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IPython Parallel: Interactive Parallel Computing in Python

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Due to the standard OpenSSH Windows package it is straight forward to setup ssh servers on Windows 10 and above (https://learn.microsoft.com/en-us/windows-server/administration/openssh/openssh_install_firstuse?tabs=gui). Therefore, ipcluster should also support Windows (or even better...

``` import ipyparallel as ipp cluster = ipp.Cluster(n=4) cluster.start_cluster_sync() rc = cluster.connect_client_sync() rc.wait_for_engines(n=4) view = rc.load_balanced_view() res = view.map(lambda x: x, [None]*3) s = res.split() ipp.client.asyncresult.AsyncResult.join(*s) ``` ``` AttributeError Traceback...

As discussed in the [issue 837](https://github.com/ipython/ipyparallel/issues/837) I have implemented an abstraction layer (``ipyparallel.cluster.shellcmd.ShellCommandSend`` and ``...ShellCommandReceive``) for sending shell commands in a platform independent manner. The API provides a variety of...

[PEP-654](https://peps.python.org/pep-0654/) adds a new builtin `ExceptionGroup` type to Python, and `except*` syntax for cleanly handling multiple errors. [The backport](https://pypi.org/project/exceptiongroup/) is already widely used, including by Pytest, Trio, Hypothesis, and many...

Debugging code for parallel training is very painful, and it would be very appealing to be able to do it in a notebook. The most relevant thing I found is...

I'm still not quite sure where these come from (multiprocessing for sure, but exactly where is unclear), but sometimes when starting and stopping lots of clusters, there can be quite...

According to its [homepage](https://github.com/takluyver/entrypoints), entrypoints is in maintenance mode and code should move to [importlib.metadata](https://docs.python.org/3/library/importlib.metadata.html) (standard library).