Files
go-ir-playground/cmd/ir-tfidf/main.go
2024-02-28 21:54:15 +08:00

63 lines
1.2 KiB
Go

package main
import (
"fmt"
"math"
"os"
"strings"
"github.com/gslin/go-ir-playground/internal/artifact"
"github.com/gslin/go-ir-playground/internal/tokenizer"
)
func main() {
if len(os.Args) < 2 {
fmt.Printf("You need to specify a keyword to search.\n")
os.Exit(1)
}
articles := artifact.Read("data/articles.json")
tokens := make(map[string][]string)
tf := make(map[string]map[string]int)
df := make(map[string]int)
for _, article := range articles {
id := article.Id
str := strings.ToLower(article.Title + "\n" + article.Body)
bag := tokenizer.Tokenize(str)
tokens[id] = bag
for _, w := range bag {
// Handle TF:
if _, ok := tf[w]; !ok {
tf[w] = make(map[string]int)
}
tf[w][id] += strings.Count(str, w)
// Handle DF:
df[w] += 1
}
}
fmt.Println("TF & DF Built")
n := len(articles)
q := strings.ToLower(os.Args[1])
q_tokens := tokenizer.Tokenize(q)
for _, article := range articles {
var score float64 = 0.0
for _, w := range q_tokens {
if tf[w] != nil {
score += float64(tf[w][article.Id]) * math.Log2(float64(n / df[w]))
}
}
if score > 0 {
fmt.Printf("Article %v (https://blog.gslin.org/?p=%v): %v\n", article.Id, article.Id, score)
}
}
}