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Modelopt Benchmark Model Kernels

Software Development

Inspect Hugging Face decoder layers on meta tensors and plan or run per-rank BF16, FP8, and NVFP4 GEMM or fused-MoE microbenchmarks with the bundled scripts and a local FlashInfer checkout. Use when choosing a model, GPU, TP, EP, or M/token-concurrency sweep; deriving common fused QKV and gate/up shapes without loading checkpoint weights; or using FlashInfer benchmark utilities. Do not use for end-to-end server throughput or request latency.

Publisher / source

NVIDIA/Model-Optimizer (found on GitHub top repositories)

Upstream record

NVIDIA/Model-Optimizer

Version

Version 1

Published

2026-11-13

Publication review

Approved for publication

Content fingerprint

8ab731076bccb431776cc6255b909b4da3561e317803f9364f4c0b3d9fed60f9

Review before you use it

Publication approval is a recorded review state, not a guarantee of safe execution. Check the upstream license, required tools and permissions, and test in your intended client.

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