Fix intel conv2d auto tune #5200
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I think this issue exist in all auto tvm topi template. |
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@kevinthesun Do you also want to send the PR (or update this one) to change zero tensor to random tensor for AutoTVM for stable measurements? |
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@FrozenGene If that's the case, would you mind opening an issue tracking all topi ops we might want to modify? |
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@anijain2305 Added. |
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Did a brief search and here is a list of TOPI files that has the same use case:
btw just curious, do you have an experimental result with an isolated case to illustrate the accuracy issue introduced by |
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@comaniac One way to verify this is to directly build a tvm func involving debug_skip_region. I verified that on x86 and debug_skip_region did cause inaccurate measurement. However, I didn't dig into why debug_skip_region causes this. For other platforms, @FrozenGene notices this issue also exists. We might want to verify on other platforms and fix them. |
| # This can avoid some memory issues that make the measurement results unreliable. | ||
| args = [nd.empty(x[0], dtype=x[1], ctx=ctx) for x in build_result.arg_info] | ||
| args = [nd.array(np.random.uniform(0.0, 255.0, size=x[0]).astype(dtype=x[1]), ctx=ctx) |
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This will introduce a data copy when using RPCRunner, which will bring some network overhead.
One way to solve this is by implementing a tvm.nd.non_empty or tvm.nd.random in the tvm runtime, then we can do the random fill on the target device without copying over the network.
@FrozenGene has implemented a version in our internal codebase. Maybe @FrozenGene can help on this?
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@merrymercy Sure. I will port it to our upstream soon.
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Good catch. I can confirm both |
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Open #5215 to track this issue. |
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@merrymercy @FrozenGene Do we keep empty array for now and wait for non_empty array? |
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I am happy with keeping the empty array and merging this first. |
kevinthesun
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Is this good to be merged? |
* Fix x86 conv2d and depthwise conv2d auto tuning * Fix depthwise conv2d infer layout * Use random data instead of empty data for autotvm * Fix pylint * Keep empty array for now for autotvm
* Fix x86 conv2d and depthwise conv2d auto tuning * Fix depthwise conv2d infer layout * Use random data instead of empty data for autotvm * Fix pylint * Keep empty array for now for autotvm
* Fix x86 conv2d and depthwise conv2d auto tuning * Fix depthwise conv2d infer layout * Use random data instead of empty data for autotvm * Fix pylint * Keep empty array for now for autotvm
* Fix x86 conv2d and depthwise conv2d auto tuning * Fix depthwise conv2d infer layout * Use random data instead of empty data for autotvm * Fix pylint * Keep empty array for now for autotvm
debug_skip_region will cause execution time to be inaccurate on x86. This PR fixes x86 conv2d and depthwise conv2d.
@icemelon9 @anijain2305