yihao.dai 3d07b6682c
feat: Add import reader for numpy (#29253)
This PR implements a new numpy reader for import.

issue: https://github.com/milvus-io/milvus/issues/28521

---------

Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
2024-01-08 19:42:49 +08:00

83 lines
2.1 KiB
Go

// 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 (
"io"
"github.com/samber/lo"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
"github.com/milvus-io/milvus/internal/storage"
)
type Reader struct {
schema *schemapb.CollectionSchema
count int64
frs map[int64]*FieldReader // fieldID -> FieldReader
}
func NewReader(schema *schemapb.CollectionSchema, readers map[int64]io.Reader, 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)
for fieldID, r := range readers {
cr, err := NewFieldReader(r, fields[fieldID])
if err != nil {
return nil, err
}
crs[fieldID] = cr
}
return &Reader{
schema: schema,
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 {
data, err := cr.Next(r.count)
if err != nil {
return nil, err
}
if data == nil {
return nil, nil
}
err = insertData.Data[fieldID].AppendRows(data)
if err != nil {
return nil, err
}
}
return insertData, nil
}
func (r *Reader) Close() {
for _, cr := range r.frs {
cr.Close()
}
}