builder.setInsertionPointAfter(read_variable_op);
      auto new_read_variable_op =
          builder.create<ReadVariableOp>(read_variable_op.getLoc(), ref_qtype,
                                         read_variable_op.getResourceId());
      auto new_dq_op = builder.create<DequantizeOp>(
          read_variable_op.getLoc(), read_variable_op.getResult().getType(),
          new_read_variable_op.getResult());

// type).
inline bool IsOnlySelfDependent(TypeID resource_type_id) {
  return resource_type_id == ResourceEffects::Send::getResourceID() ||
         resource_type_id == ResourceEffects::Recv::getResourceID();
}

}  // namespace ResourceEffects
}  // namespace TF
}  // namespace mlir

  bool IsWrite() const { return effects_.test(kWrite); }
  bool IsAllocOnly() const { return IsAlloc() && effects_.count() == 1; }
  bool IsReadOnly() const { return IsRead() && effects_.count() == 1; }
  ResourceId GetResourceId() const { return resource_id_; }

  void SetAlloc() { effects_.set(kAlloc); }
  void SetFree() { effects_.set(kFree); }
  void SetRead() { effects_.set(kRead); }
  void SetWrite() { effects_.set(kWrite); }

              mem_interface.getEffectOnValue<MemoryEffects::Allocate>(value);
          if (alloc_effect) {
            TypeID mlir_type_id =
                alloc_effect.value().getResource()->getResourceID();
            // Update or lookup internal type ID.
            auto emplace_result = type_id_to_internal_type_id_.try_emplace(
                mlir_type_id, next_unique_type_id);