October 29, 2012

Abstract Data Type

A data type is a collection of values and a set of operations on those values. That collection and these operations form a mathematical construct that may be implemented with the use of a particular hardware or software data structure. The term abstract data type (ADT) refers to the basic mathematical concept that defines the data type. We have discussed four different implementations of the list data structure. In case of implementation of the list with the use of an array, the size of the array gives difficulty if increased. To avoid this, we allocate memory dynamically for nodes before connecting these nodes with the help of pointers. For this purpose, we made a singly linked list and connected it with the next pointer to make a chain. Moving forward is easy but going back is a difficult task. To overcome this problem, we made a doubly linked list using prev and next pointers. With the help of these pointers, we can move forward and backward very easily. Now we face another problem that the prev pointer of first node and the next pointer of the last node are NULL. Therefore, we have to be careful in case of NULL pointers. To remove the NULL pointers, we made the circular link list by connecting the first and last node.
The program employing the list data structure is not concerned with its implementation. We do not care how the list is being implemented whether through an array, singly linked list, doubly linked list or circular linked list. It has been witnessed that in these four implementations of the list, the interface remained the same i.e. it implements the same methods like add, get, next, start and remove etc. This proves that with this encapsulation attained by making a class, we are not concerned with its internal implementation. The implementation of these abstract data types can be changed anytime. These abstract data types are implemented using classes in C++. If the list is implemented using arrays while not fulfilling the requirements, we can change the list implementation. It can be implemented with the use of singly-link list or doubly link list. As long as the interface is same, a programmer can change the internal implementation of the list and the program using this list will not be affected at all. This is the abstract data type (ADT). What we care about is the methods that are available for use, with the List ADT i.e. add, get, and remove etc methods. We have not studied enough examples to understand all the benefits of abstract data types. We will follow this theme while developing other ADT. We will publish the interface and keep the freedom to change the implementation of ADT without effecting users of the ADT. The C++ classes provide a programmer an ability to create such ADTs. What benefits can we get with the help of these ADTs and classes? When we develop an ADT or a class or factory then the users of this factory are independent of how this factory works internally. Suppose that we have ordered the car factory (car class) to produce a new car and it replies after a long time. If we ordered the remove method to remove one node and we are waiting and it keeps on working and working. Then we might think that its implementation is not correct. Although, we are not concerned with the internal implementation of this ADT yet it is necessary to see whether this ADT is useful for solving our problem or not. It should not become a bottleneck for us. If the method we are using is too much time consuming or it has some problem in terms of algorithm used. On one side, we only use the interfaces provided by these ADTs, classes, or factories as long as they do what they promise. We are not concerned with the internal details. On the other hand, we have to be careful that these factories or methods should not take too much time so that these will not be useful for the problem.
This distinction will always be there. Sometimes, the source code of classes is not provided. We will be provided libraries, as standard libraries are available with the compiler. These classes are in compiled form i.e. are in object form or in binary form. On opening these files, you will not see the C++ code, rather binary code. When you read the assembly language code, it will give some idea what this binary code is about. You can view the interface methods in the .h file. As an application programmer, you have to see that the ADTs being used are written in a better way. The point to be remembered here is that you should not worry about the internal implementation of these ADTs. If we want to change the internal implementation of the ADTs, it can be done without affecting the users of these ADTs. While writing a program, you should check its performance. If at some point, you feel that it is slow, check the ADTs used at that point. If some ADT is not working properly, you can ask the writer of the ADT to change the internal implementation of that ADT to ensure that it works properly.

 



1 comment:

  1. Creative reading! This is one of your certain approached in writing field and very insightful for everyone. collecting secondary data

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