// RUN: tfr-opt %s -tfr-decompose -tfr-rewrite-quantized-io -verify-diagnostics | FileCheck %s

// CHECK-LABEL: @tf__my_requantize
tfr.func @tf__my_requantize(%input: !tfr.tensor) -> !tfr.tensor {
  %raw_data = tfr.quant_raw_data(%input) : (!tfr.tensor) -> !tfr.tensor
  %scale, %zp = tfr.quant_qparam(%input) : (!tfr.tensor) -> (!tfr.tensor, !tfr.tensor)
  %result = tfr.call @tf__requantize(%raw_data, %scale, %zp) : (!tfr.tensor, !tfr.tensor, !tfr.tensor) -> !tfr.tensor

tfr.func @tf__my_biased_dense_(!tfr.tensor<T>, !tfr.tensor<T>, !tfr.tensor<T>,
    !tfr.attr{tfr.name="act", tfr.default=""}) -> !tfr.tensor attributes {T}

// This is a wong decomposition and used to verify that tf.Elu isn't decomposed
// since its kernel has been registered.
tfr.func @tf__elu_(%input: !tfr.tensor) -> !tfr.tensor {
  tfr.return %input : !tfr.tensor
}

// Translated from:
//
// REGISTER_OP("Add")
//     .Input("x: T")

#ifdef __cplusplus
extern "C" {
#endif  // __cplusplus

// An opaque type that corresponds to a Function loaded from a SavedModel.
// TODO(bmzhao): Work together w/srbs@ to make sure this composes w/the
// C++ Unified Eager/Graph API's AbstractFunction
typedef struct TF_ConcreteFunction TF_ConcreteFunction;

// Returns FunctionMetadata associated with `func`. Metadata's lifetime is

// RUN: tfr-opt %s -tfr-decompose -verify-diagnostics -split-input-file | FileCheck %s

tfr.func @tf__my_pack(%values: !tfr.tensor_list,
                      %n: i32 {tfr.name="N"},
                      %axis: i32 {tfr.name="axis"}) -> !tfr.tensor {
  %index = arith.constant 0 : index
  %cst = arith.constant 1 : i32
  %eq = arith.cmpi eq, %n, %cst : i32
  %v1 = tfr.get_element %values[%index] : (!tfr.tensor_list, index) -> !tfr.tensor

}

// PrintFlags composes common printer flag structs
// used across kubeadm commands, and provides a method
// of retrieving a known printer based on flag values provided.
type PrintFlags struct {
	// JSONYamlPrintFlags provides default flags necessary for json/yaml printing.
	JSONYamlPrintFlags *genericclioptions.JSONYamlPrintFlags

    }

    public static Identifier getNonAscii() {
        if (OperatingSystem.current().isMacOsX()) {
            // The hfs+ file system stores file names in decomposed form. Don't use precomposed characters on macOS, as way too few things normalise text correctly
            return new Identifier(NON_PRECOMPOSED_NON_ASCII, "non-ascii");
        }

				i, tt.c, tt.in, tt.in, out, out, tt.out, tt.out)
		}
	}
}

type dec struct {
	form        byte
	neg         bool
	coefficient [16]byte
	exponent    int32
}

func (d dec) Decompose(buf []byte) (form byte, negative bool, coefficient []byte, exponent int32) {
	coef := make([]byte, 16)
	copy(coef, d.coefficient[:])
	return d.form, d.neg, coef, d.exponent

	// kubelet.containerLogsDir.
	legacyContainerLogsDir = "/var/log/containers"
	// legacyLogSuffix is the legacy log suffix.
	legacyLogSuffix = "log"

	ext4MaxFileNameLen = 255
)

// legacyLogSymlink composes the legacy container log path. It is only used for legacy cluster
// logging support.
func legacyLogSymlink(containerID string, containerName, podName, podNamespace string) string {

                                                 terminator->getOperandTypes());
    func.setType(new_func_type);
  });
}

// Creates an instance of the pass to decompose the TF ops.
std::unique_ptr<OperationPass<ModuleOp>> CreateRewriteQuantizedIOPass() {
  return std::make_unique<RewriteQuantizedIOPass>();
}

static PassRegistration<RewriteQuantizedIOPass> pass([] {

// RUN: tf-opt %s --tf-decompose-optionals --split-input-file | FileCheck %s

// CHECK-LABEL: @from_value
func.func @from_value(%arg0: tensor<f32>) {
  // CHECK-NOT: Optional
  %0 = "tf.OptionalFromValue"(%arg0) : (tensor<f32>) -> tensor<!tf_type.variant<tensor<f32>>>
  return
}

// -----

// CHECK-LABEL: @get_value
func.func @get_value(%arg0: tensor<!tf_type.variant<tensor<f32>>>) {
  // CHECK-NOT: Optional