mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-05 13:28:49 +08:00
3c80083f51
add sparse float vector support to different milvus components, including proxy, data node to receive and write sparse float vectors to binlog, query node to handle search requests, index node to build index for sparse float column, etc. https://github.com/milvus-io/milvus/issues/29419 --------- Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
1229 lines
31 KiB
Go
1229 lines
31 KiB
Go
package planparserv2
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import (
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"sync"
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"testing"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/require"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/proto/planpb"
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"github.com/milvus-io/milvus/pkg/common"
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"github.com/milvus-io/milvus/pkg/util/typeutil"
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)
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func newTestSchema() *schemapb.CollectionSchema {
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fields := []*schemapb.FieldSchema{
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{FieldID: 0, Name: "FieldID", IsPrimaryKey: false, Description: "field no.1", DataType: schemapb.DataType_Int64},
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}
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for name, value := range schemapb.DataType_value {
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dataType := schemapb.DataType(value)
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newField := &schemapb.FieldSchema{
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FieldID: int64(100 + value), Name: name + "Field", IsPrimaryKey: false, Description: "", DataType: dataType,
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}
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if dataType == schemapb.DataType_Array {
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newField.ElementType = schemapb.DataType_Int64
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}
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fields = append(fields, newField)
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}
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fields = append(fields, &schemapb.FieldSchema{
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FieldID: 130, Name: common.MetaFieldName, IsPrimaryKey: false, Description: "dynamic field", DataType: schemapb.DataType_JSON,
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IsDynamic: true,
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})
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fields = append(fields, &schemapb.FieldSchema{
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FieldID: 131, Name: "StringArrayField", IsPrimaryKey: false, Description: "string array field",
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DataType: schemapb.DataType_Array,
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ElementType: schemapb.DataType_VarChar,
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IsDynamic: true,
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})
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return &schemapb.CollectionSchema{
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Name: "test",
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Description: "schema for test used",
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AutoID: true,
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Fields: fields,
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EnableDynamicField: true,
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}
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}
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func newTestSchemaHelper(t *testing.T) *typeutil.SchemaHelper {
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schema := newTestSchema()
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schemaHelper, err := typeutil.CreateSchemaHelper(schema)
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require.NoError(t, err)
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return schemaHelper
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}
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func assertValidExpr(t *testing.T, helper *typeutil.SchemaHelper, exprStr string) {
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_, err := ParseExpr(helper, exprStr)
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assert.NoError(t, err, exprStr)
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// expr, err := ParseExpr(helper, exprStr)
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// assert.NoError(t, err, exprStr)
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// fmt.Printf("expr: %s\n", exprStr)
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// ShowExpr(expr)
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}
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func assertInvalidExpr(t *testing.T, helper *typeutil.SchemaHelper, exprStr string) {
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_, err := ParseExpr(helper, exprStr)
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assert.Error(t, err, exprStr)
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}
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func TestExpr_Term(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`BoolField in [true, false]`,
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`Int8Field in [1, 2]`,
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`Int16Field in [3, 4]`,
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`Int32Field in [5, 6]`,
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`Int64Field in [7, 8]`,
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`FloatField in [9.0, 10.0]`,
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`DoubleField in [11.0, 12.0]`,
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`StringField in ["str13", "str14"]`,
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`VarCharField in ["str15", "str16"]`,
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`FloatField in [1373, 115]`,
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`Int64Field in [17]`,
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`Int64Field in []`,
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`Int64Field not in []`,
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`JSONField["A"] in [1, 10]`,
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`JSONField["A"] in []`,
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`$meta["A"] in [1, 10]`,
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`$meta["A"] in []`,
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`A in [1, 10]`,
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`A in []`,
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`A in ["abc", "def"]`,
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`A in ["1", "2", "abc", "def"]`,
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`A in ["1", 2, "abc", 2.2]`,
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}
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for _, exprStr := range exprStrs {
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assertValidExpr(t, helper, exprStr)
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}
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}
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func TestExpr_Compare(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`Int8Field < Int16Field`,
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`Int16Field <= Int32Field`,
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`Int32Field > Int64Field`,
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`Int64Field >= FloatField`,
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`FloatField == DoubleField`,
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`StringField != VarCharField`,
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`JSONField["A"] > Int16Field`,
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`$meta["A"] > Int16Field`,
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}
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for _, exprStr := range exprStrs {
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assertValidExpr(t, helper, exprStr)
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}
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}
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func TestExpr_UnaryRange(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`Int8Field < 0`,
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`Int16Field <= 1`,
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`Int32Field > 2`,
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`Int64Field >= 3`,
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`FloatField == 4.0`,
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`FloatField == 2`,
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`DoubleField != 5.0`,
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`StringField > "str6"`,
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`VarCharField <= "str7"`,
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`JSONField["A"] > 10`,
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`$meta["A"] > 10`,
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}
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for _, exprStr := range exprStrs {
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assertValidExpr(t, helper, exprStr)
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}
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}
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func TestExpr_Like(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`VarCharField like "prefix%"`,
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`VarCharField like "equal"`,
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`JSONField["A"] like "name*"`,
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`$meta["A"] like "name*"`,
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}
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for _, exprStr := range exprStrs {
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assertValidExpr(t, helper, exprStr)
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}
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// TODO: enable these after regex-match is supported.
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//unsupported := []string{
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// `VarCharField like "not_%_supported"`,
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// `JSONField["A"] like "not_%_supported"`,
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// `$meta["A"] like "not_%_supported"`,
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//}
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//for _, exprStr := range unsupported {
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// assertInvalidExpr(t, helper, exprStr)
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//}
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}
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func TestExpr_BinaryRange(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`1 < Int8Field < 2`,
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`3 <= Int16Field < 4`,
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`5 <= Int32Field <= 6`,
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`7 < Int64Field <= 8`,
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`9.0 < FloatField < 10.0`,
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`11.0 < DoubleField < 12.0`,
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`"str13" < StringField < "str14"`,
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`"str15" < VarCharField < "str16"`,
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`17 < DoubleField < 18`,
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`10 < A < 25`,
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`2 > Int8Field > 1`,
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`4 >= Int16Field >= 3`,
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`6 >= Int32Field >= 5`,
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`8 >= Int64Field > 7`,
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`10.0 > FloatField > 9.0`,
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`12.0 > DoubleField > 11.0`,
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`"str14" > StringField > "str13"`,
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`"str16" > VarCharField > "str15"`,
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`18 > DoubleField > 17`,
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`100 > B > 14`,
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`1 < JSONField < 3`,
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}
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for _, exprStr := range exprStrs {
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assertValidExpr(t, helper, exprStr)
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}
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invalidExprs := []string{
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`1 < ArrayField < 3`,
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`1 < A+B < 3`,
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}
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for _, exprStr := range invalidExprs {
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assertInvalidExpr(t, helper, exprStr)
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}
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}
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func TestExpr_BinaryArith(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`Int64Field % 10 == 9`,
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`Int64Field % 10 != 9`,
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`Int64Field + 1.1 == 2.1`,
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`A % 10 != 2`,
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`Int8Field + 1 < 2`,
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`Int16Field - 3 <= 4`,
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`Int32Field * 5 > 6`,
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`Int64Field / 7 >= 8`,
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`FloatField + 11 < 12`,
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`DoubleField - 13 <= 14`,
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`A * 15 > 16`,
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`JSONField['A'] / 17 >= 18`,
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`ArrayField[0] % 19 >= 20`,
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`JSONField + 15 == 16`,
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`15 + JSONField == 16`,
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}
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for _, exprStr := range exprStrs {
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assertValidExpr(t, helper, exprStr)
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}
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// TODO: enable these after execution backend is ready.
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unsupported := []string{
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`ArrayField + 15 == 16`,
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`15 + ArrayField == 16`,
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}
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for _, exprStr := range unsupported {
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assertInvalidExpr(t, helper, exprStr)
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}
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}
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func TestExpr_Value(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`1`,
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`2.0`,
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`true`,
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`false`,
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`"str"`,
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}
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for _, exprStr := range exprStrs {
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expr := handleExpr(helper, exprStr)
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assert.NotNil(t, getExpr(expr).expr, exprStr)
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// fmt.Printf("expr: %s\n", exprStr)
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// ShowExpr(getExpr(expr).expr)
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}
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}
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func TestExpr_Identifier(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`BoolField`,
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`Int8Field`,
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`Int16Field`,
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`Int32Field`,
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`Int64Field`,
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`FloatField`,
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`DoubleField`,
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`StringField`,
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`VarCharField`,
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`JSONField["A"]`,
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`$meta["A"]`,
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}
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for _, exprStr := range exprStrs {
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expr := handleExpr(helper, exprStr)
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assert.NotNil(t, getExpr(expr).expr, exprStr)
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// fmt.Printf("expr: %s\n", exprStr)
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// ShowExpr(getExpr(expr).expr)
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}
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}
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func TestExpr_Constant(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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// ------------------- arithmetic operations ----------------
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`1.0 + 2.0`,
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`1.0 + 2`,
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`1 + 2.0`,
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`1 + 2`,
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`1.0 - 2.0`,
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`1.0 - 2`,
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`1 - 2.0`,
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`1 - 2`,
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`1.0 * 2.0`,
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`1.0 * 2`,
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`1 * 2.0`,
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`1 * 2`,
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`1.0 / 2.0`,
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`1.0 / 2`,
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`1 / 2.0`,
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`1 / 2`,
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`1 % 2`,
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// ------------------- logical operations ----------------
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`true and false`,
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`true or false`,
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`!true`,
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`!false`,
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// ------------------- relational operations ----------------
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`"1" < "2"`,
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`1.0 < 2.0`,
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`1.0 < 2`,
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`1 < 2.0`,
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`1 < 2`,
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`"1" <= "2"`,
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`1.0 <= 2.0`,
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`1.0 <= 2`,
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`1 <= 2.0`,
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`1 <= 2`,
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`"1" > "2"`,
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`1.0 > 2.0`,
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`1.0 > 2`,
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`1 > 2.0`,
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`1 > 2`,
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`"1" >= "2"`,
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`1.0 >= 2.0`,
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`1.0 >= 2`,
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`1 >= 2.0`,
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`1 >= 2`,
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`"1" == "2"`,
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`1.0 == 2.0`,
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`1.0 == 2`,
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`1 == 2.0`,
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`1 == 2`,
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`true == false`,
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`"1" != "2"`,
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`1.0 != 2.0`,
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`1.0 != 2`,
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`1 != 2.0`,
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`1 != 2`,
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`true != false`,
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}
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for _, exprStr := range exprStrs {
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expr := handleExpr(helper, exprStr)
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assert.NotNil(t, getExpr(expr).expr, exprStr)
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// fmt.Printf("expr: %s\n", exprStr)
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// ShowExpr(getExpr(expr).expr)
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}
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}
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func TestExpr_Combinations(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
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assert.NoError(t, err)
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exprStrs := []string{
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`not (Int8Field + 1 == 2)`,
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`(Int16Field - 3 == 4) and (Int32Field * 5 != 6)`,
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`(Int64Field / 7 != 8) or (Int64Field % 10 == 9)`,
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`Int64Field > 0 && VarCharField > "0"`,
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`Int64Field < 0 && VarCharField < "0"`,
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`A > 50 or B < 40`,
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}
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for _, exprStr := range exprStrs {
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assertValidExpr(t, helper, exprStr)
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}
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}
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func TestCreateRetrievePlan(t *testing.T) {
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schema := newTestSchemaHelper(t)
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_, err := CreateRetrievePlan(schema, "Int64Field > 0")
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assert.NoError(t, err)
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}
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func TestCreateSearchPlan(t *testing.T) {
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schema := newTestSchemaHelper(t)
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_, err := CreateSearchPlan(schema, `$meta["A"] != 10`, "FloatVectorField", &planpb.QueryInfo{
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Topk: 0,
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MetricType: "",
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SearchParams: "",
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RoundDecimal: 0,
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})
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assert.NoError(t, err)
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}
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func TestCreateFloat16SearchPlan(t *testing.T) {
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schema := newTestSchemaHelper(t)
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_, err := CreateSearchPlan(schema, `$meta["A"] != 10`, "Float16VectorField", &planpb.QueryInfo{
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Topk: 0,
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MetricType: "",
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SearchParams: "",
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RoundDecimal: 0,
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})
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assert.NoError(t, err)
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}
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func TestCreateBFloat16earchPlan(t *testing.T) {
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schema := newTestSchemaHelper(t)
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_, err := CreateSearchPlan(schema, `$meta["A"] != 10`, "BFloat16VectorField", &planpb.QueryInfo{
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Topk: 0,
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MetricType: "",
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SearchParams: "",
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RoundDecimal: 0,
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})
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assert.NoError(t, err)
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}
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|
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func TestCreateSparseFloatVectorSearchPlan(t *testing.T) {
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schema := newTestSchemaHelper(t)
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_, err := CreateSearchPlan(schema, `$meta["A"] != 10`, "SparseFloatVectorField", &planpb.QueryInfo{
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Topk: 0,
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MetricType: "",
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SearchParams: "",
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RoundDecimal: 0,
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})
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assert.NoError(t, err)
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}
|
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|
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func TestExpr_Invalid(t *testing.T) {
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schema := newTestSchema()
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helper, err := typeutil.CreateSchemaHelper(schema)
|
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assert.NoError(t, err)
|
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|
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exprStrs := []string{
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`invalid expression`,
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`"constant"`,
|
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// -------------- identifier not in schema --------------
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`not_in_schema`,
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// ------------------------ Add/Sub ---------------------
|
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`not_in_schema + 1`,
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`1 - not_in_schema`,
|
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`true + false`,
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`"str" + "text"`,
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`true + "str"`,
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`true - false`,
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`"str" - "text"`,
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`true - "str"`,
|
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`StringField + VarCharField`,
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`StringField - 2`,
|
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`2 + StringField`,
|
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// ------------------------ Mul/Div/Mod ---------------------
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`not_in_schema * 1`,
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`1 / not_in_schema`,
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`1 % not_in_schema`,
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`true * false`,
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`true / false`,
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`true % false`,
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`"str" * "text"`,
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`"str" / "text"`,
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`"str" % "text"`,
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`2 / 0`,
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`2 % 0`,
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`StringField % VarCharField`,
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`StringField * 2`,
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`2 / StringField`,
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//`JSONField / 2 == 1`,
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`2 % JSONField == 1`,
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`2 % Int64Field == 1`,
|
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`ArrayField / 2 == 1`,
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`2 / ArrayField == 1`,
|
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// ----------------------- ==/!= -------------------------
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//`not_in_schema != 1`, // maybe in json
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//`1 == not_in_schema`, // maybe in json
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`true == "str"`,
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`"str" != false`,
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`VarCharField != FloatField`,
|
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`FloatField == VarCharField`,
|
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// ---------------------- relational --------------------
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//`not_in_schema < 1`, // maybe in json
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//`1 <= not_in_schema`, // maybe in json
|
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`true <= "str"`,
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`"str" >= false`,
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`VarCharField < FloatField`,
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`FloatField > VarCharField`,
|
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//`JSONField > 1`,
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//`1 < JSONField`,
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`ArrayField > 2`,
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`2 < ArrayField`,
|
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// ------------------------ like ------------------------
|
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`(VarCharField % 2) like "prefix%"`,
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`FloatField like "prefix%"`,
|
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//`value like "prefix%"`, // maybe in json
|
|
// ------------------------ term ------------------------
|
|
//`not_in_schema in [1, 2, 3]`, // maybe in json
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`1 in [1, 2, 3]`,
|
|
`(Int8Field + 8) in [1, 2, 3]`,
|
|
`Int8Field in [(true + 1)]`,
|
|
`Int8Field in [Int16Field]`,
|
|
`BoolField in [4.0]`,
|
|
`VarCharField in [4.0]`,
|
|
`Int32Field in [4.0]`,
|
|
`FloatField in [5, 6.0, true]`,
|
|
`1 in A`,
|
|
// ----------------------- range -------------------------
|
|
//`1 < not_in_schema < 2`, // maybe in json
|
|
`1 < 3 < 2`,
|
|
`1 < (Int8Field + Int16Field) < 2`,
|
|
`(invalid_lower) < Int32Field < 2`,
|
|
`1 < Int32Field < (invalid_upper)`,
|
|
`(Int8Field) < Int32Field < 2`,
|
|
`1 < Int32Field < (Int16Field)`,
|
|
`1 < StringField < 2`,
|
|
`1 < BoolField < 2`,
|
|
`1.0 < Int32Field < 2.0`,
|
|
`true < FloatField < false`,
|
|
// `2 <= Int32Field <= 1`,
|
|
`2 = Int32Field = 1`,
|
|
`true = BoolField = false`,
|
|
// ----------------------- unary ------------------------
|
|
`-true`,
|
|
`!"str"`,
|
|
`!(not_in_schema)`,
|
|
`-Int32Field`,
|
|
`!(Int32Field)`,
|
|
// ----------------------- or/and ------------------------
|
|
`not_in_schema or true`,
|
|
`false or not_in_schema`,
|
|
`"str" or false`,
|
|
`BoolField or false`,
|
|
`Int32Field or Int64Field`,
|
|
`not_in_schema and true`,
|
|
`false and not_in_schema`,
|
|
`"str" and false`,
|
|
`BoolField and false`,
|
|
`Int32Field and Int64Field`,
|
|
// -------------------- unsupported ----------------------
|
|
`1 ^ 2`,
|
|
`1 & 2`,
|
|
`1 ** 2`,
|
|
`1 << 2`,
|
|
`1 | 2`,
|
|
// -------------------- cannot be independent ----------------------
|
|
`BoolField`,
|
|
`true`,
|
|
`false`,
|
|
`Int64Field > 100 and BoolField`,
|
|
`Int64Field < 100 or false`, // maybe this can be optimized.
|
|
`!BoolField`,
|
|
// -------------------- array ----------------------
|
|
//`A == [1, 2, 3]`,
|
|
`Int64Field == [1, 2, 3]`,
|
|
`Int64Field > [1, 2, 3]`,
|
|
`Int64Field + [1, 2, 3] == 10`,
|
|
`Int64Field % [1, 2, 3] == 10`,
|
|
`[1, 2, 3] < Int64Field < [4, 5, 6]`,
|
|
`Int64Field["A"] == 123`,
|
|
`[1,2,3] == [4,5,6]`,
|
|
`[1,2,3] == 1`,
|
|
}
|
|
for _, exprStr := range exprStrs {
|
|
_, err := ParseExpr(helper, exprStr)
|
|
assert.Error(t, err, exprStr)
|
|
}
|
|
}
|
|
|
|
func TestCreateRetrievePlan_Invalid(t *testing.T) {
|
|
t.Run("invalid expr", func(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
_, err := CreateRetrievePlan(schema, "invalid expression")
|
|
assert.Error(t, err)
|
|
})
|
|
}
|
|
|
|
func TestCreateSearchPlan_Invalid(t *testing.T) {
|
|
t.Run("invalid expr", func(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
_, err := CreateSearchPlan(schema, "invalid expression", "", nil)
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("invalid vector field", func(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
_, err := CreateSearchPlan(schema, "Int64Field > 0", "not_exist", nil)
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("not vector type", func(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
_, err := CreateSearchPlan(schema, "Int64Field > 0", "VarCharField", nil)
|
|
assert.Error(t, err)
|
|
})
|
|
}
|
|
|
|
func Test_handleExpr(t *testing.T) {
|
|
schema := newTestSchema()
|
|
schemaHelper, err := typeutil.CreateSchemaHelper(schema)
|
|
assert.NoError(t, err)
|
|
|
|
ret1 := handleExpr(schemaHelper, "1 < Int32Field < (Int16Field)")
|
|
err1, ok := ret1.(error)
|
|
assert.True(t, ok)
|
|
assert.Error(t, err1)
|
|
}
|
|
|
|
func Test_handleExpr_empty(t *testing.T) {
|
|
schema := newTestSchema()
|
|
schemaHelper, err := typeutil.CreateSchemaHelper(schema)
|
|
assert.NoError(t, err)
|
|
|
|
ret1 := handleExpr(schemaHelper, "")
|
|
assert.True(t, isAlwaysTrueExpr(getExpr(ret1).expr))
|
|
assert.Equal(t, schemapb.DataType_Bool, getExpr(ret1).dataType)
|
|
}
|
|
|
|
// test if handleExpr is thread-safe.
|
|
func Test_handleExpr_17126_26662(t *testing.T) {
|
|
schema := newTestSchema()
|
|
schemaHelper, err := typeutil.CreateSchemaHelper(schema)
|
|
assert.NoError(t, err)
|
|
normal := `VarCharField == "abcd\"defg"`
|
|
|
|
n := 400
|
|
var wg sync.WaitGroup
|
|
for i := 0; i < n; i++ {
|
|
wg.Add(1)
|
|
go func() {
|
|
defer wg.Done()
|
|
ret := handleExpr(schemaHelper, normal)
|
|
_, ok := ret.(error)
|
|
assert.False(t, ok)
|
|
}()
|
|
}
|
|
wg.Wait()
|
|
}
|
|
|
|
func Test_JSONExpr(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
// search
|
|
exprs := []string{
|
|
`$meta["A"] > 90`,
|
|
`JSONField["A"] > 90`,
|
|
`A < 10`,
|
|
`JSONField["A"] <= 5`,
|
|
`$meta["A"] <= 5`,
|
|
`$meta["A"] >= 95`,
|
|
`$meta["A"] == 5`,
|
|
`$meta["A"] != 95`,
|
|
`$meta["A"] > 90 && $meta["B"] < 5`,
|
|
`$meta["A"] > 95 || $meta["B"] < 5`,
|
|
`A > 95 || $meta["B"] < 5`,
|
|
`not ($meta["A"] == 95)`,
|
|
`$meta["A"] in [90, 91, 95, 97]`,
|
|
`$meta["A"] not in [90, 91, 95, 97]`,
|
|
`$meta["C"]["0"] in [90, 91, 95, 97]`,
|
|
`$meta["C"]["0"] not in [90, 91, 95, 97]`,
|
|
`C["0"] not in [90, 91, 95, 97]`,
|
|
`C[0] in [90, 91, 95, 97]`,
|
|
`C["0"] > 90`,
|
|
`C["0"] < 90`,
|
|
`C["0"] == 90`,
|
|
`10 < C["0"] < 90`,
|
|
`100 > C["0"] > 90`,
|
|
`0 <= $meta["A"] < 5`,
|
|
`0 <= A < 5`,
|
|
`$meta["A"] + 5 == 10`,
|
|
`$meta["A"] > 10 + 5`,
|
|
`100 - 5 < $meta["A"]`,
|
|
`100 == $meta["A"] + 6`,
|
|
`exists $meta["A"]`,
|
|
`exists $meta["A"]["B"]["C"] `,
|
|
`A["B"][0] > 100`,
|
|
`$meta[0] > 100`,
|
|
`A["\"\"B\"\""] > 10`,
|
|
`A["[\"B\"]"] == "abc\"bbb\"cc"`,
|
|
`A['B'] == "abc\"bbb\"cc"`,
|
|
`A['B'] == 'abc"cba'`,
|
|
`A['B'] == 'abc\"cba'`,
|
|
`A == [1,2,3]`,
|
|
`A + 1.2 == 3.3`,
|
|
`A + 1 == 2`,
|
|
`JSONField > 0`,
|
|
`JSONField == 0`,
|
|
`JSONField < 100`,
|
|
`0 < JSONField < 100`,
|
|
`20 > JSONField > 0`,
|
|
`JSONField + 5 > 0`,
|
|
`JSONField > 2 + 5`,
|
|
`JSONField * 2 > 5`,
|
|
`JSONField / 2 > 5`,
|
|
`JSONField % 10 > 5`,
|
|
}
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_InvalidExprOnJSONField(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
// search
|
|
exprs := []string{
|
|
`exists $meta`,
|
|
`exists JSONField`,
|
|
`exists ArrayField`,
|
|
`exists $meta["A"] > 10 `,
|
|
`exists Int64Field`,
|
|
`A[[""B""]] > 10`,
|
|
`A["[""B""]"] > 10`,
|
|
`A[[""B""]] > 10`,
|
|
`A[B] > 10`,
|
|
`A + B == 3.3`,
|
|
}
|
|
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err, expr)
|
|
}
|
|
}
|
|
|
|
func Test_InvalidExprWithoutJSONField(t *testing.T) {
|
|
fields := []*schemapb.FieldSchema{
|
|
{FieldID: 100, Name: "id", IsPrimaryKey: true, Description: "id", DataType: schemapb.DataType_Int64},
|
|
{FieldID: 101, Name: "vector", IsPrimaryKey: false, Description: "vector", DataType: schemapb.DataType_FloatVector},
|
|
}
|
|
|
|
schema := &schemapb.CollectionSchema{
|
|
Name: "test",
|
|
Description: "schema for test used",
|
|
AutoID: true,
|
|
Fields: fields,
|
|
}
|
|
schemaHelper, err := typeutil.CreateSchemaHelper(schema)
|
|
require.NoError(t, err)
|
|
expr := ""
|
|
|
|
exprs := []string{
|
|
`A == 0`,
|
|
`JSON["A"] > 0`,
|
|
`A < 100`,
|
|
`0 < JSON["A"] < 100`,
|
|
`0 < A < 100`,
|
|
`100 > JSON["A"] > 0`,
|
|
`100 > A > 0`,
|
|
}
|
|
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schemaHelper, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_InvalidExprWithMultipleJSONField(t *testing.T) {
|
|
fields := []*schemapb.FieldSchema{
|
|
{FieldID: 100, Name: "id", IsPrimaryKey: true, Description: "id", DataType: schemapb.DataType_Int64},
|
|
{FieldID: 101, Name: "vector", IsPrimaryKey: false, Description: "vector", DataType: schemapb.DataType_FloatVector},
|
|
{FieldID: 102, Name: "json1", IsPrimaryKey: false, Description: "json field 1", DataType: schemapb.DataType_JSON},
|
|
{FieldID: 103, Name: "json2", IsPrimaryKey: false, Description: "json field 2", DataType: schemapb.DataType_JSON},
|
|
}
|
|
|
|
schema := &schemapb.CollectionSchema{
|
|
Name: "test",
|
|
Description: "schema for test used",
|
|
AutoID: true,
|
|
Fields: fields,
|
|
}
|
|
schemaHelper, err := typeutil.CreateSchemaHelper(schema)
|
|
require.NoError(t, err)
|
|
|
|
expr := ""
|
|
exprs := []string{
|
|
`A == 0`,
|
|
`A in [1, 2, 3]`,
|
|
`A not in [1, 2, 3]`,
|
|
`"1" in A`,
|
|
`"1" not in A`,
|
|
}
|
|
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schemaHelper, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_exprWithSingleQuotes(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
exprs := []string{
|
|
`'abc' < StringField < "def"`,
|
|
`'ab"c' < StringField < "d'ef"`,
|
|
`'ab\"c' < StringField < "d\'ef"`,
|
|
`'ab\'c' < StringField < "d\"ef"`,
|
|
}
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err)
|
|
}
|
|
|
|
invalidExprs := []string{
|
|
`'abc'd' < StringField < "def"`,
|
|
`'abc' < StringField < "def"g"`,
|
|
}
|
|
|
|
for _, expr = range invalidExprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_JSONContains(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
exprs := []string{
|
|
`json_contains(A, 10)`,
|
|
`not json_contains(A, 10)`,
|
|
`json_contains(A, 10.5)`,
|
|
`not json_contains(A, 10.5)`,
|
|
`json_contains(A, "10")`,
|
|
`not json_contains(A, "10")`,
|
|
`json_contains($meta["A"], 10)`,
|
|
`not json_contains($meta["A"], 10)`,
|
|
`json_contains(JSONField["x"], 5)`,
|
|
`not json_contains(JSONField["x"], 5)`,
|
|
`JSON_CONTAINS(JSONField["x"], 5)`,
|
|
`json_contains(A, [1,2,3])`,
|
|
`array_contains(A, [1,2,3])`,
|
|
`array_contains(ArrayField, [1,2,3])`,
|
|
`array_contains(ArrayField, 1)`,
|
|
`json_contains(JSONField, 5)`,
|
|
`json_contains($meta, 1)`,
|
|
}
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_InvalidJSONContains(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
exprs := []string{
|
|
`json_contains(10, A)`,
|
|
`json_contains(1, [1,2,3])`,
|
|
`json_contains([1,2,3], 1)`,
|
|
`json_contains([1,2,3], [1,2,3])`,
|
|
`json_contains([1,2,3], [1,2])`,
|
|
`json_contains(A, B)`,
|
|
`not json_contains(A, B)`,
|
|
`json_contains(A, B > 5)`,
|
|
`json_contains(StringField, "a")`,
|
|
`json_contains(A, StringField > 5)`,
|
|
`json_contains(A)`,
|
|
`json_contains(A, 5, C)`,
|
|
`json_Contains(JSONField, 5)`,
|
|
`JSON_contains(JSONField, 5)`,
|
|
}
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_isEmptyExpression(t *testing.T) {
|
|
type args struct {
|
|
s string
|
|
}
|
|
tests := []struct {
|
|
name string
|
|
args args
|
|
want bool
|
|
}{
|
|
{
|
|
args: args{s: ""},
|
|
want: true,
|
|
},
|
|
{
|
|
args: args{s: " "},
|
|
want: true,
|
|
},
|
|
{
|
|
args: args{s: "not empty"},
|
|
want: false,
|
|
},
|
|
}
|
|
for _, tt := range tests {
|
|
t.Run(tt.name, func(t *testing.T) {
|
|
assert.Equalf(t, tt.want, isEmptyExpression(tt.args.s), "isEmptyExpression(%v)", tt.args.s)
|
|
})
|
|
}
|
|
}
|
|
|
|
func Test_EscapeString(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
exprs := []string{
|
|
`A == "\"" || B == '\"'`,
|
|
`A == "\n" || B == '\n'`,
|
|
`A == "\367" || B == '\367'`,
|
|
`A == "\3678" || B == '\3678'`,
|
|
`A == "ab'c\'d" || B == 'abc"de\"'`,
|
|
`A == "'" || B == '"'`,
|
|
`A == "\'" || B == '\"' || C == '\''`,
|
|
`A == "\\'" || B == '\\"' || C == '\''`,
|
|
`A == "\\\'" || B == '\\\"' || C == '\\\''`,
|
|
`A == "\\\\'" || B == '\\\\"' || C == '\\\''`,
|
|
`A == "\\\\\'" || B == '\\\\\"' || C == '\\\\\''`,
|
|
`A == "\\\\\\'" || B == '\\\\\\"' || C == '\\\\\''`,
|
|
`str2 like 'abc\"def-%'`,
|
|
`str2 like 'abc"def-%'`,
|
|
`str4 like "abc\367-%"`,
|
|
`str4 like "中国"`,
|
|
`tag == '"blue"'`,
|
|
}
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err)
|
|
}
|
|
|
|
invalidExprs := []string{
|
|
`A == "ab
|
|
c" || B == 'ab
|
|
c'`,
|
|
`A == "\423" || B == '\378'`,
|
|
`A == "\中国"`,
|
|
}
|
|
for _, expr = range invalidExprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_JSONContainsAll(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
var plan *planpb.PlanNode
|
|
|
|
exprs := []string{
|
|
`json_contains_all(A, [1,2,3])`,
|
|
`json_contains_all(A, [1,"2",3.0])`,
|
|
`JSON_CONTAINS_ALL(A, [1,"2",3.0])`,
|
|
`array_contains_all(ArrayField, [1,2,3])`,
|
|
`array_contains_all(ArrayField, [1])`,
|
|
`json_contains_all(ArrayField, [1,2,3])`,
|
|
}
|
|
for _, expr = range exprs {
|
|
plan, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err)
|
|
assert.NotNil(t, plan.GetVectorAnns().GetPredicates().GetJsonContainsExpr())
|
|
assert.Equal(t, planpb.JSONContainsExpr_ContainsAll, plan.GetVectorAnns().GetPredicates().GetJsonContainsExpr().GetOp())
|
|
}
|
|
|
|
invalidExprs := []string{
|
|
`JSON_CONTAINS_ALL(A, 1)`,
|
|
`JSON_CONTAINS_ALL(A, [abc])`,
|
|
`JSON_CONTAINS_ALL(A, [2>a])`,
|
|
`JSON_CONTAINS_ALL(A, [2>>a])`,
|
|
`JSON_CONTAINS_ALL(A[""], [1,2,3])`,
|
|
`JSON_CONTAINS_ALL(Int64Field, [1,2,3])`,
|
|
`JSON_CONTAINS_ALL(A, B)`,
|
|
}
|
|
for _, expr = range invalidExprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_JSONContainsAny(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
var plan *planpb.PlanNode
|
|
|
|
exprs := []string{
|
|
`json_contains_any(A, [1,2,3])`,
|
|
`json_contains_any(A, [1,"2",3.0])`,
|
|
`JSON_CONTAINS_ANY(A, [1,"2",3.0])`,
|
|
`JSON_CONTAINS_ANY(ArrayField, [1,2,3])`,
|
|
`JSON_CONTAINS_ANY(ArrayField, [3,4,5])`,
|
|
`JSON_CONTAINS_ANY(ArrayField, [1,2,3])`,
|
|
}
|
|
for _, expr = range exprs {
|
|
plan, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err)
|
|
assert.NotNil(t, plan.GetVectorAnns().GetPredicates().GetJsonContainsExpr())
|
|
assert.Equal(t, planpb.JSONContainsExpr_ContainsAny, plan.GetVectorAnns().GetPredicates().GetJsonContainsExpr().GetOp())
|
|
}
|
|
|
|
invalidExprs := []string{
|
|
`JSON_CONTAINS_ANY(A, 1)`,
|
|
`JSON_CONTAINS_ANY(A, [abc])`,
|
|
`JSON_CONTAINS_ANY(A, [2>a])`,
|
|
`JSON_CONTAINS_ANY(A, [2>>a])`,
|
|
`JSON_CONTAINS_ANY(A[""], [1,2,3])`,
|
|
`JSON_CONTAINS_ANY(Int64Field, [1,2,3])`,
|
|
`JSON_CONTAINS_ANY(A, B)`,
|
|
}
|
|
for _, expr = range invalidExprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err)
|
|
}
|
|
}
|
|
|
|
func Test_ArrayExpr(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
|
|
exprs := []string{
|
|
`ArrayField == [1,2,3,4]`,
|
|
`ArrayField[0] == 1`,
|
|
`ArrayField[0] > 1`,
|
|
`1 < ArrayField[0] < 3`,
|
|
`StringArrayField[0] == "abc"`,
|
|
`StringArrayField[0] < "abc"`,
|
|
`"abc" < StringArrayField[0] < "efg"`,
|
|
`array_contains(ArrayField, 1)`,
|
|
`not ARRAY_CONTAINS(ArrayField, 1)`,
|
|
`array_contains_all(ArrayField, [1,2,3,4])`,
|
|
`not ARRAY_CONTAINS_ALL(ArrayField, [1,2,3,4])`,
|
|
`array_contains_any(ArrayField, [1,2,3,4])`,
|
|
`not ARRAY_CONTAINS_ANY(ArrayField, [1,2,3,4])`,
|
|
`array_contains(StringArrayField, "abc")`,
|
|
`not ARRAY_CONTAINS(StringArrayField, "abc")`,
|
|
`array_contains_all(StringArrayField, ["a", "b", "c", "d"])`,
|
|
`not ARRAY_CONTAINS_ALL(StringArrayField, ["a", "b", "c", "d"])`,
|
|
`array_contains_any(StringArrayField, ["a", "b", "c", "d"])`,
|
|
`not ARRAY_CONTAINS_ANY(StringArrayField, ["a", "b", "c", "d"])`,
|
|
`StringArrayField[0] like "abd%"`,
|
|
`+ArrayField[0] == 1`,
|
|
`ArrayField[0] % 3 == 1`,
|
|
`ArrayField[0] + 3 == 1`,
|
|
`ArrayField[0] in [1,2,3]`,
|
|
`ArrayField[0] in []`,
|
|
`0 < ArrayField[0] < 100`,
|
|
`100 > ArrayField[0] > 0`,
|
|
`ArrayField[0] > 1`,
|
|
`ArrayField[0] == 1`,
|
|
}
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err, expr)
|
|
}
|
|
|
|
invalidExprs := []string{
|
|
`ArrayField == ["abc", "def"]`,
|
|
`"abc" < ArrayField[0] < "def"`,
|
|
`ArrayField[0] == "def"`,
|
|
`ArrayField["0"] == 1`,
|
|
`array_contains(ArrayField, "a")`,
|
|
`array_contains(StringArrayField, 1)`,
|
|
`array_contains_all(StringArrayField, ["abc", 123])`,
|
|
`array_contains_any(StringArrayField, ["abc", 123])`,
|
|
`StringArrayField like "abd%"`,
|
|
`+ArrayField == 1`,
|
|
`ArrayField % 3 == 1`,
|
|
`ArrayField + 3 == 1`,
|
|
`ArrayField in [1,2,3]`,
|
|
`ArrayField[0] in [1, "abc",3.3]`,
|
|
`ArrayField in []`,
|
|
`0 < ArrayField < 100`,
|
|
`100 > ArrayField > 0`,
|
|
`ArrayField > 1`,
|
|
`ArrayField == 1`,
|
|
`ArrayField[] == 1`,
|
|
`A[] == 1`,
|
|
`ArrayField[0] + ArrayField[1] == 1`,
|
|
`ArrayField == []`,
|
|
}
|
|
for _, expr = range invalidExprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err, expr)
|
|
}
|
|
}
|
|
|
|
func Test_ArrayLength(t *testing.T) {
|
|
schema := newTestSchemaHelper(t)
|
|
expr := ""
|
|
var err error
|
|
|
|
exprs := []string{
|
|
`array_length(ArrayField) == 10`,
|
|
`array_length(A) != 10`,
|
|
`array_length(StringArrayField) == 1`,
|
|
`array_length(B) != 1`,
|
|
`not (array_length(C[0]) == 1)`,
|
|
`not (array_length(C["D"]) != 1)`,
|
|
`array_length(StringArrayField) < 1`,
|
|
`array_length(StringArrayField) <= 1`,
|
|
`array_length(StringArrayField) > 5`,
|
|
`array_length(StringArrayField) >= 5`,
|
|
}
|
|
for _, expr = range exprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.NoError(t, err, expr)
|
|
}
|
|
|
|
invalidExprs := []string{
|
|
`array_length(a > b) == 0`,
|
|
`array_length(a, b) == 1`,
|
|
`array_length(A)`,
|
|
`array_length("A") / 10 == 2`,
|
|
`array_length(Int64Field) == 2`,
|
|
`array_length(a-b) == 2`,
|
|
`0 < array_length(a-b) < 2`,
|
|
`0 < array_length(StringArrayField) < 1`,
|
|
`100 > array_length(ArrayField) > 10`,
|
|
`array_length(A) % 10 == 2`,
|
|
`array_length(A) / 10 == 2`,
|
|
`array_length(A) + 1 == 2`,
|
|
`array_length(JSONField) + 1 == 2`,
|
|
`array_length(A) == 2.2`,
|
|
}
|
|
for _, expr = range invalidExprs {
|
|
_, err = CreateSearchPlan(schema, expr, "FloatVectorField", &planpb.QueryInfo{
|
|
Topk: 0,
|
|
MetricType: "",
|
|
SearchParams: "",
|
|
RoundDecimal: 0,
|
|
})
|
|
assert.Error(t, err, expr)
|
|
}
|
|
}
|