$t, $m, $v, $beta, $gamma, F32Attr:$variance_epsilon, ConstBoolAttrFalse:$scale_after_normalization),
  (TF_AddOp
    (TF_MulOp $t, (TF_RsqrtOp:$rsqrt (TF_AddOp $v, (TF_ConstOp $variance_epsilon)))),
    (TF_SubOp $beta, (TF_MulOp $m, $rsqrt)))>;
def ConvertBatchNormWithGlobalNormalization_2 : Pat<
  (TF_BatchNormWithGlobalNormalizationOp

                           (TFL_FloorModOp $arg0, $arg1)>;
def LegalizeExp : Pat<(TF_ExpOp $arg0), (TFL_ExpOp $arg0)>;

def LegalizeLRN : Pat<
  (TF_LRNOp $arg0, $radius, F32Attr:$bias, F32Attr:$alpha, F32Attr:$beta),
  (TFL_LocalResponseNormalizationOp $arg0, (convertIntAttrTo32Bit $radius),
    $bias, $alpha, $beta)>;

def LegalizeNonMaxSuppressionV4 : Pat<

}

static tflite::TensorType ConvertDerivedTypeAttrForOptionWriter(
    mlir::Type type, flatbuffers::FlatBufferBuilder* builder) {
  return tflite::ConvertTypeToTensorType(type);
}

// I32Attr already returns an int as required by flatbuffer builders.
static int ConvertI32AttrForOptionWriter(
    int i, flatbuffers::FlatBufferBuilder* builder) {
  return i;
}

  let summary = "The Fallback CreateOp";

  let description = [{
    The CreateOp creates the tensorflow::OpKernel in the fallback context.
  }];

  let arguments = (ins
    StrAttr:$node_def,
    I32Attr:$op_key
  );

  let assemblyFormat = "attr-dict";
}

def ConstOp: TensorflowMlrt_Op<"constop", []> {
  let summary = "The tf_mlrt ConstOp";

  let description = [{