// Package-wide variables from generator "generated".
option go_package = "k8s.io/api/autoscaling/v2beta1";

// ContainerResourceMetricSource indicates how to scale on a resource metric known to
// Kubernetes, as specified in requests and limits, describing each pod in the
// current scale target (e.g. CPU or memory).  The values will be averaged
// together before being compared to the target.  Such metrics are built in to

		}
	}
	return false
}

// Scale a measurement from a unit to a different unit and returns
// the scaled value and the target unit. The returned target unit
// will be empty if uninteresting (could be skipped).
func Scale(value int64, fromUnit, toUnit string) (float64, string) {
	// Avoid infinite recursion on overflow.
	if value < 0 && -value > 0 {
		v, u := Scale(-value, fromUnit, toUnit)
		return -v, u
	}

)

// +genclient
// +genclient:method=GetScale,verb=get,subresource=scale,result=k8s.io/api/autoscaling/v1.Scale
// +genclient:method=UpdateScale,verb=update,subresource=scale,input=k8s.io/api/autoscaling/v1.Scale,result=k8s.io/api/autoscaling/v1.Scale
// +genclient:method=ApplyScale,verb=apply,subresource=scale,input=k8s.io/api/autoscaling/v1.Scale,result=k8s.io/api/autoscaling/v1.Scale
// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object

  OutputInputSameScale,
  OutputInputFreeScale,
  CustomScale,
};

// Each kernel signature has its own specification for scales.
struct KernelSpec {
  // Scale constraint
  ScaleConstraintType type;

  // Custom function to derive the scales. Only available when the scale
  // constraint is `CustomScale`.
  ScaleFn scale_fn;
};

class KernelSpecs {
 public:
  using Signature = llvm::SmallVector<quant::AnyQuantizedType, 4>;

						{Name: "v1", Served: true, Storage: true, Subresources: &apiextensions.CustomResourceSubresources{Scale: &apiextensions.CustomResourceSubresourceScale{SpecReplicasPath: "spec.replicas1"}}},
						{Name: "v2", Served: false, Storage: false, Subresources: &apiextensions.CustomResourceSubresources{Scale: &apiextensions.CustomResourceSubresourceScale{SpecReplicasPath: "spec.replicas2"}}},
					},
				},
			},

// Converts tf.FusedBatchNormV3 into a sequence of more primitive arithmetic
// operations. Specifically, performs the following calculation:
//
//   (x - mean) * scale / sqrt(variance + epsilon) + offset
//
// Let multiplier = scale / sqrt(variance + epsilon),
// to compute
//   (x - mean) * scale / sqrt(variance + epsilon) + offset,
// is then to compute
//   (x * multiplier) + (offset - mean * multiplier).
//

	// we don't use cached discovery because DiscoveryScaleKindResolver does its own caching,
	// so we want to re-fetch every time when we actually ask for it
	scaleKindResolver := scale.NewDiscoveryScaleKindResolver(hpaClient.Discovery())
	scaleClient, err := scale.NewForConfig(hpaClientConfig, controllerContext.RESTMapper, dynamic.LegacyAPIPathResolverFunc, scaleKindResolver)
	if err != nil {
		return nil, false, err
	}

# CHECK-NEXT:          scale: [ 0.015686 ],
# CHECK-NEXT:          zero_point: [ 128 ]
# CHECK-NEXT:        },
# CHECK-NEXT:        has_rank: true
# CHECK-NEXT:      }, {
# CHECK-NEXT:        shape: [ 4 ],
# CHECK-NEXT:        type: UINT8,
# CHECK-NEXT:        buffer: 2,
# CHECK-NEXT:        name: "input1",
# CHECK-NEXT:        quantization: {
# CHECK-NEXT:          scale: [ 0.023529 ],

  // contain zero scale for zero values.
  llvm::SmallVector<double> scales;
  for (float scale : quant_params.scale) {
    if (scale == 0) {
      scales.push_back(std::numeric_limits<float>::min());
      continue;
    }
    scales.push_back(scale);
  }

  // Scale size can't be zero as it is checked before.
  if (quant_params.scale.size() != 1) {

				})
			}
			if subresources != nil && subresources.Scale != nil {
				apiResourceDiscovery.Subresources = append(apiResourceDiscovery.Subresources, apidiscoveryv2.APISubresourceDiscovery{
					Subresource: "scale",
					ResponseKind: &metav1.GroupVersionKind{
						Group:   autoscaling.GroupName,
						Version: "v1",
						Kind:    "Scale",
					},
					Verbs: metav1.Verbs([]string{"get", "patch", "update"}),