[Pytorch] Nvidia-DLFramework-Inspect support

[pggPL]

Description

Nvidia-DLFramework-Inspect will be the common debug/logging API for Nvidia frameworks. Integration to the Transformer Engine has 3 aims:

• allow to disable/enable FP8 in the particular GEMMs, run current scaling in some GEMMs etc.
• allow to easily log the statistics for each of the tensor in every GEMM,
• make testing new precision/recipes integrated with the TE easier.

This is draft, I will do some polishing and wait for Nvidia-DLFramework-Inspect to be published on GitHub.

Type of change

• Documentation change (change only to the documentation, either a fix or a new content)
• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Infra/Build change
• Code refactoring
• [] Testing

Changes

• Revert tensor dimensions in MXFP8 tests

Checklist:

• I have read and followed the contributing guidelines
• The functionality is complete
• I have commented my code, particularly in hard-to-understand areas
• I have made corresponding changes to the documentation
• My changes generate no new warnings
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes