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FP8 and NVFP4 quantization #311

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@fengwang

I just noticed FP8 and NVFP4 checkpoints are not yet officially implemented.

A few weeks ago I quantized the nano model to FP8 and NVFP4, and found the inference quality is nearly identical to the BF16 checkpoint. I also implemented a WebUI for them, and share here in case some are interested.

FP8 and NVFP4 quantization:

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