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mtghorbani committed Jun 19, 2024
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# StructTensor: Compiling Structured Tensor Algebra

[![CI](https://github.com/edin-dal/structtensor/actions/workflows/compile_and_test.yml/badge.svg?branch=dev-tests)](https://github.com/edin-dal/structtensor/actions/workflows/compile_and_test.yml)

StructTensor is the first framework that supports structured computation for tensor algebra on variable-sized tensors. It uses program reasoning and compiler techniques to generate a high-performance structure-aware code that can achieve up to 6 orders of magnitude performance boost over well-known dense tensor frameworks such as NumPy, PyTorch, and TensorFlow over structured computation. The StructTensor compiler is written in Scala and will output a C++ code that can be later compiled through C++ compilers such as Clang or GCC.

To learn more about StructTensor, please read [our paper published in OOPSLA'23](https://dl.acm.org/doi/pdf/10.1145/3622804).
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