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This is a very obvious issue, now "hls.py" directly call decorator "override_native_generic_func" to operator "conv2d", "conv2d_NCHWc", it should call decorator "conv2d_strategy" like conv2d_strategy.register("hls").

If new target is added, and there isn't define the new target specific "conv2d" op strategy, then the strategy will use that of "hls.py", this is not expected, it should use that of "generic.py".

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Below two CI test cases failed, the root cause are all CUDA hasn't implemented and register "conv2d_NCHWc_strategy", so these test cases are testing wrong target. Before this PR, the default "conv2d_NCHWc_strategy" will use "hls.py", in another words, CUDA conv2d_NCHWc_strategy use that of "hls.py" implicitly, so it will not report the error.

1. tests/python/relay/test_any.py::test_any_conv2d_NCHWc
2. tests/python/relay/test_pass_alter_op_layout.py::test_alter_layout_strided_slice

All of these 2 test cases are decorated by "@tvm.testing.uses_gpu", the 1st one is decorated by PR #6598, the 2nd is decorated by PR #6331.

@zhiics, @comaniac, @tkonolige, @tqchen, please help to see how should we change these test cases.

Thanks.

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LGTM. Thanks for the fix.

@comaniac comaniac merged commit 4b9d43e into apache:main Aug 3, 2021
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comaniac commented Aug 3, 2021

Thanks @Johnson9009

@Johnson9009 Johnson9009 deleted the override_generic branch August 4, 2021 02:13
ylc pushed a commit to ylc/tvm that referenced this pull request Sep 29, 2021
* [Refactor] Avoid Override Generic Op Strategy in "hls.py"

* Fix The Broken CI Test Cases
ylc pushed a commit to ylc/tvm that referenced this pull request Jan 13, 2022
* [Refactor] Avoid Override Generic Op Strategy in "hls.py"

* Fix The Broken CI Test Cases
yuanzhaoti pushed a commit to TexasInstruments/tvm that referenced this pull request Jun 24, 2022
* [Refactor] Avoid Override Generic Op Strategy in "hls.py"

* Fix The Broken CI Test Cases
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2 participants