package storage import ( "bytes" "fmt" "github.com/cockroachdb/errors" "github.com/apache/arrow/go/v8/arrow" "github.com/apache/arrow/go/v8/parquet" "github.com/apache/arrow/go/v8/parquet/file" "github.com/milvus-io/milvus-proto/go-api/schemapb" ) // PayloadReader reads data from payload type PayloadReader struct { reader *file.Reader colType schemapb.DataType numRows int64 } func NewPayloadReader(colType schemapb.DataType, buf []byte) (*PayloadReader, error) { if len(buf) == 0 { return nil, errors.New("create Payload reader failed, buffer is empty") } parquetReader, err := file.NewParquetReader(bytes.NewReader(buf)) if err != nil { return nil, err } return &PayloadReader{reader: parquetReader, colType: colType, numRows: parquetReader.NumRows()}, nil } // GetDataFromPayload returns data,length from payload, returns err if failed // Return: // // `interface{}`: all types. // `int`: dim, only meaningful to FLOAT/BINARY VECTOR type. // `error`: error. func (r *PayloadReader) GetDataFromPayload() (interface{}, int, error) { switch r.colType { case schemapb.DataType_Bool: val, err := r.GetBoolFromPayload() return val, 0, err case schemapb.DataType_Int8: val, err := r.GetInt8FromPayload() return val, 0, err case schemapb.DataType_Int16: val, err := r.GetInt16FromPayload() return val, 0, err case schemapb.DataType_Int32: val, err := r.GetInt32FromPayload() return val, 0, err case schemapb.DataType_Int64: val, err := r.GetInt64FromPayload() return val, 0, err case schemapb.DataType_Float: val, err := r.GetFloatFromPayload() return val, 0, err case schemapb.DataType_Double: val, err := r.GetDoubleFromPayload() return val, 0, err case schemapb.DataType_BinaryVector: return r.GetBinaryVectorFromPayload() case schemapb.DataType_FloatVector: return r.GetFloatVectorFromPayload() case schemapb.DataType_String, schemapb.DataType_VarChar: val, err := r.GetStringFromPayload() return val, 0, err default: return nil, 0, errors.New("unknown type") } } // ReleasePayloadReader release payload reader. func (r *PayloadReader) ReleasePayloadReader() { r.Close() } // GetBoolFromPayload returns bool slice from payload. func (r *PayloadReader) GetBoolFromPayload() ([]bool, error) { if r.colType != schemapb.DataType_Bool { return nil, fmt.Errorf("failed to get bool from datatype %v", r.colType.String()) } values := make([]bool, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[bool, *file.BooleanColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } return values, nil } // GetByteFromPayload returns byte slice from payload func (r *PayloadReader) GetByteFromPayload() ([]byte, error) { if r.colType != schemapb.DataType_Int8 { return nil, fmt.Errorf("failed to get byte from datatype %v", r.colType.String()) } values := make([]int32, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[int32, *file.Int32ColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } ret := make([]byte, r.numRows) for i := int64(0); i < r.numRows; i++ { ret[i] = byte(values[i]) } return ret, nil } // GetInt8FromPayload returns int8 slice from payload func (r *PayloadReader) GetInt8FromPayload() ([]int8, error) { if r.colType != schemapb.DataType_Int8 { return nil, fmt.Errorf("failed to get int8 from datatype %v", r.colType.String()) } values := make([]int32, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[int32, *file.Int32ColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } ret := make([]int8, r.numRows) for i := int64(0); i < r.numRows; i++ { ret[i] = int8(values[i]) } return ret, nil } func (r *PayloadReader) GetInt16FromPayload() ([]int16, error) { if r.colType != schemapb.DataType_Int16 { return nil, fmt.Errorf("failed to get int16 from datatype %v", r.colType.String()) } values := make([]int32, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[int32, *file.Int32ColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } ret := make([]int16, r.numRows) for i := int64(0); i < r.numRows; i++ { ret[i] = int16(values[i]) } return ret, nil } func (r *PayloadReader) GetInt32FromPayload() ([]int32, error) { if r.colType != schemapb.DataType_Int32 { return nil, fmt.Errorf("failed to get int32 from datatype %v", r.colType.String()) } values := make([]int32, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[int32, *file.Int32ColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } return values, nil } func (r *PayloadReader) GetInt64FromPayload() ([]int64, error) { if r.colType != schemapb.DataType_Int64 { return nil, fmt.Errorf("failed to get int64 from datatype %v", r.colType.String()) } values := make([]int64, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[int64, *file.Int64ColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } return values, nil } func (r *PayloadReader) GetFloatFromPayload() ([]float32, error) { if r.colType != schemapb.DataType_Float { return nil, fmt.Errorf("failed to get float32 from datatype %v", r.colType.String()) } values := make([]float32, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[float32, *file.Float32ColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } return values, nil } func (r *PayloadReader) GetDoubleFromPayload() ([]float64, error) { if r.colType != schemapb.DataType_Double { return nil, fmt.Errorf("failed to get float32 from datatype %v", r.colType.String()) } values := make([]float64, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[float64, *file.Float64ColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } return values, nil } func (r *PayloadReader) GetStringFromPayload() ([]string, error) { if r.colType != schemapb.DataType_String && r.colType != schemapb.DataType_VarChar { return nil, fmt.Errorf("failed to get string from datatype %v", r.colType.String()) } values := make([]parquet.ByteArray, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[parquet.ByteArray, *file.ByteArrayColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, err } if valuesRead != r.numRows { return nil, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } ret := make([]string, r.numRows) for i := 0; i < int(r.numRows); i++ { ret[i] = values[i].String() } return ret, nil } // GetBinaryVectorFromPayload returns vector, dimension, error func (r *PayloadReader) GetBinaryVectorFromPayload() ([]byte, int, error) { if r.colType != schemapb.DataType_BinaryVector { return nil, -1, fmt.Errorf("failed to get binary vector from datatype %v", r.colType.String()) } dim := r.reader.RowGroup(0).Column(0).Descriptor().TypeLength() values := make([]parquet.FixedLenByteArray, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[parquet.FixedLenByteArray, *file.FixedLenByteArrayColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, -1, err } if valuesRead != r.numRows { return nil, -1, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } ret := make([]byte, int64(dim)*r.numRows) for i := 0; i < int(r.numRows); i++ { copy(ret[i*dim:(i+1)*dim], values[i]) } return ret, dim * 8, nil } // GetFloatVectorFromPayload returns vector, dimension, error func (r *PayloadReader) GetFloatVectorFromPayload() ([]float32, int, error) { if r.colType != schemapb.DataType_FloatVector { return nil, -1, fmt.Errorf("failed to get float vector from datatype %v", r.colType.String()) } dim := r.reader.RowGroup(0).Column(0).Descriptor().TypeLength() / 4 values := make([]parquet.FixedLenByteArray, r.numRows) valuesRead, err := ReadDataFromAllRowGroups[parquet.FixedLenByteArray, *file.FixedLenByteArrayColumnChunkReader](r.reader, values, 0, r.numRows) if err != nil { return nil, -1, err } if valuesRead != r.numRows { return nil, -1, fmt.Errorf("expect %d rows, but got valuesRead = %d", r.numRows, valuesRead) } ret := make([]float32, int64(dim)*r.numRows) for i := 0; i < int(r.numRows); i++ { copy(arrow.Float32Traits.CastToBytes(ret[i*dim:(i+1)*dim]), values[i]) } return ret, dim, nil } func (r *PayloadReader) GetPayloadLengthFromReader() (int, error) { return int(r.numRows), nil } // Close closes the payload reader func (r *PayloadReader) Close() { r.reader.Close() } // ReadDataFromAllRowGroups iterates all row groups of file.Reader, and convert column to E. // then calls ReadBatch with provided parameters. func ReadDataFromAllRowGroups[T any, E interface { ReadBatch(int64, []T, []int16, []int16) (int64, int, error) }](reader *file.Reader, values []T, columnIdx int, numRows int64) (int64, error) { var offset int64 for i := 0; i < reader.NumRowGroups(); i++ { if columnIdx >= reader.RowGroup(i).NumColumns() { return -1, fmt.Errorf("try to fetch %d-th column of reader but row group has only %d column(s)", columnIdx, reader.RowGroup(i).NumColumns()) } column := reader.RowGroup(i).Column(columnIdx) cReader, ok := column.(E) if !ok { return -1, fmt.Errorf("expect type %T, but got %T", *new(E), column) } _, valuesRead, err := cReader.ReadBatch(numRows, values[offset:], nil, nil) if err != nil { return -1, err } offset += int64(valuesRead) } return offset, nil }