Kornia
peridot
Kornia | peridot | |
---|---|---|
11 | 13 | |
9,395 | 388 | |
1.8% | - | |
9.4 | 3.1 | |
5 days ago | over 1 year ago | |
Python | Haskell | |
Apache License 2.0 | Mozilla Public License 2.0 |
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Kornia
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[News] Kornia 0.6.6: ParametrizedLine API, load_image support for Apple Windows Developer, integration demos with Hugging Face and many more.
👉 https://github.com/kornia/kornia/releases/tag/v0.6.6
- [P] Kornia: Differential Computer Vision
- Kornia: Differential Computer Vision
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Hacker News top posts: May 10, 2022
Kornia: Differential Computer Vision\ (3 comments)
- Preprocessing for NN on GPU
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Top 5 Python libraries for Computer vision
Kornia - Kornia is a differentiable computer vision library for PyTorch. It consists of a set of routines and differentiable modules to solve generic computer vision problems. At its core, the package uses PyTorch as its main backend both for efficiency and to take advantage of the reverse-mode auto-differentiation to define and compute the gradient of complex functions.
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[D] CPU choice for machine learning server (Epyc vs. Threadripper)
Between "not being sure yet" about GPU operations in pre-processing and choosing high-end CPUs, I think you are overthinking the wrong alternative. Besides DALI, check whether you are using codecs besides nvidia/torchvision-supported jpeg and png, and if other GPU CV libraries meet your needs: torchvision kornia
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[P] Using PyTorch + NumPy? A bug that plagues thousands of open-source ML projects.
Use kornia.augmentation where this problem is solved doing the augmentations in batch outside the dataloader. https://github.com/kornia/kornia
peridot
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Peridot Paper Preprint
I've mostly finished up a preprint of a research paper on Peridot, my programming language! It still needs some work, but I'm happy enough with it to post it. If you have any questions or suggestions don't hesitate to tell me here. I would love feedback :-)
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September 2022 monthly "What are you working on?" thread
I'm finishing up with Peridot! The research goals of the project are close to being accomplished, so I'll be wrapping up soon. I'm really satisfied with it as a proof-of-concept for the ideas it implements. The last main bit of the project is a research paper I'm writing which details the language and its applications in detail.
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Peridot MVP
Hey all! I've been working on my programming language Peridot for about six months, and it's finally at the point where I can call it an MVP! Peridot is a language in which the compiler backend is implemented in userspace via metaprogramming.
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July 2022 monthly "What are you working on?" thread
The Peridot MVP is feature-complete! All that's left to do are bugfixes, after which it will be a real, usable language. Here's the major features, in no particular order:
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A Typed Foundation for Directional Logic Programming
I'm not aware of any current implementations, but I'll be implementing it in my language, Peridot. Unfortunately that won't be for a few months though.
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How did you choose the name for your programming language?
The second was called Konna. AFAIK it’s Finnish for “frog”, but sources seem to disagree? I don’t speak Finnish, I got the word from a Finnish video game. My third and current language is called Peridot. I’m pretty proud of this name, although it’s less searchable than the previous ones. The origin is pretty simple, I was just looking around at gemstones and thought peridot looked neat.
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Peridot: A functional language based on two-level type theory
Hey! I'm Peridot's author. Peridot is a language based on two-level type theory which allows for the compiler backend to be written in userspace. The language is really two languages tied together: a logic language, and a dependently typed functional language. The former is built for metaprogramming - high-level optimizers and compilers can be written that translate the latter language into a target language of choice. An in-depth explanation of the language's rationale can be found here.
What are some alternatives?
OpenCV - Open Source Computer Vision Library
Hacking-F117A - My investigation into mission generation in the Stealth Fighter games by Microprose.
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schmu - A WIP programming language inspired by ML and powered by LLVM
SimpleCV - The Open Source Framework for Machine Vision
ramen - A stream processing language and compiler for small-scale monitoring
multi-object-tracker - Multi-object trackers in Python
elaboration-zoo - Minimal implementations for dependent type checking and elaboration
gaps - A Genetic Algorithm-Based Solver for Jigsaw Puzzles :cyclone:
boba - A general purpose statically-typed concatenative programming language.