)

// +genclient
// +genclient:method=GetScale,verb=get,subresource=scale,result=k8s.io/api/autoscaling/v1.Scale
// +genclient:method=UpdateScale,verb=update,subresource=scale,input=k8s.io/api/autoscaling/v1.Scale,result=k8s.io/api/autoscaling/v1.Scale
// +genclient:method=ApplyScale,verb=apply,subresource=scale,input=k8s.io/api/autoscaling/v1.Scale,result=k8s.io/api/autoscaling/v1.Scale
// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object

	var firstErr error
	for i, mapping := range mappings {
		targetGR := mapping.Resource.GroupResource()
		scale, err := a.scaleNamespacer.Scales(namespace).Get(ctx, targetGR, name, metav1.GetOptions{})
		if err == nil {
			return scale, targetGR, nil
		}

		// if this is the first error, remember it,

    // CHECK-DAG: %[[SIGN:.*]] = "tf.Sign"(%[[PROX]]) : (tensor<4xf32>) -> tensor<4xf32>
    // CHECK-DAG: %[[ABS:.*]] = "tf.Abs"(%[[PROX]]) : (tensor<4xf32>) -> tensor<4xf32>
    // CHECK-DAG: %[[SCALED_L1:.*]] = "tf.Mul"(%[[ADAGRAD_LR]], %[[L1]]) : (tensor<4xf32>, tensor<f32>) -> tensor<4xf32>
    // CHECK-DAG: %[[PROX_NEW:.*]] = "tf.Sub"(%[[ABS]], %[[SCALED_L1]]) : (tensor<4xf32>, tensor<4xf32>) -> tensor<4xf32>

    float_min = -float_max;
  }

  ASSERT_THAT(quantized_quant_params.scale, SizeIs(1));
  ASSERT_THAT(quantized_quant_params.zero_point, SizeIs(1));
  float scale = (float_max - float_min) / ((1 << bit_num) - 1);
  EXPECT_THAT(scale, FloatNear(quantized_quant_params.scale[0], eps));
}

class QuantizeModelTest : public testing::Test {
 protected:
  QuantizeModelTest() {

}

def TF_BesselI0eOp : TF_Op<"BesselI0e", [Pure, TF_SameOperandsAndResultTypeResolveRef]> {
  let summary = "Computes the Bessel i0e function of `x` element-wise.";

  let description = [{
Exponentially scaled modified Bessel function of order 0 defined as
`bessel_i0e(x) = exp(-abs(x)) bessel_i0(x)`.

This function is faster and numerically stabler than `bessel_i0(x)`.
  }];

  let arguments = (ins

  //
  // 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.
  //

							// send a wildcard listener, we may get into a situation where a scale
							// down leads to a listener conflict. Similarly, if we have a
							// labelSelector on the Service, then this may have endpoints not yet
							// selected or scaled down, so we skip these as well. This leaves us with
							// only a plain ServiceEntry with resolution NONE. In this case, we will

          '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.
	//

        return false;
      });
}

// Return the half_range value that is used by DequantizeOp. half_range is used
// to offset the quantized representation before it gets scaled. In the case
// of negative quantize types, this offset is half the type's range.
static DenseElementsAttr DequantizeHalfRange(OpBuilder *builder, Value input) {