jaxtyping
madtypes
| jaxtyping | madtypes | |
|---|---|---|
| 7 | 2 | |
| 941 | 4 | |
| 3.9% | - | |
| 8.3 | 8.1 | |
| 11 days ago | 11 months ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | MIT License |
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jaxtyping
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Writing Python like it's Rust
Try using [jaxtyping](https://github.com/google/jaxtyping).
It also supports numpy/pytorch/etc.
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Writing Python like it’s Rust
Since you mention ML use-cases, you might like jaxtyping.
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Scientific computing in JAX
jaxtyping: rich shape & dtype annotations for arrays and tensors (also supports PyTorch/TensorFlow/NumPy);
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[D] Have their been any attempts to create a programming language specifically for machine learning?
Heads-up that my newer jaxtyping project now exists.
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Returning to snake's nest after a long journey, any major advances in python for science ?
As other folks have commented, type hints are now a big deal. For static typing the best checker is pyright. For runtime checking there is typeguard and beartype. These can be integrated with array libraries through jaxtyping. (Which also works for PyTorch/numpy/etc., despite the name.)
- Type annotations and runtime checking for shape and dtype
madtypes
- Show HN: Python class typing that raises TypeError at runtime
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Writing Python like it's Rust
Hei !
This comment inspired me because I was working on data-types at my company at the moment and I realized how static typing would have really benefited us.
So I made a library that does just that !
https://github.com/6r17/madtypes
I hope this will help some people !
What are some alternatives?
torchtyping - Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.
mypy - Optional static typing for Python
MindsDB - The platform for customizing AI from enterprise data
mypyc - Compile type annotated Python to fast C extensions
diffrax - Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
ruff - An extremely fast Python linter and code formatter, written in Rust.
plum - Multiple dispatch in Python
sdk - Core functionality needed to create .NET Core projects, that is shared between Visual Studio and CLI
pytype - A static type analyzer for Python code
pylance-release - Documentation and issues for Pylance
cattrs - Composable custom class converters for attrs.
pyre-check - Performant type-checking for python.