拼写检查算法 Golang 版

最近看了 阮一峰的一篇文章介绍使用贝叶斯推断方法做拼写检查的文章，该文章的易懂程度输于 Google 技术总监写的原文，其优秀的译文。

说明了啥，越是大师级的人写的文章往往越易懂。所以关于贝叶斯方法我就不解释了。只帖代码

 

我使用golang对照实现了一遍：

一是为了弄懂其算法细节

二是不使前段时间看的golang语法忘记

就像几年前在学校时候对着C版的数据结构书用C#去实现一样。

 

package main

import (

    "fmt"

    "io/ioutil"

    "regexp"

)

var (

    NWORDS map[string]int

)

const (

    alphabet = "abcdefghijklmnopqrstuvwxyz"

)

func words(text string) []string {

    regex, _ := regexp.Compile("[a-z]+")

    return regex.FindAllString(text, -1)

}

func train(features []string) map[string]int {

    result := make(map[string]int)

    for i := range features {

        _, isexist := result[features[i]]

        if !isexist {

            result[features[i]] = 1

        } else {

            result[features[i]] += 1

        }

    }

    return result

}

func edit1(word string) []string {

    type tuple struct{ a, b string }

    var splits []tuple

    for i := 0; i < len(word)+1; i++ {

        splits = append(splits, tuple{word[:i], word[i:]})

    }

    var deletes []string

    for _, t := range splits {

        if len(t.b) > 0 {

            deletes = append(deletes, t.a+t.b[1:])

        }

    }

    var transposes []string

    for _, t := range splits {

        if len(t.b) > 1 {

            transposes = append(transposes, t.a+string(t.b[1])+string(t.b[0])+t.b[2:])

        }

    }

    var replaces []string

    for _, c := range alphabet {

        for _, t := range splits {

            if len(t.b) > 0 {

                replaces = append(replaces, t.a+string(c)+t.b[1:])

            }

        }

    }

    var inserts []string

    for _, c := range alphabet {

        for _, t := range splits {

            inserts = append(inserts, t.a+string(c)+t.b)

        }

    }

    //concat this slice 

    deletes = append(deletes, transposes...)

    deletes = append(deletes, replaces...)

    deletes = append(deletes, inserts...)

    return set(deletes)

}

func known_edits2(word string) []string {

    var arr []string

    for _, e1 := range edit1(word) {

        for _, e2 := range edit1(e1) {

            if _, ok := NWORDS[e2]; ok {

                arr = append(arr, e2)

            }

        }

    }

    return set(arr)

}

func known(words []string) []string {

    var knows []string

    for _, value := range words {

        if _, ok := NWORDS[value]; ok {

            knows = append(knows, value)

        }

    }

    return knows

}

func appendIfMissing(slice []string, i string) []string {

    for _, ele := range slice {

        if ele == i {

            return slice

        }

    }

    return append(slice, i)

}

func set(arr []string) []string {

    var result []string

    for _, ele := range arr {

        result = appendIfMissing(result, ele)

    }

    return result

}

func correct(word string) string {

    candidates := known([]string{word})

    if len(candidates) <= 0 {

        candidates = known(edit1(word))

        if len(candidates) <= 0 {

            candidates = known(known_edits2(word))

        }

    }

    return max(candidates, NWORDS)

}

func max(arr []string, dict map[string]int) string {

    flag := 0

    index := 0

    for ix, value := range arr {

        if v, ok := dict[value]; ok {

            if v > flag {

                flag = v

                index = ix

            }

        }

    }

    return arr[index]

}

func main() {

    buf, _ := ioutil.ReadFile("big.txt")

    NWORDS = train(words(string(buf)))

    word := "beford"

    fmt.Println("input:", word, "correct word:", correct(word))

}

python 版本只有30行左右，golang对各种集合操作和python对比差了许多。

python里用set(arr)，即可将列表里重复的删除。简洁的用for in 构造列表实在很cool