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modelopt

Also taggeddgx-sparknvfp4awqcalibrationdflasheaglegemma-4gemma4

Posts and projects tagged modelopt

  • modelopt-fast-moe cuts AWQ calibration time for MoE models at NVFP4

    modelopt-fast-moe replaces the one-sample-at-a-time calibration loop that leaves a GPU mostly idle while nvidia-modelopt quantizes a Mixture-of-Experts model to NVFP4. What broke on a 26B MoE, what the batched loop fixes, and what it still leaves to you.

    The Aeon Forge6 min read
  • Gemma 4 31B DECKARD HERETIC at NVFP4 with DFlash on a DGX Spark

    A dense, uncensored Gemma 4 31B with thinking, quantized to NVFP4 and served through a DFlash drafter on one DGX Spark. Single-stream decode went from 11 to 39 tokens per second, 32 concurrent requests reach 427, and reasoning and tool calling stay intact.

    The Aeon Forge11 min read

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