milvus-io--milvus/pkg/util/funcutil/func.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 funcutil

import (
	"bytes"
	"context"
	"encoding/binary"
	"encoding/json"
	"fmt"
	"net"
	"reflect"
	"regexp"
	"strconv"
	"strings"
	"time"

	"github.com/cockroachdb/errors"
	"go.uber.org/atomic"
	"google.golang.org/grpc/codes"
	grpcStatus "google.golang.org/grpc/status"

	"github.com/milvus-io/milvus-proto/go-api/v3/commonpb"
	"github.com/milvus-io/milvus-proto/go-api/v3/milvuspb"
	"github.com/milvus-io/milvus-proto/go-api/v3/schemapb"
	"github.com/milvus-io/milvus/pkg/v3/mlog"
	"github.com/milvus-io/milvus/pkg/v3/util"
	"github.com/milvus-io/milvus/pkg/v3/util/merr"
	"github.com/milvus-io/milvus/pkg/v3/util/typeutil"
)

const (
	ControlChannelSuffix = "vcchan" // is the suffix of the virtual control channel
)

// PreferIPv6LocalIP controls whether IPv6 addresses are preferred when selecting local IPs.
var PreferIPv6LocalIP atomic.Bool

// CheckGrpcReady wait for context timeout, or wait 100ms then send nil to targetCh
func CheckGrpcReady(ctx context.Context, targetCh chan error) {
	timer := time.NewTimer(100 * time.Millisecond)
	defer timer.Stop()
	select {
	case <-timer.C:
		targetCh <- nil
	case <-ctx.Done():
		return
	}
}

// GetIP return the ip address
func GetIP(ip string) string {
	if len(ip) == 0 {
		return GetLocalIP()
	}

	// Support setting CIDR in the IP field to match interfaces based on CIDR. For example: 192.168.0.0/16
	_, ipnet, err := net.ParseCIDR(ip)
	if err == nil {
		addrs, err := net.InterfaceAddrs()
		if err == nil {
			for _, addr := range addrs {
				addrip, ok := addr.(*net.IPNet)
				if ok && ipnet.Contains(addrip.IP) {
					return addrip.IP.String()
				}
			}
		}
		panic(merr.WrapErrParameterInvalidMsg(`Network port does not have an IP address that falls within the given CIDR range`))
	}

	netIP := net.ParseIP(ip)
	// not a valid ip addr
	if netIP == nil {
		mlog.Warn(context.TODO(), "cannot parse input ip, treat it as hostname/service name", mlog.String("ip", ip))
		return ip
	}
	// only localhost or unicast is acceptable
	if netIP.IsUnspecified() {
		panic(merr.WrapErrParameterInvalidMsg(`"%s" in param table is Unspecified IP address and cannot be used`))
	}
	if netIP.IsMulticast() || netIP.IsLinkLocalMulticast() || netIP.IsInterfaceLocalMulticast() {
		panic(merr.WrapErrParameterInvalidMsg(`"%s" in param table is Multicast IP address and cannot be used`))
	}
	return ip
}

// GetLocalIP return the local ip address
func GetLocalIP() string {
	addrs, err := net.InterfaceAddrs()
	if err != nil {
		mlog.Warn(context.TODO(), "Failed to get interface addresses", mlog.Err(err))
		return "127.0.0.1"
	}

	preferIPv6 := PreferIPv6LocalIP.Load()

	ip := getValidLocalIP(addrs, preferIPv6)
	if len(ip) != 0 {
		return ip
	}

	mlog.Warn(context.TODO(), "No valid local IP found, falling back to loopback")
	return "127.0.0.1"
}

// GetValidLocalIP return the first valid local ip address
func GetValidLocalIP(addrs []net.Addr) string {
	return getValidLocalIP(addrs, PreferIPv6LocalIP.Load())
}

type ipCategory int

const (
	ipCategoryIPv4Public ipCategory = iota
	ipCategoryIPv4Private
	ipCategoryIPv6Public
	ipCategoryIPv6Private
	ipCategoryIPv6LinkLocal
)

var (
	// Default priority: private first, IPv4 first
	defaultIPPriority = []ipCategory{
		ipCategoryIPv4Private,
		ipCategoryIPv4Public,
		ipCategoryIPv6Private,
		ipCategoryIPv6Public,
		ipCategoryIPv6LinkLocal,
	}
	// When IPv6 is preferred: private first, IPv6 first
	preferIPv6Priority = []ipCategory{
		ipCategoryIPv6Private,
		ipCategoryIPv6Public,
		ipCategoryIPv4Private,
		ipCategoryIPv4Public,
		ipCategoryIPv6LinkLocal,
	}
)

func getValidLocalIP(addrs []net.Addr, preferIPv6 bool) string {
	candidates := make(map[ipCategory]net.IP, 5)

	for _, addr := range addrs {
		ipNet, ok := addr.(*net.IPNet)
		if !ok {
			continue
		}

		category, valid := categorizeLocalIP(ipNet.IP)
		if !valid {
			continue
		}

		if _, exists := candidates[category]; !exists {
			ipCopy := make(net.IP, len(ipNet.IP))
			copy(ipCopy, ipNet.IP)
			candidates[category] = ipCopy
		}
	}

	priorities := defaultIPPriority
	if preferIPv6 {
		priorities = preferIPv6Priority
	}

	for _, category := range priorities {
		if ip, exists := candidates[category]; exists {
			result := formatLocalIP(ip)
			mlog.Debug(context.TODO(), "Selected IP by priority",
				mlog.String("ip", result),
				mlog.String("categoryName", getCategoryName(category)))
			return result
		}
	}

	mlog.Warn(context.TODO(), "No valid IP found in candidates")
	return ""
}

// getCategoryName returns human-readable name for IP category (for debugging)
func getCategoryName(category ipCategory) string {
	switch category {
	case ipCategoryIPv4Private:
		return "IPv4Private"
	case ipCategoryIPv4Public:
		return "IPv4Public"
	case ipCategoryIPv6Private:
		return "IPv6Private"
	case ipCategoryIPv6Public:
		return "IPv6Public"
	case ipCategoryIPv6LinkLocal:
		return "IPv6LinkLocal"
	default:
		return "Unknown"
	}
}

// JSONToMap parse the jsonic index parameters to map
func JSONToMap(mStr string) (map[string]string, error) {
	buffer := make(map[string]any)
	err := json.Unmarshal([]byte(mStr), &buffer)
	if err != nil {
		return nil, merr.Wrap(err, "unmarshal params failed")
	}
	ret := make(map[string]string)
	for key, value := range buffer {
		valueStr := fmt.Sprintf("%v", value)
		ret[key] = valueStr
	}
	return ret, nil
}

func MapToJSON(m map[string]string) (string, error) {
	// error won't happen here.
	bs, err := json.Marshal(m)
	if err != nil {
		return "", err
	}
	return string(bs), nil
}

func JSONToRoleDetails(mStr string) (map[string](map[string]([](map[string]string))), error) {
	buffer := make(map[string](map[string]([](map[string]string))), 0)
	err := json.Unmarshal([]byte(mStr), &buffer)
	if err != nil {
		return nil, merr.Wrap(err, "unmarshal `builtinRoles.Roles` failed")
	}
	ret := make(map[string](map[string]([](map[string]string))), 0)
	for role, privilegesJSON := range buffer {
		ret[role] = make(map[string]([](map[string]string)), 0)
		privilegesArray := make([]map[string]string, 0)
		for _, privileges := range privilegesJSON[util.RoleConfigPrivileges] {
			privilegesArray = append(privilegesArray, map[string]string{
				util.RoleConfigObjectType: privileges[util.RoleConfigObjectType],
				util.RoleConfigObjectName: privileges[util.RoleConfigObjectName],
				util.RoleConfigPrivilege:  privileges[util.RoleConfigPrivilege],
				util.RoleConfigDBName:     privileges[util.RoleConfigDBName],
			})
		}
		ret[role]["privileges"] = privilegesArray
	}
	return ret, nil
}

func RoleDetailsToJSON(m map[string](map[string]([](map[string]string)))) []byte {
	bs, _ := json.Marshal(m)
	return bs
}

const (
	// PulsarMaxMessageSizeKey is the key of config item
	PulsarMaxMessageSizeKey = "maxMessageSize"
)

// GetAttrByKeyFromRepeatedKV return the value corresponding to key in kv pair
func GetAttrByKeyFromRepeatedKV(key string, kvs []*commonpb.KeyValuePair) (string, error) {
	for _, kv := range kvs {
		if kv.Key == key {
			return kv.Value, nil
		}
	}

	return "", merr.WrapErrParameterInvalidMsg("key %s not found", key)
}

// TryGetAttrByKeyFromRepeatedKV return the value corresponding to key in kv pair
// return false if key not exist
func TryGetAttrByKeyFromRepeatedKV(key string, kvs []*commonpb.KeyValuePair) (string, bool) {
	for _, kv := range kvs {
		if kv.Key == key {
			return kv.Value, true
		}
	}

	return "", false
}

// CheckCtxValid check if the context is valid
func CheckCtxValid(ctx context.Context) bool {
	return ctx.Err() != context.DeadlineExceeded && ctx.Err() != context.Canceled
}

func GetVecFieldIDs(schema *schemapb.CollectionSchema) []int64 {
	var vecFieldIDs []int64
	for _, field := range schema.Fields {
		if typeutil.IsVectorType(field.DataType) {
			vecFieldIDs = append(vecFieldIDs, field.FieldID)
		}
	}
	return vecFieldIDs
}

func String2KeyValuePair(v string) ([]*commonpb.KeyValuePair, error) {
	m := make(map[string]string)
	err := json.Unmarshal([]byte(v), &m)
	if err != nil {
		return nil, err
	}
	return Map2KeyValuePair(m), nil
}

func Map2KeyValuePair(datas map[string]string) []*commonpb.KeyValuePair {
	results := make([]*commonpb.KeyValuePair, len(datas))
	offset := 0
	for key, value := range datas {
		results[offset] = &commonpb.KeyValuePair{
			Key:   key,
			Value: value,
		}
		offset++
	}
	return results
}

func KeyValuePair2Map(datas []*commonpb.KeyValuePair) map[string]string {
	results := make(map[string]string)
	for _, pair := range datas {
		results[pair.Key] = pair.Value
	}

	return results
}

func ConvertToKeyValuePairPointer(datas []commonpb.KeyValuePair) []*commonpb.KeyValuePair {
	var kvs []*commonpb.KeyValuePair
	for i := 0; i < len(datas); i++ {
		kvs = append(kvs, &datas[i])
	}
	return kvs
}

// GenChannelSubName generate subName to watch channel
func GenChannelSubName(prefix string, collectionID int64, nodeID int64) string {
	return fmt.Sprintf("%s-%d-%d", prefix, collectionID, nodeID)
}

// CheckPortAvailable check if a port is available to be listened on
func CheckPortAvailable(port int) bool {
	addr := ":" + strconv.Itoa(port)
	listener, err := net.Listen("tcp", addr)
	if listener != nil {
		listener.Close()
	}
	return err == nil
}

// GetAvailablePort return an available port that can be listened on
func GetAvailablePort() int {
	listener, err := net.Listen("tcp", ":0")
	if err != nil {
		panic(err)
	}
	defer listener.Close()

	return listener.Addr().(*net.TCPAddr).Port
}

// IsPhysicalChannel checks if the channel is a physical channel
func IsPhysicalChannel(channel string) bool {
	i := strings.LastIndex(channel, "_")
	if i == -1 {
		return true
	}
	return !strings.Contains(channel[i+1:], "v")
}

// IsControlChannel checks if the channel is a control channel
func IsControlChannel(channel string) bool {
	return strings.HasSuffix(channel, ControlChannelSuffix)
}

// IsOnPhysicalChannel checks if the channel is on the physical channel.
func IsOnPhysicalChannel(channel string, physicalChannel string) bool {
	return ToPhysicalChannel(channel) == physicalChannel
}

// ToPhysicalChannel get physical channel name from virtual channel name
func ToPhysicalChannel(vchannel string) string {
	if IsPhysicalChannel(vchannel) {
		return vchannel
	}
	index := strings.LastIndex(vchannel, "_")
	if index < 0 {
		return vchannel
	}
	return vchannel[:index]
}

// GetControlChannel returns the control channel name of the pchannel.
func GetControlChannel(pchannel string) string {
	return fmt.Sprintf("%s_%s", pchannel, ControlChannelSuffix)
}

func GetVirtualChannel(pchannel string, collectionID int64, idx int) string {
	return fmt.Sprintf("%s_%dv%d", pchannel, collectionID, idx)
}

// ConvertChannelName assembles channel name according to parameters.
func ConvertChannelName(chanName string, tokenFrom string, tokenTo string) (string, error) {
	if tokenFrom == "" {
		return "", merr.WrapErrParameterInvalidMsg("the tokenFrom is empty")
	}
	if !strings.Contains(chanName, tokenFrom) {
		return "", merr.WrapErrParameterInvalidMsg("cannot find token '%s' in '%s'", tokenFrom, chanName)
	}
	return strings.Replace(chanName, tokenFrom, tokenTo, 1), nil
}

func GetCollectionIDFromVChannel(vChannelName string) int64 {
	re := regexp.MustCompile(`.*_(\d+)v\d+`)
	matches := re.FindStringSubmatch(vChannelName)
	if len(matches) > 1 {
		number, err := strconv.ParseInt(matches[1], 0, 64)
		if err == nil {
			return number
		}
	}
	return -1
}

func getNumRowsOfScalarField(datas interface{}) uint64 {
	realTypeDatas := reflect.ValueOf(datas)
	return uint64(realTypeDatas.Len())
}

func getNumRowsOfArrayVectorField(datas interface{}) uint64 {
	realTypeDatas := reflect.ValueOf(datas)
	return uint64(realTypeDatas.Len())
}

func GetNumRowsOfFloatVectorField(fDatas []float32, dim int64) (uint64, error) {
	if dim <= 0 {
		return 0, merr.WrapErrParameterInvalidMsg("dim(%d) should be greater than 0", dim)
	}
	l := len(fDatas)
	if int64(l)%dim != 0 {
		return 0, merr.WrapErrParameterInvalidMsg("the length(%d) of float data should divide the dim(%d)", l, dim)
	}
	return uint64(int64(l) / dim), nil
}

func GetNumRowsOfBinaryVectorField(bDatas []byte, dim int64) (uint64, error) {
	if dim <= 0 {
		return 0, merr.WrapErrParameterInvalidMsg("dim(%d) should be greater than 0", dim)
	}
	if dim%8 != 0 {
		return 0, merr.WrapErrParameterInvalidMsg("dim(%d) should divide 8", dim)
	}
	l := len(bDatas)
	if (8*int64(l))%dim != 0 {
		return 0, merr.WrapErrParameterInvalidMsg("the num(%d) of all bits should divide the dim(%d)", 8*l, dim)
	}
	return uint64((8 * int64(l)) / dim), nil
}

func GetNumRowsOfFloat16VectorField(f16Datas []byte, dim int64) (uint64, error) {
	if dim <= 0 {
		return 0, merr.WrapErrParameterInvalidMsg("dim(%d) should be greater than 0", dim)
	}
	l := len(f16Datas)
	rowWidth := dim * 2
	if int64(l)%rowWidth != 0 {
		return 0, merr.WrapErrParameterInvalidMsg("the length(%d) of float16 data should divide the row width(%d)", l, rowWidth)
	}
	return uint64(int64(l) / rowWidth), nil
}

func GetNumRowsOfBFloat16VectorField(bf16Datas []byte, dim int64) (uint64, error) {
	if dim <= 0 {
		return 0, merr.WrapErrParameterInvalidMsg("dim(%d) should be greater than 0", dim)
	}
	l := len(bf16Datas)
	rowWidth := dim * 2
	if int64(l)%rowWidth != 0 {
		return 0, merr.WrapErrParameterInvalidMsg("the length(%d) of bfloat data should divide the row width(%d)", l, rowWidth)
	}
	return uint64(int64(l) / rowWidth), nil
}

func GetNumRowsOfInt8VectorField(iDatas []byte, dim int64) (uint64, error) {
	if dim <= 0 {
		return 0, merr.WrapErrParameterInvalidMsg("dim(%d) should be greater than 0", dim)
	}
	l := len(iDatas)
	if int64(l)%dim != 0 {
		return 0, merr.WrapErrParameterInvalidMsg("the length(%d) of int8 data should divide the dim(%d)", l, dim)
	}
	return uint64(int64(l) / dim), nil
}

func CountValidRows(validData []bool) uint64 {
	validRows := uint64(0)
	for _, valid := range validData {
		if valid {
			validRows++
		}
	}
	return validRows
}

func GetVectorFieldPhysicalRows(fieldName string, dataType schemapb.DataType, vectors *schemapb.VectorField) (uint64, error) {
	if vectors == nil {
		return 0, merr.WrapErrParameterInvalidMsg("nullable vector field %s requires vector data", fieldName)
	}

	return getVectorFieldPhysicalRowsWithDim(fieldName, dataType, vectors, vectors.GetDim())
}

func getVectorFieldPhysicalRowsWithDim(fieldName string, dataType schemapb.DataType, vectors *schemapb.VectorField, dim int64) (uint64, error) {
	switch dataType {
	case schemapb.DataType_FloatVector:
		return GetNumRowsOfFloatVectorField(vectors.GetFloatVector().GetData(), dim)
	case schemapb.DataType_BinaryVector:
		return GetNumRowsOfBinaryVectorField(vectors.GetBinaryVector(), dim)
	case schemapb.DataType_Float16Vector:
		return GetNumRowsOfFloat16VectorField(vectors.GetFloat16Vector(), dim)
	case schemapb.DataType_BFloat16Vector:
		return GetNumRowsOfBFloat16VectorField(vectors.GetBfloat16Vector(), dim)
	case schemapb.DataType_SparseFloatVector:
		if vectors.GetSparseFloatVector() == nil {
			return 0, nil
		}
		return uint64(len(vectors.GetSparseFloatVector().GetContents())), nil
	case schemapb.DataType_Int8Vector:
		return GetNumRowsOfInt8VectorField(vectors.GetInt8Vector(), dim)
	default:
		return 0, merr.WrapErrParameterInvalidMsg("unsupported nullable vector type %s", dataType)
	}
}

func ValidateNullableVectorCompactRows(fieldName string, validData []bool, physicalRows uint64, logicalRows uint64, requireValidData bool) error {
	if len(validData) == 0 {
		if requireValidData {
			return merr.WrapErrParameterInvalidMsg("nullable vector field %s requires valid_data", fieldName)
		}
		return nil
	}
	if logicalRows > 0 && uint64(len(validData)) != logicalRows {
		return merr.WrapErrParameterInvalidMsg("nullable vector field %s valid_data length mismatch: valid_data=%d, logical rows=%d", fieldName, len(validData), logicalRows)
	}
	validRows := CountValidRows(validData)
	if physicalRows != validRows {
		return merr.WrapErrParameterInvalidMsg("nullable vector field %s has %d valid rows, but compact physical payload rows is %d", fieldName, validRows, physicalRows)
	}
	return nil
}

func ValidateNullableVectorFieldDataCompact(fieldData *schemapb.FieldData, logicalRows uint64, requireValidData bool) error {
	if fieldData == nil || !typeutil.IsSupportedNullableVectorType(fieldData.GetType()) {
		return nil
	}
	if len(fieldData.GetValidData()) == 0 && !requireValidData {
		return nil
	}
	physicalRows, err := GetVectorFieldPhysicalRows(fieldData.GetFieldName(), fieldData.GetType(), fieldData.GetVectors())
	if err != nil {
		return err
	}
	return ValidateNullableVectorCompactRows(fieldData.GetFieldName(), fieldData.GetValidData(), physicalRows, logicalRows, requireValidData)
}

func ValidateNullableVectorFieldDataCompactWithDim(fieldData *schemapb.FieldData, logicalRows uint64, requireValidData bool, dim int64) error {
	if fieldData == nil || fieldData.GetVectors() == nil || fieldData.GetVectors().GetDim() != 0 || dim <= 0 {
		return ValidateNullableVectorFieldDataCompact(fieldData, logicalRows, requireValidData)
	}
	if !typeutil.IsSupportedNullableVectorType(fieldData.GetType()) {
		return nil
	}
	if len(fieldData.GetValidData()) == 0 && !requireValidData {
		return nil
	}
	physicalRows, err := getVectorFieldPhysicalRowsWithDim(fieldData.GetFieldName(), fieldData.GetType(), fieldData.GetVectors(), dim)
	if err != nil {
		return err
	}
	return ValidateNullableVectorCompactRows(fieldData.GetFieldName(), fieldData.GetValidData(), physicalRows, logicalRows, requireValidData)
}

// GetNumRowOfFieldDataWithSchema returns num of rows with schema specification.
func GetNumRowOfFieldDataWithSchema(fieldData *schemapb.FieldData, helper *typeutil.SchemaHelper) (uint64, error) {
	var fieldNumRows uint64
	var err error
	fieldSchema, err := helper.GetFieldFromName(fieldData.GetFieldName())
	if err != nil {
		return 0, err
	}
	if len(fieldData.GetValidData()) > 0 && typeutil.IsSupportedNullableVectorType(fieldSchema.GetDataType()) {
		dim := fieldData.GetVectors().GetDim()
		if dim == 0 && fieldSchema.GetDataType() != schemapb.DataType_SparseFloatVector {
			dim, err = typeutil.GetDim(fieldSchema)
			if err != nil {
				return 0, err
			}
		}
		if err := ValidateNullableVectorFieldDataCompactWithDim(fieldData, uint64(len(fieldData.GetValidData())), false, dim); err != nil {
			return 0, err
		}
		return uint64(len(fieldData.GetValidData())), nil
	}
	switch fieldSchema.GetDataType() {
	case schemapb.DataType_Bool:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetBoolData().GetData())
	case schemapb.DataType_Int8, schemapb.DataType_Int16, schemapb.DataType_Int32:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetIntData().GetData())
	case schemapb.DataType_Int64:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetLongData().GetData())
	case schemapb.DataType_Float:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetFloatData().GetData())
	case schemapb.DataType_Double:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetDoubleData().GetData())
	case schemapb.DataType_Timestamptz:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetTimestamptzData().GetData())
		if fieldNumRows == 0 {
			fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetStringData().GetData())
		}
	case schemapb.DataType_String, schemapb.DataType_VarChar, schemapb.DataType_Text:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetStringData().GetData())
	case schemapb.DataType_Array:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetArrayData().GetData())
	case schemapb.DataType_JSON:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetJsonData().GetData())
	case schemapb.DataType_Geometry:
		fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetGeometryData().GetData())
		if fieldNumRows == 0 {
			fieldNumRows = getNumRowsOfScalarField(fieldData.GetScalars().GetGeometryWktData().GetData())
		}
	case schemapb.DataType_FloatVector:
		if len(fieldData.GetValidData()) > 0 {
			fieldNumRows = uint64(len(fieldData.GetValidData()))
		} else {
			dim := fieldData.GetVectors().GetDim()
			fieldNumRows, err = GetNumRowsOfFloatVectorField(fieldData.GetVectors().GetFloatVector().GetData(), dim)
			if err != nil {
				return 0, err
			}
		}
	case schemapb.DataType_BinaryVector:
		if len(fieldData.GetValidData()) > 0 {
			fieldNumRows = uint64(len(fieldData.GetValidData()))
		} else {
			dim := fieldData.GetVectors().GetDim()
			fieldNumRows, err = GetNumRowsOfBinaryVectorField(fieldData.GetVectors().GetBinaryVector(), dim)
			if err != nil {
				return 0, err
			}
		}
	case schemapb.DataType_Float16Vector:
		if len(fieldData.GetValidData()) > 0 {
			fieldNumRows = uint64(len(fieldData.GetValidData()))
		} else {
			dim := fieldData.GetVectors().GetDim()
			fieldNumRows, err = GetNumRowsOfFloat16VectorField(fieldData.GetVectors().GetFloat16Vector(), dim)
			if err != nil {
				return 0, err
			}
		}
	case schemapb.DataType_BFloat16Vector:
		if len(fieldData.GetValidData()) > 0 {
			fieldNumRows = uint64(len(fieldData.GetValidData()))
		} else {
			dim := fieldData.GetVectors().GetDim()
			fieldNumRows, err = GetNumRowsOfBFloat16VectorField(fieldData.GetVectors().GetBfloat16Vector(), dim)
			if err != nil {
				return 0, err
			}
		}
	case schemapb.DataType_SparseFloatVector:
		if len(fieldData.GetValidData()) > 0 {
			fieldNumRows = uint64(len(fieldData.GetValidData()))
		} else {
			fieldNumRows = uint64(len(fieldData.GetVectors().GetSparseFloatVector().GetContents()))
		}
	case schemapb.DataType_Int8Vector:
		if len(fieldData.GetValidData()) > 0 {
			fieldNumRows = uint64(len(fieldData.GetValidData()))
		} else {
			dim := fieldData.GetVectors().GetDim()
			fieldNumRows, err = GetNumRowsOfInt8VectorField(fieldData.GetVectors().GetInt8Vector(), dim)
			if err != nil {
				return 0, err
			}
		}
	case schemapb.DataType_ArrayOfVector:
		if len(fieldData.GetValidData()) > 0 {
			fieldNumRows = uint64(len(fieldData.GetValidData()))
		} else {
			fieldNumRows = getNumRowsOfArrayVectorField(fieldData.GetVectors().GetVectorArray().GetData())
		}
	default:
		return 0, merr.WrapErrParameterInvalidMsg("%s is not supported now", fieldSchema.GetDataType())
	}

	return fieldNumRows, nil
}

// GetNumRowOfFieldData returns num of rows from the field data type
func GetNumRowOfFieldData(fieldData *schemapb.FieldData) (uint64, error) {
	var fieldNumRows uint64
	var err error
	switch fieldType := fieldData.Field.(type) {
	case *schemapb.FieldData_Scalars:
		scalarField := fieldData.GetScalars()
		switch scalarType := scalarField.Data.(type) {
		case *schemapb.ScalarField_BoolData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetBoolData().Data)
		case *schemapb.ScalarField_IntData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetIntData().Data)
		case *schemapb.ScalarField_LongData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetLongData().Data)
		case *schemapb.ScalarField_FloatData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetFloatData().Data)
		case *schemapb.ScalarField_DoubleData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetDoubleData().Data)
		case *schemapb.ScalarField_TimestamptzData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetTimestamptzData().Data)
		case *schemapb.ScalarField_StringData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetStringData().Data)
		case *schemapb.ScalarField_ArrayData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetArrayData().Data)
		case *schemapb.ScalarField_JsonData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetJsonData().Data)
		case *schemapb.ScalarField_GeometryData:
			fieldNumRows = getNumRowsOfScalarField(scalarField.GetGeometryData().Data)
		default:
			return 0, merr.WrapErrParameterInvalidMsg("%s is not supported now", scalarType)
		}
	case *schemapb.FieldData_Vectors:
		vectorField := fieldData.GetVectors()
		if len(fieldData.GetValidData()) > 0 {
			if err := ValidateNullableVectorFieldDataCompact(fieldData, uint64(len(fieldData.GetValidData())), false); err != nil {
				return 0, err
			}
			return uint64(len(fieldData.GetValidData())), nil
		}
		switch vectorFieldType := vectorField.Data.(type) {
		case *schemapb.VectorField_FloatVector:
			dim := vectorField.GetDim()
			fieldNumRows, err = GetNumRowsOfFloatVectorField(vectorField.GetFloatVector().Data, dim)
			if err != nil {
				return 0, err
			}
		case *schemapb.VectorField_BinaryVector:
			dim := vectorField.GetDim()
			fieldNumRows, err = GetNumRowsOfBinaryVectorField(vectorField.GetBinaryVector(), dim)
			if err != nil {
				return 0, err
			}
		case *schemapb.VectorField_Float16Vector:
			dim := vectorField.GetDim()
			fieldNumRows, err = GetNumRowsOfFloat16VectorField(vectorField.GetFloat16Vector(), dim)
			if err != nil {
				return 0, err
			}
		case *schemapb.VectorField_Bfloat16Vector:
			dim := vectorField.GetDim()
			fieldNumRows, err = GetNumRowsOfBFloat16VectorField(vectorField.GetBfloat16Vector(), dim)
			if err != nil {
				return 0, err
			}
		case *schemapb.VectorField_SparseFloatVector:
			fieldNumRows = uint64(len(vectorField.GetSparseFloatVector().GetContents()))
		case *schemapb.VectorField_Int8Vector:
			dim := vectorField.GetDim()
			fieldNumRows, err = GetNumRowsOfInt8VectorField(vectorField.GetInt8Vector(), dim)
			if err != nil {
				return 0, err
			}
		case *schemapb.VectorField_VectorArray:
			fieldNumRows = getNumRowsOfArrayVectorField(vectorField.GetVectorArray().Data)
		default:
			return 0, merr.WrapErrParameterInvalidMsg("%s is not supported now", vectorFieldType)
		}
	default:
		return 0, merr.WrapErrParameterInvalidMsg("%s is not supported now", fieldType)
	}

	return fieldNumRows, nil
}

// ReadBinary read byte slice as receiver.
func ReadBinary(endian binary.ByteOrder, bs []byte, receiver interface{}) error {
	buf := bytes.NewReader(bs)
	return binary.Read(buf, endian, receiver)
}

// IsGrpcErr checks whether err is instance of grpc status error.
func IsGrpcErr(err error, targets ...codes.Code) bool {
	set := typeutil.NewSet[codes.Code](targets...)
	for {
		if err == nil {
			return false
		}
		s, ok := grpcStatus.FromError(err)
		if ok {
			return set.Len() == 0 || set.Contain(s.Code())
		}
		err = errors.Unwrap(err)
	}
}

func IsEmptyString(str string) bool {
	return strings.TrimSpace(str) == ""
}

// HandleTenantForEtcdPrefix builds an etcd prefix for range scans (always ends with /).
// Two layers: HandleTenantForEtcdPrefix("a", "b") => "a/b/"
// Three layers: HandleTenantForEtcdPrefix("a", "b", "c") => "a/b/c/"
func HandleTenantForEtcdPrefix(prefix string, tenant string, subPrefixes ...string) string {
	res := prefix
	if tenant != "" {
		res += "/" + tenant
	}
	for _, sub := range subPrefixes {
		res += "/" + sub
	}
	res += "/"
	return res
}

func IsRevoke(operateType milvuspb.OperatePrivilegeType) bool {
	return operateType == milvuspb.OperatePrivilegeType_Revoke
}

func IsGrant(operateType milvuspb.OperatePrivilegeType) bool {
	return operateType == milvuspb.OperatePrivilegeType_Grant
}

func EncodeUserRoleCache(user string, role string) string {
	return fmt.Sprintf("%s/%s", user, role)
}

func DecodeUserRoleCache(cache string) (string, string, error) {
	index := strings.LastIndex(cache, "/")
	if index == -1 {
		return "", "", merr.WrapErrParameterInvalidMsg("invalid param, cache: [%s]", cache)
	}
	user := cache[:index]
	role := cache[index+1:]
	return user, role, nil
}

// isIPv4Private checks if an IPv4 address is in RFC 1918 private ranges
func isIPv4Private(ip net.IP) bool {
	ipv4 := ip.To4()
	if ipv4 == nil {
		return false
	}
	// RFC 1918 private address ranges:
	// 10.0.0.0/8        (10.0.0.0 to 10.255.255.255)
	// 172.16.0.0/12     (172.16.0.0 to 172.31.255.255)
	// 192.168.0.0/16    (192.168.0.0 to 192.168.255.255)
	return ipv4[0] == 10 ||
		(ipv4[0] == 172 && ipv4[1] >= 16 && ipv4[1] <= 31) ||
		(ipv4[0] == 192 && ipv4[1] == 168)
}

func categorizeLocalIP(ip net.IP) (ipCategory, bool) {
	if ip == nil {
		return 0, false
	}

	if ip.IsLoopback() || ip.IsInterfaceLocalMulticast() || ip.IsLinkLocalMulticast() || ip.IsMulticast() || ip.IsUnspecified() {
		return 0, false
	}

	if ipv4 := ip.To4(); ipv4 != nil {
		if !ip.IsGlobalUnicast() {
			return 0, false
		}
		if isIPv4Private(ipv4) {
			return ipCategoryIPv4Private, true
		}
		return ipCategoryIPv4Public, true
	}

	ipv6 := ip.To16()
	if ipv6 == nil {
		return 0, false
	}

	if ip.IsLinkLocalUnicast() {
		return ipCategoryIPv6LinkLocal, true
	}
	if isIPv6Private(ipv6) {
		return ipCategoryIPv6Private, true
	}
	if ip.IsGlobalUnicast() {
		return ipCategoryIPv6Public, true
	}

	mlog.Debug(context.TODO(), "IP categorization: uncategorized IPv6", mlog.String("ip", ip.String()))
	return 0, false
}

// isIPv6Private checks if an IPv6 address is in private ranges
func isIPv6Private(ip net.IP) bool {
	ip = ip.To16()
	if len(ip) != net.IPv6len {
		return false
	}
	// RFC 4193 Unique Local Addresses (ULA): fc00::/7
	return ip[0]&0xfe == 0xfc
}

func formatLocalIP(ip net.IP) string {
	if ip.To4() != nil {
		return ip.String()
	}
	return "[" + ip.String() + "]"
}