mirror of
https://github.com/arnaucube/goMarkov.git
synced 2026-02-06 19:06:45 +01:00
implemented text generation with markov chains
This commit is contained in:
27
.gitignore
vendored
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27
.gitignore
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# Compiled Object files, Static and Dynamic libs (Shared Objects)
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*.o
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*.a
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*.so
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# Folders
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_obj
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_test
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# Architecture specific extensions/prefixes
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*.[568vq]
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[568vq].out
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*.cgo1.go
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*.cgo2.c
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_cgo_defun.c
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_cgo_gotypes.go
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_cgo_export.*
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_testmain.go
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*.exe
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*.test
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*.prof
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text.txt
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@@ -1,2 +1,10 @@
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# goMarkov
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# goMarkov
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markov chains text generator written in Go from scratch
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markov chains text generator written in Go from scratch
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```go
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states := markov.train(text)
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generatedText := markov.generateText(states, firstWord, count)
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fmt.Println(generatedText)
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```
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(in the text variable, goes the text content, can be loaded from a .txt file)
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48
main.go
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48
main.go
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package main
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import (
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"bufio"
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"fmt"
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"io/ioutil"
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"os"
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"strconv"
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"strings"
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)
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func readText(path string) (string, error) {
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data, err := ioutil.ReadFile(path)
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if err != nil {
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//Do something
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}
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dataClean := strings.Replace(string(data), "\n", " ", -1)
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content := string(dataClean)
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return content, err
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}
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func main() {
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fmt.Print("entry the first word: ")
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newcommand := bufio.NewReader(os.Stdin)
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firstWord, _ := newcommand.ReadString('\n')
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firstWord = strings.TrimSpace(firstWord)
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fmt.Print("first word: ")
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fmt.Println(firstWord)
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fmt.Println("how many words you want on the text?")
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newcommand = bufio.NewReader(os.Stdin)
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answer, _ := newcommand.ReadString('\n')
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answer = strings.TrimSpace(answer)
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fmt.Print("Number of words on text to generate: ")
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fmt.Println(answer)
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count, err := strconv.Atoi(answer)
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if err != nil {
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fmt.Println("incorrect entry, need a positive number")
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}
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text, _ := readText("text.txt")
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fmt.Println("generating text")
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states := markov.train(text)
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generatedText := markov.generateText(states, firstWord, count)
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fmt.Println("")
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fmt.Println(generatedText)
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}
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111
markov.go
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111
markov.go
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package main
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import (
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"fmt"
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"math/rand"
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"strconv"
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"strings"
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)
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type Markov struct{}
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type State struct {
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Word string
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Count int
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Prob float64
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NextStates []State
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}
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var markov Markov
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func addWordToStates(states []State, word string) ([]State, int) {
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iState := -1
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for i := 0; i < len(states); i++ {
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if states[i].Word == word {
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iState = i
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}
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}
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if iState >= 0 {
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states[iState].Count++
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} else {
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var tempState State
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tempState.Word = word
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tempState.Count = 1
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states = append(states, tempState)
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iState = len(states) - 1
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}
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return states, iState
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}
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func calcMarkovStates(words []string) []State {
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var states []State
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//count words
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for i := 0; i < len(words)-1; i++ {
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var iState int
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states, iState = addWordToStates(states, words[i])
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if iState < len(words) {
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states[iState].NextStates, _ = addWordToStates(states[iState].NextStates, words[i+1])
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}
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}
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//count prob
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for i := 0; i < len(states); i++ {
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states[i].Prob = (float64(states[i].Count) / float64(len(words)) * 100)
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for j := 0; j < len(states[i].NextStates); j++ {
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states[i].NextStates[j].Prob = (float64(states[i].NextStates[j].Count) / float64(len(words)) * 100)
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}
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}
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fmt.Println("total words computed: " + strconv.Itoa(len(words)))
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//fmt.Println(states)
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return states
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}
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func textToWords(text string) []string {
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s := strings.Split(text, " ")
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words := s
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return words
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}
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func (markov Markov) train(text string) []State {
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words := textToWords(text)
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states := calcMarkovStates(words)
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//fmt.Println(states)
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return states
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}
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func getNextMarkovState(states []State, word string) string {
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iState := -1
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for i := 0; i < len(states); i++ {
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if states[i].Word == word {
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iState = i
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}
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}
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if iState < 0 {
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return "word no exist on the memory"
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}
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var next State
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next = states[iState].NextStates[0]
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next.Prob = rand.Float64() * states[iState].Prob
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for i := 0; i < len(states[iState].NextStates); i++ {
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if (rand.Float64()*states[iState].NextStates[i].Prob) > next.Prob && states[iState-1].Word != states[iState].NextStates[i].Word {
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next = states[iState].NextStates[i]
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}
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}
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return next.Word
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}
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func (markov Markov) generateText(states []State, initWord string, count int) string {
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var generatedText []string
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word := initWord
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generatedText = append(generatedText, word)
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for i := 0; i < count; i++ {
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word = getNextMarkovState(states, word)
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generatedText = append(generatedText, word)
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}
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generatedText = append(generatedText, ".")
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text := strings.Join(generatedText, " ")
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return text
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}
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