mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-10 07:49:29 +08:00
88b373b024
issue: #34357
Go Parquet uses dictionary encoding by default, and it will fall back to
plain encoding if the dictionary size exceeds the dictionary size page
limit. Users can specify custom fallback encoding by using
`parquet.WithEncoding(ENCODING_METHOD)` in writer properties. However,
Go Parquet [fallbacks to plain
encoding](e65c1e295d/go/parquet/file/column_writer_types.gen.go.tmpl (L238)
)
rather than custom encoding method users provide. Therefore, this patch
only turns off dictionary encoding for the primary key.
With a 5 million auto ID primary key benchmark, the parquet file size
improves from 13.93 MB to 8.36 MB when dictionary encoding is turned
off, reducing primary key storage space by 40%.
Signed-off-by: shaoting-huang <shaoting.huang@zilliz.com>
534 lines
14 KiB
Go
534 lines
14 KiB
Go
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package storage
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import (
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"fmt"
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"os"
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"testing"
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"time"
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"github.com/golang/protobuf/proto"
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"github.com/stretchr/testify/assert"
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"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
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"github.com/milvus-io/milvus-proto/go-api/v2/msgpb"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/proto/etcdpb"
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"github.com/milvus-io/milvus/pkg/common"
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"github.com/milvus-io/milvus/pkg/util/funcutil"
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"github.com/milvus-io/milvus/pkg/util/tsoutil"
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"github.com/milvus-io/milvus/pkg/util/uniquegenerator"
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)
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func TestPrintBinlogFilesInt64(t *testing.T) {
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w := NewInsertBinlogWriter(schemapb.DataType_Int64, 10, 20, 30, 40, false)
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curTS := time.Now().UnixNano() / int64(time.Millisecond)
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e1, err := w.NextInsertEventWriter()
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assert.NoError(t, err)
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err = e1.AddDataToPayload([]int64{1, 2, 3}, nil)
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assert.NoError(t, err)
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err = e1.AddDataToPayload([]int32{4, 5, 6}, nil)
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assert.Error(t, err)
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err = e1.AddDataToPayload([]int64{4, 5, 6}, nil)
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assert.NoError(t, err)
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e1.SetEventTimestamp(tsoutil.ComposeTS(curTS+10*60*1000, 0), tsoutil.ComposeTS(curTS+20*60*1000, 0))
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e2, err := w.NextInsertEventWriter()
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assert.NoError(t, err)
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err = e2.AddDataToPayload([]int64{7, 8, 9}, nil)
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assert.NoError(t, err)
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err = e2.AddDataToPayload([]bool{true, false, true}, nil)
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assert.Error(t, err)
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err = e2.AddDataToPayload([]int64{10, 11, 12}, nil)
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assert.NoError(t, err)
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e2.SetEventTimestamp(tsoutil.ComposeTS(curTS+30*60*1000, 0), tsoutil.ComposeTS(curTS+40*60*1000, 0))
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w.SetEventTimeStamp(tsoutil.ComposeTS(curTS, 0), tsoutil.ComposeTS(curTS+3600*1000, 0))
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_, err = w.GetBuffer()
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assert.Error(t, err)
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sizeTotal := 20000000
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w.AddExtra(originalSizeKey, fmt.Sprintf("%v", sizeTotal))
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err = w.Finish()
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assert.NoError(t, err)
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buf, err := w.GetBuffer()
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assert.NoError(t, err)
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w.Close()
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fd, err := os.CreateTemp("", "binlog_int64.db")
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defer os.RemoveAll(fd.Name())
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assert.NoError(t, err)
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num, err := fd.Write(buf)
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assert.NoError(t, err)
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assert.Equal(t, num, len(buf))
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err = fd.Close()
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assert.NoError(t, err)
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}
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func TestPrintBinlogFiles(t *testing.T) {
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Schema := &etcdpb.CollectionMeta{
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ID: 1,
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CreateTime: 1,
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SegmentIDs: []int64{0, 1},
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PartitionTags: []string{"partition_0", "partition_1"},
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Schema: &schemapb.CollectionSchema{
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Name: "schema",
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Description: "schema",
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AutoID: true,
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Fields: []*schemapb.FieldSchema{
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{
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FieldID: 0,
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Name: "row_id",
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IsPrimaryKey: false,
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Description: "row_id",
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DataType: schemapb.DataType_Int64,
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},
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{
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FieldID: 1,
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Name: "Ts",
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IsPrimaryKey: false,
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Description: "Ts",
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DataType: schemapb.DataType_Int64,
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},
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{
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FieldID: 100,
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Name: "field_bool",
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IsPrimaryKey: false,
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Description: "description_2",
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DataType: schemapb.DataType_Bool,
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},
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{
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FieldID: 101,
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Name: "field_int8",
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IsPrimaryKey: false,
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Description: "description_3",
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DataType: schemapb.DataType_Int8,
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},
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{
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FieldID: 102,
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Name: "field_int16",
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IsPrimaryKey: false,
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Description: "description_4",
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DataType: schemapb.DataType_Int16,
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},
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{
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FieldID: 103,
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Name: "field_int32",
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IsPrimaryKey: false,
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Description: "description_5",
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DataType: schemapb.DataType_Int32,
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},
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{
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FieldID: 104,
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Name: "field_int64",
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IsPrimaryKey: false,
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Description: "description_6",
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DataType: schemapb.DataType_Int64,
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},
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{
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FieldID: 105,
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Name: "field_float",
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IsPrimaryKey: false,
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Description: "description_7",
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DataType: schemapb.DataType_Float,
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},
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{
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FieldID: 106,
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Name: "field_double",
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IsPrimaryKey: false,
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Description: "description_8",
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DataType: schemapb.DataType_Double,
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},
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{
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FieldID: 107,
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Name: "field_string",
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IsPrimaryKey: false,
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Description: "description_9",
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DataType: schemapb.DataType_String,
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},
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{
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FieldID: 108,
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Name: "field_binary_vector",
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IsPrimaryKey: false,
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Description: "description_10",
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DataType: schemapb.DataType_BinaryVector,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: common.DimKey, Value: "8"},
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},
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},
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{
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FieldID: 109,
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Name: "field_float_vector",
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IsPrimaryKey: false,
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Description: "description_11",
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DataType: schemapb.DataType_FloatVector,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: common.DimKey, Value: "8"},
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},
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},
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{
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FieldID: 110,
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Name: "field_json",
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IsPrimaryKey: false,
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Description: "description_12",
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DataType: schemapb.DataType_JSON,
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},
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{
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FieldID: 111,
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Name: "field_bfloat16_vector",
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IsPrimaryKey: false,
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Description: "description_13",
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DataType: schemapb.DataType_BFloat16Vector,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: common.DimKey, Value: "4"},
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},
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},
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{
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FieldID: 112,
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Name: "field_float16_vector",
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IsPrimaryKey: false,
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Description: "description_14",
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DataType: schemapb.DataType_Float16Vector,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: common.DimKey, Value: "4"},
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},
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},
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},
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},
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}
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insertCodec := NewInsertCodecWithSchema(Schema)
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insertDataFirst := &InsertData{
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Data: map[int64]FieldData{
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0: &Int64FieldData{
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Data: []int64{3, 4},
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},
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1: &Int64FieldData{
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Data: []int64{3, 4},
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},
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100: &BoolFieldData{
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Data: []bool{true, false},
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},
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101: &Int8FieldData{
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Data: []int8{3, 4},
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},
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102: &Int16FieldData{
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Data: []int16{3, 4},
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},
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103: &Int32FieldData{
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Data: []int32{3, 4},
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},
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104: &Int64FieldData{
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Data: []int64{3, 4},
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},
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105: &FloatFieldData{
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Data: []float32{3, 4},
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},
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106: &DoubleFieldData{
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Data: []float64{3, 4},
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},
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107: &StringFieldData{
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Data: []string{"3", "4"},
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},
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108: &BinaryVectorFieldData{
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Data: []byte{0, 255},
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Dim: 8,
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},
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109: &FloatVectorFieldData{
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Data: []float32{0, 1, 2, 3, 4, 5, 6, 7, 0, 1, 2, 3, 4, 5, 6, 7},
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Dim: 8,
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},
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110: &JSONFieldData{
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Data: [][]byte{
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[]byte(`{}`),
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[]byte(`{"key":"hello"}`),
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},
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},
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111: &BFloat16VectorFieldData{
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Data: []byte("12345678"),
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Dim: 4,
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},
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112: &Float16VectorFieldData{
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Data: []byte("12345678"),
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Dim: 4,
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},
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},
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}
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insertDataSecond := &InsertData{
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Data: map[int64]FieldData{
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0: &Int64FieldData{
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Data: []int64{1, 2},
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},
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1: &Int64FieldData{
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Data: []int64{1, 2},
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},
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100: &BoolFieldData{
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Data: []bool{true, false},
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},
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101: &Int8FieldData{
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Data: []int8{1, 2},
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},
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102: &Int16FieldData{
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Data: []int16{1, 2},
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},
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103: &Int32FieldData{
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Data: []int32{1, 2},
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},
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104: &Int64FieldData{
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Data: []int64{1, 2},
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},
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105: &FloatFieldData{
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Data: []float32{1, 2},
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},
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106: &DoubleFieldData{
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Data: []float64{1, 2},
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},
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107: &StringFieldData{
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Data: []string{"1", "2"},
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},
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108: &BinaryVectorFieldData{
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Data: []byte{0, 255},
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Dim: 8,
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},
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109: &FloatVectorFieldData{
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Data: []float32{0, 1, 2, 3, 4, 5, 6, 7, 0, 1, 2, 3, 4, 5, 6, 7},
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Dim: 8,
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},
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110: &JSONFieldData{
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Data: [][]byte{
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[]byte(`{}`),
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[]byte(`{"key":"world"}`),
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},
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},
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111: &BFloat16VectorFieldData{
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Data: []byte("abcdefgh"),
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Dim: 4,
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},
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112: &Float16VectorFieldData{
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Data: []byte("abcdefgh"),
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Dim: 4,
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},
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},
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}
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firstBlobs, err := insertCodec.Serialize(1, 1, insertDataFirst)
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assert.NoError(t, err)
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var binlogFiles []string
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for index, blob := range firstBlobs {
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blob.Key = fmt.Sprintf("1/insert_log/2/3/4/5/%d", 100)
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fileName := fmt.Sprintf("/tmp/firstblob_%d.db", index)
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binlogFiles = append(binlogFiles, fileName)
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fd, err := os.Create(fileName)
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assert.NoError(t, err)
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num, err := fd.Write(blob.GetValue())
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assert.NoError(t, err)
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assert.Equal(t, num, len(blob.GetValue()))
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err = fd.Close()
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assert.NoError(t, err)
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}
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secondBlobs, err := insertCodec.Serialize(1, 1, insertDataSecond)
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assert.NoError(t, err)
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for index, blob := range secondBlobs {
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blob.Key = fmt.Sprintf("1/insert_log/2/3/4/5/%d", 99)
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fileName := fmt.Sprintf("/tmp/secondblob_%d.db", index)
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binlogFiles = append(binlogFiles, fileName)
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fd, err := os.Create(fileName)
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assert.NoError(t, err)
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num, err := fd.Write(blob.GetValue())
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assert.NoError(t, err)
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assert.Equal(t, num, len(blob.GetValue()))
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err = fd.Close()
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assert.NoError(t, err)
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}
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binlogFiles = append(binlogFiles, "test")
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PrintBinlogFiles(binlogFiles)
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for _, file := range binlogFiles {
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_ = os.RemoveAll(file)
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}
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}
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func TestPrintDDFiles(t *testing.T) {
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dataDefinitionCodec := NewDataDefinitionCodec(int64(1))
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ts := []Timestamp{
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1,
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2,
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3,
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4,
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}
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collID := int64(1)
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partitionID := int64(1)
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collName := "test"
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partitionName := "test"
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createCollReq := msgpb.CreateCollectionRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_CreateCollection,
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MsgID: 1,
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Timestamp: 1,
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SourceID: 1,
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},
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CollectionID: collID,
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Schema: make([]byte, 0),
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CollectionName: collName,
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DbName: "DbName",
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DbID: UniqueID(0),
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}
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createCollString, err := proto.Marshal(&createCollReq)
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assert.NoError(t, err)
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dropCollReq := msgpb.DropCollectionRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_DropCollection,
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MsgID: 2,
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Timestamp: 2,
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SourceID: 2,
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},
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CollectionID: collID,
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CollectionName: collName,
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DbName: "DbName",
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DbID: UniqueID(0),
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}
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dropCollString, err := proto.Marshal(&dropCollReq)
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assert.NoError(t, err)
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createPartitionReq := msgpb.CreatePartitionRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_CreatePartition,
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MsgID: 3,
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Timestamp: 3,
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SourceID: 3,
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},
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CollectionID: collID,
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PartitionID: partitionID,
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CollectionName: collName,
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PartitionName: partitionName,
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DbName: "DbName",
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DbID: UniqueID(0),
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}
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createPartitionString, err := proto.Marshal(&createPartitionReq)
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assert.NoError(t, err)
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dropPartitionReq := msgpb.DropPartitionRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_DropPartition,
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MsgID: 4,
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Timestamp: 4,
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SourceID: 4,
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},
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CollectionID: collID,
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PartitionID: partitionID,
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CollectionName: collName,
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PartitionName: partitionName,
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DbName: "DbName",
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DbID: UniqueID(0),
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}
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dropPartitionString, err := proto.Marshal(&dropPartitionReq)
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assert.NoError(t, err)
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ddRequests := []string{
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string(createCollString),
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string(dropCollString),
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string(createPartitionString),
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string(dropPartitionString),
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}
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eventTypeCodes := []EventTypeCode{
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CreateCollectionEventType,
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DropCollectionEventType,
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CreatePartitionEventType,
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DropPartitionEventType,
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}
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blobs, err := dataDefinitionCodec.Serialize(ts, ddRequests, eventTypeCodes)
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assert.NoError(t, err)
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var binlogFiles []string
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for index, blob := range blobs {
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blob.Key = fmt.Sprintf("1/data_definition/3/4/5/%d", 99)
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fileName := fmt.Sprintf("/tmp/ddblob_%d.db", index)
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binlogFiles = append(binlogFiles, fileName)
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fd, err := os.Create(fileName)
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assert.NoError(t, err)
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num, err := fd.Write(blob.GetValue())
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assert.NoError(t, err)
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assert.Equal(t, num, len(blob.GetValue()))
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err = fd.Close()
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assert.NoError(t, err)
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}
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resultTs, resultRequests, err := dataDefinitionCodec.Deserialize(blobs)
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assert.NoError(t, err)
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assert.Equal(t, resultTs, ts)
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assert.Equal(t, resultRequests, ddRequests)
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PrintBinlogFiles(binlogFiles)
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for _, file := range binlogFiles {
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_ = os.RemoveAll(file)
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}
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}
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func TestPrintIndexFile(t *testing.T) {
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indexBuildID := UniqueID(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
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version := int64(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
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collectionID := UniqueID(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
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partitionID := UniqueID(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
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segmentID := UniqueID(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
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fieldID := UniqueID(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
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indexName := funcutil.GenRandomStr()
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indexID := UniqueID(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
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indexParams := make(map[string]string)
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indexParams[common.IndexTypeKey] = "IVF_FLAT"
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datas := []*Blob{
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{
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Key: "ivf1",
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Value: []byte{1, 2, 3},
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},
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{
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Key: "ivf2",
|
|
Value: []byte{4, 5, 6},
|
|
},
|
|
{
|
|
Key: "SLICE_META",
|
|
Value: []byte(`"{"meta":[{"name":"IVF","slice_num":5,"total_len":20047555},{"name":"RAW_DATA","slice_num":20,"total_len":80025824}]}"`),
|
|
},
|
|
}
|
|
|
|
codec := NewIndexFileBinlogCodec()
|
|
|
|
serializedBlobs, err := codec.Serialize(indexBuildID, version, collectionID, partitionID, segmentID, fieldID, indexParams, indexName, indexID, datas)
|
|
assert.NoError(t, err)
|
|
|
|
var binlogFiles []string
|
|
for index, blob := range serializedBlobs {
|
|
fileName := fmt.Sprintf("/tmp/index_blob_%d.binlog", index)
|
|
binlogFiles = append(binlogFiles, fileName)
|
|
fd, err := os.Create(fileName)
|
|
assert.NoError(t, err)
|
|
num, err := fd.Write(blob.GetValue())
|
|
assert.NoError(t, err)
|
|
assert.Equal(t, num, len(blob.GetValue()))
|
|
err = fd.Close()
|
|
assert.NoError(t, err)
|
|
}
|
|
|
|
err = PrintBinlogFiles(binlogFiles)
|
|
assert.NoError(t, err)
|
|
|
|
// remove tmp files
|
|
for _, file := range binlogFiles {
|
|
_ = os.RemoveAll(file)
|
|
}
|
|
}
|