A Big Patch Could Yield Big Performance Benefits For GPU Offloading With LLVM

Written by Michael Larabel in LLVM on 15 March 2019 at 02:03 AM EDT. Add A Comment
LLVM has a new patch for at least some benchmarks can yield big performance benefits for GPU offloading.

Johannes Doerfert, formerly Saarland University, now employed by Argonne National Laboratory working on LLVM as part of the DOE Exascale Computing Project, published code this week on the OpenMP GPU code "SPMD-zation". The code builds upon their earlier proposal from months ago to allow for more code targeting the GPU to be executed in SPMD (Single Program, Multiple Data) mode and lightweight "guarded" modes where appropriate in order to overcome some bottlenecks in LLVM's existing OpenMP GPU offloading code.

With basic tests thus far, in the Rodinia benchmark suite for some tests they are seeing 30% improvements after the SPMD mode was enabled automatically. Further optimizations are also still possible.

More technical details on their vision for improving the OpenMP GPU offloading and the original proposal can be found on the LLVM mailing list.

While this code is interesting, the critiques so far come down to only testing against the NVIDIA NVPTX target and also the patch simply being huge. At thousands of lines of code by itself, it's difficult and time consuming to review in one-go. At least some LLVM developers would like to see the work broken up and to evolve with time rather than coming down with one big shot.

Anyhow, we'll see where this work leads with there being growing interest around GPU/device offloading with LLVM and more opportunities opening up with SYCL support, continued OpenCL work, OpenMP continuing to advance and pick up better device offloading abilities, etc.
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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.

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