DNN compiler, Apache TVM, Hummingbird and ONNX-MLIR

This is an article for MLOps Advent Calendar 2022. Deep neural networks (DNNs) are complex machine learning models that are composed of multiple layers of interconnected nodes, or “neurons,” which are used to process and analyze large amounts of data. These models are typically trained using vast amounts of data and require significant computational resources to run. To optimize the performance of DNNs, many tools and technologies have been developed, including DNN compilers....

2022-12-16 Fri ·     "Masahiro Hiramori"