// Copyright (C) 2019-2020 Zilliz. All rights reserved. // // Licensed 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 querynode import ( "encoding/binary" "log" "math" "testing" "github.com/golang/protobuf/proto" "github.com/stretchr/testify/assert" "github.com/milvus-io/milvus/internal/proto/commonpb" "github.com/milvus-io/milvus/internal/proto/milvuspb" ) //-------------------------------------------------------------------------------------- constructor and destructor func TestSegment_newSegment(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) deleteSegment(segment) deleteCollection(collection) } func TestSegment_deleteSegment(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) deleteSegment(segment) deleteCollection(collection) } //-------------------------------------------------------------------------------------- stats functions func TestSegment_getRowCount(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) ids := []int64{1, 2, 3} timestamps := []uint64{0, 0, 0} const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offset, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offset, int64(0)) err = segment.segmentInsert(offset, &ids, ×tamps, &records) assert.NoError(t, err) rowCount := segment.getRowCount() assert.Equal(t, int64(N), rowCount) deleteSegment(segment) deleteCollection(collection) } func TestSegment_getDeletedCount(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) ids := []int64{1, 2, 3} timestamps := []uint64{0, 0, 0} const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offsetInsert, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offsetInsert, int64(0)) err = segment.segmentInsert(offsetInsert, &ids, ×tamps, &records) assert.NoError(t, err) var offsetDelete = segment.segmentPreDelete(10) assert.GreaterOrEqual(t, offsetDelete, int64(0)) err = segment.segmentDelete(offsetDelete, &ids, ×tamps) assert.NoError(t, err) var deletedCount = segment.getDeletedCount() // TODO: assert.Equal(t, deletedCount, len(ids)) assert.Equal(t, deletedCount, int64(0)) deleteCollection(collection) } func TestSegment_getMemSize(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) ids := []int64{1, 2, 3} timestamps := []uint64{0, 0, 0} const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offset, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offset, int64(0)) err = segment.segmentInsert(offset, &ids, ×tamps, &records) assert.NoError(t, err) var memSize = segment.getMemSize() assert.Equal(t, memSize, int64(2785280)) deleteSegment(segment) deleteCollection(collection) } //-------------------------------------------------------------------------------------- dm & search functions func TestSegment_segmentInsert(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) ids := []int64{1, 2, 3} timestamps := []uint64{0, 0, 0} const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offset, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offset, int64(0)) err = segment.segmentInsert(offset, &ids, ×tamps, &records) assert.NoError(t, err) deleteSegment(segment) deleteCollection(collection) } func TestSegment_segmentDelete(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) ids := []int64{1, 2, 3} timestamps := []uint64{0, 0, 0} const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offsetInsert, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offsetInsert, int64(0)) err = segment.segmentInsert(offsetInsert, &ids, ×tamps, &records) assert.NoError(t, err) var offsetDelete = segment.segmentPreDelete(10) assert.GreaterOrEqual(t, offsetDelete, int64(0)) err = segment.segmentDelete(offsetDelete, &ids, ×tamps) assert.NoError(t, err) deleteCollection(collection) } func TestSegment_segmentSearch(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) ids := []int64{1, 2, 3} timestamps := []uint64{0, 0, 0} const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offset, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offset, int64(0)) err = segment.segmentInsert(offset, &ids, ×tamps, &records) assert.NoError(t, err) dslString := "{\"bool\": { \n\"vector\": {\n \"vec\": {\n \"metric_type\": \"L2\", \n \"params\": {\n \"nprobe\": 10 \n},\n \"query\": \"$0\",\"topk\": 10 \n } \n } \n } \n }" var searchRawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) searchRawData = append(searchRawData, buf...) } placeholderValue := milvuspb.PlaceholderValue{ Tag: "$0", Type: milvuspb.PlaceholderType_FloatVector, Values: [][]byte{searchRawData}, } placeholderGroup := milvuspb.PlaceholderGroup{ Placeholders: []*milvuspb.PlaceholderValue{&placeholderValue}, } placeHolderGroupBlob, err := proto.Marshal(&placeholderGroup) if err != nil { log.Print("marshal placeholderGroup failed") } searchTimestamp := Timestamp(1020) plan, err := createPlan(*collection, dslString) assert.NoError(t, err) holder, err := parseSearchRequest(plan, placeHolderGroupBlob) assert.NoError(t, err) placeholderGroups := make([]*searchRequest, 0) placeholderGroups = append(placeholderGroups, holder) searchResults := make([]*SearchResult, 0) matchedSegments := make([]*Segment, 0) searchResult, err := segment.segmentSearch(plan, placeholderGroups, []Timestamp{searchTimestamp}) assert.Nil(t, err) searchResults = append(searchResults, searchResult) matchedSegments = append(matchedSegments, segment) /////////////////////////////////// inReduced := make([]bool, len(searchResults)) numSegment := int64(len(searchResults)) err2 := reduceSearchResults(searchResults, numSegment, inReduced) assert.NoError(t, err2) err = fillTargetEntry(plan, searchResults, matchedSegments, inReduced) assert.NoError(t, err) marshaledHits, err := reorganizeQueryResults(plan, placeholderGroups, searchResults, numSegment, inReduced) assert.NoError(t, err) hitsBlob, err := marshaledHits.getHitsBlob() assert.NoError(t, err) var placeHolderOffset int64 = 0 for index := range placeholderGroups { hitBlobSizePeerQuery, err := marshaledHits.hitBlobSizeInGroup(int64(index)) assert.NoError(t, err) hits := make([][]byte, 0) for _, len := range hitBlobSizePeerQuery { hits = append(hits, hitsBlob[placeHolderOffset:placeHolderOffset+len]) placeHolderOffset += len } } deleteSearchResults(searchResults) deleteMarshaledHits(marshaledHits) /////////////////////////////////// plan.delete() holder.delete() deleteSegment(segment) deleteCollection(collection) } //-------------------------------------------------------------------------------------- preDm functions func TestSegment_segmentPreInsert(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offset, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offset, int64(0)) deleteSegment(segment) deleteCollection(collection) } func TestSegment_segmentPreDelete(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) segment := newSegment(collection, segmentID, defaultPartitionID, collectionID, segmentTypeGrowing) assert.Equal(t, segmentID, segment.segmentID) ids := []int64{1, 2, 3} timestamps := []uint64{0, 0, 0} const DIM = 16 const N = 3 var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} var rawData []byte for _, ele := range vec { buf := make([]byte, 4) binary.LittleEndian.PutUint32(buf, math.Float32bits(ele)) rawData = append(rawData, buf...) } bs := make([]byte, 4) binary.LittleEndian.PutUint32(bs, 1) rawData = append(rawData, bs...) var records []*commonpb.Blob for i := 0; i < N; i++ { blob := &commonpb.Blob{ Value: rawData, } records = append(records, blob) } offsetInsert, err := segment.segmentPreInsert(N) assert.Nil(t, err) assert.GreaterOrEqual(t, offsetInsert, int64(0)) err = segment.segmentInsert(offsetInsert, &ids, ×tamps, &records) assert.NoError(t, err) var offsetDelete = segment.segmentPreDelete(10) assert.GreaterOrEqual(t, offsetDelete, int64(0)) deleteSegment(segment) deleteCollection(collection) } func TestSegment_segmentLoadFieldData(t *testing.T) { collectionID := UniqueID(0) collectionMeta := genTestCollectionMeta(collectionID, false) collection := newCollection(collectionMeta.ID, collectionMeta.Schema) assert.Equal(t, collection.ID(), collectionID) segmentID := UniqueID(0) partitionID := UniqueID(0) segment := newSegment(collection, segmentID, partitionID, collectionID, segmentTypeSealed) assert.Equal(t, segmentID, segment.segmentID) assert.Equal(t, partitionID, segment.partitionID) const N = 16 var ages = []int32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16} err := segment.segmentLoadFieldData(101, N, ages) assert.NoError(t, err) deleteSegment(segment) deleteCollection(collection) }