// There are specifications for both inputs and outputs.
  if (getNumOperands() != getInputSpecs().size() ||
      getNumResults() != getOutputSpecs().size())
    return emitOpError(
        "has unmatched operands/results number and spec attributes number");

  // Verify that quantization specifications are valid.
  for (auto input : llvm::zip(getOperandTypes(), getInputSpecs())) {
    Type inputType = std::get<0>(input);

  // There are specifications for both inputs and outputs.
  if (getNumOperands() != getInputSpecs().size() ||
      getNumResults() != getOutputSpecs().size())
    return emitOpError(
        "has unmatched operands/results number and spec attributes number");

  // Verify that quantization specifications are valid.
  for (auto input : llvm::zip(getOperandTypes(), getInputSpecs())) {
    Type inputType = std::get<0>(input);

  return all_ops;
}

KernelSpecs::Signature QuantizeContext::GetSignature(
    quantfork::QuantizeRegionOp op) {
  KernelSpecs::Signature signature;
  signature.reserve(op.getInputSpecs().size() + op.getOutputSpecs().size());
  for (int i = 0; i < op.getNumOperands(); ++i) {
    DeviceTarget::AppendToSignature(GetOperandParams(op, i), &signature);
  }
  for (int i = 0; i < op.getNumResults(); ++i) {

  auto rop = llvm::dyn_cast<quantfork::QuantizeRegionOp>(op);
  if (!rop) return failure();

  llvm::SmallVector<Type, 4> input_specs, out_specs;
  for (auto spec : rop.getInputSpecs()) {
    input_specs.push_back(spec.cast<TypeAttr>().getValue());
  }
  for (auto spec : rop.getOutputSpecs()) {
    out_specs.push_back(spec.cast<TypeAttr>().getValue());
  }