mirror of
https://gitee.com/milvus-io/milvus.git
synced 2025-12-07 17:48:29 +08:00
3c80083f51
add sparse float vector support to different milvus components, including proxy, data node to receive and write sparse float vectors to binlog, query node to handle search requests, index node to build index for sparse float column, etc. https://github.com/milvus-io/milvus/issues/29419 --------- Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
956 lines
24 KiB
Go
956 lines
24 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 proxy
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import (
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"context"
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"encoding/json"
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"os"
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"testing"
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"github.com/cockroachdb/errors"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/mock"
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"google.golang.org/grpc"
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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/milvuspb"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/mocks"
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"github.com/milvus-io/milvus/internal/proto/indexpb"
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"github.com/milvus-io/milvus/internal/proto/querypb"
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"github.com/milvus-io/milvus/pkg/common"
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"github.com/milvus-io/milvus/pkg/config"
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"github.com/milvus-io/milvus/pkg/util/funcutil"
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"github.com/milvus-io/milvus/pkg/util/merr"
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"github.com/milvus-io/milvus/pkg/util/paramtable"
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"github.com/milvus-io/milvus/pkg/util/typeutil"
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)
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func TestMain(m *testing.M) {
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paramtable.Init()
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code := m.Run()
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os.Exit(code)
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}
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func TestGetIndexStateTask_Execute(t *testing.T) {
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dbName := funcutil.GenRandomStr()
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collectionName := funcutil.GenRandomStr()
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collectionID := UniqueID(1)
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fieldName := funcutil.GenRandomStr()
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indexName := ""
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ctx := context.Background()
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rootCoord := newMockRootCoord()
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queryCoord := getMockQueryCoord()
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datacoord := NewDataCoordMock()
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gist := &getIndexStateTask{
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GetIndexStateRequest: &milvuspb.GetIndexStateRequest{
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Base: &commonpb.MsgBase{},
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DbName: dbName,
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CollectionName: collectionName,
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FieldName: fieldName,
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IndexName: indexName,
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},
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ctx: ctx,
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rootCoord: rootCoord,
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dataCoord: datacoord,
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result: &milvuspb.GetIndexStateResponse{
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Status: &commonpb.Status{ErrorCode: commonpb.ErrorCode_UnexpectedError, Reason: "mock-1"},
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State: commonpb.IndexState_Unissued,
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},
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collectionID: collectionID,
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}
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shardMgr := newShardClientMgr()
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// failed to get collection id.
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err := InitMetaCache(ctx, rootCoord, queryCoord, shardMgr)
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assert.NoError(t, err)
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assert.Error(t, gist.Execute(ctx))
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rootCoord.DescribeCollectionFunc = func(ctx context.Context, request *milvuspb.DescribeCollectionRequest, opts ...grpc.CallOption) (*milvuspb.DescribeCollectionResponse, error) {
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return &milvuspb.DescribeCollectionResponse{
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Status: merr.Success(),
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Schema: newTestSchema(),
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CollectionID: collectionID,
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CollectionName: request.CollectionName,
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}, nil
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}
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rootCoord.ShowPartitionsFunc = func(ctx context.Context, request *milvuspb.ShowPartitionsRequest, opts ...grpc.CallOption) (*milvuspb.ShowPartitionsResponse, error) {
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return &milvuspb.ShowPartitionsResponse{
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Status: merr.Success(),
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}, nil
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}
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datacoord.GetIndexStateFunc = func(ctx context.Context, request *indexpb.GetIndexStateRequest, opts ...grpc.CallOption) (*indexpb.GetIndexStateResponse, error) {
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return &indexpb.GetIndexStateResponse{
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Status: merr.Success(),
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State: commonpb.IndexState_Finished,
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FailReason: "",
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}, nil
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}
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assert.NoError(t, gist.Execute(ctx))
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assert.Equal(t, commonpb.IndexState_Finished, gist.result.GetState())
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}
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func TestDropIndexTask_PreExecute(t *testing.T) {
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collectionName := "collection1"
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collectionID := UniqueID(1)
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fieldName := "field1"
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indexName := "_default_idx_101"
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paramtable.Init()
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qc := getMockQueryCoord()
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qc.EXPECT().ShowCollections(mock.Anything, mock.Anything).Return(&querypb.ShowCollectionsResponse{
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Status: merr.Success(),
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CollectionIDs: []int64{},
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}, nil)
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dc := NewDataCoordMock()
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ctx := context.Background()
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mockCache := NewMockCache(t)
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mockCache.On("GetCollectionID",
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mock.Anything, // context.Context
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mock.AnythingOfType("string"),
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mock.AnythingOfType("string"),
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).Return(collectionID, nil)
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globalMetaCache = mockCache
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dit := dropIndexTask{
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ctx: ctx,
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DropIndexRequest: &milvuspb.DropIndexRequest{
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Base: &commonpb.MsgBase{
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MsgType: 0,
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MsgID: 0,
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Timestamp: 0,
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SourceID: 0,
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TargetID: 0,
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},
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CollectionName: collectionName,
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FieldName: fieldName,
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IndexName: indexName,
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},
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dataCoord: dc,
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queryCoord: qc,
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result: nil,
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collectionID: collectionID,
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}
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t.Run("normal", func(t *testing.T) {
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err := dit.PreExecute(ctx)
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assert.NoError(t, err)
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})
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t.Run("get collectionID error", func(t *testing.T) {
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mockCache := NewMockCache(t)
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mockCache.On("GetCollectionID",
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mock.Anything, // context.Context
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mock.AnythingOfType("string"),
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mock.AnythingOfType("string"),
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).Return(UniqueID(0), errors.New("error"))
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globalMetaCache = mockCache
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err := dit.PreExecute(ctx)
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assert.Error(t, err)
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})
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mockCache.On("GetCollectionID",
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mock.Anything, // context.Context
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mock.AnythingOfType("string"),
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mock.AnythingOfType("string"),
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).Return(collectionID, nil)
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globalMetaCache = mockCache
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t.Run("coll has been loaded", func(t *testing.T) {
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qc := getMockQueryCoord()
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qc.EXPECT().ShowCollections(mock.Anything, mock.Anything).Return(&querypb.ShowCollectionsResponse{
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Status: merr.Success(),
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CollectionIDs: []int64{collectionID},
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}, nil)
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dit.queryCoord = qc
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err := dit.PreExecute(ctx)
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assert.Error(t, err)
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})
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t.Run("show collection error", func(t *testing.T) {
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qc := getMockQueryCoord()
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qc.EXPECT().ShowCollections(mock.Anything, mock.Anything).Return(nil, errors.New("error"))
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dit.queryCoord = qc
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err := dit.PreExecute(ctx)
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assert.Error(t, err)
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})
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t.Run("show collection fail", func(t *testing.T) {
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qc := getMockQueryCoord()
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qc.EXPECT().ShowCollections(mock.Anything, mock.Anything).Return(&querypb.ShowCollectionsResponse{
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Status: &commonpb.Status{
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ErrorCode: commonpb.ErrorCode_UnexpectedError,
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Reason: "fail reason",
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},
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}, nil)
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dit.queryCoord = qc
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err := dit.PreExecute(ctx)
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assert.Error(t, err)
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})
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}
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func getMockQueryCoord() *mocks.MockQueryCoordClient {
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qc := &mocks.MockQueryCoordClient{}
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successStatus := &commonpb.Status{ErrorCode: commonpb.ErrorCode_Success}
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qc.EXPECT().LoadCollection(mock.Anything, mock.Anything).Return(successStatus, nil)
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qc.EXPECT().GetShardLeaders(mock.Anything, mock.Anything).Return(&querypb.GetShardLeadersResponse{
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Status: successStatus,
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Shards: []*querypb.ShardLeadersList{
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{
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ChannelName: "channel-1",
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NodeIds: []int64{1, 2, 3},
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NodeAddrs: []string{"localhost:9000", "localhost:9001", "localhost:9002"},
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},
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},
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}, nil)
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return qc
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}
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func TestCreateIndexTask_PreExecute(t *testing.T) {
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collectionName := "collection1"
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collectionID := UniqueID(1)
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fieldName := newTestSchema().Fields[0].Name
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dc := NewDataCoordMock()
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ctx := context.Background()
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mockCache := NewMockCache(t)
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mockCache.On("GetCollectionID",
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mock.Anything, // context.Context
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mock.AnythingOfType("string"),
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mock.AnythingOfType("string"),
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).Return(collectionID, nil)
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mockCache.On("GetCollectionSchema",
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mock.Anything, // context.Context
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mock.AnythingOfType("string"),
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mock.AnythingOfType("string"),
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).Return(newSchemaInfo(newTestSchema()), nil)
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globalMetaCache = mockCache
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cit := createIndexTask{
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ctx: ctx,
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req: &milvuspb.CreateIndexRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_CreateIndex,
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},
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CollectionName: collectionName,
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FieldName: fieldName,
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},
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datacoord: dc,
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result: nil,
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collectionID: collectionID,
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}
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t.Run("normal", func(t *testing.T) {
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err := cit.PreExecute(ctx)
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assert.NoError(t, err)
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})
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}
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func Test_sparse_parseIndexParams(t *testing.T) {
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cit := &createIndexTask{
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Condition: nil,
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req: &milvuspb.CreateIndexRequest{
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Base: nil,
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DbName: "",
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CollectionName: "",
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FieldName: "",
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ExtraParams: []*commonpb.KeyValuePair{
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{
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Key: common.IndexTypeKey,
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Value: "SPARSE_INVERTED_INDEX",
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},
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{
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Key: MetricTypeKey,
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Value: "IP",
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},
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{
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Key: common.IndexParamsKey,
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Value: "{\"drop_ratio_build\": 0.3}",
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},
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},
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IndexName: "",
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},
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ctx: nil,
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rootCoord: nil,
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result: nil,
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isAutoIndex: false,
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newIndexParams: nil,
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newTypeParams: nil,
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collectionID: 0,
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fieldSchema: &schemapb.FieldSchema{
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FieldID: 101,
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Name: "FieldID",
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IsPrimaryKey: false,
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Description: "field no.1",
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DataType: schemapb.DataType_SparseFloatVector,
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TypeParams: []*commonpb.KeyValuePair{
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{
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Key: MetricTypeKey,
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Value: "IP",
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},
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},
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},
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}
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t.Run("parse index params", func(t *testing.T) {
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err := cit.parseIndexParams()
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assert.NoError(t, err)
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assert.ElementsMatch(t,
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[]*commonpb.KeyValuePair{
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{
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Key: common.IndexTypeKey,
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Value: "SPARSE_INVERTED_INDEX",
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},
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{
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Key: MetricTypeKey,
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Value: "IP",
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},
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{
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Key: "drop_ratio_build",
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Value: "0.3",
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},
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}, cit.newIndexParams)
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assert.ElementsMatch(t,
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[]*commonpb.KeyValuePair{}, cit.newTypeParams)
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})
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}
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func Test_parseIndexParams(t *testing.T) {
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cit := &createIndexTask{
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Condition: nil,
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req: &milvuspb.CreateIndexRequest{
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Base: nil,
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DbName: "",
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CollectionName: "",
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FieldName: "",
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ExtraParams: []*commonpb.KeyValuePair{
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{
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Key: common.IndexTypeKey,
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Value: "HNSW",
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},
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{
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Key: MetricTypeKey,
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Value: "IP",
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},
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{
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Key: common.IndexParamsKey,
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Value: "{\"M\": 48, \"efConstruction\": 64}",
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},
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{
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Key: DimKey,
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Value: "128",
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},
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},
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IndexName: "",
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},
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ctx: nil,
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rootCoord: nil,
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result: nil,
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isAutoIndex: false,
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newIndexParams: nil,
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newTypeParams: nil,
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collectionID: 0,
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fieldSchema: &schemapb.FieldSchema{
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FieldID: 101,
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Name: "FieldID",
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IsPrimaryKey: false,
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Description: "field no.1",
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DataType: schemapb.DataType_FloatVector,
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TypeParams: []*commonpb.KeyValuePair{
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{
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Key: DimKey,
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Value: "128",
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},
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{
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Key: MetricTypeKey,
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Value: "L2",
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},
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},
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},
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}
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t.Run("parse index params", func(t *testing.T) {
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err := cit.parseIndexParams()
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assert.NoError(t, err)
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assert.ElementsMatch(t,
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[]*commonpb.KeyValuePair{
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{
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Key: common.IndexTypeKey,
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Value: "HNSW",
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},
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{
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Key: MetricTypeKey,
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Value: "IP",
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},
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{
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Key: "M",
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Value: "48",
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},
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{
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Key: "efConstruction",
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Value: "64",
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},
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}, cit.newIndexParams)
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assert.ElementsMatch(t,
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[]*commonpb.KeyValuePair{
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{
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Key: DimKey,
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Value: "128",
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},
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}, cit.newTypeParams)
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})
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cit2 := &createIndexTask{
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Condition: nil,
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req: &milvuspb.CreateIndexRequest{
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Base: nil,
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DbName: "",
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CollectionName: "",
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FieldName: "",
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ExtraParams: []*commonpb.KeyValuePair{
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{
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Key: common.IndexTypeKey,
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Value: "IVF_FLAT",
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},
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{
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Key: MetricTypeKey,
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Value: "L2",
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},
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{
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Key: common.IndexParamsKey,
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Value: "{\"nlist\": 100}",
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},
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{
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Key: DimKey,
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Value: "128",
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},
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},
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IndexName: "",
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},
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ctx: nil,
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rootCoord: nil,
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result: nil,
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isAutoIndex: false,
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newIndexParams: nil,
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newTypeParams: nil,
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collectionID: 0,
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fieldSchema: &schemapb.FieldSchema{
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FieldID: 101,
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Name: "FieldID",
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IsPrimaryKey: false,
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Description: "field no.1",
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DataType: schemapb.DataType_FloatVector,
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TypeParams: []*commonpb.KeyValuePair{
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{
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Key: DimKey,
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Value: "128",
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},
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{
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Key: MetricTypeKey,
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Value: "L2",
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},
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},
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},
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}
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t.Run("parse index params 2", func(t *testing.T) {
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Params.Save(Params.AutoIndexConfig.Enable.Key, "true")
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indexParams := map[string]any{
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common.IndexTypeKey: "HNSW",
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"M": 10,
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"efConstruction": 100,
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}
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indexParamsStr, err := json.Marshal(indexParams)
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assert.NoError(t, err)
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Params.Save(Params.AutoIndexConfig.IndexParams.Key, string(indexParamsStr))
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err = cit2.parseIndexParams()
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assert.NoError(t, err)
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assert.ElementsMatch(t,
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[]*commonpb.KeyValuePair{
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{
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Key: common.IndexTypeKey,
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Value: "HNSW",
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},
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{
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Key: MetricTypeKey,
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Value: "L2",
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},
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{
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Key: "M",
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Value: "10",
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},
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{
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Key: "efConstruction",
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Value: "100",
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},
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{
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Key: "nlist",
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Value: "100",
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},
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}, cit2.newIndexParams)
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assert.ElementsMatch(t,
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[]*commonpb.KeyValuePair{
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{
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Key: DimKey,
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Value: "128",
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},
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}, cit2.newTypeParams)
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})
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t.Run("create index on json field", func(t *testing.T) {
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cit3 := &createIndexTask{
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Condition: nil,
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req: &milvuspb.CreateIndexRequest{
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Base: nil,
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DbName: "",
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CollectionName: "",
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FieldName: "",
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ExtraParams: []*commonpb.KeyValuePair{
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{
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Key: common.IndexTypeKey,
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Value: "HNSW",
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},
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{
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Key: MetricTypeKey,
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Value: "IP",
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},
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{
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Key: common.IndexParamsKey,
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Value: "{\"M\": 48, \"efConstruction\": 64}",
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},
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{
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|
Key: DimKey,
|
|
Value: "128",
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
ctx: nil,
|
|
rootCoord: nil,
|
|
result: nil,
|
|
isAutoIndex: false,
|
|
newIndexParams: nil,
|
|
newTypeParams: nil,
|
|
collectionID: 0,
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
Description: "field no.1",
|
|
DataType: schemapb.DataType_JSON,
|
|
},
|
|
}
|
|
err := cit3.parseIndexParams()
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("create index on VarChar field", func(t *testing.T) {
|
|
cit := &createIndexTask{
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: DefaultStringIndexType,
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
DataType: schemapb.DataType_VarChar,
|
|
},
|
|
}
|
|
err := cit.parseIndexParams()
|
|
assert.NoError(t, err)
|
|
})
|
|
|
|
t.Run("create index on Arithmetic field", func(t *testing.T) {
|
|
cit := &createIndexTask{
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: DefaultArithmeticIndexType,
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
}
|
|
err := cit.parseIndexParams()
|
|
assert.NoError(t, err)
|
|
})
|
|
|
|
// Compatible with the old version <= 2.3.0
|
|
t.Run("create marisa-trie index on VarChar field", func(t *testing.T) {
|
|
cit := &createIndexTask{
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: "marisa-trie",
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
DataType: schemapb.DataType_VarChar,
|
|
},
|
|
}
|
|
err := cit.parseIndexParams()
|
|
assert.NoError(t, err)
|
|
})
|
|
|
|
// Compatible with the old version <= 2.3.0
|
|
t.Run("create Asceneding index on Arithmetic field", func(t *testing.T) {
|
|
cit := &createIndexTask{
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: "Asceneding",
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
}
|
|
err := cit.parseIndexParams()
|
|
assert.NoError(t, err)
|
|
})
|
|
|
|
t.Run("create unsupported index on Arithmetic field", func(t *testing.T) {
|
|
cit := &createIndexTask{
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: "invalid_type",
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
}
|
|
err := cit.parseIndexParams()
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("create index on array field", func(t *testing.T) {
|
|
cit3 := &createIndexTask{
|
|
Condition: nil,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
Base: nil,
|
|
DbName: "",
|
|
CollectionName: "",
|
|
FieldName: "",
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: "STL_SORT",
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
ctx: nil,
|
|
rootCoord: nil,
|
|
result: nil,
|
|
isAutoIndex: false,
|
|
newIndexParams: nil,
|
|
newTypeParams: nil,
|
|
collectionID: 0,
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
Description: "field no.1",
|
|
DataType: schemapb.DataType_Array,
|
|
ElementType: schemapb.DataType_Int64,
|
|
},
|
|
}
|
|
err := cit3.parseIndexParams()
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("pass vector index type on scalar field", func(t *testing.T) {
|
|
cit4 := &createIndexTask{
|
|
Condition: nil,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
Base: nil,
|
|
DbName: "",
|
|
CollectionName: "",
|
|
FieldName: "",
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: "HNSW",
|
|
},
|
|
{
|
|
Key: MetricTypeKey,
|
|
Value: "IP",
|
|
},
|
|
{
|
|
Key: common.IndexParamsKey,
|
|
Value: "{\"M\": 48, \"efConstruction\": 64}",
|
|
},
|
|
{
|
|
Key: DimKey,
|
|
Value: "128",
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
ctx: nil,
|
|
rootCoord: nil,
|
|
result: nil,
|
|
isAutoIndex: false,
|
|
newIndexParams: nil,
|
|
newTypeParams: nil,
|
|
collectionID: 0,
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
Description: "field no.1",
|
|
DataType: schemapb.DataType_VarChar,
|
|
},
|
|
}
|
|
err := cit4.parseIndexParams()
|
|
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
|
|
|
|
cit5 := &createIndexTask{
|
|
Condition: nil,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
Base: nil,
|
|
DbName: "",
|
|
CollectionName: "",
|
|
FieldName: "",
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{
|
|
Key: common.IndexTypeKey,
|
|
Value: "HNSW",
|
|
},
|
|
{
|
|
Key: MetricTypeKey,
|
|
Value: "IP",
|
|
},
|
|
{
|
|
Key: common.IndexParamsKey,
|
|
Value: "{\"M\": 48, \"efConstruction\": 64}",
|
|
},
|
|
{
|
|
Key: DimKey,
|
|
Value: "128",
|
|
},
|
|
},
|
|
IndexName: "",
|
|
},
|
|
ctx: nil,
|
|
rootCoord: nil,
|
|
result: nil,
|
|
isAutoIndex: false,
|
|
newIndexParams: nil,
|
|
newTypeParams: nil,
|
|
collectionID: 0,
|
|
fieldSchema: &schemapb.FieldSchema{
|
|
FieldID: 101,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: false,
|
|
Description: "field no.1",
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
}
|
|
err = cit5.parseIndexParams()
|
|
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
|
|
})
|
|
}
|
|
|
|
func Test_wrapUserIndexParams(t *testing.T) {
|
|
params := wrapUserIndexParams("L2")
|
|
assert.Equal(t, 2, len(params))
|
|
assert.Equal(t, "index_type", params[0].Key)
|
|
assert.Equal(t, AutoIndexName, params[0].Value)
|
|
assert.Equal(t, "metric_type", params[1].Key)
|
|
assert.Equal(t, "L2", params[1].Value)
|
|
}
|
|
|
|
func Test_parseIndexParams_AutoIndex(t *testing.T) {
|
|
paramtable.Init()
|
|
mgr := config.NewManager()
|
|
mgr.SetConfig("autoIndex.enable", "false")
|
|
mgr.SetConfig("autoIndex.params.build", `{"M": 30,"efConstruction": 360,"index_type": "HNSW", "metric_type": "IP"}`)
|
|
Params.AutoIndexConfig.Enable.Init(mgr)
|
|
Params.AutoIndexConfig.IndexParams.Init(mgr)
|
|
autoIndexConfig := Params.AutoIndexConfig.IndexParams.GetAsJSONMap()
|
|
fieldSchema := &schemapb.FieldSchema{
|
|
DataType: schemapb.DataType_FloatVector,
|
|
TypeParams: []*commonpb.KeyValuePair{
|
|
{Key: common.DimKey, Value: "8"},
|
|
},
|
|
}
|
|
|
|
t.Run("case 1, empty parameters", func(t *testing.T) {
|
|
task := &createIndexTask{
|
|
fieldSchema: fieldSchema,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: make([]*commonpb.KeyValuePair, 0),
|
|
},
|
|
}
|
|
err := task.parseIndexParams()
|
|
assert.NoError(t, err)
|
|
assert.ElementsMatch(t, []*commonpb.KeyValuePair{
|
|
{Key: common.IndexTypeKey, Value: AutoIndexName},
|
|
{Key: common.MetricTypeKey, Value: autoIndexConfig[common.MetricTypeKey]},
|
|
}, task.newExtraParams)
|
|
})
|
|
|
|
t.Run("case 2, only metric type passed", func(t *testing.T) {
|
|
task := &createIndexTask{
|
|
fieldSchema: fieldSchema,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{Key: common.MetricTypeKey, Value: "L2"},
|
|
},
|
|
},
|
|
}
|
|
err := task.parseIndexParams()
|
|
assert.NoError(t, err)
|
|
assert.ElementsMatch(t, []*commonpb.KeyValuePair{
|
|
{Key: common.IndexTypeKey, Value: AutoIndexName},
|
|
{Key: common.MetricTypeKey, Value: "L2"},
|
|
}, task.newExtraParams)
|
|
})
|
|
|
|
t.Run("case 3, AutoIndex & metric_type passed", func(t *testing.T) {
|
|
task := &createIndexTask{
|
|
fieldSchema: fieldSchema,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{Key: common.MetricTypeKey, Value: "L2"},
|
|
{Key: common.IndexTypeKey, Value: AutoIndexName},
|
|
},
|
|
},
|
|
}
|
|
err := task.parseIndexParams()
|
|
assert.NoError(t, err)
|
|
assert.ElementsMatch(t, []*commonpb.KeyValuePair{
|
|
{Key: common.IndexTypeKey, Value: AutoIndexName},
|
|
{Key: common.MetricTypeKey, Value: "L2"},
|
|
}, task.newExtraParams)
|
|
})
|
|
|
|
t.Run("case 4, duplicate and useless parameters passed", func(t *testing.T) {
|
|
task := &createIndexTask{
|
|
fieldSchema: fieldSchema,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{Key: "not important", Value: "L2"},
|
|
},
|
|
},
|
|
}
|
|
err := task.parseIndexParams()
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("case 5, duplicate and useless parameters passed", func(t *testing.T) {
|
|
task := &createIndexTask{
|
|
fieldSchema: fieldSchema,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{Key: common.MetricTypeKey, Value: "L2"},
|
|
{Key: "not important", Value: "L2"},
|
|
},
|
|
},
|
|
}
|
|
err := task.parseIndexParams()
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("case 6, autoindex & duplicate", func(t *testing.T) {
|
|
task := &createIndexTask{
|
|
fieldSchema: fieldSchema,
|
|
req: &milvuspb.CreateIndexRequest{
|
|
ExtraParams: []*commonpb.KeyValuePair{
|
|
{Key: common.IndexTypeKey, Value: AutoIndexName},
|
|
{Key: common.MetricTypeKey, Value: "L2"},
|
|
{Key: "not important", Value: "L2"},
|
|
},
|
|
},
|
|
}
|
|
err := task.parseIndexParams()
|
|
assert.Error(t, err)
|
|
})
|
|
}
|
|
|
|
func newTestSchema() *schemapb.CollectionSchema {
|
|
fields := []*schemapb.FieldSchema{
|
|
{FieldID: 0, Name: "FieldID", IsPrimaryKey: false, Description: "field no.1", DataType: schemapb.DataType_Int64},
|
|
}
|
|
|
|
for name, value := range schemapb.DataType_value {
|
|
dataType := schemapb.DataType(value)
|
|
if !typeutil.IsIntegerType(dataType) && !typeutil.IsFloatingType(dataType) && !typeutil.IsVectorType(dataType) && !typeutil.IsStringType(dataType) {
|
|
continue
|
|
}
|
|
newField := &schemapb.FieldSchema{
|
|
FieldID: int64(100 + value), Name: name + "Field", IsPrimaryKey: false, Description: "", DataType: dataType,
|
|
}
|
|
fields = append(fields, newField)
|
|
}
|
|
|
|
return &schemapb.CollectionSchema{
|
|
Name: "test",
|
|
Description: "schema for test used",
|
|
AutoID: true,
|
|
Fields: fields,
|
|
EnableDynamicField: true,
|
|
}
|
|
}
|