Catalyst. Catalyst logo. PyTorch framework for Deep Learning R&D. It focuses on reproducibility, rapid experimentation, and codebase reuse so you can create ...
Catalyst helps you write compact, but full-featured deep learning and reinforcement learning ... PyTorch Lightning is a Keras-like ML library for PyTorch.
03.12.2021 · Code comparison: Pytorch vs Lightning Source From the above example, you can see, Lightning provides a more dedicated functionality for each operation : building model, loading data, configuring optimizers et cetera, along with that it takes care of the boilerplate code like the configuring the training loop.
27.02.2020 · This post answers the most frequent question about why you need Lightning if you’re using PyTorch. PyTorch is extremely easy to use to build complex AI models. But once the research gets complicated and things like multi-GPU training, 16-bit precision and TPU training get mixed in, users are likely to introduce bugs.
25.10.2020 · Pytorch frameworks, a few comparissons. Adrian G. Oct 25, 2020 · 8 min read. Catalyst, Fastai, Ignite and Pytorch-Lightning are all amazing frameworks but which one should I use for project x? I have been asking myself the same question and it is not an easy answer.
Catalyst. Honestly I am super new to Catalyst, it’s unlike PyTorch Lightning, a bit harder to understand for me, but I am excited about knowing more about it. First of all, the documentation is not yet completed, so my understanding is through source code reading on …
05.08.2019 · Both Lightning and Ignite have very simple interfaces, as most of the work is still done in pure PyTorch by the user. The main work happens inside the Engine and Trainer objects respectively. Fast.ai however, does require learning another library on top of PyTorch. The API doesn’t operate directly on pure PyTorch code most of the time (there ...
Incrementally adding fastai goodness to your Catalyst training. ... We're going to use the MNIST training code from Catalyst's README (as at August 2020), ...
PyTorch Sangokushi (Ignite / Catalyst / Lightning). 0. Introduction. I think that all deep learning frameworks are areas where development is very fast and ...