fast.ai
@fastdotai

Deep learning R&D: fast.ai; Education: course.fast.ai; Software: docs.fast.ai; Book: up.fm/book; @math_rachel @jeremyphoward

fast.ai
Joined October 2016
Learn: - Practical Deep Learning course.fast.ai/ - Deep Learning Foundations course.fast.ai/part2.html - Computational Linear Algebra github.com/fastai/numerical-… - Intro Machine Learning course.fast.ai/ml
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We love hearing these stories about our amazing alumni! :D
Mike Alche ☀️
@mike_alche
19 Apr 2024
Replying to @jeremyphoward @fastdotai
Thank you so much Jeremy, it's hard to express via twitter how much your course helped
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Chapter 4 of our book (covering the foundations of deep learning) is, for most people, the most challenging. It covers a lot of math and coding concepts very quickly. This series from @strickvl is an amazing resource to help you understand how a neural net really works:
Alex Strick van Linschoten
@strickvl
15 May 2022
This week I wanted to really make sure I grasped what was going on in ch 4 of the @fastdotai book, so I put my study hat on. 🤓 Writing helps me understand so I split the things I learned into separate blog posts. I reimplemented the methods with the Fashion MNIST dataset.
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We just released a new version of fastai that's now compatible with the latest @PyTorch 2.2. h/t @benjamin_warner Either: "pip install -U fastai" or "conda install -c fastai fastai" to upgrade.
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This looks pretty interesting!... forums.fast.ai/t/semtorch-a-…
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The new `fastcore.basics` provides a lot of great functionality, but is *really* lightweight (only 0.02 secs to import, and the entire `fastcore` has no deps other than python itself)
fast.ai
@fastdotai
24 Oct 2020
New #fastcore release: v1.2.4. github.com/fastai/fastcore/r… 1.2.4 ### New Features - move basic functionality into `fastcore.basics`, using minimal imports ([#149](github.com/fastai/fastcore/i…)) - add `anno_dict` and `empty2none` …
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New #fastai release: v2.7.0. github.com/fastai/fastai/rel… Breaking changes - Distributed training now uses Hugging Face Accelerate, rather than fastai's launcher. Distributed training is now supported in a notebook -- see [this tutorial](https://docs.f…

Release v2.7.0 · fastai/fastai

Breaking changes Distributed training now uses Hugging Face Accelerate, rather than fastai's launcher. Distributed training is now supported in a notebook -- see this tutorial for details New...

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New #fastai release: v2.7.12. github.com/fastai/fastai/rel… New Features - PyTorch 2.0 compatibility, thanks to @benjamin_warner - Pytorch 2.0 compiler compatibility, thanks to ggosline - Better version support for `TensorBase.new_empty`, thanks to @benj…

Release v2.7.12 · fastai/fastai

New Features PyTorch 2.0 compatibility (#3890), thanks to @warner-benjamin Pytorch 2.0 compiler compatibility (#3899), thanks to @ggosline Better version support for TensorBase.new_empty (#3887), ...

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New #fastai release: v2.0.18. github.com/fastai/fastai/rel… 2.0.18 ### Forthcoming breaking changes The next version of fastai will be 2.1. It will require PyTorch 1.7, which has significant foundational changes. It should not require any code chang…

Release 2.0.18 · fastai/fastai

2.0.18 Forthcoming breaking changes The next version of fastai will be 2.1. It will require PyTorch 1.7, which has significant foundational changes. It should not require any code changes except fo...

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New #fastai release: v2.7.5. github.com/fastai/fastai/rel… New Features - auto-normalize timm models - PyTorch 1.12 support

Release v2.7.5 · fastai/fastai

New Features auto-normalize timm models (#3716) PyTorch 1.12 support

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New #fastcore release: v1.3.27. github.com/fastai/fastcore/r… ### New Features - add loop functions, thanks to @willmcgugan ([#363](github.com/fastai/fastcore/i…)) - add `walk` function ([#355](github.com/fastai/fastcore/i……
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We've just released fastai 2.2. This contains some fairly minor breaking changes, which should only impact you if you write your own callbacks, or use custom RNN code. The main feature is improved FP16 training. 1/ github.com/fastai/fastai/rel…

Release v2.2.0 · fastai/fastai

Breaking Changes Promote NativeMixedPrecision to default MixedPrecision (and similar for Learner.to_fp16); old MixedPrecision is now called NonNativeMixedPrecision (#3127) Use the new GradientCli...

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Anyone got a bit of code that would make it easy to use the Youtube Data API to upload whisper-generated captions directly to Youtube? Feels like this whole process could probably be automated pretty easily! :D
Thomas Capelle@capetorch
23 Sep 2022
Let's transcript some youtube videos, what more useful than the courses videos from @fastdotai Colab -> colab.research.google.com/dr… Transcripts for fastai course 2022 -> github.com/tcapelle/whisper/…
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New #fastcore release: v1.3.21. github.com/fastai/fastcore/r… ### New Features - remove fastai-specific pieces from `Config` ([#334](github.com/fastai/fastcore/i…)) - in `untar_dir` create a directory if there is more than one item in r…

Release v1.3.21 · AnswerDotAI/fastcore

New Features remove fastai-specific pieces from Config (#334) in untar_dir create a directory if there is more than one item in root of archive (#333) allow directory dest in urlsave (#327)

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Replying to @DeepnoteHQ @anthonyagnone
We should be very careful of assuming that analyzing this kind of data will help to "fight crime". It can easily lead to a feedback loop in which existing biases in policing methods get amplified. github.com/fastai/fastbook/b…

fastbook/03_ethics.ipynb at master · fastai/fastbook

The fastai book, published as Jupyter Notebooks. Contribute to fastai/fastbook development by creating an account on GitHub.

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We'll be experimenting with the Twitter API a bit today, so apologies if you see some test tweets appearing in disappearing in our stream over the next couple of hours...
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New #fastai release: v2.1.0. github.com/fastai/fastai/rel… 2.1.0 ### New Features - PyTorch 1.7 compatibility ([#2917](github.com/fastai/fastai/iss…)) PyTorch 1.7 includes support for tensor subclassing, so we have replaced much of ou…

Release 2.1.0 · fastai/fastai

2.1.0 New Features PyTorch 1.7 compatibility (#2917) PyTorch 1.7 includes support for tensor subclassing, so we have replaced much of our custom subclassing code with PyTorch's. We have seen ...

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New #fastai release: v2.7.4. github.com/fastai/fastai/rel… New Features - Add `DataBlock.weighted_dataloaders`

Release v2.7.4 · fastai/fastai

New Features Add DataBlock.weighted_dataloaders (#3706)

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New #fastcore release: v1.3.22. github.com/fastai/fastcore/r… ### New Features - New method: `Path.delete()` to remove a file or directory ([#336](github.com/fastai/fastcore/i…)) - Add `urlretrieve`, which as same as `urllib.request.url…

Release v1.3.22 · AnswerDotAI/fastcore

New Features New method: Path.delete() to remove a file or directory (#336) Add urlretrieve, which as same as urllib.request.urlretrieve but also works with Request objects (#335)

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New #fastai release: v2.7.10. github.com/fastai/fastai/rel… New Features - Add torch save and load kwargs, thanks to JonathanGrant - This lets us do nice things like set pickle_module to cloudpickle - PyTorch 1.13 Compatibility, thanks to @warner_benja…

Release v2.7.10 · fastai/fastai

New Features Add torch save and load kwargs (#3831), thanks to @JonathanGrant This lets us do nice things like set pickle_module to cloudpickle PyTorch 1.13 Compatibility (#3828), thanks to @wa...

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New #tweetrel release: v0.0.5. github.com/fastai/tweetrel/r… 0.0.5 - Initial release

Release v0.0.5 · fastai/tweetrel

It's great to release software. And even better when people actually know about it! One way to let people know about your new software releases is to tell them on Twitter. But we're softwar...

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New #fastai release: v2.1.5. github.com/fastai/fastai/rel… 2.1.5 ### Breaking Changes - remove `log_args` ([#2954](github.com/fastai/fastai/iss…)) ### New Features - Improve performance of `RandomSplitter` (h/t @muellerzr) ([#2957](h…

Release 2.1.5 · fastai/fastai

2.1.5 Breaking Changes remove log_args (#2954) New Features Improve performance of RandomSplitter (h/t @muellerzr) (#2957) Bugs Squashed Exporting TabularLearner via learn.export() leads to hu...

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Replying to @waydegilliam @bhutanisanyam1
It's gonna be the best lesson we've had in a few years IMO... might be worth staying up for
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New #fastcore release: v1.4.4. github.com/fastai/fastcore/r… New Features - backport shutil pathlib compat - handle plain files in `untar_dir`

Release v1.4.4 · AnswerDotAI/fastcore

New Features backport shutil pathlib compat (#416) handle plain files in untar_dir (#412)

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New #nbdev release: v2.0.7. github.com/fastai/nbdev/rele… New Features - git merge hooks: automatically resolve conflicts and render markers as separate cells, thanks to @wasimlorgat - Allow clean to keep some metadata keys, thanks to dleen - enable mac te…

Release v2.0.7 · AnswerDotAI/nbdev

New Features git merge hooks: automatically resolve conflicts and render markers as separate cells (#704), thanks to @seeM Allow clean to keep some metadata keys (#672), thanks to @dleen enable ma...

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New #fastai release: v2.7.8. github.com/fastai/fastai/rel… New Features - add split value argument to ColSplitter, thanks to @DanteOzML - deterministic repr for PIL images - option to skip default callbacks in `Learner` - update for nbdev2 Bugs Squashed …

Release v2.7.8 · fastai/fastai

New Features add split value argument to ColSplitter (#3737), thanks to @DanteOz deterministic repr for PIL images (#3762) option to skip default callbacks in Learner (#3739) update for nbdev2 (#3...

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New #fastcore release: v1.1.2. github.com/fastai/fastcore/r… 1.1.2 ### New Features - runtime type checking with `typed` decorator ([#125](github.com/fastai/fastcore/i…))

Release 1.1.2 · AnswerDotAI/fastcore

1.1.2 New Features runtime type checking with typed decorator (#125)

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And finally, here it is, beautifully typeset thanks to @OReillyMedia, on paper (or Kindle) amazon.com/Deep-Learning-Cod…

Deep Learning for Coders with Fastai and PyTorch: AI Applications Without a PhD

Deep Learning for Coders with Fastai and PyTorch: AI Applications Without a PhD

amazon.com
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New #nbdev release: v2.0.6. github.com/fastai/nbdev/rele… New Features - new jupyter save hook to clean NBs, thanks to @wasimlorgat - new directive `exec_doc` to auto-exec cell when building docs - automatically escape YAML strings for title and descriptio…

Release v2.0.6 · AnswerDotAI/nbdev

New Features new jupyter save hook to clean NBs (#697), thanks to @seeM new directive exec_doc to auto-exec cell when building docs (#699) automatically escape YAML strings for title and descripti...

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New #fastai release: v2.0.11. zpr.io/HXLv6 2.0.11

Release 2.0.11 · fastai/fastai

2.0.11 Bugs Squashed Fix cont_cat_split for multi-label classification (#2759) fastbook error: "index 3 is out of bounds for dimension 0 with size 3" (#2792)

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New #nbdev release: v2.0.5. github.com/fastai/nbdev/rele… New Features - add `nbdev_readme`

Release v2.0.5 · AnswerDotAI/nbdev

New Features add nbdev_readme (#688)

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New #fastcore release: v1.2.4. github.com/fastai/fastcore/r… 1.2.4 ### New Features - move basic functionality into `fastcore.basics`, using minimal imports ([#149](github.com/fastai/fastcore/i…)) - add `anno_dict` and `empty2none` …

Release 1.2.4 · AnswerDotAI/fastcore

1.2.4 New Features move basic functionality into fastcore.basics, using minimal imports (#149) add anno_dict and empty2none in meta (#145)

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New #fastai release: v2.0.14. zpr.io/Hm4BM 2.0.14 ### New Features - new callback event: `after_create` ([#2842](github.com/fastai/fastai/iss…)) - This event runs after a `Learner` is constructed. It's useful for initial setup which isn't needed for

Release 2.0.14 · fastai/fastai

2.0.14 New Features new callback event: after_create (#2842) This event runs after a Learner is constructed. It's useful for initial setup which isn't needed for every fit, but just once...

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New policy: fast.ai libraries that have reached v1.0.0 will have a bump to the MAJOR or MINOR # in the case of breaking changes. E.g. 1.0.0->1.0.1: no breaking; 1.0.0->1.1.0: breaking. (Changes to MAJOR # indicate major API overhaul, and are very rare.) 1/
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We've just enabled tweeting an announcement of each new release to the #fastai, #nbdev, and #fastcore libraries, to this account. Just about to test it out, so watch this space! (We're using @zapier for this.)
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New #fastai release: v2.1.7. github.com/fastai/fastai/rel… 2.1.7 ### New Features - Pytorch 1.7 subclassing support ([#2769](github.com/fastai/fastai/iss…)) ### Bugs Squashed - unsupported operand type(s) for +=: 'TensorCategory' and…

Release 2.1.7 · fastai/fastai

2.1.7 New Features Pytorch 1.7 subclassing support (#2769) Bugs Squashed unsupported operand type(s) for +=: 'TensorCategory' and 'TensorText' when using AWD_LSTM for text classi...

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We now have a little GitHub webhook framework that has successfully tweeted about its own existance! :D
fast.ai
@fastdotai
30 Sep 2020
New #fastwebhook release: v0.0.4. github.com/fastai/fastwebhoo… 0.0.4 ### New Features - optionally check source IP against github IPs ([#2](github.com/fastai/fastwebhoo…))
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New #fastcore release: v1.0.21. github.com/fastai/fastcore/r… 1.0.21 ### New Features - New param `cast` for `store_attr` and new decorator `with_cast` ([#114](github.com/fastai/fastcore/i…)) - add `L.insert` and `exec_local` ([#11…
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New #fastai release: v2.1.3. github.com/fastai/fastai/rel… 2.1.3 ### Bugs Squashed - Work around broken PyTorch subclassing of some `new_*` methods ([#2769](github.com/fastai/fastai/iss…))

Release 2.1.3 · fastai/fastai

2.1.3 Bugs Squashed Work around broken PyTorch subclassing of some new_* methods (#2769)

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New #nbdev release: v2.1.6. github.com/fastai/nbdev/rele… New Features - add `nbdev_conda` to create and upload conda packages

Release v2.1.6 · AnswerDotAI/nbdev

New Features add nbdev_conda to create and upload conda packages (#850)

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New #nbdev release: v2.3.7. github.com/fastai/nbdev/rele… New Features - Set recursive `True` by default, thanks to @wasimlorgat - `exec_doc` supports re-rendering widgets, thanks to @wasimlorgat - If users update widgets with the `exec_doc` directive, t…

Release v2.3.7 · AnswerDotAI/nbdev

New Features Set recursive True by default (#1117), thanks to @seeM exec_doc supports re-rendering widgets (#1113), thanks to @seeM If users update widgets with the exec_doc directive, the widget...

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New #nbdev release: v2.3.11. github.com/fastai/nbdev/rele… New Features - add agplv3 license to project options, thanks to joel-lbth - add 0 - Pre-planning status to project options, thanks to ddobrinskiy - add conda installation docs to end-to-end tutori…

Release v2.3.11 · AnswerDotAI/nbdev

New Features add agplv3 license to project options (#1268), thanks to @joel-lbth add 0 - Pre-planning status to project options (#1262), thanks to @ddobrinskiy add conda installation docs to end-t...

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New #nbdev release: v1.2.9. github.com/fastai/nbdev/rele… New Features - Implement `show_doc` for dataclass, thanks to MarkB2 Bugs Squashed - Fix show doc for object, class methods., thanks to v-ahuja - Fix show doc for keywords., thanks to v-ahuja - Inc…
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New #fastai release: v2.1.6. github.com/fastai/fastai/rel… 2.1.6 ### New Features - Option to preserve filenames in `download_images` ([#2983](github.com/fastai/fastai/pul…)), thanks to [@mess-lelouch](github.com/mess-lelouch) - …

Release 2.1.6 · fastai/fastai

2.1.6 New Features Option to preserve filenames in download_images (#2983), thanks to @mess-lelouch Deprecate config in create_cnn and instead pass kwargs directly (#2966), thanks to @borisdayma ...

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New #fastai release: v2.7.11. github.com/fastai/fastai/rel… New Features - ChannelsLast Callback Improvements, Additional Documentation, & Bug Fix, thanks to @warner_benjamin - Add support for a batch transforms `to` method, thanks to @warner_benjamin - …

Release v2.7.11 · fastai/fastai

New Features ChannelsLast Callback Improvements, Additional Documentation, & Bug Fix (#3876), thanks to @warner-benjamin Add support for a batch transforms to method (#3875), thanks to @warner...

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New #fastai release: v2.7.1. github.com/fastai/fastai/rel… - Update fastcore minimum version

Release v2.7.1 · fastai/fastai

Update fastcore minimum version

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New #fastcore release: v1.2.2. github.com/fastai/fastcore/r… 1.2.2 ### New Features - support `store_true` and `store_false` in `fastcore.script` ([#137](github.com/fastai/fastcore/i…)) - add function `otherwise` ([#136](https://git…

Release 1.2.2 · AnswerDotAI/fastcore

1.2.2 New Features support store_true and store_false in fastcore.script (#137) add function otherwise (#136) add pdb debug flag to scripts (#133) Bugs Squashed Fix copy_func to include required...

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New #fastcore release: v1.3.23. github.com/fastai/fastcore/r… ### New Features - Support py36 in `untar_dir`

Release v1.3.23 · AnswerDotAI/fastcore

New Features Support py36 in untar_dir

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New #fastai release: v2.0.13. zpr.io/HxnNK 2.0.13 ### Bugs Squashed - Undo breaking num_workers fix ([#2804](github.com/fastai/fastai/pul…)) - Some users found the recent addition of `num_workers` to inference functions was causing problems, partic

Release 2.0.13 · fastai/fastai

2.0.13 Bugs Squashed Undo breaking num_workers fix (#2804) Some users found the recent addition of num_workers to inference functions was causing problems, particularly on Windows. This PR revert...

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New #fastcore release: v1.3.26. github.com/fastai/fastcore/r… ### New Features - add class init support to docments ([#347](github.com/fastai/fastcore/i…)) - add timeout param to url functions ([#346](github.com/fastai/fastcore/…

Release v1.3.26 · AnswerDotAI/fastcore

New Features add class init support to docments (#347) add timeout param to url functions (#346) add L.argfirst (#345) add Path.relpath (#344) add full and returns to docments, and derive type fro...

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New #fastcore release: v1.3.11. github.com/fastai/fastcore/r…

Release v1.3.11 · AnswerDotAI/fastcore

Bugs Squashed regression in urlopen header user-agent not set (#237) loads incompatible with Python 3.9 (#236) Documentation search not working (#235)

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New #fastcore release: v1.5.28. github.com/fastai/fastcore/r… Bugs Squashed - fix: `console_help` excludes entrypoints from the root module, thanks to @wasimlorgat - Improvements to test messages, thanks to ddobrinskiy

Release v1.5.28 · AnswerDotAI/fastcore

Bugs Squashed fix: console_help excludes entrypoints from the root module (#495), thanks to @seeM Improvements to test messages (#508), thanks to @ddobrinskiy

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Replying to @fastdotai @manauwar1212 @jeremyphoward
(You might also want to consider whether at-mentioning someone with >100k followers that's provided you with free educational material is a thoughtful thing to do, and what would happen if all students did that.)
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New #nbdev release: v1.1.3. github.com/fastai/nbdev/rele… 1.1.3 ### New Features - Place source code below heading on #exports ([#265](github.com/fastai/nbdev/pull…)), thanks to [@hamelsmu](github.com/hamelsmu)
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New #nbdev release: v2.1.1. github.com/fastai/nbdev/rele… New Features - add tools from fastrelease to nbdev Bugs Squashed - fix `nbdev_test` with no `--fname` in non-nbdev repos, thanks to @wasimlorgat - Auto-generated showdoc headers not in ToC

Release v2.1.1 · AnswerDotAI/nbdev

New Features add tools from fastrelease to nbdev (#733) Bugs Squashed fix nbdev_test with no --fname in non-nbdev repos (#730), thanks to @seeM Auto-generated showdoc headers not in ToC (#703)

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new fast.ai post: Please Don't Say "It used to be called Big Data and now it's called Deep Learning" fast.ai/2016/11/17/not-all-t… #deeplearning
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New #fastcore release: v1.3.14. github.com/fastai/fastcore/r… ### New Features - add `loads_multi` ([#271](github.com/fastai/fastcore/i…)) ### Bugs Squashed - ignored empty str `names` in `store_attr` ([#267](github.com/fastai…

Release v1.3.14 · AnswerDotAI/fastcore

New Features add loads_multi (#271) Bugs Squashed ignored empty str names in store_attr (#267) returns_none not returning non-none type (#266) Transform return type ignored (#265) test_eq incorr...

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New #fastcore release: v1.2.3. github.com/fastai/fastcore/r… 1.2.3 ### New Features - add `try_attrs` ([#142](github.com/fastai/fastcore/i…)) - add `filter_dict`, `filter_keys`, and `filter_values` ([#140](github.com/fastai/…

Release 1.2.3 · AnswerDotAI/fastcore

1.2.3 New Features add try_attrs (#142) add filter_dict, filter_keys, and filter_values (#140) add str2bool (#138) Bugs Squashed type fails with @typedispatch (#144) with_cast fails to cast defa...

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New #fastcore release: v1.4.2. github.com/fastai/fastcore/r… ### New Features - numpy-style docstring support for `docments` ([#405](github.com/fastai/fastcore/i…))

Release v1.4.2 · AnswerDotAI/fastcore

New Features numpy-style docstring support for docments (#405)

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New fastcore release v1.0.14. zpr.io/HMpb6 1.0.14 ### Bugs Squashed - Reapply fix for #86 which was unintentionally reverted by the next commit ([#91](github.com/fastai/fastcore/i…))
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New #fastai release: v2.1.4. github.com/fastai/fastai/rel… 2.1.4 ### Breaking Changes - moved `has_children` from `nn.Module` to free function ([#2931](github.com/fastai/fastai/iss…)) ### New Features - Support persistent workers ([#…

Release 2.1.4 · fastai/fastai

2.1.4 Breaking Changes moved has_children from nn.Module to free function (#2931) New Features Support persistent workers (#2768) Bugs Squashed unet_learner segmentation fails (#2939) In "...

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New #ghapi release: v0.1.7. github.com/fastai/ghapi/rele… ### New Features - parallel `pages` ([#18](github.com/fastai/ghapi/issu…)) - add `GhDeviceAuth` ([#15](github.com/fastai/ghapi/issu…)) - add `date2gh` ([#14](https://github.c…

Release v0.1.7 · AnswerDotAI/ghapi

New Features parallel pages (#18) add GhDeviceAuth (#15) add date2gh (#14)

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New #fastwebhook release: v0.0.12. github.com/fastai/fastwebhoo… 0.0.12 ### New Features - add parameters to `fastwebhook_install`, and provide basic setup docs in README.md ([#7](github.com/fastai/fastwebhoo…)) ### Bugs squas…

Release 0.0.12 · fastai/fastwebhook

0.0.12 New Features add parameters to fastwebhook_install, and provide basic setup docs in README.md (#7) Bugs squashed disable buffering so systemd journal works correctly

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New #fastcore release: v1.5.15. github.com/fastai/fastcore/r… New Features - layered `Config` with `extra_files`; `Config` `repr`, thanks to @wasimlorgat - in-memory `Config` by passing `save=False`, thanks to @wasimlorgat - use `==` for non iterable a…

Release v1.5.15 · AnswerDotAI/fastcore

New Features layered Config with extra_files; Config repr (#456), thanks to @seeM in-memory Config by passing save=False (#455), thanks to @seeM use == for non iterable args to all_equal (#453) Ne...

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New #ghapi release: v0.1.14. github.com/fastai/ghapi/rele… ### New Features - `text` property for `GhEvent` ([#23](github.com/fastai/ghapi/issu…)) ### Bugs Squashed - broken links in index.html page ([#27](github.com/fastai/ghapi/iss…

Release v0.1.14 · AnswerDotAI/ghapi

New Features text property for GhEvent (#23) Bugs Squashed broken links in index.html page (#27) Bug: paged does not pass kwargs to operation (#24)

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New #fastcore release: v1.4.0. github.com/fastai/fastcore/r… ### New Features - Support union types with `|` in `typedispatch` and `@patch` ([#397](github.com/fastai/fastcore/i…)) - Support py3.10 annotations ([#396](github.com/f…

Release v1.4.0 · AnswerDotAI/fastcore

New Features Support union types with | in typedispatch and @patch (#397) Support py3.10 annotations (#396) Bugs Squashed fix missing import for get_source_link (#392), thanks to @hamelsmu

github.com
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New fastcore release v1.0.12. zpr.io/HX4mu 1.0.12 ### New Features - add function support to `store_attr` ([#85](github.com/fastai/fastcore/i…)) ### Bugs Squashed - 'mp_context' keyword for initialising concurrent.futures.ProcessPoolExecutor only sup
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New #fastcore release: v1.5.17. github.com/fastai/fastcore/r… New Features - Add `fastcore.style`: fast styling for friendly CLIs, thanks to @wasimlorgat - add `skip_folder` to `xtras.walk` Bugs Squashed - Fix scripts not executing, thanks to @renato…

Release v1.5.17 · AnswerDotAI/fastcore

New Features Add fastcore.style: fast styling for friendly CLIs (#460), thanks to @seeM add skip_folder to xtras.walk (#458) Bugs Squashed Fix scripts not executing (#449), thanks to @renato145

github.com
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New #fastcore release: v1.0.20. github.com/fastai/fastcore/r… 1.0.20 ### New Features - add `ignore_ex=False` and `as_bytes=False` params to `run` ([#108](github.com/fastai/fastcore/i…)) - `AttrDict`: a `dict` subclass that also pr…

Release 1.0.20 · AnswerDotAI/fastcore

1.0.20 New Features add ignore_ex=False and as_bytes=False params to run (#108) AttrDict: a dict subclass that also provides access to keys as attrs; and change dict2obj to create AttrDicts instea...

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New #fastcore release: v1.5.7. github.com/fastai/fastcore/r… New Features - always set `__wrapped__` in `call_parse`

Release v1.5.7 · AnswerDotAI/fastcore

New Features always set __wrapped__ in call_parse (#435)

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New #fastcore release: v1.5.29. github.com/fastai/fastcore/r… New Features - extend test_eq_type, thanks to ddobrinskiy - PyTorch 2.0 compile compatibility, thanks to ggosline

Release v1.5.29 · AnswerDotAI/fastcore

New Features extend test_eq_type (#507), thanks to @ddobrinskiy PyTorch 2.0 compile compatibility, thanks to @ggosline

github.com
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New #fastprogress release: v1.0.3. github.com/fastai/fastprogre… New Features - support unknown `total` by passing `total='noinfer'`, thanks to @wasimlorgat - support PyCharm console as TTY
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New #ghapi release: v0.1.15. github.com/fastai/ghapi/rele… ### New Features - make `actions_group` a context manager ([#33](github.com/fastai/ghapi/issu…))

Release v0.1.15 · AnswerDotAI/ghapi

New Features make actions_group a context manager (#33)

github.com
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New #fastai release: v2.7.6. github.com/fastai/fastai/rel… New Features - Initial Mac GPU (mps) support

Release v2.7.6 · fastai/fastai

New Features Initial Mac GPU (mps) support (#3719)

github.com
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New #fastcore release: v1.3.29. github.com/fastai/fastcore/r… ### Bugs Squashed - fix missing import for `get_source_link` ([#392](github.com/fastai/fastcore/p…)), thanks to [@hamelsmu](github.com/hamelsmu) - fix missing import ([…

Release v1.3.29 · AnswerDotAI/fastcore

Bugs Squashed fix missing import for get_source_link (#392), thanks to @hamelsmu fix missing import (#391), thanks to @hamelsmu

github.com
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New #fastcore release: v1.3.25. github.com/fastai/fastcore/r… ### Bugs Squashed - `untar_dir` always extracts archive even if already exists ([#337](github.com/fastai/fastcore/i…))

Release v1.3.25 · AnswerDotAI/fastcore

Bugs Squashed untar_dir always extracts archive even if already exists (#337)

github.com
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New #fastcore release: v1.3.10. github.com/fastai/fastcore/r… 1.3.10 ### New Features - split `parallel` and `net` modules out of `xtras` ([#234](github.com/fastai/fastcore/i…)) - New HTTP Exceptions hierarchy for each status code, use…

Release v1.3.10 · AnswerDotAI/fastcore

1.3.10 New Features split parallel and net modules out of xtras (#234) New HTTP Exceptions hierarchy for each status code, used by url* functions add Request.summary and debug paramaeter to urlsen...

github.com
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New #ghapi release: v0.1.18. github.com/fastai/ghapi/rele… ### Bugs Squashed - `HTTP Error 422: Unprocessable Entity` returned for `issues.add_labels` ([#69](github.com/fastai/ghapi/issu…))

Release v0.1.18 · AnswerDotAI/ghapi

Bugs Squashed HTTP Error 422: Unprocessable Entity returned for issues.add_labels (#69)

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New #nbdev release: v2.3.8. github.com/fastai/nbdev/rele… New Features - better error messages for `nbdev_migrate` - experimental: Users can provide extra processors via the `procs` key in `settings.ini`, thanks to @wasimlorgat - enable Documentation Only …

Release v2.3.8 · AnswerDotAI/nbdev

New Features better error messages for nbdev_migrate (#1177) experimental: Users can provide extra processors via the procs key in settings.ini (#1157), thanks to @seeM enable Documentation Only S...

github.com
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New #fastcore release: v1.4.1. github.com/fastai/fastcore/r… ### New Features - py310 annotation support ([#402](github.com/fastai/fastcore/i…)) - add `set_nested_idx` ([#401](github.com/fastai/fastcore/i…))
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New #fastai release: v2.0.12. zpr.io/HX5U9 2.0.12 ### Bugs Squashed - Undo breaking `num_workers` fix ([#2804](github.com/fastai/fastai/pul…))
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New #fastcore release: v1.3.17. github.com/fastai/fastcore/r… ### New Features - add `strcat` and `mapt` ([#273](github.com/fastai/fastcore/i…))
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New #fastcore release: v1.3.13. github.com/fastai/fastcore/r… ### New Features - add `EventTimer` ([#263](github.com/fastai/fastcore/i…)) - Store kwargs in `store_attr ([#262](github.com/fastai/fastcore/i…)) - add `trun…

Release v1.3.13 · AnswerDotAI/fastcore

New Features add EventTimer (#263) Store kwargs in `store_attr (#262) add truncstr (#261) add sparkline (#260) add autostart for generators (#249) dynamic fastcore.script help width (#247) optio...

github.com
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New #nbdev release: v2.2.6. github.com/fastai/nbdev/rele… New Features - Build `_modidx.py` on demand in order to git conflicts - Add source link to index - Order left navigation sections using numeric prefix - Automatic rendering of python files with fron…

Release v2.2.6 · AnswerDotAI/nbdev

New Features Build _modidx.py on demand in order to git conflicts (#911) Add source link to index (#909) Order left navigation sections using numeric prefix (#901) Automatic rendering of python fi...

github.com
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New #fastcore release: v1.3.1. github.com/fastai/fastcore/r… 1.3.1 ### New Features - callable support for `Self` ([#162](github.com/fastai/fastcore/i…)) - add filter func to `first` ([#161](github.com/fastai/fastcore/i……

Release 1.3.1 · AnswerDotAI/fastcore

1.3.1 New Features callable support for Self (#162) add filter func to first (#161) maybe_open context manager and fast image_size funcion (#160) Bugs Squashed Redundent L.map_filter removed (si...

github.com
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New #nbdev release: v2.2.0. github.com/fastai/nbdev/rele… Breaking Changes - Combine preprocs and postprocs into new `Processor` class - Rename `nbdev.read` to `nbdev.config` - Use H3 for functions and properties, instead of H4 - Remove `nbflags` directive…

Release v2.2.0 · AnswerDotAI/nbdev

Breaking Changes Combine preprocs and postprocs into new Processor class (#874) Rename nbdev.read to nbdev.config (#879) Use H3 for functions and properties, instead of H4 (#875) Remove nbflags di...

github.com
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New #fastcore release: v1.3.5. github.com/fastai/fastcore/r… 1.3.5 ### Breaking Changes - remove `log_args` ([#176](github.com/fastai/fastcore/i…)) ### New Features - `Stateful` base class/mixin for objects that should not seriali…

Release 1.3.5 · AnswerDotAI/fastcore

1.3.5 Breaking Changes remove log_args (#176) New Features Stateful base class/mixin for objects that should not serialize all their state (#196) new frame param to argnames (#195) add urlopen a...

github.com
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New #fastcore release: v1.5.6. github.com/fastai/fastcore/r… Bugs Squashed - Fix missing import

Release v1.5.6 · AnswerDotAI/fastcore

Bugs Squashed Fix missing import

github.com
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New #nbdev release: v2.3.2. github.com/fastai/nbdev/rele… New Features - Support GitHub Enterprise Bugs Squashed - `nbdev_new` fails with `AttributeError: path_`

Release v2.3.2 · AnswerDotAI/nbdev

New Features Support GitHub Enterprise (#944) Bugs Squashed nbdev_new fails with AttributeError: path_ (#1063)

github.com
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...and here it is in @GoogleColab so you can experiment with it yourself: colab.research.google.com/gi…

04_mnist_basics.ipynb

Run, share, and edit Python notebooks

colab.research.google.com
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New #fastcore release: v1.5.5. github.com/fastai/fastcore/r… New Features - use ujson if available - new `func` param for `globtastic` - add nested parser support to `fastcore.script`, thanks to @wasimlorgat

Release v1.5.5 · AnswerDotAI/fastcore

New Features use ujson if available (#432) new func param for globtastic (#429) add nested parser support to fastcore.script (#428), thanks to @seeM

github.com
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New #fastcore release: v1.0.19. github.com/fastai/fastcore/r… 1.0.19 ### New Features - `run`: flexibly run an external process and raise exception if it fails ([#105](github.com/fastai/fastcore/i…))

Release 1.0.19 · AnswerDotAI/fastcore

1.0.19 New Features run: flexibly run an external process and raise exception if it fails (#105)

github.com
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New #nbdev release: v2.1.4. github.com/fastai/nbdev/rele… New Features - Add `custom_quarto_yml` setting, thanks to benoit-cty - Display multiline docstrings - Include filename in `nbdev_export` warning when nbdev1 syntax is used - Streamline `nbdev_new`: …

Release v2.1.4 · AnswerDotAI/nbdev

New Features Add custom_quarto_yml setting (#842), thanks to @benoit-cty Display multiline docstrings (#841) Include filename in nbdev_export warning when nbdev1 syntax is used (#835) Streamline n...

github.com
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FYI you'll see a few "new release" notifications today for releases that were actually a few weeks ago. Turns out we had a firewall rule that was blocking a webhook, so those new release tweets weren't getting sent. Fixed now!
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New #fastcore release: v1.3.20. github.com/fastai/fastcore/r… ### New Features - make patch more compatible with classmethods ([#309](github.com/fastai/fastcore/p…)), thanks to [@tezike](github.com/tezike) - Added order and list s…

Release v1.3.20 · AnswerDotAI/fastcore

New Features make patch more compatible with classmethods (#309), thanks to @tezike Added order and list support for Pipeline.add (#297), thanks to @marii-moe support windows: only add lock if it ...

github.com
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New #nbdev release: v2.3.4. github.com/fastai/nbdev/rele… New Features - improve jekyll migration, thanks to @HamelHusain Bugs Squashed - skip `_docs` and `_site` in processing - fix alias bug, thanks to @HamelHusain

Release v2.3.4 · AnswerDotAI/nbdev

New Features improve jekyll migration (#1078), thanks to @hamelsmu Bugs Squashed skip _docs and _site in processing (#1085) fix alias bug (#1075), thanks to @hamelsmu

github.com
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New #fastcore release: v1.5.26. github.com/fastai/fastcore/r… Bugs Squashed - Delegatee docments not appearing - UnicodeDecodeError occurs when reading `settings.ini` file containing CJK characters on Windows

Release v1.5.26 · AnswerDotAI/fastcore

Bugs Squashed Delegatee docments not appearing (#485) UnicodeDecodeError occurs when reading settings.ini file containing CJK characters on Windows (#483)

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Replying to @manauwar1212 @jeremyphoward
If you don't get an answer to a question, it's a good opportunity to reflect on how you could have asked in a way that would make it easier for people to answer. There's a lot of info on the forum to help you with this.
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New #fastwebhook release: v0.0.15. github.com/fastai/fastwebhoo… New Features - [Enhancement] Clean up tweet body and @ mentions, thanks to @TheZachMueller - Use docments, thanks to @TheZachMueller

Release v0.0.15 · fastai/fastwebhook

New Features [Enhancement] Clean up tweet body and @ mentions (#44), thanks to @muellerzr Use docments (#37), thanks to @muellerzr

github.com
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New #fastcore release: v1.5.0. github.com/fastai/fastcore/r… Breaking Changes - Importing `fastcore.utils` now longer imports `fastcore.net` New Features - Move imports into functions to make import faster - use py310 style union annotations, thanks t…

Release v1.5.0 · AnswerDotAI/fastcore

Breaking Changes Importing fastcore.utils now longer imports fastcore.net New Features Move imports into functions to make import faster (#426) use py310 style union annotations (#421), thanks t...

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