Parallel Distributed Computing using Python, Advances in
         Water Resources, 34(9):1124-1139, 2011.  https://doi.org/10.1016/j.advwatres.2011.04.013

       • L. Dalcin, R. Paz, M. Storti, and J.  D’Elia,  MPI  for  Python:  performance  improvements  and  MPI-2
         extensions,    Journal    of    Parallel   and   Distributed   Computing,   68(5):655-662,   2008.    ‐
         https://doi.org/10.1016/j.jpdc.2007.09.005

       • L. Dalcin, R. Paz, and M. Storti, MPI for  Python,  Journal  of  Parallel  and  Distributed  Computing,
         65(9):1108-1115, 2005.  https://doi.org/10.1016/j.jpdc.2005.03.010

INSTALLATION

   Build backends
       mpi4py  supports  three  different build backends: setuptools (default), scikit-build-core (CMake-based),
       and meson-python (Meson-based). The build backend can be selected  by  setting  the  MPI4PY_BUILD_BACKEND
       environment variable.

       MPI4PY_BUILD_BACKEND

              Choices
                     "setuptools", "scikit-build-core", "meson-python"

              Default
                     "setuptools"

              Request a build backend for building mpi4py from sources.

   Using setuptools
       TIP:
          Set the MPI4PY_BUILD_BACKEND environment variable to "setuptools" to use the setuptools build backend.

       When  using  the default setuptools build backend, mpi4py relies on the legacy Python distutils framework
       to build C extension modules.  The following environment variables affect the build configuration.

       MPI4PY_BUILD_MPICC
              The mpicc compiler wrapper command is searched for in the executable search path (PATH environment
              variable) and used  to  compile  the  mpi4py.MPI  C  extension  module.   Alternatively,  use  the
              MPI4PY_BUILD_MPICC environment variable to the full path or command corresponding to the MPI-aware
              C compiler.

       MPI4PY_BUILD_MPILD
              The  mpicc  compiler  wrapper  command is also used for linking the mpi4py.MPI C extension module.
              Alternatively, use the MPI4PY_BUILD_MPILD environment variable to specify the full path or command
              corresponding to the MPI-aware C linker.

       MPI4PY_BUILD_MPICFG
              If the MPI implementation does not provide a compiler wrapper, or it is not installed in a default
              system location, all relevant build information like include/library locations and  library  lists
              can be provided in an ini-style configuration file under a [mpi] section. mpi4py can then be asked
              to use the custom build information by setting the MPI4PY_BUILD_MPICFG environment variable to the
              full  path of the configuration file. As an example, see the mpi.cfg file located in the top level
              mpi4py source directory.

       MPI4PY_BUILD_CONFIGURE
              Some vendor MPI implementations may not provide complete coverage of  the  MPI  standard,  or  may
              provide  partial  features  of  newer MPI standard versions while advertising support for an older
              version.  Setting the MPI4PY_BUILD_CONFIGURE environment  variable  to  a  non-empty  string  will
              trigger  the  run  of  exhaustive  checks  for  the  availability of all MPI constants, predefined
              handles, and routines.

       The following environment variables are aliases for the ones described above. Having shorter names,  they
       are  convenient  for  occasional  use  in  the  command  line. Its usage is not recommended in automation
       scenarios like packaging recipes, deployment scripts, and container image creation.

       MPICC  Convenience alias for MPI4PY_BUILD_MPICC.

       MPILD  Convenience alias for MPI4PY_BUILD_MPILD.

       MPICFG Convenience alias for MPI4PY_BUILD_MPICFG.

   Using scikit-build-core
       TIP:
          Set the MPI4PY_BUILD_BACKEND environment variable to "scikit-build-core" to use the  scikit-build-core
          build backend.

       When  using  the  scikit-build-core  build  backend, mpi4py delegates all of MPI build configuration to ‐
       CMake’s FindMPI module. Besides the obvious advantage of cross-platform support, this delegation to CMake
       may be convenient in build environments exposing vendor software stacks  via  intricate  module  systems.
       Note  however  that  mpi4py  will  not be able to look for MPI routines available beyond the MPI standard
       version the MPI implementation advertises to  support  (via  the  MPI_VERSION  and  MPI_SUBVERSION  macro
       constants in the mpi.h header file), any missing MPI constant or symbol will prevent a successful build.

   Using meson-python
       TIP:
          Set  the  MPI4PY_BUILD_BACKEND  environment  variable  to "meson-python" to use the meson-python build
          backend.

       When using the meson-python build backend, mpi4py delegates build tasks to the Meson build system.

       WARNING:
          mpi4py support for the meson-python build backend is experimental. For the time being, users must  set
          the CC environment variable to the command or path corresponding to the mpicc C compiler wrapper.

   Using pip
       You can install the latest mpi4py release from its source distribution at PyPI using pip:

          $ python -m pip install mpi4py

       You can also install the in-development version with:

          $ python -m pip install git+https://github.com/mpi4py/mpi4py

       or:

          $ python -m pip install https://github.com/mpi4py/mpi4py/tarball/master

       NOTE:
          Installing  mpi4py  from  its  source  distribution  (available at PyPI) or Git source code repository
          (available at GitHub) requires a C compiler and a working MPI implementation with development  headers
          and libraries.

       WARNING:
          pip  keeps  previously  built  wheel files on its cache for future reuse. If you want to reinstall the
          mpi4py package using a different or updated MPI implementation, you have to either  first  remove  the
          cached wheel file with:

              $ python -m pip cache remove mpi4py

          or ask pip to disable the cache:

              $ python -m pip install --no-cache-dir mpi4py

   Using conda
       The  conda-forge  community  provides  ready-to-use  binary  packages  from an ever growing collection of
       software libraries built around the multi-platform conda package manager. Four  MPI  implementations  are
       available  on  conda-forge:  Open  MPI  (Linux  and macOS), MPICH (Linux and macOS), Intel MPI (Linux and
       Windows) and Microsoft MPI (Windows).  You can install mpi4py and your preferred MPI implementation using
       the conda package manager:

       • to use MPICH do:

            $ conda install -c conda-forge mpi4py mpich

       • to use Open MPI do:

            $ conda install -c conda-forge mpi4py openmpi

       • to use Intel MPI do:

            $ conda install -c conda-forge mpi4py impi_rt

       • to use Microsoft MPI do:

            $ conda install -c conda-forge mpi4py msmpi

       MPICH and many of  its  derivatives  are  ABI-compatible.  You  can  provide  the  package  specification
       mpich=X.Y.*=external_*  (where  X  and  Y  are  the major and minor version numbers) to request the conda
       package manager to use system-provided MPICH (or derivative) libraries. Similarly, you  can  provide  the
       package specification openmpi=X.Y.*=external_* to use system-provided Open MPI libraries.

       The  openmpi  package  on conda-forge has built-in CUDA support, but it is disabled by default. To enable
       it, follow the instruction outlined during conda install. Additionally, UCX  support  is  also  available
       once the ucx package is installed.

       WARNING:
          Binary  conda-forge  packages are built with a focus on compatibility. The MPICH and Open MPI packages
          are build in a constrained environment with relatively dated  OS  images.  Therefore,  they  may  lack
          support  for  high-performance features like cross-memory attach (XPMEM/CMA). In production scenarios,
          it is recommended to use external (either custom-built or system-provided) MPI installations. See  the
          relevant conda-forge documentation about using external MPI libraries .

   Linux
       On  Fedora  Linux systems (as well as RHEL and their derivatives using the EPEL software repository), you
       can install binary packages with the system package manager:

       • using dnf and the mpich package:

            $ sudo dnf install python3-mpi4py-mpich

       • using dnf and the openmpi package:

            $ sudo dnf install python3-mpi4py-openmpi

       Please remember to load the correct MPI module for your chosen MPI implementation:

       • for the mpich package do:

            $ module load mpi/mpich-$(arch)
            $ python -c "from mpi4py import MPI"

       • for the openmpi package do:

            $ module load mpi/openmpi-$(arch)
            $ python -c "from mpi4py import MPI"

       On Ubuntu Linux and Debian Linux systems, binary packages are available for installation using the system
       package manager:

          $ sudo apt install python3-mpi4py

       Note that on Ubuntu/Debian systems, the  mpi4py  package  uses  Open  MPI.  To  use  MPICH,  install  the
       libmpich-dev  and  python3-dev  packages  (and any other required development tools). Afterwards, install
       mpi4py from sources using pip.

   macOS
       macOS users can install mpi4py using the Homebrew package manager:

          $ brew install mpi4py

       Note that the Homebrew mpi4py package uses Open MPI. Alternatively, install the mpich  package  and  next
       install mpi4py from sources using pip.

   Windows
       Windows users can install mpi4py from binary wheels hosted on the Python Package Index (PyPI) using pip:

          $ python -m pip install mpi4py

       The  Windows  wheels  available  on PyPI are specially crafted to work with either the Intel MPI or the ‐
       Microsoft MPI runtime, therefore requiring a separate installation of any one of these packages.

       Intel MPI is under active development and supports recent version of the MPI standard. Intel MPI  can  be
       installed  with  pip  (see the impi-rt package on PyPI), being therefore straightforward to get it up and
       running within a Python environment. Intel MPI can also be installed system-wide as part of the Intel HPC
       Toolkit for Windows or via standalone online/offline installers.

DEVELOPMENT

   Prerequisites
       You need to have the following software properly installed to develop MPI for Python:

       • Python 3.6 or above.

       • The Cython compiler.

       • A working MPI implementation like MPICH or  Open  MPI,  preferably  supporting  MPI-4  and  built  with
         shared/dynamic libraries.

       Optionally, consider installing the following packages:

       • NumPy for enabling comprehensive testing of MPI communication.

       • CuPy for enabling comprehensive testing with a GPU-aware MPI.

       • Sphinx to build the documentation.

       TIP:
          Most  routine  development  tasks  like building, installing in editable mode, testing, and generating
          documentation can be performed with the spin  developer  tool.  Run  spin  at  the  top  level  source
          directory for a list of available subcommands.

   Building
       MPI  for  Python  uses  setuptools-based  build  system that relies on the setup.py file. Some setuptools
       commands (e.g., build) accept additional options:

       --mpi= Lets you pass a section with MPI configuration within a special configuration file. Alternatively,
              you can use the MPICFG environment variable.

       --mpicc=
              Specify the path or  name  of  the  mpicc  C  compiler  wrapper.   Alternatively,  use  the  MPICC
              environment variable.

       --mpild=
              Specify  the  full  path  or  name  for  the  MPI-aware  C  linker.   Alternatively, use the MPILD
              environment variable. If not set, the mpicc C compiler wrapper is used for linking.

       --configure
              Runs exhaustive tests for checking about missing MPI types, constants, and functions. This  option
              should  be  passed  in  order  to  build  MPI  for  Python  against  old  MPI-1,  MPI-2,  or MPI-3
              implementations, possibly providing a subset of MPI-4.

       If you use a MPI implementation providing a mpicc C compiler wrapper (e.g., MPICH or Open MPI),  it  will
       be used for compilation and linking. This is the preferred and easiest way to build MPI for Python.

       If  mpicc  is  found  in  the  executable  search  path (PATH environment variable), simply run the build
       command:

          $ python setup.py build

       If mpicc is not in your search path or the compiler wrapper has a different name, you can run  the  build
       command  specifying  its  location,  either via the --mpicc command option or using the MPICC environment
       variable:

          $ python setup.py build --mpicc=/path/to/mpicc
          $ env MPICC=/path/to/mpicc python setup.py build

       Alternatively, you can provide all the relevant information about your MPI implementation by editing  the
       mpi.cfg  file  located  in the top level source directory. You can use the default section [mpi] or add a
       new custom section, for example [vendor_mpi] (see the examples provided in the mpi.cfg file as a starting
       point to write your own section):

          [mpi]
          include_dirs         = /usr/local/mpi/include
          libraries            = mpi
          library_dirs         = /usr/local/mpi/lib
          runtime_library_dirs = /usr/local/mpi/lib

          [vendor_mpi]
          include_dirs         = /opt/mpi/include ...
          libraries            = mpi ...
          library_dirs         = /opt/mpi/lib ...
          runtime_library_dirs = /opt/mpi/lib ...

          ...

       and then run the build command specifying you custom configuration section:

          $ python setup.py build --mpi=vendor_mpi
          $ env MPICFG=vendor_mpi python setup.py build

   Installing
       MPI for Python can be installed in editable mode:

          $ python -m pip install --editable .

       After modifying Cython sources, an in-place rebuild is needed:

          $ python setup.py build --inplace

   Testing
       To quickly test the installation:

          $ mpiexec -n 5 python -m mpi4py.bench helloworld
          Hello, World! I am process 0 of 5 on localhost.
          Hello, World! I am process 1 of 5 on localhost.
          Hello, World! I am process 2 of 5 on localhost.
          Hello, World! I am process 3 of 5 on localhost.
          Hello, World! I am process 4 of 5 on localhost.

          $ mpiexec -n 5 python -m mpi4py.bench ringtest -l 10 -n 1048576
          time for 10 loops = 0.00361614 seconds (5 processes, 1048576 bytes)

       If you installed from a git clone or the source distribution, issuing at the command line:

          $ mpiexec -n 5 python demo/helloworld.py

       will launch a five-process run of the Python interpreter and run the demo script demo/helloworld.py  from
       the source distribution.

       You can also run all the unittest scripts:

          $ mpiexec -n 5 python test/main.py

       or, if you have the pytest unit testing framework installed:

          $ mpiexec -n 5 pytest

GUIDELINES

   Fair play
   Summary
       This  section  defines  Rules  of  Play  for companies and outside developers that engage with the mpi4py
       project. It covers:

       • Restrictions on use of the mpi4py name.

       • How and whether to publish a modified distribution.

       • How to make us aware of patched versions.

       After reading this section, companies and  developers  will  know  what  kinds  of  behavior  the  mpi4py
       developers  and  contributors  would  like  to  see,  and  which we consider troublesome, bothersome, and
       unacceptable.

       This document is a close adaptation of NumPy NEP 36.

   Motivation
       Occasionally, we learn of modified mpi4py versions and  binary  distributions  circulated  by  outsiders.
       These  patched  versions  can  cause problems to mpi4py users (see, e.g., mpi4py/mpi4py#508). When issues
       like these arise, our developers waste time identifying the problematic  release,  locating  alterations,
       and determining an appropriate course of action.

       In  addition,  packages on the Python Packaging Index are sometimes named such that users assume they are
       sanctioned or maintained by the mpi4py developers. We wish to reduce the number of such incidents.

   Scope
       This document aims to define a minimal set of rules that, when followed, will  be  considered  good-faith
       efforts in line with the expectations of the mpi4py developers and contributors.

       Our hope is that companies and outside developers who feel they need to modify mpi4py will first consider
       contributing to the project, or use alternative mechanisms for patching and extending mpi4py.

       When  in doubt, please talk to us first. We may suggest an alternative; at minimum, we’ll be informed and
       we may even grant an exception if deemed appropriate.

   Fair play rules
       1. Do not reuse the mpi4py name for projects not affiliated with the mpi4py project.

          At time of writing, there are only a handful of mpi4py-named packages developed by the mpi4py project,
          including mpi4py and mpi4py-fft. We ask that outside packages not include  the  phrase  mpi4py,  i.e.,
          avoid names such as mycompany-mpi4py or mpi4py-mycompany.

          To  be  clear, this rule only applies to modules (package names); it is perfectly acceptable to have a
          submodule of your own package named mycompany.mpi4py.

       2. Do not publish binary mpi4py wheels on PyPI (https://pypi.org/).

          We ask companies and outside developers to not publish binary mpi4py wheels in the main Python Package
          Index (https://pypi.org/) under names such mpi4py-mpich, mpi4py-openmpi, or mpi4py-vendor_mpi.

          The usual approaches to  build  binary  Python  wheels  involve  the  embedding  of  dependent  shared
          libraries.  While such an approach may seem convenient and often is, in the particular case of MPI and
          mpi4py it is ultimately harmful to end users. Embedding the MPI shared libraries would prevent the use
          of external, system-provided MPI installations with hardware-specific optimizations and  site-specific
          tweaks.

          The  MPI  Forum  is  currently  discussing the standardization of a proposal for an Application Binary
          Interface (ABI) for MPI, see [mpi-abi-paper] and [mpi-abi-issue]. Such standardization will allow  for
          any  binary  dependent  on  the  MPI library to be used with multiple MPI backends. Once this proposal
          becomes part of the MPI standard, the mpi4py project will consider publishing on  PyPI  binary  wheels
          capable  of using any backend MPI implementation supporting the new MPI ABI specification. In the mean
          time,  mpi4py  is  currently  distributing  experimental  MPI  and   mpi4py   binary   wheels   on   ‐
          https://anaconda.org/mpi4py.

       [mpi-abi-paper]
            J.  Hammond,  L.  Dalcin,  E.  Schnetter, M. Pérache, J. B. Besnard, J. Brown, G. Brito Gadeschi, S.
            Byrne, J. Schuchart, and H. Zhou.  MPI Application Binary Interface Standardization.  EuroMPI  2023,
            Bristol, UK, September 2023.  https://doi.org/10.1145/3615318.3615319

       [mpi-abi-issue]
            MPI       Forum       GitHub       Issue:      MPI      needs      a      standard      ABI.       ‐
            https://github.com/mpi-forum/mpi-issues/issues/751

       3. Do not republish modified versions of mpi4py.

          Modified versions of mpi4py make it very difficult for the developers to address bug reports, since we
          typically do not know which parts of mpi4py have been modified.

          If you have to break this rule (and we implore you not to!), then make it clear in the __version__ tag
          that you have modified mpi4py, e.g.:

             >>> print(mpi4py.__version__)
             '4.0.0+mycompany.13`

          We understand that minor patches are often required to  make  a  library  work  inside  of  a  package
          ecosystem. This is totally acceptable, but we ask that no substantive changes are made.

       4. Do not extend or modify mpi4py’s API.

          If  you  absolutely  have  to  break  the previous rule, please do not add additional functions to the
          namespace, or modify the API of existing functions. Having additional functions exposed in distributed
          versions is confusing for users and developers alike.

LICENSE

       Copyright (c) 2025, Lisandro Dalcin

       Redistribution and use in source and binary forms, with or without modification, are  permitted  provided
       that the following conditions are met:

       1. Redistributions of source code must retain the above copyright notice, this list of conditions and the
          following disclaimer.

       2. Redistributions  in binary form must reproduce the above copyright notice, this list of conditions and
          the following disclaimer in the documentation and/or other materials provided with the distribution.

       3. Neither the name of the copyright holder nor the names of its contributors may be used to  endorse  or
          promote products derived from this software without specific prior written permission.

       THIS  SOFTWARE  IS  PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS “AS IS” AND ANY EXPRESS OR IMPLIED
       WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND  FITNESS  FOR  A
       PARTICULAR  PURPOSE  ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR
       ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,  EXEMPLARY,  OR  CONSEQUENTIAL  DAMAGES  (INCLUDING,  BUT  NOT
       LIMITED  TO,  PROCUREMENT  OF  SUBSTITUTE  GOODS  OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
       INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,  STRICT  LIABILITY,  OR
       TORT  (INCLUDING  NEGLIGENCE  OR  OTHERWISE)  ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
       ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

CHANGES

   Release 4.0.3 [2025-02-13]
       • Fix DLPack v1.0 support.

   Release 4.0.2 [2025-02-01]
       • Support MPI-4 features within Intel MPI 2021.14.

       • Various fixes and updates to tests.

       • Minor fixes to typing support.

       • Minor fix to documentation.

   Release 4.0.1 [2024-10-11]
       • Update support for Python 3.13:

         • Enable Cython 3.1 support for free-threaded CPython.

         • Allow compiling Cython-generated C sources with the full Python C-API.

         • Fix MPI DLL path workarounds on Windows after changes to locals().

       • Enhancements to test suite:

         • Support XML reports via unittest-xml-reporting.

         • Add command line options to exclude tests by patterns and files.

         • Refactor Python 2 code to use Python 3 constructs using pyupgrade.

       • Miscellaneous:

         • Minor and mostly inconsequential subclass fix in mpi4py.util.pkl5.

         • Update compatibility workarounds for legacy MPICH 3.0 release.

   Release 4.0.0 [2024-07-28]
       • New features:

         • Add support for the MPI-4.0 standard.

           • Use large count MPI-4 routines.

           • Add persistent collective communication.

           • Add partitioned point-to-point communication.

           • Add new communicator constructors.

           • Add the Session class and its methods.

         • Add support for the MPI-4.1 standard.

           • Add non-destructive completion test for multiple requests.

           • Add value-index datatype constructor.

           • Add communicator/session buffer attach/detach/flush.

           • Support for removal of error classes/codes/strings.

           • Support for querying hardware resource information.

         • Add preliminary support for the upcoming MPI-5.0 standard.

           • User-level failure mitigation (ULFM).

         • mpi4py.util.pool: New drop-in replacement for multiprocessing.pool.

         • mpi4py.util.sync: New synchronization utilities.

         • Add runtime check for mismatch between mpiexec and MPI library.

         • Support scikit-build-core as an alternative build backend.

         • Support meson-python as an alternative build backend.

       • Enhancements:

         • mpi4py.futures: Support for parallel tasks.

         • mpi4py.futures: Report exception tracebacks in workers.

         • mpi4py.util.pkl5: Add support for collective communication.

         • Add methods Datatype.fromcode(), Datatype.tocode() and attributes Datatype.typestr, Datatype.typechar
           to simplify NumPy interoperability for simple cases.

         • Add methods Comm.Create_errhandler(), Win.Create_errhandler(), and File.Create_errhandler() to create
           custom error handlers.

         • Add support for pickle serialization of instances of MPI types.  All instances of Datatype, Info, and
           Status can be serialized. Instances of Op can be serialized only if created through mpi4py by calling
           Op.Create(). Instances of other MPI types  can  be  serialized  only  if  they  reference  predefined
           handles.

         • Add  handle  attribute  and  fromhandle()  class  method to MPI classes to ease interoperability with
           external code. The handle value is an unsigned integer guaranteed to fit on the platform’s  uintptr_t
           C type.

         • Add  lowercase  free() method to MPI classes to ease MPI object deallocation and cleanup. This method
           eventually attempts to call Free(), but only if the object’s MPI handle is not a null  or  predefined
           handle, and such call is allowed within the World Model init/finalize.

       • Backward-incompatible changes:

         • Python  2  is no longer supported, Python 3.6+ is required, but typing stubs are supported for Python
           3.8+.

         • The Intracomm.Create_group() method is no longer defined in the base Comm class.

         • Group.Compare() and Comm.Compare() are no longer class methods but instance methods.  Existing  codes
           using the former class methods are expected to continue working.

         • Group.Translate_ranks()  is no longer a class method but an instance method. Existing codes using the
           former class method are expected to continue working.

         • The LB and UB datatypes are no longer available, use Datatype.Create_resized() instead.

         • The HOST predefined attribute key is no longer available.

         • The MPI.memory class has been renamed to MPI.buffer. The old name is still available as an  alias  to
           the new name.

         • The mpi4py.dl module is no longer available.

         • The mpi4py.get_config function returns an empty dictionary.

       • Miscellaneous:

         • The project is now licensed under the BSD-3-Clause license. This change is fairly inconsequential for
           users  and  distributors.  It  simply  adds  an additional clause against using contributor names for
           promotional purposes without their consent.

         • Add a new guidelines section to documentation laying  out  new  fair  play  rules.  These  rules  ask
           companies  and  outside  developers to refrain from reusing the mpi4py name in unaffiliated projects,
           publishing binary mpi4py wheels on the main Python Package Index (PyPI),  and  distributing  modified
           versions with incompatible or extended API changes. The primary motivation of these rules is to avoid
           fragmentation and end-user confusion.

   Release 3.1.6 [2024-04-14]
       WARNING:
          This is the last release supporting Python 2.

       • Fix various build issues.

   Release 3.1.5 [2023-10-04]
       WARNING:
          This is the last release supporting Python 2.

       • Rebuild C sources with Cython 0.29.36 to support Python 3.12.

   Release 3.1.4 [2022-11-02]
       WARNING:
          This is the last release supporting Python 2.

       • Rebuild C sources with Cython 0.29.32 to support Python 3.11.

       • Fix contiguity check for DLPack and CAI buffers.

       • Workaround build failures with setuptools v60.

   Release 3.1.3 [2021-11-25]
       WARNING:
          This is the last release supporting Python 2.

       • Add missing support for MPI.BOTTOM to generalized all-to-all collectives.

   Release 3.1.2 [2021-11-04]
       WARNING:
          This is the last release supporting Python 2.

       • mpi4py.futures: Add _max_workers property to MPIPoolExecutor.

       • mpi4py.util.dtlib: Fix computation of alignment for predefined datatypes.

       • mpi4py.util.pkl5: Fix deadlock when using ssend() + mprobe().

       • mpi4py.util.pkl5: Add environment variable MPI4PY_PICKLE_THRESHOLD.

       • mpi4py.rc: Interpret "y" and "n" strings as boolean values.

       • Fix/add typemap/typestr for MPI.WCHAR/MPI.COUNT datatypes.

       • Minor fixes and additions to documentation.

       • Minor fixes to typing support.

       • Support for local version identifier (PEP-440).

   Release 3.1.1 [2021-08-14]
       WARNING:
          This is the last release supporting Python 2.

       • Fix typo in Requires-Python package metadata.

       • Regenerate C sources with Cython 0.29.24.

   Release 3.1.0 [2021-08-12]
       WARNING:
          This is the last release supporting Python 2.

       • New features:

         • mpi4py.util: New package collecting miscellaneous utilities.

       • Enhancements:

         • Add pickle-based Request.waitsome() and Request.testsome().

         • Add lowercase methods Request.get_status() and Request.cancel().

         • Support for passing Python GPU arrays compliant with the DLPack data interchange mechanism (link) and
           the  __cuda_array_interface__  (CAI) standard (link) to uppercase methods. This support requires that
           mpi4py is built against CUDA-aware MPI implementations. This feature is  currently  experimental  and
           subject to future changes.

         • mpi4py.futures:  Add  support  for  initializers  and  canceling  futures  at  shutdown.  Environment
           variables names now follow the pattern MPI4PY_FUTURES_*, the previous MPI4PY_* names are deprecated.

         • Add type annotations to Cython code. The first  line  of  the  docstring  of  functions  and  methods
           displays a signature including type annotations.

         • Add companion stub files to support type checkers.

         • Support for weak references.

       • Miscellaneous:

         • Add a new mpi4py publication (link) to the citation listing.

   Release 3.0.3 [2019-11-04]
       • Regenerate Cython wrappers to support Python 3.8.

   Release 3.0.2 [2019-06-11]
       • Bug fixes:

         • Fix  handling of readonly buffers in support for Python 2 legacy buffer interface. The issue triggers
           only when using a buffer-like object that is readonly and does not export the  new  Python  3  buffer
           interface.

         • Fix  build  issues  with Open MPI 4.0.x series related to removal of many MPI-1 symbols deprecated in
           MPI-2 and removed in MPI-3.

         • Minor documentation fixes.

   Release 3.0.1 [2019-02-15]
       • Bug fixes:

         • Fix Comm.scatter() and other collectives corrupting input send list. Add safety measures  to  prevent
           related issues in global reduction operations.

         • Fix error-checking code for counts in Op.Reduce_local().

       • Enhancements:

         • Map size-specific Python/NumPy typecodes to MPI datatypes.

         • Allow partial specification of target list/tuple arguments in the various Win RMA methods.

         • Workaround for removal of MPI_{LB|UB} in Open MPI 4.0.

         • Support for Microsoft MPI v10.0.

   Release 3.0.0 [2017-11-08]
       • New features:

         • mpi4py.futures:  Execute  computations  asynchronously using a pool of MPI processes. This package is
           based on concurrent.futures from the Python standard library.

         • mpi4py.run: Run Python code and abort execution in case of unhandled exceptions to prevent deadlocks.

         • mpi4py.bench: Run basic MPI benchmarks and tests.

       • Enhancements:

         • Lowercase, pickle-based collective communication  calls  are  now  thread-safe  through  the  use  of
           fine-grained locking.

         • The  MPI  module  now  exposes a memory type which is a lightweight variant of the builtin memoryview
           type, but exposes both the legacy Python 2 and the modern Python 3 buffer interface under a Python  2
           runtime.

         • The  MPI.Comm.Alltoallw() method now uses count=1 and displ=0 as defaults, assuming that messages are
           specified through user-defined datatypes.

         • The Request.Wait[all]() methods now return True to match the interface of Request.Test[all]().

         • The Win class now implements the Python buffer interface.

       • Backward-incompatible changes:

         • The buf argument of the MPI.Comm.recv() method is deprecated,  passing  anything  but  None  emits  a
           warning.

         • The MPI.Win.memory property was removed, use the MPI.Win.tomemory() method instead.

         • Executing  python  -m  mpi4py  in the command line is now equivalent to python -m mpi4py.run. For the
           former behavior, use python -m mpi4py.bench.

         • Python 2.6 and 3.2 are no longer supported. The mpi4py.MPI module may still build and partially work,
           but other pure-Python modules under the mpi4py namespace will not.

         • Windows: Remove support for legacy MPICH2, Open MPI, and DeinoMPI.

   Release 2.0.0 [2015-10-18]
       • Support for MPI-3 features.

         • Matched probes and receives.

         • Nonblocking collectives.

         • Neighborhood collectives.

         • New communicator constructors.

         • Request-based RMA operations.

         • New RMA communication and synchronisation calls.

         • New window constructors.

         • New datatype constructor.

         • New C++ boolean and floating complex datatypes.

       • Support for MPI-2 features not included in previous releases.

         • Generalized All-to-All collective (Comm.Alltoallw())

         • User-defined data representations (Register_datarep())

       • New scalable implementation of reduction operations for Python objects. This code is based on  binomial
         tree  algorithms  using  point-to-point  communication and duplicated communicator contexts. To disable
         this feature, use mpi4py.rc.fast_reduce = False.

       • Backward-incompatible changes:

         • Python 2.4, 2.5, 3.0 and 3.1 are no longer supported.

         • Default MPI error handling policies are overridden. After import, mpi4py sets the ERRORS_RETURN error
           handler in COMM_SELF and COMM_WORLD, as well as any new Comm, Win, or File instance  created  through
           mpi4py,  thus  effectively  ignoring  the  MPI  rules about error handler inheritance.  This way, MPI
           errors translate to Python exceptions.  To disable this behavior  and  use  the  standard  MPI  error
           handling rules, use mpi4py.rc.errors = 'default'.

         • Change signature of all send methods, dest is a required argument.

         • Change  signature  of  all  receive and probe methods, source defaults to ANY_SOURCE, tag defaults to
           ANY_TAG.

         • Change signature of send lowercase-spelling methods, obj arguments are not mandatory.

         • Change signature of recv lowercase-spelling methods, renamed ‘obj’ arguments to ‘buf’.

         • Change Request.Waitsome() and Request.Testsome() to return None or list.

         • Change signature of all lowercase-spelling collectives, sendobj arguments are now mandatory,  recvobj
           arguments were removed.

         • Reduction  operations  MAXLOC  and  MINLOC  are no longer special-cased in lowercase-spelling methods
           Comm.[all]reduce() and Comm.[ex]scan(),  the  input  object  must  be  specified  as  a  tuple  (obj,
           location).

         • Change  signature  of  name  publishing functions.  The new signatures are Publish_name(service_name,
           port_name, info=INFO_NULL) and Unpublish_name(service_name, port_name, info=INFO_NULL)`.

         • Win instances now cache Python objects exposing memory by keeping references  instead  of  using  MPI
           attribute caching.

         • Change  signature  of  Win.Lock().   The  new  signature  is Win.Lock(rank, lock_type=LOCK_EXCLUSIVE,
           assertion=0).

         • Move Cartcomm.Map() to Intracomm.Cart_map().

         • Move Graphcomm.Map() to Intracomm.Graph_map().

         • Remove the mpi4py.MPE module.

         • Rename the Cython definition file for use with cimport statement from mpi_c.pxd to libmpi.pxd.

   Release 1.3.1 [2013-08-07]
       • Regenerate C wrappers with Cython 0.19.1 to support Python 3.3.

       • Install *.pxd files in <site-packages>/mpi4py to ease the support for  Cython’s  cimport  statement  in
         code requiring to access mpi4py internals.

       • As  a side-effect of using Cython 0.19.1, ancient Python 2.3 is no longer supported. If you really need
         it, you can install an older Cython and run python setup.py build_src --force.

   Release 1.3 [2012-01-20]
       • Now Comm.recv() accept a buffer to receive the message.

       • Add Comm.irecv() and Request.{wait|test}[any|all]().

       • Add Intracomm.Spawn_multiple().

       • Better buffer handling for PEP 3118 and legacy buffer interfaces.

       • Add support for attribute attribute caching on communicators, datatypes and windows.

       • Install MPI-enabled Python interpreter as <path>/mpi4py/bin/python-mpi.

       • Windows: Support for building with Open MPI.

   Release 1.2.2 [2010-09-13]
       • Add mpi4py.get_config() to retrieve information (compiler wrappers, includes, libraries, etc) about the
         MPI implementation employed to build mpi4py.

       • Workaround Python libraries with missing GILState-related API calls  in  case  of  non-threaded  Python
         builds.

       • Windows:  look  for  MPICH2,  DeinoMPI,  Microsoft  HPC  Pack  at their default install locations under
         %ProgramFiles.

       • MPE: fix hacks  related  to  old  API’s,  these  hacks  are  broken  when  MPE  is  built  with  a  MPI
         implementations other than MPICH2.

       • HP-MPI:  fix  for  missing  Fortran  datatypes,  use  dlopen()  to  load  the MPI shared library before
         MPI_Init()

       • Many distutils-related fixes, cleanup, and enhancements, better logics to find MPI compiler wrappers.

       • Support for pip install mpi4py.

   Release 1.2.1 [2010-02-26]
       • Fix declaration  in  Cython  include  file.  This  declaration,  while  valid  for  Cython,  broke  the
         simple-minded parsing used in conf/mpidistutils.py to implement configure-tests for availability of MPI
         symbols.

       • Update SWIG support and make it compatible with Python 3. Also generate an warning for SWIG < 1.3.28.

       • Fix distutils-related issues in Mac OS X. Now ARCHFLAGS environment variable is honored of all Python’s
         config/Makefile variables.

       • Fix issues with Open MPI < 1.4.2 related to error checking and MPI_XXX_NULL handles.

   Release 1.2 [2009-12-29]
       • Automatic  MPI datatype discovery for NumPy arrays and PEP-3118 buffers. Now buffer-like objects can be
         messaged directly,  it  is  no  longer  required  to  explicitly  pass  a  2/3-list/tuple  like  [data,
         MPI.DOUBLE],  or  [data,  count,  MPI.DOUBLE].  Only  basic types are supported, i.e., all C/C99-native
         signed/unsigned integral types and single/double precision real/complex floating types. Many thanks  to
         Eilif Muller for the initial feedback.

       • Nonblocking  send of pickled Python objects. Many thanks to Andreas Kloeckner for the initial patch and
         enlightening discussion about this enhancement.

       • Request instances now  hold  a  reference  to  the  Python  object  exposing  the  buffer  involved  in
         point-to-point  communication  or  parallel  I/O.  Many  thanks  to  Andreas  Kloeckner for the initial
         feedback.

       • Support for logging of user-defined states and events using MPE. Runtime  (i.e.,  without  requiring  a
         recompile!)   activation  of  logging  of  all  MPI  calls is supported in POSIX platforms implementing
         dlopen().

       • Support for all the new features in MPI-2.2 (new C99 and F90  datatypes,  distributed  graph  topology,
         local reduction operation, and other minor enhancements).

       • Fix  the  annoying  issues  related  to  Open  MPI  and  Python dynamic loading of extension modules in
         platforms supporting dlopen().

       • Fix SLURM dynamic loading issues on SiCortex. Many thanks  to  Ian  Langmore  for  providing  me  shell
         access.

   Release 1.1.0 [2009-06-06]
       • Fix  bug in Comm.Iprobe() that caused segfaults as Python C-API calls were issued with the GIL released
         (issue #2).

       • Add Comm.bsend() and Comm.ssend() for  buffered  and  synchronous  send  semantics  when  communicating
         general Python objects.

       • Now the call Info.Get(key) return a single value (i.e, instead of a 2-tuple); this value is None if key
         is  not  in  the  Info  object, or a string otherwise. Previously, the call redundantly returned (None,
         False) for missing key-value pairs; None is enough to signal a missing entry.

       • Add support for parametrized Fortran datatypes.

       • Add support for decoding user-defined datatypes.

       • Add support for user-defined reduction operations on memory buffers. However, at most  16  user-defined
         reduction operations can be created. Ask the author for more room if you need it.

   Release 1.0.0 [2009-03-20]
       This  is  the fist release of the all-new, Cython-based, implementation of MPI for Python. Unfortunately,
       this implementation is not backward-compatible with the previous one. The list below summarizes the  more
       important changes that can impact user codes.

       • Some  communication  calls  had  overloaded  functionality.  Now  there  is a clear distinction between
         communication of general  Python  object  with  pickle,  and  (fast,  near  C-speed)  communication  of
         buffer-like objects (e.g., NumPy arrays).

         • for communicating general Python objects, you have to use all-lowercase methods, like send(), recv(),
           bcast(), etc.

         • for communicating array data, you have to use Send(), Recv(), Bcast(), etc. methods. Buffer arguments
           to  these  calls  must  be explicitly specified by using a 2/3-list/tuple like [data, MPI.DOUBLE], or
           [data, count, MPI.DOUBLE] (the former one uses the byte-size of  data  and  the  extent  of  the  MPI
           datatype to define the count).

       • Indexing  a communicator with an integer returned a special object associating the communication with a
         target rank, alleviating you from specifying source/destination/root arguments  in  point-to-point  and
         collective communications. This functionality is no longer available, expressions like:

            MPI.COMM_WORLD[0].Send(...)
            MPI.COMM_WORLD[0].Recv(...)
            MPI.COMM_WORLD[0].Bcast(...)

         have to be replaced by:

            MPI.COMM_WORLD.Send(..., dest=0)
            MPI.COMM_WORLD.Recv(..., source=0)
            MPI.COMM_WORLD.Bcast(..., root=0)

       • Automatic  MPI  initialization  (i.e., at import time) requests the maximum level of MPI thread support
         (i.e., it is done by calling MPI_Init_thread() and passing MPI_THREAD_MULTIPLE). In case  you  need  to
         change this behavior, you can tweak the contents of the mpi4py.rc module.

       • In order to obtain the values of predefined attributes attached to the world communicator, now you have
         to use the Get_attr() method on the MPI.COMM_WORLD instance:

            tag_ub = MPI.COMM_WORLD.Get_attr(MPI.TAG_UB)

       • In  the  previous implementation, MPI.COMM_WORLD and MPI.COMM_SELF were associated to duplicates of the
         (C-level) MPI_COMM_WORLD and MPI_COMM_SELF predefined communicator handles. Now this is no  longer  the
         case, MPI.COMM_WORLD and MPI.COMM_SELF proxies the actual MPI_COMM_WORLD and MPI_COMM_SELF handles.

       • Convenience aliases MPI.WORLD and MPI.SELF were removed. Use instead MPI.COMM_WORLD and MPI.COMM_SELF.

       • Convenience    constants    MPI.WORLD_SIZE    and    MPI.WORLD_RANK    were    removed.   Use   instead
         MPI.COMM_WORLD.Get_size() and MPI.COMM_WORLD.Get_rank().

AUTHOR

       Lisandro Dalcin

COPYRIGHT

       2025, Lisandro Dalcin

4.0                                              March 15, 2025                                        MPI4PY(3)