diff --git a/cmd/roles/roles.go b/cmd/roles/roles.go
index 277fc46770..6166aec09c 100644
--- a/cmd/roles/roles.go
+++ b/cmd/roles/roles.go
@@ -283,6 +283,13 @@ func (mr *MilvusRoles) setupLogger() {
 			MaxDays:    params.LogCfg.MaxAge.GetAsInt(),
 			MaxBackups: params.LogCfg.MaxBackups.GetAsInt(),
 		},
+		AsyncWriteEnable:         params.LogCfg.AsyncWriteEnable.GetAsBool(),
+		AsyncWriteFlushInterval:  params.LogCfg.AsyncWriteFlushInterval.GetAsDurationByParse(),
+		AsyncWriteDroppedTimeout: params.LogCfg.AsyncWriteDroppedTimeout.GetAsDurationByParse(),
+		AsyncWriteStopTimeout:    params.LogCfg.AsyncWriteStopTimeout.GetAsDurationByParse(),
+		AsyncWritePendingLength:  params.LogCfg.AsyncWritePendingLength.GetAsInt(),
+		AsyncWriteBufferSize:     int(params.LogCfg.AsyncWriteBufferSize.GetAsSize()),
+		AsyncWriteMaxBytesPerLog: int(params.LogCfg.AsyncWriteMaxBytesPerLog.GetAsSize()),
 	}
 	id := paramtable.GetNodeID()
 	roleName := paramtable.GetRole()
@@ -294,6 +301,7 @@ func (mr *MilvusRoles) setupLogger() {
 	}
 
 	logutil.SetupLogger(&logConfig)
+
 	params.Watch(params.LogCfg.Level.Key, config.NewHandler("log.level", func(event *config.Event) {
 		if !event.HasUpdated || event.EventType == config.DeleteType {
 			return
@@ -417,14 +425,6 @@ func (mr *MilvusRoles) Run() {
 	// init tracer before run any component
 	tracer.Init()
 
-	// Initialize streaming service if enabled.
-
-	if mr.ServerType == typeutil.StandaloneRole || !mr.EnableDataNode {
-		// only datanode does not init streaming service
-		streaming.Init()
-		defer streaming.Release()
-	}
-
 	enableComponents := []bool{
 		mr.EnableProxy,
 		mr.EnableQueryNode,
@@ -444,6 +444,8 @@ func (mr *MilvusRoles) Run() {
 	expr.Init()
 	expr.Register("param", paramtable.Get())
 	mr.setupLogger()
+	defer log.Cleanup()
+
 	http.ServeHTTP()
 	setupPrometheusHTTPServer(Registry)
 
@@ -459,6 +461,13 @@ func (mr *MilvusRoles) Run() {
 		}
 	}
 
+	// Initialize streaming service if enabled.
+	if mr.ServerType == typeutil.StandaloneRole || !mr.EnableDataNode {
+		// only datanode does not init streaming service
+		streaming.Init()
+		defer streaming.Release()
+	}
+
 	var wg sync.WaitGroup
 	local := mr.Local
 
diff --git a/internal/streamingcoord/server/balancer/metrics.go b/internal/streamingcoord/server/balancer/metrics.go
deleted file mode 100644
index db2249d36a..0000000000
--- a/internal/streamingcoord/server/balancer/metrics.go
+++ /dev/null
@@ -1 +0,0 @@
-package balancer
diff --git a/internal/util/streamingutil/service/discoverer/discoverer.go b/internal/util/streamingutil/service/discoverer/discoverer.go
index 86ec8db446..b708cb61a9 100644
--- a/internal/util/streamingutil/service/discoverer/discoverer.go
+++ b/internal/util/streamingutil/service/discoverer/discoverer.go
@@ -2,9 +2,12 @@ package discoverer
 
 import (
 	"context"
+	"fmt"
+	"strings"
 
 	"google.golang.org/grpc/resolver"
 
+	"github.com/milvus-io/milvus/internal/util/streamingutil/service/attributes"
 	"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
 )
 
@@ -24,3 +27,15 @@ type VersionedState struct {
 	Version typeutil.Version
 	State   resolver.State
 }
+
+func (v VersionedState) String() string {
+	as := make([]string, 0, len(v.State.Addresses))
+	for _, addr := range v.State.Addresses {
+		if nodeID := attributes.GetServerID(addr.Attributes); nodeID != nil {
+			as = append(as, fmt.Sprintf("%d@%s", *nodeID, addr.Addr))
+			continue
+		}
+		as = append(as, addr.Addr)
+	}
+	return fmt.Sprintf("Version: %s, Addrs: %s", v.Version, strings.Join(as, ","))
+}
diff --git a/internal/util/streamingutil/service/resolver/resolver_with_discoverer.go b/internal/util/streamingutil/service/resolver/resolver_with_discoverer.go
index c91e369315..92d60ae44a 100644
--- a/internal/util/streamingutil/service/resolver/resolver_with_discoverer.go
+++ b/internal/util/streamingutil/service/resolver/resolver_with_discoverer.go
@@ -182,11 +182,11 @@ func (r *resolverWithDiscoverer) doDiscover() {
 				latestState := r.getLatestState()
 				if latestState != nil && !state.Version.GT(latestState.Version) {
 					// Ignore the old version.
-					r.Logger().Info("service discover update, ignore old version", zap.Any("state", state))
+					r.Logger().Info("service discover update, ignore old version", zap.Stringer("state", state))
 					continue
 				}
 				// Update all grpc resolver.
-				r.Logger().Info("service discover update, update resolver", zap.Any("state", state), zap.Int("resolver_count", len(grpcResolvers)))
+				r.Logger().Info("service discover update, update resolver", zap.Stringer("state", state), zap.Int("resolver_count", len(grpcResolvers)))
 				for watcher := range grpcResolvers {
 					// Update operation do not block.
 					// Only return error if the resolver is closed, so just print a info log and delete the resolver.
diff --git a/internal/util/streamingutil/service/resolver/watch_based_grpc_resolver.go b/internal/util/streamingutil/service/resolver/watch_based_grpc_resolver.go
index 82407b144b..39a2b8755b 100644
--- a/internal/util/streamingutil/service/resolver/watch_based_grpc_resolver.go
+++ b/internal/util/streamingutil/service/resolver/watch_based_grpc_resolver.go
@@ -51,10 +51,10 @@ func (r *watchBasedGRPCResolver) Update(state VersionedState) error {
 
 	if err := r.cc.UpdateState(state.State); err != nil {
 		// watch based resolver could ignore the error, just log and return nil
-		r.Logger().Warn("fail to update resolver state", zap.Any("state", state.State), zap.Error(err))
+		r.Logger().Warn("fail to update resolver state", zap.Stringer("state", state), zap.Error(err))
 		return nil
 	}
-	r.Logger().Info("update resolver state success", zap.Any("state", state.State))
+	r.Logger().Info("update resolver state success", zap.Stringer("state", state))
 	return nil
 }
 
diff --git a/pkg/common/common.go b/pkg/common/common.go
index 5c48cd375a..21616dab8c 100644
--- a/pkg/common/common.go
+++ b/pkg/common/common.go
@@ -28,11 +28,9 @@ import (
 	"github.com/twpayne/go-geom/encoding/wkb"
 	"github.com/twpayne/go-geom/encoding/wkbcommon"
 	"github.com/twpayne/go-geom/encoding/wkt"
-	"go.uber.org/zap"
 
 	"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
 	"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
-	"github.com/milvus-io/milvus/pkg/v2/log"
 )
 
 // system field id:
@@ -300,7 +298,6 @@ func GetIndexType(indexParams []*commonpb.KeyValuePair) string {
 			return param.Value
 		}
 	}
-	log.Warn("IndexType not found in indexParams")
 	return ""
 }
 
@@ -485,7 +482,6 @@ func GetCollectionLoadFields(schema *schemapb.CollectionSchema, skipDynamicField
 
 		v, err := ShouldFieldBeLoaded(field.GetTypeParams())
 		if err != nil {
-			log.Warn("type param parse skip load failed", zap.Error(err))
 			// if configuration cannot be parsed, ignore it and load field
 			return field.GetFieldID(), true
 		}
@@ -535,7 +531,6 @@ func GetReplicateEndTS(kvs []*commonpb.KeyValuePair) (uint64, bool) {
 		if kv.GetKey() == ReplicateEndTSKey {
 			ts, err := strconv.ParseUint(kv.GetValue(), 10, 64)
 			if err != nil {
-				log.Warn("parse replicate end ts failed", zap.Error(err), zap.Stack("stack"))
 				return 0, false
 			}
 			return ts, true
diff --git a/pkg/common/mock_testonly.go b/pkg/common/mock_testonly.go
index b139174970..f5d5c26689 100644
--- a/pkg/common/mock_testonly.go
+++ b/pkg/common/mock_testonly.go
@@ -22,9 +22,7 @@ package common
 
 import (
 	"context"
-	"fmt"
-
-	"github.com/milvus-io/milvus/pkg/v2/log"
+	"log"
 )
 
 type MockTestingT struct {
@@ -38,15 +36,15 @@ func NewEmptyMockT() *MockTestingT {
 }
 
 func (m *MockTestingT) Logf(format string, args ...interface{}) {
-	log.Ctx(m.ctx).Info(fmt.Sprintf(format, args...))
+	log.Printf(format, args...)
 }
 
 func (m *MockTestingT) Errorf(format string, args ...interface{}) {
-	log.Ctx(m.ctx).Error(fmt.Sprintf(format, args...))
+	log.Printf(format, args...)
 }
 
 func (m *MockTestingT) FailNow() {
-	log.Ctx(m.ctx).Panic("FailNow called")
+	log.Println("FailNow called")
 }
 
 func (m *MockTestingT) Cleanup(func()) {}
diff --git a/pkg/log/config.go b/pkg/log/config.go
index bae90c58f1..b6cf37945d 100644
--- a/pkg/log/config.go
+++ b/pkg/log/config.go
@@ -71,6 +71,30 @@ type Config struct {
 	//
 	// Values configured here are per-second. See zapcore.NewSampler for details.
 	Sampling *zap.SamplingConfig `toml:"sampling" json:"sampling"`
+
+	// AsyncWriteEnable enables async write for the logger.
+	AsyncWriteEnable bool `toml:"async-write-enable" json:"async-write-enable"`
+
+	// AsyncWriteFlushInterval is the interval to flush the logs
+	AsyncWriteFlushInterval time.Duration `toml:"async-write-flush-interval" json:"async-write-flush-interval"`
+
+	// AsyncWriteDroppedTimeout is the timeout to drop the write request if the buffer is full
+	AsyncWriteDroppedTimeout time.Duration `toml:"async-write-dropped-timeout" json:"async-write-dropped-timeout"`
+
+	// AsyncWriteNonDroppableLevel is the level that will not be dropped when the buffer is full
+	AsyncWriteNonDroppableLevel string `toml:"async-write-non-droppable-level" json:"async-write-non-droppable-level"`
+
+	// AsyncWriteStopTimeout is the timeout to stop the async write
+	AsyncWriteStopTimeout time.Duration `toml:"async-write-stop-timeout" json:"async-write-stop-timeout"`
+
+	// AsyncWritePendingLength is the maximum number of pending write requests, the exceeded log operation will be dropped
+	AsyncWritePendingLength int `toml:"async-write-pending-length" json:"async-write-pending-length"`
+
+	// AsyncWriteBufferSize is the size of the write buffer
+	AsyncWriteBufferSize int `toml:"async-write-buffer-size" json:"async-write-buffer-size"`
+
+	// AsyncWriteMaxBytesPerLog is the max bytes per log
+	AsyncWriteMaxBytesPerLog int `toml:"async-write-max-bytes-per-log" json:"async-write-max-bytes-per-log"`
 }
 
 // ZapProperties records some information about zap.
@@ -110,3 +134,28 @@ func (cfg *Config) buildOptions(errSink zapcore.WriteSyncer) []zap.Option {
 	}
 	return opts
 }
+
+// initialize initializes the config.
+func (cfg *Config) initialize() {
+	if cfg.AsyncWriteFlushInterval <= 0 {
+		cfg.AsyncWriteFlushInterval = 10 * time.Second
+	}
+	if cfg.AsyncWriteDroppedTimeout <= 0 {
+		cfg.AsyncWriteDroppedTimeout = 100 * time.Millisecond
+	}
+	if _, err := zapcore.ParseLevel(cfg.AsyncWriteNonDroppableLevel); cfg.AsyncWriteNonDroppableLevel == "" || err != nil {
+		cfg.AsyncWriteNonDroppableLevel = zapcore.ErrorLevel.String()
+	}
+	if cfg.AsyncWriteStopTimeout <= 0 {
+		cfg.AsyncWriteStopTimeout = 1 * time.Second
+	}
+	if cfg.AsyncWritePendingLength <= 0 {
+		cfg.AsyncWritePendingLength = 1024
+	}
+	if cfg.AsyncWriteBufferSize <= 0 {
+		cfg.AsyncWriteBufferSize = 1024 * 1024
+	}
+	if cfg.AsyncWriteMaxBytesPerLog <= 0 {
+		cfg.AsyncWriteMaxBytesPerLog = 1024 * 1024
+	}
+}
diff --git a/pkg/log/log.go b/pkg/log/log.go
index 946904189b..83cc478c59 100644
--- a/pkg/log/log.go
+++ b/pkg/log/log.go
@@ -45,7 +45,7 @@ import (
 	"gopkg.in/natefinch/lumberjack.v2"
 )
 
-var _globalL, _globalP, _globalS, _globalR atomic.Value
+var _globalL, _globalP, _globalS, _globalR, _globalCleanup atomic.Value
 
 var (
 	_globalLevelLogger sync.Map
@@ -122,7 +122,13 @@ func InitLoggerWithWriteSyncer(cfg *Config, output zapcore.WriteSyncer, opts ...
 	if err != nil {
 		return nil, nil, fmt.Errorf("initLoggerWithWriteSyncer UnmarshalText cfg.Level err:%w", err)
 	}
-	core := NewTextCore(newZapTextEncoder(cfg), output, level)
+	var core zapcore.Core
+	if cfg.AsyncWriteEnable {
+		core = NewAsyncTextIOCore(cfg, output, level)
+		registerCleanup(core.(*asyncTextIOCore).Stop)
+	} else {
+		core = NewTextCore(newZapTextEncoder(cfg), output, level)
+	}
 	opts = append(cfg.buildOptions(output), opts...)
 	lg := zap.New(core, opts...)
 	r := &ZapProperties{
@@ -212,6 +218,14 @@ func fatalL() *zap.Logger {
 	return v.(*zap.Logger)
 }
 
+// Cleanup cleans up the global logger and sugared logger.
+func Cleanup() {
+	cleanup := _globalCleanup.Load()
+	if cleanup != nil {
+		cleanup.(func())()
+	}
+}
+
 // ReplaceGlobals replaces the global Logger and SugaredLogger.
 // It's safe for concurrent use.
 func ReplaceGlobals(logger *zap.Logger, props *ZapProperties) {
@@ -220,6 +234,14 @@ func ReplaceGlobals(logger *zap.Logger, props *ZapProperties) {
 	_globalP.Store(props)
 }
 
+// registerCleanup registers a cleanup function to be called when the global logger is cleaned up.
+func registerCleanup(cleanup func()) {
+	oldCleanup := _globalCleanup.Swap(cleanup)
+	if oldCleanup != nil {
+		oldCleanup.(func())()
+	}
+}
+
 func replaceLeveledLoggers(debugLogger *zap.Logger) {
 	levels := []zapcore.Level{
 		zapcore.DebugLevel, zapcore.InfoLevel, zapcore.WarnLevel, zapcore.ErrorLevel,
diff --git a/pkg/log/zap_async_buffered_write_core.go b/pkg/log/zap_async_buffered_write_core.go
new file mode 100644
index 0000000000..f725859850
--- /dev/null
+++ b/pkg/log/zap_async_buffered_write_core.go
@@ -0,0 +1,232 @@
+// 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 log
+
+import (
+	"fmt"
+	"time"
+
+	"go.uber.org/zap/buffer"
+	"go.uber.org/zap/zapcore"
+
+	"github.com/milvus-io/milvus/pkg/v2/metrics"
+	"github.com/milvus-io/milvus/pkg/v2/util/syncutil"
+)
+
+// asyncTextIOCore is a wrapper around the textIOCore that writes the logs to the underlying buffered write syncer.
+var _ zapcore.Core = (*asyncTextIOCore)(nil)
+
+// NewAsyncTextIOCore creates a new async text IO core.
+func NewAsyncTextIOCore(cfg *Config, ws zapcore.WriteSyncer, enab zapcore.LevelEnabler) *asyncTextIOCore {
+	enc := newZapTextEncoder(cfg)
+	bws := &zapcore.BufferedWriteSyncer{
+		WS:            ws,
+		Size:          cfg.AsyncWriteBufferSize,
+		FlushInterval: cfg.AsyncWriteFlushInterval,
+	}
+	nonDroppableLevel, _ := zapcore.ParseLevel(cfg.AsyncWriteNonDroppableLevel)
+	asyncTextIOCore := &asyncTextIOCore{
+		LevelEnabler:        enab,
+		notifier:            syncutil.NewAsyncTaskNotifier[struct{}](),
+		enc:                 enc,
+		bws:                 bws,
+		pending:             make(chan *entryItem, cfg.AsyncWritePendingLength),
+		writeDroppedTimeout: cfg.AsyncWriteDroppedTimeout,
+		nonDroppableLevel:   nonDroppableLevel,
+		stopTimeout:         cfg.AsyncWriteStopTimeout,
+		maxBytesPerLog:      cfg.AsyncWriteMaxBytesPerLog,
+	}
+	go asyncTextIOCore.background()
+	return asyncTextIOCore
+}
+
+// asyncTextIOCore is a wrapper around the textIOCore that writes the logs to the underlying buffered write syncer.
+type asyncTextIOCore struct {
+	zapcore.LevelEnabler
+
+	notifier            *syncutil.AsyncTaskNotifier[struct{}]
+	enc                 zapcore.Encoder
+	bws                 *zapcore.BufferedWriteSyncer
+	pending             chan *entryItem // the incoming new write requests
+	writeDroppedTimeout time.Duration
+	nonDroppableLevel   zapcore.Level
+	stopTimeout         time.Duration
+	maxBytesPerLog      int
+}
+
+// entryItem is the item to write to the underlying buffered write syncer.
+type entryItem struct {
+	buf   *buffer.Buffer
+	level zapcore.Level
+}
+
+// With returns a copy of the Core with the given fields added.
+func (s *asyncTextIOCore) With(fields []zapcore.Field) zapcore.Core {
+	enc := s.enc.Clone()
+	switch e := enc.(type) {
+	case *textEncoder:
+		e.addFields(fields)
+	case zapcore.ObjectEncoder:
+		for _, field := range fields {
+			field.AddTo(e)
+		}
+	default:
+		panic(fmt.Sprintf("unsupported encode type: %T for With operation", enc))
+	}
+	return &asyncTextIOCore{
+		LevelEnabler:        s.LevelEnabler,
+		notifier:            s.notifier,
+		enc:                 s.enc.Clone(),
+		bws:                 s.bws,
+		pending:             s.pending,
+		writeDroppedTimeout: s.writeDroppedTimeout,
+		stopTimeout:         s.stopTimeout,
+		maxBytesPerLog:      s.maxBytesPerLog,
+	}
+}
+
+// Check checks if the entry is enabled by the level enabler.
+func (s *asyncTextIOCore) Check(ent zapcore.Entry, ce *zapcore.CheckedEntry) *zapcore.CheckedEntry {
+	if s.Enabled(ent.Level) {
+		return ce.AddCore(ent, s)
+	}
+	return ce
+}
+
+// Write writes the underlying buffered write syncer and buffers the writes in a channel.
+// asyncTextIOCore doesn't promise the write operation is done.
+// the write operation will be dropped if the buffer is full or the underlying buffered write syncer is blocked.
+func (s *asyncTextIOCore) Write(ent zapcore.Entry, fields []zapcore.Field) error {
+	buf, err := s.enc.EncodeEntry(ent, fields)
+	if err != nil {
+		return err
+	}
+	entry := &entryItem{
+		buf:   buf,
+		level: ent.Level,
+	}
+
+	length := buf.Len()
+	if length == 0 {
+		return nil
+	}
+	var writeDroppedTimeout <-chan time.Time
+	if ent.Level < s.nonDroppableLevel {
+		writeDroppedTimeout = time.After(s.writeDroppedTimeout)
+	}
+	select {
+	case s.pending <- entry:
+		metrics.LoggingPendingWriteLength.Inc()
+		metrics.LoggingPendingWriteBytes.Add(float64(length))
+	case <-writeDroppedTimeout:
+		metrics.LoggingDroppedWrites.Inc()
+		// drop the entry if the write is dropped due to timeout
+		buf.Free()
+	}
+	return nil
+}
+
+// Sync syncs the underlying buffered write syncer.
+func (s *asyncTextIOCore) Sync() error {
+	return nil
+}
+
+// background is the background goroutine to write the logs to the underlying buffered write syncer.
+func (s *asyncTextIOCore) background() {
+	defer func() {
+		s.flushPendingWriteWithTimeout()
+		s.notifier.Finish(struct{}{})
+	}()
+
+	for {
+		select {
+		case <-s.notifier.Context().Done():
+			return
+		case ent := <-s.pending:
+			s.consumeEntry(ent)
+		}
+	}
+}
+
+// consumeEntry write the entry to the underlying buffered write syncer and free the buffer.
+func (s *asyncTextIOCore) consumeEntry(ent *entryItem) {
+	length := ent.buf.Len()
+	metrics.LoggingPendingWriteLength.Dec()
+	metrics.LoggingPendingWriteBytes.Sub(float64(length))
+	writes := s.getWriteBytes(ent)
+	if _, err := s.bws.Write(writes); err != nil {
+		metrics.LoggingIOFailure.Inc()
+	}
+	ent.buf.Free()
+	if ent.level > zapcore.ErrorLevel {
+		s.bws.Sync()
+	}
+}
+
+// getWriteBytes gets the bytes to write to the underlying buffered write syncer.
+// if the length of the write exceeds the max bytes per log, it will truncate the write and return the truncated bytes.
+// otherwise, it will return the original bytes.
+func (s *asyncTextIOCore) getWriteBytes(ent *entryItem) []byte {
+	length := ent.buf.Len()
+	writes := ent.buf.Bytes()
+
+	if length > s.maxBytesPerLog {
+		// truncate the write if it exceeds the max bytes per log
+		metrics.LoggingTruncatedWrites.Inc()
+		metrics.LoggingTruncatedWriteBytes.Add(float64(length - s.maxBytesPerLog))
+
+		end := writes[length-1]
+		writes = writes[:s.maxBytesPerLog]
+		writes[len(writes)-1] = end
+	}
+	return writes
+}
+
+// flushPendingWriteWithTimeout flushes the pending write with a timeout.
+func (s *asyncTextIOCore) flushPendingWriteWithTimeout() {
+	done := make(chan struct{})
+	go s.flushAllPendingWrites(done)
+
+	select {
+	case <-time.After(s.stopTimeout):
+	case <-done:
+	}
+}
+
+// flushAllPendingWrites flushes all the pending writes to the underlying buffered write syncer.
+func (s *asyncTextIOCore) flushAllPendingWrites(done chan struct{}) {
+	defer func() {
+		if err := s.bws.Stop(); err != nil {
+			metrics.LoggingIOFailure.Inc()
+		}
+		close(done)
+	}()
+
+	for {
+		select {
+		case ent := <-s.pending:
+			s.consumeEntry(ent)
+		default:
+			return
+		}
+	}
+}
+
+func (s *asyncTextIOCore) Stop() {
+	s.notifier.Cancel()
+	s.notifier.BlockUntilFinish()
+}
diff --git a/pkg/log/zap_async_buffered_write_core_test.go b/pkg/log/zap_async_buffered_write_core_test.go
new file mode 100644
index 0000000000..a5e42158be
--- /dev/null
+++ b/pkg/log/zap_async_buffered_write_core_test.go
@@ -0,0 +1,86 @@
+// 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 log
+
+import (
+	"io"
+	"math/rand"
+	"os"
+	"sync"
+	"testing"
+	"time"
+
+	"github.com/cockroachdb/errors"
+	"go.uber.org/zap"
+	"go.uber.org/zap/zapcore"
+)
+
+func TestAsyncBufferedWriteSyncer(t *testing.T) {
+	blockWriter := &blockWriter{
+		Writer: os.Stdout,
+	}
+	syncer := NewAsyncTextIOCore(
+		&Config{
+			AsyncWriteEnable:         true,
+			AsyncWriteFlushInterval:  1 * time.Second,
+			AsyncWriteDroppedTimeout: 100 * time.Millisecond,
+			AsyncWriteStopTimeout:    1 * time.Second,
+			AsyncWritePendingLength:  100,
+			AsyncWriteBufferSize:     5,
+			AsyncWriteMaxBytesPerLog: 2,
+		},
+		zapcore.AddSync(blockWriter),
+		zap.DebugLevel,
+	)
+	wg := &sync.WaitGroup{}
+	for i := 0; i < 1000; i++ {
+		wg.Add(1)
+		go func() {
+			syncer.Write(zapcore.Entry{
+				Level:   zap.DebugLevel,
+				Message: "test",
+			}, []zapcore.Field{
+				zap.String("test", "test"),
+				zap.Int("test", 1),
+			})
+			wg.Done()
+		}()
+	}
+	syncer.Sync()
+	wg.Wait()
+	syncer.Stop()
+}
+
+type blockWriter struct {
+	io.Writer
+}
+
+func (s *blockWriter) Write(p []byte) (n int, err error) {
+	time.Sleep(time.Duration(rand.Intn(100)) * time.Millisecond)
+	if rand.Intn(10) == 0 {
+		return 0, errors.New("write error")
+	}
+	return s.Writer.Write(p)
+}
+
+func (s *blockWriter) Sync() error {
+	time.Sleep(time.Duration(rand.Intn(100)) * time.Millisecond)
+	if rand.Intn(10) == 0 {
+		return errors.New("sync error")
+	}
+	return nil
+}
diff --git a/pkg/metrics/datanode_metrics.go b/pkg/metrics/datanode_metrics.go
index e3e78b0538..cbcf164912 100644
--- a/pkg/metrics/datanode_metrics.go
+++ b/pkg/metrics/datanode_metrics.go
@@ -385,6 +385,7 @@ func registerDataNodeOnce(registry *prometheus.Registry) {
 	registry.MustRegister(DataNodeBuildIndexLatency)
 	registry.MustRegister(DataNodeBuildJSONStatsLatency)
 	registry.MustRegister(DataNodeSlot)
+	RegisterLoggingMetrics(registry)
 }
 
 func CleanupDataNodeCollectionMetrics(nodeID int64, collectionID int64, channel string) {
diff --git a/pkg/metrics/logging_metrics.go b/pkg/metrics/logging_metrics.go
new file mode 100644
index 0000000000..db5e3ff4cd
--- /dev/null
+++ b/pkg/metrics/logging_metrics.go
@@ -0,0 +1,85 @@
+// 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 metrics
+
+import (
+	"sync"
+
+	"github.com/prometheus/client_golang/prometheus"
+)
+
+const (
+	loggingMetricSubsystem = "logging"
+)
+
+var (
+	LoggingMetricsRegisterOnce sync.Once
+
+	LoggingPendingWriteLength = prometheus.NewGauge(prometheus.GaugeOpts{
+		Namespace: milvusNamespace,
+		Subsystem: loggingMetricSubsystem,
+		Name:      "pending_write_length",
+		Help:      "The length of pending writes in the logging buffer",
+	})
+
+	LoggingPendingWriteBytes = prometheus.NewGauge(prometheus.GaugeOpts{
+		Namespace: milvusNamespace,
+		Subsystem: loggingMetricSubsystem,
+		Name:      "pending_write_bytes",
+		Help:      "The total bytes of pending writes in the logging buffer",
+	})
+
+	LoggingTruncatedWrites = prometheus.NewGauge(prometheus.GaugeOpts{
+		Namespace: milvusNamespace,
+		Subsystem: loggingMetricSubsystem,
+		Name:      "truncated_writes",
+		Help:      "The number of truncated writes due to exceeding the max bytes per log",
+	})
+
+	LoggingTruncatedWriteBytes = prometheus.NewGauge(prometheus.GaugeOpts{
+		Namespace: milvusNamespace,
+		Subsystem: loggingMetricSubsystem,
+		Name:      "truncated_write_bytes",
+		Help:      "The total bytes of truncated writes due to exceeding the max bytes per log",
+	})
+
+	LoggingDroppedWrites = prometheus.NewGauge(prometheus.GaugeOpts{
+		Namespace: milvusNamespace,
+		Subsystem: loggingMetricSubsystem,
+		Name:      "dropped_writes",
+		Help:      "The number of dropped writes due to buffer full or write timeout",
+	})
+
+	LoggingIOFailure = prometheus.NewGauge(prometheus.GaugeOpts{
+		Namespace: milvusNamespace,
+		Subsystem: loggingMetricSubsystem,
+		Name:      "io_failures",
+		Help:      "The number of IO failures due to underlying write syncer is blocked or write timeout",
+	})
+)
+
+// RegisterLoggingMetrics registers logging metrics
+func RegisterLoggingMetrics(registry *prometheus.Registry) {
+	LoggingMetricsRegisterOnce.Do(func() {
+		registry.MustRegister(LoggingPendingWriteLength)
+		registry.MustRegister(LoggingPendingWriteBytes)
+		registry.MustRegister(LoggingTruncatedWrites)
+		registry.MustRegister(LoggingTruncatedWriteBytes)
+		registry.MustRegister(LoggingDroppedWrites)
+		registry.MustRegister(LoggingIOFailure)
+	})
+}
diff --git a/pkg/metrics/metrics_test.go b/pkg/metrics/metrics_test.go
index c38caa6cb1..138ce5d680 100644
--- a/pkg/metrics/metrics_test.go
+++ b/pkg/metrics/metrics_test.go
@@ -38,6 +38,7 @@ func TestRegisterMetrics(t *testing.T) {
 		RegisterCGOMetrics(r)
 		RegisterStreamingServiceClient(r)
 		RegisterStreamingNode(r)
+		RegisterLoggingMetrics(r)
 	})
 }
 
diff --git a/pkg/metrics/proxy_metrics.go b/pkg/metrics/proxy_metrics.go
index a85a24e66a..02042c831c 100644
--- a/pkg/metrics/proxy_metrics.go
+++ b/pkg/metrics/proxy_metrics.go
@@ -553,6 +553,7 @@ func RegisterProxy(registry *prometheus.Registry) {
 	registry.MustRegister(ProxyScannedRemoteMB)
 	registry.MustRegister(ProxyScannedTotalMB)
 	RegisterStreamingServiceClient(registry)
+	RegisterLoggingMetrics(registry)
 }
 
 func CleanupProxyDBMetrics(nodeID int64, dbName string) {
diff --git a/pkg/metrics/querynode_metrics.go b/pkg/metrics/querynode_metrics.go
index c2311e4f4c..e2d1426b8d 100644
--- a/pkg/metrics/querynode_metrics.go
+++ b/pkg/metrics/querynode_metrics.go
@@ -902,6 +902,7 @@ func RegisterQueryNode(registry *prometheus.Registry) {
 	RegisterCGOMetrics(registry)
 
 	RegisterStreamingServiceClient(registry)
+	RegisterLoggingMetrics(registry)
 }
 
 func CleanupQueryNodeCollectionMetrics(nodeID int64, collectionID int64) {
diff --git a/pkg/metrics/rootcoord_metrics.go b/pkg/metrics/rootcoord_metrics.go
index 8da84234fc..b9bdf14f8e 100644
--- a/pkg/metrics/rootcoord_metrics.go
+++ b/pkg/metrics/rootcoord_metrics.go
@@ -290,6 +290,7 @@ func RegisterMixCoord(registry *prometheus.Registry) {
 	RegisterStreamingServiceClient(registry)
 	RegisterQueryCoord(registry)
 	RegisterDataCoord(registry)
+	RegisterLoggingMetrics(registry)
 }
 
 func CleanupRootCoordDBMetrics(dbName string) {
diff --git a/pkg/metrics/streaming_service_metrics.go b/pkg/metrics/streaming_service_metrics.go
index d376b38d07..c380dc5e4d 100644
--- a/pkg/metrics/streaming_service_metrics.go
+++ b/pkg/metrics/streaming_service_metrics.go
@@ -500,6 +500,7 @@ func RegisterStreamingNode(registry *prometheus.Registry) {
 	registry.MustRegister(StreamingNodeConsumeBytes)
 
 	registerWAL(registry)
+	RegisterLoggingMetrics(registry)
 
 	// TODO: after remove the implementation of old data node
 	// Such as flowgraph and writebuffer, we can remove these metrics from streaming node.
diff --git a/pkg/util/paramtable/component_param.go b/pkg/util/paramtable/component_param.go
index 987c8d7b7c..ec9cbbdade 100644
--- a/pkg/util/paramtable/component_param.go
+++ b/pkg/util/paramtable/component_param.go
@@ -1513,14 +1513,22 @@ func (t *holmesConfig) init(base *BaseTable) {
 }
 
 type logConfig struct {
-	Level        ParamItem `refreshable:"false"`
-	RootPath     ParamItem `refreshable:"false"`
-	MaxSize      ParamItem `refreshable:"false"`
-	MaxAge       ParamItem `refreshable:"false"`
-	MaxBackups   ParamItem `refreshable:"false"`
-	Format       ParamItem `refreshable:"false"`
-	Stdout       ParamItem `refreshable:"false"`
-	GrpcLogLevel ParamItem `refreshable:"false"`
+	Level                       ParamItem `refreshable:"false"`
+	RootPath                    ParamItem `refreshable:"false"`
+	MaxSize                     ParamItem `refreshable:"false"`
+	MaxAge                      ParamItem `refreshable:"false"`
+	MaxBackups                  ParamItem `refreshable:"false"`
+	Format                      ParamItem `refreshable:"false"`
+	Stdout                      ParamItem `refreshable:"false"`
+	GrpcLogLevel                ParamItem `refreshable:"false"`
+	AsyncWriteEnable            ParamItem `refreshable:"false"`
+	AsyncWriteFlushInterval     ParamItem `refreshable:"false"`
+	AsyncWriteDroppedTimeout    ParamItem `refreshable:"false"`
+	AsyncWriteNonDroppableLevel ParamItem `refreshable:"false"`
+	AsyncWriteStopTimeout       ParamItem `refreshable:"false"`
+	AsyncWritePendingLength     ParamItem `refreshable:"false"`
+	AsyncWriteBufferSize        ParamItem `refreshable:"false"`
+	AsyncWriteMaxBytesPerLog    ParamItem `refreshable:"false"`
 }
 
 func (l *logConfig) init(base *BaseTable) {
@@ -1597,6 +1605,94 @@ Set this parameter as the path that you have permission to write.`,
 		Export:       true,
 	}
 	l.GrpcLogLevel.Init(base.mgr)
+
+	l.AsyncWriteEnable = ParamItem{
+		Key:          "log.asyncWrite.enable",
+		DefaultValue: "true",
+		Version:      "2.6.7",
+		Doc:          "Enable async write for the logger.",
+		Export:       false,
+	}
+	l.AsyncWriteEnable.Init(base.mgr)
+
+	l.AsyncWriteFlushInterval = ParamItem{
+		Key:          "log.asyncWrite.flushInterval",
+		DefaultValue: "10s",
+		Version:      "2.6.7",
+		Doc: `The interval to flush the logs.
+Lower the interval, More frequent the flush will be applied, 
+Faster the logging writes can be seen by the underlying file system.`,
+		Export: false,
+	}
+	l.AsyncWriteFlushInterval.Init(base.mgr)
+
+	l.AsyncWriteDroppedTimeout = ParamItem{
+		Key:          "log.asyncWrite.droppedTimeout",
+		DefaultValue: "100ms",
+		Version:      "2.6.7",
+		Doc: `The timeout to drop the write operation if the buffer is full.
+Once the underlying buffered writer is blocked or too slow and
+the pending length is larger than the pending length threshold,
+the new incoming write operation will be dropped if it exceeds the timeout.`,
+		Export: false,
+	}
+	l.AsyncWriteDroppedTimeout.Init(base.mgr)
+
+	l.AsyncWriteNonDroppableLevel = ParamItem{
+		Key:          "log.asyncWrite.nonDroppableLevel",
+		DefaultValue: "error",
+		Version:      "2.6.7",
+		Doc: `The level that will not be dropped when the buffer is full.
+Once the level is greater or equal to the non-droppable level, 
+the write operation will not be dropped because the buffer is full`,
+		Export: false,
+	}
+	l.AsyncWriteNonDroppableLevel.Init(base.mgr)
+
+	l.AsyncWriteStopTimeout = ParamItem{
+		Key:          "log.asyncWrite.stopTimeout",
+		DefaultValue: "1s",
+		Version:      "2.6.7",
+		Doc: `The timeout to stop the async write.
+When the milvus is on shutdown, 
+the async writer of logger will try to flush all the pending write operations 
+to the underlying file system until reaching the timeout.`,
+		Export: false,
+	}
+	l.AsyncWriteStopTimeout.Init(base.mgr)
+
+	l.AsyncWritePendingLength = ParamItem{
+		Key:          "log.asyncWrite.pendingLength",
+		DefaultValue: "1024",
+		Version:      "2.6.7",
+		Doc: `The maximum number of pending write operation.
+Once the underlying buffered writer is blocked or too slow, 
+the pending write operation will be cached in the buffer.
+The larger the pending length, the more memory is used, the less logging writes will be dropped.`,
+		Export: false,
+	}
+	l.AsyncWritePendingLength.Init(base.mgr)
+
+	l.AsyncWriteBufferSize = ParamItem{
+		Key:          "log.asyncWrite.bufferSize",
+		DefaultValue: "1m",
+		Version:      "2.6.7",
+		Doc: `The buffer size of the underlying bufio writer. 
+The larger the buffer size, the more memory is used, 
+but the less the number of writes to the underlying file system.`,
+		Export: false,
+	}
+	l.AsyncWriteBufferSize.Init(base.mgr)
+
+	l.AsyncWriteMaxBytesPerLog = ParamItem{
+		Key:          "log.asyncWrite.maxBytesPerLog",
+		DefaultValue: "1m",
+		Version:      "2.6.7",
+		Doc: `The max bytes per log.
+Once the log message exceeds the max bytes per log, it will be truncated.`,
+		Export: false,
+	}
+	l.AsyncWriteMaxBytesPerLog.Init(base.mgr)
 }
 
 // /////////////////////////////////////////////////////////////////////////////
diff --git a/pkg/util/paramtable/component_param_test.go b/pkg/util/paramtable/component_param_test.go
index 43bda2d58b..c63de9ef66 100644
--- a/pkg/util/paramtable/component_param_test.go
+++ b/pkg/util/paramtable/component_param_test.go
@@ -155,6 +155,18 @@ func TestComponentParam(t *testing.T) {
 		params.Save("common.clusterID", "0")
 	})
 
+	t.Run("test logConfig", func(t *testing.T) {
+		Params := &params.LogCfg
+		assert.True(t, Params.AsyncWriteEnable.GetAsBool())
+		assert.Equal(t, 10*time.Second, Params.AsyncWriteFlushInterval.GetAsDurationByParse())
+		assert.Equal(t, 100*time.Millisecond, Params.AsyncWriteDroppedTimeout.GetAsDurationByParse())
+		assert.Equal(t, "error", Params.AsyncWriteNonDroppableLevel.GetValue())
+		assert.Equal(t, 1*time.Second, Params.AsyncWriteStopTimeout.GetAsDurationByParse())
+		assert.Equal(t, 1024, Params.AsyncWritePendingLength.GetAsInt())
+		assert.Equal(t, int64(1024*1024), Params.AsyncWriteBufferSize.GetAsSize())
+		assert.Equal(t, int64(1024*1024), Params.AsyncWriteMaxBytesPerLog.GetAsSize())
+	})
+
 	t.Run("test rootCoordConfig", func(t *testing.T) {
 		Params := &params.RootCoordCfg
 
diff --git a/pkg/util/typeutil/convension.go b/pkg/util/typeutil/convension.go
index 0488090f40..a023ef1bb3 100644
--- a/pkg/util/typeutil/convension.go
+++ b/pkg/util/typeutil/convension.go
@@ -23,11 +23,9 @@ import (
 	"reflect"
 
 	"github.com/x448/float16"
-	"go.uber.org/zap"
 	"google.golang.org/protobuf/proto"
 
 	"github.com/milvus-io/milvus/pkg/v2/common"
-	"github.com/milvus-io/milvus/pkg/v2/log"
 )
 
 // Generic Clone for proto message
@@ -102,7 +100,6 @@ func Uint64ToBytes(v uint64) []byte {
 // SliceRemoveDuplicate is used to dedup a Slice
 func SliceRemoveDuplicate(a interface{}) (ret []interface{}) {
 	if reflect.TypeOf(a).Kind() != reflect.Slice {
-		log.Error("input is not slice", zap.String("inputType", fmt.Sprintf("%T", a)))
 		return ret
 	}
 
diff --git a/pkg/util/typeutil/conversion_test.go b/pkg/util/typeutil/conversion_test.go
index ca47b525cb..05201b25be 100644
--- a/pkg/util/typeutil/conversion_test.go
+++ b/pkg/util/typeutil/conversion_test.go
@@ -17,14 +17,12 @@
 package typeutil
 
 import (
+	"fmt"
 	"math"
 	"math/rand"
 	"testing"
 
 	"github.com/stretchr/testify/assert"
-	"go.uber.org/zap"
-
-	"github.com/milvus-io/milvus/pkg/v2/log"
 )
 
 func TestConversion(t *testing.T) {
@@ -104,7 +102,7 @@ func TestConversion(t *testing.T) {
 			v := (rand.Float32() - 0.5) * 100
 			b := Float32ToFloat16Bytes(v)
 			v2 := Float16BytesToFloat32(b)
-			log.Info("float16", zap.Float32("v", v), zap.Float32("v2", v2))
+			fmt.Printf("float16 v: %f, v2: %f", v, v2)
 			assert.Less(t, math.Abs(float64(v2/v-1)), 0.001)
 		}
 	})
@@ -114,7 +112,7 @@ func TestConversion(t *testing.T) {
 			v := (rand.Float32() - 0.5) * 100
 			b := Float32ToBFloat16Bytes(v)
 			v2 := BFloat16BytesToFloat32(b)
-			log.Info("bfloat16", zap.Float32("v", v), zap.Float32("v2", v2))
+			fmt.Printf("bfloat16 v: %f, v2: %f", v, v2)
 			assert.Less(t, math.Abs(float64(v2/v-1)), 0.01)
 		}
 	})
diff --git a/pkg/util/typeutil/schema.go b/pkg/util/typeutil/schema.go
index 097acfa2b2..0b85ea553d 100644
--- a/pkg/util/typeutil/schema.go
+++ b/pkg/util/typeutil/schema.go
@@ -31,12 +31,10 @@ import (
 
 	"github.com/cockroachdb/errors"
 	"github.com/samber/lo"
-	"go.uber.org/zap"
 	"google.golang.org/protobuf/proto"
 
 	"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
 	"github.com/milvus-io/milvus/pkg/v2/common"
-	"github.com/milvus-io/milvus/pkg/v2/log"
 )
 
 const DynamicFieldMaxLength = 512
@@ -501,7 +499,6 @@ func (helper *SchemaHelper) getDefaultJSONField(fieldName string) (*schemapb.Fie
 		}
 	}
 	errMsg := fmt.Sprintf("field %s not exist", fieldName)
-	log.Warn(errMsg)
 	return nil, fmt.Errorf("%s", errMsg)
 }
 
@@ -990,8 +987,6 @@ func AppendFieldData(dst, src []*schemapb.FieldData, idx int64) (appendSize int6
 				} else {
 					dstScalar.GetGeometryWktData().Data = append(dstScalar.GetGeometryWktData().Data, srcScalar.GeometryWktData.Data[idx])
 				}
-			default:
-				log.Error("Not supported field type", zap.String("field type", fieldData.Type.String()))
 			}
 		case *schemapb.FieldData_Vectors:
 			dim := fieldType.Vectors.Dim
@@ -1094,8 +1089,6 @@ func AppendFieldData(dst, src []*schemapb.FieldData, idx int64) (appendSize int6
 				} else {
 					dstVector.GetVectorArray().Data = append(dstVector.GetVectorArray().Data, srcVector.VectorArray.Data[idx])
 				}
-			default:
-				log.Error("Not supported field type", zap.String("field type", fieldData.Type.String()))
 			}
 		}
 	}
@@ -1109,7 +1102,6 @@ func DeleteFieldData(dst []*schemapb.FieldData) {
 		switch fieldType := fieldData.Field.(type) {
 		case *schemapb.FieldData_Scalars:
 			if dst[i] == nil || dst[i].GetScalars() == nil {
-				log.Info("empty field data can't be deleted")
 				return
 			}
 			dstScalar := dst[i].GetScalars()
@@ -1132,12 +1124,9 @@ func DeleteFieldData(dst []*schemapb.FieldData) {
 				dstScalar.GetJsonData().Data = dstScalar.GetJsonData().Data[:len(dstScalar.GetJsonData().Data)-1]
 			case *schemapb.ScalarField_GeometryData:
 				dstScalar.GetGeometryData().Data = dstScalar.GetGeometryData().Data[:len(dstScalar.GetGeometryData().Data)-1]
-			default:
-				log.Error("wrong field type added", zap.String("field type", fieldData.Type.String()))
 			}
 		case *schemapb.FieldData_Vectors:
 			if dst[i] == nil || dst[i].GetVectors() == nil {
-				log.Info("empty field data can't be deleted")
 				return
 			}
 			dim := fieldType.Vectors.Dim
@@ -1159,8 +1148,6 @@ func DeleteFieldData(dst []*schemapb.FieldData) {
 			case *schemapb.VectorField_Int8Vector:
 				dstInt8Vector := dstVector.Data.(*schemapb.VectorField_Int8Vector)
 				dstInt8Vector.Int8Vector = dstInt8Vector.Int8Vector[:len(dstInt8Vector.Int8Vector)-int(dim)]
-			default:
-				log.Error("wrong field type added", zap.String("field type", fieldData.Type.String()))
 			}
 		}
 	}
@@ -1297,7 +1284,6 @@ func UpdateFieldData(base, update []*schemapb.FieldData, baseIdx, updateIdx int6
 					baseData.Data[baseIdx] = updateData.Data[updateIdx]
 				}
 			default:
-				log.Error("Not supported scalar field type", zap.String("field type", baseFieldData.Type.String()))
 				return fmt.Errorf("unsupported scalar field type: %s", baseFieldData.Type.String())
 			}
 
@@ -1379,11 +1365,9 @@ func UpdateFieldData(base, update []*schemapb.FieldData, baseIdx, updateIdx int6
 					}
 				}
 			default:
-				log.Error("Not supported vector field type", zap.String("field type", baseFieldData.Type.String()))
 				return fmt.Errorf("unsupported vector field type: %s", baseFieldData.Type.String())
 			}
 		default:
-			log.Error("Not supported field type", zap.String("field type", baseFieldData.Type.String()))
 			return fmt.Errorf("unsupported field type: %s", baseFieldData.Type.String())
 		}
 	}
@@ -1523,7 +1507,6 @@ func MergeFieldData(dst []*schemapb.FieldData, src []*schemapb.FieldData) error
 					dstScalar.GetBytesData().Data = append(dstScalar.GetBytesData().Data, srcScalar.BytesData.Data...)
 				}
 			default:
-				log.Error("Not supported data type", zap.String("data type", srcFieldData.Type.String()))
 				return errors.New("unsupported data type: " + srcFieldData.Type.String())
 			}
 		case *schemapb.FieldData_Vectors:
@@ -1599,7 +1582,6 @@ func MergeFieldData(dst []*schemapb.FieldData, src []*schemapb.FieldData) error
 					dstVector.GetVectorArray().Data = append(dstVector.GetVectorArray().Data, srcVector.VectorArray.Data...)
 				}
 			default:
-				log.Error("Not supported data type", zap.String("data type", srcFieldData.Type.String()))
 				return errors.New("unsupported data type: " + srcFieldData.Type.String())
 			}
 		}
@@ -2011,8 +1993,6 @@ func AppendPKs(pks *schemapb.IDs, pk interface{}) {
 			}
 		}
 		pks.GetStrId().Data = append(pks.GetStrId().GetData(), realPK)
-	default:
-		log.Warn("got unexpected data type of pk when append pks", zap.Any("pk", pk))
 	}
 }
 
diff --git a/pkg/util/typeutil/schema_test.go b/pkg/util/typeutil/schema_test.go
index 418a9b2b7f..f9de5f2430 100644
--- a/pkg/util/typeutil/schema_test.go
+++ b/pkg/util/typeutil/schema_test.go
@@ -28,13 +28,11 @@ import (
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 	"github.com/stretchr/testify/suite"
-	"go.uber.org/zap"
 	"google.golang.org/protobuf/proto"
 
 	"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
 	"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
 	"github.com/milvus-io/milvus/pkg/v2/common"
-	"github.com/milvus-io/milvus/pkg/v2/log"
 )
 
 func TestSchema(t *testing.T) {
@@ -1071,7 +1069,7 @@ func genFieldData(fieldName string, fieldID int64, fieldType schemapb.DataType,
 			FieldId: fieldID,
 		}
 	default:
-		log.Error("not supported field type", zap.String("field type", fieldType.String()))
+		fmt.Printf("not supported field type: %s", fieldType.String())
 	}
 
 	return fieldData
diff --git a/pkg/util/typeutil/version.go b/pkg/util/typeutil/version.go
index 31733fcbaa..8b28f54818 100644
--- a/pkg/util/typeutil/version.go
+++ b/pkg/util/typeutil/version.go
@@ -1,5 +1,10 @@
 package typeutil
 
+import (
+	"fmt"
+	"strconv"
+)
+
 // Version is a interface for version comparison.
 type Version interface {
 	// GT returns true if v > v2.
@@ -7,6 +12,9 @@ type Version interface {
 
 	// EQ returns true if v == v2.
 	EQ(Version) bool
+
+	// String returns the string representation of the version.
+	String() string
 }
 
 // VersionInt64 is a int64 type version.
@@ -20,6 +28,10 @@ func (v VersionInt64) EQ(v2 Version) bool {
 	return v == mustCastVersionInt64(v2)
 }
 
+func (v VersionInt64) String() string {
+	return strconv.FormatInt(int64(v), 10)
+}
+
 func mustCastVersionInt64(v2 Version) VersionInt64 {
 	if v2i, ok := v2.(VersionInt64); ok {
 		return v2i
@@ -46,6 +58,10 @@ func (v VersionInt64Pair) EQ(v2 Version) bool {
 	return v.Global == vPair.Global && v.Local == vPair.Local
 }
 
+func (v VersionInt64Pair) String() string {
+	return fmt.Sprintf("%d/%d", v.Global, v.Local)
+}
+
 func mustCastVersionInt64Pair(v2 Version) VersionInt64Pair {
 	if v2i, ok := v2.(VersionInt64Pair); ok {
 		return v2i