1 // Copyright 2011 The Go Authors. All rights reserved. 2 // Use of this source code is governed by a BSD-style 3 // license that can be found in the LICENSE file. 4 5 /* 6 Generating random text: a Markov chain algorithm 7 8 Based on the program presented in the "Design and Implementation" chapter 9 of The Practice of Programming (Kernighan and Pike, Addison-Wesley 1999). 10 See also Computer Recreations, Scientific American 260, 122 - 125 (1989). 11 12 A Markov chain algorithm generates text by creating a statistical model of 13 potential textual suffixes for a given prefix. Consider this text: 14 15 I am not a number! I am a free man! 16 17 Our Markov chain algorithm would arrange this text into this set of prefixes 18 and suffixes, or "chain": (This table assumes a prefix length of two words.) 19 20 Prefix Suffix 21 22 "" "" I 23 "" I am 24 I am a 25 I am not 26 a free man! 27 am a free 28 am not a 29 a number! I 30 number! I am 31 not a number! 32 33 To generate text using this table we select an initial prefix ("I am", for 34 example), choose one of the suffixes associated with that prefix at random 35 with probability determined by the input statistics ("a"), 36 and then create a new prefix by removing the first word from the prefix 37 and appending the suffix (making the new prefix is "am a"). Repeat this process 38 until we can't find any suffixes for the current prefix or we exceed the word 39 limit. (The word limit is necessary as the chain table may contain cycles.) 40 41 Our version of this program reads text from standard input, parsing it into a 42 Markov chain, and writes generated text to standard output. 43 The prefix and output lengths can be specified using the -prefix and -words 44 flags on the command-line. 45 */ 46 package main 47 48 import ( 49 "bufio" 50 "flag" 51 "fmt" 52 "io" 53 "math/rand" 54 "os" 55 "strings" 56 "time" 57 ) 58 59 // Prefix is a Markov chain prefix of one or more words. 60 type Prefix []string 61 62 // String returns the Prefix as a string (for use as a map key). 63 func (p Prefix) String() string { 64 return strings.Join(p, " ") 65 } 66 67 // Shift removes the first word from the Prefix and appends the given word. 68 func (p Prefix) Shift(word string) { 69 copy(p, p[1:]) 70 p[len(p)-1] = word 71 } 72 73 // Chain contains a map ("chain") of prefixes to a list of suffixes. 74 // A prefix is a string of prefixLen words joined with spaces. 75 // A suffix is a single word. A prefix can have multiple suffixes. 76 type Chain struct { 77 chain map[string][]string 78 prefixLen int 79 } 80 81 // NewChain returns a new Chain with prefixes of prefixLen words. 82 func NewChain(prefixLen int) *Chain { 83 return &Chain{make(map[string][]string), prefixLen} 84 } 85 86 // Build reads text from the provided Reader and 87 // parses it into prefixes and suffixes that are stored in Chain. 88 func (c *Chain) Build(r io.Reader) { 89 br := bufio.NewReader(r) 90 p := make(Prefix, c.prefixLen) 91 for { 92 var s string 93 if _, err := fmt.Fscan(br, &s); err != nil { 94 break 95 } 96 key := p.String() 97 c.chain[key] = append(c.chain[key], s) 98 p.Shift(s) 99 } 100 } 101 102 // Generate returns a string of at most n words generated from Chain. 103 func (c *Chain) Generate(n int) string { 104 p := make(Prefix, c.prefixLen) 105 var words []string 106 for i := 0; i < n; i++ { 107 choices := c.chain[p.String()] 108 if len(choices) == 0 { 109 break 110 } 111 next := choices[rand.Intn(len(choices))] 112 words = append(words, next) 113 p.Shift(next) 114 } 115 return strings.Join(words, " ") 116 } 117 118 func main() { 119 // Register command-line flags. 120 numWords := flag.Int("words", 100, "maximum number of words to print") 121 prefixLen := flag.Int("prefix", 2, "prefix length in words") 122 123 flag.Parse() // Parse command-line flags. 124 rand.Seed(time.Now().UnixNano()) // Seed the random number generator. 125 126 c := NewChain(*prefixLen) // Initialize a new Chain. 127 c.Build(os.Stdin) // Build chains from standard input. 128 text := c.Generate(*numWords) // Generate text. 129 fmt.Println(text) // Write text to standard output. 130 } 131