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SamMausberg/README.md

Sam Mausberg

GPU systems engineer focused on LLM inference, CUDA kernels and compilers. Based in Vancouver.

Email · LinkedIn

I'm building FindTensor, an experimental compiler and runtime for LLM inference in Rust, C++ and Python. Previously, I worked with Tor Aamodt at UBC on GPU architecture simulation.

Open source

I've contributed code and bug reports to FlashInfer. My SM120 dispatch diagnostics and configuration API were incorporated upstream. I also reported and reproduced an FP8 KV calibration bug that was fixed upstream.

Open PRs cover Hopper MLA decode, FP8 prefill, attention output transforms and ALiBi for tensor parallelism.

Selected projects

  • B200 kernels: CUDA C++ and CuTe kernels for NVIDIA SOL-ExecBench, with source and validation reports.
  • KernelIndex: A GPU benchmark index that compares matching workloads and links each result to its source.
  • H100 serving estimator: GPU time per request modeled from 91 published vLLM runs on two H100s, with held-out evaluation.
  • SmolLM2 conformance: CPU implementations of full-sequence and KV-cache inference, with 48 numerical conformance cases.
  • Tensor parallel reference: A CPU decoder block across 1, 2 and 4 worker processes, with numerical checks and 96 fault-injection cases.

Pinned Loading

  1. sol-execbench-b200-kernels sol-execbench-b200-kernels Public

    B200 kernel optimization for NVIDIA SOL-ExecBench

    Python

  2. h100-serving-estimator h100-serving-estimator Public

    Reproducible H100 GPU-seconds/request study for 91 pinned Command A+ vLLM runs, with held-out evaluation, coverage diagnostics, and independent verification.

    Python

  3. smollm2-cpu-conformance smollm2-cpu-conformance Public

    Reproducible CPU numerical conformance study for SmolLM2-135M full-sequence and incremental KV-cache execution.

    Python

  4. tensor-parallel-reference tensor-parallel-reference Public

    CPU reference for process-isolated tensor-parallel decoder execution, exact wire accounting, and fail-closed fault tests.

    Python

  5. contracted-moment-kernels contracted-moment-kernels Public

    Boundary certificates and moment summaries. Research prototype; verification incomplete.

    Python 1

  6. sq-dimension-research sq-dimension-research Public

    Manuscript, reproducible experiments, and supporting Lean proofs on SQ learning and dimension complexity.

    TeX