马尔可夫链算法（markov算法）的awk、C++、C语言实现代码

# markov.awk: markov chain algorithm for 2-word prefixes
BEGIN { MAXGEN = 10000; NONWORD = "\n"; w1 = w2 = NONWORD }

{  for (i = 1; i <= NF; i++) {   # read all words
    statetab[w1,w2,++nsuffix[w1,w2]] = $i
    w1 = w2
    w2 = $i
  }
}

END {
  statetab[w1,w2,++nsuffix[w1,w2]] = NONWORD # add tail
  w1 = w2 = NONWORD
  for (i = 0; i < MAXGEN; i++) { # generate
    r = int(rand()*nsuffix[w1,w2]) + 1 # nsuffix >= 1
    p = statetab[w1,w2,r]
    if (p == NONWORD)
      exit
    print p
    w1 = w2     # advance chain
    w2 = p
  }
}  

/* Copyright (C) 1999 Lucent Technologies */
/* Excerpted from 'The Practice of Programming' */
/* by Brian W. Kernighan and Rob Pike */

#include <time.h>
#include <iostream>
#include <string>
#include <deque>
#include <map>
#include <vector>

using namespace std;

const int NPREF = 2;
const char NONWORD[] = "\n";  // cannot appear as real line: we remove newlines
const int MAXGEN = 10000; // maximum words generated

typedef deque<string> Prefix;

map<Prefix, vector<string> > statetab; // prefix -> suffixes

void    build(Prefix&, istream&);
void    generate(int nwords);
void    add(Prefix&, const string&);

// markov main: markov-chain random text generation
int main(void)
{
  int nwords = MAXGEN;
  Prefix prefix; // current input prefix

  srand(time(NULL));
  for (int i = 0; i < NPREF; i++)
    add(prefix, NONWORD);
  build(prefix, cin);
  add(prefix, NONWORD);
  generate(nwords);
  return 0;
}

// build: read input words, build state table
void build(Prefix& prefix, istream& in)
{
  string buf;

  while (in >> buf)
    add(prefix, buf);
}

// add: add word to suffix deque, update prefix
void add(Prefix& prefix, const string& s)
{
  if (prefix.size() == NPREF) {
    statetab[prefix].push_back(s);
    prefix.pop_front();
  }
  prefix.push_back(s);
}

// generate: produce output, one word per line
void generate(int nwords)
{
  Prefix prefix;
  int i;

  for (i = 0; i < NPREF; i++)
    add(prefix, NONWORD);
  for (i = 0; i < nwords; i++) {
    vector<string>& suf = statetab[prefix];
    const string& w = suf[rand() % suf.size()];
    if (w == NONWORD)
      break;
    cout << w << "\n";
    prefix.pop_front(); // advance
    prefix.push_back(w);
  }
}

/* Copyright (C) 1999 Lucent Technologies */
/* Excerpted from 'The Practice of Programming' */
/* by Brian W. Kernighan and Rob Pike */

/*
 * Markov chain random text generator.
 */

#include <string.h>
#include <stdlib.h>
#include <stdio.h>
#include <string.h>
#include <time.h>
#include "eprintf.h"

enum {
  NPREF  = 2,  /* number of prefix words */
  NHASH  = 4093, /* size of state hash table array */
  MAXGEN = 10000 /* maximum words generated */
};

typedef struct State State;
typedef struct Suffix Suffix;

struct State { /* prefix + suffix list */
  char  *pref[NPREF];  /* prefix words */
  Suffix *suf;      /* list of suffixes */
  State  *next;     /* next in hash table */
};

struct Suffix { /* list of suffixes */
  char  *word;     /* suffix */
  Suffix *next;     /* next in list of suffixes */
};

State  *lookup(char *prefix[], int create);
void  build(char *prefix[], FILE*);
void  generate(int nwords);
void  add(char *prefix[], char *word);

State  *statetab[NHASH];  /* hash table of states */

char NONWORD[] = "\n"; /* cannot appear as real word */

/* markov main: markov-chain random text generation */
int main(void)
{
  int i, nwords = MAXGEN;
  char *prefix[NPREF];    /* current input prefix */

  int c;
  long seed;

  setprogname("markov");
  seed = time(NULL);

  srand(seed);
  for (i = 0; i < NPREF; i++) /* set up initial prefix */
    prefix[i] = NONWORD;
  build(prefix, stdin);
  add(prefix, NONWORD);
  generate(nwords);
  return 0;
}  

const int MULTIPLIER = 31; /* for hash() */

/* hash: compute hash value for array of NPREF strings */
unsigned int hash(char *s[NPREF])
{
  unsigned int h;
  unsigned char *p;
  int i;

  h = 0;
  for (i = 0; i < NPREF; i++)
    for (p = (unsigned char *) s[i]; *p != '\0'; p++)
      h = MULTIPLIER * h + *p;
  return h % NHASH;
}

/* lookup: search for prefix; create if requested. */
/* returns pointer if present or created; NULL if not. */
/* creation doesn't strdup so strings mustn't change later. */
State* lookup(char *prefix[NPREF], int create)
{
  int i, h;
  State *sp;

  h = hash(prefix);
  for (sp = statetab[h]; sp != NULL; sp = sp->next) {
    for (i = 0; i < NPREF; i++)
      if (strcmp(prefix[i], sp->pref[i]) != 0)
        break;
    if (i == NPREF)   /* found it */
      return sp;
  }
  if (create) {
    sp = (State *) emalloc(sizeof(State));
    for (i = 0; i < NPREF; i++)
      sp->pref[i] = prefix[i];
    sp->suf = NULL;
    sp->next = statetab[h];
    statetab[h] = sp;
  }
  return sp;
}

/* addsuffix: add to state. suffix must not change later */
void addsuffix(State *sp, char *suffix)
{
  Suffix *suf;

  suf = (Suffix *) emalloc(sizeof(Suffix));
  suf->word = suffix;
  suf->next = sp->suf;
  sp->suf = suf;
}

/* add: add word to suffix list, update prefix */
void add(char *prefix[NPREF], char *suffix)
{
  State *sp;

  sp = lookup(prefix, 1); /* create if not found */
  addsuffix(sp, suffix);
  /* move the words down the prefix */
  memmove(prefix, prefix+1, (NPREF-1)*sizeof(prefix[0]));
  prefix[NPREF-1] = suffix;
}

/* build: read input, build prefix table */
void build(char *prefix[NPREF], FILE *f)
{
  char buf[100], fmt[10];

  /* create a format string; %s could overflow buf */
  sprintf(fmt, "%%%ds", sizeof(buf)-1);
  while (fscanf(f, fmt, buf) != EOF)
    add(prefix, estrdup(buf));
}

/* generate: produce output, one word per line */
void generate(int nwords)
{
  State *sp;
  Suffix *suf;
  char *prefix[NPREF], *w;
  int i, nmatch;

  for (i = 0; i < NPREF; i++) /* reset initial prefix */
    prefix[i] = NONWORD;

  for (i = 0; i < nwords; i++) {
    sp = lookup(prefix, 0);
    if (sp == NULL)
      eprintf("internal error: lookup failed");
    nmatch = 0;
    for (suf = sp->suf; suf != NULL; suf = suf->next)
      if (rand() % ++nmatch == 0) /* prob = 1/nmatch */
        w = suf->word;
    if (nmatch == 0)
      eprintf("internal error: no suffix %d %s", i, prefix[0]);
    if (strcmp(w, NONWORD) == 0)
      break;
    printf("%s\n", w);
    memmove(prefix, prefix+1, (NPREF-1)*sizeof(prefix[0]));
    prefix[NPREF-1] = w;
  }
}