Qualcomm AI Engine Direct - issue fix

[haowhsu-quic]

Summary

• 13611 > add dilation support for transpose conv
• 13604 > add dimension check for reduce operator
• 13607 > fix oudated document & example code

Test plan

MATRIX = {
TestQNNQuantizedOperator.test_qnn_backend_conv_transpose1d,
TestQNNQuantizedOperator.test_qnn_backend_conv_transpose2d,
test_qnn_backend_amax,
test_qnn_backend_amin,
}
python backends/qualcomm/tests/test_qnn_delegate.py ${MATRIX} -b build-android -s $SN -m SM8750

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/13849

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❌ 1 New Failure, 1 Unrelated Failure

As of commit 53b394f with merge base 176800e ():

NEW FAILURE - The following job has failed:

• Build documentation / build (buck2) / Build doc (gh)
  At least one of the pre-conditions you specified did not hold

FLAKY - The following job failed but was likely due to flakiness present on trunk:

• pull / test-vulkan-models-linux / linux-job (gh) (detected as infra flaky with no log or failing log classifier)

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[haowhsu-quic]

@pytorchbot label "release notes: qualcomm"

[facebook-github-bot]

@cccclai has imported this pull request. If you are a Meta employee, you can view this in D81497726.