gse

package module
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 Go to latest Published: Jan 16, 2023 License: Apache-2.0 Imports: 17 Imported by: 89

README

gse

Go efficient multilingual NLP and text segmentation; support English, Chinese, Japanese and others. And supports with elasticsearch and bleve.

Build Status CircleCI Status codecov Build Status Go Report Card GoDoc GitHub release

简体中文

Gse is implements jieba by golang, and try add NLP support and more feature

Feature:

  • Support common, search engine, full mode, precise mode and HMM mode multiple word segmentation modes;
  • Support user and embed dictionary, Part-of-speech/POS tagging, analyze segment info, stop and trim words
  • Support multilingual: English, Chinese, Japanese and others
  • Support Traditional Chinese
  • Support HMM cut text use Viterbi algorithm
  • Support NLP by TensorFlow (in work)
  • Named Entity Recognition (in work)
  • Supports with elasticsearch and bleve
  • run JSON RPC service.

Algorithm:

  • Dictionary with double array trie (Double-Array Trie) to achieve
  • Segmenter algorithm is the shortest path (based on word frequency and dynamic programming), and DAG and HMM algorithm word segmentation.

Text Segmentation speed:

Binding:

gse-bind, binding JavaScript and other, support more language.

Install / update

With Go module support (Go 1.11+), just import:

import "github.com/go-ego/gse"

Otherwise, to install the gse package, run the command:

go get -u github.com/go-ego/gse

Use

package main

import (
	_ "embed"
	"fmt"

	"github.com/go-ego/gse"
)

//go:embed testdata/test_en2.txt
var testDict string

//go:embed testdata/test_en.txt
var testEn string

var (
	text  = "To be or not to be, that's the question!"
	test1 = "Hiworld, Helloworld!"
)

func main() {
	var seg1 gse.Segmenter
	seg1.DictSep = ","
	err := seg1.LoadDict("./testdata/test_en.txt")
	if err != nil {
		fmt.Println("Load dictionary error: ", err)
	}

	s1 := seg1.Cut(text)
	fmt.Println("seg1 Cut: ", s1)
	// seg1 Cut:  [to be   or   not to be ,   that's the question!]

	var seg2 gse.Segmenter
	seg2.AlphaNum = true
	seg2.LoadDict("./testdata/test_en_dict3.txt")

	s2 := seg2.Cut(test1)
	fmt.Println("seg2 Cut: ", s2)
	// seg2 Cut:  [hi world ,   hello world !]

	var seg3 gse.Segmenter
	seg3.AlphaNum = true
	seg3.DictSep = ","
	err = seg3.LoadDictEmbed(testDict + "\n" + testEn)
	if err != nil {
		fmt.Println("loadDictEmbed error: ", err)
	}
	s3 := seg3.Cut(text + test1)
	fmt.Println("seg3 Cut: ", s3)
	// seg3 Cut:  [to be   or   not to be ,   that's the question! hi world ,   hello world !]

	// example2()
}

Example2:

package main

import (
	"fmt"
	"regexp"

	"github.com/go-ego/gse"
	"github.com/go-ego/gse/hmm/pos"
)

var (
	text = "Hello world, Helloworld. Winter is coming! こんにちは世界, 你好世界."

	new, _ = gse.New("zh,testdata/test_en_dict3.txt", "alpha")

	seg gse.Segmenter
	posSeg pos.Segmenter
)

func main() {
	// Loading the default dictionary
	seg.LoadDict()
	// Loading the default dictionary with embed
	// seg.LoadDictEmbed()
	//
	// Loading the Simplified Chinese dictionary
	// seg.LoadDict("zh_s")
	// seg.LoadDictEmbed("zh_s")
	//
	// Loading the Traditional Chinese dictionary
	// seg.LoadDict("zh_t")
	//
	// Loading the Japanese dictionary
	// seg.LoadDict("jp")
	//
	// Load the dictionary
	// seg.LoadDict("your gopath"+"/src/github.com/go-ego/gse/data/dict/dictionary.txt")

	cut()

	segCut()
}

func cut() {
	hmm := new.Cut(text, true)
	fmt.Println("cut use hmm: ", hmm)

	hmm = new.CutSearch(text, true)
	fmt.Println("cut search use hmm: ", hmm)
	fmt.Println("analyze: ", new.Analyze(hmm, text))

	hmm = new.CutAll(text)
	fmt.Println("cut all: ", hmm)

	reg := regexp.MustCompile(`(\d+年|\d+月|\d+日|[\p{Latin}]+|[\p{Hangul}]+|\d+\.\d+|[a-zA-Z0-9]+)`)
	text1 := `헬로월드 헬로 서울, 2021年09月10日, 3.14`
	hmm = seg.CutDAG(text1, reg)
	fmt.Println("Cut with hmm and regexp: ", hmm, hmm[0], hmm[6])
}

func analyzeAndTrim(cut []string) {
	a := seg.Analyze(cut, "")
	fmt.Println("analyze the segment: ", a)

	cut = seg.Trim(cut)
	fmt.Println("cut all: ", cut)

	fmt.Println(seg.String(text, true))
	fmt.Println(seg.Slice(text, true))
}

func cutPos() {
	po := seg.Pos(text, true)
	fmt.Println("pos: ", po)
	po = seg.TrimPos(po)
	fmt.Println("trim pos: ", po)

	pos.WithGse(seg)
	po = posSeg.Cut(text, true)
	fmt.Println("pos: ", po)

	po = posSeg.TrimWithPos(po, "zg")
	fmt.Println("trim pos: ", po)
}

func segCut() {
	// Text Segmentation
	tb := []byte(text)
	fmt.Println(seg.String(text, true))

	segments := seg.Segment(tb)
	// Handle word segmentation results, search mode
	fmt.Println(gse.ToString(segments, true))
}

Look at an custom dictionary example

package main

import (
	"fmt"
	_ "embed"

	"github.com/go-ego/gse"
)

//go:embed test_en_dict3.txt
var testDict string

func main() {
	// var seg gse.Segmenter
	// seg.LoadDict("zh, testdata/zh/test_dict.txt, testdata/zh/test_dict1.txt")
	// seg.LoadStop()
	seg, err := gse.NewEmbed("zh, word 20 n"+testDict, "en")
	// seg.LoadDictEmbed()
	seg.LoadStopEmbed()

	text1 := "Hello world, こんにちは世界, 你好世界!"
	s1 := seg.Cut(text1, true)
	fmt.Println(s1)
	fmt.Println("trim: ", seg.Trim(s1))
	fmt.Println("stop: ", seg.Stop(s1))
	fmt.Println(seg.String(text1, true))

	segments := seg.Segment([]byte(text1))
	fmt.Println(gse.ToString(segments))
}

Look at an Chinese example

Look at an Japanese example

Elasticsearch

How to use it with elasticsearch?

go-gse-elastic

Authors

License

Gse is primarily distributed under the terms of "both the MIT license and the Apache License (Version 2.0)". See LICENSE-APACHE, LICENSE-MIT.

Thanks for sego and jieba(jiebago).

Documentation

Overview

Package gse Go efficient multilingual NLP and text segmentation,

Index

Constants

View Source 
const (
	// RatioWord ratio words and letters
	RatioWord float32 = 1.5
	// RatioWordFull full ratio words and letters
	RatioWordFull float32 = 1
)
View Source 
const (
	// Version get the gse version
	Version = "v0.71.0.695, Green Lake!"
)

Variables

View Source 
var StopWordMap = map[string]bool{
	" ": true,
}

StopWordMap the default stop words.

View Source 
var (
	// ToLower set alpha tolower
	ToLower = true
)

Functions

func DictPaths 

func DictPaths(dictDir, filePath string) (files []string)

DictPaths get the dict's paths

func FilterEmoji added in v0.60.0 

func FilterEmoji(text string) (new string)

FilterEmoji filter the emoji

func FilterHtml added in v0.61.0 

func FilterHtml(text string) string

FilterHtml filter the html tag

func FilterLang added in v0.60.0 

func FilterLang(text, lang string) (new string)

FilterLang filter the language

func FilterSymbol added in v0.60.0 

func FilterSymbol(text string) (new string)

FilterSymbol filter the symbol

func FindAllOccs added in v0.69.14 

func FindAllOccs(data []byte, searches []string) map[string][]int

FindAllOccs find the all search byte start in data

func GetVersion 

func GetVersion() string

GetVersion get the version of gse

func IsJp 

func IsJp(segText string) bool

IsJp is Japan char return true

func Join 

func Join(text []Text) string

Join is better string splicing

func Range added in v0.63.3 

func Range(text string) (new []string)

Range range text to []string

func RangeText added in v0.63.3 

func RangeText(text string) (new string)

RangeText range text to string

func SplitNum added in v0.65.0 

func SplitNum(text string) []string

SplitNum cut string by num to []string

func SplitNums added in v0.65.0 

func SplitNums(text string) string

SplitNums cut string by num to string

func ToSlice 

func ToSlice(segs []Segment, searchMode ...bool) (output []string)

ToSlice converts a segments to slice retrun string slice

func ToString 

func ToString(segs []Segment, searchMode ...bool) (output string)

ToString converts a segments slice to string retrun the string 

 two output modes:

	normal mode (searchMode=false）
	search mode（searchMode=true）

default searchMode=false search mode is used search engine, and will output more results

Types

type AnalyzeToken added in v0.68.0 

type AnalyzeToken struct {
	// the start of the segment in the text
	Start int
	End   int

	Position int
	Len      int

	Type string

	Text string
	Freq float64
	Pos  string
}

AnalyzeToken analyze the segment info structure

type Dictionary 

type Dictionary struct {
	Tokens []Token // the all tokens in the dictionary, to traverse
	// contains filtered or unexported fields
}

Dictionary struct implements a string double array trie. one segment maybe in leaf node or not

func NewDict 

func NewDict() *Dictionary

NewDict a new dictionary trie

func (*Dictionary) AddToken added in v0.69.6 

func (dict *Dictionary) AddToken(token Token) error

AddToken add a token to the dictionary

func (*Dictionary) Find 

func (dict *Dictionary) Find(word []byte) (float64, string, bool)

Find find the word in the dictionary is non-existent and the word's frequency and pos

func (*Dictionary) LookupTokens 

func (dict *Dictionary) LookupTokens(
	words []Text, tokens []*Token) (numOfTokens int)

LookupTokens finds tokens and words in the dictionary, matching the given pattern and returns the number of tokens

func (*Dictionary) MaxTokenLen 

func (dict *Dictionary) MaxTokenLen() int

MaxTokenLen the maximum length of the dictionary

func (*Dictionary) NumTokens 

func (dict *Dictionary) NumTokens() int

NumTokens the number of tokens in the dictionary

func (*Dictionary) RemoveToken 

func (dict *Dictionary) RemoveToken(token Token) error

RemoveToken remove token in dictionary

func (*Dictionary) TotalFreq 

func (dict *Dictionary) TotalFreq() float64

TotalFreq the total frequency of the dictionary

func (*Dictionary) Value added in v0.60.0 

func (dict *Dictionary) Value(word []byte) (val, id int, err error)

Value find word in the dictionary retrun the word's value and id

type Prob 

type Prob struct {
	B, E, M, S map[rune]float64
}

Prob define the hmm model struct

type SegPos added in v0.60.0 

type SegPos struct {
	Text, Pos string
}

SegPos type a POS struct

func ToPos added in v0.60.0 

func ToPos(segs []Segment, searchMode ...bool) (output []SegPos)

ToPos converts a segments slice to []SegPos

type Segment 

type Segment struct {
	Position int
	// contains filtered or unexported fields
}

Segment a segment in the text

func (*Segment) End 

func (s *Segment) End() int

End retrun the end byte position of the segment (not including this)

func (*Segment) Start 

func (s *Segment) Start() int

Start returns the start byte position of the segment

func (*Segment) Token 

func (s *Segment) Token() *Token

Token retrun the segment token information

type Segmenter 

type Segmenter struct {
	Dict     *Dictionary
	Load     bool
	DictSep  string
	DictPath string

	// NotLoadHMM option load the default hmm model config (Chinese char)
	NotLoadHMM bool

	// AlphaNum set splitTextToWords can add token
	// when words in alphanum
	// set up alphanum dictionary word segmentation
	AlphaNum bool
	Alpha    bool
	Num      bool

	// LoadNoFreq load not have freq dict word
	LoadNoFreq bool
	// MinTokenFreq load min freq token
	MinTokenFreq float64
	// TextFreq add token frenquency when not specified freq
	TextFreq string

	// SkipLog set skip log print
	SkipLog bool
	MoreLog bool

	// SkipPos skip PosStr pos
	SkipPos bool

	NotStop bool
	// StopWordMap the stop word map
	StopWordMap map[string]bool
}

Segmenter define the segmenter structure

func New 

func New(files ...string) (seg Segmenter, err error)

New return a new gse segmenter

func NewEmbed added in v0.66.7 

func NewEmbed(dict ...string) (seg Segmenter, err error)

NewEmbed return new gse segmenter by embed dictionary

func (*Segmenter) AddStop added in v0.60.0 

func (seg *Segmenter) AddStop(text string)

AddStop add a token to the StopWord dictionary.

func (*Segmenter) AddStopArr added in v0.70.0 

func (seg *Segmenter) AddStopArr(text ...string)

AddStopArr add array stop token to stop dictionaries

func (*Segmenter) AddToken 

func (seg *Segmenter) AddToken(text string, freq float64, pos ...string) error

AddToken add a new text to the token

func (*Segmenter) AddTokenForce 

func (seg *Segmenter) AddTokenForce(text string, freq float64, pos ...string) (err error)

AddTokenForce add new text to token and force time-consuming

func (*Segmenter) Analyze added in v0.68.0 

func (seg *Segmenter) Analyze(text []string, t1 string, by ...bool) (az []AnalyzeToken)

Analyze analyze the token segment info

func (*Segmenter) CalcToken 

func (seg *Segmenter) CalcToken()

CalcToken calc the segmenter token

func (*Segmenter) Cut 

func (seg *Segmenter) Cut(str string, hmm ...bool) []string

Cut cuts a str into words using accurate mode. Parameter hmm controls whether to use the HMM(Hidden Markov Model) or use the user's model.

seg.Cut(text): 

use the shortest path

seg.Cut(text, false): 

use cut dag not hmm

seg.Cut(text, true): 

use cut dag and hmm mode

func (*Segmenter) CutAll 

func (seg *Segmenter) CutAll(str string) []string

CutAll cuts a str into words using full mode.

func (*Segmenter) CutDAG added in v0.69.8 

func (seg *Segmenter) CutDAG(str string, reg ...*regexp.Regexp) []string

CutDAG cut string with DAG use hmm and regexp

func (*Segmenter) CutDAGNoHMM added in v0.69.8 

func (seg *Segmenter) CutDAGNoHMM(str string) []string

CutDAGNoHMM cut string with DAG not use hmm

func (*Segmenter) CutSearch 

func (seg *Segmenter) CutSearch(str string, hmm ...bool) []string

CutSearch cuts str into words using search engine mode.

func (*Segmenter) CutStop added in v0.70.0 

func (seg *Segmenter) CutStop(str string, hmm ...bool) []string

CutStop cut string and tirm stop

func (*Segmenter) CutStr added in v0.60.0 

func (seg *Segmenter) CutStr(str []string, separator ...string) (r string)

CutStr cut []string with Cut return string

func (*Segmenter) CutTrim added in v0.60.0 

func (seg *Segmenter) CutTrim(str string, hmm ...bool) []string

CutTrim cut string and tirm

func (*Segmenter) CutTrimHtml added in v0.62.1 

func (seg *Segmenter) CutTrimHtml(str string, hmm ...bool) []string

CutTrimHtml cut string trim html and symbol return []string

func (*Segmenter) CutTrimHtmls added in v0.62.1 

func (seg *Segmenter) CutTrimHtmls(str string, hmm ...bool) string

CutTrimHtmls cut string trim html and symbol return string

func (*Segmenter) CutUrl added in v0.65.0 

func (seg *Segmenter) CutUrl(str string, num ...bool) []string

CutUrl cut url string trim symbol return []string

func (*Segmenter) CutUrls added in v0.65.0 

func (seg *Segmenter) CutUrls(str string, num ...bool) string

CutUrls cut url string trim symbol return string

func (*Segmenter) Dictionary 

func (seg *Segmenter) Dictionary() *Dictionary

Dictionary returns the dictionary used by the tokenizer

func (*Segmenter) Empty added in v0.69.4 

func (seg *Segmenter) Empty() error

Empty empty the seg dictionary

func (*Segmenter) EmptyStop added in v0.69.5 

func (seg *Segmenter) EmptyStop() error

EmptyStop empty the stop dictionary

func (*Segmenter) Find 

func (seg *Segmenter) Find(str string) (float64, string, bool)

Find find word in dictionary return word's freq, pos and existence

func (*Segmenter) GetCurrentFilePath added in v0.80.2 

func (seg *Segmenter) GetCurrentFilePath() string

GetCurrentFilePath get the current file path

func (*Segmenter) GetIdfPath added in v0.80.2 

func (seg *Segmenter) GetIdfPath(files ...string) []string

GetIdfPath get the idf path

func (*Segmenter) HMMCut 

func (seg *Segmenter) HMMCut(str string, reg ...*regexp.Regexp) []string

HMMCut cut sentence string use HMM with Viterbi

func (*Segmenter) HMMCutMod 

func (seg *Segmenter) HMMCutMod(str string, prob ...map[rune]float64) []string

HMMCutMod cut sentence string use HMM with Viterbi

func (*Segmenter) Init added in v0.60.0 

func (seg *Segmenter) Init()

Init initializes the segmenter config

func (*Segmenter) IsStop added in v0.60.0 

func (seg *Segmenter) IsStop(s string) bool

IsStop check the word is a stop word.

func (*Segmenter) LoadDict 

func (seg *Segmenter) LoadDict(files ...string) error

LoadDict load the dictionary from the file

The format of the dictionary is (one for each participle): 

participle text, frequency, part of speech

And you can option the dictionary separator by seg.DictSep = ","

Can load multiple dictionary files, the file name separated by "," or ", " the front of the dictionary preferentially load the participle, 

such as: "user_dictionary.txt,common_dictionary.txt"

When a participle appears both in the user dictionary and in the `common dictionary`, the `user dictionary` is given priority.

func (*Segmenter) LoadDictEmbed added in v0.66.6 

func (seg *Segmenter) LoadDictEmbed(dict ...string) (err error)

LoadDictEmbed load the dictionary by embed file

func (*Segmenter) LoadDictMap added in v0.66.0 

func (seg *Segmenter) LoadDictMap(dict []map[string]string) error

LoadDictMap load dictionary from []map[string]string

func (*Segmenter) LoadDictStr added in v0.66.6 

func (seg *Segmenter) LoadDictStr(dict string) error

LoadDictStr load the dictionary from string

func (*Segmenter) LoadModel 

func (seg *Segmenter) LoadModel(prob ...map[rune]float64)

LoadModel load the hmm model (default is Chinese char)

Use the user's model: 

seg.LoadModel(B, E, M, S map[rune]float64)

func (*Segmenter) LoadStop added in v0.60.0 

func (seg *Segmenter) LoadStop(files ...string) error

LoadStop load stop word files add token to map

func (*Segmenter) LoadStopArr added in v0.66.1 

func (seg *Segmenter) LoadStopArr(dict []string)

LoadStopArr load stop word by []string

func (*Segmenter) LoadStopEmbed added in v0.66.6 

func (seg *Segmenter) LoadStopEmbed(dict ...string) (err error)

LoadStopEmbed load the stop dictionary from embed file

func (*Segmenter) LoadStopStr added in v0.69.0 

func (seg *Segmenter) LoadStopStr(dict string) error

LoadDictStr load the stop dictionary from string

func (*Segmenter) ModeSegment 

func (seg *Segmenter) ModeSegment(bytes []byte, searchMode ...bool) []Segment

ModeSegment segment using search mode if searchMode is true

func (*Segmenter) Pos added in v0.60.0 

func (seg *Segmenter) Pos(s string, searchMode ...bool) []SegPos

Pos return text and pos array

func (*Segmenter) PosStr added in v0.60.0 

func (seg *Segmenter) PosStr(str []SegPos, separator ...string) (r string)

PosStr cut []SegPos with Pos return string

func (*Segmenter) PosTrim added in v0.60.0 

func (seg *Segmenter) PosTrim(str string, search bool, pos ...string) []SegPos

PosTrim cut string pos and trim

func (*Segmenter) PosTrimArr added in v0.60.0 

func (seg *Segmenter) PosTrimArr(str string, search bool, pos ...string) (re []string)

PosTrimArr cut string return pos.Text []string

func (*Segmenter) PosTrimStr added in v0.60.0 

func (seg *Segmenter) PosTrimStr(str string, search bool, pos ...string) string

PosTrimStr cut string return pos.Text string

func (*Segmenter) ReAddToken added in v0.69.7 

func (seg *Segmenter) ReAddToken(text string, freq float64, pos ...string) error

ReAddToken remove and add token again

func (*Segmenter) Read 

func (seg *Segmenter) Read(file string) error

Read read the dict flie

func (*Segmenter) ReadN added in v0.80.0 

func (seg *Segmenter) ReadN(reader *bufio.Reader) (size int,
	text, freqText, pos string, fsErr error)

ReadN read the tokens by '\n'

func (*Segmenter) Reader added in v0.66.0 

func (seg *Segmenter) Reader(reader *bufio.Reader, files ...string) error

Reader load dictionary from io.Reader

func (*Segmenter) RemoveStop added in v0.63.0 

func (seg *Segmenter) RemoveStop(text string)

RemoveStop remove a token from the StopWord dictionary.

func (*Segmenter) RemoveToken 

func (seg *Segmenter) RemoveToken(text string) error

RemoveToken remove token in dictionary

func (*Segmenter) Segment 

func (seg *Segmenter) Segment(bytes []byte) []Segment

Segment use shortest path to segment the text

input parameter： 

bytes	UTF8 text []byte

output： 

[]Segment	retrun segments result

func (*Segmenter) Size added in v0.66.0 

func (seg *Segmenter) Size(size int, text, freqText string) (freq float64)

Size frequency is calculated based on the size of the text

func (*Segmenter) Slice 

func (seg *Segmenter) Slice(s string, searchMode ...bool) []string

Slice use modeSegment segment retrun []string using search mode if searchMode is true

func (*Segmenter) SplitTextToWords added in v0.64.0 

func (seg *Segmenter) SplitTextToWords(text Text) []Text

SplitTextToWords splits a string to token words

func (*Segmenter) Stop added in v0.70.0 

func (seg *Segmenter) Stop(s []string) (r []string)

Stop trim []string stop word

func (*Segmenter) String 

func (seg *Segmenter) String(s string, searchMode ...bool) string

Slice use modeSegment segment retrun string using search mode if searchMode is true

func (*Segmenter) SuggestFreq added in v0.60.0 

func (seg *Segmenter) SuggestFreq(words ...string) float64

SuggestFreq suggest the words frequency return a suggested frequency of a word cutted to short words.

func (*Segmenter) ToToken added in v0.69.7 

func (seg *Segmenter) ToToken(text string, freq float64, pos ...string) Token

ToToken make the text, freq and pos to token structure

func (*Segmenter) Trim 

func (seg *Segmenter) Trim(s []string) (r []string)

Trim trim []string exclude symbol, space and punct

func (*Segmenter) TrimPos added in v0.60.0 

func (seg *Segmenter) TrimPos(s []SegPos) (r []SegPos)

TrimPos trim SegPos not symbol, space and punct

func (*Segmenter) TrimPosPunct added in v0.60.0 

func (seg *Segmenter) TrimPosPunct(se []SegPos) (re []SegPos)

TrimPosPunct trim SegPos not space and punct

func (*Segmenter) TrimPunct added in v0.60.0 

func (seg *Segmenter) TrimPunct(s []string) (r []string)

TrimPunct trim []string exclude space and punct

func (*Segmenter) TrimSymbol added in v0.62.1 

func (seg *Segmenter) TrimSymbol(s []string) (r []string)

TrimSymbol trim []string exclude symbol, space and punct

func (*Segmenter) TrimWithPos added in v0.60.0 

func (seg *Segmenter) TrimWithPos(se []SegPos, pos ...string) (re []SegPos)

TrimWithPos trim some seg with pos

func (*Segmenter) Value added in v0.60.0 

func (seg *Segmenter) Value(str string) (int, int, error)

Value find word in dictionary return word's value

type Text 

type Text []byte

Text a string type，used to parse text 1. a word, such as "world" or "boundary", in English a word is a word 2. a participle, such as "world" a.k.a. "population" 3. a text, such as "the world has seven billion people"

func SplitWords added in v0.64.1 

func SplitWords(text Text) []Text

SplitWords splits a string to token words

type Token 

type Token struct {
	// contains filtered or unexported fields
}

Token define a segment token structure

func (*Token) Equals 

func (token *Token) Equals(str string) bool

Equals compare str split tokens

func (*Token) Freq added in v0.69.7 

func (token *Token) Freq() float64

Freq returns the frequency in the dictionary token

func (*Token) Pos 

func (token *Token) Pos() string

Pos returns the part of speech in the dictionary token

func (*Token) Segments 

func (token *Token) Segments() []*Segment

Segments will segment further subdivisions of the text of this participle, the participle has two subclauses.

Subclauses can also have further subclauses forming a tree structure, which can be traversed to get all the detailed subdivisions of the participle, which is mainly Used by search engines to perform full-text searches on a piece of text.

func (*Token) Text 

func (token *Token) Text() string

Text return the text of the segment

Source Files

View all Source files

Directories

Path Synopsis
dict
dict/embed
en
hmm
jp
gonn
cnn
rnn
hmm
Package hmm is the Golang HMM cut module
 Package hmm is the Golang HMM cut module
bm25
idf
pos
Package pos model data The data from https://github.com/fxsjy/jieba
 Package pos model data The data from https://github.com/fxsjy/jieba
util
tf
nlp
tools
benchmark
benchmark/goroutines
server

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