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Chapter 2 Data Design and Implementation 1. Lecture 4.

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1 Chapter 2 Data Design and Implementation 1

2 Lecture 4

3 Data The representation of information in a manner suitable for communication or analysis by humans or machines Data are the nouns of the programming world: The objects that are manipulated The information that is processed 3

4 Data Abstraction Separation of a data type’s logical properties from its implementation LOGICAL PROPERTIESIMPLEMENTATION What are the possible values?How can this be done in C++? What operations will be needed? How can data types be used? 4

5 APPLICATION 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 REPRESENTATION Data Encapsulation is the separation of the representation of data from the applications that use the data at a logical level; a programming language feature that enforces information hiding int y; y = 25; 5

6 Encapsulated C++ Data Type int Value range: INT_MIN.. INT_MAX Operations: + prefix - prefix + infix - infix * infix / infix % infix Relational Operators infix TYPE int (inside) Representation of int as 16 bits two’s complement + Implementation of Operations 6

7 Abstract Data Type (ADT) A data type whose properties (domain and operations) are specified independently of any particular implementation. 7

8 Collection ordered in different ways 8

9 Data from 3 different levels 9 Application (or user) level: modeling real-life data in a specific context. Logical (or ADT) level: abstract view of the domain and operations. WHAT Implementation level: specific representation of the structure to hold the data items, and the coding for operations. HOW

10 Communication between the Application Level and Implementation Level 10

11 Viewing a library from 3 different levels Application (or user) level: Library of Congress, or Baltimore County Public Library. Logical (or ADT) level: domain is a collection of books; operations include: check book out, check book in, pay fine, reserve a book. Implementation level: representation of the structure to hold the “books”, and the coding for operations. 11

12 Composite Data Type A composite data type is a type which stores a collection of individual data components under one variable name, and allows the individual data components to be accessed. 12

13 4 Basic Kinds of ADT Operations Constructor -- creates a new instance (object) of an ADT. Transformer -- changes the state of one or more of the data values of an instance. Observer -- allows us to observe the state of one or more of the data values without changing them. Iterator -- allows us to process all the components in a data structure sequentially. 13

14 Two Forms of Composite Data Types Components are not organized with respect to one another. The organization determines method used to access individual data components. UNSTRUCTURED STRUCTURED EXAMPLES: EXAMPLES: arrays classes and structs 14

15 C++ Built-In Data Types Composite array struct union class Address pointer reference Simple IntegralFloating char short int long enum float double long double 15

16 Records A record is a composite data type made up of a finite collection of not necessarily homogeneous elements called members or fields. For example....year 2008.maker ‘h’‘o’‘n’‘d’ ‘a’‘\0’....price 18678.92 thisCar at Base Address 6000 16

17 struct CarType { int year; char maker[10]; float price; } ; CarType thisCar; //CarType variables CarType myCar; 17

18 Accessing struct members The member selection operator (period. ) is used between the variable name and the member identifier to access individual members of a record (struct or class) type variable. EXAMPLES myCar.year thisCar.maker[4] 18

19 Valid struct operations Operations valid on an entire struct type variable: assignment to another struct variable of same type, pass as a parameter to a function (either by value or by reference), return as the value of a function. 19

20 Pass-by-value CALLING BLOCK FUNCTION CALLED sends a copy of the contents of the actual parameter SO, the actual parameter cannot be changed by the function. 20

21 Pass-by-reference sends the location (memory address) of the actual parameter can change value of actual parameter CALLING BLOCK FUNCTION CALLED 21

22 Using struct type Reference Parameter to change a member void AdjustForInflation(CarType& car, float perCent) // Increases price by the amount specified in perCent { car.price = car.price * perCent + car.price; }; SAMPLE CALL AdjustForInflation(myCar, 0.03); 22

23 Using struct type Value Parameter to examine a member bool LateModel(CarType car, int date) // Returns true if the car’s model year is later than // or equal to date; returns false otherwise. { return ( car.year >= date ) ; }; SAMPLE CALL if ( LateModel(myCar, 1995) ) std::cout << myCar.price << std::endl; 23

24 One-Dimensional Array at the Logical Level A one-dimensional array is a structured composite data type made up of a finite, fixed size (known at compile time) collection of homogeneous (all of the same data type) elements having relative positions and to which there is direct access (any element can be accessed immediately). Array operations (creation, storing a value, retrieving a value) are performed using a declaration and indexes. 24

25 Implementation Example float values[5]; // assume element size is 4 bytes This ACCESSING FUNCTION gives position of values[Index] Address(Index) = BaseAddress + Index * SizeOfElement Base Address values[0] values[1] values[2] values[3] values[4] 7000 7004 7008 7012 7016 Indexes 25

26 One-Dimensional Arrays in C++ The index must be of an integral type char, short, int, long, or enum The index range is always 0 through the array size minus 1 Arrays cannot be assigned one to another, and cannot be the return type of a function 26

27 Another Example char name[10]; // assume element size is 1 byte name[0] name[1] name[2] name[3] name[4]..... name[9] 6000 6001 6002 6003 6004 6005 6006 6007 6008 6009 Base Address This ACCESSING FUNCTION gives position of name[Index] Address(Index) = BaseAddress + Index * SizeOfElement 27

28 Passing Arrays as Parameters In C++, arrays are always passed by reference, and & is not used with the formal parameter type. Whenever an array is passed as a parameter, its base address is sent to the called function. 28

29 const array parameter Because arrays are always passed as reference parameters, you can protect the actual parameter from unintentional changes by using const in formal parameter list and function prototype. FOR EXAMPLE... // prototype float SumValues(const float values[ ], int numOfValues ); 29

30 float SumValues (const float values[ ], numOfValues) // Pre: values[ 0] through values[numOfValues-1] // have been assigned // Returns the sum of values[0] through // values[numOfValues-1] { float sum = 0; for ( int index = 0; index < numOfValues; index++ ) { sum = values [index] + sum; } return sum; } 30

31 Two-Dimensional Array at the Logical Level A two-dimensional array is a structured composite data type made up of a finite, fixed size collection of homogeneous elements having relative positions and to which there is direct access. Array operations (creation, storing a value, retrieving a value) are performed using a declaration and a pair of indexes (called row and column) representing the component’s position in each dimension. 31

32 EXAMPLE -- To keep monthly high temperatures for 50 states in a two-dimensional array. const int NUM_STATES = 50 ; const int NUM_MONTHS = 12 ; int stateHighs [ NUM_STATES ] [ NUM_MONTHS ] ; [ 0 ] [ 1 ] [ 2 ].. stateHighs [2] [7]. [ 48 ] [ 49 ] [0] [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [11] 66 64 72 78 85 90 99 115 98 90 88 80 row 2, col 7 might be Arizona’s high for August 32

33 Finding the average high temperature for Arizona float total = 0; int month; float average; for ( month = 0; month < NUM_MONTHS; month ++ ) total = total + stateHighs [ 2 ][ month ]; average = ( total / NUM_MONTHS); 33

34 const int NUM_STATES = 50 ; const int NUM_MONTHS = 12 ; int stateHighs [ NUM_STATES ] [ NUM_MONTHS ] ; In memory, C++ stores arrays in row order. The first row is followed by the second row, etc. 12 highs for state 0 12 highs for state 1 etc. Alabama Alaska first row second row 800080248048 Base Address STORAGE... rows columns 34

35 Implementation Level View stateHighs[ 0 ] [ 0 ] stateHighs[ 0 ] [ 1 ] stateHighs[ 0 ] [ 2 ] stateHighs[ 0 ] [ 3 ] stateHighs[ 0 ] [ 4 ] stateHighs[ 0 ] [ 5 ] stateHighs[ 0 ] [ 6 ] stateHighs[ 0 ] [ 7 ] stateHighs[ 0 ] [ 8 ] stateHighs[ 0 ] [ 9 ] stateHighs[ 0 ] [10 ] stateHighs[ 0 ] [11 ] stateHighs[ 1 ] [ 0 ] stateHighs[ 1 ] [ 1 ] stateHighs[ 1 ] [ 2 ] stateHighs[ 1 ] [ 3 ]. To locate an element such as stateHighs [ 2 ] [ 7] the compiler needs to know that there are 12 columns in this two-dimensional array. At what address will stateHighs [ 2 ] [ 7 ] be found? Assume 2 bytes for type int. Base Address 8000 35

36 Example of a 2-dimensional object 36

37 Two-Dimensional Array Parameters Just as with a one-dimensional array, when a two- (or higher) dimensional array is passed as a parameter, the base address of the actual array is sent to the function. The size of all dimensions except the first must be included in the function heading and prototype. The sizes of those dimensions for the formal parameter must be exactly the same as in the actual array. 37

38 const int NUM_STATES = 50 ; const int NUM_MONTHS = 12 ; int stateHighs [ NUM_STATES ] [ NUM_MONTHS ] ; float stateAverages [ NUM_STATES ] ; [ 0 ] ? [ 1 ] ? [ 2 ]... [ 48 ] [ 49 ] [0] [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [11] 43 42 50 55 60 78 79 80 77 72 63 40 66 64 72 78 85 90 99 115 98 90 88 80 Use the two-dimensional stateHighs array to fill a one-dimensional stateAverages array Alaska Arizona 38

39 void findAverages ( const int stateHighs [NUM_STATES] [NUM_MONTHS], int stateAverages [NUM_STATES]) // Pre: stateHighs[ 0..NUM_STATES-1] [ 0..NUM_MONTHS-1] // assigned // Post: stateAverages[ 0..NUM_STATES-1 ] contains rounded // high temperature for each state { int state; int month; float total; for ( state = 0 ; state < NUM_STATES; state++ ) { total = 0.0; for ( month = 0 ; month < NUM_MONTHS ; month++ ) total = stateHighs [ state ][ month ] + total; stateAverages [ state ] = total / NUM_MONTHS; } } 39

40 Lecture 5

41 Using typedef with arrays helps eliminate the chances of size mismatches between formal and actual parameters. FOR EXAMPLE, typedef int StateHighsType [ NUM_STATES ][ NUM_MONTHS ]; typedef float StateAveragesType [ NUM_STATES ]; void findAverages( const StateHighsType stateHighs, StateAveragesType stateAverages ) {... } 41

42 Declaring Multidimensional Arrays EXAMPLE USING TYPEDEF const int NUM_DEPTS = 5; // mens, womens, childrens, electronics, linens const int NUM_MONTHS = 12 ; const int NUM_STORES = 3 ; // White Marsh, Owings Mills, Towson typedef long MonthlySalesType [NUM_DEPTS] [NUM_MONTHS] [NUM_STORES]; MonthlySalesType monthlySales; 42

43 43 const int NUM_DEPTS = 5; // mens, womens, childrens, electronics,linens const int NUM_MONTHS = 12 ; const int NUM_STORES = 3 ; // White Marsh, Owings Mills, Towson typedef long MonthlySalesType [NUM_DEPTS] [NUM_MONTHS] [NUM_STORES] ; MonthlySalesType monthlySales; monthlySales [ 3 ][ 7 ][ 0 ] sales for electronics in August at White Marsh 12 MONTHS columns 5 DEPTS rows 3 STORES sheets 43

44 C++ class data type A class is an unstructured type that encapsulates a fixed number of data components (data members) with the functions (called member functions) that manipulate them. The predefined operations on an instance of a class are whole assignment and component access. 44

45 class DateType Specification // SPECIFICATION FILE( datetype.h ) class DateType// declares a class data type { public : // 4 public member functions void Initialize (int newMonth, int newDay, int newYear ) ; int GetYear( ) const ; // returns year int GetMonth( ) const ; // returns month int GetDay( ) const ; // returns day private : // 3 private data members int year ; int month ; int day ; }; ; must be there!!!

46 Use of C++ data type class Variables of a class type are called objects (or instances) of that particular class. Software that declares and uses objects of the class is called a client. Client code uses public member functions (called methods in OOP) to handle its class objects.. means calling a public member function. 46

47 Client Code Using DateType #include “datetype” // includes specification of the class using namespace std; int main ( void ) { DateType startDate; // declares 2 objects of DateType DateType endDate; bool retired = false; startDate.Initialize ( 6, 30, 1998 ); endDate.Initialize ( 10, 31, 2002 ); cout << startDate.MonthIs( ) << “/” << startDate.DayIs( ) << “/” << startDate.YearIs( ) << endl; while ( ! retired ) { // finishSomeTask } } 47

48 // SPECIFICATION FILE ( datetype.h ) // Specifies the data and function members. class DateType { public:... private:... } ; // IMPLEMENTATION FILE ( datetype.cpp ) // Implements the DateType member functions.... 2 separate files generally used for class type 48

49 DateType Class Instance Diagrams Initialize GetYear GetMonth GetDay startDate endDate Private data: year month day 2002 10 31 Initialize GeytYear GetMonth GetDay 1998 6 30 Private data: year month day 49

50 Implementation of DateType member functions // IMPLEMENTATION FILE (datetype.cpp) #include “datetype.h” // also must appear in client code void DateType :: Initialize ( int newMonth, int newDay, int newYear ) // Post: year is set to newYear. // month is set to newMonth. // day is set to newDay. { year = newYear; month = newMonth; day = newDay; } 50

51 51 int DateType :: GetMonth ( ) const // Accessor function for data member month { return month; } int DateType :: GetYear ( ) const // Accessor function for data member year { return year; } int DateType :: GetDay ( ) const // Accessor function for data member day { return day; } 51

52 Familiar Class Instances and Member Functions The member selection operator (. ) selects either data members or member functions. Header files iostream and fstream declare the istream, ostream, and ifstream, ofstream I/O classes. Both cin and cout are class objects and get and ignore are member functions. cin.get (someChar); cin.ignore (100, ‘\n’); These statements declare myInfile as an instance of class ifstream and invoke member function open. ifstream myInfile ; myInfile.open ( “mydata.dat” ); 52

53 Scope Resolution Operator ( :: ) C++ programs typically use several class types. Different classes can have member functions with the same identifer, like Write( ). Member selection operator is used to determine the class whose member function Write( ) is invoked. currentDate.Write( ) ;// class DateType numberZ.Write( ) ; // class ComplexNumberType In the implementation file, the scope resolution operator is used in the heading before the member function’s name to specify its class. void DateType :: Write ( ) const {... } 53

54 Inheritance 54

55 A Short Review of Object- Oriented Programming Three inter-related constructs: classes, objects, and inheritance Objects are the basic run-time entities in an object-oriented system. A class defines the structure of its objects. Classes are organized in an “is-a” hierarchy defined by inheritance. 55

56 Inheritance 1.Allows programmers to create a new class that is a specialization of an existing class. 2.The new class is called a derived class of the existing class; the existing class is the base class of the new class. 56

57 Inheritance Inheritance fosters reuse by allowing an application to take an already-tested class and derive a class from it that inherits the properties the application needs Polymorphism: the ability of a language to have duplicate method names in an inheritance hierarchy and to apply the method that is appropriate for the object to which the method is applied 57

58 Inheritance Inheritance and polymorphism combined allow the programmer to build useful hierarchies of classes that can be reused in different applications Mapping of problem into solution 58

59 # include class MoneyType { public: void Initialize(long, long); long DollarsAre( ) const; long CentsAre( ) const; private: long dollars; long cents; }; 59

60 class ExtMoneyType:public MoneyType { public: string CurrencyIs( ); void Initialize(long, long, const string); private: string currency; }; ExtMoneyType extMoney; void ExtMoneyType::Initialize (long newDollars, long newCents, string newCurrency) { currency = newCurrency; MoneyType::Initialize(newDollars, newCents); } String ExtMoneyType::CurrencyIs() const { return currency; } 60

61 Exceptions An exception is an unusual situation that occurs when the program is running. Exception Management Define the error condition Enclose code containing possible error (try). Alert the system if error occurs (throw). Handle error if it is thrown (catch). 61

62 try, catch, and throw Try { // code that contains a possible error … throw string(“An error has occurred in function …”); } Catch (string message) { std::cout << message << std::endl; return 1; } 62

63 try { infile >> value; do { if (value < 0) throw string("Negative value"); sum = sum + value; } while (infile); } catch (string message) // Parameter of the catch is type string { // Code that handles the exception cout << message << " found in file. Program aborted." return 1; } // Code to continue processing if exception not thrown cout << "Sum of values on the file: " << sum; Exits loop and goes to catch 63

64 Namespace namespace mySpace { // All variables and // functions within this // block must be accessed // using scope // resolution operator (::). } Purpose: Avoid namespace pollution. 64

65 Three Ways to Access Members within a Namespace Qualify each reference: mySpace::name with every reference. Using declaration: using mySpace::name; All future references to name refer to mySpace::name. Using directive: using namespace mySpace; All members of mySpace can be referenced without qualification. 65

66 Rules for Use of Namespace std (within text) Qualify names in prototypes and/or function definitions. If name used more than once in a function block, use a using declaration. If more than one name is used from a namespace, use a using directive. 66

67 Lecture 6

68 const int const x = 5; const int x = 5; const int *p_int; int const *p_int; int * const p_int = &x; int const * const p_int = &x; int method() const; const char * method(); int method(int const *p_int); 68 x is a constant integer a pointer to constant data a constant pointer to data a method that does not modify the object a constant pointer to constant data a method that has a constant output a method whose parameter is constant const int*const Method(const int*const&)const;

69 Map to Joe’s Diner 69

70 Which Cost More to Feed? 70

71 Order of Magnitude of a Function The order of magnitude, or Big-O notation, of a function expresses the computing time of a problem as the term in a function that increases most rapidly relative to the size of a problem. 71

72 Complexity Let us assume two algorithms A and B that solve the same class of problems. The time complexity of A is 5,000n, the one for B is  1.1 n  for an input with n elements. For n = 10, A requires 50,000 steps, but B only 3, so B seems to be superior to A. For n = 1000, A requires 5,000,000 steps, while B requires 2.5  10 41 steps. 72

73 Complexity This means that algorithm B cannot be used for large inputs, while algorithm A is still feasible. So what is important is the growth of the complexity functions. The growth of time and space complexity with increasing input size n is a suitable measure for the comparison of algorithms. 73

74 Names of Orders of Magnitude O(1) bounded (by a constant) time O(log 2 N) logarithmic time O(N) linear time O(N*log 2 N) N*log 2 N time O(N 2 ) quadratic time O(N 3 ) cubic time O(2 N ) exponential time 74

75 N log 2 N N*log 2 N N 2 2 N 1 001 2 2 124 4 4 28 16 16 8 324 64 256 16 4 64 256 65,536 32 5160 1024 4,294,967,296 64 6384 40961.84*10 19 128 7896 16,384 3.40*10 38 75

76 The Growth of Functions “Popular” functions g(n) are n log n, log n, 1, 2 n, n 2, n!, n, n 3 Listed from slowest to fastest growth: 1 log n n n log n n 2 n 3 2 n n! 76

77 The Growth of Functions A problem that can be solved with polynomial worst-case complexity is called tractable Problems of higher complexity are called intractable Problems that no algorithm can solve are called unsolvable 77

78 Comparison of Two Algorithms Add all numbers from 1 to 20 78

79 Complexity Examples What does the following algorithm compute? int who_knows(int a[n]) { int m = 0; for {int i = 0; i<n; i++} for {int j = i+1; j<n; j++} if ( abs(a[i] – a[j]) > m ) m = abs(a[i] – a[j]); return m; } returns the maximum difference between any two numbers in the input array Comparisons: n-1 + n-2 + n-3 + … + 1 = (n-1)n/2 = 0.5n 2 - 0.5n Time complexity is O(n 2 ) 79

80 Complexity Examples Another algorithm solving the same problem: int max_diff(int a[n]) { int min = a[0]; int max = a[0]; for {int i = 1; i<n; i++} if ( a[i] < min ) min = a[i]; else if ( a[i] > max ) max = a[i]; return max-min; } Comparisons: 2n - 2 Time complexity is O(n). 80

81 Find “John Smith” 81

82 Big-O Comparison of List Operations OPERATION UnsortedList SortedList GetItem O(N) O(N) linear search O(log 2 N) binary search PutItem Find O(1) O(log 2 N) search Put O(1) O(N) moving down Combined O(1) O(N) DeleteItem Find O(N) O(log 2 N) search Put O(1) swap O(N) moving up Combined O(N) O(N) 82

83 OVERVIEW

84 Overview The application view of a data structure is associated with which of the following? A. What? B. Why? C. How? The implementation view of a data structure is associated with which of the following? A. What? B. Why? C. How? The logical view of a data structure is associated with which of the following? A. What? B. Why? C. How? 84

85 Overview The file containing the definition of class DateType is called the ______ file. A. specification B. implementation C.client The file containing the definitions of the member functions of class DateType is called the ______ file. A. specification B. implementation C. client 85

86 Which of the following statements in a client program correctly prints out the day of the variable day1 of type DateType? class DateType{ public: void Initialize(int, int, int); int GetYear() const;// returns year int GetMonth() const;// returns month int GetDay() const;// returns day private: int year; int month; int day; }; A. cout << day1.GetDay; B. cout << day1.GetDay(); C. cout << GetDay.day1; D. cout cout << GetDay(day1); E. The day cannot be printed by a client program. 86

87 What is the minimum number of test cases needed to adequately test this program? void CheckTriangle(int b, int c, int a) { if ((a == b) && (b == c)) cout << "Equalateral" << endl; else if (a == b) cout << "Isoscelese" << endl; else cout << "Scalene" << endl; } 6 87

88 True / False We can protect an array that is sent to a function by using const C++ ensures we do not write beyond allocated array slots. The position of an element in a one dimensional array associated with Index is Address(Index) = Base + Index * SizeOfElement In a two dimensional array, component selection is as follows table[columnIndex][rowIndex] 88

89 True / False Members of a struct are public by default. Members of a class are public by default. A struct differs from an array in that its elements need not occupy a consecutive block of memory cells. C++ provides a way to sequentially iterate through the fields in a struct. 89

90 True / False Exceptions must be handled within the function in which they occur. Exceptions cannot be handled within the block in which they occur. Code that can cause an exception should be enclosed within a try clause. Exception handlers are enclosed within a catch clause. C++ does have built-in exceptions. 90

91 True / False Each try/catch statement can have only one catch clause. It is the responsibility of the client code to handle all exceptions. using myNames::GetData is a using declaration. using namespace myName is a using directive. 91

92 True / False Polymorphism has the ability to determine which function to call for a particular object. Inheritance is a language mechanism by which one class acquires data and operations of another class. Composition is a mechanism by which an internal data member of one class is defined to be an object of another class type. 92 is-a has-a

93 True / False Static binding refers to compile-time binding Dynamic binding refers to run-time binding In C++, a derived class's constructor is executed before the base class constructor is executed. 93


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