// 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 numpy import ( "context" "fmt" "io" "path/filepath" "strings" "github.com/samber/lo" "go.uber.org/atomic" "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/util/merr" ) type reader struct { ctx context.Context cm storage.ChunkManager schema *schemapb.CollectionSchema fileSize *atomic.Int64 paths []string count int64 frs map[int64]*FieldReader // fieldID -> FieldReader } func NewReader(ctx context.Context, cm storage.ChunkManager, schema *schemapb.CollectionSchema, paths []string, bufferSize int) (*reader, error) { fields := lo.KeyBy(schema.GetFields(), func(field *schemapb.FieldSchema) int64 { return field.GetFieldID() }) count, err := calcRowCount(bufferSize, schema) if err != nil { return nil, err } crs := make(map[int64]*FieldReader) readers, err := CreateReaders(ctx, cm, schema, paths) if err != nil { return nil, err } for fieldID, r := range readers { cr, err := NewFieldReader(r, fields[fieldID]) if err != nil { return nil, err } crs[fieldID] = cr } return &reader{ ctx: ctx, cm: cm, schema: schema, fileSize: atomic.NewInt64(0), paths: paths, count: count, frs: crs, }, nil } func (r *reader) Read() (*storage.InsertData, error) { insertData, err := storage.NewInsertData(r.schema) if err != nil { return nil, err } for fieldID, cr := range r.frs { var data any data, err = cr.Next(r.count) if err != nil { return nil, err } if data == nil { return nil, io.EOF } err = insertData.Data[fieldID].AppendRows(data) if err != nil { return nil, err } } err = common.FillDynamicData(insertData, r.schema) if err != nil { return nil, err } return insertData, nil } func (r *reader) Size() (int64, error) { if size := r.fileSize.Load(); size != 0 { return size, nil } size, err := storage.GetFilesSize(r.ctx, r.paths, r.cm) if err != nil { return 0, err } r.fileSize.Store(size) return size, nil } func (r *reader) Close() { for _, cr := range r.frs { cr.Close() } } func CreateReaders(ctx context.Context, cm storage.ChunkManager, schema *schemapb.CollectionSchema, paths []string) (map[int64]io.Reader, error) { readers := make(map[int64]io.Reader) nameToPath := lo.SliceToMap(paths, func(path string) (string, string) { nameWithExt := filepath.Base(path) name := strings.TrimSuffix(nameWithExt, filepath.Ext(nameWithExt)) return name, path }) for _, field := range schema.GetFields() { if field.GetIsPrimaryKey() && field.GetAutoID() { if _, ok := nameToPath[field.GetName()]; ok { return nil, merr.WrapErrImportFailed( fmt.Sprintf("the primary key '%s' is auto-generated, no need to provide", field.GetName())) } continue } if _, ok := nameToPath[field.GetName()]; !ok { if field.GetIsDynamic() { continue } return nil, merr.WrapErrImportFailed( fmt.Sprintf("no file for field: %s, files: %v", field.GetName(), lo.Values(nameToPath))) } reader, err := cm.Reader(ctx, nameToPath[field.GetName()]) if err != nil { return nil, merr.WrapErrImportFailed( fmt.Sprintf("failed to read the file '%s', error: %s", nameToPath[field.GetName()], err.Error())) } readers[field.GetFieldID()] = reader } return readers, nil }