Ran a quick inference sweep on gemma 4 31B in NVFP4 (using nvidia/Gemma-4-31B-IT-NVFP4). The NVFP4 checkpoint is 32GB, half of the BF16 size from google (63GB), likely a mix of BF16 and FP4 roughly equal to FP8 in size. This model uses a ton of VRAM for kv cache. I dropped the kv cache precision to