// PV subsystem. During that effort, it became clear that we needed to ensure
// that every single condition was handled and accounted for in the code, even
// if it resulted in no-op code branches.
//
// As a result, the controller code may seem overly verbose, commented, and
// 'branchy'. However, a large amount of business knowledge and context is
// recorded here in order to ensure that future maintainers can correctly

  }
}
```

This way, the first convolution with 3 feature dimension will be transformed
to 12 feature dimension, which has better performance on TPU.
### `-tf-tpu-update-embedding-enqueue-op-inputs`

	// Absolute number is calculated from percentage by rounding up. This can not be 0.
	// Defaults to 1. This field is alpha-level and is only honored by servers that enable the
	// MaxUnavailableStatefulSet feature. The field applies to all pods in the range 0 to
	// Replicas-1. That means if there is any unavailable pod in the range 0 to Replicas-1, it
	// will be counted towards MaxUnavailable.
	// +optional

_CalibrationMethod = qc.CalibrationOptions.CalibrationMethod


# Test cases for Static Range Quantization.
# Tries to run all tests cases in both the graph mode (default in TF1) and the
# eager mode (default in TF2) to ensure support for when TF2 is disabled.
class StaticRangeQuantizationTest(quantize_model_test_base.QuantizedModelTest):

  @parameterized.parameters(
      testing.parameter_combinations([{
          'bias_fn': (

	"k8s.io/component-helpers/scheduling/corev1/nodeaffinity"
	"k8s.io/dynamic-resource-allocation/resourceclaim"
	"k8s.io/klog/v2"
	"k8s.io/kubernetes/pkg/scheduler/framework"
	"k8s.io/kubernetes/pkg/scheduler/framework/plugins/feature"
	"k8s.io/kubernetes/pkg/scheduler/framework/plugins/names"
	schedutil "k8s.io/kubernetes/pkg/scheduler/util"
	"k8s.io/kubernetes/pkg/scheduler/util/assumecache"
	"k8s.io/utils/ptr"
)

const (

	if b.Do().Err() == nil {
		t.Errorf("unexpected non-error")
	}

	// ensure we request a resource we know not to exist. This way, we
	// end up taking the codepath we want to test in the resource builder
	b.ResourceTypeOrNameArgs(true, "foo", "bar")

	// ensure that receiving an error for any reason other than a non-existent resource is returned as-is

		return apivalidation.ValidateImmutableField(spec.Completions, oldSpec.Completions, fldPath)
	}

	// Completions is immutable for non-indexed jobs.
	// For Indexed Jobs, if ElasticIndexedJob feature gate is not enabled,
	// fall back to validating that spec.Completions is always immutable.
	isIndexedJob := spec.CompletionMode != nil && *spec.CompletionMode == batch.IndexedCompletion
	if !isIndexedJob {

  // as opaque by clients. Only equality comparison on the value is valid.
  // This is an alpha feature and may change or be removed in the future.
  // The field is populated by the apiserver only if the
  // StorageVersionHash feature gate is enabled.
  // This field will remain optional even if it graduates.
  // +optional
  optional string storageVersionHash = 10;
}

  // as opaque by clients. Only equality comparison on the value is valid.
  // This is an alpha feature and may change or be removed in the future.
  // The field is populated by the apiserver only if the
  // StorageVersionHash feature gate is enabled.
  // This field will remain optional even if it graduates.
  // +optional
  optional string storageVersionHash = 10;
}

	kubetypes "k8s.io/apimachinery/pkg/types"
	utilruntime "k8s.io/apimachinery/pkg/util/runtime"
	utilversion "k8s.io/apimachinery/pkg/util/version"
	utilfeature "k8s.io/apiserver/pkg/util/feature"
	"k8s.io/client-go/tools/record"
	ref "k8s.io/client-go/tools/reference"
	"k8s.io/client-go/util/flowcontrol"
	"k8s.io/component-base/logs/logreduction"
	internalapi "k8s.io/cri-api/pkg/apis"