From c1fa941f48e378e33859422cea46ba1f36ca0b33 Mon Sep 17 00:00:00 2001 From: Julian Claus Date: Sat, 18 Jan 2025 12:50:39 +0100 Subject: [PATCH 1/4] chore: wip --- assocentity.go | 185 +++------------------------ assocentity_test.go | 2 +- cli/main.go | 6 +- go.mod | 4 +- internal/comp/comp.go | 4 +- internal/comp/comp_test.go | 6 +- internal/iterator/iterator_test.go | 2 +- internal/pos/pos_determ.go | 6 +- internal/pos/pos_determ_test.go | 2 +- nlp/tokenize.go | 2 +- nlp/tokenize_test.go | 4 +- normalizer.go | 2 +- tokenize/tokenize.go => tokenizer.go | 4 +- 13 files changed, 40 insertions(+), 189 deletions(-) rename tokenize/tokenize.go => tokenizer.go (94%) diff --git a/assocentity.go b/assocentity.go index b6a3469..7ac2fc0 100644 --- a/assocentity.go +++ b/assocentity.go @@ -3,183 +3,34 @@ package assocentity import ( "context" "math" - - "github.com/ndabAP/assocentity/v13/internal/comp" - "github.com/ndabAP/assocentity/v13/internal/iterator" - "github.com/ndabAP/assocentity/v13/internal/pos" - "github.com/ndabAP/assocentity/v13/tokenize" ) -// source wraps entities and texts -type source struct { - Entities []string - Texts []string -} +type ( + Tokens struct { -// NewSource returns a new source consisting of entities and texts -func NewSource(entities, texts []string) source { - return source{ - Entities: entities, - Texts: texts, } -} - -// Distances returns the distances from entities to a list of texts -func Distances( - ctx context.Context, - tokenizer tokenize.Tokenizer, - poS tokenize.PoS, - source source, -) (map[tokenize.Token][]float64, error) { - var ( - dists = make(map[tokenize.Token][]float64) - err error - ) - for _, text := range source.Texts { - d, err := distances(ctx, tokenizer, poS, text, source.Entities) - if err != nil { - return dists, err - } - for tok, dist := range d { - dists[tok] = append(dists[tok], dist...) - } + // source wraps entities and texts + source struct { + Entities []string + Texts []string } +) - return dists, err -} - -// distances returns the distances to entities for one text -func distances( - ctx context.Context, - tokenizer tokenize.Tokenizer, - poS tokenize.PoS, - text string, - entities []string, -) (map[tokenize.Token][]float64, error) { - var ( - dists = make(map[tokenize.Token][]float64) - err error - ) - - // Tokenize text - textTokens, err := tokenizer.Tokenize(ctx, text) - if err != nil { - return dists, err - } - - // Tokenize entities - var entityTokens [][]tokenize.Token - for _, entity := range entities { - tokens, err := tokenizer.Tokenize(ctx, entity) - if err != nil { - return dists, err - } - entityTokens = append(entityTokens, tokens) - } - - // Determinate part of speech - posDetermer := pos.NewPoSDetermer(poS) - determTokens := posDetermer.DetermPoS(textTokens, entityTokens) - - // Check if any given PoS was found in text tokens - if len(determTokens) == 0 { - return dists, nil - } - - // Create iterators - - determTokensIter := iterator.New(determTokens) - - // Use iterators to search for entities in positive and negative direction - posDirIter := iterator.New(determTokens) - negDirIter := iterator.New(determTokens) - - entityTokensIter := iterator.New(entityTokens) - - // Iterate through part of speech determinated text tokens - for determTokensIter.Next() { - // If the current text token is an entity, we skip about the entity - currDetermTokensPos := determTokensIter.CurrPos() - isEntity, entity := comp.TextWithEntities( - determTokensIter, - entityTokensIter, - comp.DirPos, - ) - if isEntity { - determTokensIter.Forward(len(entity) - 1) - continue - } - - // Now we can collect the actual distances - - // Finds/counts entities in positive direction - posDirIter.SetPos(currDetermTokensPos) - for posDirIter.Next() { - // [I, was, (with), Max, Payne, here] -> true, Max Payne - // [I, was, with, Max, Payne, (here)] -> false, "" - isEntity, entity := comp.TextWithEntities( - posDirIter, - entityTokensIter, - comp.DirPos, - ) - if isEntity { - appendDist(dists, determTokensIter, posDirIter) - // Skip about entity - posDirIter.Forward(len(entity) - 1) // Next increments - } - } - - // Finds/counts entities in negative direction - negDirIter.SetPos(currDetermTokensPos) - for negDirIter.Prev() { - // [I, was, (with), Max, Payne, here] -> false, "" - // [I, was, with, Max, Payne, (here)] -> true, Max Payne - isEntity, entity := comp.TextWithEntities( - negDirIter, - entityTokensIter, - comp.DirNeg, - ) - if isEntity { - appendDist(dists, determTokensIter, negDirIter) - negDirIter.Rewind(len(entity) - 1) - } - } +// NewSource returns a new source, consisting of entities and texts +func NewSource(entities, texts []string) source { + entities = slices.Compact(entities) + return source{ + Entities: entities, + Texts: texts, } - - return dists, err -} - -// Helper to append a float64 to a map of tokens and distances -func appendDist( - m map[tokenize.Token][]float64, - k *iterator.Iterator[tokenize.Token], - v *iterator.Iterator[tokenize.Token], -) { - token := k.CurrElem() - dist := math.Abs(float64(v.CurrPos() - k.CurrPos())) - m[token] = append(m[token], dist) } -// Mean returns the mean of the provided distances -func Mean(dists map[tokenize.Token][]float64) map[tokenize.Token]float64 { - mean := make(map[tokenize.Token]float64) - for token, d := range dists { - mean[token] = meanFloat64(d) +func (s source) Tokenize(ctx context.Context, tokenizer Tokenizer) (Tokens, error) { + var tokens Tokens + if ctx.Done() { + return tokens, nil } - return mean -} -// Returns the mean of a 64-bit float slice -func meanFloat64(xs []float64) float64 { - // Prevent /0 - if len(xs) == 0 { - return 0 - } - sum := 0.0 - for _, x := range xs { - sum += x - } - return sum / float64(len(xs)) -} +} \ No newline at end of file diff --git a/assocentity_test.go b/assocentity_test.go index 775c509..6d30b4f 100644 --- a/assocentity_test.go +++ b/assocentity_test.go @@ -6,7 +6,7 @@ import ( "strings" "testing" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/tokenize" ) // whiteSpaceTokenizer tokenizes a text by empty space and assigns unknown diff --git a/cli/main.go b/cli/main.go index 6a5b4a5..d0a8b2c 100644 --- a/cli/main.go +++ b/cli/main.go @@ -11,9 +11,9 @@ import ( "os" "strings" - "github.com/ndabAP/assocentity/v13" - "github.com/ndabAP/assocentity/v13/nlp" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14" + "github.com/ndabAP/assocentity/v14/nlp" + "github.com/ndabAP/assocentity/v14/tokenize" ) var logger = log.Default() diff --git a/go.mod b/go.mod index f1ec677..e962064 100644 --- a/go.mod +++ b/go.mod @@ -1,6 +1,6 @@ -module github.com/ndabAP/assocentity/v13 +module github.com/ndabAP/assocentity/v14 -go 1.18 +go 1.23 require ( cloud.google.com/go v0.34.0 diff --git a/internal/comp/comp.go b/internal/comp/comp.go index 53eda72..2560337 100644 --- a/internal/comp/comp.go +++ b/internal/comp/comp.go @@ -1,8 +1,8 @@ package comp import ( - "github.com/ndabAP/assocentity/v13/internal/iterator" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/internal/iterator" + "github.com/ndabAP/assocentity/v14/tokenize" ) type Direction int diff --git a/internal/comp/comp_test.go b/internal/comp/comp_test.go index bd40a9f..678b90a 100644 --- a/internal/comp/comp_test.go +++ b/internal/comp/comp_test.go @@ -4,9 +4,9 @@ import ( "reflect" "testing" - "github.com/ndabAP/assocentity/v13/internal/comp" - "github.com/ndabAP/assocentity/v13/internal/iterator" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/internal/comp" + "github.com/ndabAP/assocentity/v14/internal/iterator" + "github.com/ndabAP/assocentity/v14/tokenize" ) func TestTextWithEntity(t *testing.T) { diff --git a/internal/iterator/iterator_test.go b/internal/iterator/iterator_test.go index c4f441d..cd5f602 100644 --- a/internal/iterator/iterator_test.go +++ b/internal/iterator/iterator_test.go @@ -3,7 +3,7 @@ package iterator_test import ( "testing" - "github.com/ndabAP/assocentity/v13/internal/iterator" + "github.com/ndabAP/assocentity/v14/internal/iterator" ) var testElems = []int{1, 2, 3, 3, 1, 5, 6} diff --git a/internal/pos/pos_determ.go b/internal/pos/pos_determ.go index 6c628dc..b8bdaaa 100644 --- a/internal/pos/pos_determ.go +++ b/internal/pos/pos_determ.go @@ -1,9 +1,9 @@ package pos import ( - "github.com/ndabAP/assocentity/v13/internal/comp" - "github.com/ndabAP/assocentity/v13/internal/iterator" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/internal/comp" + "github.com/ndabAP/assocentity/v14/internal/iterator" + "github.com/ndabAP/assocentity/v14/tokenize" ) // poSDetermer represents the default part of speech determinator diff --git a/internal/pos/pos_determ_test.go b/internal/pos/pos_determ_test.go index 166ffb5..3c82dff 100644 --- a/internal/pos/pos_determ_test.go +++ b/internal/pos/pos_determ_test.go @@ -4,7 +4,7 @@ import ( "reflect" "testing" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/tokenize" ) func TestPoSDetermer_DetermPoS(t *testing.T) { diff --git a/nlp/tokenize.go b/nlp/tokenize.go index 2023a54..e183479 100644 --- a/nlp/tokenize.go +++ b/nlp/tokenize.go @@ -7,7 +7,7 @@ import ( language "cloud.google.com/go/language/apiv1" "github.com/googleapis/gax-go/v2/apierror" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/tokenize" "google.golang.org/api/option" "google.golang.org/genproto/googleapis/api/error_reason" languagepb "google.golang.org/genproto/googleapis/cloud/language/v1" diff --git a/nlp/tokenize_test.go b/nlp/tokenize_test.go index 8fe6896..d8c0809 100644 --- a/nlp/tokenize_test.go +++ b/nlp/tokenize_test.go @@ -7,8 +7,8 @@ import ( "testing" "github.com/joho/godotenv" - "github.com/ndabAP/assocentity/v13/nlp" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/nlp" + "github.com/ndabAP/assocentity/v14/tokenize" ) func TestTokenize(t *testing.T) { diff --git a/normalizer.go b/normalizer.go index c99b9fb..9f41f23 100644 --- a/normalizer.go +++ b/normalizer.go @@ -3,7 +3,7 @@ package assocentity import ( "strings" - "github.com/ndabAP/assocentity/v13/tokenize" + "github.com/ndabAP/assocentity/v14/tokenize" ) // Normalizer normalizes tokens like lower casing them diff --git a/tokenize/tokenize.go b/tokenizer.go similarity index 94% rename from tokenize/tokenize.go rename to tokenizer.go index ad8e637..abb4dc1 100644 --- a/tokenize/tokenize.go +++ b/tokenizer.go @@ -1,4 +1,4 @@ -package tokenize +package assocentity import ( "context" @@ -11,7 +11,7 @@ const ( ANY = ADJ | ADP | ADV | AFFIX | CONJ | DET | NOUN | NUM | PRON | PRT | PUNCT | UNKN | VERB | X UNKN PoS = 1 << iota // Unknown - X // Other: foreign words, typos, abbreviations + X // Other: Foreign words, typos, abbreviations ADJ // Adjective ADP // Adposition From 716bc50fbbebd68687af763f5c06f46bb130a736 Mon Sep 17 00:00:00 2001 From: Julian Claus Date: Sat, 18 Jan 2025 18:30:40 +0100 Subject: [PATCH 2/4] chore: wip --- LICENSE | 2 +- Makefile | 7 +- README.md | 169 +-------- assocentity.go | 50 ++- assocentity_test.go | 340 ------------------ ...tity_darwin_amd64_v13.0.3-0-g9d9e27c-dirty | Bin 12545392 -> 0 bytes ...ntity_linux_amd64_v13.0.3-0-g9d9e27c-dirty | Bin 11464704 -> 0 bytes ...windows_amd64_v13.0.3-0-g9d9e27c-dirty.exe | Bin 11503616 -> 0 bytes cli/main.go | 151 -------- go.mod | 59 ++- go.sum | 95 +++++ internal/comp/comp.go | 72 ---- internal/comp/comp_test.go | 212 ----------- internal/iterator/iterator.go | 77 ---- internal/iterator/iterator_test.go | 67 ---- internal/pos/pos_determ.go | 45 --- internal/pos/pos_determ_test.go | 171 --------- nlp/tokenize.go | 143 -------- nlp/tokenize_test.go | 77 ---- nlp/tokenizer.go | 143 ++++++++ tokenizer.go | 77 ---- tokenizer/interface.go | 10 + tokenizer/pos.go | 16 + tokenizer/pos_aspect.go | 11 + tokenizer/pos_case.go | 21 ++ tokenizer/pos_form.go | 18 + tokenizer/pos_gender.go | 10 + tokenizer/pos_mood.go | 13 + tokenizer/pos_number.go | 10 + tokenizer/pos_person.go | 11 + tokenizer/pos_proper.go | 9 + tokenizer/pos_reciprocity.go | 9 + tokenizer/pos_tag.go | 20 ++ tokenizer/pos_tense.go | 13 + tokenizer/pos_voice.go | 10 + tokenizer/token.go | 7 + 36 files changed, 512 insertions(+), 1633 deletions(-) delete mode 100644 assocentity_test.go delete mode 100755 bin/assocentity_darwin_amd64_v13.0.3-0-g9d9e27c-dirty delete mode 100755 bin/assocentity_linux_amd64_v13.0.3-0-g9d9e27c-dirty delete mode 100755 bin/assocentity_windows_amd64_v13.0.3-0-g9d9e27c-dirty.exe delete mode 100644 cli/main.go delete mode 100644 internal/comp/comp.go delete mode 100644 internal/comp/comp_test.go delete mode 100644 internal/iterator/iterator.go delete mode 100644 internal/iterator/iterator_test.go delete mode 100644 internal/pos/pos_determ.go delete mode 100644 internal/pos/pos_determ_test.go delete mode 100644 nlp/tokenize.go delete mode 100644 nlp/tokenize_test.go create mode 100644 nlp/tokenizer.go delete mode 100644 tokenizer.go create mode 100644 tokenizer/interface.go create mode 100644 tokenizer/pos.go create mode 100644 tokenizer/pos_aspect.go create mode 100644 tokenizer/pos_case.go create mode 100644 tokenizer/pos_form.go create mode 100644 tokenizer/pos_gender.go create mode 100644 tokenizer/pos_mood.go create mode 100644 tokenizer/pos_number.go create mode 100644 tokenizer/pos_person.go create mode 100644 tokenizer/pos_proper.go create mode 100644 tokenizer/pos_reciprocity.go create mode 100644 tokenizer/pos_tag.go create mode 100644 tokenizer/pos_tense.go create mode 100644 tokenizer/pos_voice.go create mode 100644 tokenizer/token.go diff --git a/LICENSE b/LICENSE index d69b668..281de00 100644 --- a/LICENSE +++ b/LICENSE @@ -1,6 +1,6 @@ MIT License -Copyright (c) 2020 Julian Claus +Copyright (c) 2025 Julian Claus Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal diff --git a/Makefile b/Makefile index e82ffef..8c582b4 100644 --- a/Makefile +++ b/Makefile @@ -15,17 +15,14 @@ build: windows linux darwin @echo version: $(VERSION) windows: $(WINDOWS) - -linux: $(LINUX) - -darwin: $(DARWIN) - $(WINDOWS): env GOOS=windows GOARCH=amd64 go build -v -o bin/$(WINDOWS) -ldflags="-s -w -X main.version=$(VERSION)" ./cli/main.go +linux: $(LINUX) $(LINUX): env GOOS=linux GOARCH=amd64 go build -v -o bin/$(LINUX) -ldflags="-s -w -X main.version=$(VERSION)" ./cli/main.go +darwin: $(DARWIN) $(DARWIN): env GOOS=darwin GOARCH=amd64 go build -v -o bin/$(DARWIN) -ldflags="-s -w -X main.version=$(VERSION)" ./cli/main.go diff --git a/README.md b/README.md index 4c84719..c37f11f 100644 --- a/README.md +++ b/README.md @@ -1,166 +1,3 @@ -# assocentity - -[![Go Report Card](https://goreportcard.com/badge/github.com/ndabAP/assocentity/v13)](https://goreportcard.com/report/github.com/ndabAP/assocentity/v13) - -Package assocentity is a social science tool to analyze the relative distance -from tokens to entities. The motiviation is to make conclusions based on the -distance from interesting tokens to a certain entity and its synonyms. - -## Features - -- Provide your own tokenizer -- Provides a default NLP tokenizer (by Google) -- Define aliases for entities -- Provides a multi-OS, language-agnostic CLI version - -## Installation - -```bash -$ go get github.com/ndabAP/assocentity/v13 -``` - -## Prerequisites - -If you want to analyze human readable texts you can use the provided Natural -Language tokenizer (powered by Google). To do so, sign-up for a Cloud Natural -Language API service account key and download the generated JSON file. This -equals the `credentialsFile` at the example below. You should never commit that -file. - -A possible offline tokenizer would be a white space tokenizer. You also might -use a parser depending on your purposes. - -## Example - -We would like to find out which adjectives are how close in average to a certain -public person. Let's take George W. Bush and 1,000 NBC news articles as an -example. "George Bush" is the entity and synonyms are "George Walker Bush" and -"Bush" and so on. The text is each of the 1,000 NBC news articles. - -Defining a text source and to set the entity would be first step. Next, we need -to instantiate our tokenizer. In this case, we use the provided Google NLP -tokenizer. Finally, we can calculate our mean distances. We can use -`assocentity.Distances`, which accepts multiple texts. Notice -how we pass `tokenize.ADJ` to only include adjectives as part of speech. -Finally, we can take the mean by passing the result to `assocentity.Mean`. - -```go -// Define texts source and entity -texts := []string{ - "Former Presidents Barack Obama, Bill Clinton and ...", // Truncated - "At the pentagon on the afternoon of 9/11, ...", - "Tony Blair moved swiftly to place his relationship with ...", -} -entities := []string{ - "Goerge Walker Bush", - "Goerge Bush", - "Bush", -} -source := assocentity.NewSource(entities, texts) - -// Instantiate the NLP tokenizer (powered by Google) -nlpTok := nlp.NewNLPTokenizer(credentialsFile, nlp.AutoLang) - -// Get the distances to adjectives -ctx := context.TODO() -dists, err := assocentity.Distances(ctx, nlpTok, tokenize.ADJ, source) -if err != nil { - // Handle error -} -// Get the mean from the distances -mean := assocentity.Mean(dists) -``` - -### Tokenization - -If you provide your own tokenizer you must implement the interface with the -method `Tokenize` and the following signature: - -```go -type Tokenizer interface { - Tokenize(ctx context.Context, text string) ([]Token, error) -} -``` - -`Token` is of type: - -```go -type Token struct { - PoS PoS // Part of speech - Text string // Text -} - -// Part of speech -type PoS int -``` - -For example, given the text: - -```go -text := "Punchinello was burning to get me" -``` - -The result from `Tokenize` would be: - -```go -[]Token{ - { - Text: "Punchinello", - PoS: tokenize.NOUN, - }, - { - Text: "was", - PoS: tokenize.VERB, - }, - { - Text: "burning", - PoS: tokenize.VERB, - }, - { - Text: "to", - PoS: tokenize.PRT, - }, - { - Text: "get", - PoS: tokenize.VERB, - }, - { - Text: "me", - PoS: tokenize.PRON, - }, -} -``` - -## CLI - -There is also a language-agnostic terminal version available for either Windows, -Mac (Darwin) or Linux (only with 64-bit support) if you don't have Go available. -The application expects the text from "stdin" and accepts the following flags: - -| Flag | Description | Type | Default | -| ------------- | ------------------------------------------------------------------------------------------------- | -------- | ------- | -| `entities` | Define entities to be searched within input, example: `-entities="Max Payne,Payne"` | `string` | | -| `gog-svc-loc` | Google Clouds NLP JSON service account file, example: `-gog-svc-loc="/home/max/gog-svc-loc.json"` | `string` | | -| `op` | Operation to excute: `-op="mean"` | `string` | `mean` | -| `pos` | Defines part of speeches to keep, example: `-pos=noun,verb,pron` | `string` | `any` | - -Example: - -```bash -echo "Relax, Max. You're a nice guy." | ./bin/assocentity_linux_amd64_v13.0.0-0-g948274a-dirty -gog-svc-loc=/home/max/.config/assocentity/google-service.json -entities="Max Payne,Payne,Max" -``` - -The output is written to "stdout" in appropoiate formats. - -## Projects using assocentity - -- [entityscrape](https://github.com/ndabAP/entityscrape) - Distance between word - types (default: adjectives) in news articles and persons - -## Author - -[Julian Claus](https://www.julian-claus.de) and contributors. - -## License - -MIT +- Source.Tokenize() and Source.Sentiment() (different NLP API) +- Which leader uses more swear words +- Count(...args) \ No newline at end of file diff --git a/assocentity.go b/assocentity.go index 7ac2fc0..14a9c3d 100644 --- a/assocentity.go +++ b/assocentity.go @@ -1,13 +1,18 @@ package assocentity import ( + "container/list" "context" - "math" + "slices" + "unique" + + "github.com/ndabAP/assocentity/v14/tokenizer" ) type ( Tokens struct { - + entities []string + texts []*list.List } // source wraps entities and texts @@ -17,20 +22,45 @@ type ( } ) -// NewSource returns a new source, consisting of entities and texts +// NewSource returns a new source, consisting of entities and texts. Duplicate +// entities are removed func NewSource(entities, texts []string) source { - entities = slices.Compact(entities) + e := make([]string, 0) + for _, entity := range entities { + if !slices.Contains(e, entity) { + e = append(e, entity) + } + } return source{ - Entities: entities, + Entities: e, Texts: texts, } } -func (s source) Tokenize(ctx context.Context, tokenizer Tokenizer) (Tokens, error) { +func (s source) Tokenize(ctx context.Context, tokenizer tokenizer.Tokenizer) (Tokens, error) { var tokens Tokens - if ctx.Done() { - return tokens, nil - } + tokens.entities = s.Texts + tokens.texts = make([]*list.List, 0, len(s.Texts)) + for _, text := range s.Texts { + select { + case <-ctx.Done(): + return tokens, ctx.Err() + default: + } + + tok, err := tokenizer.Tokenize(ctx, text) + if err != nil { + return tokens, err + } -} \ No newline at end of file + l := list.New() + for _, t := range tok { + l.PushBack(unique.Make(t)) + } + + tokens.texts = append(tokens.texts, l) + } + + return tokens, nil +} diff --git a/assocentity_test.go b/assocentity_test.go deleted file mode 100644 index 6d30b4f..0000000 --- a/assocentity_test.go +++ /dev/null @@ -1,340 +0,0 @@ -package assocentity - -import ( - "context" - "reflect" - "strings" - "testing" - - "github.com/ndabAP/assocentity/v14/tokenize" -) - -// whiteSpaceTokenizer tokenizes a text by empty space and assigns unknown -// pos -type whiteSpaceTokenizer int - -func (t whiteSpaceTokenizer) Tokenize(ctx context.Context, text string) ([]tokenize.Token, error) { - spl := strings.Split(text, " ") - tokens := make([]tokenize.Token, 0) - for _, s := range spl { - tokens = append(tokens, tokenize.Token{ - PoS: tokenize.UNKN, - Text: s, - }) - } - - return tokens, nil -} - -func TestMean(t *testing.T) { - type args struct { - ctx context.Context - tokenizer tokenize.Tokenizer - poS tokenize.PoS - texts []string - entities []string - } - tests := []struct { - args args - want map[tokenize.Token]float64 - wantErr bool - }{ - { - args: args{ - ctx: context.Background(), - tokenizer: new(whiteSpaceTokenizer), - poS: tokenize.ANY, - texts: []string{ - "AA B $ CCC ++", - "$ E ++ AA $ B", - }, - entities: []string{"$", "++"}, - }, - want: map[tokenize.Token]float64{ - { - PoS: tokenize.UNKN, - Text: "AA", - }: 2.2, - { - PoS: tokenize.UNKN, - Text: "B", - }: 2.6, - { - PoS: tokenize.UNKN, - Text: "CCC", - }: 1, - { - PoS: tokenize.UNKN, - Text: "E", - }: 1.6666666666666667, - }, - }, - } - for _, tt := range tests { - t.Run("", func(t *testing.T) { - source := NewSource(tt.args.entities, tt.args.texts) - dists, err := Distances( - tt.args.ctx, - tt.args.tokenizer, - tt.args.poS, - source, - ) - if err != nil { - t.Error(err) - } - - got := Mean(dists) - if !reflect.DeepEqual(got, tt.want) { - t.Errorf("Mean() = %v, want %v", got, tt.want) - } - }) - } -} - -// concreteTokenizer is a tokenizer with a fixed set of tokens -type concreteTokenizer int - -func (t concreteTokenizer) Tokenize(ctx context.Context, text string) ([]tokenize.Token, error) { - spl := strings.Split(text, " ") - tokens := make([]tokenize.Token, 0) - for _, s := range spl { - var poS tokenize.PoS - switch s { - case "English": - poS = tokenize.NOUN - - case ".": - poS = tokenize.PUNCT - - case "run": - poS = tokenize.VERB - - default: - continue - } - - tokens = append(tokens, tokenize.Token{ - PoS: poS, - Text: s, - }) - } - - return tokens, nil -} - -func Test_distances(t *testing.T) { - type args struct { - ctx context.Context - tokenizer tokenize.Tokenizer - poS tokenize.PoS - text string - entities []string - } - tests := []struct { - args args - want map[tokenize.Token][]float64 - wantErr bool - }{ - { - args: args{ - ctx: context.Background(), - tokenizer: new(concreteTokenizer), - poS: tokenize.NOUN | tokenize.PUNCT | tokenize.VERB, - text: "English x . x xx run", - entities: []string{"run"}, - }, - want: map[tokenize.Token][]float64{ - { - PoS: tokenize.NOUN, - Text: "English", - }: {2}, - { - PoS: tokenize.PUNCT, - Text: ".", - }: {1}, - }, - }, - } - for _, tt := range tests { - t.Run("", func(t *testing.T) { - got, err := distances( - tt.args.ctx, - tt.args.tokenizer, - tt.args.poS, - tt.args.text, - tt.args.entities, - ) - if err != nil { - t.Error(err) - } - if !reflect.DeepEqual(got, tt.want) { - t.Errorf("dist() = %v, want %v", got, tt.want) - } - }) - } -} - -func TestNormalize(t *testing.T) { - t.Run("HumandReadableNormalizer", func(t *testing.T) { - got := map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "A", - }: {}, - { - PoS: tokenize.UNKN, - Text: "a", - }: {}, - { - PoS: tokenize.UNKN, - Text: "b", - }: {}, - { - PoS: tokenize.UNKN, - Text: "&", - }: {}, - } - want := map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "a", - }: {}, - { - PoS: tokenize.UNKN, - Text: "b", - }: {}, - { - PoS: tokenize.UNKN, - Text: "and", - }: {}, - } - Normalize(got, HumandReadableNormalizer) - - if !reflect.DeepEqual(got, want) { - t.Errorf("Normalize() = %v, want %v", got, want) - } - }) -} - -func TestThreshold(t *testing.T) { - type args struct { - dists map[tokenize.Token][]float64 - threshold float64 - } - tests := []struct { - args args - want map[tokenize.Token][]float64 - }{ - { - args: args{ - dists: map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "A", - }: {1}, - { - PoS: tokenize.UNKN, - Text: "B", - }: {1, 1}, - { - PoS: tokenize.UNKN, - Text: "C", - }: {1, 1, 1}, - { - PoS: tokenize.UNKN, - Text: "D", - }: {1, 1, 1}, - }, - threshold: 75, - }, - want: map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "C", - }: {1, 1, 1}, - { - PoS: tokenize.UNKN, - Text: "D", - }: {1, 1, 1}, - }, - }, - { - args: args{ - dists: map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "A", - }: {1}, - { - PoS: tokenize.UNKN, - Text: "B", - }: {1, 1}, - { - PoS: tokenize.UNKN, - Text: "C", - }: {1, 1, 1}, - { - PoS: tokenize.UNKN, - Text: "D", - }: {1, 1, 1, 1}, - }, - threshold: 76, - }, - want: map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "D", - }: {1, 1, 1, 1}, - }, - }, - { - args: args{ - dists: map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "A", - }: {1}, - { - PoS: tokenize.UNKN, - Text: "B", - }: {1, 1}, - { - PoS: tokenize.UNKN, - Text: "C", - }: {1, 1, 1}, - { - PoS: tokenize.UNKN, - Text: "D", - }: {1, 1, 1, 1}, - }, - threshold: 1, - }, - want: map[tokenize.Token][]float64{ - { - PoS: tokenize.UNKN, - Text: "A", - }: {1}, - { - PoS: tokenize.UNKN, - Text: "B", - }: {1, 1}, - { - PoS: tokenize.UNKN, - Text: "C", - }: {1, 1, 1}, - { - PoS: tokenize.UNKN, - Text: "D", - }: {1, 1, 1, 1}, - }, - }, - } - for _, tt := range tests { - t.Run("", func(t *testing.T) { - Threshold(tt.args.dists, tt.args.threshold) - if !reflect.DeepEqual(tt.args.dists, tt.want) { - t.Errorf("Threshold() = %v, want %v", tt.args.dists, tt.want) - } - }) - } -} diff --git a/bin/assocentity_darwin_amd64_v13.0.3-0-g9d9e27c-dirty 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