public:
  BFloat16TypeConverter() {
    addConversion([](const Type type) -> Type {
      return IsLargeFloatType(type) ? ToBfloat16Type(type) : type;
    });
  }
};

// This helper function makes legality check easier. Both convert ops in the
// patterns below are considered legal:
//  - `BitcastConvertOp` (i32 -> f32) + `ConvertOp` (f32 -> bf16)
//  - `ConvertOp` (bf16 -> f32) -> `BitcastConvertOp` (f32 -> i32)

//  limitations under the License.

package locality

import (
	"fmt"
	"strings"
)

type Instance struct {
	Zone   string
	Region string
}

func (l Instance) String() string {
	return fmt.Sprintf("%s/%s", l.Region, l.Zone)
}

func Parse(s string) Instance {
	parts := strings.Split(s, "/")
	if len(parts) != 2 {
		panic("invalid locality string: " + s)
	}
	return Instance{

apiVersion: networking.istio.io/v1alpha3
kind: DestinationRule
metadata:
  name: locality
  namespace: default
spec:
  host: locality.cluster.local
  trafficPolicy:
    outlierDetection:
      interval: 1s
      baseEjectionTime: 3m

// RUN: tf-opt --tfl-legalize-tf-while %s -o - | FileCheck %s
// RUN: tf-opt --tfl-legalize-tf-while %s -o - --tfl-legalize-tf-while --inline='default-pipeline=''' | FileCheck %s --check-prefix=INLINE
// RUN: tf-opt --tfl-legalize-tf-while %s -o - --tfl-legalize-tf-while --inline | FileCheck %s --check-prefix=CANON

apiVersion: release-notes/v2
kind: feature
area: documentation
releaseNotes:
  - |
    **Added** The locality load balancing docs have been re-written into a
    formal traffic management task. The new docs describe in more detail
    how locality load balancing works as well as how to configure both
    failover and weighted distribution. In addition, the new docs are now

apiVersion: release-notes/v2
kind: feature
area: traffic-management
releaseNotes:
  - |

// RUN: tf-opt %s -split-input-file -tfl-legalize-variables-tf --cse | FileCheck %s

// Test for case with no session initialize op.
module attributes {tf_saved_model.semantics} {
  // CHECK-LABEL: serving_default
  func.func @serving_default(%arg0: tensor<1x10xf32> {tf_saved_model.index_path = ["x"]}) ->

// RUN: odml-to-stablehlo-opt %s --stablehlo-legalize-vhlo -split-input-file | FileCheck %s
// RUN: odml-to-stablehlo-opt --stablehlo-legalize-vhlo %s | odml-to-stablehlo-opt --vhlo-legalize-stablehlo > %t.0
// RUN: odml-to-stablehlo-opt %s > %t.1
// RUN: diff %t.0 %t.1

// CHECK-LABEL: op_tfl
func.func @op_tfl(%arg0 : tensor<f32>) -> (tensor<f32>) {
  // CHECK: %0 = tfl.add %arg0, %arg0 {fused_activation_function = "NONE"} : tensor<f32>

// RUN: tf-opt %s -tfl-legalize-tf='preserve-assert-op=true' | FileCheck %s --dump-input=fail

func.func @preserve_assert(%arg0: tensor<1xi32>, %arg1: tensor<1xi32>) -> tensor<1xi1> {
  %0 = "tf.LessEqual"(%arg0, %arg1) : (tensor<1xi32>, tensor<1xi32>) -> tensor<1xi1>
  "tf.Assert"(%0, %arg1) {summarize = 3} : (tensor<1xi1>, tensor<1xi32>) -> ()
  func.return %0 : tensor<1xi1>
  // CHECK-LABEL: preserve_assert
  // CHECK: tfl.less_equal
  // CHECK: Assert

// RUN: tf-opt "-xla-legalize-tf=use-tf2xla-fallback=true" %s | FileCheck --check-prefix UNSPECIFIED_FALLBACK_DEVICE %s
// RUN: tf-opt "-xla-legalize-tf=use-tf2xla-fallback=true device-type=INVALID_DEVICE_TYPE" %s | FileCheck --check-prefix UNSUPPORTED_FALLBACK_DEVICE %s

// We run this test four times: