TorchAO Migration

Hi everyone, we are moving to torchao: GitHub - pytorch/ao: PyTorch native quantization and sparsity for training and inference , docs: Welcome to the torchao Documentation — torchao main documentation and please checkout a note on migration: Quantization — PyTorch main documentation

Here is a previous migration post for more context: Clarification of PyTorch Quantization Flow Support (in pytorch and torchao) - PyTorch Developer Mailing List and Torch.ao.quantization Migration Plan - PyTorch Developer Mailing List

In short I think we can still help with (1) pt2e quantization questions (pt2e flow is migrated to torchao) (2) quantize_ (new top level API in torchao) questions.

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