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February 5, 2018 04:27
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markov
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// Copyright 2011 The Go Authors. All rights reserved. | |
// Use of this source code is governed by a BSD-style | |
// license that can be found in the LICENSE file. | |
/* | |
Generating random text: a Markov chain algorithm | |
Based on the program presented in the "Design and Implementation" chapter | |
of The Practice of Programming (Kernighan and Pike, Addison-Wesley 1999). | |
See also Computer Recreations, Scientific American 260, 122 - 125 (1989). | |
A Markov chain algorithm generates text by creating a statistical model of | |
potential textual suffixes for a given prefix. Consider this text: | |
I am not a number! I am a free man! | |
Our Markov chain algorithm would arrange this text into this set of prefixes | |
and suffixes, or "chain": (This table assumes a prefix length of two words.) | |
Prefix Suffix | |
"" "" I | |
"" I am | |
I am a | |
I am not | |
a free man! | |
am a free | |
am not a | |
a number! I | |
number! I am | |
not a number! | |
To generate text using this table we select an initial prefix ("I am", for | |
example), choose one of the suffixes associated with that prefix at random | |
with probability determined by the input statistics ("a"), | |
and then create a new prefix by removing the first word from the prefix | |
and appending the suffix (making the new prefix is "am a"). Repeat this process | |
until we can't find any suffixes for the current prefix or we exceed the word | |
limit. (The word limit is necessary as the chain table may contain cycles.) | |
Our version of this program reads text from standard input, parsing it into a | |
Markov chain, and writes generated text to standard output. | |
The prefix and output lengths can be specified using the -prefix and -words | |
flags on the command-line. | |
*/ | |
package main | |
import ( | |
"bufio" | |
"flag" | |
"fmt" | |
"io" | |
"math/rand" | |
"os" | |
"strings" | |
"time" | |
) | |
// Prefix is a Markov chain prefix of one or more words. | |
type Prefix []string | |
// String returns the Prefix as a string (for use as a map key). | |
func (p Prefix) String() string { | |
return strings.Join(p, " ") | |
} | |
// Shift removes the first word from the Prefix and appends the given word. | |
func (p Prefix) Shift(word string) { | |
copy(p, p[1:]) | |
p[len(p)-1] = word | |
} | |
// Chain contains a map ("chain") of prefixes to a list of suffixes. | |
// A prefix is a string of prefixLen words joined with spaces. | |
// A suffix is a single word. A prefix can have multiple suffixes. | |
type Chain struct { | |
chain map[string][]string | |
prefixLen int | |
} | |
// NewChain returns a new Chain with prefixes of prefixLen words. | |
func NewChain(prefixLen int) *Chain { | |
return &Chain{make(map[string][]string), prefixLen} | |
} | |
// Build reads text from the provided Reader and | |
// parses it into prefixes and suffixes that are stored in Chain. | |
func (c *Chain) Build(r io.Reader) { | |
br := bufio.NewReader(r) | |
p := make(Prefix, c.prefixLen) | |
for { | |
var s string | |
if _, err := fmt.Fscan(br, &s); err != nil { | |
break | |
} | |
key := p.String() | |
c.chain[key] = append(c.chain[key], s) | |
p.Shift(s) | |
} | |
} | |
// Generate returns a string of at most n words generated from Chain. | |
func (c *Chain) Generate(n int) string { | |
p := make(Prefix, c.prefixLen) | |
var words []string | |
for i := 0; i < n; i++ { | |
choices := c.chain[p.String()] | |
if len(choices) == 0 { | |
break | |
} | |
next := choices[rand.Intn(len(choices))] | |
words = append(words, next) | |
p.Shift(next) | |
} | |
return strings.Join(words, " ") | |
} | |
func main() { | |
// Register command-line flags. | |
numWords := flag.Int("words", 100, "maximum number of words to print") | |
prefixLen := flag.Int("prefix", 2, "prefix length in words") | |
flag.Parse() // Parse command-line flags. | |
rand.Seed(time.Now().UnixNano()) // Seed the random number generator. | |
c := NewChain(*prefixLen) // Initialize a new Chain. | |
c.Build(os.Stdin) // Build chains from standard input. | |
text := c.Generate(*numWords) // Generate text. | |
fmt.Println(text) // Write text to standard output. | |
} |
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