1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689
|
Release 4.1.0 [2025-06-25]
==========================
* New features:
+ Publish binary wheel packages on `PyPI`_ with support for multiple
operating systems (Linux, macOS, Windows), processor architectures
(AMD64, ARM64), MPI implementations (MPICH, Open MPI, and their
ABI-compatible derivatives), and Python implementations (CPython,
PyPy).
.. _PyPI: https://pypi.org/project/mpi4py/#files
+ Add support for the MPI 5.0 standard.
- MPI handle serialization with integral values.
- Fixed-size Fortran ``LOGICAL`` datatypes.
- Query ABI version/info and Fortran ABI info.
+ `MPI.Datatype.Create_contiguous` now uses `BigMPI`_'s approach
when using MPI implementations that do not yet support the MPI 4.0
large-count APIs.
.. _BigMPI: https://doi.org/10.1109/ExaMPI.2014.5
+ Add support for `MPI.FLOAT16_T` and `MPI.BFLOAT16_T` datatypes.
These datatypes are not yet standard but available as extensions
in MPI implementations.
+ Add `MPI.Status.tomemory` to expose the status contents as a
`memoryview` object.
* Enhancements:
+ Support (opt-in via `MPI4PY_BUILD_PYSABI`) for building with
`Py_LIMITED_API` under Python 3.10+ (requires Cython 3.1+).
+ Support (opt-in via `MPI4PY_BUILD_MPIABI`) for building with the
MPI 5.0 standard ABI and the MPICH or Open MPI legacy ABIs. The
`MPI` extension module will be able to dynamically link at runtime
with older versions (down to the MPI 3.0 standard) of the MPI
implementation used at compile time. Only available on Linux,
macOS, and Windows.
+ Support a ``buffersize`` parameter in the `MPIPoolExecutor.map()`
and `MPIPoolExecutor.starmap()` methods to limit the number of
pending tasks.
+ Improve ownership management of DLPack capsules.
+ Reimplement MPI DLL search path on Windows.
+ Minor fixes to typing stubs and documentation.
* Backward-incompatible changes:
+ Python 3.8+ is required.
+ The `MPI.Exception` class is now a heap type.
+ The types of the `MPI.BOTTOM`, `MPI.IN_PLACE`, and
`MPI.BUFFER_AUTOMATIC` are no longer subclasses of `int`.
.. default-role:: literal
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.
.. _scikit-build-core: https://scikit-build.readthedocs.io/
+ Support `meson-python`_ as an alternative build backend.
.. _meson-python: https://meson-python.readthedocs.io/
* 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 <DIM_>`_) and the ``__cuda_array_interface__``
(CAI) standard (`link <CAI_>`_) to uppercase methods. This support requires
that mpi4py is built against `CUDA-aware MPI <CAM_>`_ 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 <DOI_>`_) to the citation listing.
.. _DLPack: https://github.com/dmlc/dlpack
.. _DIM: https://data-apis.org/array-api/latest/design_topics/data_interchange.html
.. _CAI: https://numba.readthedocs.io/en/stable/cuda/cuda_array_interface.html
.. _CAM: https://developer.nvidia.com/blog/introduction-cuda-aware-mpi/
.. _DOI: https://doi.org/10.1109/MCSE.2021.3083216
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
<https://www.mcs.anl.gov/research/projects/perfvis/>`_. 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()``.
|