return %1 : tensor<1x2x3x5xf32>
}

// CHECK: %[[WEIGHT:.+]] = "tfl.pseudo_qconst"() <{qtype = tensor<1x2x4x5x!quant.uniform<i8:f32, 1.000000e+00>>, value = dense<1> : tensor<1x2x4x5xi8>}>
// CHECK: %[[DQ:.+]] = "tfl.dequantize"(%[[WEIGHT]]) : (tensor<1x2x4x5x!quant.uniform<i8:f32, 1.000000e+00>>) -> tensor<1x2x4x5xf32>

      ('to_xla_per_tensor', quant_opts_pb2.XLA, False),
      ('stablehlo_per_channel', quant_opts_pb2.STABLEHLO, True),
      # TODO: b/289761265 - [Converter Component][TF-Quantizer] Improve Weight-
      # only Quantization
      # Enable this back once new weight-only quantizer is supported for per-
      # channel quantization.
      # ('to_xla_per_channel', quant_opts_pb2.XLA, True),
  )
  @test_util.run_in_graph_and_eager_modes

				{
					ExtenderName: "FakeExtender1",
					Weight:       1,
					Prioritizers: []tf.PriorityConfig{
						{
							Weight:   3,
							Function: tf.Node1PrioritizerExtender,
						},
					},
				},
				{
					ExtenderName: "FakeExtender2",
					Weight:       1,
					Prioritizers: []tf.PriorityConfig{
						{
							Weight:   2,
							Function: tf.Node2PrioritizerExtender,

    - destination:
        host: {{ (index .dst 0).Config.Service }}
      headers:
        request:
          set:
            Host: dest-authority
      weight: 50
    - destination:
        host: {{ (index .dst 0).Config.Service }}
      weight: 50
    headers:
      request:
        set:
          :authority: route-authority`,
		opts: echo.CallOptions{
			Port: echo.Port{
				Name: "http",
			},

  // expected-error @+1 {{'tfl.unidirectional_sequence_lstm' op failed to verify that either projection weight must be specified or both projection weight and projection bias must not be specified}}

			}

			if tt.expectedLocalityWeightedConfig && c.CommonLbConfig.GetLocalityWeightedLbConfig() == nil {
				t.Errorf("cluster expected to have weighed config, but is nil")
			}
			if tt.expectClusterLoadAssignmenttoBeNil && c.LoadAssignment != nil {
				t.Errorf("cluster expected not to have load assignmentset, but is present")
			}
		})
	}
}

  let constructor = "TFTPU::CreateTPUColocateSplitsPass()";
  let description = [{
    It is beneficial for performance to assign a `Split` op to the same device
    as its predecessor. This is because the weight of cut edges is always
    minimized when the `Split` is with its predecessor. This colocation
    constraint will be used by the placer graph optimization to assign a device
    to the op.

                // to the "real" names.
                // 2. Longer names are more likely to be internal aliases.
                //
                // Example set of object names created by Keras for the weight
                // matrix of a fully connected layer on a trivial FC mnist
                // model:
                // - `model.layer-1.kernel` (this is the "best" name)

	//
	// Otherwise if e.g. ReadMemStats is being called in a loop,
	// it might stomp on other attempts to stop the world, such as
	// for starting or ending GC. The operation this blocks is
	// so heavy-weight that we should just try to be as fair as
	// possible here.
	//
	// We don't want to just allow us to get preempted between now
	// and releasing the semaphore because then we keep everyone

repeating the previous list.  The number of identifiers must be equal
to the number of expressions in the previous list.
Together with the <a href="#Iota"><code>iota</code> constant generator</a>
this mechanism permits light-weight declaration of sequential values:
</p>

<pre>
const (
	Sunday = iota
	Monday
	Tuesday
	Wednesday
	Thursday
	Friday
	Partyday
	numberOfDays  // this constant is not exported