mirror of https://github.com/milvus-io/milvus.git
640 lines
33 KiB
Go
640 lines
33 KiB
Go
package testcases
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import (
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"fmt"
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"testing"
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"time"
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"github.com/stretchr/testify/require"
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"go.uber.org/zap"
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clientv2 "github.com/milvus-io/milvus/client/v2"
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"github.com/milvus-io/milvus/client/v2/column"
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"github.com/milvus-io/milvus/client/v2/entity"
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"github.com/milvus-io/milvus/pkg/log"
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"github.com/milvus-io/milvus/tests/go_client/common"
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hp "github.com/milvus-io/milvus/tests/go_client/testcases/helper"
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)
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// test query from default partition
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func TestQueryDefault(t *testing.T) {
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// create and insert
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption())
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_, insertRes := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
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// flush -> index -> load
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prepare.FlushData(ctx, t, mc, schema.CollectionName)
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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// query
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expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 100)
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queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr))
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common.CheckErr(t, err, true)
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common.CheckQueryResult(t, queryRes.Fields, []column.Column{insertRes.IDs.Slice(0, 100)})
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}
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// test query with varchar field filter
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func TestQueryVarcharPkDefault(t *testing.T) {
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// create and insert
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.VarcharBinary), hp.TNewFieldsOption(), hp.TNewSchemaOption())
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_, insertRes := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
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// flush -> index -> load
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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// query
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expr := fmt.Sprintf("%s in ['0', '1', '2', '3', '4']", common.DefaultVarcharFieldName)
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queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr))
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common.CheckErr(t, err, true)
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common.CheckQueryResult(t, queryRes.Fields, []column.Column{insertRes.IDs.Slice(0, 5)})
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}
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// query from not existed collection name and partition name
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func TestQueryNotExistName(t *testing.T) {
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// query with not existed collection
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expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 100)
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_, errCol := mc.Query(ctx, clientv2.NewQueryOption("aaa").WithFilter(expr))
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common.CheckErr(t, errCol, false, "can't find collection")
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// create -> index -> load
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption())
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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// query with not existed partition
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_, errPar := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{"aaa"}))
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common.CheckErr(t, errPar, false, "partition name aaa not found")
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}
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// test query with invalid partition name
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func TestQueryInvalidPartitionName(t *testing.T) {
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// create collection and partition
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_, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true))
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expr := fmt.Sprintf("%s >= %d", common.DefaultInt64FieldName, 0)
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emptyPartitionName := ""
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// query from "" partitions, expect to query from default partition
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_, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{emptyPartitionName}))
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common.CheckErr(t, err, false, "Partition name should not be empty")
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}
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// test query with empty partition name
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func TestQueryPartition(t *testing.T) {
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parName := "p1"
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// create collection and partition
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true))
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err := mc.CreatePartition(ctx, clientv2.NewCreatePartitionOption(schema.CollectionName, parName))
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common.CheckErr(t, err, true)
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// insert [0, 3000) into default, insert [3000, 6000) into parName
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_, i1Res := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
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_, i2Res := prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb).TWithPartitionName(parName), hp.TNewDataOption().TWithStart(common.DefaultNb))
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// flush -> index -> load
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prepare.FlushData(ctx, t, mc, schema.CollectionName)
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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expr := fmt.Sprintf("%s >= %d", common.DefaultInt64FieldName, 0)
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expColumn := hp.GenColumnData(common.DefaultNb*2, entity.FieldTypeInt64, *hp.TNewDataOption().TWithStart(0))
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// query with default params, expect to query from all partitions
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queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithConsistencyLevel(entity.ClStrong))
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common.CheckErr(t, err, true)
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common.CheckQueryResult(t, queryRes.Fields, []column.Column{expColumn})
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// query with empty partition names
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queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{}).WithConsistencyLevel(entity.ClStrong))
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common.CheckErr(t, err, true)
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common.CheckQueryResult(t, queryRes.Fields, []column.Column{expColumn})
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// query with default partition
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queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{common.DefaultPartition}).WithConsistencyLevel(entity.ClStrong))
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common.CheckErr(t, err, true)
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common.CheckQueryResult(t, queryRes.Fields, []column.Column{i1Res.IDs})
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// query with specify partition
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queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{parName}).WithConsistencyLevel(entity.ClStrong))
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common.CheckErr(t, err, true)
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common.CheckQueryResult(t, queryRes.Fields, []column.Column{i2Res.IDs})
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// query with all partitions
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queryRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithPartitions([]string{common.DefaultPartition, parName}).WithConsistencyLevel(entity.ClStrong))
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common.CheckErr(t, err, true)
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common.CheckQueryResult(t, queryRes.Fields, []column.Column{expColumn})
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}
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// test query with invalid partition name
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func TestQueryWithoutExpr(t *testing.T) {
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// create collection and partition
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_, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption())
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// query without expr
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_, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName))
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common.CheckErr(t, err, false, "empty expression should be used with limit")
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// query with empty expr
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_, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(""))
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common.CheckErr(t, err, false, "empty expression should be used with limit")
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}
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// test query empty output fields: []string{} -> default pk
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// test query empty output fields: []string{""} -> error
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// test query with not existed field ["aa"]: error or as dynamic field
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// test query with part not existed field ["aa", "$meat"]: error or as dynamic field
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// test query with repeated field: ["*", "$meat"], ["floatVec", floatVec"] unique field
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func TestQueryOutputFields(t *testing.T) {
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t.Skip("verify TODO")
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t.Parallel()
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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for _, enableDynamic := range [2]bool{true, false} {
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// create -> insert -> flush -> index -> load
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(enableDynamic))
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prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
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prepare.FlushData(ctx, t, mc, schema.CollectionName)
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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expr := fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 10)
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// query with empty output fields []string{}-> output "int64"
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queryNilOutputs, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{}))
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common.CheckErr(t, err, true)
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common.CheckOutputFields(t, []string{common.DefaultInt64FieldName}, queryNilOutputs.Fields)
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// query with empty output fields []string{""}-> output "int64" and dynamic field
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_, err1 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{""}))
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if enableDynamic {
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common.CheckErr(t, err1, false, "parse output field name failed")
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} else {
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common.CheckErr(t, err1, false, "not exist")
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}
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// query with not existed field -> output field as dynamic or error
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fakeName := "aaa"
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res2, err2 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{fakeName}))
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if enableDynamic {
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common.CheckErr(t, err2, true)
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for _, c := range res2.Fields {
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log.Debug("data", zap.String("name", c.Name()), zap.Any("type", c.Type()), zap.Any("data", c.FieldData()))
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}
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common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, fakeName}, res2.Fields)
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dynamicColumn := hp.MergeColumnsToDynamic(10, hp.GenDynamicColumnData(0, 10), common.DefaultDynamicFieldName)
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expColumns := []column.Column{
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hp.GenColumnData(10, entity.FieldTypeInt64, *hp.TNewDataOption()),
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column.NewColumnDynamic(dynamicColumn, fakeName),
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}
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common.CheckQueryResult(t, expColumns, res2.Fields)
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} else {
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common.CheckErr(t, err2, false, fmt.Sprintf("%s not exist", fakeName))
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}
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// query with part not existed field ["aa", "$meat"]: error or as dynamic field
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res3, err3 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{fakeName, common.DefaultDynamicFieldName}))
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if enableDynamic {
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common.CheckErr(t, err3, true)
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common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, fakeName, common.DefaultDynamicFieldName}, res3.Fields)
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} else {
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common.CheckErr(t, err3, false, "not exist")
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}
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// query with repeated field: ["*", "$meat"], ["floatVec", floatVec"] unique field
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res4, err4 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{"*", common.DefaultDynamicFieldName}))
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if enableDynamic {
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common.CheckErr(t, err4, true)
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common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, common.DefaultFloatVecFieldName, common.DefaultDynamicFieldName}, res4.Fields)
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} else {
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common.CheckErr(t, err4, false, "$meta not exist")
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}
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res5, err5 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields(
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[]string{common.DefaultFloatVecFieldName, common.DefaultFloatVecFieldName, common.DefaultInt64FieldName}))
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common.CheckErr(t, err5, true)
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common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, common.DefaultFloatVecFieldName}, res5.Fields)
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}
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}
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// test query output all fields and verify data
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func TestQueryOutputAllFieldsColumn(t *testing.T) {
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t.Skip("https://github.com/milvus-io/milvus/issues/33848")
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// create collection
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for _, isDynamic := range [2]bool{true, false} {
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(isDynamic))
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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// insert
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columns := make([]column.Column, 0, len(schema.Fields)+1)
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dynamicColumns := hp.GenDynamicColumnData(0, common.DefaultNb)
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genDataOpt := hp.TNewDataOption().TWithMaxCapacity(common.TestCapacity)
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insertOpt := clientv2.NewColumnBasedInsertOption(schema.CollectionName)
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for _, field := range schema.Fields {
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if field.DataType == entity.FieldTypeArray {
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genDataOpt.TWithElementType(field.ElementType)
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}
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columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *genDataOpt.TWithDim(common.DefaultDim)))
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}
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if isDynamic {
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insertOpt.WithColumns(dynamicColumns...)
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}
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ids, err := mc.Insert(ctx, insertOpt.WithColumns(columns...))
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common.CheckErr(t, err, true)
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require.Equal(t, int64(common.DefaultNb), ids.InsertCount)
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prepare.FlushData(ctx, t, mc, schema.CollectionName)
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// query output all fields -> output all fields, includes vector and $meta field
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pos := 10
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allFieldsName := make([]string, 0, len(schema.Fields))
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for _, field := range schema.Fields {
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allFieldsName = append(allFieldsName, field.Name)
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}
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if isDynamic {
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allFieldsName = append(allFieldsName, common.DefaultDynamicFieldName)
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}
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queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).
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WithFilter(fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, pos)).WithOutputFields([]string{"*"}))
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common.CheckErr(t, errQuery, true)
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common.CheckOutputFields(t, allFieldsName, queryResultAll.Fields)
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expColumns := make([]column.Column, 0, len(columns)+1)
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for _, _column := range columns {
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expColumns = append(expColumns, _column.Slice(0, pos))
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}
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if isDynamic {
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expColumns = append(expColumns, hp.MergeColumnsToDynamic(pos, dynamicColumns, common.DefaultDynamicFieldName))
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}
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common.CheckQueryResult(t, expColumns, queryResultAll.Fields)
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}
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}
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// test query output all fields
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func TestQueryOutputAllFieldsRows(t *testing.T) {
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t.Skip("https://github.com/milvus-io/milvus/issues/33459")
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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// create collection
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields), hp.TNewFieldsOption(),
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hp.TNewSchemaOption().TWithEnableDynamicField(true))
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// prepare and insert data
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rows := hp.GenAllFieldsRows(common.DefaultNb, false, *hp.TNewDataOption().TWithMaxCapacity(common.TestCapacity))
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ids, err := mc.Insert(ctx, clientv2.NewRowBasedInsertOption(schema.CollectionName, rows...))
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common.CheckErr(t, err, true)
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require.Equal(t, int64(common.DefaultNb), ids.InsertCount)
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prepare.FlushData(ctx, t, mc, schema.CollectionName)
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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// query output all fields -> output all fields, includes vector and $meta field
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allFieldsName := []string{common.DefaultDynamicFieldName}
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for _, field := range schema.Fields {
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allFieldsName = append(allFieldsName, field.Name)
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}
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queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).
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WithFilter(fmt.Sprintf("%s < %d", common.DefaultInt64FieldName, 10)).WithOutputFields([]string{"*"}))
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common.CheckErr(t, errQuery, true)
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common.CheckOutputFields(t, allFieldsName, queryResultAll.Fields)
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}
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// test query output varchar and binaryVector fields
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func TestQueryOutputBinaryAndVarchar(t *testing.T) {
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ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
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mc := createDefaultMilvusClient(ctx, t)
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prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.VarcharBinary), hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true))
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prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
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prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
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// insert
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columns := make([]column.Column, 0, len(schema.Fields)+1)
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dynamicColumns := hp.GenDynamicColumnData(0, common.DefaultNb)
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for _, field := range schema.Fields {
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columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *hp.TNewDataOption().TWithDim(common.DefaultDim)))
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}
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ids, err := mc.Insert(ctx, clientv2.NewColumnBasedInsertOption(schema.CollectionName, columns...).WithColumns(dynamicColumns...))
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common.CheckErr(t, err, true)
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require.Equal(t, int64(common.DefaultNb), ids.InsertCount)
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prepare.FlushData(ctx, t, mc, schema.CollectionName)
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// query output all fields -> output all fields, includes vector and $meta field
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expr := fmt.Sprintf("%s in ['0', '1', '2', '3', '4', '5'] ", common.DefaultVarcharFieldName)
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allFieldsName := []string{common.DefaultVarcharFieldName, common.DefaultBinaryVecFieldName, common.DefaultDynamicFieldName}
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queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).
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WithFilter(expr).WithOutputFields([]string{"*"}))
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common.CheckErr(t, errQuery, true)
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common.CheckOutputFields(t, allFieldsName, queryResultAll.Fields)
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expColumns := []column.Column{hp.MergeColumnsToDynamic(6, dynamicColumns, common.DefaultDynamicFieldName)}
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for _, _column := range columns {
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expColumns = append(expColumns, _column.Slice(0, 6))
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}
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common.CheckQueryResult(t, expColumns, queryResultAll.Fields)
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}
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func TestQueryOutputSparse(t *testing.T) {
|
|
t.Skip("https://github.com/milvus-io/milvus-sdk-go/issues/769")
|
|
t.Parallel()
|
|
ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
|
|
mc := createDefaultMilvusClient(ctx, t)
|
|
|
|
prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VarcharSparseVec), hp.TNewFieldsOption(), hp.TNewSchemaOption())
|
|
prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
|
|
prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
|
|
|
|
// insert
|
|
columns := make([]column.Column, 0, len(schema.Fields))
|
|
for _, field := range schema.Fields {
|
|
columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *hp.TNewDataOption().TWithSparseMaxLen(10)))
|
|
}
|
|
|
|
ids, err := mc.Insert(ctx, clientv2.NewColumnBasedInsertOption(schema.CollectionName, columns...))
|
|
common.CheckErr(t, err, true)
|
|
require.Equal(t, int64(common.DefaultNb), ids.InsertCount)
|
|
prepare.FlushData(ctx, t, mc, schema.CollectionName)
|
|
|
|
// query output all fields -> output all fields, includes vector and $meta field
|
|
expr := fmt.Sprintf("%s < 100 ", common.DefaultInt64FieldName)
|
|
expFieldsName := []string{common.DefaultInt64FieldName, common.DefaultVarcharFieldName, common.DefaultSparseVecFieldName}
|
|
queryResultAll, errQuery := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{"*"}))
|
|
common.CheckErr(t, errQuery, true)
|
|
common.CheckOutputFields(t, expFieldsName, queryResultAll.Fields)
|
|
|
|
expColumns := make([]column.Column, 0, len(columns))
|
|
for _, _column := range columns {
|
|
expColumns = append(expColumns, _column.Slice(0, 100))
|
|
}
|
|
common.CheckQueryResult(t, expColumns, queryResultAll.Fields)
|
|
}
|
|
|
|
// test query different array rows has different element length
|
|
func TestQueryArrayDifferentLenBetweenRows(t *testing.T) {
|
|
ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
|
|
mc := createDefaultMilvusClient(ctx, t)
|
|
|
|
prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecAllScalar),
|
|
hp.TNewFieldsOption().TWithMaxCapacity(common.TestCapacity*2), hp.TNewSchemaOption())
|
|
prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
|
|
prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
|
|
|
|
// insert 2 batch with array capacity 100 and 200
|
|
for i := 0; i < 2; i++ {
|
|
columns := make([]column.Column, 0, len(schema.Fields))
|
|
// each batch has different array capacity
|
|
genDataOpt := hp.TNewDataOption().TWithMaxCapacity(common.TestCapacity * (i + 1)).TWithStart(common.DefaultNb * i)
|
|
for _, field := range schema.Fields {
|
|
if field.DataType == entity.FieldTypeArray {
|
|
genDataOpt.TWithElementType(field.ElementType)
|
|
}
|
|
columns = append(columns, hp.GenColumnData(common.DefaultNb, field.DataType, *genDataOpt))
|
|
}
|
|
ids, err := mc.Insert(ctx, clientv2.NewColumnBasedInsertOption(schema.CollectionName, columns...))
|
|
common.CheckErr(t, err, true)
|
|
require.Equal(t, int64(common.DefaultNb), ids.InsertCount)
|
|
}
|
|
prepare.FlushData(ctx, t, mc, schema.CollectionName)
|
|
|
|
// query array idx exceeds max capacity, array[200]
|
|
expr := fmt.Sprintf("%s[%d] > 0", common.DefaultInt64ArrayField, common.TestCapacity*2)
|
|
countRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{common.QueryCountFieldName}))
|
|
common.CheckErr(t, err, true)
|
|
count, _ := countRes.Fields[0].GetAsInt64(0)
|
|
require.Equal(t, int64(0), count)
|
|
|
|
countRes, err = mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr).WithOutputFields([]string{"Count(*)"}))
|
|
common.CheckErr(t, err, true)
|
|
count, _ = countRes.Fields[0].GetAsInt64(0)
|
|
require.Equal(t, int64(0), count)
|
|
|
|
// query: some rows has element greater than expr index array[100]
|
|
expr2 := fmt.Sprintf("%s[%d] > 0", common.DefaultInt64ArrayField, common.TestCapacity)
|
|
countRes2, err2 := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(expr2).WithOutputFields([]string{common.QueryCountFieldName}))
|
|
common.CheckErr(t, err2, true)
|
|
count2, _ := countRes2.Fields[0].GetAsInt64(0)
|
|
require.Equal(t, int64(common.DefaultNb), count2)
|
|
}
|
|
|
|
// test query with expr and verify output dynamic field data
|
|
func TestQueryJsonDynamicExpr(t *testing.T) {
|
|
ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
|
|
mc := createDefaultMilvusClient(ctx, t)
|
|
|
|
prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecJSON),
|
|
hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true))
|
|
prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
|
|
prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
|
|
prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
|
|
|
|
// query with different expr and count
|
|
expr := fmt.Sprintf("%s['number'] < 10 || %s < 10", common.DefaultJSONFieldName, common.DefaultDynamicNumberField)
|
|
|
|
queryRes, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithFilter(expr).WithConsistencyLevel(entity.ClStrong).
|
|
WithOutputFields([]string{common.DefaultJSONFieldName, common.DefaultDynamicFieldName}))
|
|
|
|
// verify output fields and count, dynamicNumber value
|
|
common.CheckErr(t, err, true)
|
|
common.CheckOutputFields(t, []string{common.DefaultInt64FieldName, common.DefaultJSONFieldName, common.DefaultDynamicFieldName}, queryRes.Fields)
|
|
require.Equal(t, 10, queryRes.ResultCount)
|
|
for _, _column := range queryRes.Fields {
|
|
if _column.Name() == common.DefaultDynamicNumberField {
|
|
var numberData []int64
|
|
for i := 0; i < _column.Len(); i++ {
|
|
line, _ := _column.GetAsInt64(i)
|
|
numberData = append(numberData, line)
|
|
}
|
|
require.Equal(t, numberData, []int64{0, 1, 2, 3, 4, 5, 6, 7, 8, 9})
|
|
}
|
|
}
|
|
}
|
|
|
|
// test query with invalid expr
|
|
func TestQueryInvalidExpr(t *testing.T) {
|
|
ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
|
|
mc := createDefaultMilvusClient(ctx, t)
|
|
|
|
prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64VecJSON),
|
|
hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true))
|
|
prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, 100), hp.TNewDataOption())
|
|
prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
|
|
prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
|
|
|
|
for _, _invalidExpr := range common.InvalidExpressions {
|
|
_, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_invalidExpr.Expr))
|
|
common.CheckErr(t, err, _invalidExpr.ErrNil, _invalidExpr.ErrMsg)
|
|
}
|
|
}
|
|
|
|
// Test query json and dynamic collection with string expr
|
|
func TestQueryCountJsonDynamicExpr(t *testing.T) {
|
|
ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
|
|
mc := createDefaultMilvusClient(ctx, t)
|
|
|
|
prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields),
|
|
hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true))
|
|
prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
|
|
prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
|
|
prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
|
|
|
|
// query with different expr and count
|
|
type exprCount struct {
|
|
expr string
|
|
count int64
|
|
}
|
|
exprCounts := []exprCount{
|
|
{expr: "", count: common.DefaultNb},
|
|
// pk int64 field expr: < in && ||
|
|
{expr: fmt.Sprintf("%s < 1000", common.DefaultInt64FieldName), count: 1000},
|
|
{expr: fmt.Sprintf("%s in [0, 1, 2]", common.DefaultInt64FieldName), count: 3},
|
|
{expr: fmt.Sprintf("%s >= 1000 && %s < 2000", common.DefaultInt64FieldName, common.DefaultInt64FieldName), count: 1000},
|
|
{expr: fmt.Sprintf("%s >= 1000 || %s > 2000", common.DefaultInt64FieldName, common.DefaultInt64FieldName), count: 2000},
|
|
{expr: fmt.Sprintf("%s < 1000", common.DefaultFloatFieldName), count: 1000},
|
|
|
|
// json and dynamic field filter expr: == < in bool/ list/ int
|
|
{expr: fmt.Sprintf("%s['number'] == 0", common.DefaultJSONFieldName), count: 0},
|
|
{expr: fmt.Sprintf("%s['number'] < 100 and %s['number'] != 0", common.DefaultJSONFieldName, common.DefaultJSONFieldName), count: 50},
|
|
{expr: fmt.Sprintf("%s < 100", common.DefaultDynamicNumberField), count: 100},
|
|
{expr: "dynamicNumber % 2 == 0", count: 1500},
|
|
{expr: fmt.Sprintf("%s['bool'] == true", common.DefaultJSONFieldName), count: 1500 / 2},
|
|
{expr: fmt.Sprintf("%s == false", common.DefaultDynamicBoolField), count: 2000},
|
|
{expr: fmt.Sprintf("%s in ['1', '2'] ", common.DefaultDynamicStringField), count: 2},
|
|
{expr: fmt.Sprintf("%s['string'] in ['1', '2', '5'] ", common.DefaultJSONFieldName), count: 3},
|
|
{expr: fmt.Sprintf("%s['list'] == [1, 2] ", common.DefaultJSONFieldName), count: 1},
|
|
{expr: fmt.Sprintf("%s['list'] == [0, 1] ", common.DefaultJSONFieldName), count: 0},
|
|
{expr: fmt.Sprintf("%s['list'][0] < 10 ", common.DefaultJSONFieldName), count: 5},
|
|
{expr: fmt.Sprintf("%s[\"dynamicList\"] != [2, 3]", common.DefaultDynamicFieldName), count: 0},
|
|
|
|
// json contains
|
|
{expr: fmt.Sprintf("json_contains (%s['list'], 2)", common.DefaultJSONFieldName), count: 1},
|
|
{expr: fmt.Sprintf("json_contains (%s['number'], 0)", common.DefaultJSONFieldName), count: 0},
|
|
{expr: fmt.Sprintf("json_contains_all (%s['list'], [1, 2])", common.DefaultJSONFieldName), count: 1},
|
|
{expr: fmt.Sprintf("JSON_CONTAINS_ANY (%s['list'], [1, 3])", common.DefaultJSONFieldName), count: 2},
|
|
// string like
|
|
{expr: "dynamicString like '1%' ", count: 1111},
|
|
|
|
// key exist
|
|
{expr: fmt.Sprintf("exists %s['list']", common.DefaultJSONFieldName), count: common.DefaultNb / 4},
|
|
{expr: "exists a ", count: 0},
|
|
{expr: fmt.Sprintf("exists %s ", common.DefaultDynamicListField), count: common.DefaultNb},
|
|
{expr: fmt.Sprintf("exists %s ", common.DefaultDynamicStringField), count: common.DefaultNb},
|
|
// data type not match and no error
|
|
{expr: fmt.Sprintf("%s['number'] == '0' ", common.DefaultJSONFieldName), count: 0},
|
|
|
|
// json field
|
|
{expr: fmt.Sprintf("%s >= 1500", common.DefaultJSONFieldName), count: 1500 / 2}, // json >= 1500
|
|
{expr: fmt.Sprintf("%s > 1499.5", common.DefaultJSONFieldName), count: 1500 / 2}, // json >= 1500.0
|
|
{expr: fmt.Sprintf("%s like '21%%'", common.DefaultJSONFieldName), count: 100 / 4}, // json like '21%'
|
|
{expr: fmt.Sprintf("%s == [1503, 1504]", common.DefaultJSONFieldName), count: 1}, // json == [1,2]
|
|
{expr: fmt.Sprintf("%s[0] > 1", common.DefaultJSONFieldName), count: 1500 / 4}, // json[0] > 1
|
|
{expr: fmt.Sprintf("%s[0][0] > 1", common.DefaultJSONFieldName), count: 0}, // json == [1,2]
|
|
}
|
|
|
|
for _, _exprCount := range exprCounts {
|
|
log.Debug("TestQueryCountJsonDynamicExpr", zap.String("expr", _exprCount.expr))
|
|
countRes, _ := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_exprCount.expr).WithOutputFields([]string{common.QueryCountFieldName}))
|
|
count, _ := countRes.Fields[0].GetAsInt64(0)
|
|
require.Equal(t, _exprCount.count, count)
|
|
}
|
|
}
|
|
|
|
// test query with all kinds of array expr
|
|
func TestQueryArrayFieldExpr(t *testing.T) {
|
|
ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
|
|
mc := createDefaultMilvusClient(ctx, t)
|
|
|
|
prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.AllFields),
|
|
hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(true))
|
|
prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
|
|
prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
|
|
prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
|
|
|
|
// create collection
|
|
capacity := int64(common.TestCapacity)
|
|
type exprCount struct {
|
|
expr string
|
|
count int64
|
|
}
|
|
exprCounts := []exprCount{
|
|
{expr: fmt.Sprintf("%s[0] == false", common.DefaultBoolArrayField), count: common.DefaultNb / 2}, // array[0] ==
|
|
{expr: fmt.Sprintf("%s[0] > 0", common.DefaultInt64ArrayField), count: common.DefaultNb - 1}, // array[0] >
|
|
{expr: fmt.Sprintf("%s[0] > 0", common.DefaultInt8ArrayField), count: 1524}, // array[0] > int8 range: [-128, 127]
|
|
{expr: fmt.Sprintf("json_contains (%s, %d)", common.DefaultInt16ArrayField, capacity), count: capacity}, // json_contains(array, 1)
|
|
{expr: fmt.Sprintf("array_contains (%s, %d)", common.DefaultInt16ArrayField, capacity), count: capacity}, // array_contains(array, 1)
|
|
{expr: fmt.Sprintf("array_contains (%s, 1)", common.DefaultInt32ArrayField), count: 2}, // array_contains(array, 1)
|
|
{expr: fmt.Sprintf("json_contains (%s, 1)", common.DefaultInt32ArrayField), count: 2}, // json_contains(array, 1)
|
|
{expr: fmt.Sprintf("array_contains (%s, 1000000)", common.DefaultInt32ArrayField), count: 0}, // array_contains(array, 1)
|
|
{expr: fmt.Sprintf("json_contains_all (%s, [90, 91])", common.DefaultInt64ArrayField), count: 91}, // json_contains_all(array, [x])
|
|
{expr: fmt.Sprintf("array_contains_all (%s, [1, 2])", common.DefaultInt64ArrayField), count: 2}, // array_contains_all(array, [x])
|
|
{expr: fmt.Sprintf("array_contains_any (%s, [0, 100, 10000])", common.DefaultFloatArrayField), count: 101}, // array_contains_any(array, [x])
|
|
{expr: fmt.Sprintf("json_contains_any (%s, [0, 100, 10])", common.DefaultFloatArrayField), count: 101}, // json_contains_any (array, [x])
|
|
{expr: fmt.Sprintf("%s == [0, 1]", common.DefaultDoubleArrayField), count: 0}, // array ==
|
|
{expr: fmt.Sprintf("array_length(%s) == 10", common.DefaultVarcharArrayField), count: 0}, // array_length
|
|
{expr: fmt.Sprintf("array_length(%s) == %d", common.DefaultDoubleArrayField, capacity), count: common.DefaultNb}, // array_length
|
|
}
|
|
|
|
for _, _exprCount := range exprCounts {
|
|
log.Debug("TestQueryCountJsonDynamicExpr", zap.String("expr", _exprCount.expr))
|
|
countRes, _ := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(_exprCount.expr).WithOutputFields([]string{common.QueryCountFieldName}))
|
|
count, _ := countRes.Fields[0].GetAsInt64(0)
|
|
require.Equal(t, _exprCount.count, count)
|
|
}
|
|
}
|
|
|
|
// test query output invalid count(*) fields
|
|
func TestQueryOutputInvalidOutputFieldCount(t *testing.T) {
|
|
type invalidCountStruct struct {
|
|
countField string
|
|
errMsg string
|
|
}
|
|
ctx := hp.CreateContext(t, time.Second*common.DefaultTimeout)
|
|
mc := createDefaultMilvusClient(ctx, t)
|
|
|
|
prepare, schema := hp.CollPrepare.CreateCollection(ctx, t, mc, hp.NewCreateCollectionParams(hp.Int64Vec),
|
|
hp.TNewFieldsOption(), hp.TNewSchemaOption().TWithEnableDynamicField(false))
|
|
prepare.InsertData(ctx, t, mc, hp.NewInsertParams(schema, common.DefaultNb), hp.TNewDataOption())
|
|
prepare.CreateIndex(ctx, t, mc, hp.NewIndexParams(schema))
|
|
prepare.Load(ctx, t, mc, hp.NewLoadParams(schema.CollectionName))
|
|
|
|
// invalid expr
|
|
invalidOutputFieldCount := []invalidCountStruct{
|
|
{countField: "ccount(*)", errMsg: "field ccount(*) not exist"},
|
|
{countField: "count[*]", errMsg: "field count[*] not exist"},
|
|
{countField: "count", errMsg: "field count not exist"},
|
|
{countField: "count(**)", errMsg: "field count(**) not exist"},
|
|
}
|
|
for _, invalidCount := range invalidOutputFieldCount {
|
|
queryExpr := fmt.Sprintf("%s >= 0", common.DefaultInt64FieldName)
|
|
|
|
// query with empty output fields []string{}-> output "int64"
|
|
_, err := mc.Query(ctx, clientv2.NewQueryOption(schema.CollectionName).WithConsistencyLevel(entity.ClStrong).WithFilter(queryExpr).WithOutputFields([]string{invalidCount.countField}))
|
|
common.CheckErr(t, err, false, invalidCount.errMsg)
|
|
}
|
|
}
|