🐛 Describe the bug

In runtime.triton_heuristics.triton_config , we will scale the passed in XBLOCK, YBLOCK, ZBLOCK value according to various rules

• cap them with xnumel, ynumel, znumel
• scaling block size up when numel are large
• scaling XBLOCK up when the min_elem_per_thread requries so
• etc.

These scaling rules may cause issues. Here is one example: #138730

We should find time to clean them up.

Error logs

No response

Minified repro

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Versions

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