loop_tool vs jittor

loop_tool

A thin, highly portable toolkit for efficiently compiling dense loop-based computation. (by facebookresearch)

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jittor

Jittor is a high-performance deep learning framework based on JIT compiling and meta-operators. (by Jittor)

Deep Learning GPU Python jittor Cuda

Source Code

cg.cs.tsinghua.edu.cn

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loop_tool		jittor
	Project
4	Mentions	4
145	Stars	2,998
-	Growth	-
0.0	Activity	7.6
over 1 year ago	Latest Commit	10 days ago
C++	Language	Python
MIT License	License	Apache License 2.0

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.

loop_tool

Posts with mentions or reviews of loop_tool. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-11-03.

Tinygrad: A simple and powerful neural network framework
16 projects | news.ycombinator.com | 3 Nov 2022

I've done some work in the past in representations and you actually can represent Conv and MatMul in more primitive ways. I ended up writing an IR called loop_tool that exposes this stuff pretty nicely:
https://github.com/facebookresearch/loop_tool/blob/main/pyth...
The idea is basically this: https://news.ycombinator.com/item?id=28883086
Interactive Loop Optimization
1 project | news.ycombinator.com | 20 Feb 2022

I just finished adding a basic WASM[1] backend + basic JavaScript frontend[2]. I'm in the process of adding in-browser optimization[3] and will hope to have a demo some time this week!
[1] https://github.com/facebookresearch/loop_tool/blob/main/src/...
[2] https://github.com/facebookresearch/loop_tool/blob/main/java...
[3] https://github.com/facebookresearch/loop_tool/blob/main/test...
Loop_tool: A toolkit for loop-based computation
1 project | news.ycombinator.com | 11 Oct 2021
Loop_tool tutorial – a lazy symbolic linear algebra toolkit
1 project | news.ycombinator.com | 9 Oct 2021

jittor

Posts with mentions or reviews of jittor. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-09.

VSL; Vlang's Scientific Library
4 projects | /r/vlang | 9 Jun 2023

Would it make sense to have a backend support for OpenXLA, Apache TVM, Jittor or other similar to get free GPU, TPU and other accelerators for free ?
Jittor: High-performance deep learning framework based on JIT and meta-operators
1 project | news.ycombinator.com | 2 Apr 2023
Tinygrad: A simple and powerful neural network framework
16 projects | news.ycombinator.com | 3 Nov 2022

Very similar idea as Jittor, convolution definitely can be break down: https://github.com/Jittor/jittor/blob/master/python/jittor/n...
How do I deal with ML models taking soooo long to train, when I have to optimize results?
1 project | /r/datascience | 1 Apr 2021

-I've found JIT quite useful: https://github.com/Jittor/jittor

What are some alternatives?

When comparing loop_tool and jittor you can also consider the following projects:

thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

Res2Net-PretrainedModels - (ImageNet pretrained models) The official pytorch implemention of the TPAMI paper "Res2Net: A New Multi-scale Backbone Architecture"

shumai - Fast Differentiable Tensor Library in JavaScript and TypeScript with Bun + Flashlight

black - The uncompromising Python code formatter

tvm - Open deep learning compiler stack for cpu, gpu and specialized accelerators

openpilot - openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for 250+ supported car makes and models.

vsl - V library to develop Artificial Intelligence and High-Performance Scientific Computations

tinygrad - You like pytorch? You like micrograd? You love tinygrad! ❤️ [Moved to: https://github.com/tinygrad/tinygrad]

StylizedNeRF - [CVPR 2022] Code for StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D mutual learning

nnabla - Neural Network Libraries