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141 lines
2.5 KiB
Go
141 lines
2.5 KiB
Go
4 years ago
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package main
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import (
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"bufio"
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"errors"
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"flag"
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"fmt"
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"log"
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"os"
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"runtime"
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"strconv"
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"strings"
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"time"
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"zero/core/filex"
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"zero/core/fx"
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"zero/core/logx"
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"gopkg.in/cheggaaa/pb.v1"
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)
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var (
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file = flag.String("f", "", "the input file")
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concurrent = flag.Int("c", runtime.NumCPU(), "concurrent goroutines")
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wordVecDic TXDictionary
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)
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type (
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Vector []float64
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TXDictionary struct {
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EmbeddingCount int64
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Dim int64
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Dict map[string]Vector
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}
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pair struct {
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key string
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vec Vector
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}
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)
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func FastLoad(filename string) error {
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if filename == "" {
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return errors.New("no available dictionary")
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}
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now := time.Now()
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defer func() {
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logx.Infof("article2vec init dictionary end used %v", time.Since(now))
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}()
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dicFile, err := os.Open(filename)
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if err != nil {
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return err
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}
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defer dicFile.Close()
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header, err := filex.FirstLine(filename)
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if err != nil {
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return err
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}
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total := strings.Split(header, " ")
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wordVecDic.EmbeddingCount, err = strconv.ParseInt(total[0], 10, 64)
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if err != nil {
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return err
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}
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wordVecDic.Dim, err = strconv.ParseInt(total[1], 10, 64)
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if err != nil {
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return err
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}
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wordVecDic.Dict = make(map[string]Vector, wordVecDic.EmbeddingCount)
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ranges, err := filex.SplitLineChunks(filename, *concurrent)
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if err != nil {
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return err
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}
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info, err := os.Stat(filename)
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if err != nil {
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return err
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}
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bar := pb.New64(info.Size()).SetUnits(pb.U_BYTES).Start()
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fx.From(func(source chan<- interface{}) {
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for _, each := range ranges {
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source <- each
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}
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}).Walk(func(item interface{}, pipe chan<- interface{}) {
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offsetRange := item.(filex.OffsetRange)
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scanner := bufio.NewScanner(filex.NewRangeReader(dicFile, offsetRange.Start, offsetRange.Stop))
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scanner.Buffer([]byte{}, 1<<20)
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reader := filex.NewProgressScanner(scanner, bar)
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if offsetRange.Start == 0 {
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// skip header
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reader.Scan()
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}
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for reader.Scan() {
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text := reader.Text()
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elements := strings.Split(text, " ")
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vec := make(Vector, wordVecDic.Dim)
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for i, ele := range elements {
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if i == 0 {
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continue
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}
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v, err := strconv.ParseFloat(ele, 64)
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if err != nil {
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return
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}
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vec[i-1] = v
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}
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pipe <- pair{
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key: elements[0],
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vec: vec,
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}
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}
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}).ForEach(func(item interface{}) {
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p := item.(pair)
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wordVecDic.Dict[p.key] = p.vec
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})
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return nil
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}
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func main() {
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flag.Parse()
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start := time.Now()
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if err := FastLoad(*file); err != nil {
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log.Fatal(err)
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}
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fmt.Println(len(wordVecDic.Dict))
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fmt.Println(time.Since(start))
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}
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