Add additional info to dashboard

[jainapurva]

This pull request introduces new columns to the dashboard:
https://hud.pytorch.org/benchmark/llms?repoName=pytorch%2Fao&benchmarkName=micro-benchmark+api

Allocated Memory (MB)
Bfloat16 Fwd Time (ms)
Fwd Speedup (x)
Quantized Fwd Time (ms)

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/2494

• 📄 Preview Python docs built from this PR

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❌ 1 Cancelled Job, 1 Unrelated Failure

As of commit 25d2a6e with merge base 2defe30 ():

CANCELLED JOB - The following job was cancelled. Please retry:

• Run Regression Tests / test-nightly (CUDA Nightly, linux.g5.12xlarge.nvidia.gpu, --pre torch --index-url https://downloa... / linux-job (gh)
  ##[error]The operation was canceled.

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

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

• Run TorchAO Experimental Tests / test-mps-ops (macos-m1-stable) (gh) (trunk failure)
  Process completed with exit code 127.

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[jainapurva]

Commented for testing, will uncomment before merge