"default": "",
              "type": "string"
            },
            "type": "array",
            "x-kubernetes-list-type": "atomic"
          },
          "singular": {
            "description": "singular is the singular name of the resource. It must be all lowercase. Defaults to lowercased `kind`.",
            "type": "string"
          }
        },
        "required": [
          "plural",

apiextensions.k8s.io/v1 kind: CustomResourceDefini metadata: name: istiooperators.install.istio.io labels: release: istio spec: conversion: strategy: None group: install.istio.io names: kind: IstioOperator listKind: IstioOperatorList plural: istiooperators singular: istiooperator shortNames: - iop - io scope: Namespaced versions: - additionalPrinterCol: - description: Istio control plane revision jsonPath: .spec.revision name: Revision type: string - description: IOP current state jsonPath: .status.status name:...

          },
          "singularName": {
            "default": "",
            "description": "singularName is the singular name of the resource.  This allows clients to handle plural and singular opaquely. The singularName is more correct for reporting status on a single item and both singular and plural are allowed from the kubectl CLI interface.",
            "type": "string"
          },
          "storageVersionHash": {

          },
          "singularName": {
            "default": "",
            "description": "singularName is the singular name of the resource.  This allows clients to handle plural and singular opaquely. The singularName is more correct for reporting status on a single item and both singular and plural are allowed from the kubectl CLI interface.",
            "type": "string"
          },
          "storageVersionHash": {

          },
          "singularName": {
            "default": "",
            "description": "singularName is the singular name of the resource.  This allows clients to handle plural and singular opaquely. The singularName is more correct for reporting status on a single item and both singular and plural are allowed from the kubectl CLI interface.",
            "type": "string"
          },
          "storageVersionHash": {

          },
          "singularName": {
            "default": "",
            "description": "singularName is the singular name of the resource.  This allows clients to handle plural and singular opaquely. The singularName is more correct for reporting status on a single item and both singular and plural are allowed from the kubectl CLI interface.",
            "type": "string"
          },
          "storageVersionHash": {

          },
          "singularName": {
            "default": "",
            "description": "singularName is the singular name of the resource.  This allows clients to handle plural and singular opaquely. The singularName is more correct for reporting status on a single item and both singular and plural are allowed from the kubectl CLI interface.",
            "type": "string"
          },
          "storageVersionHash": {

          },
          "singularName": {
            "default": "",
            "description": "singularName is the singular name of the resource.  This allows clients to handle plural and singular opaquely. The singularName is more correct for reporting status on a single item and both singular and plural are allowed from the kubectl CLI interface.",
            "type": "string"
          },
          "storageVersionHash": {

          },
          "singularName": {
            "default": "",
            "description": "singularName is the singular name of the resource.  This allows clients to handle plural and singular opaquely. The singularName is more correct for reporting status on a single item and both singular and plural are allowed from the kubectl CLI interface.",
            "type": "string"
          },
          "storageVersionHash": {

                        ]
                    )
                ]
            )
        )
      else:
        quantized_axis = -1
        # Empty dimension. Per-tensor quantization has singular channel.
        quantized_dim_size_attr = attr_value_pb2.AttrValue(
            list=attr_value_pb2.AttrValue.ListValue(
                shape=[tensor_shape_pb2.TensorShapeProto()]
            )
        )