[Test Utils] Limit tensor dimensions in Op Conformance to prevent OOM(Out of memory)

[Udayscode]

Fixes #23556
This PR limits the maximum dimension of generated static shapes based on tensor rank to prevent out-of-memory (OOM) crashes.

The previous implementation used a fixed limit of 127 for all dimensions. For high-rank tensors (5D+), this caused memory requests to exceed 270GB, leading to std::bad_alloc errors. I have updated the logic to use adaptive limits: 127 for Rank 1-2, 32 for Rank 3-4, and 20 for Rank 5+.

Local testing on a problematic 5D Add operation showed a reduction in memory usage from crash levels to 53MB. All 5,068 conformance tests now finish successfully.

Changes

1. Updated dimMax calculation in generate_static_shapes.cpp to be rank-dependent.
2. Verified the fix on specific IR files that previously failed.

[Copilot]

Pull request overview

This PR updates the op conformance runner’s static-shape generation to cap per-dimension sizes based on tensor rank, reducing the likelihood of OOM during synthetic input generation for dynamic-shape models.

Changes:

• Made dimMax rank-dependent (127 for rank 1–2, 32 for rank 3–4, 20 for rank 5+).
• Applied the adaptive cap consistently across generic shape generation, restricted-dim clipping, and pooling shape generation.

[t-jankowski]

Proposed solution doesn't relate to Template Plugin code but Op Conformance test runner.
@iefode Would you take a look?

[Udayscode]

@t-jankowski My apologies for the confusion in the PR title. I initially tagged it as [Template Plugin] because the OOM was specifically triggered during Template conformance runs, but the root cause is indeed in the test runner's shape generation.
@iefode please let me know if you’d like any further changes!

[t-jankowski]

@t-jankowski My apologies for the confusion in the PR title. I initially tagged it as [Template Plugin] because the OOM was specifically triggered during Template conformance runs, but the root cause is indeed in the test runner's shape generation. @iefode please let me know if you’d like any further changes!

That's ok - no need to apologize.

[sbalandi]

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[praasz]

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[github-actions]

This PR will be closed in a week because of 2 weeks of no activity.