return  %outputs_6, %outputs_12, %outputs_18, %arg3, %arg4, %arg5, %arg6 : tensor<i32>, tensor<i32>, tensor<!tf_type.variant<tensor<*xf32>>>, tensor<i32>, tensor<!tf_type.resource<tensor<3x1xf32>>>, tensor<?x3xf32>, tensor<?x4xf32>
}

// CHECK-LABEL: @"map/while_body/MapFnBody"

func.func @decompose_resource_apply_adam_non_nesterov(%arg0: tensor<f32>, %arg1: tensor<f32>, %arg2: tensor<f32>, %arg3: tensor<f32>, %arg4: tensor<f32>, %arg5: tensor<f32>, %arg6: tensor<f32>) -> () {
  "tf_device.cluster"() ({

    // CHECK-DAG: [[ONE:%.*]] = "tf.Const"() <{value = dense<1.000000e+00> : tensor<f32>}>
    // CHECK-DAG: [[VAR_HANDLE:%.*]] = "tf.VarHandleOp"()

// CHECK:         }

// -----

func.func @cond_false_72730(%arg0: tensor<?x?x!tf_type.string>, %arg1: tensor<?x?x!tf_type.string>, %arg2: tensor<?x?xi32>, %arg3: tensor<?x!tf_type.string>, %arg4: tensor<?x!tf_type.string>, %arg5: tensor<?xi32>, %arg6: tensor<?xi32>) -> (tensor<?x?x!tf_type.string>, tensor<?x?x!tf_type.string>) {
    %cst = arith.constant dense<[1, 0]> : tensor<2xi32>
    %cst_0 = arith.constant dense<0> : tensor<i32>

func KeyctlInt(cmd int, arg2 int, arg3 int, arg4 int, arg5 int) (ret int, err error) {
	r0, _, e1 := Syscall6(SYS_KEYCTL, uintptr(cmd), uintptr(arg2), uintptr(arg3), uintptr(arg4), uintptr(arg5), 0)
	ret = int(r0)
	if e1 != 0 {
		err = errnoErr(e1)
	}
	return
}

// THIS FILE IS GENERATED BY THE COMMAND AT THE TOP; DO NOT EDIT

func KeyctlBuffer(cmd int, arg2 int, buf []byte, arg5 int) (ret int, err error) {
	var _p0 unsafe.Pointer

// optional arguments arg2 through arg5 depending on option. It returns a
// non-negative integer that is returned by the prctl syscall.
func PrctlRetInt(option int, arg2 uintptr, arg3 uintptr, arg4 uintptr, arg5 uintptr) (int, error) {
	ret, _, err := Syscall6(SYS_PRCTL, uintptr(option), uintptr(arg2), uintptr(arg3), uintptr(arg4), uintptr(arg5), 0)
	if err != 0 {
		return 0, err
	}

    return %3 : tensor<1x3x2x2xf32>
  }
  func.func private @quantized_conv2d_with_bias_and_relu_fn_0(%arg0: tensor<1x3x4x3xi8>, %arg1: tensor<2x3x3x2xi8>, %arg2: tensor<2xi32>, %arg3: tensor<f32>, %arg4: tensor<i32>, %arg5: tensor<f32>, %arg6: tensor<i32>, %arg7: tensor<f32>, %arg8: tensor<i32>, %arg9: tensor<f32>, %arg10: tensor<i32>) -> tensor<1x3x2x2xi8> {
    %cst = "tf.Const"() {value = dense<127> : tensor<i32>} : () -> tensor<i32>

// THIS FILE IS GENERATED BY THE COMMAND AT THE TOP; DO NOT EDIT

func impl_Prctl(option int, arg2 uintptr, arg3 uintptr, arg4 uintptr, arg5 uintptr) (err error) {
	runtime.EnterSyscall()
	r0, e2, e1 := CallLeFuncWithErr(GetZosLibVec()+SYS___PRCTL_A<<4, uintptr(option), uintptr(arg2), uintptr(arg3), uintptr(arg4), uintptr(arg5))
	runtime.ExitSyscall()
	if int64(r0) == -1 {
		err = errnoErr2(e1, e2)
	}
	return
}

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func.func @non_contigous_indices(%arg0: tensor<i1>, %arg1: tensor<i1>, %arg2: tensor<i1>, %arg3: tensor<i1>, %arg4: tensor<i1>, %arg5: tensor<i1>) {
  %0 = "tf.TPUReplicatedInput"(%arg0, %arg0) {index = 8 : i64} : (tensor<i1>, tensor<i1>) -> tensor<i1>