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How to choose which layers to run at NVFP4 quantization precision

Original titleWhat makes a high-quality NVFP4 quantization?

AISummary

Baseten explains how to decide which layers of a model can run in 4-bit NVFP4 without losing needed information. The post compares architecture-based heuristics, isolated-layer sensitivity scoring, and SaturationQuant, which accounts for other quantized layers. It also covers calibration with representative data and block-level scales of 16 values.

AIWhy it matters

The post explains how to choose which layers run at NVFP4 precision using heuristics, sensitivity scoring, and saturation-aware scoring, with clear calibration steps.

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Source: Baseten Blog · baseten.coPublished · added here