https://github.com/mb-14/gomarkov

Markov chains in golang
https://github.com/mb-14/gomarkov

golang markov-chain nlp

Last synced: about 2 months ago
JSON representation

Markov chains in golang

• Host: GitHub
• URL: https://github.com/mb-14/gomarkov
• Owner: mb-14
• License: mit
• Created: 2018-06-02T14:36:04.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2023-11-20T19:32:31.000Z (about 1 year ago)
• Last Synced: 2024-08-03T20:10:05.500Z (5 months ago)
• Topics: golang, markov-chain, nlp
• Language: Go
• Size: 1.11 MB
• Stars: 368
• Watchers: 12
• Forks: 36
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# gomarkov

[![GoDoc](https://godoc.org/github.com/mb-14/gomarkov?status.svg)](https://godoc.org/github.com/mb-14/gomarkov)

[![Go Report Card](https://goreportcard.com/badge/github.com/mb-14/gomarkov)](https://goreportcard.com/report/github.com/mb-14/gomarkov)

Go implementation of markov chains for textual data.

You can find out more about markov chains [here](http://setosa.io/ev/markov-chains/) and [here](https://towardsdatascience.com/introduction-to-markov-chains-50da3645a50d)

## Usage

```go

package main

import (

	"github.com/mb-14/gomarkov"

	"fmt"

	"strings"

	"io/ioutil"

	"encoding/json"

)

func main() {

	//Create a chain of order 2

	chain := gomarkov.NewChain(2)

	//Feed in training data

	chain.Add(strings.Split("I want a cheese burger", " "))

	chain.Add(strings.Split("I want a chilled sprite", " "))

	chain.Add(strings.Split("I want to go to the movies", " "))

	//Get transition probability of a sequence

	prob, _ := chain.TransitionProbability("a", []string{"I", "want"})

	fmt.Println(prob)

	//Output: 0.6666666666666666

	//You can even generate new text based on an initial seed

	chain.Add(strings.Split("Mother should I build the wall?", " "))

	chain.Add(strings.Split("Mother should I run for President?", " "))

	chain.Add(strings.Split("Mother should I trust the government?", " "))

	next, _ := chain.Generate([]string{"should", "I"})

	fmt.Println(next)

	//The chain is JSON serializable

	jsonObj, _ := json.Marshal(chain)

	err := ioutil.WriteFile("model.json", jsonObj, 0644)

	if err != nil {

		fmt.Println(err)

	}

}

```

## Examples

- [Gibberish username detector](/examples/gibberish)

- [Fake Hackernews post generator](/examples/fakernews)

- [Pokemon name generator](/examples/pokenamer)