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Generalise profiling workflow to support multiple model configs #55

@minghangli-uni

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@minghangli-uni

The current profiling workflow was originally implemented with esm1.6 specific use cases, including:

  • hardcoded layout structures
  • esm1.6 specific layout tuple handling
  • model specific perturbation block construction
  • assumptions about layout and search configs

While this worked well for the original scope, it makes it more difficult to introduce new models without modifying core workflow logic. Since I am incorporating OM3 profiling as part of this PR #48, I'll propose and outline some changes to that same PR to generalise the workflow a bit so it can be model agnostic and extensible.

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