Qualcomm AI Engine Direct - Suite operator fix part 3

[winskuo-quic]

Summary

• Supports transpose_conv with per_channel_quant. Previously, transpose_conv per_channel_quant is not done correctly, as the channel should be ch_axis=1 instead of ch_axis=0.
• Some test suite operators are using random values instead of desired input. These operations require specific range to prevent NaN as output.

Test plan

UT added

cc @cccclai @shewu-quic @haowhsu-quic @DannyYuyang-quic @cbilgin

[pytorch-bot]

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❌ 7 New Failures, 2 Unrelated Failures

As of commit 9953890 with merge base 50f96a0 ():

NEW FAILURES - The following jobs have failed:

• pull / test-samsung-models-linux / linux-job (gh)
  RuntimeError: Command docker exec -t fd9e113e0062f1f902d9b486cb4fd3a88cd1fc514f73a09ed30b18807af1dccb /exec failed with exit code 1
• Test CUDA Builds / export-voxtral-cuda-artifact / linux-job (gh)
  RuntimeError: Command docker exec -t e0ab3991bb39619dc992cf9a90a1e8b699ba3765260069e5d74da056aedf2315 /exec failed with exit code 2
• Test CUDA Builds / test-models-cuda (add_mul) / linux-job (gh)
  RuntimeError: Command docker exec -t 044f606ddfb641cbeaa1562d695e44a27cf44f199db1be0a19777da6267a3417 /exec failed with exit code 1
• Test CUDA Builds / test-models-cuda (add) / linux-job (gh)
  RuntimeError: Command docker exec -t 319372cdf63dbf71c17b43d0c58d352e7e254e3b923a34a9c92cfaefe77aafb0 /exec failed with exit code 1
• Test CUDA Builds / test-models-cuda (conv1d) / linux-job (gh)
  RuntimeError: Command docker exec -t 325fcdaa4dc730b9b0e7ea47578bb82cfd40acde229cc5c042938b24997c2a99 /exec failed with exit code 1
• Test CUDA Builds / test-models-cuda (linear) / linux-job (gh)
  RuntimeError: Command docker exec -t 1e38a4a7ddb2fa5cc0d3cf20d1eed2ef7dd44bea95309aa68022a1aeedeb12ef /exec failed with exit code 1
• Test CUDA Builds / test-models-cuda (resnet18) / linux-job (gh)
  RuntimeError: Command docker exec -t d9dcb92ad89fe7e4b68759cd9d311e4b29f88fe4aebe474f4cc857293c002f33 /exec failed with exit code 1

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)
  runtime/test/test_runtime_etdump_gen.py::RuntimeETDumpGenTest::test_etdump_params_with_bytes_and_buffer
• pull / unittest-editable / windows / windows-job (gh) (trunk failure)
  runtime/test/test_runtime_etdump_gen.py::RuntimeETDumpGenTest::test_etdump_params_with_bytes_and_buffer

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[winskuo-quic]

Hi @cccclai,
This PR works on fixing conv_transpose per_channel quant. We should be able to get 5 or more conv_transpose tests fixed for each quant config.

Hi @GregoryComer
I have updated some suite_operator test that is using random input instead of desired random input. Please let me know if it makes sense to you.

Thanks

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[cccclai]

Thank you!

[cccclai]

@pytorchbot cherry-pick --onto release/1.0 -c regression

[pytorchbot]

Cherry picking #15182

The cherry pick PR is at #15194 and it is recommended to link a regression cherry pick PR with an issue. The following tracker issues are updated:

• [v1.0.0] Release Tracker #14288 (comment)

Details for Dev Infra team

Raised by workflow job