Buqian Zheng 3c80083f51
feat: [Sparse Float Vector] add sparse vector support to milvus components (#30630)
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>
2024-03-13 14:32:54 -07:00

407 lines
12 KiB
Go

// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package funcutil
import (
"bytes"
"context"
"encoding/binary"
"encoding/json"
"fmt"
"net"
"reflect"
"strconv"
"strings"
"time"
"github.com/cockroachdb/errors"
"google.golang.org/grpc/codes"
grpcStatus "google.golang.org/grpc/status"
"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/pkg/util"
"github.com/milvus-io/milvus/pkg/util/typeutil"
)
// 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()
}
return ip
}
// GetLocalIP return the local ip address
func GetLocalIP() string {
addrs, err := net.InterfaceAddrs()
if err == nil {
for _, addr := range addrs {
ipaddr, ok := addr.(*net.IPNet)
if ok && ipaddr.IP.IsGlobalUnicast() && ipaddr.IP.To4() != nil {
return ipaddr.IP.String()
}
}
}
return "127.0.0.1"
}
// 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, fmt.Errorf("unmarshal params failed, %w", err)
}
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) []byte {
// error won't happen here.
bs, _ := json.Marshal(m)
return bs
}
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, fmt.Errorf("unmarshal `builtinRoles.Roles` failed, %w", err)
}
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 "", fmt.Errorf("key %s not found", key)
}
// 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 field.DataType == schemapb.DataType_BinaryVector || field.DataType == schemapb.DataType_FloatVector || field.DataType == schemapb.DataType_Float16Vector || field.DataType == schemapb.DataType_SparseFloatVector {
vecFieldIDs = append(vecFieldIDs, field.FieldID)
}
}
return vecFieldIDs
}
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
}
// ToPhysicalChannel get physical channel name from virtual channel name
func ToPhysicalChannel(vchannel string) string {
index := strings.LastIndex(vchannel, "_")
if index < 0 {
return vchannel
}
return vchannel[:index]
}
// ConvertChannelName assembles channel name according to parameters.
func ConvertChannelName(chanName string, tokenFrom string, tokenTo string) (string, error) {
if tokenFrom == "" {
return "", fmt.Errorf("the tokenFrom is empty")
}
if !strings.Contains(chanName, tokenFrom) {
return "", fmt.Errorf("cannot find token '%s' in '%s'", tokenFrom, chanName)
}
return strings.Replace(chanName, tokenFrom, tokenTo, 1), nil
}
func getNumRowsOfScalarField(datas interface{}) uint64 {
realTypeDatas := reflect.ValueOf(datas)
return uint64(realTypeDatas.Len())
}
func GetNumRowsOfFloatVectorField(fDatas []float32, dim int64) (uint64, error) {
if dim <= 0 {
return 0, fmt.Errorf("dim(%d) should be greater than 0", dim)
}
l := len(fDatas)
if int64(l)%dim != 0 {
return 0, fmt.Errorf("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, fmt.Errorf("dim(%d) should be greater than 0", dim)
}
if dim%8 != 0 {
return 0, fmt.Errorf("dim(%d) should divide 8", dim)
}
l := len(bDatas)
if (8*int64(l))%dim != 0 {
return 0, fmt.Errorf("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, fmt.Errorf("dim(%d) should be greater than 0", dim)
}
l := len(f16Datas)
if int64(l)%dim != 0 {
return 0, fmt.Errorf("the length(%d) of float data should divide the dim(%d)", l, dim)
}
return uint64((int64(l)) / dim / 2), nil
}
func GetNumRowsOfBFloat16VectorField(bf16Datas []byte, dim int64) (uint64, error) {
if dim <= 0 {
return 0, fmt.Errorf("dim(%d) should be greater than 0", dim)
}
l := len(bf16Datas)
if int64(l)%dim != 0 {
return 0, fmt.Errorf("the length(%d) of float data should divide the dim(%d)", l, dim)
}
return uint64((int64(l)) / dim / 2), nil
}
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_StringData:
fieldNumRows = getNumRowsOfScalarField(scalarField.GetStringData().Data)
case *schemapb.ScalarField_ArrayData:
fieldNumRows = getNumRowsOfScalarField(scalarField.GetArrayData().Data)
case *schemapb.ScalarField_JsonData:
fieldNumRows = getNumRowsOfScalarField(scalarField.GetJsonData().Data)
default:
return 0, fmt.Errorf("%s is not supported now", scalarType)
}
case *schemapb.FieldData_Vectors:
vectorField := fieldData.GetVectors()
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()))
default:
return 0, fmt.Errorf("%s is not supported now", vectorFieldType)
}
default:
return 0, fmt.Errorf("%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) == ""
}
func HandleTenantForEtcdKey(prefix string, tenant string, key string) string {
res := prefix
if tenant != "" {
res += "/" + tenant
}
if key != "" {
res += "/" + key
}
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 "", "", fmt.Errorf("invalid param, cache: [%s]", cache)
}
user := cache[:index]
role := cache[index+1:]
return user, role, nil
}