[mxfp8 moe training] update benchmark plots to use new kernel

[danielvegamyhre]

Stacked PRs:

• [mxfp8 moe training] update readme with kernel microbenchmarks for dsv3 #3521
• [mxfp8 moe training] test floor vs rceil in 3d quantization benchmarks #3507
• ->[mxfp8 moe training] update benchmark plots to use new kernel #3506
• [mxfp8 moe training] integrate new cuda kernel for blocked layout for groups along K #3505
• [mxfp8 moe training] add CUDA kernel for per-group conversion of scale factors to blocked layout #3504

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[mxfp8 moe training] update benchmark plots to use new kernel

This is just a plot generation script coded with AI for convenience, no need for detailed review

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/3506

• 📄 Preview Python docs built from this PR

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❌ 5 New Failures

As of commit f4cb8e3 with merge base 7035fb7 ():

NEW FAILURES - The following jobs have failed:

• Run Regression Tests / test (CUDA 2.6, linux.g5.12xlarge.nvidia.gpu, torch==2.6.0, cuda, 12.6) / linux-job (gh)
  RuntimeError: Command docker exec -t 891f969d6247bab7031fb2ee68a978a1c35d93db060e6d57643d76e7085d955e /exec failed with exit code 2
• Run Regression Tests / test (CUDA 2.7, linux.g5.12xlarge.nvidia.gpu, torch==2.7.1, cuda, 12.6) / linux-job (gh)
  RuntimeError: Command docker exec -t 0d91d2fc8869581ae6ccad9917d7e7eb107aa27535f91d610b2e03e7bac07263 /exec failed with exit code 2
• Run Regression Tests / test (CUDA 2.8, linux.g5.12xlarge.nvidia.gpu, torch==2.8.0, cuda, 12.6) / linux-job (gh)
  RuntimeError: Command docker exec -t 20bcb0c3c389325e2749028758ce9e14f3020ecebb024e42d3cec271c0344768 /exec failed with exit code 2
• Run Regression Tests / test (CUDA 2.9, linux.g5.12xlarge.nvidia.gpu, torch==2.9.1, cuda, 12.6) / linux-job (gh)
  RuntimeError: Command docker exec -t 61baae6f5c11c3adf00bb4689e02d989d0af5e623ffbc066dc0474e2bb3ebb6e /exec failed with exit code 2
• Run Regression Tests / test-nightly (CUDA Nightly, linux.g5.12xlarge.nvidia.gpu, --pre torch --index-url https://downloa... / linux-job (gh)
  RuntimeError: Command docker exec -t e89bbb4c1b0d6a9e7e3ef9c667e604bb8fcb807f420be2245e46151a04dbcfde /exec failed with exit code 2

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