milvus/internal/proxy/util.go

// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package proxy

import (
	"context"
	"encoding/json"
	"fmt"
	"strconv"
	"strings"
	"time"

	"github.com/cockroachdb/errors"
	"go.uber.org/zap"
	"golang.org/x/crypto/bcrypt"
	"google.golang.org/grpc/metadata"

	"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
	"github.com/milvus-io/milvus-proto/go-api/v2/milvuspb"
	"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
	"github.com/milvus-io/milvus/internal/parser/planparserv2"
	"github.com/milvus-io/milvus/internal/proto/planpb"
	"github.com/milvus-io/milvus/internal/proto/querypb"
	"github.com/milvus-io/milvus/internal/types"
	typeutil2 "github.com/milvus-io/milvus/internal/util/typeutil"
	"github.com/milvus-io/milvus/pkg/common"
	"github.com/milvus-io/milvus/pkg/log"
	"github.com/milvus-io/milvus/pkg/mq/msgstream"
	"github.com/milvus-io/milvus/pkg/util"
	"github.com/milvus-io/milvus/pkg/util/commonpbutil"
	"github.com/milvus-io/milvus/pkg/util/contextutil"
	"github.com/milvus-io/milvus/pkg/util/crypto"
	"github.com/milvus-io/milvus/pkg/util/merr"
	"github.com/milvus-io/milvus/pkg/util/metric"
	"github.com/milvus-io/milvus/pkg/util/paramtable"
	"github.com/milvus-io/milvus/pkg/util/tsoutil"
	"github.com/milvus-io/milvus/pkg/util/typeutil"
)

const (
	strongTS  = 0
	boundedTS = 2

	// enableMultipleVectorFields indicates whether to enable multiple vector fields.
	enableMultipleVectorFields = true

	defaultMaxVarCharLength = 65535

	defaultMaxArrayCapacity = 4096

	defaultMaxSearchRequest = 1024

	// DefaultArithmeticIndexType name of default index type for scalar field
	DefaultArithmeticIndexType = "STL_SORT"

	// DefaultStringIndexType name of default index type for varChar/string field
	DefaultStringIndexType = "Trie"

	InvertedIndexType = "INVERTED"

	defaultRRFParamsValue = 60
	maxRRFParamsValue     = 16384
)

var logger = log.L().WithOptions(zap.Fields(zap.String("role", typeutil.ProxyRole)))

// isAlpha check if c is alpha.
func isAlpha(c uint8) bool {
	if (c < 'A' || c > 'Z') && (c < 'a' || c > 'z') {
		return false
	}
	return true
}

// isNumber check if c is a number.
func isNumber(c uint8) bool {
	if c < '0' || c > '9' {
		return false
	}
	return true
}

func isVectorType(dataType schemapb.DataType) bool {
	return dataType == schemapb.DataType_FloatVector ||
		dataType == schemapb.DataType_BinaryVector ||
		dataType == schemapb.DataType_Float16Vector ||
		dataType == schemapb.DataType_BFloat16Vector
}

func validateMaxQueryResultWindow(offset int64, limit int64) error {
	if offset < 0 {
		return fmt.Errorf("%s [%d] is invalid, should be gte than 0", OffsetKey, offset)
	}
	if limit <= 0 {
		return fmt.Errorf("%s [%d] is invalid, should be greater than 0", LimitKey, limit)
	}

	depth := offset + limit
	maxQueryResultWindow := Params.QuotaConfig.MaxQueryResultWindow.GetAsInt64()
	if depth <= 0 || depth > maxQueryResultWindow {
		return fmt.Errorf("(offset+limit) should be in range [1, %d], but got %d", maxQueryResultWindow, depth)
	}
	return nil
}

func validateTopKLimit(topK int64) error {
	topKLimit := Params.QuotaConfig.TopKLimit.GetAsInt64()
	if topK <= 0 || topK > topKLimit {
		return fmt.Errorf("top k should be in range [1, %d], but got %d", topKLimit, topK)
	}
	return nil
}

func validateNQLimit(limit int64) error {
	nqLimit := Params.QuotaConfig.NQLimit.GetAsInt64()
	if limit <= 0 || limit > nqLimit {
		return fmt.Errorf("nq (number of search vector per search request) should be in range [1, %d], but got %d", nqLimit, limit)
	}
	return nil
}

func validateCollectionNameOrAlias(entity, entityType string) error {
	entity = strings.TrimSpace(entity)

	if entity == "" {
		return merr.WrapErrParameterInvalidMsg("collection %s should not be empty", entityType)
	}

	invalidMsg := fmt.Sprintf("Invalid collection %s: %s. ", entityType, entity)
	if len(entity) > Params.ProxyCfg.MaxNameLength.GetAsInt() {
		return merr.WrapErrParameterInvalidMsg("%s the length of a collection %s must be less than %s characters", invalidMsg, entityType,
			Params.ProxyCfg.MaxNameLength.GetValue())
	}

	firstChar := entity[0]
	if firstChar != '_' && !isAlpha(firstChar) {
		return merr.WrapErrParameterInvalidMsg("%s the first character of a collection %s must be an underscore or letter", invalidMsg, entityType)
	}

	for i := 1; i < len(entity); i++ {
		c := entity[i]
		if c != '_' && !isAlpha(c) && !isNumber(c) {
			return merr.WrapErrParameterInvalidMsg("%s collection %s can only contain numbers, letters and underscores", invalidMsg, entityType)
		}
	}
	return nil
}

func ValidateResourceGroupName(entity string) error {
	if entity == "" {
		return errors.New("resource group name couldn't be empty")
	}

	invalidMsg := fmt.Sprintf("Invalid resource group name %s.", entity)
	if len(entity) > Params.ProxyCfg.MaxNameLength.GetAsInt() {
		return merr.WrapErrParameterInvalidMsg("%s the length of a resource group name must be less than %s characters",
			invalidMsg, Params.ProxyCfg.MaxNameLength.GetValue())
	}

	firstChar := entity[0]
	if firstChar != '_' && !isAlpha(firstChar) {
		return merr.WrapErrParameterInvalidMsg("%s the first character of a resource group name must be an underscore or letter", invalidMsg)
	}

	for i := 1; i < len(entity); i++ {
		c := entity[i]
		if c != '_' && !isAlpha(c) && !isNumber(c) {
			return merr.WrapErrParameterInvalidMsg("%s resource group name can only contain numbers, letters and underscores", invalidMsg)
		}
	}
	return nil
}

func ValidateDatabaseName(dbName string) error {
	if dbName == "" {
		return merr.WrapErrDatabaseNameInvalid(dbName, "database name couldn't be empty")
	}

	if len(dbName) > Params.ProxyCfg.MaxNameLength.GetAsInt() {
		return merr.WrapErrDatabaseNameInvalid(dbName,
			fmt.Sprintf("the length of a database name must be less than %d characters", Params.ProxyCfg.MaxNameLength.GetAsInt()))
	}

	firstChar := dbName[0]
	if firstChar != '_' && !isAlpha(firstChar) {
		return merr.WrapErrDatabaseNameInvalid(dbName,
			"the first character of a database name must be an underscore or letter")
	}

	for i := 1; i < len(dbName); i++ {
		c := dbName[i]
		if c != '_' && !isAlpha(c) && !isNumber(c) {
			return merr.WrapErrDatabaseNameInvalid(dbName,
				"database name can only contain numbers, letters and underscores")
		}
	}
	return nil
}

// ValidateCollectionAlias returns true if collAlias is a valid alias name for collection, otherwise returns false.
func ValidateCollectionAlias(collAlias string) error {
	return validateCollectionNameOrAlias(collAlias, "alias")
}

func validateCollectionName(collName string) error {
	return validateCollectionNameOrAlias(collName, "name")
}

func validatePartitionTag(partitionTag string, strictCheck bool) error {
	partitionTag = strings.TrimSpace(partitionTag)

	invalidMsg := "Invalid partition name: " + partitionTag + ". "
	if partitionTag == "" {
		msg := invalidMsg + "Partition name should not be empty."
		return errors.New(msg)
	}
	if len(partitionTag) > Params.ProxyCfg.MaxNameLength.GetAsInt() {
		msg := invalidMsg + "The length of a partition name must be less than " + Params.ProxyCfg.MaxNameLength.GetValue() + " characters."
		return errors.New(msg)
	}

	if strictCheck {
		firstChar := partitionTag[0]
		if firstChar != '_' && !isAlpha(firstChar) && !isNumber(firstChar) {
			msg := invalidMsg + "The first character of a partition name must be an underscore or letter."
			return errors.New(msg)
		}

		tagSize := len(partitionTag)
		for i := 1; i < tagSize; i++ {
			c := partitionTag[i]
			if c != '_' && !isAlpha(c) && !isNumber(c) {
				msg := invalidMsg + "Partition name can only contain numbers, letters and underscores."
				return errors.New(msg)
			}
		}
	}

	return nil
}

func validateStringIndexType(indexType string) bool {
	// compatible with the index type marisa-trie of attu versions prior to 2.3.0
	return indexType == DefaultStringIndexType || indexType == "marisa-trie" || indexType == InvertedIndexType
}

func validateArithmeticIndexType(indexType string) bool {
	// compatible with the index type Asceneding of attu versions prior to 2.3.0
	return indexType == DefaultArithmeticIndexType || indexType == "Asceneding" || indexType == InvertedIndexType
}

func validateFieldName(fieldName string) error {
	fieldName = strings.TrimSpace(fieldName)

	if fieldName == "" {
		return merr.WrapErrFieldNameInvalid(fieldName, "field name should not be empty")
	}

	invalidMsg := "Invalid field name: " + fieldName + ". "
	if len(fieldName) > Params.ProxyCfg.MaxNameLength.GetAsInt() {
		msg := invalidMsg + "The length of a field name must be less than " + Params.ProxyCfg.MaxNameLength.GetValue() + " characters."
		return merr.WrapErrFieldNameInvalid(fieldName, msg)
	}

	firstChar := fieldName[0]
	if firstChar != '_' && !isAlpha(firstChar) {
		msg := invalidMsg + "The first character of a field name must be an underscore or letter."
		return merr.WrapErrFieldNameInvalid(fieldName, msg)
	}

	fieldNameSize := len(fieldName)
	for i := 1; i < fieldNameSize; i++ {
		c := fieldName[i]
		if c != '_' && !isAlpha(c) && !isNumber(c) {
			msg := invalidMsg + "Field name cannot only contain numbers, letters, and underscores."
			return merr.WrapErrFieldNameInvalid(fieldName, msg)
		}
	}
	return nil
}

func validateDimension(field *schemapb.FieldSchema) error {
	exist := false
	var dim int64
	for _, param := range field.TypeParams {
		if param.Key == common.DimKey {
			exist = true
			tmp, err := strconv.ParseInt(param.Value, 10, 64)
			if err != nil {
				return err
			}
			dim = tmp
			break
		}
	}
	if !exist {
		return errors.New("dimension is not defined in field type params, check type param `dim` for vector field")
	}

	if dim <= 0 || dim > Params.ProxyCfg.MaxDimension.GetAsInt64() {
		return fmt.Errorf("invalid dimension: %d. should be in range 1 ~ %d", dim, Params.ProxyCfg.MaxDimension.GetAsInt())
	}
	if field.DataType == schemapb.DataType_BinaryVector && dim%8 != 0 {
		return fmt.Errorf("invalid dimension: %d. should be multiple of 8. ", dim)
	}
	return nil
}

func validateMaxLengthPerRow(collectionName string, field *schemapb.FieldSchema) error {
	exist := false
	for _, param := range field.TypeParams {
		if param.Key != common.MaxLengthKey {
			continue
		}

		maxLengthPerRow, err := strconv.ParseInt(param.Value, 10, 64)
		if err != nil {
			return err
		}
		if maxLengthPerRow > defaultMaxVarCharLength || maxLengthPerRow <= 0 {
			return merr.WrapErrParameterInvalidMsg("the maximum length specified for a VarChar should be in (0, 65535]")
		}
		exist = true
	}
	// if not exist type params max_length, return error
	if !exist {
		return fmt.Errorf("type param(max_length) should be specified for varChar field of collection %s", collectionName)
	}

	return nil
}

func validateMaxCapacityPerRow(collectionName string, field *schemapb.FieldSchema) error {
	exist := false
	for _, param := range field.TypeParams {
		if param.Key != common.MaxCapacityKey {
			continue
		}

		maxCapacityPerRow, err := strconv.ParseInt(param.Value, 10, 64)
		if err != nil {
			return fmt.Errorf("the value of %s must be an integer", common.MaxCapacityKey)
		}
		if maxCapacityPerRow > defaultMaxArrayCapacity || maxCapacityPerRow <= 0 {
			return fmt.Errorf("the maximum capacity specified for a Array should be in (0, 4096]")
		}
		exist = true
	}
	// if not exist type params max_length, return error
	if !exist {
		return fmt.Errorf("type param(max_capacity) should be specified for array field of collection %s", collectionName)
	}

	return nil
}

func validateVectorFieldMetricType(field *schemapb.FieldSchema) error {
	if !isVectorType(field.DataType) {
		return nil
	}
	for _, params := range field.IndexParams {
		if params.Key == common.MetricTypeKey {
			return nil
		}
	}
	return errors.New("vector float without metric_type")
}

func validateDuplicatedFieldName(fields []*schemapb.FieldSchema) error {
	names := make(map[string]bool)
	for _, field := range fields {
		_, ok := names[field.Name]
		if ok {
			return errors.New("duplicated field name")
		}
		names[field.Name] = true
	}
	return nil
}

func validateElementType(dataType schemapb.DataType) error {
	switch dataType {
	case schemapb.DataType_Bool, schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32,
		schemapb.DataType_Int64, schemapb.DataType_Float, schemapb.DataType_Double, schemapb.DataType_VarChar:
		return nil
	case schemapb.DataType_String:
		return errors.New("string data type not supported yet, please use VarChar type instead")
	case schemapb.DataType_None:
		return errors.New("element data type None is not valid")
	}
	return fmt.Errorf("element type %s is not supported", dataType.String())
}

func validateFieldType(schema *schemapb.CollectionSchema) error {
	for _, field := range schema.GetFields() {
		switch field.GetDataType() {
		case schemapb.DataType_String:
			return errors.New("string data type not supported yet, please use VarChar type instead")
		case schemapb.DataType_None:
			return errors.New("data type None is not valid")
		case schemapb.DataType_Array:
			if err := validateElementType(field.GetElementType()); err != nil {
				return err
			}
		}
	}
	return nil
}

// ValidateFieldAutoID call after validatePrimaryKey
func ValidateFieldAutoID(coll *schemapb.CollectionSchema) error {
	idx := -1
	for i, field := range coll.Fields {
		if field.AutoID {
			if idx != -1 {
				return fmt.Errorf("only one field can speficy AutoID with true, field name = %s, %s", coll.Fields[idx].Name, field.Name)
			}
			idx = i
			if !field.IsPrimaryKey {
				return fmt.Errorf("only primary field can speficy AutoID with true, field name = %s", field.Name)
			}
		}
	}
	return nil
}

func validatePrimaryKey(coll *schemapb.CollectionSchema) error {
	idx := -1
	for i, field := range coll.Fields {
		if field.IsPrimaryKey {
			if idx != -1 {
				return fmt.Errorf("there are more than one primary key, field name = %s, %s", coll.Fields[idx].Name, field.Name)
			}

			// The type of the primary key field can only be int64 and varchar
			if field.DataType != schemapb.DataType_Int64 && field.DataType != schemapb.DataType_VarChar {
				return errors.New("the data type of primary key should be Int64 or VarChar")
			}

			// varchar field do not support autoID
			// If autoID is required, it is recommended to use int64 field as the primary key
			//if field.DataType == schemapb.DataType_VarChar {
			//	if field.AutoID {
			//		return fmt.Errorf("autoID is not supported when the VarChar field is the primary key")
			//	}
			//}

			idx = i
		}
	}
	if idx == -1 {
		return errors.New("primary key is not specified")
	}
	return nil
}

func validateDynamicField(coll *schemapb.CollectionSchema) error {
	for _, field := range coll.Fields {
		if field.IsDynamic {
			return fmt.Errorf("cannot explicitly set a field as a dynamic field")
		}
	}
	return nil
}

// RepeatedKeyValToMap transfer the kv pairs to map.
func RepeatedKeyValToMap(kvPairs []*commonpb.KeyValuePair) (map[string]string, error) {
	resMap := make(map[string]string)
	for _, kv := range kvPairs {
		_, ok := resMap[kv.Key]
		if ok {
			return nil, fmt.Errorf("duplicated param key: %s", kv.Key)
		}
		resMap[kv.Key] = kv.Value
	}
	return resMap, nil
}

// isVector check if dataType belongs to vector type.
func isVector(dataType schemapb.DataType) (bool, error) {
	switch dataType {
	case schemapb.DataType_Bool, schemapb.DataType_Int8,
		schemapb.DataType_Int16, schemapb.DataType_Int32,
		schemapb.DataType_Int64,
		schemapb.DataType_Float, schemapb.DataType_Double:
		return false, nil

	case schemapb.DataType_FloatVector, schemapb.DataType_BinaryVector, schemapb.DataType_Float16Vector, schemapb.DataType_BFloat16Vector:
		return true, nil
	}

	return false, fmt.Errorf("invalid data type: %d", dataType)
}

func validateMetricType(dataType schemapb.DataType, metricTypeStrRaw string) error {
	metricTypeStr := strings.ToUpper(metricTypeStrRaw)
	switch metricTypeStr {
	case metric.L2, metric.IP, metric.COSINE:
		if dataType == schemapb.DataType_FloatVector || dataType == schemapb.DataType_Float16Vector || dataType == schemapb.DataType_BFloat16Vector {
			return nil
		}
	case metric.JACCARD, metric.HAMMING, metric.SUBSTRUCTURE, metric.SUPERSTRUCTURE:
		if dataType == schemapb.DataType_BinaryVector {
			return nil
		}
	}
	return fmt.Errorf("data_type %s mismatch with metric_type %s", dataType.String(), metricTypeStrRaw)
}

func validateSchema(coll *schemapb.CollectionSchema) error {
	autoID := coll.AutoID
	primaryIdx := -1
	idMap := make(map[int64]int)    // fieldId -> idx
	nameMap := make(map[string]int) // name -> idx
	for idx, field := range coll.Fields {
		// check system field
		if field.FieldID < 100 {
			// System Fields, not injected yet
			return fmt.Errorf("fieldID(%d) that is less than 100 is reserved for system fields: %s", field.FieldID, field.Name)
		}

		// primary key detector
		if field.IsPrimaryKey {
			if autoID {
				return fmt.Errorf("autoId forbids primary key")
			} else if primaryIdx != -1 {
				return fmt.Errorf("there are more than one primary key, field name = %s, %s", coll.Fields[primaryIdx].Name, field.Name)
			}
			if field.DataType != schemapb.DataType_Int64 {
				return fmt.Errorf("type of primary key should be int64")
			}
			primaryIdx = idx
		}
		// check unique
		elemIdx, ok := idMap[field.FieldID]
		if ok {
			return fmt.Errorf("duplicate field ids: %d", coll.Fields[elemIdx].FieldID)
		}
		idMap[field.FieldID] = idx
		elemIdx, ok = nameMap[field.Name]
		if ok {
			return fmt.Errorf("duplicate field names: %s", coll.Fields[elemIdx].Name)
		}
		nameMap[field.Name] = idx

		isVec, err3 := isVector(field.DataType)
		if err3 != nil {
			return err3
		}

		if isVec {
			indexKv, err1 := RepeatedKeyValToMap(field.IndexParams)
			if err1 != nil {
				return err1
			}
			typeKv, err2 := RepeatedKeyValToMap(field.TypeParams)
			if err2 != nil {
				return err2
			}
			dimStr, ok := typeKv[common.DimKey]
			if !ok {
				return fmt.Errorf("dim not found in type_params for vector field %s(%d)", field.Name, field.FieldID)
			}
			dim, err := strconv.Atoi(dimStr)
			if err != nil || dim < 0 {
				return fmt.Errorf("invalid dim; %s", dimStr)
			}

			metricTypeStr, ok := indexKv[common.MetricTypeKey]
			if ok {
				err4 := validateMetricType(field.DataType, metricTypeStr)
				if err4 != nil {
					return err4
				}
			}
			// in C++, default type will be specified
			// do nothing
		} else {
			if len(field.IndexParams) != 0 {
				return fmt.Errorf("index params is not empty for scalar field: %s(%d)", field.Name, field.FieldID)
			}
			if len(field.TypeParams) != 0 {
				return fmt.Errorf("type params is not empty for scalar field: %s(%d)", field.Name, field.FieldID)
			}
		}
	}

	if !autoID && primaryIdx == -1 {
		return fmt.Errorf("primary key is required for non autoid mode")
	}

	return nil
}

// validateMultipleVectorFields check if schema has multiple vector fields.
func validateMultipleVectorFields(schema *schemapb.CollectionSchema) error {
	vecExist := false
	var vecName string

	for i := range schema.Fields {
		name := schema.Fields[i].Name
		dType := schema.Fields[i].DataType
		isVec := dType == schemapb.DataType_BinaryVector || dType == schemapb.DataType_FloatVector || dType == schemapb.DataType_Float16Vector || dType == schemapb.DataType_BFloat16Vector
		if isVec && vecExist && !enableMultipleVectorFields {
			return fmt.Errorf(
				"multiple vector fields is not supported, fields name: %s, %s",
				vecName,
				name,
			)
		} else if isVec {
			vecExist = true
			vecName = name
		}
	}

	return nil
}

// parsePrimaryFieldData2IDs get IDs to fill grpc result, for example insert request, delete request etc.
func parsePrimaryFieldData2IDs(fieldData *schemapb.FieldData) (*schemapb.IDs, error) {
	primaryData := &schemapb.IDs{}
	switch fieldData.Field.(type) {
	case *schemapb.FieldData_Scalars:
		scalarField := fieldData.GetScalars()
		switch scalarField.Data.(type) {
		case *schemapb.ScalarField_LongData:
			primaryData.IdField = &schemapb.IDs_IntId{
				IntId: scalarField.GetLongData(),
			}
		case *schemapb.ScalarField_StringData:
			primaryData.IdField = &schemapb.IDs_StrId{
				StrId: scalarField.GetStringData(),
			}
		default:
			return nil, errors.New("currently only support DataType Int64 or VarChar as PrimaryField")
		}
	default:
		return nil, errors.New("currently not support vector field as PrimaryField")
	}

	return primaryData, nil
}

// autoGenPrimaryFieldData generate primary data when autoID == true
func autoGenPrimaryFieldData(fieldSchema *schemapb.FieldSchema, data interface{}) (*schemapb.FieldData, error) {
	var fieldData schemapb.FieldData
	fieldData.FieldName = fieldSchema.Name
	fieldData.Type = fieldSchema.DataType
	switch data := data.(type) {
	case []int64:
		switch fieldData.Type {
		case schemapb.DataType_Int64:
			fieldData.Field = &schemapb.FieldData_Scalars{
				Scalars: &schemapb.ScalarField{
					Data: &schemapb.ScalarField_LongData{
						LongData: &schemapb.LongArray{
							Data: data,
						},
					},
				},
			}
		case schemapb.DataType_VarChar:
			strIds := make([]string, len(data))
			for i, v := range data {
				strIds[i] = strconv.FormatInt(v, 10)
			}
			fieldData.Field = &schemapb.FieldData_Scalars{
				Scalars: &schemapb.ScalarField{
					Data: &schemapb.ScalarField_StringData{
						StringData: &schemapb.StringArray{
							Data: strIds,
						},
					},
				},
			}
		default:
			return nil, errors.New("currently only support autoID for int64 and varchar PrimaryField")
		}
	default:
		return nil, errors.New("currently only int64 is supported as the data source for the autoID of a PrimaryField")
	}

	return &fieldData, nil
}

func autoGenDynamicFieldData(data [][]byte) *schemapb.FieldData {
	return &schemapb.FieldData{
		FieldName: common.MetaFieldName,
		Type:      schemapb.DataType_JSON,
		Field: &schemapb.FieldData_Scalars{
			Scalars: &schemapb.ScalarField{
				Data: &schemapb.ScalarField_JsonData{
					JsonData: &schemapb.JSONArray{
						Data: data,
					},
				},
			},
		},
		IsDynamic: true,
	}
}

// fillFieldIDBySchema set fieldID to fieldData according FieldSchemas
func fillFieldIDBySchema(columns []*schemapb.FieldData, schema *schemapb.CollectionSchema) error {
	if len(columns) != len(schema.GetFields()) {
		return fmt.Errorf("len(columns) mismatch the len(fields), len(columns): %d, len(fields): %d",
			len(columns), len(schema.GetFields()))
	}
	fieldName2Schema := make(map[string]*schemapb.FieldSchema)
	for _, field := range schema.GetFields() {
		fieldName2Schema[field.Name] = field
	}

	for _, fieldData := range columns {
		if fieldSchema, ok := fieldName2Schema[fieldData.FieldName]; ok {
			fieldData.FieldId = fieldSchema.FieldID
			fieldData.Type = fieldSchema.DataType
		} else {
			return fmt.Errorf("fieldName %v not exist in collection schema", fieldData.FieldName)
		}
	}

	return nil
}

func ValidateUsername(username string) error {
	username = strings.TrimSpace(username)

	if username == "" {
		return merr.WrapErrParameterInvalidMsg("username must be not empty")
	}

	if len(username) > Params.ProxyCfg.MaxUsernameLength.GetAsInt() {
		return merr.WrapErrParameterInvalidMsg("invalid username %s with length %d, the length of username must be less than %d", username, len(username), Params.ProxyCfg.MaxUsernameLength.GetValue())
	}

	firstChar := username[0]
	if !isAlpha(firstChar) {
		return merr.WrapErrParameterInvalidMsg("invalid user name %s, the first character must be a letter, but got %s", username, string(firstChar))
	}

	usernameSize := len(username)
	for i := 1; i < usernameSize; i++ {
		c := username[i]
		if c != '_' && !isAlpha(c) && !isNumber(c) {
			return merr.WrapErrParameterInvalidMsg("invalid user name %s, username must contain only numbers, letters and underscores, but got %s", username, c)
		}
	}
	return nil
}

func ValidatePassword(password string) error {
	if len(password) < Params.ProxyCfg.MinPasswordLength.GetAsInt() || len(password) > Params.ProxyCfg.MaxPasswordLength.GetAsInt() {
		return merr.WrapErrParameterInvalidRange(Params.ProxyCfg.MinPasswordLength.GetAsInt(),
			Params.ProxyCfg.MaxPasswordLength.GetAsInt(),
			len(password), "invalid password length")
	}
	return nil
}

func ReplaceID2Name(oldStr string, id int64, name string) string {
	return strings.ReplaceAll(oldStr, strconv.FormatInt(id, 10), name)
}

func parseGuaranteeTsFromConsistency(ts, tMax typeutil.Timestamp, consistency commonpb.ConsistencyLevel) typeutil.Timestamp {
	switch consistency {
	case commonpb.ConsistencyLevel_Strong:
		ts = tMax
	case commonpb.ConsistencyLevel_Bounded:
		ratio := Params.CommonCfg.GracefulTime.GetAsDuration(time.Millisecond)
		ts = tsoutil.AddPhysicalDurationOnTs(tMax, -ratio)
	case commonpb.ConsistencyLevel_Eventually:
		ts = 1
	}
	return ts
}

func parseGuaranteeTs(ts, tMax typeutil.Timestamp) typeutil.Timestamp {
	switch ts {
	case strongTS:
		ts = tMax
	case boundedTS:
		ratio := Params.CommonCfg.GracefulTime.GetAsDuration(time.Millisecond)
		ts = tsoutil.AddPhysicalDurationOnTs(tMax, -ratio)
	}
	return ts
}

func validateName(entity string, nameType string) error {
	entity = strings.TrimSpace(entity)

	if entity == "" {
		return merr.WrapErrParameterInvalid("not empty", entity, nameType+" should be not empty")
	}

	if len(entity) > Params.ProxyCfg.MaxNameLength.GetAsInt() {
		return merr.WrapErrParameterInvalidRange(0,
			Params.ProxyCfg.MaxNameLength.GetAsInt(),
			len(entity),
			fmt.Sprintf("the length of %s must be not greater than limit", nameType))
	}

	firstChar := entity[0]
	if firstChar != '_' && !isAlpha(firstChar) {
		return merr.WrapErrParameterInvalid('_',
			firstChar,
			fmt.Sprintf("the first character of %s must be an underscore or letter", nameType))
	}

	for i := 1; i < len(entity); i++ {
		c := entity[i]
		if c != '_' && c != '$' && !isAlpha(c) && !isNumber(c) {
			return merr.WrapErrParameterInvalidMsg("%s can only contain numbers, letters, dollars and underscores, found %c at %d", nameType, c, i)
		}
	}
	return nil
}

func ValidateRoleName(entity string) error {
	return validateName(entity, "role name")
}

func IsDefaultRole(roleName string) bool {
	for _, defaultRole := range util.DefaultRoles {
		if defaultRole == roleName {
			return true
		}
	}
	return false
}

func ValidateObjectName(entity string) error {
	if util.IsAnyWord(entity) {
		return nil
	}
	return validateName(entity, "role name")
}

func ValidateObjectType(entity string) error {
	return validateName(entity, "ObjectType")
}

func ValidatePrincipalName(entity string) error {
	return validateName(entity, "PrincipalName")
}

func ValidatePrincipalType(entity string) error {
	return validateName(entity, "PrincipalType")
}

func ValidatePrivilege(entity string) error {
	if util.IsAnyWord(entity) {
		return nil
	}
	return validateName(entity, "Privilege")
}

func GetCurUserFromContext(ctx context.Context) (string, error) {
	md, ok := metadata.FromIncomingContext(ctx)
	if !ok {
		return "", fmt.Errorf("fail to get md from the context")
	}
	authorization, ok := md[strings.ToLower(util.HeaderAuthorize)]
	if !ok || len(authorization) < 1 {
		return "", fmt.Errorf("fail to get authorization from the md, authorize:[%s]", util.HeaderAuthorize)
	}
	token := authorization[0]
	rawToken, err := crypto.Base64Decode(token)
	if err != nil {
		return "", fmt.Errorf("fail to decode the token, token: %s", token)
	}
	secrets := strings.SplitN(rawToken, util.CredentialSeperator, 2)
	if len(secrets) < 2 {
		return "", fmt.Errorf("fail to get user info from the raw token, raw token: %s", rawToken)
	}
	username := secrets[0]
	return username, nil
}

func GetCurDBNameFromContextOrDefault(ctx context.Context) string {
	md, ok := metadata.FromIncomingContext(ctx)
	if !ok {
		return util.DefaultDBName
	}
	dbNameData := md[strings.ToLower(util.HeaderDBName)]
	if len(dbNameData) < 1 || dbNameData[0] == "" {
		return util.DefaultDBName
	}
	return dbNameData[0]
}

func NewContextWithMetadata(ctx context.Context, username string, dbName string) context.Context {
	originValue := fmt.Sprintf("%s%s%s", username, util.CredentialSeperator, username)
	authKey := strings.ToLower(util.HeaderAuthorize)
	authValue := crypto.Base64Encode(originValue)
	dbKey := strings.ToLower(util.HeaderDBName)
	return contextutil.AppendToIncomingContext(ctx, authKey, authValue, dbKey, dbName)
}

func GetRole(username string) ([]string, error) {
	if globalMetaCache == nil {
		return []string{}, merr.WrapErrServiceUnavailable("internal: Milvus Proxy is not ready yet. please wait")
	}
	return globalMetaCache.GetUserRole(username), nil
}

func PasswordVerify(ctx context.Context, username, rawPwd string) bool {
	return passwordVerify(ctx, username, rawPwd, globalMetaCache)
}

func VerifyAPIKey(rawToken string) (string, error) {
	if hoo == nil {
		return "", merr.WrapErrServiceInternal("internal: Milvus Proxy is not ready yet. please wait")
	}
	user, err := hoo.VerifyAPIKey(rawToken)
	if err != nil {
		log.Warn("fail to verify apikey", zap.String("api_key", rawToken), zap.Error(err))
		return "", merr.WrapErrParameterInvalidMsg("invalid apikey: [%s]", rawToken)
	}
	return user, nil
}

// PasswordVerify verify password
func passwordVerify(ctx context.Context, username, rawPwd string, globalMetaCache Cache) bool {
	// it represents the cache miss if Sha256Password is empty within credInfo, which shall be updated first connection.
	// meanwhile, generating Sha256Password depends on raw password and encrypted password will not cache.
	credInfo, err := globalMetaCache.GetCredentialInfo(ctx, username)
	if err != nil {
		log.Error("found no credential", zap.String("username", username), zap.Error(err))
		return false
	}

	// hit cache
	sha256Pwd := crypto.SHA256(rawPwd, credInfo.Username)
	if credInfo.Sha256Password != "" {
		return sha256Pwd == credInfo.Sha256Password
	}

	// miss cache, verify against encrypted password from etcd
	if err := bcrypt.CompareHashAndPassword([]byte(credInfo.EncryptedPassword), []byte(rawPwd)); err != nil {
		log.Error("Verify password failed", zap.Error(err))
		return false
	}

	// update cache after miss cache
	credInfo.Sha256Password = sha256Pwd
	log.Debug("get credential miss cache, update cache with", zap.Any("credential", credInfo))
	globalMetaCache.UpdateCredential(credInfo)
	return true
}

func translatePkOutputFields(schema *schemapb.CollectionSchema) ([]string, []int64) {
	pkNames := []string{}
	fieldIDs := []int64{}
	for _, field := range schema.Fields {
		if field.IsPrimaryKey {
			pkNames = append(pkNames, field.GetName())
			fieldIDs = append(fieldIDs, field.GetFieldID())
		}
	}
	return pkNames, fieldIDs
}

// Support wildcard in output fields:
//
//	"*" - all fields
//
// For example, A and B are scalar fields, C and D are vector fields, duplicated fields will automatically be removed.
//
//	output_fields=["*"] 	 ==> [A,B,C,D]
//	output_fields=["*",A] 	 ==> [A,B,C,D]
//	output_fields=["*",C]    ==> [A,B,C,D]
func translateOutputFields(outputFields []string, schema *schemaInfo, addPrimary bool) ([]string, []string, error) {
	var primaryFieldName string
	allFieldNameMap := make(map[string]bool)
	resultFieldNameMap := make(map[string]bool)
	resultFieldNames := make([]string, 0)
	userOutputFieldsMap := make(map[string]bool)
	userOutputFields := make([]string, 0)

	for _, field := range schema.Fields {
		if field.IsPrimaryKey {
			primaryFieldName = field.Name
		}
		allFieldNameMap[field.Name] = true
	}

	for _, outputFieldName := range outputFields {
		outputFieldName = strings.TrimSpace(outputFieldName)
		if outputFieldName == "*" {
			for fieldName := range allFieldNameMap {
				resultFieldNameMap[fieldName] = true
				userOutputFieldsMap[fieldName] = true
			}
		} else {
			if _, ok := allFieldNameMap[outputFieldName]; ok {
				resultFieldNameMap[outputFieldName] = true
				userOutputFieldsMap[outputFieldName] = true
			} else {
				if schema.EnableDynamicField {
					schemaH, err := typeutil.CreateSchemaHelper(schema.CollectionSchema)
					if err != nil {
						return nil, nil, err
					}
					err = planparserv2.ParseIdentifier(schemaH, outputFieldName, func(expr *planpb.Expr) error {
						if len(expr.GetColumnExpr().GetInfo().GetNestedPath()) == 1 &&
							expr.GetColumnExpr().GetInfo().GetNestedPath()[0] == outputFieldName {
							return nil
						}
						return fmt.Errorf("not support getting subkeys of json field yet")
					})
					if err != nil {
						log.Info("parse output field name failed", zap.String("field name", outputFieldName))
						return nil, nil, fmt.Errorf("parse output field name failed: %s", outputFieldName)
					}
					resultFieldNameMap[common.MetaFieldName] = true
					userOutputFieldsMap[outputFieldName] = true
				} else {
					return nil, nil, fmt.Errorf("field %s not exist", outputFieldName)
				}
			}
		}
	}

	if addPrimary {
		resultFieldNameMap[primaryFieldName] = true
		userOutputFieldsMap[primaryFieldName] = true
	}

	for fieldName := range resultFieldNameMap {
		resultFieldNames = append(resultFieldNames, fieldName)
	}
	for fieldName := range userOutputFieldsMap {
		userOutputFields = append(userOutputFields, fieldName)
	}
	return resultFieldNames, userOutputFields, nil
}

func validateIndexName(indexName string) error {
	indexName = strings.TrimSpace(indexName)

	if indexName == "" {
		return nil
	}
	invalidMsg := "Invalid index name: " + indexName + ". "
	if len(indexName) > Params.ProxyCfg.MaxNameLength.GetAsInt() {
		msg := invalidMsg + "The length of a index name must be less than " + Params.ProxyCfg.MaxNameLength.GetValue() + " characters."
		return errors.New(msg)
	}

	firstChar := indexName[0]
	if firstChar != '_' && !isAlpha(firstChar) {
		msg := invalidMsg + "The first character of a index name must be an underscore or letter."
		return errors.New(msg)
	}

	indexNameSize := len(indexName)
	for i := 1; i < indexNameSize; i++ {
		c := indexName[i]
		if c != '_' && !isAlpha(c) && !isNumber(c) {
			msg := invalidMsg + "Index name cannot only contain numbers, letters, and underscores."
			return errors.New(msg)
		}
	}
	return nil
}

func isCollectionLoaded(ctx context.Context, qc types.QueryCoordClient, collID int64) (bool, error) {
	// get all loading collections
	resp, err := qc.ShowCollections(ctx, &querypb.ShowCollectionsRequest{
		CollectionIDs: nil,
	})
	if err != nil {
		return false, err
	}
	if resp.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success {
		return false, merr.Error(resp.GetStatus())
	}

	for _, loadedCollID := range resp.GetCollectionIDs() {
		if collID == loadedCollID {
			return true, nil
		}
	}
	return false, nil
}

func isPartitionLoaded(ctx context.Context, qc types.QueryCoordClient, collID int64, partIDs []int64) (bool, error) {
	// get all loading collections
	resp, err := qc.ShowPartitions(ctx, &querypb.ShowPartitionsRequest{
		CollectionID: collID,
		PartitionIDs: nil,
	})
	if err != nil {
		return false, err
	}
	if resp.GetStatus().GetErrorCode() != commonpb.ErrorCode_Success {
		return false, merr.Error(resp.GetStatus())
	}

	for _, loadedPartID := range resp.GetPartitionIDs() {
		for _, partID := range partIDs {
			if partID == loadedPartID {
				return true, nil
			}
		}
	}
	return false, nil
}

func fillFieldsDataBySchema(schema *schemapb.CollectionSchema, insertMsg *msgstream.InsertMsg) error {
	requiredFieldsNum := 0
	primaryKeyNum := 0

	dataNameSet := typeutil.NewSet[string]()
	for _, data := range insertMsg.FieldsData {
		fieldName := data.GetFieldName()
		if dataNameSet.Contain(fieldName) {
			return merr.WrapErrParameterInvalidMsg("duplicated field %s found", fieldName)
		}
		dataNameSet.Insert(fieldName)
	}

	for _, fieldSchema := range schema.Fields {
		if fieldSchema.AutoID && !fieldSchema.IsPrimaryKey {
			log.Warn("not primary key field, but set autoID true", zap.String("field", fieldSchema.GetName()))
			return merr.WrapErrParameterInvalidMsg("only primary key could be with AutoID enabled")
		}
		if fieldSchema.GetDefaultValue() != nil && fieldSchema.IsPrimaryKey {
			return merr.WrapErrParameterInvalidMsg("primary key can't be with default value")
		}
		if !fieldSchema.AutoID {
			requiredFieldsNum++
		}
		// if has no field pass in, consider use default value
		// so complete it with field schema
		if _, ok := dataNameSet[fieldSchema.GetName()]; !ok {
			// primary key can not use default value
			if fieldSchema.IsPrimaryKey {
				primaryKeyNum++
				continue
			}
			dataToAppend := &schemapb.FieldData{
				Type:      fieldSchema.GetDataType(),
				FieldName: fieldSchema.GetName(),
			}
			insertMsg.FieldsData = append(insertMsg.FieldsData, dataToAppend)
		}
	}

	if primaryKeyNum > 1 {
		log.Warn("more than 1 primary keys not supported",
			zap.Int64("primaryKeyNum", int64(primaryKeyNum)),
			zap.String("collection", schema.GetName()))
		return merr.WrapErrParameterInvalidMsg("more than 1 primary keys not supported, got %d", primaryKeyNum)
	}

	if len(insertMsg.FieldsData) != requiredFieldsNum {
		log.Warn("the number of fields is less than needed",
			zap.Int("fieldNum", len(insertMsg.FieldsData)),
			zap.Int("requiredFieldNum", requiredFieldsNum),
			zap.String("collection", schema.GetName()))
		return merr.WrapErrParameterInvalid(requiredFieldsNum, len(insertMsg.FieldsData), "the number of fields is less than needed")
	}

	return nil
}

func checkPrimaryFieldData(schema *schemapb.CollectionSchema, result *milvuspb.MutationResult, insertMsg *msgstream.InsertMsg, inInsert bool) (*schemapb.IDs, error) {
	rowNums := uint32(insertMsg.NRows())
	// TODO(dragondriver): in fact, NumRows is not trustable, we should check all input fields
	if insertMsg.NRows() <= 0 {
		return nil, merr.WrapErrParameterInvalid("invalid num_rows", fmt.Sprint(rowNums), "num_rows should be greater than 0")
	}

	if err := fillFieldsDataBySchema(schema, insertMsg); err != nil {
		return nil, err
	}

	primaryFieldSchema, err := typeutil.GetPrimaryFieldSchema(schema)
	if err != nil {
		log.Error("get primary field schema failed", zap.String("collectionName", insertMsg.CollectionName), zap.Any("schema", schema), zap.Error(err))
		return nil, err
	}
	// get primaryFieldData whether autoID is true or not
	var primaryFieldData *schemapb.FieldData
	if inInsert {
		// when checkPrimaryFieldData in insert
		if !primaryFieldSchema.AutoID {
			primaryFieldData, err = typeutil.GetPrimaryFieldData(insertMsg.GetFieldsData(), primaryFieldSchema)
			if err != nil {
				log.Info("get primary field data failed", zap.String("collectionName", insertMsg.CollectionName), zap.Error(err))
				return nil, err
			}
		} else {
			// check primary key data not exist
			if typeutil.IsPrimaryFieldDataExist(insertMsg.GetFieldsData(), primaryFieldSchema) {
				return nil, fmt.Errorf("can not assign primary field data when auto id enabled %v", primaryFieldSchema.Name)
			}
			// if autoID == true, currently support autoID for int64 and varchar PrimaryField
			primaryFieldData, err = autoGenPrimaryFieldData(primaryFieldSchema, insertMsg.GetRowIDs())
			if err != nil {
				log.Info("generate primary field data failed when autoID == true", zap.String("collectionName", insertMsg.CollectionName), zap.Error(err))
				return nil, err
			}
			// if autoID == true, set the primary field data
			// insertMsg.fieldsData need append primaryFieldData
			insertMsg.FieldsData = append(insertMsg.FieldsData, primaryFieldData)
		}
	} else {
		// when checkPrimaryFieldData in upsert
		if primaryFieldSchema.AutoID {
			// upsert has not supported when autoID == true
			log.Info("can not upsert when auto id enabled",
				zap.String("primaryFieldSchemaName", primaryFieldSchema.Name))
			err := merr.WrapErrParameterInvalidMsg(fmt.Sprintf("upsert can not assign primary field data when auto id enabled %v", primaryFieldSchema.GetName()))
			result.Status = merr.Status(err)
			return nil, err
		}
		primaryFieldData, err = typeutil.GetPrimaryFieldData(insertMsg.GetFieldsData(), primaryFieldSchema)
		if err != nil {
			log.Error("get primary field data failed when upsert", zap.String("collectionName", insertMsg.CollectionName), zap.Error(err))
			return nil, err
		}
	}

	// parse primaryFieldData to result.IDs, and as returned primary keys
	ids, err := parsePrimaryFieldData2IDs(primaryFieldData)
	if err != nil {
		log.Warn("parse primary field data to IDs failed", zap.String("collectionName", insertMsg.CollectionName), zap.Error(err))
		return nil, err
	}

	return ids, nil
}

func getPartitionKeyFieldData(fieldSchema *schemapb.FieldSchema, insertMsg *msgstream.InsertMsg) (*schemapb.FieldData, error) {
	if len(insertMsg.GetPartitionName()) > 0 {
		return nil, errors.New("not support manually specifying the partition names if partition key mode is used")
	}

	for _, fieldData := range insertMsg.GetFieldsData() {
		if fieldData.GetFieldId() == fieldSchema.GetFieldID() {
			return fieldData, nil
		}
	}

	return nil, errors.New("partition key not specify when insert")
}

func getCollectionProgress(
	ctx context.Context,
	queryCoord types.QueryCoordClient,
	msgBase *commonpb.MsgBase,
	collectionID int64,
) (loadProgress int64, refreshProgress int64, err error) {
	resp, err := queryCoord.ShowCollections(ctx, &querypb.ShowCollectionsRequest{
		Base: commonpbutil.UpdateMsgBase(
			msgBase,
			commonpbutil.WithMsgType(commonpb.MsgType_ShowCollections),
		),
		CollectionIDs: []int64{collectionID},
	})
	if err != nil {
		log.Warn("fail to show collections",
			zap.Int64("collectionID", collectionID),
			zap.Error(err),
		)
		return
	}

	err = merr.Error(resp.GetStatus())
	if err != nil {
		log.Warn("fail to show collections",
			zap.Int64("collectionID", collectionID),
			zap.Error(err))
		return
	}

	loadProgress = resp.GetInMemoryPercentages()[0]
	if len(resp.GetRefreshProgress()) > 0 { // Compatibility for new Proxy with old QueryCoord
		refreshProgress = resp.GetRefreshProgress()[0]
	}

	return
}

func getPartitionProgress(
	ctx context.Context,
	queryCoord types.QueryCoordClient,
	msgBase *commonpb.MsgBase,
	partitionNames []string,
	collectionName string,
	collectionID int64,
	dbName string,
) (loadProgress int64, refreshProgress int64, err error) {
	IDs2Names := make(map[int64]string)
	partitionIDs := make([]int64, 0)
	for _, partitionName := range partitionNames {
		var partitionID int64
		partitionID, err = globalMetaCache.GetPartitionID(ctx, dbName, collectionName, partitionName)
		if err != nil {
			return
		}
		IDs2Names[partitionID] = partitionName
		partitionIDs = append(partitionIDs, partitionID)
	}

	var resp *querypb.ShowPartitionsResponse
	resp, err = queryCoord.ShowPartitions(ctx, &querypb.ShowPartitionsRequest{
		Base: commonpbutil.UpdateMsgBase(
			msgBase,
			commonpbutil.WithMsgType(commonpb.MsgType_ShowPartitions),
		),
		CollectionID: collectionID,
		PartitionIDs: partitionIDs,
	})
	if err != nil {
		log.Warn("fail to show partitions", zap.Int64("collection_id", collectionID),
			zap.String("collection_name", collectionName),
			zap.Strings("partition_names", partitionNames),
			zap.Error(err))
		return
	}

	err = merr.Error(resp.GetStatus())
	if err != nil {
		err = merr.Error(resp.GetStatus())
		log.Warn("fail to show partitions",
			zap.String("collectionName", collectionName),
			zap.Strings("partitionNames", partitionNames),
			zap.Error(err))
		return
	}

	for _, p := range resp.InMemoryPercentages {
		loadProgress += p
	}
	loadProgress /= int64(len(partitionIDs))

	if len(resp.GetRefreshProgress()) > 0 { // Compatibility for new Proxy with old QueryCoord
		refreshProgress = resp.GetRefreshProgress()[0]
	}

	return
}

func isPartitionKeyMode(ctx context.Context, dbName string, colName string) (bool, error) {
	colSchema, err := globalMetaCache.GetCollectionSchema(ctx, dbName, colName)
	if err != nil {
		return false, err
	}

	for _, fieldSchema := range colSchema.GetFields() {
		if fieldSchema.IsPartitionKey {
			return true, nil
		}
	}

	return false, nil
}

func hasParitionKeyModeField(schema *schemapb.CollectionSchema) bool {
	for _, fieldSchema := range schema.GetFields() {
		if fieldSchema.IsPartitionKey {
			return true
		}
	}
	return false
}

// getDefaultPartitionNames only used in partition key mode
func getDefaultPartitionsInPartitionKeyMode(ctx context.Context, dbName string, collectionName string) ([]string, error) {
	partitions, err := globalMetaCache.GetPartitions(ctx, dbName, collectionName)
	if err != nil {
		return nil, err
	}

	// Make sure the order of the partition names got every time is the same
	partitionNames, _, err := typeutil.RearrangePartitionsForPartitionKey(partitions)
	if err != nil {
		return nil, err
	}

	return partitionNames, nil
}

// getDefaultPartitionNames only used in partition key mode
func getDefaultPartitionNames(ctx context.Context, dbName string, collectionName string) ([]string, error) {
	partitions, err := globalMetaCache.GetPartitions(ctx, dbName, collectionName)
	if err != nil {
		return nil, err
	}

	// Make sure the order of the partition names got every time is the same
	partitionNames := make([]string, len(partitions))
	for partitionName := range partitions {
		splits := strings.Split(partitionName, "_")
		if len(splits) < 2 {
			err = fmt.Errorf("bad default partion name in partition ket mode: %s", partitionName)
			return nil, err
		}
		index, err := strconv.ParseInt(splits[len(splits)-1], 10, 64)
		if err != nil {
			return nil, err
		}

		partitionNames[index] = partitionName
	}

	return partitionNames, nil
}

func assignChannelsByPK(pks *schemapb.IDs, channelNames []string, insertMsg *msgstream.InsertMsg) map[string][]int {
	insertMsg.HashValues = typeutil.HashPK2Channels(pks, channelNames)

	// groupedHashKeys represents the dmChannel index
	channel2RowOffsets := make(map[string][]int) //   channelName to count
	// assert len(it.hashValues) < maxInt
	for offset, channelID := range insertMsg.HashValues {
		channelName := channelNames[channelID]
		if _, ok := channel2RowOffsets[channelName]; !ok {
			channel2RowOffsets[channelName] = []int{}
		}
		channel2RowOffsets[channelName] = append(channel2RowOffsets[channelName], offset)
	}

	return channel2RowOffsets
}

func assignPartitionKeys(ctx context.Context, dbName string, collName string, keys []*planpb.GenericValue) ([]string, error) {
	partitionNames, err := globalMetaCache.GetPartitionsIndex(ctx, dbName, collName)
	if err != nil {
		return nil, err
	}

	schema, err := globalMetaCache.GetCollectionSchema(ctx, dbName, collName)
	if err != nil {
		return nil, err
	}

	partitionKeyFieldSchema, err := typeutil.GetPartitionKeyFieldSchema(schema.CollectionSchema)
	if err != nil {
		return nil, err
	}

	hashedPartitionNames, err := typeutil2.HashKey2Partitions(partitionKeyFieldSchema, keys, partitionNames)
	return hashedPartitionNames, err
}

func memsetLoop[T any](v T, numRows int) []T {
	ret := make([]T, 0, numRows)
	for i := 0; i < numRows; i++ {
		ret = append(ret, v)
	}

	return ret
}

func ErrWithLog(logger *log.MLogger, msg string, err error) error {
	wrapErr := errors.Wrap(err, msg)
	if logger != nil {
		logger.Warn(msg, zap.Error(err))
		return wrapErr
	}
	log.Warn(msg, zap.Error(err))
	return wrapErr
}

func verifyDynamicFieldData(schema *schemapb.CollectionSchema, insertMsg *msgstream.InsertMsg) error {
	for _, field := range insertMsg.FieldsData {
		if field.GetFieldName() == common.MetaFieldName {
			if !schema.EnableDynamicField {
				return fmt.Errorf("without dynamic schema enabled, the field name cannot be set to %s", common.MetaFieldName)
			}
			for _, rowData := range field.GetScalars().GetJsonData().GetData() {
				jsonData := make(map[string]interface{})
				if err := json.Unmarshal(rowData, &jsonData); err != nil {
					return err
				}
				if _, ok := jsonData[common.MetaFieldName]; ok {
					return fmt.Errorf("cannot set json key to: %s", common.MetaFieldName)
				}
			}
		}
	}

	return nil
}

func checkDynamicFieldData(schema *schemapb.CollectionSchema, insertMsg *msgstream.InsertMsg) error {
	for _, data := range insertMsg.FieldsData {
		if data.IsDynamic {
			data.FieldName = common.MetaFieldName
			return verifyDynamicFieldData(schema, insertMsg)
		}
	}
	defaultData := make([][]byte, insertMsg.NRows())
	for i := range defaultData {
		defaultData[i] = []byte("{}")
	}
	dynamicData := autoGenDynamicFieldData(defaultData)
	insertMsg.FieldsData = append(insertMsg.FieldsData, dynamicData)
	return nil
}

func SendReplicateMessagePack(ctx context.Context, replicateMsgStream msgstream.MsgStream, request interface{ GetBase() *commonpb.MsgBase }) {
	if replicateMsgStream == nil || request == nil {
		log.Warn("replicate msg stream or request is nil", zap.Any("request", request))
		return
	}
	msgBase := request.GetBase()
	ts := msgBase.GetTimestamp()
	if msgBase.GetReplicateInfo().GetIsReplicate() {
		ts = msgBase.GetReplicateInfo().GetMsgTimestamp()
	}
	getBaseMsg := func(ctx context.Context, ts uint64) msgstream.BaseMsg {
		return msgstream.BaseMsg{
			Ctx:            ctx,
			HashValues:     []uint32{0},
			BeginTimestamp: ts,
			EndTimestamp:   ts,
		}
	}

	var tsMsg msgstream.TsMsg
	switch r := request.(type) {
	case *milvuspb.CreateDatabaseRequest:
		tsMsg = &msgstream.CreateDatabaseMsg{
			BaseMsg:               getBaseMsg(ctx, ts),
			CreateDatabaseRequest: *r,
		}
	case *milvuspb.DropDatabaseRequest:
		tsMsg = &msgstream.DropDatabaseMsg{
			BaseMsg:             getBaseMsg(ctx, ts),
			DropDatabaseRequest: *r,
		}
	case *milvuspb.FlushRequest:
		tsMsg = &msgstream.FlushMsg{
			BaseMsg:      getBaseMsg(ctx, ts),
			FlushRequest: *r,
		}
	case *milvuspb.LoadCollectionRequest:
		tsMsg = &msgstream.LoadCollectionMsg{
			BaseMsg:               getBaseMsg(ctx, ts),
			LoadCollectionRequest: *r,
		}
	case *milvuspb.ReleaseCollectionRequest:
		tsMsg = &msgstream.ReleaseCollectionMsg{
			BaseMsg:                  getBaseMsg(ctx, ts),
			ReleaseCollectionRequest: *r,
		}
	case *milvuspb.CreateIndexRequest:
		tsMsg = &msgstream.CreateIndexMsg{
			BaseMsg:            getBaseMsg(ctx, ts),
			CreateIndexRequest: *r,
		}
	case *milvuspb.DropIndexRequest:
		tsMsg = &msgstream.DropIndexMsg{
			BaseMsg:          getBaseMsg(ctx, ts),
			DropIndexRequest: *r,
		}
	case *milvuspb.LoadPartitionsRequest:
		tsMsg = &msgstream.LoadPartitionsMsg{
			BaseMsg:               getBaseMsg(ctx, ts),
			LoadPartitionsRequest: *r,
		}
	case *milvuspb.ReleasePartitionsRequest:
		tsMsg = &msgstream.ReleasePartitionsMsg{
			BaseMsg:                  getBaseMsg(ctx, ts),
			ReleasePartitionsRequest: *r,
		}
	case *milvuspb.AlterIndexRequest:
		tsMsg = &msgstream.AlterIndexMsg{
			BaseMsg:           getBaseMsg(ctx, ts),
			AlterIndexRequest: *r,
		}
	default:
		log.Warn("unknown request", zap.Any("request", request))
		return
	}
	msgPack := &msgstream.MsgPack{
		BeginTs: ts,
		EndTs:   ts,
		Msgs:    []msgstream.TsMsg{tsMsg},
	}
	msgErr := replicateMsgStream.Produce(msgPack)
	// ignore the error if the msg stream failed to produce the msg,
	// because it can be manually fixed in this error
	if msgErr != nil {
		log.Warn("send replicate msg failed", zap.Any("pack", msgPack), zap.Error(msgErr))
	}
}

func GetCachedCollectionSchema(ctx context.Context, dbName string, colName string) (*schemaInfo, error) {
	if globalMetaCache != nil {
		return globalMetaCache.GetCollectionSchema(ctx, dbName, colName)
	}
	return nil, merr.WrapErrServiceNotReady(paramtable.GetRole(), paramtable.GetNodeID(), "initialization")
}

func CheckDatabase(ctx context.Context, dbName string) bool {
	if globalMetaCache != nil {
		return globalMetaCache.HasDatabase(ctx, dbName)
	}
	return false
}