Weight-Only Quantization

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Overview This post is divided into five parts; they are: • Asymmetric Affine Quantization • Post-Training Quantization with PyTorch • GPTQ and AWQ • Quantizing a Model to GGUF • Evaluating Weight-Only Quantization Note: The code examples in this post use TorchAO and require a CUDA-enabled PyTorch in...

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Overview This post is divided into five parts; they are: • Asymmetric Affine Quantization • Post-Training Quantization with PyTorch • GPTQ and AWQ • Quantizing a Model to GGUF • Evaluating Weight-Only Quantization Note: The code examples in this post use TorchAO and require a CUDA-enabled PyTorch installation.

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