Arraymancer
cps
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Arraymancer | cps | |
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21 | 9 | |
1,304 | 194 | |
- | 3.6% | |
8.2 | 7.9 | |
7 days ago | 11 days ago | |
Nim | Nim | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Arraymancer
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Arraymancer โ Deep Learning Nim Library
It is a small DSL written using macros at https://github.com/mratsim/Arraymancer/blob/master/src/array....
Nim has pretty great meta-programming capabilities and arraymancer employs some cool features like emitting cuda-kernels on the fly using standard templates depending on backend !
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Go, Python, Rust, and production AI applications
Nim has also a powerful deep learning library called Arraymancer. It's selling point is that you don't have to rewrite your code from research to production. It's used in various machine learning projects, but one recent one that caught my eye was https://github.com/amkrajewski/nimCSO "Composition Space Optimization"
https://github.com/mratsim/Arraymancer
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D Programming Language
- https://github.com/mratsim/Arraymancer/blob/master/src/array...
It's worth noting that nim async/await transformation is fully implemented as a library in macros.
- Prospects of utilising Nim in scientific computation?
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How to write performant Nim?
https://github.com/mratsim/Arraymancer 11. ยซ Premature optimisation is the root of all evil ยป, Donald Knuth, The art of computer Programming It would be quite useful that someone writes one with examples for all these recommendations and more ...
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Deeplearning in Nim?
In particular for deep learning as bobsyourunkl already mentioned there is arraymancer on the one hand and also flambeau on the other. The latter is a Nim wrapper around libtorch (i.e. the PyTorch C++ backend). It is missing things (to be wrapped by adding a few lines) and has some rough edges, but if one needs to get stuff done, it's possible.
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Mastering Nim โ now available on Amazon
how are u compiling (optimization, custom compilation flags etc.?) In my case https://github.com/mratsim/Arraymancer big project compile under your 4.2s so or you have like 10k+ lines of codes with macros or you just pass some debug flags to compiler :D
- Nim Version 1.6.6 Released
- The counter-intuitive rise of Python in scientific computing (2020)
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Computer Programming with Nim
We have both raw wrappers for BLAS:
https://github.com/andreaferretti/nimblas
as well as LAPACK:
https://github.com/andreaferretti/nimlapack
For an example, consider calling the least squares routine `dgelsd` in arraymancer:
https://github.com/mratsim/Arraymancer/blob/master/src/array...
wrapped up in a nicer user facing API.
Feel free to hop onto matrix, if you have more questions!
cps
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Nim CPS: compile-time continuations
This'll get you closer: https://github.com/nim-works/cps
Sorry, I was in a hurry.
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D Programming Language
- https://github.com/nim-works/cps
Or a neural network DSL or for a self-contained example, einsum:
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NIR: Nim Intermediate Representation
There has been a more-or-less working CPS implementation for Nim for a few years now,
https://github.com/nim-works/cps
https://github.com/nim-works/cps/tree/master/docs
Nobody seems to care though, as it has gained no traction at all and it has been mostly ignored by the core team.
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Nim v2.0 Released
Ones that have not been mentioned so far:
nlvm is an unofficial LLVM backend: https://github.com/arnetheduck/nlvm
npeg lets you write PEGs inline in almost normal PEG notation: https://github.com/zevv/npeg
futhark provides for much more automatic C interop: https://github.com/PMunch/futhark
nimpy allows calling Python code from Nim and vice versa: https://github.com/yglukhov/nimpy
questionable provides a lot of syntax sugar surrounding Option/Result types: https://github.com/codex-storage/questionable
ratel is a framework for embedded programming: https://github.com/PMunch/ratel
cps allows arbitrary procedure rewriting to continuation passing style: https://github.com/nim-works/cps
chronos is an alternative async/await backend: https://github.com/status-im/nim-chronos
zero-functional fixes some inefficiencies when chaining list operations: https://github.com/zero-functional/zero-functional
owlkettle is a declarative macro-oriented library for GTK: https://github.com/can-lehmann/owlkettle
A longer list can be found at https://github.com/ringabout/awesome-nim.
- CPS โ Also Known as Continuation-Passing Style โ For Nim
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In Defense of Async: Function Colors Are Rusty
I think the CPS attempt in Nim could do this
https://github.com/nim-works/cps
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Nim Version 1.6 Released
* Goroutines are probably a lot more easier to use. Work is being done to make Nim even better in that area: https://github.com/nim-works/cps but don't expect it soonish.
* I feel like Go has less 'edge cases', but the Nim compiler is steadily getting more stable, especially consider it's not backed up by a major company!
* Metaprogramming is really powerful, but not beginner friendly. The documentation says use macros when necessary, but personally I don't think that really happens in practice.
The advantages by far outweigh the disadvantages, especially if you are looking for a clean Go alternative(except maaaaaaybeee web application).
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Looking for more example of nim's coroutines
and the fifth: https://github.com/disruptek/cps
What are some alternatives?
nimtorch - PyTorch - Python + Nim
nim-chronos - Chronos - An efficient library for asynchronous programming
Nim - Nim is a statically typed compiled systems programming language. It combines successful concepts from mature languages like Python, Ada and Modula. Its design focuses on efficiency, expressiveness, and elegance (in that order of priority).
treesitter-unit - A Neovim plugin to deal with treesitter units
nimble - Package manager for the Nim programming language.
httpbeast - A highly performant, multi-threaded HTTP 1.1 server written in Nim.
awesome-tensor-compilers - A list of awesome compiler projects and papers for tensor computation and deep learning.
p-map - Map over promises concurrently
nvim-treesitter - Nvim Treesitter configurations and abstraction layer
jester - A sinatra-like web framework for Nim.
prologue - Powerful and flexible web framework written in Nim
godot-nim - Nim bindings for Godot Engine