Add support for Int4GroupwisePreshuffleTensor for fbgemm

[jerryzh168]

Stacked PRs:

• Remove transpose_input from fbgemm configs #2422
• ->Add support for Int4GroupwisePreshuffleTensor for fbgemm #2421

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Add support for Int4GroupwisePreshuffleTensor for fbgemm

Summary:
Note: slice is not working yet, others are working

Test Plan:
python test/dtypes/test_int4_groupwise_preshuffle.py

Reviewers:

Subscribers:

Tasks:

Tags:

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/2421

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❌ 1 New Failure, 2 Unrelated Failures

As of commit 8dcecf4 with merge base 2898903 ():

NEW FAILURE - The following job has failed:

• Code Analysis with Ruff / build (3.9) (gh)
  Process completed with exit code 1.

BROKEN TRUNK - The following jobs failed but were present on the merge base:

👉 Rebase onto the `viable/strict` branch to avoid these failures

• Run Regression Tests / test (CPU 2.7, linux.4xlarge, torch==2.7.0 --index-url https://download.pytorch.org/whl/cpu, cpu) / linux-job (gh) (trunk failure)
  test/quantization/pt2e/test_numeric_debugger.py::TestNumericDebuggerInfra::test_prepare_for_propagation_comparison
• Run Regression Tests / test (CUDA 2.7, linux.g5.12xlarge.nvidia.gpu, torch==2.7.0, cuda, 12.6) / linux-job (gh) (trunk failure)
  test/quantization/pt2e/test_numeric_debugger.py::TestNumericDebuggerInfra::test_prepare_for_propagation_comparison

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