25秒读取16GB文件,Go怎么做到的?
25 秒读取 16GB 文件,Go 怎么做到的? Reading 16GB File in Seconds, Golang 打开文件后,我们有以下两个选项可以选择:
逐行读取文件,这有助于减少内存紧张,但需要更多的时间。 一次将整个文件读入内存并处理该文件,这将消耗更多内存,但会显著减少时间。 由于文件太大,即 16 GB,因此无法将整个文件加载到内存中。但是第一种选择对我们来说也是不可行的,因为我们希望在几秒钟内处理文件。
但你猜怎么着,还有第三种选择。瞧……相比于将整个文件加载到内存中,在 Go 语言中,我们还可以使用 bufio.NewReader()将文件分块加载。
func main() { s := time.Now() args := os.Args[1:] if len(args) != 6 { // for format LogExtractor.exe -f "From Time" -t "To Time" -i "Log file directory location" fmt.Println("Please give proper command line arguments") return } startTimeArg := args[1] finishTimeArg := args[3] fileName := args[5] file, err := os.Open(fileName) if err != nil { fmt.Println("cannot able to read the file", err) return } defer file.Close() // close after checking err queryStartTime, err := time.Parse("2006-01-02T15:04:05.0000Z", startTimeArg) if err != nil { fmt.Println("Could not able to parse the start time", startTimeArg) return } queryFinishTime, err := time.Parse("2006-01-02T15:04:05.0000Z", finishTimeArg) if err != nil { fmt.Println("Could not able to parse the finish time", finishTimeArg) return } filestat, err := file.Stat() if err != nil { fmt.Println("Could not able to get the file stat") return } fileSize := filestat.Size() offset := fileSize - 1 lastLineSize := 0 for { b := make([]byte, 1) n, err := file.ReadAt(b, offset) if err != nil { fmt.Println("Error reading file ", err) break } char := string(b[0]) if char == "\n" { break } offset-- lastLineSize += n } lastLine := make([]byte, lastLineSize) _, err = file.ReadAt(lastLine, offset+1) if err != nil { fmt.Println("Could not able to read last line with offset", offset, "and lastline size", lastLineSize) return } logSlice := strings.SplitN(string(lastLine), ",", 2) logCreationTimeString := logSlice[0] lastLogCreationTime, err := time.Parse("2006-01-02T15:04:05.0000Z", logCreationTimeString) if err != nil { fmt.Println("can not able to parse time : ", err) } if lastLogCreationTime.After(queryStartTime) && lastLogCreationTime.Before(queryFinishTime) { Process(file, queryStartTime, queryFinishTime) } fmt.Println("\nTime taken - ", time.Since(s)) } func Process(f *os.File, start time.Time, end time.Time) error { linesPool := sync.Pool{New: func() interface{} { lines := make([]byte, 250*1024) return lines }} stringPool := sync.Pool{New: func() interface{} { lines := "" return lines }} r := bufio.NewReader(f) var wg sync.WaitGroup for { buf := linesPool.Get().([]byte) n, err := r.Read(buf) buf = buf[:n] if n == 0 { if err != nil { fmt.Println(err) break } if err == io.EOF { break } return err } nextUntillNewline, err := r.ReadBytes('\n') if err != io.EOF { buf = append(buf, nextUntillNewline...) } wg.Add(1) go func() { ProcessChunk(buf, &linesPool, &stringPool, start, end) wg.Done() }() } wg.Wait() return nil } func ProcessChunk(chunk []byte, linesPool *sync.Pool, stringPool *sync.Pool, start time.Time, end time.Time) { var wg2 sync.WaitGroup logs := stringPool.Get().(string) logs = string(chunk) linesPool.Put(chunk) logsSlice := strings.Split(logs, "\n") stringPool.Put(logs) chunkSize := 300 n := len(logsSlice) noOfThread := n / chunkSize if n%chunkSize != 0 { noOfThread++ } for i := 0; i < (noOfThread); i++ { wg2.Add(1) go func(s int, e int) { defer wg2.Done() // to avaoid deadlocks for i := s; i < e; i++ { text := logsSlice[i] if len(text) == 0 { continue } logSlice := strings.SplitN(text, ",", 2) logCreationTimeString := logSlice[0] logCreationTime, err := time.Parse("2006-01-02T15:04:05.0000Z", logCreationTimeString) if err != nil { fmt.Printf("\n Could not able to parse the time :%s for log : %v", logCreationTimeString, text) return } if logCreationTime.After(start) && logCreationTime.Before(end) { // fmt.Println(text) } } }(i*chunkSize, int(math.Min(float64((i+1)*chunkSize), float64(len(logsSlice))))) } wg2.Wait() logsSlice = nil }