HPVM 1.0 Released As LLVM-Based Compiler For CPUs / GPUs / FPGAs / Accelerators

Written by Michael Larabel in LLVM on 9 April 2021 at 05:57 AM EDT. 3 Comments
The latest open-source compiler infrastructure effort seeking to target a wide spectrum of devices from CPUs through GPUs, FPGAs, and accelerators is HPVM. The HPVM project today celebrated its 1.0 milestone.

Like most compiler projects these days, HPVM is based on the LLVM compiler stack. HPVM was also born at the University of Illinois where LLVM itself was first started. We covered the initial work on HPVM more than a year ago in University of Illinois Releases HPVM As Heterogeneous Parallel Systems Compiler.

HPVM uses a target-independent IR based on LLVM (v9.0) compiler IR and with the 1.0 milestone now supports linear algebra tensor operations, PyTorch and Keras front-ends, and other improvements over their prior sub-1.0 release. HPVM 1.0 is currently working with CPUs and NVIDIA GPUs using a combination of cuDNN and OpenCL.

"The intended audience for HPVM includes researchers and developers interested in heterogeneous parallel computing, including those working in the areas of compilers, programming languages, approximate computing, software optimization, static and dynamic program analysis, autotuning, and systems for machine learning," notes the 1.0 announcement.

Those interested in learning more about the Heterogeneous Parallel Virtual Machine can do so via the project site at hpvm.cs.illinois.edu.
Related News
About The Author
Michael Larabel

Michael Larabel is the principal author of Phoronix.com and founded the site in 2004 with a focus on enriching the Linux hardware experience. Michael has written more than 20,000 articles covering the state of Linux hardware support, Linux performance, graphics drivers, and other topics. Michael is also the lead developer of the Phoronix Test Suite, Phoromatic, and OpenBenchmarking.org automated benchmarking software. He can be followed via Twitter, LinkedIn, or contacted via MichaelLarabel.com.

Popular News This Week