// 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 parquet import ( "context" "fmt" "io" "github.com/apache/arrow/go/v17/arrow/memory" "github.com/apache/arrow/go/v17/parquet" "github.com/apache/arrow/go/v17/parquet/file" "github.com/apache/arrow/go/v17/parquet/pqarrow" "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" "github.com/milvus-io/milvus/pkg/v2/util/typeutil" ) const totalReadBufferSize = int64(64 * 1024 * 1024) type reader struct { ctx context.Context cm storage.ChunkManager cmr storage.FileReader schema *schemapb.CollectionSchema path string r *file.Reader fileSize *atomic.Int64 bufferSize int count int64 frs map[int64]*FieldReader // fieldID -> FieldReader } func NewReader(ctx context.Context, cm storage.ChunkManager, schema *schemapb.CollectionSchema, path string, bufferSize int) (*reader, error) { cmReader, err := cm.Reader(ctx, path) if err != nil { return nil, err } allFields := typeutil.GetAllFieldSchemas(schema) // Each ColumnReader consumes ReaderProperties.BufferSize memory independently. // Therefore, the bufferSize should be divided by the number of columns // to ensure total memory usage stays within the intended limit. columnReaderBufferSize := totalReadBufferSize / int64(len(allFields)) r, err := file.NewParquetReader(cmReader, file.WithReadProps(&parquet.ReaderProperties{ BufferSize: columnReaderBufferSize, BufferedStreamEnabled: true, })) if err != nil { return nil, merr.WrapErrImportFailed(fmt.Sprintf("new parquet reader failed, err=%v", err)) } log.Info("parquet file info", zap.Int("row group num", r.NumRowGroups()), zap.Int64("num rows", r.NumRows())) count, err := common.EstimateReadCountPerBatch(bufferSize, schema) if err != nil { return nil, err } readProps := pqarrow.ArrowReadProperties{ BatchSize: count, } fileReader, err := pqarrow.NewFileReader(r, readProps, memory.DefaultAllocator) if err != nil { return nil, merr.WrapErrImportFailed(fmt.Sprintf("new parquet file reader failed, err=%v", err)) } crs, err := CreateFieldReaders(ctx, fileReader, schema) if err != nil { return nil, err } return &reader{ ctx: ctx, cm: cm, cmr: cmReader, schema: schema, fileSize: atomic.NewInt64(0), path: path, r: r, bufferSize: bufferSize, count: count, frs: crs, }, nil } func (r *reader) Read() (*storage.InsertData, error) { insertData, err := storage.NewInsertData(r.schema) if err != nil { return nil, err } OUTER: for { for fieldID, cr := range r.frs { data, validData, err := cr.Next(r.count) if err != nil { return nil, err } if data == nil { break OUTER } err = insertData.Data[fieldID].AppendRows(data, validData) if err != nil { return nil, err } } if insertData.GetMemorySize() >= r.bufferSize { break } } for fieldID := range r.frs { if insertData.Data[fieldID].RowNum() == 0 { return nil, io.EOF } } return insertData, nil } func (r *reader) Size() (int64, error) { if size := r.fileSize.Load(); size != 0 { return size, nil } size, err := r.cm.Size(r.ctx, r.path) if err != nil { return 0, err } r.fileSize.Store(size) return size, nil } func (r *reader) Close() { err := r.r.Close() if err != nil { log.Warn("close parquet reader failed", zap.Error(err)) } if r.cmr != nil { r.cmr.Close() } }