Deep Learning with R, 2nd Edition
Announcing the release of “Deep Learning with R, 2nd Edition,” a book that shows you how to get started with deep learning in R.
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Jupyter Book Open Source Development
Jupyter Book lets you build an online book using a collection of Jupyter Notebooks and Markdown files. Its output is similar to the excellent Bookdown tool, and adds extra functionality for people running a Jupyter stack.
Python 3.12.0 release candidate 1 released
I’m pleased to announce the release of Python 3.12 release candidate 1.https://www.python.org/downloads/release/python-3120rc1/This is the first release candidate of Python 3.12.0
This release, 3.12.0rc1, is the penultimate release
preview. Entering the release candidate phase, only reviewed code
changes which are clear bug fixes are allowed between this release
candidate and the final release. The second candidate (and the last
planned release preview) is scheduled for Monday, 2023-09-04, while the
official release of 3.12.0 is scheduled for Monday, 2023-10-02.
There will be no ABI changes from this point forward in the 3.12 series, and the goal is that there will be as few code changes as possible.
Call to action
We strongly encourage maintainers of third-party Python projects to
prepare their projects for 3.12 compatibilities during this phase, and
where necessary publish Python 3.12 wheels on PyPI to be ready for the
final release of 3.12.0. Any binary wheels built against Python
3.12.0rc1 will work with future versions of Python 3.12. As always,
report any issues to the Python bug tracker.
Please keep in mind that this is a preview release and while it’s as close to the final release as we can get it, its use is not recommended for production environments.
Core developers: time to work on documentation now
Are all your changes properly documented?Are they mentioned in What’s New?Did you notice other changes you know of to have insufficient documentation?
Major new features of the 3.12 series, compared to 3.11
New features
More flexible f-string parsing, allowing many things previously disallowed (PEP 701).Support for the buffer protocol in Python code (PEP 688).A new debugging/profiling API (PEP 669).Support for isolated subinterpreters with separate Global Interpreter Locks (PEP 684).Even more improved error messages. More exceptions potentially caused by typos now make suggestions to the user.Support for the Linux perf profiler to report Python function names in traces.Many large and small performance improvements (like PEP 709), delivering an estimated 5% overall performance improvementcitation needed.
Type annotations
New type annotation syntax for generic classes (PEP 695).New override decorator for methods (PEP 698).
Deprecations
The deprecated wstr and wstr_length members of the C implementation of unicode objects were removed, per PEP 623.In the unittest module, a number of long deprecated methods and classes were removed. (They had been deprecated since Python 3.1 or 3.2).The deprecated smtpd and distutils modules have been removed (see PEP 594 and PEP 632. The setuptools package continues to provide the distutils module.A number of other old, broken and deprecated functions, classes and methods have been removed.Invalid backslash escape sequences in strings now warn with SyntaxWarning instead of DeprecationWarning, making them more visible. (They will become syntax errors in the future.)The internal representation of integers has changed in preparation
for performance enhancements. (This should not affect most users as it
is an internal detail, but it may cause problems for Cython-generated
code.)
(Hey, fellow core developer, if a feature you find important is missing from this list, let Thomas know.)
For more details on the changes to Python 3.12, see What’s new in Python 3.12. The next pre-release of Python 3.12 will be 3.12.0rc2, the final release candidate, currently scheduled for 2023-09-04.
More resources
Online Documentation.PEP 693, the Python 3.12 Release Schedule.Report bugs via GitHub Issues.Help fund Python and its community.Enjoy the new releaseThanks
to all of the many volunteers who help make Python Development and
these releases possible! Please consider supporting our efforts by
volunteering yourself or through organization contributions to the Python Software Foundation.Your release team,Thomas WoutersNed DeilySteve DowerŁukasz Langa
Python 3.12.0 release candidate 2 now available
I’m pleased to announce the release of Python 3.12 release candidate 2.https://www.python.org/downloads/release/python-3120rc2/ This is the second release candidate of Python 3.12.0This release, 3.12.0rc2, is the last release preview for Python 3.12.
There will be no ABI changes from this point forward
in the 3.12 series. The intent is for the final release of 3.12.0,
scheduled for Monday, 2023-10-02, to be identical to this release
candidate. This is the last chance to find critical problems in Python 3.12.Call to action
We strongly encourage maintainers of third-party Python projects to
prepare their projects for 3.12 compatibilities during this phase, and
where necessary publish Python 3.12 wheels on PyPI to be ready for the
final release of 3.12.0. Any binary wheels built against Python
3.12.0rc2 will work with future versions of Python 3.12. As always,
report any issues to the Python bug tracker.
Please keep in mind that this is a preview release and while it’s as close to the final release as we can get it, its use is not recommended for production environments.
Core developers: time to work on documentation now
Are all your changes properly documented?Are they mentioned in What’s New?Did you notice other changes you know of to have insufficient documentation?
Major new features of the 3.12 series, compared to 3.11
New features
More flexible f-string parsing, allowing many things previously disallowed (PEP 701).Support for the buffer protocol in Python code (PEP 688).A new debugging/profiling API (PEP 669).Support for isolated subinterpreters with separate Global Interpreter Locks (PEP 684).Even more improved error messages. More exceptions potentially caused by typos now make suggestions to the user.Support for the Linux perf profiler to report Python function names in traces.Many large and small performance improvements (like PEP 709), delivering an estimated 5% overall performance improvementcitation needed.
Type annotations
New type annotation syntax for generic classes (PEP 695).New override decorator for methods (PEP 698).
Deprecations
The deprecated wstr and wstr_length members of the C implementation of unicode objects were removed, per PEP 623.In the unittest module, a number of long deprecated methods and classes were removed. (They had been deprecated since Python 3.1 or 3.2).The deprecated smtpd and distutils modules have been removed (see PEP 594 and PEP 632. The setuptools package continues to provide the distutils module.A number of other old, broken and deprecated functions, classes and methods have been removed.Invalid backslash escape sequences in strings now warn with SyntaxWarning instead of DeprecationWarning, making them more visible. (They will become syntax errors in the future.)The internal representation of integers has changed in preparation
for performance enhancements. (This should not affect most users as it
is an internal detail, but it may cause problems for Cython-generated
code.)
(Hey, fellow core developer, if a feature you find important is missing from this list, let Thomas know.)
For more details on the changes to Python 3.12, see What’s new in Python 3.12. The next scheduled release of Python 3.12 will be 3.12.0, the final release, currently scheduled for 2023-10-02.
More resources
Online Documentation.PEP 693, the Python 3.12 Release Schedule.Report bugs via GitHub Issues.Help fund Python and its community. Enjoy the new releaseThanks
to all of the many volunteers who help make Python Development and
these releases possible! Please consider supporting our efforts by
volunteering yourself or through organization contributions to the Python Software Foundation.Your release team,Thomas WoutersNed DeilySteve DowerŁukasz Langa
Python 3.12.0 release candidate 3 now available
I’m pleased to announce the release of Python 3.12 release candidate 3.https://www.python.org/downloads/release/python-3120rc3/ This is the second release candidate of Python 3.12.0This release, 3.12.0rc3, is the absolutely last release preview for Python 3.12.
There will be no ABI changes from this point forward
in the 3.12 series. The intent is for the final release of 3.12.0,
scheduled for Monday, 2023-10-02, to be identical to this release
candidate. This really is the last chance to find critical problems in Python 3.12.Call to action
We strongly encourage maintainers of third-party Python projects to
prepare their projects for 3.12 compatibilities during this phase, and
where necessary publish Python 3.12 wheels on PyPI to be ready for the
final release of 3.12.0. Any binary wheels built against Python
3.12.0rc3 will work with future versions of Python 3.12. As always,
report any issues to the Python bug tracker.
Please keep in mind that this is a preview release and while it’s as close to the final release as we can get it, its use is not recommended for production environments.
Core developers: time to work on documentation now
Are all your changes properly documented?Are they mentioned in What’s New?Did you notice other changes you know of to have insufficient documentation?
Major new features of the 3.12 series, compared to 3.11
New features
More flexible f-string parsing, allowing many things previously disallowed (PEP 701).Support for the buffer protocol in Python code (PEP 688).A new debugging/profiling API (PEP 669).Support for isolated subinterpreters with separate Global Interpreter Locks (PEP 684).Even more improved error messages. More exceptions potentially caused by typos now make suggestions to the user.Support for the Linux perf profiler to report Python function names in traces.Many large and small performance improvements (like PEP 709 and support for the BOLT binary optimizer), delivering an estimated 5% overall performance improvementcitation needed.
Type annotations
New type annotation syntax for generic classes (PEP 695).New override decorator for methods (PEP 698).
Deprecations
The deprecated wstr and wstr_length members of the C implementation of unicode objects were removed, per PEP 623.In the unittest module, a number of long deprecated methods and classes were removed. (They had been deprecated since Python 3.1 or 3.2).The deprecated smtpd and distutils modules have been removed (see PEP 594 and PEP 632. The setuptools package continues to provide the distutils module.A number of other old, broken and deprecated functions, classes and methods have been removed.Invalid backslash escape sequences in strings now warn with SyntaxWarning instead of DeprecationWarning, making them more visible. (They will become syntax errors in the future.)The internal representation of integers has changed in preparation
for performance enhancements. (This should not affect most users as it
is an internal detail, but it may cause problems for Cython-generated
code.)
(Hey, fellow core developer, if a feature you find important is missing from this list, let Thomas know.)
For more details on the changes to Python 3.12, see What’s new in Python 3.12. The next scheduled release of Python 3.12 will be 3.12.0, the final release, currently scheduled for 2023-10-02.
More resources
Online Documentation.PEP 693, the Python 3.12 Release Schedule.Report bugs via GitHub Issues.Help fund Python and its community. Enjoy the new releaseThanks
to all of the many volunteers who help make Python Development and
these releases possible! Please consider supporting our efforts by
volunteering yourself or through organization contributions to the Python Software Foundation.Your release team,Thomas WoutersNed DeilySteve DowerŁukasz Langa
Announcing CPP-based S3 IO DataPipes
Training large deep learning models requires large datasets. Amazon Simple Storage Service (Amazon S3) is a scalable cloud object store service used for storing large training datasets. Machine learning (ML) practitioners need an efficient data pipe that can download data from Amazon S3, transform the data, and feed the data to GPUs for training models with high throughput and low latency. In this post, we introduce the new S3 IO DataPipes for PyTorch, S3FileLister and S3FileLoader. For memory efficiency and fast runs, the new DataPipes use the C++ extension to access Amazon S3. Benchmarking shows that S3FileLoader is 59.8% faster than FSSpecFileOpener for downloading a natural language processing (NLP) dataset from Amazon S3. You can build IterDataPipe training pipelines with the new DataPipes. We also demonstrate that the new DataPipe can reduce overall Bert and ResNet50 training time by 7%. The new DataPipes have been upstreamed to the open-source TorchData 0.4.0 with PyTorch 1.12.0.
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