[WebGPU] Failed to run Depthwise 2D convolution test with dilations > 1 using DepthwiseConv2D3x3Program

[BruceDai]

Please make sure that this is a bug. As per our
GitHub Policy,
we only address code/doc bugs, performance issues, feature requests and
build/installation issues on GitHub. tag:bug_template

System information

• Have I written custom code (as opposed to using a stock example script provided in TensorFlow.js): Yes
• OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Windows 10, Ubuntu 18.04
• Mobile device (e.g. iPhone 8, Pixel 2, Samsung Galaxy) if the issue happens on mobile device: No
• TensorFlow.js installed from (npm or script link): build tfjs-backend-webgpu from source
• TensorFlow.js version (use command below): 3.14.0
• Browser version: 101.0.4951.7 (Official Build) dev

Describe the current behavior
Run DepthwiseConv2d test successfully by WebGPU backend as the same as by WebGL backend.

Describe the expected behavior
Failed to run DepthwiseConv2d test by WebGPU backend

Standalone code to reproduce the issue
Provide a reproducible test case that is the bare minimum necessary to generate
the problem. If possible, please share a link to Colab/CodePen/any notebook.
DepthwiseConv2d test use input of shape [1,7,7,4], weights of shape [3,3,4,1], strides=1, pad='same', dataFormat='NHWC', dilations=2

@qjia7 PTAL, thanks.

[BruceDai]

This DepthwiseConv2d issue would lead run DeepLapv3 (dilated) model with incorrect result.

[qjia7]

Fixed by #6264

[google-ml-butler]

Are you satisfied with the resolution of your issue?
Yes
No