//
  // For example:
  // 'pods' means pods.
  // 'pods/log' means the log subresource of pods.
  // '*' means all resources, but not subresources.
  // 'pods/*' means all subresources of pods.
  // '*/scale' means all scale subresources.
  // '*/*' means all resources and their subresources.
  //
  // If wildcard is present, the validation rule will ensure resources do not
  // overlap with each other.
  //

- Kube-controller-manager: the `horizontal-pod-autoscaler-upscale-delay` and `horizontal-pod-autoscaler-downscale-delay` flags have been removed (deprecated and non-functional since v1.12) ([#124948](https://github.com/kubernetes/kubernetes/pull/124948), [@SataQiu](https://github.com/SataQiu)) [SIG API Machinery,...

          'same_scale_op': (
              'reshape',  # This corresponds to stablehlo.dynamic_reshape
              'slice',  # This corresponds to stablehlo.dynamic_slice.
              # TODO: b/326242075 - Support other same-scale ops.
          ),
          'dim_sizes': (([None, 1024], [1024, 3]),),
      }])
  )
  @test_util.run_in_graph_and_eager_modes
  def test_matmul_and_same_scale_ptq_model_dynamic(
      self,

	//
	// For example:
	// 'pods' means pods.
	// 'pods/log' means the log subresource of pods.
	// '*' means all resources, but not subresources.
	// 'pods/*' means all subresources of pods.
	// '*/scale' means all scale subresources.
	// '*/*' means all resources and their subresources.
	//
	// If wildcard is present, the validation rule will ensure resources do not
	// overlap with each other.
	//

		nil, // No need for typer, since only using validation
		namespaceScoped,
		kind,
		schemaValidator,
		nil, // No status schema validator
		sts,
		nil, // No need for status
		nil, // No need for scale
		nil, // No need for selectable fields
	)

	return func(new, old *unstructured.Unstructured) {
		_ = strategy.ValidateUpdate(context.TODO(), new, old)
	}, nil
}

  optional bool namespaced = 2;

  // group is the preferred group of the resource.  Empty implies the group of the containing resource list.
  // For subresources, this may have a different value, for example: Scale".
  optional string group = 8;

  // version is the preferred version of the resource.  Empty implies the version of the containing resource list

  optional bool namespaced = 2;

  // group is the preferred group of the resource.  Empty implies the group of the containing resource list.
  // For subresources, this may have a different value, for example: Scale".
  optional string group = 8;

  // version is the preferred version of the resource.  Empty implies the version of the containing resource list

types. Examples of quantized types are TF_Qint8 or TF_Quint8.

An example is TF_DequantizeOp, which converts a quantized type to a float.
This op is rewritten to generic ops that perform the scale and shift
and can operate on non-quantized types.

Currently, TF_DequantizeOp is the only op with a lowering that falls
in this category. When more lowerings are added (e.g. QuantizeV2Op),