// Licensed to the LF AI & Data foundation under one // or more contributor license agreements. See the NOTICE file // distributed with this work for additional information // regarding copyright ownership. The ASF licenses this file // to you under the Apache License, Version 2.0 (the // "License"); you may not use this file except in compliance // with the License. You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. 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/internal/util/importutilv2/common" "github.com/milvus-io/milvus/pkg/v2/log" "github.com/milvus-io/milvus/pkg/v2/util/merr" ) type Row = map[storage.FieldID]any type reader struct { ctx context.Context cm storage.ChunkManager cmr storage.FileReader 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, nullkey string) (*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 := common.EstimateReadCountPerBatch(bufferSize, schema) if err != nil { return nil, err } 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, nullkey) if err != nil { return nil, err } return &reader{ ctx: ctx, cm: cm, cmr: cmReader, 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() { if r.cmr != nil { r.cmr.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 }