}

// -----

// CHECK-LABEL: testGelu
func.func @testGelu(%arg0: tensor<1x2x3x4x5xf32>) -> tensor<1x2x3x4x5xf32> {
  // CHECK: "tfl.gelu"(%arg0)
  %0 = "tfl.gelu"(%arg0) {approximate = false}: (tensor<1x2x3x4x5xf32>) -> tensor<1x2x3x4x5xf32>
  func.return %0 : tensor<1x2x3x4x5xf32>
}

// -----

// test invalid GELU input

	// Envoy enforces a re2.max_program_size.error_level re2 program size is not the same as length,
	// but it is always *larger* than length. Because goland does not have a way to evaluate the
	// program size, we approximate by the length. To ensure that a program that is smaller than 1024
	// length but larger than 1024 size does not enter the system, we program Envoy to allow very large
	// regexs to avoid NACKs. See

  let description = [{
    Computes GELU activation function element-wise.
  }];

  let arguments = (ins
    TFL_TensorOf<[F32, QI8, QUI8]>:$input,
    DefaultValuedOptionalAttr<BoolAttr, "false">:$approximate
  );

  let results = (outs TFL_TensorOf<[F32, QI8, QUI8]>:$output);

  let hasOptions = 1;
}

def TFL_DynamicUpdateSliceOp: TFL_Op<"dynamic_update_slice", [
    Pure,

- [`KT-63530`](https://youtrack.jetbrains.com/issue/KT-63530) K2: Disable passing data flow info from in-place lambdas
- [`KT-65377`](https://youtrack.jetbrains.com/issue/KT-65377) K2: "Argument type mismatch" caused by approximated captured type argument of generic type
- [`KT-59400`](https://youtrack.jetbrains.com/issue/KT-59400) K2: Missing CANNOT_INFER_VISIBILITY

//
// Ideally we should delay for at least 1 RTT + epsilon so the client has
// a chance to read the GOAWAY and stop sending messages. Measuring RTT
// is hard, so we approximate with 1 second. See golang.org/issue/18701.
//
// This is a var so it can be shorter in tests, where all requests uses the
// loopback interface making the expected RTT very small.
//
// TODO: configurable?

## Changes by Kind

### API Change

- Kubernetes 1.23 is now built with go1.19.4. To match behavior of previous Kubernetes 1.23 patch releases:
  - `kube-apiserver` defaults the GOGC setting to 63, to approximate go1.17 garbage collection memory performance in heavily loaded API servers

  let hasVerifier = 1;
}

def TF_ApproxTopKOp : TF_Op<"ApproxTopK", [Pure]> {
  let summary = [{
Returns min/max k values and their indices of the input operand in an approximate manner.
  }];

  let description = [{
See https://arxiv.org/abs/2206.14286 for the algorithm details.
This op is only optimized on TPU currently.
  }];

  let arguments = (ins

histograms.createHistogram('mean_pixels_approximated',tr.b.Unit.byName.normalizedPercentage_smallerIsBetter,100*tr.b.math.Statistics.mean(approximatedPixelPercentages),{description:'Percentage of pixels that were approximated '+'(checkerboarding, low-resolution tiles, etc.).',summaryOptions:{},});histograms.createHistogram('mean_pixels_checkerboarded',tr.b.Unit.byName.normalizedPercentage_smallerIsBetter,100*tr.b.math.Statistics.mean(checkerboardedPixelPercentages)...