// following addition chain generated with github.com/mmcloughlin/addchain v0.4.0.
	//
	//	_10     = 2*1
	//	_11     = 1 + _10
	//	_110    = 2*_11
	//	_111    = 1 + _110
	//	_111000 = _111 << 3
	//	_111111 = _111 + _111000
	//	x12     = _111111 << 6 + _111111
	//	x15     = x12 << 3 + _111
	//	x16     = 2*x15 + 1
	//	x32     = x16 << 16 + x16
	//	i53     = x32 << 15
	//	x47     = x15 + i53

  %0 = stablehlo.constant() {value = dense<7.000000e+00> : tensor<8x8x3x3xf32>} : () -> tensor<8x8x3x3xf32>
  %2 = stablehlo.convolution(%arg0, %0) dim_numbers = [b, f, 0, 1]x[o, i, 0, 1]->[b, f, 0, 1], window = {pad = [[1, 1], [1, 1]]} {batch_group_count = 1 : i64, feature_group_count = 1 : i64} : (tensor<1x8x4x4xf32>, tensor<8x8x3x3xf32>) -> tensor<1x8x4x4xf32>
  return %2 : tensor<1x8x4x4xf32>
}

      %outputs_4, %control_5 = tf_executor.island wraps "tf.Conv2D"(%outputs, %outputs_2) {data_format = "NHWC", device = "", dilations = [1, 1, 1, 1], explicit_paddings = [], padding = "VALID", strides = [1, 1, 1, 1], use_cudnn_on_gpu = true} : (tensor<*xf32>, tensor<5x5x32x16xf32>) -> tensor<*xf32>

				{Type: v1.NodeExternalDNS, Address: "hostname"},
				{Type: v1.NodeInternalDNS, Address: "hostname"},
				{Type: v1.NodeInternalIP, Address: "1.1.1.1"},
				{Type: v1.NodeExternalIP, Address: "1.1.1.1"},
			},
			wantDNSNames: []string{"hostname"},
			wantIPs:      []net.IP{netutils.ParseIPSloppy("1.1.1.1")},
		},
		{
			name: "order values",
			addresses: []v1.NodeAddress{
				{Type: v1.NodeHostName, Address: "hostname-2"},

  %1 = "tf.Conv2D"(%0, %arg1) {data_format = "NHWC", dilations = [1, 1, 1, 1], explicit_paddings = [], padding = "VALID", strides = [1, 1, 1, 1]} : (tensor<4x14x19x40xf16>, tensor<5x5x40x32xf16>) -> tensor<4x10x15x32xf16>

        patchScheme.parse("1.2-rc-1").toString() == "1.2.0.0-rc-1"
    }

    def "equality"() {
        def version = new VersionNumber(1, 1, 1, 1, null)
        def qualified = new VersionNumber(1, 1, 1, 1, "beta-2")

        expect:
        new VersionNumber(1, 1, 1, 1, null) Matchers.strictlyEqual(version)
        new VersionNumber(2, 1, 1, 1, null) != version
        new VersionNumber(1, 2, 1, 1, null) != version

apiVersion: networking.istio.io/v1alpha3
kind: ServiceEntry
metadata:
  name: proxy-service-instance
spec:
  hosts:
    - example.com
  ports:
    - number: 80
      name: http
      protocol: HTTP
    - number: 443
      name: https
      protocol: HTTPS
  resolution: STATIC
  endpoints:
    - address: 1.1.1.1
      labels:
        istio.io/benchmark: "true"

  // CHECK-SAME: data_format = "NCHW"
  %0 = "tf.Conv2D"(%input, %filter)
       {
         data_format = "NHWC",
         padding = "VALID",
         strides = [1, 1, 1, 1]
       } : (tensor<1x28x28x64xf32>, tensor<3x3x64x64xf32>)
        -> tensor<1x26x26x64xf32>

  func.return %0 : tensor<1x26x26x64xf32>
}

// CHECK-LABEL: func @transposeConv2D_1x1_f32

	//
	//	_10     = 2*1
	//	_11     = 1 + _10
	//	_110    = 2*_11
	//	_111    = 1 + _110
	//	_111000 = _111 << 3
	//	_111111 = _111 + _111000
	//	x12     = _111111 << 6 + _111111
	//	x14     = x12 << 2 + _11
	//	x17     = x14 << 3 + _111
	//	x31     = x17 << 14 + x14
	//	x48     = x31 << 17 + x17
	//	x96     = x48 << 48 + x48
	//	x127    = x96 << 31 + x31

# Set up a Service associated with our proxy, which will run as 1.1.1.1 IP
apiVersion: networking.istio.io/v1alpha3
kind: ServiceEntry
metadata:
  name: proxy-service-instance
spec:
  hosts:
  - example.com
  ports:
  - number: 7070
    name: auto
    protocol: ""
  resolution: STATIC
  location: MESH_INTERNAL
  endpoints:
  - address: 1.1.1.1
    labels:
      security.istio.io/tlsMode: istio
---