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This reverts commit 590224f83c8d575b52c6bc40a984132fa593256e. Reverted https://github.com/pytorch/pytorch/pull/163842 on behalf of https://github.com/yangw-dev due to internal test failed: RuntimeError: false INTERNAL ASSERT FAILED at aten/src/ATen/quantized/Quantizer.cpp:441, . cannot call qscheme on UnknownQuantizer please reach out folks who have internal access for furthur debugging. ([comment](https://github.com/pytorch/pytorch/pull/163842#issuecomment-3361746041))