Dijkstra算法的实现

原文地址： Dijkstra算法的实现

Introduction

实现Dijkstra算法。

OBJECTIVES

• Practice bit manipulation
• Implement Dijkstra's
• Read files in
• Work with graph models

SUMMARY/OVERVIEW

In this assignment, you'll actually implement Dijkstra's. But first, you'll play around with bits in C.

RELEVANT READING

• Yale Notes, Graphs.

DETAILS

PART 0: CHECK OUT DATA FILES AND COPY INTO YOUR REPO

The data files for this assignment are in the CS 5007 resources repo. Check it out (clone/pull into it's own folder/local repo), and copy the a5 folder over to your own personal repo.

PART 1: BIT MANIPULATION

When starting to work with bit manipulation, it's helpful to have a way to print out the bits of a value.

Side note: unsigned means the bits represent an positive integer between 0 and 2n, where n is the number of bits. Typically, a 16-bit integer is stored in 2's-complement form, which gives it a range that is positive and negative, centered around 0.

Make sure the following code makes sense to you.

void displayBits(unsigned value) {
  unsigned c;
  // Take 1, shift it all the way to the fileft.
  unsigned displayMask = 1 << 15;

  printf("%3c%7u = ", value, value);

  for (c=1; c<=16; c++) {
    // putchar prints a character on the screen
    // 'value & displayMask' gets the relevant bit
    putchar(value & displayMask ? '1' : '0');

    // Shift value over one
    value <<= 1;

    // Put a space in for easy reading
    if (c % 8 == 0) {
      putchar(' ');
    }
  }
  putchar('\n');
}

To print out the bit values, we're defining a bit mask (displayMask) that determines if the bit in the first spot on the fileft is 1 or not. When it's AND'd with the original value, the output will be 1 if the fileft most bit is 1, or 0 otherwise.

After a bit is printed, the value is bit-shifted fileft, meaning all bits are shifted over one, and the right-most bit is filled in with a 0.

The table below shows the mask that never changes throughout the call to the function, and how the value changes throughout the loop, when the original value is 'B' (or 173) (as shown in the first line).

Implement the following functions

unsigned int packCharacters(char a, char b)

The fileft shift operator (<<) can be used to pack two character values into a 2-byte unsigned integer variable. Write a function packCharacters that takes two characters as parameters, and returns a 16 bit integer that is holding the packed characters.

A Hint: To pack two characters into an unsigned integer variable, assign the first character to the to the unsigned variable, shift the unsigned variable fileft by 8 bit positions, and combine the unsigned variable with the second character using the bitwise inclusive OR operator. The function should print the characters in their bit format before and after they are packed into the unsigned integer to prove that the characters are in fact packed correctly in the unsigned variable.

Example: Printing the output of packCharacters('B', 'i') should result in:

01000010 01101001

void unpackCharacters(unsigned int packedInt)

Using the right shift operator, the bitwise AND (&&) operator, and a mask, write function unpackCharacters that takes the unsigned integer from above and unpacks it into two characters. This is the reverse operation of the packCharacters function above. As a note: 65280 = 11111111 00000000. This might be helpful as a mask for this function. Print the input integer and output characters.

int power2(int num, int pow)

Left shifting an unsigned integer by 1 bit is equivalent to multiplying the value by 2. Write function power^2 that takes two integer arguments, number and pow and calculates (number * 2^pow). Use the shift operator to calculate the result. The program should print the values as integers and as bits.

PART 2: IMPLEMENTING DJIKSTRA'S

In this part of the assignment, you'll implement Dijkstra's algorithm. There are two parts to this: first, you need to read in the graph. Then, you need to design your own data structures and implement Dijkstra's to answer some questions.

We're providing you with three data files to use:

• miles.csv: a .csv (comma seperated values) file that stores the distance in miles between two cities in matrix form.
• nodes.csv: a .csv file that names all the nodes (cities) and their IDs
• edges.csv: a .csv file that species all the edges between two cities and their time.

Please note: Dijkstra's *is* a common algorithm, and a classic intro algorithm to implement. You can surely find implementations and information online. However, we're assigning this because implementing it is valuable to *YOU*, particularly when you give it a good shot on your own before relying on looking at other implementations.

In that vein, we encourage you to focus on trying to do this part all your own. If you do refer to resources online, please note that in your source file (in the notes at the top).

File Processing

Now, you haven't read in files yet. Here's a snippet of code that reads a file in character by character:

#include

void readFile() {
  FILE *cfPtr;

  if ((cfPtr = fopen("sample.txt", "r")) == NULL) {
    printf("File could not be opened\n");
  } else {
    char c;
    while (!feof(cfPtr)) {
      c = fgetc(cfPtr);
      printf("%c\n", c);
    }
  }
}

int main() {
 readFile();
 return 0;
}

Other functions that might be helpful:

• char *fgets(char *line, int maxchars, FILE *fp) that reads a line from a file
• int fscanf(FILE*, char *format, ...) that reads a formatted line from a file

Graphs as a matrix and answering distance questions

You'll be able to answer questions about the distance between two cities by using the miles.csv file. It contains the distance between two cities as a matrix: read in this file as a matrix (two-dimensional array), and implement Dijkstra's using this matrix.

No example of the file because it's very large :)

A value of -1 means there is no edge between those cities.

Graphs as an adjacency list and time questions

Answer the questions about time using the nodes.csv and edges.csv files. Implement your graph as an adjacency list, and implement Dijkstra's using this kind of graph representation.

The nodes represent locations. The file looks something like:

0001,Aberdeen
0002,Abilene
0003,Akron
0004,Albany
0005,Albuquerque
0006,Alexandria

The edges represent the time between cities. It looks something like this:

Abilene_TX Akron_OH 12 52 59
Abilene_TX Albany_GA 9 25 59
Abilene_TX Albany_OR 25 21 43
Abilene_TX Alexandria_VA 15 34 14
Abilene_TX Alexandria_LA 2 52 50
Abilene_TX Alhambra_AZ 5 19 53
Abilene_TX Alhambra_CA 11 17 29
Abilene_TX Alief_TX 2 07 42
Abilene_TX Aliso_Viejo_CA 11 18 08
Abilene_TX Allentown_PA 17 16 12

The columns are: source city, dest city, hours, mins, seconds to get from source city to dest city.

QUESTIONS TO ANSWER

• What is the shortest path from Seattle_WA to Boston_MA? Please print out the path and the total distance.
• What is the fastest path from Seattle_WA to Boston_MA? Please print out the path and the total time.
• What is the shortest path from Minneapolis_MN to Ann Arbor_MI? Please print out the path and the total distance.
• What is the fastest path from Ann Arbor_MI to Minneapolis_MN? Please print out the path and the total time.

Sample output (can be formatted differently)

Seattle to Boston: 3,742.2 miles
Seattle -> Minneapolis -> Ann Arbor -> Boston (this is not the path; it's just representative)

PART 3: CHECK STYLE ISSUES

Please be sure to follow the Google C++ Style Guide for your C code.

Since you used clint for the last assignment, it is still available for you to use this assignment. If you followed the directions last time, you DO NOT need to copy clint.py to your a5 directory this time. Run clint as such:

bash% clint.py a5.c

No style-checking tool is perfect, but you should try to clean up any problems that clint detects unless clint ags something that is definitely not a problem in this particular context (but be sure you have very good reasons to ignore any warnings).

SUBMISSION DETAILS

In your class git repo, we want to see a directory called "a5". In that folder, we want to see:

• a5_bits.c (for Part 1)
• a5_matrix.c (implementing Dijkstra's using a matrix graph rep)
• a5_list.c (implementing Dijkstra's using an adjacency list rep)
• a5.h
• Makefile
• The data files we provided you

We do NOT want to see:

• Any other files
• Any executable file (e.g., fsort)
• back up files (.DS_Store, foobar.c~, ...)

Make sure your repo is tagged! It must be tagged a5-final, and pushed before the assignment deadline.
Makefile: For this assignment, create your own Makefile.

• We will test your code by running make run; your run target should compile your code (if needed) and run the executable, printing out the answers to the questions noted above.
• Also include a target memcheck, so that when we run make memcheck, it compiles your code (if needed) and runs valgrind on the appropriate executable, generating the memory report.

Please make notes about other resources you have used for this assignment.

It might be helpful to have a README.md that describes any resources you've used and why. It could be a good place to show the output of your code as well (we will run your code, but it's usually good to have a note about how to run it and what to expect as the output. Think of this as a practice of writing up what you did, why, and what you found out).

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