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Jeremy Howard Profile picture
@jeremyphoward
Jul 28, 2022 • 10 tweets • 8 min read • Read on X
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Our biggest launch in years: nbdev2, now boosted with the power of @quarto_pub!

Use @ProjectJupyter to build reliable and delightful software fast. A single notebook creates a python module, tests, @github Actions CI, @pypi/@anacondainc packages, & more
fast.ai/2022/07/28/nbd…
What can you create with #nbdev with @quarto_pub? Well, for starters, check out our beautiful new website.

Created with nbdev, of course!

nbdev.fast.ai
That website is generated automatically from the notebooks in this repo.

Take a look around -- all the things you'd hope to see in a high-quality project are there. It's all done for you by nbdev. For instance, see the nice README? Built from a notebook!
github.com/fastai/nbdev/
nbdev v1 is already recommended by experts, and v2 is a big step up again.

"From my point of view it is close to a Pareto improvement over traditional Python library development." Thankyou @erikgaas 😀
Here's an example of the beautiful and useful docs that are auto-generated by nbdev+Quarto.
nbdev.fast.ai/merge.html
Here's an example of an exported function in a notebook cell. This is automatically added to the python module, and the documentation you see on the right is auto-generated.
nbdev.fast.ai/merge.html#nbd…
Every time we update a notebook to change the docs, library, or tests, everything is checked by @github Actions automatically
Here's the @pypi pip installer that's auto-generated. See the description? That's created for you from the notebook you use for your documentation homepage (just like the README, and the description for your conda package)
pypi.org/project/nbdev/
I've barely scratched the surface in this brief tweet thread! For much more information, take a look at the blog post authored with @HamelHusain
fast.ai/2022/07/28/nbd…
This launch wouldn't have been possible without some amazing people. I'd especially like to highlight Hamel & @wasimlorgat, who made nbdev2 a far better product than it would have been without them, JJ Allaire @fly_upside_down & the @quarto_pub team, & the @fastdotai community

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More from @jeremyphoward

Jeremy Howard Profile picture
Nov 16
Oh wow. This is gonna be super tricky to figure out what to do now.

There isn’t any easy automated way to install a full deep learning stack from scratch after this change afaict.
I wonder if the @PyTorch analysis behind this is mistaken. I suspect most of the pypi installs they’re seeing are from CI and similar. Conda installs are the standard for end user installation of PyTorch afaik
@PyTorch Conda aggressively caches installs so looking at relative download numbers won’t give a great sense of real usage.
Read 7 tweets
Jeremy Howard Profile picture
Oct 22
New version of sqlite-minutils (our stripped-down fork of @simonw's sqlite-utils) just released.

It has a fairly major and quite interesting change.🧵
github.com/AnswerDotAI/sq…
For the 1st time, we've decided to significantly change behavior from sqlite-utils: we've changed from using Python DB API transaction behavior, to original sqlite behavior.

That is - we've set `isolation_level` to 'none', and removed `with db` clauses.
docs.python.org/3/library/sqli…
Original sqlite is in "autocommit" mode at all times, unless/until you explicitly begin a transaction. I find this behavior convenient and intuitive, so sqlite-minutils now sticks to it too.
sqlite.org/c3ref/get_auto…
Read 6 tweets
Jeremy Howard Profile picture
Sep 3
Today @answerdotai is proposing `/llms.txt`. This is a file you can use to tell models where to find LLM-friendly content for your website.

It provides background information, along with links to markdown files providing more detailed information.
answer.ai/posts/2024-09-…
We're providing a website with details of the proposal, & javascript and python parsers. There's also an example of how to incorporate llms.txt into an editor--rather than weight into the emacs vs vim vs vscode wars, we picked ed, the standard text editor
llmstxt.org
Today websites are not just used to provide information to people, but they are also used to provide information to large language models.

For instance, language models are often used to enhance development environments used by coders.
Read 7 tweets
Jeremy Howard Profile picture
Aug 27
Something that nearly everyone is sleeping on is the importance of prompt caching.

We've just added support for it to Claudette, so @AnthropicAI caching is now *very* easy to use -- cached tokens are 90% cheaper, and faster!

Docs here: claudette.answer.ai/#prompt-caching
Image
Here's the official API docs with details on pricing:
docs.anthropic.com/en/docs/build-…
BTW Deepseek also provides prompt caching -- and theirs is fully automated, which is pretty cool!
platform.deepseek.com/api-docs/news/…
Read 5 tweets
Jeremy Howard Profile picture
Jul 29
Announcing FastHTML. A new way to create modern interactive web apps.

Scales down to a 6-line python file; scales up to complex production apps.

Auth, DBs, caching, styling, etc built-in & replaceable and extensible. 1-click deploy to @Railway, @vercel, @huggingface, & more. Image
To get started, head over to the home page: .

The whole site, designed by the @tinloof gang, is itself a running FastHTML app, and includes live code examples running inside that page.fastht.ml
I started FastHTML because during 25+ years of web development, I realized that web programming could be easier & more powerful. I feel that recent trends move away from the power of the web’s foundations, resulting in a fractured ecosystem of over-complex frameworks and tools. Image
Read 14 tweets
Jeremy Howard Profile picture
Jul 4
This is disgraceful. And ironic.

@stripe canceled an account used to collect money for a course. The cancellation was due to an AI/ML model failure.

The course was about how to use AI/ML correctly.
In this case @HamelHusain has enough reach on twitter that he got someone to notice and fix the mistake. But that’s not a solution for most people.
As we’ve been harping on about for many many years:

ALL ALGORITHMIC DECISION MAKING MUST HAVE MEANINGFUL HUMAN RECOURSE.
Read 4 tweets

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