[WIP] autoquant prototype

[jerryzh168]

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[pytorch-bot]

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/1053

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❌ 2 New Failures, 1 Unrelated Failure

As of commit cdfd43b with merge base 9e2a253 ():

NEW FAILURES - The following jobs have failed:

• Run Regression Tests / test (CUDA 2.3, linux.g5.12xlarge.nvidia.gpu, torch==2.3.0, cuda, 12.1) / linux-job (gh)
  test/integration/test_integration.py::TestAutoQuant::test_autoquant_one_input_29_cuda
• Run Regression Tests / test (CUDA 2.4, linux.g5.12xlarge.nvidia.gpu, torch==2.4.0, cuda, 12.1) / linux-job (gh)
  test/integration/test_integration.py::TestAutoQuant::test_autoquant_one_input_29_cuda

FLAKY - The following job failed but was likely due to flakiness present on trunk:

• Run Regression Tests / test (CUDA Nightly (Oct 1), linux.g5.12xlarge.nvidia.gpu, --pre torch==2.6.0.dev20241001+cu121 --... / linux-job (gh) (detected as infra flaky with no log or failing log classifier)

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