OxalisCu ed4eaffc9d
enhance: add csv support for bulkinsert (#34938)
See this issue for details: #34937

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Signed-off-by: OxalisCu <2127298698@qq.com>
2024-08-21 17:47:01 +08:00

133 lines
3.0 KiB
Go

package csv
import (
"context"
"encoding/csv"
"fmt"
"io"
"go.uber.org/atomic"
"go.uber.org/zap"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
"github.com/milvus-io/milvus/internal/storage"
"github.com/milvus-io/milvus/pkg/log"
"github.com/milvus-io/milvus/pkg/util/merr"
)
type Row = map[storage.FieldID]any
type reader struct {
ctx context.Context
cm storage.ChunkManager
schema *schemapb.CollectionSchema
cr *csv.Reader
parser RowParser
fileSize *atomic.Int64
bufferSize int
count int64
filePath string
}
func NewReader(ctx context.Context, cm storage.ChunkManager, schema *schemapb.CollectionSchema, path string, bufferSize int, sep rune) (*reader, error) {
cmReader, err := cm.Reader(ctx, path)
if err != nil {
return nil, merr.WrapErrImportFailed(fmt.Sprintf("read csv file failed, path=%s, err=%s", path, err.Error()))
}
// count, err := estimateReadCountPerBatch(bufferSize, schema)
// if err != nil {
// return nil, err
// }
// set the interval for determining if the buffer is exceeded
var count int64 = 1000
csvReader := csv.NewReader(cmReader)
csvReader.Comma = sep
header, err := csvReader.Read()
log.Info("csv header parsed", zap.Strings("header", header))
if err != nil {
return nil, merr.WrapErrImportFailed(fmt.Sprintf("failed to read csv header, error: %v", err))
}
rowParser, err := NewRowParser(schema, header)
if err != nil {
return nil, err
}
return &reader{
ctx: ctx,
cm: cm,
schema: schema,
cr: csvReader,
parser: rowParser,
fileSize: atomic.NewInt64(0),
filePath: path,
bufferSize: bufferSize,
count: count,
}, nil
}
func (r *reader) Read() (*storage.InsertData, error) {
insertData, err := storage.NewInsertData(r.schema)
if err != nil {
return nil, err
}
var cnt int64 = 0
for {
value, err := r.cr.Read()
if err == io.EOF || len(value) == 0 {
break
}
row, err := r.parser.Parse(value)
if err != nil {
return nil, merr.WrapErrImportFailed(fmt.Sprintf("failed to parse row, error: %v", err))
}
err = insertData.Append(row)
if err != nil {
return nil, merr.WrapErrImportFailed(fmt.Sprintf("failed to append row, error: %v", err))
}
cnt++
if cnt >= r.count {
cnt = 0
if insertData.GetMemorySize() >= r.bufferSize {
break
}
}
}
// finish reading
if insertData.GetRowNum() == 0 {
return nil, io.EOF
}
return insertData, nil
}
func (r *reader) Close() {}
func (r *reader) Size() (int64, error) {
if size := r.fileSize.Load(); size != 0 {
return size, nil
}
size, err := r.cm.Size(r.ctx, r.filePath)
if err != nil {
return 0, err
}
r.fileSize.Store(size)
return size, nil
}
// func estimateReadCountPerBatch(bufferSize int, schema *schemapb.CollectionSchema) (int64, error) {
// sizePerRecord, err := typeutil.EstimateMaxSizePerRecord(schema)
// if err != nil {
// return 0, err
// }
// if 1000*sizePerRecord <= bufferSize {
// return 1000, nil
// }
// return int64(bufferSize) / int64(sizePerRecord), nil
// }