Upgrade fbcode/executorch to Python Scientific Stack 3

[SS-JIA]

Reviewed By: melicho

Differential Revision: D99707657

What does this diff do?

Upgrades fbcode/executorch to the latest Python Scientific Stack (PSS3).
PSS-3 benefits internal users and developers of AI, data analysis, and scientific computing by bringing in the latest stable versions of critical scientific Python libraries, like, Numpy, Pandas, SciPy, and more.
It is also necessary to unblock other major incoming upgrades like the Free-Threaded Python effort and future Python versions.

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/18737

• 📄 Preview Python docs built from this PR

Note: Links to docs will display an error until the docs builds have been completed.

❌ 5 New Failures, 4 Unrelated Failures

As of commit 19d5d09 with merge base fcccda3 ():

NEW FAILURES - The following jobs have failed:

• Cadence Build & Test / cpu-test / test-ops / test-ops (gh)
  examples/cadence/operators/test_g3_ops.py::ATenOpTestCases::test_g3_neg_out_6
• trunk / test-models-macos-coreml (resnet50) / macos-job (gh)
  RuntimeError: Command bash /Users/ec2-user/runner/_work/_temp/exec_script failed with exit code 1
• trunk / test-models-macos-coreml (w2l) / macos-job (gh)
  RuntimeError: Command bash /Users/ec2-user/runner/_work/_temp/exec_script failed with exit code 1
• trunk / test-models-macos-cpu (llama3_2_vision_encoder, portable) / macos-job (gh)
  RuntimeError: Command bash /Users/ec2-user/runner/_work/_temp/exec_script failed with exit code 1
• trunk / unittest-release / macos / macos-job (gh)
  export/tests/test_target_recipes.py::TestTargetRecipes::test_mv3_model

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

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

• pull / unittest / windows / windows-job (gh) (trunk failure)
  ##[error]The operation was canceled.
• pull / unittest-editable / windows / windows-job (gh) (trunk failure)
  ##[error]The operation was canceled.
• trunk / unittest-release / linux / linux-job (gh) (trunk failure)
  [ FAILED ] KernelTempMemoryAllocatorIntegrationTest.UsingTempMemoryAllocator
• trunk / unittest-release / windows / windows-job (gh) (trunk failure)
  ##[error]The operation was canceled.

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[meta-codesync]

@SS-JIA has exported this pull request. If you are a Meta employee, you can view the originating Diff in D99707657.

[github-actions]

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[SS-JIA]

@robert-kalmar There are efforts within Meta to upgrade to new numpy versions; it seems that some changes in the NXP backend will be needed for this. Just want to check with you guys if the changes make sense.