milvus/tests/integration/json_expr_test.go

616 lines
23 KiB
Go

// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package integration
import (
"context"
"encoding/json"
"fmt"
"strconv"
"testing"
"time"
"github.com/cockroachdb/errors"
"github.com/milvus-io/milvus/pkg/common"
"github.com/milvus-io/milvus/pkg/util/distance"
"github.com/golang/protobuf/proto"
"github.com/milvus-io/milvus-proto/go-api/commonpb"
"github.com/milvus-io/milvus-proto/go-api/milvuspb"
"github.com/milvus-io/milvus-proto/go-api/schemapb"
"github.com/milvus-io/milvus/pkg/log"
"github.com/milvus-io/milvus/pkg/util/funcutil"
"github.com/stretchr/testify/assert"
"go.uber.org/zap"
)
func TestJsonExpr(t *testing.T) {
ctx := context.Background()
c, err := StartMiniCluster(ctx)
assert.NoError(t, err)
err = c.Start()
assert.NoError(t, err)
defer c.Stop()
assert.NoError(t, err)
prefix := "TestHelloMilvus"
dbName := ""
collectionName := prefix + funcutil.GenRandomStr()
jsonField := "json"
dim := 128
rowNum := 100
constructCollectionSchema := func() *schemapb.CollectionSchema {
pk := &schemapb.FieldSchema{
FieldID: 0,
Name: int64Field,
IsPrimaryKey: true,
Description: "",
DataType: schemapb.DataType_Int64,
TypeParams: nil,
IndexParams: nil,
AutoID: true,
}
fVec := &schemapb.FieldSchema{
FieldID: 0,
Name: floatVecField,
IsPrimaryKey: false,
Description: "",
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: strconv.Itoa(dim),
},
},
IndexParams: nil,
AutoID: false,
}
jsonF := &schemapb.FieldSchema{
Name: jsonField,
Description: "this is a json field",
DataType: schemapb.DataType_JSON,
//IsDynamic: true,
}
return &schemapb.CollectionSchema{
Name: collectionName,
Description: "",
AutoID: false,
Fields: []*schemapb.FieldSchema{
pk,
fVec,
jsonF,
},
}
}
schema := constructCollectionSchema()
marshaledSchema, err := proto.Marshal(schema)
assert.NoError(t, err)
createCollectionStatus, err := c.proxy.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{
DbName: dbName,
CollectionName: collectionName,
Schema: marshaledSchema,
ShardsNum: 2,
})
assert.NoError(t, err)
if createCollectionStatus.GetErrorCode() != commonpb.ErrorCode_Success {
log.Warn("createCollectionStatus fail reason", zap.String("reason", createCollectionStatus.GetReason()))
}
assert.Equal(t, createCollectionStatus.GetErrorCode(), commonpb.ErrorCode_Success)
log.Info("CreateCollection result", zap.Any("createCollectionStatus", createCollectionStatus))
showCollectionsResp, err := c.proxy.ShowCollections(ctx, &milvuspb.ShowCollectionsRequest{})
assert.NoError(t, err)
assert.Equal(t, showCollectionsResp.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
log.Info("ShowCollections result", zap.Any("showCollectionsResp", showCollectionsResp))
fVecColumn := newFloatVectorFieldData(floatVecField, rowNum, dim)
jsonData := newJSONData(jsonField, rowNum)
hashKeys := generateHashKeys(rowNum)
insertResult, err := c.proxy.Insert(ctx, &milvuspb.InsertRequest{
DbName: dbName,
CollectionName: collectionName,
FieldsData: []*schemapb.FieldData{fVecColumn, jsonData},
HashKeys: hashKeys,
NumRows: uint32(rowNum),
})
assert.NoError(t, err)
assert.Equal(t, insertResult.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
// flush
flushResp, err := c.proxy.Flush(ctx, &milvuspb.FlushRequest{
DbName: dbName,
CollectionNames: []string{collectionName},
})
assert.NoError(t, err)
segmentIDs, has := flushResp.GetCollSegIDs()[collectionName]
ids := segmentIDs.GetData()
assert.NotEmpty(t, segmentIDs)
segments, err := c.metaWatcher.ShowSegments()
assert.NoError(t, err)
assert.NotEmpty(t, segments)
for _, segment := range segments {
log.Info("ShowSegments result", zap.String("segment", segment.String()))
}
if has && len(ids) > 0 {
flushed := func() bool {
resp, err := c.proxy.GetFlushState(ctx, &milvuspb.GetFlushStateRequest{
SegmentIDs: ids,
})
if err != nil {
//panic(errors.New("GetFlushState failed"))
return false
}
return resp.GetFlushed()
}
for !flushed() {
// respect context deadline/cancel
select {
case <-ctx.Done():
panic(errors.New("deadline exceeded"))
default:
}
time.Sleep(500 * time.Millisecond)
}
}
// create index
createIndexStatus, err := c.proxy.CreateIndex(ctx, &milvuspb.CreateIndexRequest{
CollectionName: collectionName,
FieldName: floatVecField,
IndexName: "_default",
ExtraParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: strconv.Itoa(dim),
},
{
Key: common.MetricTypeKey,
Value: distance.L2,
},
{
Key: "index_type",
Value: "IVF_FLAT",
},
{
Key: "nlist",
Value: strconv.Itoa(10),
},
},
})
if createIndexStatus.GetErrorCode() != commonpb.ErrorCode_Success {
log.Warn("createIndexStatus fail reason", zap.String("reason", createIndexStatus.GetReason()))
}
assert.NoError(t, err)
assert.Equal(t, commonpb.ErrorCode_Success, createIndexStatus.GetErrorCode())
waitingForIndexBuilt(ctx, c, t, collectionName, floatVecField)
// load
loadStatus, err := c.proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{
DbName: dbName,
CollectionName: collectionName,
})
assert.NoError(t, err)
if loadStatus.GetErrorCode() != commonpb.ErrorCode_Success {
log.Warn("loadStatus fail reason", zap.String("reason", loadStatus.GetReason()))
}
assert.Equal(t, commonpb.ErrorCode_Success, loadStatus.GetErrorCode())
for {
loadProgress, err := c.proxy.GetLoadingProgress(ctx, &milvuspb.GetLoadingProgressRequest{
CollectionName: collectionName,
})
if err != nil {
panic("GetLoadingProgress fail")
}
if loadProgress.GetProgress() == 100 {
break
}
time.Sleep(500 * time.Millisecond)
}
expr := ""
// search
expr = `json["A"] > 90`
checkFunc := func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 5, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("GT expression run successfully")
expr = `json["A"] < 10`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 5, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("LT expression run successfully")
expr = `json["A"] <= 5`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 3, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("LE expression run successfully")
expr = `A >= 95`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 3, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("GE expression run successfully")
expr = `json["A"] == 5`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 1, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("EQ expression run successfully")
expr = `A != 95`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NE expression run successfully")
expr = `not (A != 95)`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 1, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NOT NE expression run successfully")
expr = `A > 90 && B < 5`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 2, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NE expression run successfully")
expr = `A > 95 || 5 > B`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 4, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NE expression run successfully")
expr = `not (A == 95)`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NOT expression run successfully")
expr = `A in [90, 91, 95, 97]`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 3, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("IN expression run successfully")
expr = `A not in [90, 91, 95, 97]`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NIN expression run successfully")
expr = `C[0] in [90, 91, 95, 97]`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 4, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("IN expression run successfully")
expr = `C[0] not in [90, 91, 95, 97]`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NIN expression run successfully")
expr = `0 <= A < 5`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 2, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("BinaryRange expression run successfully")
expr = `100 > A >= 90`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 5, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("BinaryRange expression run successfully")
expr = `1+5 <= A < 5+10`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 4, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("BinaryRange expression run successfully")
expr = `A + 5 == 10`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 1, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("Arithmetic expression run successfully")
expr = `exists A`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("EXISTS expression run successfully")
expr = `exists AAA`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 0, len(result.Results.FieldsData))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("EXISTS expression run successfully")
expr = `not exists A`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("NOT EXISTS expression run successfully")
expr = `E["G"] > 100`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 9, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("nested path expression run successfully")
expr = `D like "name-%"`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("like expression run successfully")
expr = `D like "name-11"`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 1, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("like expression run successfully")
expr = `A like "10"`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 0, len(result.Results.FieldsData))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("like expression run successfully")
expr = `A in []`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 0, len(result.Results.FieldsData))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("term empty expression run successfully")
expr = `A not in []`
checkFunc = func(result *milvuspb.SearchResults) {
assert.Equal(t, 1, len(result.Results.FieldsData))
assert.Equal(t, jsonField, result.Results.FieldsData[0].GetFieldName())
assert.Equal(t, schemapb.DataType_JSON, result.Results.FieldsData[0].GetType())
assert.Equal(t, 10, len(result.Results.FieldsData[0].GetScalars().GetJsonData().GetData()))
}
doSearch(c, collectionName, []string{jsonField}, expr, dim, t, checkFunc)
log.Info("term empty expression run successfully")
// invalid expr
expr = `E[F] > 100`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `A >> 10`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `not A > 5`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `not A == 5`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `A > B`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `A > Int64Field`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `A like abc`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `D like "%name-%"`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `D like "na%me"`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `1+5 <= A+1 < 5+10`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
expr = `json == ""`
doSearchWithInvalidExpr(c, collectionName, []string{jsonField}, expr, dim, t)
}
func doSearch(cluster *MiniCluster, collectionName string, outputField []string, expr string, dim int, t *testing.T, checkFunc func(results *milvuspb.SearchResults)) {
nq := 1
topk := 10
roundDecimal := -1
params := getSearchParams(IndexFaissIvfFlat, distance.L2)
searchReq := constructSearchRequest("", collectionName, expr,
floatVecField, schemapb.DataType_FloatVector, outputField, distance.L2, params, nq, dim, topk, roundDecimal)
searchResult, err := cluster.proxy.Search(context.Background(), searchReq)
if searchResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success {
log.Warn("searchResult fail reason", zap.String("reason", searchResult.GetStatus().GetReason()))
}
assert.NoError(t, err)
assert.Equal(t, commonpb.ErrorCode_Success, searchResult.GetStatus().GetErrorCode())
log.Info("TestHelloMilvus succeed", zap.Any("result", searchResult.Results),
zap.Any("result num", len(searchResult.Results.FieldsData)))
for _, data := range searchResult.Results.FieldsData {
log.Info("output field", zap.Any("outputfield", data.String()))
}
checkFunc(searchResult)
}
func newJSONData(fieldName string, rowNum int) *schemapb.FieldData {
jsonData := make([][]byte, 0, rowNum)
for i := 0; i < rowNum; i++ {
data := map[string]interface{}{
"A": i,
"B": rowNum - i,
"C": []int{i, rowNum - i},
"D": fmt.Sprintf("name-%d", i),
"E": map[string]interface{}{
"F": i,
"G": i + 10,
},
}
if i%2 == 0 {
data = map[string]interface{}{
"B": rowNum - i,
"C": []int{i, rowNum - i},
"D": fmt.Sprintf("name-%d", i),
"E": map[string]interface{}{
"F": i,
"G": i + 10,
},
}
}
if i == 100 {
data = nil
}
jsonBytes, err := json.MarshalIndent(data, "", " ")
if err != nil {
return nil
}
jsonData = append(jsonData, jsonBytes)
}
return &schemapb.FieldData{
Type: schemapb.DataType_JSON,
FieldName: fieldName,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: jsonData,
},
},
},
},
}
}
func doSearchWithInvalidExpr(cluster *MiniCluster, collectionName string, outputField []string, expr string, dim int, t *testing.T) {
nq := 1
topk := 10
roundDecimal := -1
params := getSearchParams(IndexFaissIvfFlat, distance.L2)
searchReq := constructSearchRequest("", collectionName, expr,
floatVecField, schemapb.DataType_FloatVector, outputField, distance.L2, params, nq, dim, topk, roundDecimal)
searchResult, err := cluster.proxy.Search(context.Background(), searchReq)
if searchResult.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success {
log.Warn("searchResult fail reason", zap.String("reason", searchResult.GetStatus().GetReason()))
}
assert.NoError(t, err)
assert.NotEqual(t, commonpb.ErrorCode_Success, searchResult.GetStatus().GetErrorCode())
}