nnabla vs loop_tool

nnabla

Neural Network Libraries (by sony)

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Source Code

nnabla.org

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loop_tool

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

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nnabla		loop_tool
	Project
1	Mentions	4
2,694	Stars	145
0.3%	Growth	-
8.2	Activity	0.0
14 days ago	Latest Commit	over 1 year ago
Python	Language	C++
Apache License 2.0	License	MIT License

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.

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

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

What are some alternatives?

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

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

black - The uncompromising Python code formatter

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

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

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

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