attr_map = ""
      } : (tensor<*xf32>, tensor<*x!tf_type.qint8>, tensor<*xf32>, tensor<*xi32>) -> tensor<*xf32>


    func.return %out : tensor<*xf32>
  }

  // Currently only 4-d case is supported
  func.func @quantized_depthwise_conv2d_fn(
                         %input : tensor<*xf32>, %weight : tensor<*x!tf_type.qint8>,

    func.func @main(%arg0: tensor<3x3x!tf_type.qint8>, %arg1: tensor<3x3x!tf_type.qint8>) -> tensor<6x3x!tf_type.qint8> {
      %axis = "tf.Const"() { value = dense<0> : tensor<i64> } : () -> tensor<i64>
      %1 = "tf.ConcatV2"(%arg0, %arg1, %axis) : (tensor<3x3x!tf_type.qint8>, tensor<3x3x!tf_type.qint8>, tensor<i64>) -> tensor<6x3x!tf_type.qint8>
      func.return %1 : tensor<6x3x!tf_type.qint8>
    }
  })";
  CreateModule(kMlirModuleStr);

    }

    /**
     * The logger name for a component with a non-null hint is <code>role.hint</code>.
     * <b>Warning</b>: this does not conform to logger name as class name convention.
     * (and what about <code>null</code> and <code>default</code> hint equivalence?)
     */
    public Logger getLoggerForComponent(String role, String hint) {
        return (null == hint
                ? getLoggerForComponent(role)

    // CHECK-NEXT: %[[UDQ:.*]] = "tf.UniformDequantize"(%[[UQ]], %[[CST_0]], %[[CST_1]]) <{quantization_axis = -1 : i64, quantization_max_val = 127 : i64, quantization_min_val = -128 : i64}> : (tensor<1x!tf_type.qint8>, tensor<f32>, tensor<i32>) -> tensor<1xf32>
    // CHECK-NEXT: return %[[UDQ]] : tensor<1xf32>

		D:         new(big.Int).Set(k.D),
	}
	dst.Primes = make([]*big.Int, len(k.Primes))
	for i, p := range k.Primes {
		dst.Primes[i] = new(big.Int).Set(p)
	}
	if x := k.Precomputed.Dp; x != nil {
		dst.Precomputed.Dp = new(big.Int).Set(x)
	}
	if x := k.Precomputed.Dq; x != nil {
		dst.Precomputed.Dq = new(big.Int).Set(x)
	}
	if x := k.Precomputed.Qinv; x != nil {

        readability-redundant-control-flow,
        readability-simplify-boolean-expr,
        readability-simplify-subscript-expr,
        readability-use-anyofallof
        # LINT.ThenChange(METADATA:checks)

CheckOptions:
  # LINT.IfChange(check-options)
  - key:             readability-identifier-naming.ClassCase
    value:           CamelCase
  - key:             readability-identifier-naming.EnumCase

	case 1:
		return uint64(b[0])
	case 2:
		_ = b[1] // bounds check hint to compiler; see golang.org/issue/14808
		return uint64(b[0]) | uint64(b[1])<<8
	case 4:
		_ = b[3] // bounds check hint to compiler; see golang.org/issue/14808
		return uint64(b[0]) | uint64(b[1])<<8 | uint64(b[2])<<16 | uint64(b[3])<<24
	case 8:
		_ = b[7] // bounds check hint to compiler; see golang.org/issue/14808

	}

	// try to find the preferred hint with the minimal number of NUMA nodes, relevant for the restricted policy
	return findBestHint(filteredHints), nil
}

func isHintInGroup(hint []int, group []int) bool {
	sort.Ints(hint)
	sort.Ints(group)

	hintIndex := 0
	for i := range group {
		if hintIndex == len(hint) {
			return true
		}

		if group[i] != hint[hintIndex] {

	_ = b[1] // bounds check hint to compiler; see golang.org/issue/14808
	return uint16(b[0]) | uint16(b[1])<<8
}

func (binaryLittleEndian) PutUint16(b []byte, v uint16) {
	_ = b[1] // early bounds check to guarantee safety of writes below
	b[0] = byte(v)
	b[1] = byte(v >> 8)
}

func (binaryLittleEndian) Uint32(b []byte) uint32 {
	_ = b[3] // bounds check hint to compiler; see golang.org/issue/14808

        fixture.publishDummyPlugin(executer)
    }

    def "does not render hint for successful build without applied plugin"() {
        given:
        buildFile << """
            task $DUMMY_TASK_NAME
        """

        when:
        succeeds(DUMMY_TASK_NAME)

        then:
        result.assertNotOutput(SCAN)
    }

    def "renders hint for failing build without applied plugin and #description"() {
        given: