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The Apache TVM Community and OctoML closed out 2021 with the fourth annual Apache TVM and Open Source ML Acceleration Conference. It was the TVM community’s largest event ever, with 700 attendees from 34 nations coming together for a virtual conference...

By using TVMScript, TVM's embedded domain specific language (DSL), OctoML engineers are able to demonstrate a 20x speedup over a straightforward PyTorch implementation on CPU, and a 1.3x speedup over handwritten CUDA implementation on GPU for a real-world kernel.

At TVMCon this week, we will be presenting our latest research from Carnegie Mellon University and University of Michigan for generating the fastest possible executable for a given machine learning model by using Collage.

OctoML, the company behind the leading Machine Learning (ML) Deployment Platform, has recently spearheaded ML acceleration work with Hugging Face’s implementation of BERT to automatically optimize its performance for the “most powerful chips Apple has ever built.”