Add sparsity to microbenchmark inference

[jainapurva]

• Add support for sparsity layouts in quantize_() and sparsify_() in microbenchmarks.
• Add config support based on migrate sparsify_ to configs #1856

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/1874

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❌ 3 New Failures

As of commit 0622182 with merge base 81f0bf2 ():

NEW FAILURES - The following jobs have failed:

• Code Analysis with Ruff / build (3.9) (gh)
  Process completed with exit code 1.
• PR Label Check / Check PR Labels (gh)
  Process completed with exit code 1.
• Run TorchAO Experimental Tests / test-mps-ops (macos-m1-stable) (gh)
  ModuleNotFoundError: No module named 'importlib_metadata'

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