quantized kernel.
  }];

  let arguments = (ins Variadic<AnyType>:$inputs,
                    TypeArrayAttr:$input_specs,
                    TypeArrayAttr:$output_specs,
                    StrAttr:$logical_kernel);
  let results = (outs Variadic<AnyType>:$outputs);
  let regions = (region SizedRegion<1>:$body);
  let hasVerifier = 1;
}

def Quantization_ReturnOp : Quantization_Op<"return", [Terminator]> {

    Example:
      tfrt_fallback_sync.createop() key(0) device("/CPU:0")
        "some.op"() {attr1 = value, attr2 = value2} {f_attr1 = "fn1", f_attr2 = "fn2"} num_args(1)
  }];

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

  let results = (outs);

  let assemblyFormat = "attr-dict";
}

def SyncExecuteOp : FallbackSync_Op<"executeop", [Pure]> {

	MOVQ src_base+32(FP), ptx
	MOVQ src_len+40(FP), ptxLen
	MOVQ ctr+56(FP), ctrPtr
	MOVQ T+64(FP), tPtr
	MOVQ ks_base+72(FP), ks
	MOVQ ks_len+80(FP), NR

	SHRQ $2, NR
	DECQ NR

	MOVOU bswapMask<>(SB), BSWAP
	MOVOU gcmPoly<>(SB), POLY

	MOVOU (tPtr), ACC0
	PXOR ACC1, ACC1
	PXOR ACCM, ACCM
	MOVOU (ctrPtr), B0
	MOVL (3*4)(ctrPtr), aluCTR
	MOVOU (ks), T0
	MOVL (3*4)(ks), aluK
	BSWAPL aluCTR

    Example:
      %results = gpurt.compile_and_execute {func_name = "xla_func_0", resource_indices = [1] ...}
  }];

  let arguments = (ins
    Variadic<TFTensorType>:$operands,
    StrAttr:$func_name,
    I64ArrayAttr:$resource_indices,
    I64ArrayAttr:$used_output_indices
  );
  let results = (outs
    Variadic<TFTensorType>:$results
  );
}

      (TF_TensorScatterAddOp
       (TF_FillOp $shape, (TF_ConstOp (GetScalarOfType<0> $updates))),
       $indices, $updates)>;

def LowerScatterNdOpDefaultBadIndicesPolicy :
  Pat<(TF_ScatterNdOp $indices,
       TensorOf<[AnyInteger, AnyFloat, AnyComplex]>:$updates, $shape, ConstantStrAttr<StrAttr, "DEFAULT">),
      (TF_TensorScatterAddOp

def LegalizeScatterNd : Pat<
  (TF_ScatterNdOp $indices, $updates, $shape, ConstantStrAttr<StrAttr, "">),
  (TFL_ScatterNdOp (CreateTFCastToInt32Op $indices), $updates,
    (CreateTFCastToInt32Op $shape))>;

def LegalizeScatterNdDefaultBadindicesPolicy : Pat<
  (TF_ScatterNdOp $indices, $updates, $shape, ConstantStrAttr<StrAttr, "DEFAULT">),
  (TFL_ScatterNdOp (CreateTFCastToInt32Op $indices), $updates,

#undef autLen
#undef H0
#undef pTblSave

// func gcmAesEnc(productTable *[256]byte, dst, src []byte, ctr, T *[16]byte, ks []uint32)
TEXT ·gcmAesEnc(SB),NOSPLIT,$0
#define pTbl R0
#define dstPtr R1
#define ctrPtr R2
#define srcPtr R3
#define ks R4
#define tPtr R5
#define srcPtrLen R6
#define aluCTR R7
#define aluTMP R8
#define aluK R9
#define NR R10
#define H0 R11
#define H1 R12
#define curK R13

    const char* device_name = TFE_OpGetDevice(matmul, status);
    ASSERT_TRUE(strstr(device_name, "GPU:0") != nullptr);

    TFE_OpSetDevice(matmul, "CPU:0", status);
    ASSERT_TRUE(TF_GetCode(status) == TF_OK) << TF_Message(status);
    device_name = TFE_OpGetDevice(matmul, status);
    ASSERT_TRUE(strstr(device_name, "CPU:0") != nullptr);
  }

  TFE_DeleteOp(matmul);
  TFE_DeleteTensorHandle(m);

    TFR_AllTensorTypes.predicate,
    TFR_AllAttrTypes.predicate]>, "allowed tfr.call operand types">;

def TFR_allowedConstValues : Attr<Or<[
    FlatSymbolRefAttr.predicate,
    TypeAttr.predicate,
    StrAttr.predicate,
    ArrayAttr.predicate]>, "allowed tfr.constant value"> {
  let storageType = "Attribute";
  let returnType = "Attribute";
  let convertFromStorage = "$_self";
  let constBuilderCall = "$0";
}

	wire, ok := deb.wireType[id]
	if !ok {
		errorf("type id %d not defined", id)
	}
	strct := wire.StructT
	fieldNum := -1
	indent++
	for {
		delta := deb.uint64()
		if delta == 0 { // struct terminator is zero delta fieldnum
			break
		}
		fieldNum += int(delta)
		if fieldNum < 0 || fieldNum >= len(strct.Field) {
			deb.dump("field number out of range: prevField=%d delta=%d", fieldNum-int(delta), delta)