loop_tool vs nnabla

loop_tool

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

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nnabla

Neural Network Libraries (by sony)

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Source Code

nnabla.org

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loop_tool		nnabla
	Project
4	Mentions	1
145	Stars	2,694
-	Growth	0.3%
0.0	Activity	8.2
over 1 year ago	Latest Commit	12 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

nnabla

Posts with mentions or reviews of nnabla. 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

What are some alternatives?

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

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

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

black - The uncompromising Python code formatter

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.

Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration

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

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