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This is a small, self-contained framework for training and querying neural networks. Most notably, it contains a lightning-fast "fully fused" multi-layer perceptron (technical paper), a versatile multiresolution hash encoding (technical paper), as well as support for various other input encodings, losses, and optimizers. We provide a sample application where an image function (x,y) -> (R,G,B) is learned. The fully fused MLP component of this framework requires a very large amount of shared...

...Requires Python (the pre-installed 2.7 version on OSX and most linux distros works fine, on Windows omegalib comes with python bundled so you don't need this). C++ Build tools for your platform (g++, clang/XCode, Visual Studio 2012/2013 depending on the OS). On windows, the free Visual Studio editions work fine. Modules are optional components that extend omegalib functionality. Enabled modules are automatically downloaded and compiled. A full list of modules can be found in the Omegalib hub. On most platforms, omegalib is distributed as a source-only project. ...