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Einops Alternatives
Similar projects and alternatives to einops
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NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better einops alternative or higher similarity.
einops reviews and mentions
Posts with mentions or reviews of einops.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-04-29.
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[D] Any independent researchers ever get published/into conferences?
It depends on what are their main purposes. I know some figures who have done an amazing job in this field but never because of publications, e.g. https://github.com/lucidrains and https://github.com/rwightman, https://einops.rocks/
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[D] Anyone using named tensors or a tensor annotation lib productively?
On tsalib's warp: this is very similar to einops. I think it might even be slightly more general. However, I'm honestly not sure to what extent tsalib is still maintained, as it looks like the most recent commit was about two years ago. (Which is a shame.)
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A basic introduction to NumPy's einsum
Also see Einops: https://github.com/arogozhnikov/einops, which uses a einsum-like notation for various tensor operations used in deep learning.
https://einops.rocks/pytorch-examples.html shows how it can be used to implement various neural network architectures in a more simplified manor.
I would like to second that! I converted multiple of my lab mates into Einops just by having them browse through the tutorial in https://einops.rocks/ :)
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Ask HN: What technologies greatly improve the efficiency of development?
This combined with something like einops [1] ( intuitive reshaping library) can be a huge time saver.
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[D] What are your favorite tools to visualize/explain tensor operations?
einops: just look at the pretty visual GIF and be amazed
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Write Better And Faster Python Using Einstein Notation
Fun fact: the einops library also suggests the exact same use case using einops.rearrange. The two are equivalent:
I'm aware, I actually love einops and use it all the time. This was a weird example. The einops docs are really a better explanation and pitch, IMHO. Hell, I'll even just post the thing here for people who don't feel like leaving reddit:
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[Discussion] Why are Einstein Sum Notations not popular in ML? They changed my life.
https://github.com/arogozhnikov/einops for even more
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A note from our sponsor - InfluxDB
www.influxdata.com | 6 Oct 2022
Stats
Basic einops repo stats
12
5,664
8.6
9 days ago
arogozhnikov/einops is an open source project licensed under MIT License which is an OSI approved license.
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