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