mirror of
https://github.com/neilotoole/sq.git
synced 2024-12-18 21:52:28 +03:00
473 lines
12 KiB
Go
473 lines
12 KiB
Go
package csv
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import (
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"context"
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"encoding/csv"
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"io"
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"strconv"
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"unicode/utf8"
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"github.com/neilotoole/lg"
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"github.com/shopspring/decimal"
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"github.com/neilotoole/sq/libsq"
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"github.com/neilotoole/sq/libsq/core/errz"
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"github.com/neilotoole/sq/libsq/core/kind"
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"github.com/neilotoole/sq/libsq/core/options"
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"github.com/neilotoole/sq/libsq/core/sqlmodel"
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"github.com/neilotoole/sq/libsq/core/sqlz"
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"github.com/neilotoole/sq/libsq/core/stringz"
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"github.com/neilotoole/sq/libsq/driver"
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"github.com/neilotoole/sq/libsq/source"
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)
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const (
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insertChSize = 1000
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readAheadBufferSize = 100
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)
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// importCSV loads the src CSV data to scratchDB.
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func importCSV(ctx context.Context, log lg.Log, src *source.Source, openFn source.FileOpenFunc, scratchDB driver.Database) error {
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// TODO: optPredictKind should be read from src.Options.
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const optPredictKind bool = true
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var err error
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var r io.ReadCloser
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r, err = openFn()
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if err != nil {
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return err
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}
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// We add the CR filter reader to deal with CSV files exported
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// from Excel which can have the DOS-style \r EOL markers.
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cr := csv.NewReader(&crFilterReader{r: r})
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cr.Comma, err = getDelimiter(src)
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if err != nil {
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return err
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}
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// readAheadRecs temporarily holds records read from r for the purpose
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// of determining CSV metadata such as column headers, data kind etc.
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// These records will later be written to recordCh.
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readAheadRecs := make([][]string, 0, readAheadBufferSize)
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colNames, err := getColNames(cr, src, &readAheadRecs)
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if err != nil {
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return err
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}
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var expectFieldCount = len(colNames)
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var colKinds []kind.Kind
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if optPredictKind {
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colKinds, err = predictColKinds(expectFieldCount, cr, &readAheadRecs, readAheadBufferSize)
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if err != nil {
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return err
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}
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} else {
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// If we're not predicting col kind, then we use kind.Text.
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colKinds = make([]kind.Kind, expectFieldCount)
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for i := range colKinds {
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colKinds[i] = kind.Text
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}
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}
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// And now we need to create the dest table in scratchDB
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tblDef := createTblDef(source.MonotableName, colNames, colKinds)
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err = scratchDB.SQLDriver().CreateTable(ctx, scratchDB.DB(), tblDef)
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if err != nil {
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return errz.Wrap(err, "csv: failed to create dest scratch table")
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}
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recMeta, err := getRecMeta(ctx, scratchDB, tblDef)
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if err != nil {
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return err
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}
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insertWriter := libsq.NewDBWriter(log, scratchDB, tblDef.Name, insertChSize)
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err = execInsert(ctx, insertWriter, recMeta, readAheadRecs, cr)
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if err != nil {
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return err
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}
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inserted, err := insertWriter.Wait()
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if err != nil {
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return err
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}
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log.Debugf("Inserted %d rows to %s.%s", inserted, scratchDB.Source().Handle, tblDef.Name)
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return nil
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}
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// execInsert inserts the CSV records in readAheadRecs (followed by records
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// from the csv.Reader) via recw. The caller should wait on recw to complete.
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func execInsert(ctx context.Context, recw libsq.RecordWriter, recMeta sqlz.RecordMeta, readAheadRecs [][]string, r *csv.Reader) error {
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ctx, cancelFn := context.WithCancel(ctx)
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recordCh, errCh, err := recw.Open(ctx, cancelFn, recMeta)
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if err != nil {
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return err
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}
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defer close(recordCh)
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// Before we continue reading from CSV, we first write out
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// any CSV records we read earlier.
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for i := range readAheadRecs {
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rec := mungeCSV2InsertRecord(readAheadRecs[i])
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select {
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case err = <-errCh:
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cancelFn()
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return err
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case <-ctx.Done():
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cancelFn()
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return ctx.Err()
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case recordCh <- rec:
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}
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}
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var csvRecord []string
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for {
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csvRecord, err = r.Read()
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if err == io.EOF {
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// We're done reading
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return nil
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}
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if err != nil {
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cancelFn()
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return errz.Wrap(err, "read from CSV data source")
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}
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rec := mungeCSV2InsertRecord(csvRecord)
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select {
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case err = <-errCh:
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cancelFn()
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return err
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case <-ctx.Done():
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cancelFn()
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return ctx.Err()
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case recordCh <- rec:
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}
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}
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}
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// mungeCSV2InsertRecord returns a new []interface{} containing
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// the values of the csvRec []string.
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func mungeCSV2InsertRecord(csvRec []string) []interface{} {
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a := make([]interface{}, len(csvRec))
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for i := range csvRec {
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a[i] = csvRec[i]
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}
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return a
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}
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// getRecMeta returns RecordMeta to use with RecordWriter.Open.
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func getRecMeta(ctx context.Context, scratchDB driver.Database, tblDef *sqlmodel.TableDef) (sqlz.RecordMeta, error) {
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colTypes, err := scratchDB.SQLDriver().TableColumnTypes(ctx, scratchDB.DB(), tblDef.Name, tblDef.ColNames())
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if err != nil {
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return nil, err
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}
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destMeta, _, err := scratchDB.SQLDriver().RecordMeta(colTypes)
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if err != nil {
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return nil, err
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}
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return destMeta, nil
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}
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func createTblDef(tblName string, colNames []string, kinds []kind.Kind) *sqlmodel.TableDef {
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tbl := &sqlmodel.TableDef{Name: tblName}
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cols := make([]*sqlmodel.ColDef, len(colNames))
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for i := range colNames {
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cols[i] = &sqlmodel.ColDef{Table: tbl, Name: colNames[i], Kind: kinds[i]}
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}
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tbl.Cols = cols
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return tbl
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}
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// predictColKinds examines up to maxExamine records in readAheadRecs
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// and those returned by r to guess the kind of each field.
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// Any additional records read from r are appended to readAheadRecs.
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//
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// This func considers these candidate kinds, in order of
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// precedence: kind.Int, kind.Bool, kind.Decimal.
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//
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// kind.Decimal is chosen over kind.Float due to its greater flexibility.
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// NOTE: Currently kind.Time and kind.Datetime are not examined.
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//
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// If any field (string) value cannot be parsed into a particular kind, that
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// kind is excluded from the list of candidate kinds. The first of any
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// remaining candidate kinds for each field is returned, or kind.Text if
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// no candidate kinds.
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func predictColKinds(expectFieldCount int, r *csv.Reader, readAheadRecs *[][]string, maxExamine int) ([]kind.Kind, error) {
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candidateKinds := newCandidateFieldKinds(expectFieldCount)
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var examineCount int
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// First, read any records from the readAheadRecs buffer
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for recIndex := 0; recIndex < len(*readAheadRecs) && examineCount < maxExamine; recIndex++ {
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for fieldIndex := 0; fieldIndex < expectFieldCount; fieldIndex++ {
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candidateKinds[fieldIndex] = excludeFieldKinds(candidateKinds[fieldIndex], (*readAheadRecs)[recIndex][fieldIndex])
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}
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examineCount++
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}
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// Next, continue to read from r until we reach maxExamine records.
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for ; examineCount < maxExamine; examineCount++ {
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rec, err := r.Read()
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if err == io.EOF {
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break
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}
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if err != nil {
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return nil, errz.Err(err)
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}
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if len(rec) != expectFieldCount {
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// safety check
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return nil, errz.Errorf("expected %d fields in CSV record but got %d", examineCount, len(rec))
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}
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for fieldIndex, fieldValue := range rec {
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candidateKinds[fieldIndex] = excludeFieldKinds(candidateKinds[fieldIndex], fieldValue)
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}
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// Add the recently read record to readAheadRecs so that
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// it's not lost.
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*readAheadRecs = append(*readAheadRecs, rec)
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}
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resultKinds := make([]kind.Kind, expectFieldCount)
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for i := range resultKinds {
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switch len(candidateKinds[i]) {
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case 0:
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// If all candidate kinds have been excluded, kind.Text is
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// the fallback option.
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resultKinds[i] = kind.Text
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default:
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// If there's one or more candidate kinds remaining, pick the first
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// one available, as it should be the most specific kind.
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resultKinds[i] = candidateKinds[i][0]
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}
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}
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return resultKinds, nil
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}
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// newCandidateFieldKinds returns a new slice of kind.Kind containing
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// potential kinds for a field/column. The kinds are in an order of
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// precedence.
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func newCandidateFieldKinds(n int) [][]kind.Kind {
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kinds := make([][]kind.Kind, n)
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for i := range kinds {
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k := []kind.Kind{
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kind.Int,
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kind.Bool,
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kind.Decimal,
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}
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kinds[i] = k
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}
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return kinds
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}
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// excludeFieldKinds returns a filter of fieldCandidateKinds, removing those
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// kinds which fieldVal cannot be converted to.
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func excludeFieldKinds(fieldCandidateKinds []kind.Kind, fieldVal string) []kind.Kind {
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var resultCandidateKinds []kind.Kind
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if fieldVal == "" {
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// If the field is empty string, this could indicate a NULL value
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// for any kind. That is, we don't exclude a candidate kind due
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// to empty string.
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return fieldCandidateKinds
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}
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for _, knd := range fieldCandidateKinds {
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var err error
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switch knd {
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case kind.Int:
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_, err = strconv.Atoi(fieldVal)
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case kind.Bool:
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_, err = strconv.ParseBool(fieldVal)
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case kind.Decimal:
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_, err = decimal.NewFromString(fieldVal)
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default:
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}
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if err == nil {
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resultCandidateKinds = append(resultCandidateKinds, knd)
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}
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}
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return resultCandidateKinds
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}
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// getColNames determines column names. The col names are determined
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// as follows:
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//
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// - Col names can be explicitly specified in src.Options
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// - If the source CSV has a header record, the fields of the
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// header record are returned.
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// - Otherwise, the first data record is read, and col names are generated
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// based on the number of fields [A,B,C...] etc. That first data record
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// is appended to readAheadRecs so that it's not lost.
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//
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// Note that cr must not have been previously read.
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func getColNames(cr *csv.Reader, src *source.Source, readAheadRecs *[][]string) ([]string, error) {
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// If col names are explicitly provided in opts, we
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// will be returning them.
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explicitColNames, err := options.GetColNames(src.Options)
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if err != nil {
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return nil, err
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}
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optHasHeaderRecord, _, err := options.HasHeader(src.Options)
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if err != nil {
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return nil, err
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}
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if optHasHeaderRecord {
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// The CSV file has a header record, we need to consume it.
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var headerRec []string
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headerRec, err = cr.Read()
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if err == io.EOF {
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return nil, errz.Errorf("data source %s has no data", src.Handle)
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}
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if err != nil {
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return nil, errz.Err(err)
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}
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if len(explicitColNames) > 0 {
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// If col names were explicitly specified via options, return
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// those col names, as explicit option col names have precedence
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// over the header record col names.
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return explicitColNames, nil
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}
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// Otherwise return the header record col names.
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return headerRec, nil
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}
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// The CSV file does not have a header record. We will generate
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// col names [A,B,C...]. To do so, we need to know how many fields
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// there are in the first record.
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firstDataRecord, err := cr.Read()
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if err == io.EOF {
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return nil, errz.Errorf("data source %s is empty", src.Handle)
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}
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if err != nil {
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return nil, errz.Wrapf(err, "read from data source %s", src.Handle)
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}
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// firstRecord contains actual data, so append it to initialRecs.
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*readAheadRecs = append(*readAheadRecs, firstDataRecord)
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// If no column names yet, we generate them based on the number
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// of fields in firstDataRecord.
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generatedColNames := make([]string, len(firstDataRecord))
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for i := range firstDataRecord {
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generatedColNames[i] = stringz.GenerateAlphaColName(i)
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}
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return generatedColNames, nil
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}
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// namedDelimiters is map of named delimiter strings to
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// rune value. For example, "comma" maps to ',' and "pipe" maps to '|'.
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var namedDelimiters = map[string]rune{
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"comma": ',',
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"space": ' ',
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"pipe": '|',
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"tab": '\t',
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"colon": ':',
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"semi": ';',
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"period": '.',
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}
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// getDelimiter returns the delimiter for src. An explicit
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// delimiter value may be set in src.Options; otherwise
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// the default for the source is returned.
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func getDelimiter(src *source.Source) (rune, error) {
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delim, ok, err := getDelimFromOptions(src.Options)
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if err != nil {
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return 0, err
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}
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if ok {
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return delim, nil
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}
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if src.Type == TypeTSV {
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return '\t', nil
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}
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// default is comma
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return ',', nil
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}
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// getDelimFromOptions returns ok as true and the delimiter rune if a
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// valid value is provided in src.Options, returns ok as false if
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// no valid value provided, and an error if the provided value is invalid.
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func getDelimFromOptions(opts options.Options) (r rune, ok bool, err error) {
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if len(opts) == 0 {
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return 0, false, nil
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}
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const key = "delim"
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_, ok = opts[key]
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if !ok {
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return 0, false, nil
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}
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val := opts.Get(key)
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if val == "" {
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return 0, false, nil
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}
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if len(val) == 1 {
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r, _ = utf8.DecodeRuneInString(val)
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return r, true, nil
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}
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r, ok = namedDelimiters[val]
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if !ok {
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err = errz.Errorf("unknown delimiter constant %q", val)
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return 0, false, err
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}
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return r, true, nil
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}
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// crFilterReader is a reader whose Read method converts
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// standalone carriage return '\r' bytes to newline '\n'.
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// CRLF "\r\n" sequences are untouched.
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// This is useful for reading from DOS format, e.g. a TSV
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// file exported by Microsoft Excel.
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type crFilterReader struct {
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r io.Reader
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}
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func (r *crFilterReader) Read(p []byte) (n int, err error) {
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n, err = r.r.Read(p)
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for i := 0; i < n; i++ {
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if p[i] == 13 {
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if i+1 < n && p[i+1] == 10 {
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continue // it's \r\n
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}
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// it's just \r by itself, replace
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p[i] = 10
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}
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}
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return n, err
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}
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