About the Model Processing Speed

[JiapengChi]

Hi,

I'm working on some experiments about barracuda running with ONNX models. I noticed that one ONNX model with 5 layers and around 70000 embedded weights (4 Conv2D and 1 DepthToSpace) ran much faster than the one with 12 layers and around 20000 embedded weights (7 Conv2D, 4 Activation, and 1 Conv2DTrans). Additionally, the latter took much more GPU usage.

So can I assume that the barracuda is more sensitive to the number of the model layers? Or does the model structure affect more?

PS. Both of them are super-resolution models, and they all take 800 x 900 render texture as input. They are produced by PyTorch and the ONNX version is 11.

Thank you so much.

[AlexRibard]

Hi @JiapengChi

Performance of image based model is heavily dominated by convolution operations. ~80% What makes a convolution operation costly is the kernel size and the numbers of output channels. If you can reduce either of them you win performance :) There is some more details but those are roughly the two levers you can pull on.

Then for your question, is 5 layers faster than 12 layers? It depends on the kernel size and number of output channels! 12 1x1 conv will be faster than 5 6x6 for example...

So I would focus on reducing kernel size and output channels more than the number of layers per say. The remaining ops (activation, add...) can be considered ~free

Replacing conv with depthwise conv is a bit win too.

Out of curiosity on which platform are you testing? Can you share the model so I can profile them locally?

[JiapengChi]

Hi @AlexRibard

Thank you for your reply!

I'm testing with:

• Unity 2019.4.26 f1, Barracuda 2.1.0-preview
• Windows 10
• GPU: RTX 3080 Laptop with 16GB memory

Here is the link for the models: https://www.dropbox.com/sh/4hhxrgea4vhdnca/AAB_d0ysTVJp_Pd0xYjsgvSNa?dl=0

Thank you so much.

[AlexRibard]

Thanks, I'll take a look!

On PC try turning ComputeInfo.channelsOrder to ChannelsOrder.NCHW it should help a lot with performance Let me know

[JiapengChi]

Thanks! @AlexRibard

I'll try them.

[JiapengChi]

Hi @AlexRibard

I have tried the ChannelsOrder.NCHW, but it was weird that it doubled the processing time, which increased from around 140ms to around 320ms.

I converted these two models directly from the PyTorch code and it seemed like there was nothing like channel_first_inputs in PyTorch that I could try.

I am sure that their format in PyTorch is NCHW and the ONNX models look like NCHW in https://netron.app/, but in Unity, it shows that their shapes are (n: 2, h: *, w: *, c: 3).

Did I do something incorrectly?

Thank you so much.

[FlorentGuinier]

Hey @JiapengChi Here is some profiling on both your models

This is on RTX2080 using Unity GPU profiler, timing are from Barracuda.Execute tag (and the layers belows)

5 layer model Input 1x900x900x3

5 layer NHWC => 37.2ms
        11&13 +/- 11.2ms
        9 +/- 8.5ms
        15 +/- 5.7ms
        output +/- 0.5ms
5 layer NCHW => 18.2ms
        11 +/- 9ms
        13 +/- 4.5ms
        15 & 9 +/- 2.2ms
        output /- 1ms

Input 2x900x900x3

5 layer NHWC => 74.2ms
        11&13 +/- 22.5ms
        9 +/- 17ms
        15 +/- 11.5ms
        output +/- 1ms

5 layer NCHW => 42.7ms
        11 +/- 17ms
        13 +/- 9ms
        15 & 9 +/- 4.5ms
        output /- 2ms

12 layer model Input 1x900x900x3

12 layer NHWC => 584.4ms
        output +/- 554ms <--- Hitting slow path Conv2D_NHWC kernel.
        21 +/- 9.5ms
        all others layers <= 3.0ms

12 layer NCHW => 251.2ms
        output +/- 243ms <--- Hitting not very fast path Conv2DKernel_StrictC4LaxK16_T2x32_R8x8_NCHW
        all others layers <= 1.5ms

Input 2x900x900x3

12 layer NHWC => 996ms
        output +/- 939ms <--- Hitting slow path Conv2D_NHWC kernel.
        21 +/- 19ms
        all others layers <= 6.0ms

12 layer NCHW => 420.2ms
        output +/- 397ms <--- Hitting not very fast path Conv2DKernel_StrictC4LaxK16_T2x32_R8x8_NCHW
        all others layers <= 3.0ms

On that particular hardware thus: -> Batch 1 vs 2 scale roughly linearly, no problem there. -> 5 layer model timing and layer timing seems reasonable, and we can see a nice performance boost for NCHW. Also no problem there. -> 12 layer model timing is really bad in both channel order and the root of the problem is located on the output layer witch is doing a Conv2D transpose 48x3x9x9. Our implementation can probably be improved there. However this particular layer is not hardware friendly and it shows on the perf! 9x9 is a huge kernel so a lot of computation happens here x especially with a large spatial output size (900x900 in my case). So a lot need to happens however this is done with an output channel of 3 witch is quite a bad fit for the hardware and in any case for our current implementation (witch will run at something around less or egual 18% of hardware max flops in that case!).

In comparison the model with 5 layer is much more hardware friendly by avoiding such a huge convolution with 3 channel as output.

Also in the same kind of idea the model with 5 layers is using kernel/channel count of mostly 64 witch is a perfect fit for the hardware and our implementations, while the model with 12 layer is using 12 or 48 witch is less ideal.

Summing up the model with 5 layer seems a nice fit to desktop hardware and our implementations, maybe the model with 12 layer could be changed to follow the same patterns, at least for the output layer?

[FlorentGuinier]

Also please not that those timing are pure GPU timings, if you use NCHW and grab the data back on CPU we will need to shuffle the memory back to NHWC layout witch might bias the result between those two modes.

Finally this is thus on RTX2080, it would be really interresting to see if you have the same behavior on your hardware! This might be similar or very different!

[JiapengChi]

Hi @FlorentGuinier , thank you so much for your reply!

May I ask how to change the data format from NHWC to NCHW correctly? Currently, I just put these codes below in the Start() function: ComputeInfo.channelsOrder = ComputeInfo.ChannelsOrder.NCHW;

The results show that they doubled the running time from around 140ms to 320ms. And I changed it back with: ComputeInfo.channelsOrder = ComputeInfo.ChannelsOrder.NHWC;

And it came back to around 140ms again, which means ChannelsOrder.NCHW worked, but my results were just opposite to yours.

Also, in the ONNX model inspector, all my ONNX models' shapes are like (n: 2, h: *, w: *, c: 3), do they mean that they are NHWC in default? If so, how can I convert them?

Thank you so much.

[mantasp]

@JiapengChi how are you measuring inference performance? Could you please share your inference code?

[AlexRibard]

Side note on this:

I tested the two models locally. 5layer one NHWC : 33ms NCHW: 14ms 12layer one NHWC: 514ms NCHW: 167ms -> the conv transpose is the real culprit here, it's taking most of the cost. I used the unity GPU profiler to get those numbers. https://docs.unity3d.com/Manual/ProfilerGPU.html

@JiapengChi what @FlorentGuinier was referring to is when running in NCHW do not download the output back on the CPU (that will imply a large cost atm). So keep the output on the GPU pipe. (ie use Tensor.ToRenderTexture) and display that. But do not sample the data on the CPU. If you do, the wins from running in NCHW will be counteracted by us needing to transpose the output back the NHWC.

For your question on ONNX model shape. Don't bother about it. Just import the model as you would. Barracuda's NCHW vs NHWC is all internal and you shouldn't need to modify your onnx file. I checked your onnx files, they are in the correct (N,C,H,W) layout.

[JiapengChi]

@AlexRibard @FlorentGuinier Thank you for your reply. And I believe that there is no CPU working inside my code.

@mantasp I didn't use Unity GPU profiler to detect the processing time, I used System.Diagnostics.Stopwatch().

Here is my code:

ComputeInfo.channelsOrder = ComputeInfo.ChannelsOrder.NCHW;
m_RuntimeModel = ModelLoader.Load(modelAsset);
m_Worker = WorkerFactory.CreateWorker(WorkerFactory.Type.Compute, m_RuntimeModel);

var textures = new[] { texture1, texture2 };
using (var input = new Tensor(textures, channels: 3))
{
    var watch = new System.Diagnostics.Stopwatch();
    watch.Start();
    m_Worker.Execute(input);
    m_Worker.FlushSchedule(true);

    var output = m_Worker.PeekOutput();
    watch.Stop();
    print($"Execution Time: {watch.ElapsedMilliseconds} ms");
    output.ToRenderTexture(processedTexture1, 0, 0);
    output.ToRenderTexture(processedTexture2, 1, 0);

    output.Dispose();
}

For 5 layer model: With ComputeInfo.channelsOrder = ComputeInfo.ChannelsOrder.NCHW;: around 195ms With ComputeInfo.channelsOrder = ComputeInfo.ChannelsOrder.NHWC;: around 60ms

Am I doing something wrong?

Thank you so much.

[mantasp]

@JiapengChi thank you, your code looks OK.

Regarding original comparison 5-layer vs 12-layer network, these comparison were not equal, because for final upscaling of the output. 5-layer network uses very cheap DepthToSpace op and 12-layer network uses very heavy ConvTranspose layer, which takes 90+% of all execution time. I would suggest replacing it with either DepthToSpace or Resize + Conv2D.

Regarding NHWC and NCHW it's still experimental switch and it's somewhat expected to give different performance results on different GPUs. On our end we are seeing results ranging from 2x win in favour of NCHW, down to 3x win for NHWC. These networks will be useful for our future optimisations.

[JiapengChi]

@mantasp Thank you for your reply. I have tested these two models with RTX 2080Ti, and the results are the same: NCHW one took more time. I believe there must be some incorrect settings in my projects.

Besides, when I reimported my project, there was some warning information about NCHW and NHWC:

Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy8D at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reshape8DFromChannelFirstModel_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReshapeFromNHWCModel_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose8D at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel TransposeToChannelFirst at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NCHW at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NHWC at BarracudaReferenceImpl.compute(1290) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy8D at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reshape8DFromChannelFirstModel_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReshapeFromNHWCModel_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose8D at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel TransposeToChannelFirst at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NCHW at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NHWC at BarracudaReferenceImpl.compute(1291) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy8D at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reshape8DFromChannelFirstModel_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReshapeFromNHWCModel_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose8D at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel TransposeToChannelFirst at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NCHW at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NHWC at BarracudaReferenceImpl.compute(1295) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy8D at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reshape8DFromChannelFirstModel_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReshapeFromNHWCModel_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose8D at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel TransposeToChannelFirst at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NCHW at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NHWC at BarracudaReferenceImpl.compute(1303) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Abs_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acos_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Acosh_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMax_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ArgMin_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asin_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Asinh_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atan_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Atanh_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel AvgPool2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Border3D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastAdd_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastDiv_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastEqual_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreaterEqual_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastGreater_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLessEqual_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLess_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalAnd_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalOr_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastLogicalXor_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMax_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMean_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMin_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastMul_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastPow_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastSub_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel BroadcastWhere_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Ceil_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Clip_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DTrans_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2DWinograd_2x2_3x3_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Conv3D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy8D at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Copy_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cos_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Cosh_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense3_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dense_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_CRD_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthToSpace_DCR_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel DepthwiseConv2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Dropout_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Elu_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Exp_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Expand_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Floor_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Gather_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgPool2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalAvgVariancePool2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel GlobalMaxPool2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel InstanceNorm_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LRN_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LeakyRelu_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogSoftmax_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Log_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel LogicalNot_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel MaxPool2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Neg_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel OneHot_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel PRelu_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DEdge_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DReflect_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pad2DSymmetric_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Pow_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reciprocal_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMax_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMean_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceMin_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceProd_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReduceSum_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu6_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Relu_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Resample2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ResampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Reshape8DFromChannelFirstModel_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ReshapeFromNHWCModel_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Round_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel ScaleBias_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Selu_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sigmoid_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sign_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sin_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sinh_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softmax_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Softplus_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel SpaceToDepth_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Sqrt_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel StridedSlice_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Swish_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tan_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tanh_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Tile_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose8D at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel TransposeToChannelFirst at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Transpose_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Unstride2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel Upsample3D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleBilinear2D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NCHW at BarracudaReferenceImpl.compute(1309) (on d3d11)
Shader warning in 'BarracudaReferenceImpl.compute': signed/unsigned mismatch, unsigned assumed at kernel UpsampleTrilinear3D_NHWC at BarracudaReferenceImpl.compute(1309) (on d3d11)

Do they matter?

Thank you so much.

[AlexRibard]

These warnings don't matter. We should cleanly cast everything, but in this case it is just the compiler complaining. But it won't impact anything.

Did you check GPU timings with the Unity Profiler? https://docs.unity3d.com/Manual/ProfilerGPU.html How do things looks with it?

Also could it be that you are using integrated graphics? Like Unity defaults to the integrated graphics on the CPU instead of taking the GPU. You can check ComputeInfo.graphicsDeviceVendor or the TaskManager if you are on windows.

One other things, try averaging out the timings over a few frames. I found that with a stopwatch, the results fluctuates a lot.

Do note that during runtime you wouldn't need to call m_Worker.FlushSchedule(true); since everything stays on the GPU pipe. And the GPU would run concurrently to the CPU. So using the Unity GPU Profiler should be more relevant.

[JiapengChi]

Hi @AlexRibard , I think I have found the reason.

When I set it as NCHW, somehow Barracuda needed CPU to download data from GPU. In the Unity Profiler, this thread was called Barracuda.DownloadDataFromGPU.

However, when I set it as NHWC, the thread above just disappeared. I didn't change any code except:

ComputeInfo.channelsOrder = ComputeInfo.ChannelsOrder.NCHW; ComputeInfo.channelsOrder = ComputeInfo.ChannelsOrder.NHWC;

Why did it happen?

Thank you so much.

[AlexRibard]

Ah! ok I think I figured it out. When calling FlushSchedule we force a synch between the CPU and GPU. In order to do this the force to download the last tensor back on the CPU. Which has an overhead on NCHW. Let me double check.

Can you remove the flushschedule and check on the GPU Profiler to see what timings you get?

For the warnings, we have different shaders for the NCHW. We do some uint/int math without properly casting. I'll look into it aswell

[JiapengChi]

Thanks. @AlexRibard

I used FlushSchedule because my plan is to upscale textures in every frame. I understand that this will cause very low FPS and that is why I care about the model speed.

Are there better methods to achieve this goal?

[JiapengChi]

@AlexRibard Without FlushSchedule, I got the same results as you. The NCHW model just took 16ms, and NHWC took around 34ms.

[AlexRibard]

To upscale a texture, why not add a Upscale node to the network? Or simply upscale it manually with a compute shader.

You can append a node to your current model using the ModelBuilder

var builder = new ModelBuilder(model);
builder.Upsample2D("upsample_output", "model_output", new int [] {2,2}, bilinear:false);
builder.Output("upsample_output");

...
worker = WorkerFactory.CreateWorker(WorkerFactory.Type.ComputePrecompiled, builder.model);

We even support dynamic upsampling. So you could create a model which takes as input a texture and the scales and you update everything automatically. Or create a onnx model that does that.

Or go the route of the compute shader

[JiapengChi]

@AlexRibard I think I was not clear in the previous post.

If the model processing and the 90fps unity program run parallelly, it may lead to a result that the texture from Frame 0 will be finished upscaling around Frame 2 or 3. Therefore, the frames between them will not have upscaled textures.

So, I choose to use FlushSchedule to force the upscaling to be finished in Frame 0, and my program may lower to 30fps, but at least every frame has an upscale texture.

So is there any method to replace FlushSchedule?

Thanks!

[AlexRibard]

Given the measurements I am sure that, at least the 5 layer one, will run in a few 10s of ms (in NCHW) without the FlushSchedule.

Now you have two figure case:

• the whole execution is faster that 30 but slower than 60/90fps. In this case you live with some in between frame rate. (let's say 28ms for the whole frame 36fps) in this case you might want to cap it down to 30 to be smoother. In this case you set targetFrameRate to be 30 https://docs.unity3d.com/ScriptReference/Application-targetFrameRate.html

• The whole execution takes more than 30ms, and thus is slowing down your application. In this case, the preferred way to go around that is to split the execution over a few frames https://github.com/Unity-Technologies/barracuda-release/blob/release/1.0.0/Documentation~/ModelExecution.md

  Tensor ExecuteInParts(IWorker worker, Tensor I, int syncEveryNthLayer = 5)
  {
  var executor = worker.ExecuteAsync(I);
  var it = 0;
  bool hasMoreWork;
  
  do
  {
      hasMoreWork = executor.MoveNext();
      if (++it % syncEveryNthLayer == 0)
          worker.WaitForCompletion();
  
  } while (hasMoreWork);
  
  return worker.CopyOutput();
  }

  That way you can execute half the model on frame 1, and the rest in frame 2 without forcing a hard synch

Let me know

[JiapengChi]

Hi @AlexRibard,

Thank you so much for your suggestions. I have tried the second one but the running time increased a lot.

I checked the documentation which mentioned that "Suspends the coroutine execution until worker has completed execution on a device and contents of the specified tensor are downloaded to the main CPU memory. WaitForCompletion is not necessary and should NOT be used, unless tensor contents are accessed on CPU! "

So, it means that everything processed in GPU still has to be synced with CPU, right? Just like the FlushSchedule ?

Thank you so much.

[AlexRibard]

If everything stays on the GPU (like your case, Tensor to Texture), then there is no need for a synch.

Just schedule half the model one frame and the other half the next. Then once ExecuteInParts is finished hasMoreWork == true, you can then copy the Tensor to the Render Texture you want. You either do that with a Coroutine, or in the Update. StartManualSchedule gives you a enumerator on the number of layers to schedule. Once it is finished, it means that all layers have been scheduled. But unless you want to access the result on the CPU, there is no need to synchronize the GPU with the CPU.

So in your case, you do not need the synch.

Usually, if you want to query a GPU tensor on the CPU, a simple accessor would automatically trigger a synch. But you can call FlushSchedule as well to trigger the synch.

[FlorentGuinier]

Closing this issue as there is/has been no activity for some time. Please reopen if needed.