func.return %0 : tensor<4xcomplex<f64>>
}

func.func @f16() -> tensor<4xf16> {
  // CHECK-LABEL: @f16
  // CHECK: value = dense<[1.000000e+00, 2.000000e+00, 3.000000e+00, 4.000000e+00]> : tensor<4xf16>
  %0 = "tfl.pseudo_const"() { value = dense<[1.0, 2.0, 3.0, 4.0]> : tensor<4xf16> } : () -> tensor<4xf16>
  func.return %0 : tensor<4xf16>
}

func.func @f32() -> tensor<4xf32> {
  // CHECK-LABEL: @f32

  func.return %0 : tensor<4xcomplex<f64>>
}

func.func @f16() -> tensor<4xf16> {
  // CHECK-LABEL: @f16
  // CHECK: value = dense<[1.000000e+00, 2.000000e+00, 3.000000e+00, 4.000000e+00]> : tensor<4xf16>
  %0 = "tfl.pseudo_const"() { value = dense<[1.0, 2.0, 3.0, 4.0]> : tensor<4xf16> } : () -> tensor<4xf16>
  func.return %0 : tensor<4xf16>
}

func.func @f32() -> tensor<4xf32> {
  // CHECK-LABEL: @f32

  %7 = "tfl.mul"(%2, %1) {fused_activation_function = "NONE"} : (tensor<4xf16>, tensor<  f16>) -> tensor<4xf16>
  %8 = "tfl.mul"(%2, %3) {fused_activation_function = "NONE"} : (tensor<4xf16>, tensor<4xf16>) -> tensor<4xf16>

  func.return %5, %6, %7, %8 : tensor<f16>, tensor<4xf16>, tensor<4xf16>, tensor<4xf16>
}

// CHECK-LABEL: @elementwise_unary_ops

    func.return %0, %1, %2 : tensor<3xf16>, tensor<3xf32>, tensor<3xf64>
  }

  // CHECK-LABEL: bessel_i1e
  func.func @bessel_i1e(%arg0: tensor<3xf16>, %arg1: tensor<3xf32>, %arg2: tensor<3xf64>) -> (tensor<3xf16>, tensor<3xf32>, tensor<3xf64>) {
    // CHECK-NOT: tf.BesselI1e
    %0 = "tf.BesselI1e"(%arg0) : (tensor<3xf16>) -> (tensor<3xf16>)
    %1 = "tf.BesselI1e"(%arg1) : (tensor<3xf32>) -> (tensor<3xf32>)

// Float16-DAG: %[[b:.*]] = arith.constant dense<-1.237300e+00> : tensor<64xf16>
// Float16: %[[dq_w:.*]] = "tfl.dequantize"(%[[w]]) : (tensor<64x3x3x3xf16>) -> tensor<64x3x3x3xf32>
// Float16: %[[dq_b:.*]] = "tfl.dequantize"(%[[b]]) : (tensor<64xf16>) -> tensor<64xf32>

}

// CHECK-LABEL: func @testEmptyf16
func.func @testEmptyf16() -> (tensor<5xf16>) {
  %0 = "tf.Const"() { value = dense<5> : tensor<i32> } : () -> tensor<i32>

  // CHECK: [[VAL:%.+]] = "tf.Const"() <{value =  dense<0.000000e+00> : tensor<5xf16>}>
  // CHECK: return [[VAL]]
  %1 = "tf.Empty"(%0) : (tensor<i32>) -> (tensor<5xf16>)
  func.return %1 : tensor<5xf16>
}

// CHECK-LABEL: func @testEmptybf16