mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-05 13:28:49 +08:00
13b508103e
Signed-off-by: Wei Liu <wei.liu@zilliz.com>
2182 lines
69 KiB
Go
2182 lines
69 KiB
Go
package proxy
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import (
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"context"
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"encoding/json"
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"errors"
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"fmt"
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"strconv"
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"strings"
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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/milvus-io/milvus/internal/util/indexparamcheck"
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"github.com/milvus-io/milvus/internal/util/paramtable"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/mock"
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"github.com/stretchr/testify/require"
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"github.com/milvus-io/milvus/internal/common"
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"github.com/milvus-io/milvus/internal/types"
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"github.com/milvus-io/milvus-proto/go-api/commonpb"
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"github.com/milvus-io/milvus-proto/go-api/milvuspb"
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"github.com/milvus-io/milvus-proto/go-api/schemapb"
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"github.com/milvus-io/milvus/internal/proto/internalpb"
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"github.com/milvus-io/milvus/internal/proto/querypb"
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"github.com/milvus-io/milvus/internal/util/distance"
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"github.com/milvus-io/milvus/internal/util/funcutil"
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"github.com/milvus-io/milvus/internal/util/timerecord"
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"github.com/milvus-io/milvus/internal/util/typeutil"
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)
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const (
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testShardsNum = int32(2)
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)
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func TestSearchTask_PostExecute(t *testing.T) {
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t.Run("Test empty result", func(t *testing.T) {
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ctx, cancel := context.WithCancel(context.Background())
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defer cancel()
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qt := &searchTask{
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ctx: ctx,
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Condition: NewTaskCondition(context.TODO()),
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SearchRequest: &internalpb.SearchRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_Search,
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SourceID: paramtable.GetNodeID(),
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},
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},
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request: nil,
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qc: nil,
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tr: timerecord.NewTimeRecorder("search"),
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resultBuf: make(chan *internalpb.SearchResults, 10),
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toReduceResults: make([]*internalpb.SearchResults, 0),
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}
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// no result
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qt.resultBuf <- &internalpb.SearchResults{}
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err := qt.PostExecute(context.TODO())
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assert.NoError(t, err)
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assert.Equal(t, qt.result.Status.ErrorCode, commonpb.ErrorCode_Success)
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})
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}
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func createColl(t *testing.T, name string, rc types.RootCoord) {
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schema := constructCollectionSchema(testInt64Field, testFloatVecField, testVecDim, name)
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marshaledSchema, err := proto.Marshal(schema)
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require.NoError(t, err)
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ctx := context.TODO()
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createColT := &createCollectionTask{
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Condition: NewTaskCondition(context.TODO()),
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CreateCollectionRequest: &milvuspb.CreateCollectionRequest{
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CollectionName: name,
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Schema: marshaledSchema,
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ShardsNum: testShardsNum,
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},
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ctx: ctx,
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rootCoord: rc,
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}
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require.NoError(t, createColT.OnEnqueue())
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require.NoError(t, createColT.PreExecute(ctx))
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require.NoError(t, createColT.Execute(ctx))
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require.NoError(t, createColT.PostExecute(ctx))
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}
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func getValidSearchParams() []*commonpb.KeyValuePair {
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return []*commonpb.KeyValuePair{
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{
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Key: AnnsFieldKey,
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Value: testFloatVecField,
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},
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{
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Key: TopKKey,
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Value: "10",
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},
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{
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Key: common.MetricTypeKey,
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Value: distance.L2,
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},
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{
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Key: SearchParamsKey,
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Value: `{"nprobe": 10}`,
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},
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{
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Key: RoundDecimalKey,
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Value: "-1",
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}}
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}
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func TestSearchTask_PreExecute(t *testing.T) {
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var err error
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var (
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rc = NewRootCoordMock()
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qc = getQueryCoord()
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ctx = context.TODO()
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collectionName = t.Name() + funcutil.GenRandomStr()
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)
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successStatus := commonpb.Status{ErrorCode: commonpb.ErrorCode_Success}
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err = rc.Start()
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defer rc.Stop()
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require.NoError(t, err)
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mgr := newShardClientMgr()
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err = InitMetaCache(ctx, rc, qc, mgr)
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require.NoError(t, err)
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err = qc.Start()
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defer qc.Stop()
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require.NoError(t, err)
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getSearchTask := func(t *testing.T, collName string) *searchTask {
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task := &searchTask{
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ctx: ctx,
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SearchRequest: &internalpb.SearchRequest{},
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request: &milvuspb.SearchRequest{
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CollectionName: collName,
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Nq: 1,
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},
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qc: qc,
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tr: timerecord.NewTimeRecorder("test-search"),
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}
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require.NoError(t, task.OnEnqueue())
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return task
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}
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getSearchTaskWithNq := func(t *testing.T, nq int64) *searchTask {
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task := &searchTask{
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ctx: ctx,
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SearchRequest: &internalpb.SearchRequest{},
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request: &milvuspb.SearchRequest{
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CollectionName: "collection name",
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Nq: nq,
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},
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qc: qc,
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tr: timerecord.NewTimeRecorder("test-search"),
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}
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require.NoError(t, task.OnEnqueue())
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return task
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}
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t.Run("bad nq 0", func(t *testing.T) {
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// Nq must be in range [1, 16384].
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task := getSearchTaskWithNq(t, 0)
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err = task.PreExecute(ctx)
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assert.Error(t, err)
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})
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t.Run("bad nq 16385", func(t *testing.T) {
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// Nq must be in range [1, 16384].
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task := getSearchTaskWithNq(t, 16384+1)
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err = task.PreExecute(ctx)
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assert.Error(t, err)
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})
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t.Run("collection not exist", func(t *testing.T) {
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task := getSearchTask(t, collectionName)
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err = task.PreExecute(ctx)
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assert.Error(t, err)
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})
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t.Run("invalid collection name", func(t *testing.T) {
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task := getSearchTask(t, collectionName)
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createColl(t, collectionName, rc)
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invalidCollNameTests := []struct {
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inCollName string
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description string
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}{
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{"$", "invalid collection name $"},
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{"0", "invalid collection name 0"},
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}
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for _, test := range invalidCollNameTests {
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t.Run(test.description, func(t *testing.T) {
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task.request.CollectionName = test.inCollName
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assert.Error(t, task.PreExecute(context.TODO()))
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})
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}
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})
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t.Run("invalid partition names", func(t *testing.T) {
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task := getSearchTask(t, collectionName)
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createColl(t, collectionName, rc)
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invalidCollNameTests := []struct {
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inPartNames []string
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description string
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}{
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{[]string{"$"}, "invalid partition name $"},
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{[]string{"0"}, "invalid collection name 0"},
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{[]string{"default", "$"}, "invalid empty partition name"},
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}
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for _, test := range invalidCollNameTests {
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t.Run(test.description, func(t *testing.T) {
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task.request.PartitionNames = test.inPartNames
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assert.Error(t, task.PreExecute(context.TODO()))
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})
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}
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})
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t.Run("test checkIfLoaded error", func(t *testing.T) {
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collName := "test_checkIfLoaded_error" + funcutil.GenRandomStr()
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createColl(t, collName, rc)
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_, err := globalMetaCache.GetCollectionID(context.TODO(), collName)
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require.NoError(t, err)
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task := getSearchTask(t, collName)
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task.collectionName = collName
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t.Run("show collection status unexpected error", func(t *testing.T) {
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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: "mock",
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},
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}, nil).Times(1)
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assert.Error(t, task.PreExecute(ctx))
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})
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})
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t.Run("search with timeout", func(t *testing.T) {
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collName := "search_with_timeout" + funcutil.GenRandomStr()
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createColl(t, collName, rc)
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collID, err := globalMetaCache.GetCollectionID(context.TODO(), collName)
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require.NoError(t, err)
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qc.EXPECT().LoadCollection(mock.Anything, mock.Anything).Return(&successStatus, nil)
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qc.EXPECT().ShowCollections(mock.Anything, mock.Anything).Return(&querypb.ShowCollectionsResponse{
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Status: &successStatus,
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CollectionIDs: []int64{collID},
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InMemoryPercentages: []int64{100},
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}, nil)
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status, err := qc.LoadCollection(ctx, &querypb.LoadCollectionRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_LoadCollection,
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},
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CollectionID: collID,
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})
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require.NoError(t, err)
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require.Equal(t, commonpb.ErrorCode_Success, status.GetErrorCode())
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task := getSearchTask(t, collName)
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task.request.SearchParams = getValidSearchParams()
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task.request.DslType = commonpb.DslType_BoolExprV1
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ctxTimeout, cancel := context.WithTimeout(ctx, time.Second)
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defer cancel()
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require.Equal(t, typeutil.ZeroTimestamp, task.TimeoutTimestamp)
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task.ctx = ctxTimeout
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assert.NoError(t, task.PreExecute(ctx))
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assert.Greater(t, task.TimeoutTimestamp, typeutil.ZeroTimestamp)
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// field not exist
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task.ctx = context.TODO()
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task.request.OutputFields = []string{testInt64Field + funcutil.GenRandomStr()}
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assert.Error(t, task.PreExecute(ctx))
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// contain vector field
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task.request.OutputFields = []string{testFloatVecField}
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assert.Error(t, task.PreExecute(ctx))
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})
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}
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func getQueryCoord() *types.MockQueryCoord {
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qc := &types.MockQueryCoord{}
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qc.EXPECT().Start().Return(nil)
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qc.EXPECT().Stop().Return(nil)
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return qc
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}
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func TestSearchTaskV2_Execute(t *testing.T) {
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var (
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err error
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rc = NewRootCoordMock()
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qc = getQueryCoord()
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ctx = context.TODO()
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collectionName = t.Name() + funcutil.GenRandomStr()
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)
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err = rc.Start()
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require.NoError(t, err)
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defer rc.Stop()
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mgr := newShardClientMgr()
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err = InitMetaCache(ctx, rc, qc, mgr)
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require.NoError(t, err)
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err = qc.Start()
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require.NoError(t, err)
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defer qc.Stop()
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task := &searchTask{
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ctx: ctx,
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SearchRequest: &internalpb.SearchRequest{
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Base: &commonpb.MsgBase{
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MsgType: commonpb.MsgType_Search,
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Timestamp: uint64(time.Now().UnixNano()),
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},
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},
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request: &milvuspb.SearchRequest{
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CollectionName: collectionName,
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},
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result: &milvuspb.SearchResults{
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Status: &commonpb.Status{},
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},
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qc: qc,
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tr: timerecord.NewTimeRecorder("search"),
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}
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require.NoError(t, task.OnEnqueue())
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createColl(t, collectionName, rc)
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}
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func genSearchResultData(nq int64, topk int64, ids []int64, scores []float32) *schemapb.SearchResultData {
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return &schemapb.SearchResultData{
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NumQueries: nq,
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TopK: topk,
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FieldsData: nil,
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Scores: scores,
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Ids: &schemapb.IDs{
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IdField: &schemapb.IDs_IntId{
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IntId: &schemapb.LongArray{
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Data: ids,
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},
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},
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},
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Topks: make([]int64, nq),
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}
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}
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func TestSearchTask_Ts(t *testing.T) {
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task := &searchTask{
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SearchRequest: &internalpb.SearchRequest{},
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tr: timerecord.NewTimeRecorder("test-search"),
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}
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require.NoError(t, task.OnEnqueue())
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ts := Timestamp(time.Now().Nanosecond())
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task.SetTs(ts)
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assert.Equal(t, ts, task.BeginTs())
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assert.Equal(t, ts, task.EndTs())
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}
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func TestSearchTask_Reduce(t *testing.T) {
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// const (
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// nq = 1
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// topk = 4
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// metricType = "L2"
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// )
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// t.Run("case1", func(t *testing.T) {
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// ids := []int64{1, 2, 3, 4}
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// scores := []float32{-1.0, -2.0, -3.0, -4.0}
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// data1 := genSearchResultData(nq, topk, ids, scores)
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// data2 := genSearchResultData(nq, topk, ids, scores)
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// dataArray := make([]*schemapb.SearchResultData, 0)
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// dataArray = append(dataArray, data1)
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// dataArray = append(dataArray, data2)
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// res, err := reduceSearchResultData(dataArray, nq, topk, metricType)
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// assert.Nil(t, err)
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// assert.Equal(t, ids, res.Results.Ids.GetIntId().Data)
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// assert.Equal(t, []float32{1.0, 2.0, 3.0, 4.0}, res.Results.Scores)
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// })
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// t.Run("case2", func(t *testing.T) {
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// ids1 := []int64{1, 2, 3, 4}
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// scores1 := []float32{-1.0, -2.0, -3.0, -4.0}
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// ids2 := []int64{5, 1, 3, 4}
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// scores2 := []float32{-1.0, -1.0, -3.0, -4.0}
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// data1 := genSearchResultData(nq, topk, ids1, scores1)
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// data2 := genSearchResultData(nq, topk, ids2, scores2)
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// dataArray := make([]*schemapb.SearchResultData, 0)
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// dataArray = append(dataArray, data1)
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// dataArray = append(dataArray, data2)
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// res, err := reduceSearchResultData(dataArray, nq, topk, metricType)
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// assert.Nil(t, err)
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// assert.ElementsMatch(t, []int64{1, 5, 2, 3}, res.Results.Ids.GetIntId().Data)
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// })
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}
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func TestSearchTaskWithInvalidRoundDecimal(t *testing.T) {
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// var err error
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//
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// Params.ProxyCfg.SearchResultChannelNames = []string{funcutil.GenRandomStr()}
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//
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// rc := NewRootCoordMock()
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// rc.Start()
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// defer rc.Stop()
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//
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// ctx := context.Background()
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//
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// err = InitMetaCache(ctx, rc)
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// assert.NoError(t, err)
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//
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// shardsNum := int32(2)
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// prefix := "TestSearchTaskV2_all"
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// collectionName := prefix + funcutil.GenRandomStr()
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//
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// dim := 128
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// expr := fmt.Sprintf("%s > 0", testInt64Field)
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// nq := 10
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// topk := 10
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// roundDecimal := 7
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// nprobe := 10
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//
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// fieldName2Types := map[string]schemapb.DataType{
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// testBoolField: schemapb.DataType_Bool,
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// testInt32Field: schemapb.DataType_Int32,
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// testInt64Field: schemapb.DataType_Int64,
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// testFloatField: schemapb.DataType_Float,
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// testDoubleField: schemapb.DataType_Double,
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// testFloatVecField: schemapb.DataType_FloatVector,
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// }
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// if enableMultipleVectorFields {
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// fieldName2Types[testBinaryVecField] = schemapb.DataType_BinaryVector
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// }
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// schema := constructCollectionSchemaByDataType(collectionName, fieldName2Types, testInt64Field, false)
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// marshaledSchema, err := proto.Marshal(schema)
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// assert.NoError(t, err)
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//
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// createColT := &createCollectionTask{
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// Condition: NewTaskCondition(ctx),
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// CreateCollectionRequest: &milvuspb.CreateCollectionRequest{
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// Base: nil,
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// CollectionName: collectionName,
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// Schema: marshaledSchema,
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// ShardsNum: shardsNum,
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// },
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// ctx: ctx,
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// rootCoord: rc,
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// result: nil,
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// schema: nil,
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// }
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//
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// assert.NoError(t, createColT.OnEnqueue())
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// assert.NoError(t, createColT.PreExecute(ctx))
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// assert.NoError(t, createColT.Execute(ctx))
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// assert.NoError(t, createColT.PostExecute(ctx))
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//
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// dmlChannelsFunc := getDmlChannelsFunc(ctx, rc)
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// query := newMockGetChannelsService()
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// factory := newSimpleMockMsgStreamFactory()
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//
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// collectionID, err := globalMetaCache.GetCollectionID(ctx, collectionName)
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// assert.NoError(t, err)
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//
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// qc := NewQueryCoordMock()
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// qc.Start()
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// defer qc.Stop()
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// status, err := qc.LoadCollection(ctx, &querypb.LoadCollectionRequest{
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// Base: &commonpb.MsgBase{
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// MsgType: commonpb.MsgType_LoadCollection,
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// MsgID: 0,
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// Timestamp: 0,
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// SourceID: paramtable.GetNodeID(),
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// },
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// DbID: 0,
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// CollectionID: collectionID,
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// Schema: nil,
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// })
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// assert.NoError(t, err)
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// assert.Equal(t, commonpb.ErrorCode_Success, status.ErrorCode)
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//
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// req := constructSearchRequest("", collectionName,
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// expr,
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// testFloatVecField,
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// nq, dim, nprobe, topk, roundDecimal)
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//
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// task := &searchTaskV2{
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// Condition: NewTaskCondition(ctx),
|
|
// SearchRequest: &internalpb.SearchRequest{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_Search,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: paramtable.GetNodeID(),
|
|
// },
|
|
// ResultChannelID: strconv.FormatInt(paramtable.GetNodeID(), 10),
|
|
// DbID: 0,
|
|
// CollectionID: 0,
|
|
// PartitionIDs: nil,
|
|
// Dsl: "",
|
|
// PlaceholderGroup: nil,
|
|
// DslType: 0,
|
|
// SerializedExprPlan: nil,
|
|
// OutputFieldsId: nil,
|
|
// TravelTimestamp: 0,
|
|
// GuaranteeTimestamp: 0,
|
|
// },
|
|
// ctx: ctx,
|
|
// resultBuf: make(chan *internalpb.SearchResults, 10),
|
|
// result: nil,
|
|
// request: req,
|
|
// qc: qc,
|
|
// tr: timerecord.NewTimeRecorder("search"),
|
|
// }
|
|
//
|
|
// // simple mock for query node
|
|
// // TODO(dragondriver): should we replace this mock using RocksMq or MemMsgStream?
|
|
//
|
|
//
|
|
// var wg sync.WaitGroup
|
|
// wg.Add(1)
|
|
// consumeCtx, cancel := context.WithCancel(ctx)
|
|
// go func() {
|
|
// defer wg.Done()
|
|
// for {
|
|
// select {
|
|
// case <-consumeCtx.Done():
|
|
// return
|
|
// case pack, ok := <-stream.Chan():
|
|
// assert.True(t, ok)
|
|
// if pack == nil {
|
|
// continue
|
|
// }
|
|
//
|
|
// for _, msg := range pack.Msgs {
|
|
// _, ok := msg.(*msgstream.SearchMsg)
|
|
// assert.True(t, ok)
|
|
// // TODO(dragondriver): construct result according to the request
|
|
//
|
|
// constructSearchResulstData := func() *schemapb.SearchResultData {
|
|
// resultData := &schemapb.SearchResultData{
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// Scores: make([]float32, nq*topk),
|
|
// Ids: &schemapb.IDs{
|
|
// IdField: &schemapb.IDs_IntId{
|
|
// IntId: &schemapb.LongArray{
|
|
// Data: make([]int64, nq*topk),
|
|
// },
|
|
// },
|
|
// },
|
|
// Topks: make([]int64, nq),
|
|
// }
|
|
//
|
|
// fieldID := common.StartOfUserFieldID
|
|
// for fieldName, dataType := range fieldName2Types {
|
|
// resultData.FieldsData = append(resultData.FieldsData, generateFieldData(dataType, fieldName, int64(fieldID), nq*topk))
|
|
// fieldID++
|
|
// }
|
|
//
|
|
// for i := 0; i < nq; i++ {
|
|
// for j := 0; j < topk; j++ {
|
|
// offset := i*topk + j
|
|
// score := float32(uniquegenerator.GetUniqueIntGeneratorIns().GetInt()) // increasingly
|
|
// id := int64(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
|
|
// resultData.Scores[offset] = score
|
|
// resultData.Ids.IdField.(*schemapb.IDs_IntId).IntId.Data[offset] = id
|
|
// }
|
|
// resultData.Topks[i] = int64(topk)
|
|
// }
|
|
//
|
|
// return resultData
|
|
// }
|
|
//
|
|
// result1 := &internalpb.SearchResults{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_SearchResult,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: 0,
|
|
// },
|
|
// Status: &commonpb.Status{
|
|
// ErrorCode: commonpb.ErrorCode_Success,
|
|
// Reason: "",
|
|
// },
|
|
// ResultChannelID: "",
|
|
// MetricType: distance.L2,
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// SealedSegmentIDsSearched: nil,
|
|
// ChannelIDsSearched: nil,
|
|
// GlobalSealedSegmentIDs: nil,
|
|
// SlicedBlob: nil,
|
|
// SlicedNumCount: 1,
|
|
// SlicedOffset: 0,
|
|
// }
|
|
// resultData := constructSearchResulstData()
|
|
// sliceBlob, err := proto.Marshal(resultData)
|
|
// assert.NoError(t, err)
|
|
// result1.SlicedBlob = sliceBlob
|
|
//
|
|
// // result2.SliceBlob = nil, will be skipped in decode stage
|
|
// result2 := &internalpb.SearchResults{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_SearchResult,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: 0,
|
|
// },
|
|
// Status: &commonpb.Status{
|
|
// ErrorCode: commonpb.ErrorCode_Success,
|
|
// Reason: "",
|
|
// },
|
|
// ResultChannelID: "",
|
|
// MetricType: distance.L2,
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// SealedSegmentIDsSearched: nil,
|
|
// ChannelIDsSearched: nil,
|
|
// GlobalSealedSegmentIDs: nil,
|
|
// SlicedBlob: nil,
|
|
// SlicedNumCount: 1,
|
|
// SlicedOffset: 0,
|
|
// }
|
|
//
|
|
// // send search result
|
|
// task.resultBuf <- result1
|
|
// task.resultBuf <- result2
|
|
// }
|
|
// }
|
|
// }
|
|
// }()
|
|
//
|
|
// assert.NoError(t, task.OnEnqueue())
|
|
// assert.Error(t, task.PreExecute(ctx))
|
|
//
|
|
// cancel()
|
|
// wg.Wait()
|
|
}
|
|
|
|
func TestSearchTaskV2_all(t *testing.T) {
|
|
// var err error
|
|
//
|
|
// Params.ProxyCfg.SearchResultChannelNames = []string{funcutil.GenRandomStr()}
|
|
//
|
|
// rc := NewRootCoordMock()
|
|
// rc.Start()
|
|
// defer rc.Stop()
|
|
//
|
|
// ctx := context.Background()
|
|
//
|
|
// err = InitMetaCache(ctx, rc)
|
|
// assert.NoError(t, err)
|
|
//
|
|
// shardsNum := int32(2)
|
|
// prefix := "TestSearchTaskV2_all"
|
|
// collectionName := prefix + funcutil.GenRandomStr()
|
|
//
|
|
// dim := 128
|
|
// expr := fmt.Sprintf("%s > 0", testInt64Field)
|
|
// nq := 10
|
|
// topk := 10
|
|
// roundDecimal := 3
|
|
// nprobe := 10
|
|
//
|
|
// fieldName2Types := map[string]schemapb.DataType{
|
|
// testBoolField: schemapb.DataType_Bool,
|
|
// testInt32Field: schemapb.DataType_Int32,
|
|
// testInt64Field: schemapb.DataType_Int64,
|
|
// testFloatField: schemapb.DataType_Float,
|
|
// testDoubleField: schemapb.DataType_Double,
|
|
// testFloatVecField: schemapb.DataType_FloatVector,
|
|
// }
|
|
// if enableMultipleVectorFields {
|
|
// fieldName2Types[testBinaryVecField] = schemapb.DataType_BinaryVector
|
|
// }
|
|
//
|
|
// schema := constructCollectionSchemaByDataType(collectionName, fieldName2Types, testInt64Field, false)
|
|
// marshaledSchema, err := proto.Marshal(schema)
|
|
// assert.NoError(t, err)
|
|
//
|
|
// createColT := &createCollectionTask{
|
|
// Condition: NewTaskCondition(ctx),
|
|
// CreateCollectionRequest: &milvuspb.CreateCollectionRequest{
|
|
// Base: nil,
|
|
// CollectionName: collectionName,
|
|
// Schema: marshaledSchema,
|
|
// ShardsNum: shardsNum,
|
|
// },
|
|
// ctx: ctx,
|
|
// rootCoord: rc,
|
|
// result: nil,
|
|
// schema: nil,
|
|
// }
|
|
//
|
|
// assert.NoError(t, createColT.OnEnqueue())
|
|
// assert.NoError(t, createColT.PreExecute(ctx))
|
|
// assert.NoError(t, createColT.Execute(ctx))
|
|
// assert.NoError(t, createColT.PostExecute(ctx))
|
|
//
|
|
// dmlChannelsFunc := getDmlChannelsFunc(ctx, rc)
|
|
// query := newMockGetChannelsService()
|
|
// factory := newSimpleMockMsgStreamFactory()
|
|
//
|
|
// collectionID, err := globalMetaCache.GetCollectionID(ctx, collectionName)
|
|
// assert.NoError(t, err)
|
|
//
|
|
// qc := NewQueryCoordMock()
|
|
// qc.Start()
|
|
// defer qc.Stop()
|
|
// status, err := qc.LoadCollection(ctx, &querypb.LoadCollectionRequest{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_LoadCollection,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: paramtable.GetNodeID(),
|
|
// },
|
|
// DbID: 0,
|
|
// CollectionID: collectionID,
|
|
// Schema: nil,
|
|
// })
|
|
// assert.NoError(t, err)
|
|
// assert.Equal(t, commonpb.ErrorCode_Success, status.ErrorCode)
|
|
//
|
|
// req := constructSearchRequest("", collectionName,
|
|
// expr,
|
|
// testFloatVecField,
|
|
// nq, dim, nprobe, topk, roundDecimal)
|
|
//
|
|
// task := &searchTaskV2{
|
|
// Condition: NewTaskCondition(ctx),
|
|
// SearchRequest: &internalpb.SearchRequest{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_Search,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: paramtable.GetNodeID(),
|
|
// },
|
|
// ResultChannelID: strconv.FormatInt(paramtable.GetNodeID(), 10),
|
|
// DbID: 0,
|
|
// CollectionID: 0,
|
|
// PartitionIDs: nil,
|
|
// Dsl: "",
|
|
// PlaceholderGroup: nil,
|
|
// DslType: 0,
|
|
// SerializedExprPlan: nil,
|
|
// OutputFieldsId: nil,
|
|
// TravelTimestamp: 0,
|
|
// GuaranteeTimestamp: 0,
|
|
// },
|
|
// ctx: ctx,
|
|
// resultBuf: make(chan *internalpb.SearchResults, 10),
|
|
// result: nil,
|
|
// request: req,
|
|
// qc: qc,
|
|
// tr: timerecord.NewTimeRecorder("search"),
|
|
// }
|
|
//
|
|
// // simple mock for query node
|
|
// // TODO(dragondriver): should we replace this mock using RocksMq or MemMsgStream?
|
|
//
|
|
// var wg sync.WaitGroup
|
|
// wg.Add(1)
|
|
// consumeCtx, cancel := context.WithCancel(ctx)
|
|
// go func() {
|
|
// defer wg.Done()
|
|
// for {
|
|
// select {
|
|
// case <-consumeCtx.Done():
|
|
// return
|
|
// case pack, ok := <-stream.Chan():
|
|
// assert.True(t, ok)
|
|
// if pack == nil {
|
|
// continue
|
|
// }
|
|
//
|
|
// for _, msg := range pack.Msgs {
|
|
// _, ok := msg.(*msgstream.SearchMsg)
|
|
// assert.True(t, ok)
|
|
// // TODO(dragondriver): construct result according to the request
|
|
//
|
|
// constructSearchResulstData := func() *schemapb.SearchResultData {
|
|
// resultData := &schemapb.SearchResultData{
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// Scores: make([]float32, nq*topk),
|
|
// Ids: &schemapb.IDs{
|
|
// IdField: &schemapb.IDs_IntId{
|
|
// IntId: &schemapb.LongArray{
|
|
// Data: make([]int64, nq*topk),
|
|
// },
|
|
// },
|
|
// },
|
|
// Topks: make([]int64, nq),
|
|
// }
|
|
//
|
|
// fieldID := common.StartOfUserFieldID
|
|
// for fieldName, dataType := range fieldName2Types {
|
|
// resultData.FieldsData = append(resultData.FieldsData, generateFieldData(dataType, fieldName, int64(fieldID), nq*topk))
|
|
// fieldID++
|
|
// }
|
|
//
|
|
// for i := 0; i < nq; i++ {
|
|
// for j := 0; j < topk; j++ {
|
|
// offset := i*topk + j
|
|
// score := float32(uniquegenerator.GetUniqueIntGeneratorIns().GetInt()) // increasingly
|
|
// id := int64(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
|
|
// resultData.Scores[offset] = score
|
|
// resultData.Ids.IdField.(*schemapb.IDs_IntId).IntId.Data[offset] = id
|
|
// }
|
|
// resultData.Topks[i] = int64(topk)
|
|
// }
|
|
//
|
|
// return resultData
|
|
// }
|
|
//
|
|
// result1 := &internalpb.SearchResults{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_SearchResult,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: 0,
|
|
// },
|
|
// Status: &commonpb.Status{
|
|
// ErrorCode: commonpb.ErrorCode_Success,
|
|
// Reason: "",
|
|
// },
|
|
// ResultChannelID: "",
|
|
// MetricType: distance.L2,
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// SealedSegmentIDsSearched: nil,
|
|
// ChannelIDsSearched: nil,
|
|
// GlobalSealedSegmentIDs: nil,
|
|
// SlicedBlob: nil,
|
|
// SlicedNumCount: 1,
|
|
// SlicedOffset: 0,
|
|
// }
|
|
// resultData := constructSearchResulstData()
|
|
// sliceBlob, err := proto.Marshal(resultData)
|
|
// assert.NoError(t, err)
|
|
// result1.SlicedBlob = sliceBlob
|
|
//
|
|
// // result2.SliceBlob = nil, will be skipped in decode stage
|
|
// result2 := &internalpb.SearchResults{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_SearchResult,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: 0,
|
|
// },
|
|
// Status: &commonpb.Status{
|
|
// ErrorCode: commonpb.ErrorCode_Success,
|
|
// Reason: "",
|
|
// },
|
|
// ResultChannelID: "",
|
|
// MetricType: distance.L2,
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// SealedSegmentIDsSearched: nil,
|
|
// ChannelIDsSearched: nil,
|
|
// GlobalSealedSegmentIDs: nil,
|
|
// SlicedBlob: nil,
|
|
// SlicedNumCount: 1,
|
|
// SlicedOffset: 0,
|
|
// }
|
|
//
|
|
// // send search result
|
|
// task.resultBuf <- result1
|
|
// task.resultBuf <- result2
|
|
// }
|
|
// }
|
|
// }
|
|
// }()
|
|
//
|
|
// assert.NoError(t, task.OnEnqueue())
|
|
// assert.NoError(t, task.PreExecute(ctx))
|
|
// assert.NoError(t, task.Execute(ctx))
|
|
// assert.NoError(t, task.PostExecute(ctx))
|
|
//
|
|
// cancel()
|
|
// wg.Wait()
|
|
}
|
|
|
|
func TestSearchTaskV2_7803_reduce(t *testing.T) {
|
|
// var err error
|
|
//
|
|
// Params.ProxyCfg.SearchResultChannelNames = []string{funcutil.GenRandomStr()}
|
|
//
|
|
// rc := NewRootCoordMock()
|
|
// rc.Start()
|
|
// defer rc.Stop()
|
|
//
|
|
// ctx := context.Background()
|
|
//
|
|
// err = InitMetaCache(ctx, rc)
|
|
// assert.NoError(t, err)
|
|
//
|
|
// shardsNum := int32(2)
|
|
// prefix := "TestSearchTaskV2_7803_reduce"
|
|
// collectionName := prefix + funcutil.GenRandomStr()
|
|
// int64Field := "int64"
|
|
// floatVecField := "fvec"
|
|
// dim := 128
|
|
// expr := fmt.Sprintf("%s > 0", int64Field)
|
|
// nq := 10
|
|
// topk := 10
|
|
// roundDecimal := 3
|
|
// nprobe := 10
|
|
//
|
|
// schema := constructCollectionSchema(
|
|
// int64Field,
|
|
// floatVecField,
|
|
// dim,
|
|
// collectionName)
|
|
// marshaledSchema, err := proto.Marshal(schema)
|
|
// assert.NoError(t, err)
|
|
//
|
|
// createColT := &createCollectionTask{
|
|
// Condition: NewTaskCondition(ctx),
|
|
// CreateCollectionRequest: &milvuspb.CreateCollectionRequest{
|
|
// Base: nil,
|
|
// CollectionName: collectionName,
|
|
// Schema: marshaledSchema,
|
|
// ShardsNum: shardsNum,
|
|
// },
|
|
// ctx: ctx,
|
|
// rootCoord: rc,
|
|
// result: nil,
|
|
// schema: nil,
|
|
// }
|
|
//
|
|
// assert.NoError(t, createColT.OnEnqueue())
|
|
// assert.NoError(t, createColT.PreExecute(ctx))
|
|
// assert.NoError(t, createColT.Execute(ctx))
|
|
// assert.NoError(t, createColT.PostExecute(ctx))
|
|
//
|
|
// dmlChannelsFunc := getDmlChannelsFunc(ctx, rc)
|
|
// query := newMockGetChannelsService()
|
|
// factory := newSimpleMockMsgStreamFactory()
|
|
//
|
|
// collectionID, err := globalMetaCache.GetCollectionID(ctx, collectionName)
|
|
// assert.NoError(t, err)
|
|
//
|
|
// qc := NewQueryCoordMock()
|
|
// qc.Start()
|
|
// defer qc.Stop()
|
|
// status, err := qc.LoadCollection(ctx, &querypb.LoadCollectionRequest{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_LoadCollection,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: paramtable.GetNodeID(),
|
|
// },
|
|
// DbID: 0,
|
|
// CollectionID: collectionID,
|
|
// Schema: nil,
|
|
// })
|
|
// assert.NoError(t, err)
|
|
// assert.Equal(t, commonpb.ErrorCode_Success, status.ErrorCode)
|
|
//
|
|
// req := constructSearchRequest("", collectionName,
|
|
// expr,
|
|
// floatVecField,
|
|
// nq, dim, nprobe, topk, roundDecimal)
|
|
//
|
|
// task := &searchTaskV2{
|
|
// Condition: NewTaskCondition(ctx),
|
|
// SearchRequest: &internalpb.SearchRequest{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_Search,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: paramtable.GetNodeID(),
|
|
// },
|
|
// ResultChannelID: strconv.FormatInt(paramtable.GetNodeID(), 10),
|
|
// DbID: 0,
|
|
// CollectionID: 0,
|
|
// PartitionIDs: nil,
|
|
// Dsl: "",
|
|
// PlaceholderGroup: nil,
|
|
// DslType: 0,
|
|
// SerializedExprPlan: nil,
|
|
// OutputFieldsId: nil,
|
|
// TravelTimestamp: 0,
|
|
// GuaranteeTimestamp: 0,
|
|
// },
|
|
// ctx: ctx,
|
|
// resultBuf: make(chan *internalpb.SearchResults, 10),
|
|
// result: nil,
|
|
// request: req,
|
|
// qc: qc,
|
|
// tr: timerecord.NewTimeRecorder("search"),
|
|
// }
|
|
//
|
|
// // simple mock for query node
|
|
// // TODO(dragondriver): should we replace this mock using RocksMq or MemMsgStream?
|
|
//
|
|
// var wg sync.WaitGroup
|
|
// wg.Add(1)
|
|
// consumeCtx, cancel := context.WithCancel(ctx)
|
|
// go func() {
|
|
// defer wg.Done()
|
|
// for {
|
|
// select {
|
|
// case <-consumeCtx.Done():
|
|
// return
|
|
// case pack, ok := <-stream.Chan():
|
|
// assert.True(t, ok)
|
|
// if pack == nil {
|
|
// continue
|
|
// }
|
|
//
|
|
// for _, msg := range pack.Msgs {
|
|
// _, ok := msg.(*msgstream.SearchMsg)
|
|
// assert.True(t, ok)
|
|
// // TODO(dragondriver): construct result according to the request
|
|
//
|
|
// constructSearchResulstData := func(invalidNum int) *schemapb.SearchResultData {
|
|
// resultData := &schemapb.SearchResultData{
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// FieldsData: nil,
|
|
// Scores: make([]float32, nq*topk),
|
|
// Ids: &schemapb.IDs{
|
|
// IdField: &schemapb.IDs_IntId{
|
|
// IntId: &schemapb.LongArray{
|
|
// Data: make([]int64, nq*topk),
|
|
// },
|
|
// },
|
|
// },
|
|
// Topks: make([]int64, nq),
|
|
// }
|
|
//
|
|
// for i := 0; i < nq; i++ {
|
|
// for j := 0; j < topk; j++ {
|
|
// offset := i*topk + j
|
|
// if j >= invalidNum {
|
|
// resultData.Scores[offset] = minFloat32
|
|
// resultData.Ids.IdField.(*schemapb.IDs_IntId).IntId.Data[offset] = -1
|
|
// } else {
|
|
// score := float32(uniquegenerator.GetUniqueIntGeneratorIns().GetInt()) // increasingly
|
|
// id := int64(uniquegenerator.GetUniqueIntGeneratorIns().GetInt())
|
|
// resultData.Scores[offset] = score
|
|
// resultData.Ids.IdField.(*schemapb.IDs_IntId).IntId.Data[offset] = id
|
|
// }
|
|
// }
|
|
// resultData.Topks[i] = int64(topk)
|
|
// }
|
|
//
|
|
// return resultData
|
|
// }
|
|
//
|
|
// result1 := &internalpb.SearchResults{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_SearchResult,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: 0,
|
|
// },
|
|
// Status: &commonpb.Status{
|
|
// ErrorCode: commonpb.ErrorCode_Success,
|
|
// Reason: "",
|
|
// },
|
|
// ResultChannelID: "",
|
|
// MetricType: distance.L2,
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// SealedSegmentIDsSearched: nil,
|
|
// ChannelIDsSearched: nil,
|
|
// GlobalSealedSegmentIDs: nil,
|
|
// SlicedBlob: nil,
|
|
// SlicedNumCount: 1,
|
|
// SlicedOffset: 0,
|
|
// }
|
|
// resultData := constructSearchResulstData(topk / 2)
|
|
// sliceBlob, err := proto.Marshal(resultData)
|
|
// assert.NoError(t, err)
|
|
// result1.SlicedBlob = sliceBlob
|
|
//
|
|
// result2 := &internalpb.SearchResults{
|
|
// Base: &commonpb.MsgBase{
|
|
// MsgType: commonpb.MsgType_SearchResult,
|
|
// MsgID: 0,
|
|
// Timestamp: 0,
|
|
// SourceID: 0,
|
|
// },
|
|
// Status: &commonpb.Status{
|
|
// ErrorCode: commonpb.ErrorCode_Success,
|
|
// Reason: "",
|
|
// },
|
|
// ResultChannelID: "",
|
|
// MetricType: distance.L2,
|
|
// NumQueries: int64(nq),
|
|
// TopK: int64(topk),
|
|
// SealedSegmentIDsSearched: nil,
|
|
// ChannelIDsSearched: nil,
|
|
// GlobalSealedSegmentIDs: nil,
|
|
// SlicedBlob: nil,
|
|
// SlicedNumCount: 1,
|
|
// SlicedOffset: 0,
|
|
// }
|
|
// resultData2 := constructSearchResulstData(topk - topk/2)
|
|
// sliceBlob2, err := proto.Marshal(resultData2)
|
|
// assert.NoError(t, err)
|
|
// result2.SlicedBlob = sliceBlob2
|
|
//
|
|
// // send search result
|
|
// task.resultBuf <- result1
|
|
// task.resultBuf <- result2
|
|
// }
|
|
// }
|
|
// }
|
|
// }()
|
|
//
|
|
// assert.NoError(t, task.OnEnqueue())
|
|
// assert.NoError(t, task.PreExecute(ctx))
|
|
// assert.NoError(t, task.Execute(ctx))
|
|
// assert.NoError(t, task.PostExecute(ctx))
|
|
//
|
|
// cancel()
|
|
// wg.Wait()
|
|
}
|
|
|
|
func Test_checkSearchResultData(t *testing.T) {
|
|
type args struct {
|
|
data *schemapb.SearchResultData
|
|
nq int64
|
|
topk int64
|
|
}
|
|
tests := []struct {
|
|
description string
|
|
wantErr bool
|
|
|
|
args args
|
|
}{
|
|
{"data.NumQueries != nq", true,
|
|
args{
|
|
data: &schemapb.SearchResultData{NumQueries: 100},
|
|
nq: 10,
|
|
}},
|
|
{"data.TopK != topk", true,
|
|
args{
|
|
data: &schemapb.SearchResultData{NumQueries: 1, TopK: 1},
|
|
nq: 1,
|
|
topk: 10,
|
|
}},
|
|
{"size of IntId != NumQueries * TopK", true,
|
|
args{
|
|
data: &schemapb.SearchResultData{
|
|
NumQueries: 1,
|
|
TopK: 1,
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_IntId{IntId: &schemapb.LongArray{Data: []int64{1, 2}}}},
|
|
},
|
|
nq: 1,
|
|
topk: 1,
|
|
}},
|
|
{"size of StrID != NumQueries * TopK", true,
|
|
args{
|
|
data: &schemapb.SearchResultData{
|
|
NumQueries: 1,
|
|
TopK: 1,
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_StrId{StrId: &schemapb.StringArray{Data: []string{"1", "2"}}}},
|
|
},
|
|
nq: 1,
|
|
topk: 1,
|
|
}},
|
|
{"size of score != nq * topK", true,
|
|
args{
|
|
data: &schemapb.SearchResultData{
|
|
NumQueries: 1,
|
|
TopK: 1,
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_IntId{IntId: &schemapb.LongArray{Data: []int64{1}}}},
|
|
Scores: []float32{0.99, 0.98},
|
|
},
|
|
nq: 1,
|
|
topk: 1,
|
|
}},
|
|
{"correct params", false,
|
|
args{
|
|
data: &schemapb.SearchResultData{
|
|
NumQueries: 1,
|
|
TopK: 1,
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_IntId{IntId: &schemapb.LongArray{Data: []int64{1}}}},
|
|
Scores: []float32{0.99}},
|
|
nq: 1,
|
|
topk: 1,
|
|
}},
|
|
}
|
|
|
|
for _, test := range tests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
err := checkSearchResultData(test.args.data, test.args.nq, test.args.topk)
|
|
|
|
if test.wantErr {
|
|
assert.Error(t, err)
|
|
} else {
|
|
assert.NoError(t, err)
|
|
}
|
|
})
|
|
}
|
|
}
|
|
|
|
func TestTaskSearch_selectHighestScoreIndex(t *testing.T) {
|
|
t.Run("Integer ID", func(t *testing.T) {
|
|
type args struct {
|
|
subSearchResultData []*schemapb.SearchResultData
|
|
subSearchNqOffset [][]int64
|
|
cursors []int64
|
|
topk int64
|
|
nq int64
|
|
}
|
|
tests := []struct {
|
|
description string
|
|
args args
|
|
|
|
expectedIdx []int
|
|
expectedDataIdx []int
|
|
}{
|
|
{
|
|
description: "reduce 2 subSearchResultData",
|
|
args: args{
|
|
subSearchResultData: []*schemapb.SearchResultData{
|
|
{
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_IntId{
|
|
IntId: &schemapb.LongArray{
|
|
Data: []int64{11, 9, 8, 5, 3, 1},
|
|
},
|
|
},
|
|
},
|
|
Scores: []float32{1.1, 0.9, 0.8, 0.5, 0.3, 0.1},
|
|
Topks: []int64{2, 2, 2},
|
|
},
|
|
{
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_IntId{
|
|
IntId: &schemapb.LongArray{
|
|
Data: []int64{12, 10, 7, 6, 4, 2},
|
|
},
|
|
},
|
|
},
|
|
Scores: []float32{1.2, 1.0, 0.7, 0.5, 0.4, 0.2},
|
|
Topks: []int64{2, 2, 2},
|
|
},
|
|
},
|
|
subSearchNqOffset: [][]int64{{0, 2, 4}, {0, 2, 4}},
|
|
cursors: []int64{0, 0},
|
|
topk: 2,
|
|
nq: 3,
|
|
},
|
|
expectedIdx: []int{1, 0, 1},
|
|
expectedDataIdx: []int{0, 2, 4},
|
|
},
|
|
}
|
|
for _, test := range tests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
for nqNum := int64(0); nqNum < test.args.nq; nqNum++ {
|
|
idx, dataIdx := selectHighestScoreIndex(test.args.subSearchResultData, test.args.subSearchNqOffset, test.args.cursors, nqNum)
|
|
assert.Equal(t, test.expectedIdx[nqNum], idx)
|
|
assert.Equal(t, test.expectedDataIdx[nqNum], int(dataIdx))
|
|
}
|
|
})
|
|
}
|
|
})
|
|
|
|
//t.Run("Integer ID with bad score", func(t *testing.T) {
|
|
// type args struct {
|
|
// subSearchResultData []*schemapb.SearchResultData
|
|
// subSearchNqOffset [][]int64
|
|
// cursors []int64
|
|
// topk int64
|
|
// nq int64
|
|
// }
|
|
// tests := []struct {
|
|
// description string
|
|
// args args
|
|
//
|
|
// expectedIdx []int
|
|
// expectedDataIdx []int
|
|
// }{
|
|
// {
|
|
// description: "reduce 2 subSearchResultData",
|
|
// args: args{
|
|
// subSearchResultData: []*schemapb.SearchResultData{
|
|
// {
|
|
// Ids: &schemapb.IDs{
|
|
// IdField: &schemapb.IDs_IntId{
|
|
// IntId: &schemapb.LongArray{
|
|
// Data: []int64{11, 9, 8, 5, 3, 1},
|
|
// },
|
|
// },
|
|
// },
|
|
// Scores: []float32{-math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32},
|
|
// Topks: []int64{2, 2, 2},
|
|
// },
|
|
// {
|
|
// Ids: &schemapb.IDs{
|
|
// IdField: &schemapb.IDs_IntId{
|
|
// IntId: &schemapb.LongArray{
|
|
// Data: []int64{12, 10, 7, 6, 4, 2},
|
|
// },
|
|
// },
|
|
// },
|
|
// Scores: []float32{-math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32, -math.MaxFloat32},
|
|
// Topks: []int64{2, 2, 2},
|
|
// },
|
|
// },
|
|
// subSearchNqOffset: [][]int64{{0, 2, 4}, {0, 2, 4}},
|
|
// cursors: []int64{0, 0},
|
|
// topk: 2,
|
|
// nq: 3,
|
|
// },
|
|
// expectedIdx: []int{-1, -1, -1},
|
|
// expectedDataIdx: []int{-1, -1, -1},
|
|
// },
|
|
// }
|
|
// for _, test := range tests {
|
|
// t.Run(test.description, func(t *testing.T) {
|
|
// for nqNum := int64(0); nqNum < test.args.nq; nqNum++ {
|
|
// idx, dataIdx := selectHighestScoreIndex(test.args.subSearchResultData, test.args.subSearchNqOffset, test.args.cursors, nqNum)
|
|
// assert.NotEqual(t, test.expectedIdx[nqNum], idx)
|
|
// assert.NotEqual(t, test.expectedDataIdx[nqNum], int(dataIdx))
|
|
// }
|
|
// })
|
|
// }
|
|
//})
|
|
|
|
t.Run("String ID", func(t *testing.T) {
|
|
type args struct {
|
|
subSearchResultData []*schemapb.SearchResultData
|
|
subSearchNqOffset [][]int64
|
|
cursors []int64
|
|
topk int64
|
|
nq int64
|
|
}
|
|
tests := []struct {
|
|
description string
|
|
args args
|
|
|
|
expectedIdx []int
|
|
expectedDataIdx []int
|
|
}{
|
|
{
|
|
description: "reduce 2 subSearchResultData",
|
|
args: args{
|
|
subSearchResultData: []*schemapb.SearchResultData{
|
|
{
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_StrId{
|
|
StrId: &schemapb.StringArray{
|
|
Data: []string{"11", "9", "8", "5", "3", "1"},
|
|
},
|
|
},
|
|
},
|
|
Scores: []float32{1.1, 0.9, 0.8, 0.5, 0.3, 0.1},
|
|
Topks: []int64{2, 2, 2},
|
|
},
|
|
{
|
|
Ids: &schemapb.IDs{
|
|
IdField: &schemapb.IDs_StrId{
|
|
StrId: &schemapb.StringArray{
|
|
Data: []string{"12", "10", "7", "6", "4", "2"},
|
|
},
|
|
},
|
|
},
|
|
Scores: []float32{1.2, 1.0, 0.7, 0.5, 0.4, 0.2},
|
|
Topks: []int64{2, 2, 2},
|
|
},
|
|
},
|
|
subSearchNqOffset: [][]int64{{0, 2, 4}, {0, 2, 4}},
|
|
cursors: []int64{0, 0},
|
|
topk: 2,
|
|
nq: 3,
|
|
},
|
|
expectedIdx: []int{1, 0, 1},
|
|
expectedDataIdx: []int{0, 2, 4},
|
|
},
|
|
}
|
|
for _, test := range tests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
for nqNum := int64(0); nqNum < test.args.nq; nqNum++ {
|
|
idx, dataIdx := selectHighestScoreIndex(test.args.subSearchResultData, test.args.subSearchNqOffset, test.args.cursors, nqNum)
|
|
assert.Equal(t, test.expectedIdx[nqNum], idx)
|
|
assert.Equal(t, test.expectedDataIdx[nqNum], int(dataIdx))
|
|
}
|
|
})
|
|
}
|
|
})
|
|
}
|
|
|
|
func TestTaskSearch_reduceSearchResultData(t *testing.T) {
|
|
var (
|
|
topk int64 = 5
|
|
nq int64 = 2
|
|
)
|
|
|
|
data := [][]int64{
|
|
{10, 9, 8, 7, 6, 5, 4, 3, 2, 1},
|
|
{20, 19, 18, 17, 16, 15, 14, 13, 12, 11},
|
|
{30, 29, 28, 27, 26, 25, 24, 23, 22, 21},
|
|
{40, 39, 38, 37, 36, 35, 34, 33, 32, 31},
|
|
{50, 49, 48, 47, 46, 45, 44, 43, 42, 41},
|
|
}
|
|
|
|
score := [][]float32{
|
|
{10, 9, 8, 7, 6, 5, 4, 3, 2, 1},
|
|
{20, 19, 18, 17, 16, 15, 14, 13, 12, 11},
|
|
{30, 29, 28, 27, 26, 25, 24, 23, 22, 21},
|
|
{40, 39, 38, 37, 36, 35, 34, 33, 32, 31},
|
|
{50, 49, 48, 47, 46, 45, 44, 43, 42, 41},
|
|
}
|
|
|
|
resultScore := []float32{-50, -49, -48, -47, -46, -45, -44, -43, -42, -41}
|
|
|
|
t.Run("Offset limit", func(t *testing.T) {
|
|
tests := []struct {
|
|
description string
|
|
offset int64
|
|
limit int64
|
|
|
|
outScore []float32
|
|
outData []int64
|
|
}{
|
|
{"offset 0, limit 5", 0, 5,
|
|
[]float32{-50, -49, -48, -47, -46, -45, -44, -43, -42, -41},
|
|
[]int64{50, 49, 48, 47, 46, 45, 44, 43, 42, 41}},
|
|
{"offset 1, limit 4", 1, 4,
|
|
[]float32{-49, -48, -47, -46, -44, -43, -42, -41},
|
|
[]int64{49, 48, 47, 46, 44, 43, 42, 41}},
|
|
{"offset 2, limit 3", 2, 3,
|
|
[]float32{-48, -47, -46, -43, -42, -41},
|
|
[]int64{48, 47, 46, 43, 42, 41}},
|
|
{"offset 3, limit 2", 3, 2,
|
|
[]float32{-47, -46, -42, -41},
|
|
[]int64{47, 46, 42, 41}},
|
|
{"offset 4, limit 1", 4, 1,
|
|
[]float32{-46, -41},
|
|
[]int64{46, 41}},
|
|
}
|
|
|
|
var results []*schemapb.SearchResultData
|
|
for i := range data {
|
|
r := getSearchResultData(nq, topk)
|
|
|
|
r.Ids.IdField = &schemapb.IDs_IntId{IntId: &schemapb.LongArray{Data: data[i]}}
|
|
r.Scores = score[i]
|
|
r.Topks = []int64{5, 5}
|
|
|
|
results = append(results, r)
|
|
}
|
|
|
|
for _, test := range tests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
reduced, err := reduceSearchResultData(context.TODO(), results, nq, topk, distance.L2, schemapb.DataType_Int64, test.offset)
|
|
assert.NoError(t, err)
|
|
assert.Equal(t, test.outData, reduced.GetResults().GetIds().GetIntId().GetData())
|
|
assert.Equal(t, []int64{test.limit, test.limit}, reduced.GetResults().GetTopks())
|
|
assert.Equal(t, test.limit, reduced.GetResults().GetTopK())
|
|
assert.InDeltaSlice(t, test.outScore, reduced.GetResults().GetScores(), 10e-8)
|
|
})
|
|
}
|
|
|
|
lessThanLimitTests := []struct {
|
|
description string
|
|
offset int64
|
|
limit int64
|
|
|
|
outLimit int64
|
|
outScore []float32
|
|
outData []int64
|
|
}{
|
|
{"offset 0, limit 6", 0, 6, 5,
|
|
[]float32{-50, -49, -48, -47, -46, -45, -44, -43, -42, -41},
|
|
[]int64{50, 49, 48, 47, 46, 45, 44, 43, 42, 41}},
|
|
{"offset 1, limit 5", 1, 5, 4,
|
|
[]float32{-49, -48, -47, -46, -44, -43, -42, -41},
|
|
[]int64{49, 48, 47, 46, 44, 43, 42, 41}},
|
|
{"offset 2, limit 4", 2, 4, 3,
|
|
[]float32{-48, -47, -46, -43, -42, -41},
|
|
[]int64{48, 47, 46, 43, 42, 41}},
|
|
{"offset 3, limit 3", 3, 3, 2,
|
|
[]float32{-47, -46, -42, -41},
|
|
[]int64{47, 46, 42, 41}},
|
|
{"offset 4, limit 2", 4, 2, 1,
|
|
[]float32{-46, -41},
|
|
[]int64{46, 41}},
|
|
{"offset 5, limit 1", 5, 1, 0,
|
|
[]float32{},
|
|
[]int64{}},
|
|
}
|
|
|
|
for _, test := range lessThanLimitTests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
reduced, err := reduceSearchResultData(context.TODO(), results, nq, topk, distance.L2, schemapb.DataType_Int64, test.offset)
|
|
assert.NoError(t, err)
|
|
assert.Equal(t, test.outData, reduced.GetResults().GetIds().GetIntId().GetData())
|
|
assert.Equal(t, []int64{test.outLimit, test.outLimit}, reduced.GetResults().GetTopks())
|
|
assert.Equal(t, test.outLimit, reduced.GetResults().GetTopK())
|
|
assert.InDeltaSlice(t, test.outScore, reduced.GetResults().GetScores(), 10e-8)
|
|
})
|
|
}
|
|
})
|
|
|
|
t.Run("Int64 ID", func(t *testing.T) {
|
|
resultData := []int64{50, 49, 48, 47, 46, 45, 44, 43, 42, 41}
|
|
|
|
var results []*schemapb.SearchResultData
|
|
for i := range data {
|
|
r := getSearchResultData(nq, topk)
|
|
|
|
r.Ids.IdField = &schemapb.IDs_IntId{IntId: &schemapb.LongArray{Data: data[i]}}
|
|
r.Scores = score[i]
|
|
r.Topks = []int64{5, 5}
|
|
|
|
results = append(results, r)
|
|
}
|
|
|
|
reduced, err := reduceSearchResultData(context.TODO(), results, nq, topk, distance.L2, schemapb.DataType_Int64, 0)
|
|
|
|
assert.NoError(t, err)
|
|
assert.Equal(t, resultData, reduced.GetResults().GetIds().GetIntId().GetData())
|
|
assert.Equal(t, []int64{5, 5}, reduced.GetResults().GetTopks())
|
|
assert.Equal(t, int64(5), reduced.GetResults().GetTopK())
|
|
assert.InDeltaSlice(t, resultScore, reduced.GetResults().GetScores(), 10e-8)
|
|
})
|
|
|
|
t.Run("String ID", func(t *testing.T) {
|
|
resultData := []string{"50", "49", "48", "47", "46", "45", "44", "43", "42", "41"}
|
|
|
|
var results []*schemapb.SearchResultData
|
|
for i := range data {
|
|
r := getSearchResultData(nq, topk)
|
|
|
|
var strData []string
|
|
for _, d := range data[i] {
|
|
strData = append(strData, strconv.FormatInt(d, 10))
|
|
}
|
|
r.Ids.IdField = &schemapb.IDs_StrId{StrId: &schemapb.StringArray{Data: strData}}
|
|
r.Scores = score[i]
|
|
r.Topks = []int64{5, 5}
|
|
|
|
results = append(results, r)
|
|
}
|
|
|
|
reduced, err := reduceSearchResultData(context.TODO(), results, nq, topk, distance.L2, schemapb.DataType_VarChar, 0)
|
|
|
|
assert.NoError(t, err)
|
|
assert.Equal(t, resultData, reduced.GetResults().GetIds().GetStrId().GetData())
|
|
assert.Equal(t, []int64{5, 5}, reduced.GetResults().GetTopks())
|
|
assert.Equal(t, int64(5), reduced.GetResults().GetTopK())
|
|
assert.InDeltaSlice(t, resultScore, reduced.GetResults().GetScores(), 10e-8)
|
|
})
|
|
}
|
|
|
|
func Test_checkIfLoaded(t *testing.T) {
|
|
t.Run("failed to get collection info", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return nil, errors.New("mock")
|
|
})
|
|
globalMetaCache = cache
|
|
var qc types.QueryCoord
|
|
_, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{})
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("collection loaded", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: true}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
var qc types.QueryCoord
|
|
loaded, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{})
|
|
assert.NoError(t, err)
|
|
assert.True(t, loaded)
|
|
})
|
|
|
|
t.Run("show partitions failed", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(nil, errors.New("mock")).Times(1)
|
|
_, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{1, 2})
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("show partitions but didn't success", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(&querypb.ShowPartitionsResponse{Status: &commonpb.Status{ErrorCode: commonpb.ErrorCode_CollectionNotExists}}, nil).Times(1)
|
|
_, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{1, 2})
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("partitions loaded", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(
|
|
&querypb.ShowPartitionsResponse{Status: &commonpb.Status{ErrorCode: commonpb.ErrorCode_Success}, InMemoryPercentages: []int64{100, 100}}, nil).Times(1)
|
|
loaded, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{1, 2})
|
|
assert.NoError(t, err)
|
|
assert.True(t, loaded)
|
|
})
|
|
|
|
t.Run("partitions loaded, some patitions not fully loaded", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(
|
|
&querypb.ShowPartitionsResponse{Status: &commonpb.Status{ErrorCode: commonpb.ErrorCode_Success}, InMemoryPercentages: []int64{100, 50}}, nil).Times(1)
|
|
loaded, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{1, 2})
|
|
assert.NoError(t, err)
|
|
assert.False(t, loaded)
|
|
})
|
|
|
|
t.Run("no specified partitions, show partitions failed", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(nil, errors.New("mock")).Times(1)
|
|
_, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{1, 2})
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("no specified partitions, show partitions but didn't succeed", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(&querypb.ShowPartitionsResponse{Status: &commonpb.Status{ErrorCode: commonpb.ErrorCode_CollectionNotExists}}, nil).Times(1)
|
|
_, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{1, 2})
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("not fully loaded", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(
|
|
&querypb.ShowPartitionsResponse{Status: &commonpb.Status{ErrorCode: commonpb.ErrorCode_Success}, PartitionIDs: []UniqueID{1, 2}}, nil).Times(1)
|
|
loaded, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{})
|
|
assert.NoError(t, err)
|
|
assert.False(t, loaded)
|
|
})
|
|
|
|
t.Run("not loaded", func(t *testing.T) {
|
|
cache := newMockCache()
|
|
cache.setGetInfoFunc(func(ctx context.Context, collectionName string) (*collectionInfo, error) {
|
|
return &collectionInfo{isLoaded: false}, nil
|
|
})
|
|
globalMetaCache = cache
|
|
qc := getQueryCoord()
|
|
qc.EXPECT().ShowPartitions(mock.Anything, mock.Anything).Return(
|
|
&querypb.ShowPartitionsResponse{Status: &commonpb.Status{ErrorCode: commonpb.ErrorCode_Success}, PartitionIDs: []UniqueID{}}, nil).Times(1)
|
|
loaded, err := checkIfLoaded(context.Background(), qc, "test", []UniqueID{})
|
|
assert.NoError(t, err)
|
|
assert.False(t, loaded)
|
|
})
|
|
}
|
|
|
|
func TestSearchTask_ErrExecute(t *testing.T) {
|
|
|
|
var (
|
|
err error
|
|
ctx = context.TODO()
|
|
|
|
rc = NewRootCoordMock()
|
|
qc = getQueryCoord()
|
|
qn = &QueryNodeMock{}
|
|
|
|
shardsNum = int32(2)
|
|
collectionName = t.Name() + funcutil.GenRandomStr()
|
|
errPolicy = func(context.Context, *shardClientMgr, func(context.Context, int64, types.QueryNode, []string) error, map[string][]nodeInfo) error {
|
|
return fmt.Errorf("fake error")
|
|
}
|
|
)
|
|
|
|
mockCreator := func(ctx context.Context, address string) (types.QueryNode, error) {
|
|
return qn, nil
|
|
}
|
|
|
|
mgr := newShardClientMgr(withShardClientCreator(mockCreator))
|
|
|
|
rc.Start()
|
|
defer rc.Stop()
|
|
qc.Start()
|
|
defer qc.Stop()
|
|
|
|
err = InitMetaCache(ctx, rc, qc, mgr)
|
|
assert.NoError(t, err)
|
|
|
|
fieldName2Types := map[string]schemapb.DataType{
|
|
testBoolField: schemapb.DataType_Bool,
|
|
testInt32Field: schemapb.DataType_Int32,
|
|
testInt64Field: schemapb.DataType_Int64,
|
|
testFloatField: schemapb.DataType_Float,
|
|
testDoubleField: schemapb.DataType_Double,
|
|
testFloatVecField: schemapb.DataType_FloatVector,
|
|
}
|
|
if enableMultipleVectorFields {
|
|
fieldName2Types[testBinaryVecField] = schemapb.DataType_BinaryVector
|
|
}
|
|
|
|
schema := constructCollectionSchemaByDataType(collectionName, fieldName2Types, testInt64Field, false)
|
|
marshaledSchema, err := proto.Marshal(schema)
|
|
assert.NoError(t, err)
|
|
|
|
createColT := &createCollectionTask{
|
|
Condition: NewTaskCondition(ctx),
|
|
CreateCollectionRequest: &milvuspb.CreateCollectionRequest{
|
|
CollectionName: collectionName,
|
|
Schema: marshaledSchema,
|
|
ShardsNum: shardsNum,
|
|
},
|
|
ctx: ctx,
|
|
rootCoord: rc,
|
|
}
|
|
|
|
require.NoError(t, createColT.OnEnqueue())
|
|
require.NoError(t, createColT.PreExecute(ctx))
|
|
require.NoError(t, createColT.Execute(ctx))
|
|
require.NoError(t, createColT.PostExecute(ctx))
|
|
|
|
collectionID, err := globalMetaCache.GetCollectionID(ctx, collectionName)
|
|
assert.NoError(t, err)
|
|
|
|
successStatus := &commonpb.Status{ErrorCode: commonpb.ErrorCode_Success}
|
|
qc.EXPECT().LoadCollection(mock.Anything, mock.Anything).Return(successStatus, nil)
|
|
qc.EXPECT().GetShardLeaders(mock.Anything, mock.Anything).Return(&querypb.GetShardLeadersResponse{
|
|
Status: successStatus,
|
|
Shards: []*querypb.ShardLeadersList{
|
|
{
|
|
ChannelName: "channel-1",
|
|
NodeIds: []int64{1, 2, 3},
|
|
NodeAddrs: []string{"localhost:9000", "localhost:9001", "localhost:9002"},
|
|
},
|
|
},
|
|
}, nil)
|
|
qc.EXPECT().ShowCollections(mock.Anything, mock.Anything).Return(&querypb.ShowCollectionsResponse{
|
|
Status: successStatus,
|
|
CollectionIDs: []int64{collectionID},
|
|
InMemoryPercentages: []int64{100},
|
|
}, nil)
|
|
status, err := qc.LoadCollection(ctx, &querypb.LoadCollectionRequest{
|
|
Base: &commonpb.MsgBase{
|
|
MsgType: commonpb.MsgType_LoadCollection,
|
|
SourceID: paramtable.GetNodeID(),
|
|
},
|
|
CollectionID: collectionID,
|
|
})
|
|
require.NoError(t, err)
|
|
require.Equal(t, commonpb.ErrorCode_Success, status.ErrorCode)
|
|
|
|
// test begins
|
|
task := &searchTask{
|
|
Condition: NewTaskCondition(ctx),
|
|
SearchRequest: &internalpb.SearchRequest{
|
|
Base: &commonpb.MsgBase{
|
|
MsgType: commonpb.MsgType_Retrieve,
|
|
SourceID: paramtable.GetNodeID(),
|
|
},
|
|
CollectionID: collectionID,
|
|
OutputFieldsId: make([]int64, len(fieldName2Types)),
|
|
},
|
|
ctx: ctx,
|
|
result: &milvuspb.SearchResults{
|
|
Status: &commonpb.Status{
|
|
ErrorCode: commonpb.ErrorCode_Success,
|
|
},
|
|
},
|
|
request: &milvuspb.SearchRequest{
|
|
Base: &commonpb.MsgBase{
|
|
MsgType: commonpb.MsgType_Retrieve,
|
|
SourceID: paramtable.GetNodeID(),
|
|
},
|
|
CollectionName: collectionName,
|
|
Nq: 2,
|
|
},
|
|
qc: qc,
|
|
shardMgr: mgr,
|
|
}
|
|
for i := 0; i < len(fieldName2Types); i++ {
|
|
task.SearchRequest.OutputFieldsId[i] = int64(common.StartOfUserFieldID + i)
|
|
}
|
|
|
|
assert.NoError(t, task.OnEnqueue())
|
|
|
|
task.ctx = ctx
|
|
|
|
assert.NoError(t, task.PreExecute(ctx))
|
|
|
|
task.searchShardPolicy = errPolicy
|
|
assert.Error(t, task.Execute(ctx))
|
|
|
|
task.searchShardPolicy = mergeRoundRobinPolicy
|
|
qn.searchError = fmt.Errorf("mock error")
|
|
assert.Error(t, task.Execute(ctx))
|
|
|
|
qn.searchError = nil
|
|
qn.withSearchResult = &internalpb.SearchResults{
|
|
Status: &commonpb.Status{
|
|
ErrorCode: commonpb.ErrorCode_NotShardLeader,
|
|
},
|
|
}
|
|
err = task.Execute(ctx)
|
|
assert.True(t, strings.Contains(err.Error(), errInvalidShardLeaders.Error()))
|
|
|
|
qn.withSearchResult = &internalpb.SearchResults{
|
|
Status: &commonpb.Status{
|
|
ErrorCode: commonpb.ErrorCode_UnexpectedError,
|
|
},
|
|
}
|
|
assert.Error(t, task.Execute(ctx))
|
|
|
|
result1 := &internalpb.SearchResults{
|
|
Status: &commonpb.Status{
|
|
ErrorCode: commonpb.ErrorCode_Success,
|
|
},
|
|
}
|
|
qn.withSearchResult = result1
|
|
assert.NoError(t, task.Execute(ctx))
|
|
}
|
|
|
|
func TestTaskSearch_parseQueryInfo(t *testing.T) {
|
|
t.Run("parseSearchInfo no error", func(t *testing.T) {
|
|
var targetOffset int64 = 200
|
|
|
|
sp := getValidSearchParams()
|
|
sp = append(sp, &commonpb.KeyValuePair{
|
|
Key: OffsetKey,
|
|
Value: strconv.FormatInt(targetOffset, 10),
|
|
})
|
|
|
|
info, offset, err := parseSearchInfo(sp)
|
|
assert.NoError(t, err)
|
|
assert.NotNil(t, info)
|
|
assert.Equal(t, targetOffset, offset)
|
|
})
|
|
|
|
t.Run("parseSearchInfo error", func(t *testing.T) {
|
|
spNoTopk := []*commonpb.KeyValuePair{{
|
|
Key: AnnsFieldKey,
|
|
Value: testFloatVecField}}
|
|
|
|
spInvalidTopk := append(spNoTopk, &commonpb.KeyValuePair{
|
|
Key: TopKKey,
|
|
Value: "invalid",
|
|
})
|
|
|
|
spInvalidTopk65536 := append(spNoTopk, &commonpb.KeyValuePair{
|
|
Key: TopKKey,
|
|
Value: "65536",
|
|
})
|
|
|
|
spNoMetricType := append(spNoTopk, &commonpb.KeyValuePair{
|
|
Key: TopKKey,
|
|
Value: "10",
|
|
})
|
|
|
|
spInvalidTopkPlusOffset := append(spNoTopk, &commonpb.KeyValuePair{
|
|
Key: OffsetKey,
|
|
Value: "65535",
|
|
})
|
|
|
|
spNoSearchParams := append(spNoMetricType, &commonpb.KeyValuePair{
|
|
Key: common.MetricTypeKey,
|
|
Value: distance.L2,
|
|
})
|
|
|
|
// no roundDecimal is valid
|
|
noRoundDecimal := append(spNoSearchParams, &commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"nprobe": 10}`,
|
|
})
|
|
|
|
spInvalidRoundDecimal2 := append(noRoundDecimal, &commonpb.KeyValuePair{
|
|
Key: RoundDecimalKey,
|
|
Value: "1000",
|
|
})
|
|
|
|
spInvalidRoundDecimal := append(noRoundDecimal, &commonpb.KeyValuePair{
|
|
Key: RoundDecimalKey,
|
|
Value: "invalid",
|
|
})
|
|
|
|
spInvalidOffsetNoInt := append(noRoundDecimal, &commonpb.KeyValuePair{
|
|
Key: OffsetKey,
|
|
Value: "invalid",
|
|
})
|
|
|
|
spInvalidOffsetNegative := append(noRoundDecimal, &commonpb.KeyValuePair{
|
|
Key: OffsetKey,
|
|
Value: "-1",
|
|
})
|
|
|
|
spInvalidOffsetTooLarge := append(noRoundDecimal, &commonpb.KeyValuePair{
|
|
Key: OffsetKey,
|
|
Value: "16386",
|
|
})
|
|
|
|
tests := []struct {
|
|
description string
|
|
invalidParams []*commonpb.KeyValuePair
|
|
}{
|
|
{"No_topk", spNoTopk},
|
|
{"Invalid_topk", spInvalidTopk},
|
|
{"Invalid_topk_65536", spInvalidTopk65536},
|
|
{"Invalid_topk_plus_offset", spInvalidTopkPlusOffset},
|
|
{"No_Metric_type", spNoMetricType},
|
|
{"No_search_params", spNoSearchParams},
|
|
{"Invalid_round_decimal", spInvalidRoundDecimal},
|
|
{"Invalid_round_decimal_1000", spInvalidRoundDecimal2},
|
|
{"Invalid_offset_not_int", spInvalidOffsetNoInt},
|
|
{"Invalid_offset_negative", spInvalidOffsetNegative},
|
|
{"Invalid_offset_too_large", spInvalidOffsetTooLarge},
|
|
}
|
|
|
|
for _, test := range tests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
info, offset, err := parseSearchInfo(test.invalidParams)
|
|
assert.Error(t, err)
|
|
assert.Nil(t, info)
|
|
assert.Zero(t, offset)
|
|
|
|
t.Logf("err=%s", err.Error())
|
|
})
|
|
}
|
|
})
|
|
}
|
|
|
|
func TestTaskSearch_parseSearchParams_AutoIndexEnable(t *testing.T) {
|
|
oldEnable := Params.AutoIndexConfig.Enable
|
|
oldIndexType := Params.AutoIndexConfig.IndexType
|
|
oldIndexParams := Params.AutoIndexConfig.IndexParams
|
|
oldSearchParamYamStr := Params.AutoIndexConfig.SearchParamsYamlStr
|
|
//parseSearchParams
|
|
paramtable.Get().Save(Params.AutoIndexConfig.Enable.Key, "true")
|
|
paramtable.Get().Save(Params.AutoIndexConfig.IndexType.Key, indexparamcheck.IndexHNSW)
|
|
paramtable.Get().Save(Params.AutoIndexConfig.IndexParams.Key, "{}")
|
|
defer func() {
|
|
paramtable.Get().Reset(Params.AutoIndexConfig.Enable.Key)
|
|
paramtable.Get().Reset(Params.AutoIndexConfig.IndexType.Key)
|
|
paramtable.Get().Reset(Params.AutoIndexConfig.IndexParams.Key)
|
|
}()
|
|
|
|
buildParams := map[string]any{
|
|
common.MetricTypeKey: indexparamcheck.L2,
|
|
common.IndexTypeKey: indexparamcheck.IndexHNSW,
|
|
"M": 8,
|
|
"efConstruction": 50,
|
|
}
|
|
buildParamsJSONValue, err := json.Marshal(buildParams)
|
|
assert.NoError(t, err)
|
|
paramtable.Get().Save(Params.AutoIndexConfig.IndexParams.Key, string(buildParamsJSONValue))
|
|
defer paramtable.Get().Reset(Params.AutoIndexConfig.IndexParams.Key)
|
|
assert.NoError(t, err)
|
|
|
|
jsonStr := `
|
|
{
|
|
"1": {
|
|
"bp": [10, 90],
|
|
"functions": [
|
|
"__ef = __topk * 2.2 + 31",
|
|
"__ef = __topk * 1.58 + 39",
|
|
"__ef = __topk"
|
|
]
|
|
},
|
|
"2": {
|
|
"bp": [10, 200],
|
|
"functions": [
|
|
"__ef = __topk *3 + 64",
|
|
"__ef = 8 * pow(__topk, 0.7) + 50",
|
|
"__ef = __topk"
|
|
]
|
|
},
|
|
"3": {
|
|
"bp": [10, 300],
|
|
"functions": [
|
|
"__ef = 10 * pow(__topk, 0.7) + 80",
|
|
"__ef = 10 * pow(__topk, 0.66) + 74",
|
|
"__ef = __topk"
|
|
]
|
|
}
|
|
}`
|
|
paramtable.Get().Save(Params.AutoIndexConfig.SearchParamsYamlStr.Key, jsonStr)
|
|
defer paramtable.Get().Reset(Params.AutoIndexConfig.SearchParamsYamlStr.Key)
|
|
|
|
normalKVPairs := []*commonpb.KeyValuePair{
|
|
{
|
|
Key: AnnsFieldKey,
|
|
Value: testFloatVecField,
|
|
},
|
|
{
|
|
Key: TopKKey,
|
|
Value: "10",
|
|
},
|
|
{
|
|
Key: RoundDecimalKey,
|
|
Value: "-1",
|
|
},
|
|
{
|
|
Key: common.MetricTypeKey,
|
|
Value: indexparamcheck.L2,
|
|
},
|
|
}
|
|
|
|
normalWithNilParams := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: "null",
|
|
},
|
|
)
|
|
|
|
//var normalWithLevel []*commonpb.KeyValuePair
|
|
normalWithEmptyParams := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: "{}",
|
|
},
|
|
)
|
|
|
|
normalWithNormalLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level": 1 }`,
|
|
},
|
|
)
|
|
|
|
normalWithNormalStrLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level": "1" }`,
|
|
},
|
|
)
|
|
|
|
normalTests := []struct {
|
|
description string
|
|
params []*commonpb.KeyValuePair
|
|
}{
|
|
{"normal", normalKVPairs},
|
|
{"normal_with_nil_params", normalWithNilParams},
|
|
{"normal_with_empty_params", normalWithEmptyParams},
|
|
{"normal_with_normal_level", normalWithNormalLevel},
|
|
{"normal_with_normal_str_level", normalWithNormalStrLevel},
|
|
}
|
|
|
|
for _, test := range normalTests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
_, _, err := parseSearchInfo(test.params)
|
|
assert.NoError(t, err)
|
|
})
|
|
}
|
|
|
|
invalidWithWrongParams := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: "",
|
|
},
|
|
)
|
|
|
|
invalidWithWrongLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level":x}`,
|
|
},
|
|
)
|
|
|
|
invalidWithWrongStrLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level":"x"}`,
|
|
},
|
|
)
|
|
|
|
invalidWithSmallLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level":-1}`,
|
|
},
|
|
)
|
|
|
|
invalidWithSmallStrLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level":"-1"}`,
|
|
},
|
|
)
|
|
|
|
invalidWithLargeLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level":100}`,
|
|
},
|
|
)
|
|
|
|
invalidWithLargeStrLevel := append(normalKVPairs,
|
|
&commonpb.KeyValuePair{
|
|
Key: SearchParamsKey,
|
|
Value: `{"level":"100"}`,
|
|
},
|
|
)
|
|
|
|
invalidTests := []struct {
|
|
description string
|
|
params []*commonpb.KeyValuePair
|
|
}{
|
|
{"invalid_wrong_params", invalidWithWrongParams},
|
|
{"invalid_wrong_level", invalidWithWrongLevel},
|
|
{"invalid_wrong_str_level", invalidWithWrongStrLevel},
|
|
{"invalid_with_small_level", invalidWithSmallLevel},
|
|
{"invalid_with_small_str_level", invalidWithSmallStrLevel},
|
|
{"invalid_with_large_level", invalidWithLargeLevel},
|
|
{"invalid_with_large_str_level", invalidWithLargeStrLevel},
|
|
}
|
|
|
|
for _, test := range invalidTests {
|
|
t.Run(test.description, func(t *testing.T) {
|
|
info, offset, err := parseSearchInfo(test.params)
|
|
assert.Error(t, err)
|
|
assert.Nil(t, info)
|
|
assert.Zero(t, offset)
|
|
})
|
|
}
|
|
|
|
Params.AutoIndexConfig.Enable = oldEnable
|
|
Params.AutoIndexConfig.IndexType = oldIndexType
|
|
Params.AutoIndexConfig.IndexParams = oldIndexParams
|
|
Params.AutoIndexConfig.SearchParamsYamlStr = oldSearchParamYamStr
|
|
|
|
}
|
|
|
|
func getSearchResultData(nq, topk int64) *schemapb.SearchResultData {
|
|
result := schemapb.SearchResultData{
|
|
NumQueries: nq,
|
|
TopK: topk,
|
|
Ids: &schemapb.IDs{},
|
|
Scores: []float32{},
|
|
Topks: []int64{},
|
|
}
|
|
return &result
|
|
}
|