diff --git a/core/breaker/bucket.go b/core/breaker/bucket.go
new file mode 100644
index 00000000..2dec1ab9
--- /dev/null
+++ b/core/breaker/bucket.go
@@ -0,0 +1,48 @@
+package breaker
+
+const (
+	success = iota
+	fail
+	drop
+)
+
+// bucket defines the bucket that holds sum and num of additions.
+type bucket struct {
+	Sum     int64
+	Success int64
+	Failure int64
+	Drop    int64
+}
+
+func (b *bucket) Add(v int64) {
+	switch v {
+	case fail:
+		b.fail()
+	case drop:
+		b.drop()
+	default:
+		b.succeed()
+	}
+}
+
+func (b *bucket) Reset() {
+	b.Sum = 0
+	b.Success = 0
+	b.Failure = 0
+	b.Drop = 0
+}
+
+func (b *bucket) drop() {
+	b.Sum++
+	b.Drop++
+}
+
+func (b *bucket) fail() {
+	b.Sum++
+	b.Failure++
+}
+
+func (b *bucket) succeed() {
+	b.Sum++
+	b.Success++
+}
diff --git a/core/breaker/bucket_test.go b/core/breaker/bucket_test.go
new file mode 100644
index 00000000..ec43331b
--- /dev/null
+++ b/core/breaker/bucket_test.go
@@ -0,0 +1,43 @@
+package breaker
+
+import (
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+)
+
+func TestBucketAdd(t *testing.T) {
+	b := &bucket{}
+
+	// Test succeed
+	b.Add(0) // Using 0 for success
+	assert.Equal(t, int64(1), b.Sum, "Sum should be incremented")
+	assert.Equal(t, int64(1), b.Success, "Success should be incremented")
+	assert.Equal(t, int64(0), b.Failure, "Failure should not be incremented")
+	assert.Equal(t, int64(0), b.Drop, "Drop should not be incremented")
+
+	// Test failure
+	b.Add(fail)
+	assert.Equal(t, int64(2), b.Sum, "Sum should be incremented")
+	assert.Equal(t, int64(1), b.Failure, "Failure should be incremented")
+	assert.Equal(t, int64(0), b.Drop, "Drop should not be incremented")
+
+	// Test drop
+	b.Add(drop)
+	assert.Equal(t, int64(3), b.Sum, "Sum should be incremented")
+	assert.Equal(t, int64(1), b.Drop, "Drop should be incremented")
+}
+
+func TestBucketReset(t *testing.T) {
+	b := &bucket{
+		Sum:     3,
+		Success: 1,
+		Failure: 1,
+		Drop:    1,
+	}
+	b.Reset()
+	assert.Equal(t, int64(0), b.Sum, "Sum should be reset to 0")
+	assert.Equal(t, int64(0), b.Success, "Success should be reset to 0")
+	assert.Equal(t, int64(0), b.Failure, "Failure should be reset to 0")
+	assert.Equal(t, int64(0), b.Drop, "Drop should be reset to 0")
+}
diff --git a/core/breaker/googlebreaker.go b/core/breaker/googlebreaker.go
index 46272956..f4846426 100644
--- a/core/breaker/googlebreaker.go
+++ b/core/breaker/googlebreaker.go
@@ -9,23 +9,38 @@ import (
 
 const (
 	// 250ms for bucket duration
-	window     = time.Second * 10
-	buckets    = 40
-	k          = 1.5
-	protection = 5
+	window                    = time.Second * 10
+	buckets                   = 40
+	maxFailBucketsToDecreaseK = 30
+	minBucketsToSpeedUp       = 3
+	k                         = 1.5
+	minK                      = 1.1
+	recoveryK                 = 3 - k
+	protection                = 5
 )
 
 // googleBreaker is a netflixBreaker pattern from google.
 // see Client-Side Throttling section in https://landing.google.com/sre/sre-book/chapters/handling-overload/
-type googleBreaker struct {
-	k     float64
-	stat  *collection.RollingWindow
-	proba *mathx.Proba
-}
+type (
+	googleBreaker struct {
+		k     float64
+		stat  *collection.RollingWindow[int64, *bucket]
+		proba *mathx.Proba
+	}
+
+	windowResult struct {
+		accepts        int64
+		total          int64
+		failingBuckets int64
+		workingBuckets int64
+	}
+)
 
 func newGoogleBreaker() *googleBreaker {
 	bucketDuration := time.Duration(int64(window) / int64(buckets))
-	st := collection.NewRollingWindow(buckets, bucketDuration)
+	st := collection.NewRollingWindow[int64, *bucket](func() *bucket {
+		return new(bucket)
+	}, buckets, bucketDuration)
 	return &googleBreaker{
 		stat:  st,
 		k:     k,
@@ -34,15 +49,28 @@ func newGoogleBreaker() *googleBreaker {
 }
 
 func (b *googleBreaker) accept() error {
-	accepts, total := b.history()
-	weightedAccepts := b.k * float64(accepts)
+	var w float64
+	history := b.history()
+	if history.failingBuckets >= minBucketsToSpeedUp {
+		w = b.k - float64(history.failingBuckets-1)*(b.k-minK)/maxFailBucketsToDecreaseK
+		w = mathx.AtLeast(w, minK)
+	} else {
+		w = b.k
+	}
+	weightedAccepts := w * float64(history.accepts)
 	// https://landing.google.com/sre/sre-book/chapters/handling-overload/#eq2101
-	// for better performance, no need to care about negative ratio
-	dropRatio := (float64(total-protection) - weightedAccepts) / float64(total+1)
+	// for better performance, no need to care about the negative ratio
+	dropRatio := (float64(history.total-protection) - weightedAccepts) / float64(history.total+1)
 	if dropRatio <= 0 {
 		return nil
 	}
 
+	// If we have more than 2 working buckets, we are in recovery mode,
+	// the latest bucket is the current one, so we ignore it.
+	if history.workingBuckets >= minBucketsToSpeedUp {
+		dropRatio /= recoveryK
+	}
+
 	if b.proba.TrueOnProba(dropRatio) {
 		return ErrServiceUnavailable
 	}
@@ -52,7 +80,7 @@ func (b *googleBreaker) accept() error {
 
 func (b *googleBreaker) allow() (internalPromise, error) {
 	if err := b.accept(); err != nil {
-		b.markFailure()
+		b.markDrop()
 		return nil, err
 	}
 
@@ -63,7 +91,7 @@ func (b *googleBreaker) allow() (internalPromise, error) {
 
 func (b *googleBreaker) doReq(req func() error, fallback Fallback, acceptable Acceptable) error {
 	if err := b.accept(); err != nil {
-		b.markFailure()
+		b.markDrop()
 		if fallback != nil {
 			return fallback(err)
 		}
@@ -71,10 +99,10 @@ func (b *googleBreaker) doReq(req func() error, fallback Fallback, acceptable Ac
 		return err
 	}
 
-	var success bool
+	var succ bool
 	defer func() {
 		// if req() panic, success is false, mark as failure
-		if success {
+		if succ {
 			b.markSuccess()
 		} else {
 			b.markFailure()
@@ -83,27 +111,43 @@ func (b *googleBreaker) doReq(req func() error, fallback Fallback, acceptable Ac
 
 	err := req()
 	if acceptable(err) {
-		success = true
+		succ = true
 	}
 
 	return err
 }
 
-func (b *googleBreaker) markSuccess() {
-	b.stat.Add(1)
+func (b *googleBreaker) markDrop() {
+	b.stat.Add(drop)
 }
 
 func (b *googleBreaker) markFailure() {
-	b.stat.Add(0)
+	b.stat.Add(fail)
 }
 
-func (b *googleBreaker) history() (accepts, total int64) {
-	b.stat.Reduce(func(b *collection.Bucket) {
-		accepts += int64(b.Sum)
-		total += b.Count
+func (b *googleBreaker) markSuccess() {
+	b.stat.Add(success)
+}
+
+func (b *googleBreaker) history() windowResult {
+	var result windowResult
+
+	b.stat.Reduce(func(b *bucket) {
+		result.accepts += b.Success
+		result.total += b.Sum
+		if b.Failure > 0 {
+			result.workingBuckets = 0
+		} else if b.Success > 0 {
+			result.workingBuckets++
+		}
+		if b.Drop > 0 && b.Failure > 0 {
+			result.failingBuckets++
+		} else {
+			result.failingBuckets = 0
+		}
 	})
 
-	return
+	return result
 }
 
 type googlePromise struct {
diff --git a/core/breaker/googlebreaker_test.go b/core/breaker/googlebreaker_test.go
index 85d76660..cbd7e6d9 100644
--- a/core/breaker/googlebreaker_test.go
+++ b/core/breaker/googlebreaker_test.go
@@ -22,7 +22,9 @@ func init() {
 }
 
 func getGoogleBreaker() *googleBreaker {
-	st := collection.NewRollingWindow(testBuckets, testInterval)
+	st := collection.NewRollingWindow[int64, *bucket](func() *bucket {
+		return new(bucket)
+	}, testBuckets, testInterval)
 	return &googleBreaker{
 		stat:  st,
 		k:     5,
@@ -63,6 +65,32 @@ func TestGoogleBreakerOpen(t *testing.T) {
 	})
 }
 
+func TestGoogleBreakerRecover(t *testing.T) {
+	st := collection.NewRollingWindow[int64, *bucket](func() *bucket {
+		return new(bucket)
+	}, testBuckets*2, testInterval)
+	b := &googleBreaker{
+		stat:  st,
+		k:     k,
+		proba: mathx.NewProba(),
+	}
+	for i := 0; i < testBuckets; i++ {
+		for j := 0; j < 100; j++ {
+			b.stat.Add(1)
+		}
+		time.Sleep(testInterval)
+	}
+	for i := 0; i < testBuckets; i++ {
+		for j := 0; j < 100; j++ {
+			b.stat.Add(0)
+		}
+		time.Sleep(testInterval)
+	}
+	verify(t, func() bool {
+		return b.accept() == nil
+	})
+}
+
 func TestGoogleBreakerFallback(t *testing.T) {
 	b := getGoogleBreaker()
 	markSuccess(b, 1)
@@ -164,41 +192,38 @@ func TestGoogleBreakerSelfProtection(t *testing.T) {
 }
 
 func TestGoogleBreakerHistory(t *testing.T) {
-	var b *googleBreaker
-	var accepts, total int64
-
 	sleep := testInterval
 	t.Run("accepts == total", func(t *testing.T) {
-		b = getGoogleBreaker()
+		b := getGoogleBreaker()
 		markSuccessWithDuration(b, 10, sleep/2)
-		accepts, total = b.history()
-		assert.Equal(t, int64(10), accepts)
-		assert.Equal(t, int64(10), total)
+		result := b.history()
+		assert.Equal(t, int64(10), result.accepts)
+		assert.Equal(t, int64(10), result.total)
 	})
 
 	t.Run("fail == total", func(t *testing.T) {
-		b = getGoogleBreaker()
+		b := getGoogleBreaker()
 		markFailedWithDuration(b, 10, sleep/2)
-		accepts, total = b.history()
-		assert.Equal(t, int64(0), accepts)
-		assert.Equal(t, int64(10), total)
+		result := b.history()
+		assert.Equal(t, int64(0), result.accepts)
+		assert.Equal(t, int64(10), result.total)
 	})
 
 	t.Run("accepts = 1/2 * total, fail = 1/2 * total", func(t *testing.T) {
-		b = getGoogleBreaker()
+		b := getGoogleBreaker()
 		markFailedWithDuration(b, 5, sleep/2)
 		markSuccessWithDuration(b, 5, sleep/2)
-		accepts, total = b.history()
-		assert.Equal(t, int64(5), accepts)
-		assert.Equal(t, int64(10), total)
+		result := b.history()
+		assert.Equal(t, int64(5), result.accepts)
+		assert.Equal(t, int64(10), result.total)
 	})
 
 	t.Run("auto reset rolling counter", func(t *testing.T) {
-		b = getGoogleBreaker()
+		b := getGoogleBreaker()
 		time.Sleep(testInterval * testBuckets)
-		accepts, total = b.history()
-		assert.Equal(t, int64(0), accepts)
-		assert.Equal(t, int64(0), total)
+		result := b.history()
+		assert.Equal(t, int64(0), result.accepts)
+		assert.Equal(t, int64(0), result.total)
 	})
 }
 
diff --git a/core/collection/rollingwindow.go b/core/collection/rollingwindow.go
index 81894be3..1e17784f 100644
--- a/core/collection/rollingwindow.go
+++ b/core/collection/rollingwindow.go
@@ -4,18 +4,28 @@ import (
 	"sync"
 	"time"
 
+	"github.com/zeromicro/go-zero/core/mathx"
 	"github.com/zeromicro/go-zero/core/timex"
 )
 
 type (
-	// RollingWindowOption let callers customize the RollingWindow.
-	RollingWindowOption func(rollingWindow *RollingWindow)
+	// BucketInterface is the interface that defines the buckets.
+	BucketInterface[T Numerical] interface {
+		Add(v T)
+		Reset()
+	}
 
-	// RollingWindow defines a rolling window to calculate the events in buckets with time interval.
-	RollingWindow struct {
+	// Numerical is the interface that restricts the numerical type.
+	Numerical = mathx.Numerical
+
+	// RollingWindowOption let callers customize the RollingWindow.
+	RollingWindowOption[T Numerical, B BucketInterface[T]] func(rollingWindow *RollingWindow[T, B])
+
+	// RollingWindow defines a rolling window to calculate the events in buckets with the time interval.
+	RollingWindow[T Numerical, B BucketInterface[T]] struct {
 		lock          sync.RWMutex
 		size          int
-		win           *window
+		win           *window[T, B]
 		interval      time.Duration
 		offset        int
 		ignoreCurrent bool
@@ -25,14 +35,15 @@ type (
 
 // NewRollingWindow returns a RollingWindow that with size buckets and time interval,
 // use opts to customize the RollingWindow.
-func NewRollingWindow(size int, interval time.Duration, opts ...RollingWindowOption) *RollingWindow {
+func NewRollingWindow[T Numerical, B BucketInterface[T]](newBucket func() B, size int,
+	interval time.Duration, opts ...RollingWindowOption[T, B]) *RollingWindow[T, B] {
 	if size < 1 {
 		panic("size must be greater than 0")
 	}
 
-	w := &RollingWindow{
+	w := &RollingWindow[T, B]{
 		size:     size,
-		win:      newWindow(size),
+		win:      newWindow[T, B](newBucket, size),
 		interval: interval,
 		lastTime: timex.Now(),
 	}
@@ -43,7 +54,7 @@ func NewRollingWindow(size int, interval time.Duration, opts ...RollingWindowOpt
 }
 
 // Add adds value to current bucket.
-func (rw *RollingWindow) Add(v float64) {
+func (rw *RollingWindow[T, B]) Add(v T) {
 	rw.lock.Lock()
 	defer rw.lock.Unlock()
 	rw.updateOffset()
@@ -51,13 +62,13 @@ func (rw *RollingWindow) Add(v float64) {
 }
 
 // Reduce runs fn on all buckets, ignore current bucket if ignoreCurrent was set.
-func (rw *RollingWindow) Reduce(fn func(b *Bucket)) {
+func (rw *RollingWindow[T, B]) Reduce(fn func(b B)) {
 	rw.lock.RLock()
 	defer rw.lock.RUnlock()
 
 	var diff int
 	span := rw.span()
-	// ignore current bucket, because of partial data
+	// ignore the current bucket, because of partial data
 	if span == 0 && rw.ignoreCurrent {
 		diff = rw.size - 1
 	} else {
@@ -69,7 +80,7 @@ func (rw *RollingWindow) Reduce(fn func(b *Bucket)) {
 	}
 }
 
-func (rw *RollingWindow) span() int {
+func (rw *RollingWindow[T, B]) span() int {
 	offset := int(timex.Since(rw.lastTime) / rw.interval)
 	if 0 <= offset && offset < rw.size {
 		return offset
@@ -78,7 +89,7 @@ func (rw *RollingWindow) span() int {
 	return rw.size
 }
 
-func (rw *RollingWindow) updateOffset() {
+func (rw *RollingWindow[T, B]) updateOffset() {
 	span := rw.span()
 	if span <= 0 {
 		return
@@ -97,54 +108,54 @@ func (rw *RollingWindow) updateOffset() {
 }
 
 // Bucket defines the bucket that holds sum and num of additions.
-type Bucket struct {
-	Sum   float64
+type Bucket[T Numerical] struct {
+	Sum   T
 	Count int64
 }
 
-func (b *Bucket) add(v float64) {
+func (b *Bucket[T]) Add(v T) {
 	b.Sum += v
 	b.Count++
 }
 
-func (b *Bucket) reset() {
+func (b *Bucket[T]) Reset() {
 	b.Sum = 0
 	b.Count = 0
 }
 
-type window struct {
-	buckets []*Bucket
+type window[T Numerical, B BucketInterface[T]] struct {
+	buckets []B
 	size    int
 }
 
-func newWindow(size int) *window {
-	buckets := make([]*Bucket, size)
+func newWindow[T Numerical, B BucketInterface[T]](newBucket func() B, size int) *window[T, B] {
+	buckets := make([]B, size)
 	for i := 0; i < size; i++ {
-		buckets[i] = new(Bucket)
+		buckets[i] = newBucket()
 	}
-	return &window{
+	return &window[T, B]{
 		buckets: buckets,
 		size:    size,
 	}
 }
 
-func (w *window) add(offset int, v float64) {
-	w.buckets[offset%w.size].add(v)
+func (w *window[T, B]) add(offset int, v T) {
+	w.buckets[offset%w.size].Add(v)
 }
 
-func (w *window) reduce(start, count int, fn func(b *Bucket)) {
+func (w *window[T, B]) reduce(start, count int, fn func(b B)) {
 	for i := 0; i < count; i++ {
 		fn(w.buckets[(start+i)%w.size])
 	}
 }
 
-func (w *window) resetBucket(offset int) {
-	w.buckets[offset%w.size].reset()
+func (w *window[T, B]) resetBucket(offset int) {
+	w.buckets[offset%w.size].Reset()
 }
 
 // IgnoreCurrentBucket lets the Reduce call ignore current bucket.
-func IgnoreCurrentBucket() RollingWindowOption {
-	return func(w *RollingWindow) {
+func IgnoreCurrentBucket[T Numerical, B BucketInterface[T]]() RollingWindowOption[T, B] {
+	return func(w *RollingWindow[T, B]) {
 		w.ignoreCurrent = true
 	}
 }
diff --git a/core/collection/rollingwindow_test.go b/core/collection/rollingwindow_test.go
index 201dce0e..05bd956a 100644
--- a/core/collection/rollingwindow_test.go
+++ b/core/collection/rollingwindow_test.go
@@ -12,18 +12,24 @@ import (
 const duration = time.Millisecond * 50
 
 func TestNewRollingWindow(t *testing.T) {
-	assert.NotNil(t, NewRollingWindow(10, time.Second))
+	assert.NotNil(t, NewRollingWindow[int64, *Bucket[int64]](func() *Bucket[int64] {
+		return new(Bucket[int64])
+	}, 10, time.Second))
 	assert.Panics(t, func() {
-		NewRollingWindow(0, time.Second)
+		NewRollingWindow[int64, *Bucket[int64]](func() *Bucket[int64] {
+			return new(Bucket[int64])
+		}, 0, time.Second)
 	})
 }
 
 func TestRollingWindowAdd(t *testing.T) {
 	const size = 3
-	r := NewRollingWindow(size, duration)
+	r := NewRollingWindow[float64, *Bucket[float64]](func() *Bucket[float64] {
+		return new(Bucket[float64])
+	}, size, duration)
 	listBuckets := func() []float64 {
 		var buckets []float64
-		r.Reduce(func(b *Bucket) {
+		r.Reduce(func(b *Bucket[float64]) {
 			buckets = append(buckets, b.Sum)
 		})
 		return buckets
@@ -47,10 +53,12 @@ func TestRollingWindowAdd(t *testing.T) {
 
 func TestRollingWindowReset(t *testing.T) {
 	const size = 3
-	r := NewRollingWindow(size, duration, IgnoreCurrentBucket())
+	r := NewRollingWindow[float64, *Bucket[float64]](func() *Bucket[float64] {
+		return new(Bucket[float64])
+	}, size, duration, IgnoreCurrentBucket[float64, *Bucket[float64]]())
 	listBuckets := func() []float64 {
 		var buckets []float64
-		r.Reduce(func(b *Bucket) {
+		r.Reduce(func(b *Bucket[float64]) {
 			buckets = append(buckets, b.Sum)
 		})
 		return buckets
@@ -72,15 +80,19 @@ func TestRollingWindowReset(t *testing.T) {
 func TestRollingWindowReduce(t *testing.T) {
 	const size = 4
 	tests := []struct {
-		win    *RollingWindow
+		win    *RollingWindow[float64, *Bucket[float64]]
 		expect float64
 	}{
 		{
-			win:    NewRollingWindow(size, duration),
+			win: NewRollingWindow[float64, *Bucket[float64]](func() *Bucket[float64] {
+				return new(Bucket[float64])
+			}, size, duration),
 			expect: 10,
 		},
 		{
-			win:    NewRollingWindow(size, duration, IgnoreCurrentBucket()),
+			win: NewRollingWindow[float64, *Bucket[float64]](func() *Bucket[float64] {
+				return new(Bucket[float64])
+			}, size, duration, IgnoreCurrentBucket[float64, *Bucket[float64]]()),
 			expect: 4,
 		},
 	}
@@ -97,7 +109,7 @@ func TestRollingWindowReduce(t *testing.T) {
 				}
 			}
 			var result float64
-			r.Reduce(func(b *Bucket) {
+			r.Reduce(func(b *Bucket[float64]) {
 				result += b.Sum
 			})
 			assert.Equal(t, test.expect, result)
@@ -108,10 +120,12 @@ func TestRollingWindowReduce(t *testing.T) {
 func TestRollingWindowBucketTimeBoundary(t *testing.T) {
 	const size = 3
 	interval := time.Millisecond * 30
-	r := NewRollingWindow(size, interval)
+	r := NewRollingWindow[float64, *Bucket[float64]](func() *Bucket[float64] {
+		return new(Bucket[float64])
+	}, size, interval)
 	listBuckets := func() []float64 {
 		var buckets []float64
-		r.Reduce(func(b *Bucket) {
+		r.Reduce(func(b *Bucket[float64]) {
 			buckets = append(buckets, b.Sum)
 		})
 		return buckets
@@ -138,7 +152,9 @@ func TestRollingWindowBucketTimeBoundary(t *testing.T) {
 
 func TestRollingWindowDataRace(t *testing.T) {
 	const size = 3
-	r := NewRollingWindow(size, duration)
+	r := NewRollingWindow[float64, *Bucket[float64]](func() *Bucket[float64] {
+		return new(Bucket[float64])
+	}, size, duration)
 	stop := make(chan bool)
 	go func() {
 		for {
@@ -157,7 +173,7 @@ func TestRollingWindowDataRace(t *testing.T) {
 			case <-stop:
 				return
 			default:
-				r.Reduce(func(b *Bucket) {})
+				r.Reduce(func(b *Bucket[float64]) {})
 			}
 		}
 	}()
diff --git a/core/load/adaptiveshedder.go b/core/load/adaptiveshedder.go
index 2afc43a2..a1f9c21d 100644
--- a/core/load/adaptiveshedder.go
+++ b/core/load/adaptiveshedder.go
@@ -76,8 +76,8 @@ type (
 		avgFlyingLock   syncx.SpinLock
 		overloadTime    *syncx.AtomicDuration
 		droppedRecently *syncx.AtomicBool
-		passCounter     *collection.RollingWindow
-		rtCounter       *collection.RollingWindow
+		passCounter     *collection.RollingWindow[int64, *collection.Bucket[int64]]
+		rtCounter       *collection.RollingWindow[int64, *collection.Bucket[int64]]
 	}
 )
 
@@ -107,15 +107,16 @@ func NewAdaptiveShedder(opts ...ShedderOption) Shedder {
 		opt(&options)
 	}
 	bucketDuration := options.window / time.Duration(options.buckets)
+	newBucket := func() *collection.Bucket[int64] {
+		return new(collection.Bucket[int64])
+	}
 	return &adaptiveShedder{
 		cpuThreshold:    options.cpuThreshold,
 		windowScale:     float64(time.Second) / float64(bucketDuration) / millisecondsPerSecond,
 		overloadTime:    syncx.NewAtomicDuration(),
 		droppedRecently: syncx.NewAtomicBool(),
-		passCounter: collection.NewRollingWindow(options.buckets, bucketDuration,
-			collection.IgnoreCurrentBucket()),
-		rtCounter: collection.NewRollingWindow(options.buckets, bucketDuration,
-			collection.IgnoreCurrentBucket()),
+		passCounter:     collection.NewRollingWindow[int64, *collection.Bucket[int64]](newBucket, options.buckets, bucketDuration, collection.IgnoreCurrentBucket[int64, *collection.Bucket[int64]]()),
+		rtCounter:       collection.NewRollingWindow[int64, *collection.Bucket[int64]](newBucket, options.buckets, bucketDuration, collection.IgnoreCurrentBucket[int64, *collection.Bucket[int64]]()),
 	}
 }
 
@@ -167,15 +168,15 @@ func (as *adaptiveShedder) maxFlight() float64 {
 }
 
 func (as *adaptiveShedder) maxPass() int64 {
-	var result float64 = 1
+	var result int64 = 1
 
-	as.passCounter.Reduce(func(b *collection.Bucket) {
+	as.passCounter.Reduce(func(b *collection.Bucket[int64]) {
 		if b.Sum > result {
 			result = b.Sum
 		}
 	})
 
-	return int64(result)
+	return result
 }
 
 func (as *adaptiveShedder) minRt() float64 {
@@ -183,12 +184,12 @@ func (as *adaptiveShedder) minRt() float64 {
 	// its a reasonable large value to avoid dropping requests.
 	result := defaultMinRt
 
-	as.rtCounter.Reduce(func(b *collection.Bucket) {
+	as.rtCounter.Reduce(func(b *collection.Bucket[int64]) {
 		if b.Count <= 0 {
 			return
 		}
 
-		avg := math.Round(b.Sum / float64(b.Count))
+		avg := math.Round(float64(b.Sum) / float64(b.Count))
 		if avg < result {
 			result = avg
 		}
@@ -283,6 +284,6 @@ func (p *promise) Fail() {
 func (p *promise) Pass() {
 	rt := float64(timex.Since(p.start)) / float64(time.Millisecond)
 	p.shedder.addFlying(-1)
-	p.shedder.rtCounter.Add(math.Ceil(rt))
+	p.shedder.rtCounter.Add(int64(math.Ceil(rt)))
 	p.shedder.passCounter.Add(1)
 }
diff --git a/core/load/adaptiveshedder_test.go b/core/load/adaptiveshedder_test.go
index 104be20e..c30460c3 100644
--- a/core/load/adaptiveshedder_test.go
+++ b/core/load/adaptiveshedder_test.go
@@ -58,7 +58,7 @@ func TestAdaptiveShedder(t *testing.T) {
 func TestAdaptiveShedderMaxPass(t *testing.T) {
 	passCounter := newRollingWindow()
 	for i := 1; i <= 10; i++ {
-		passCounter.Add(float64(i * 100))
+		passCounter.Add(int64(i * 100))
 		time.Sleep(bucketDuration)
 	}
 	shedder := &adaptiveShedder{
@@ -83,7 +83,7 @@ func TestAdaptiveShedderMinRt(t *testing.T) {
 			time.Sleep(bucketDuration)
 		}
 		for j := i*10 + 1; j <= i*10+10; j++ {
-			rtCounter.Add(float64(j))
+			rtCounter.Add(int64(j))
 		}
 	}
 	shedder := &adaptiveShedder{
@@ -107,9 +107,9 @@ func TestAdaptiveShedderMaxFlight(t *testing.T) {
 		if i > 0 {
 			time.Sleep(bucketDuration)
 		}
-		passCounter.Add(float64((i + 1) * 100))
+		passCounter.Add(int64((i + 1) * 100))
 		for j := i*10 + 1; j <= i*10+10; j++ {
-			rtCounter.Add(float64(j))
+			rtCounter.Add(int64(j))
 		}
 	}
 	shedder := &adaptiveShedder{
@@ -129,9 +129,9 @@ func TestAdaptiveShedderShouldDrop(t *testing.T) {
 		if i > 0 {
 			time.Sleep(bucketDuration)
 		}
-		passCounter.Add(float64((i + 1) * 100))
+		passCounter.Add(int64((i + 1) * 100))
 		for j := i*10 + 1; j <= i*10+10; j++ {
-			rtCounter.Add(float64(j))
+			rtCounter.Add(int64(j))
 		}
 	}
 	shedder := &adaptiveShedder{
@@ -184,9 +184,9 @@ func TestAdaptiveShedderStillHot(t *testing.T) {
 		if i > 0 {
 			time.Sleep(bucketDuration)
 		}
-		passCounter.Add(float64((i + 1) * 100))
+		passCounter.Add(int64((i + 1) * 100))
 		for j := i*10 + 1; j <= i*10+10; j++ {
-			rtCounter.Add(float64(j))
+			rtCounter.Add(int64(j))
 		}
 	}
 	shedder := &adaptiveShedder{
@@ -248,9 +248,9 @@ func BenchmarkMaxFlight(b *testing.B) {
 		if i > 0 {
 			time.Sleep(bucketDuration)
 		}
-		passCounter.Add(float64((i + 1) * 100))
+		passCounter.Add(int64((i + 1) * 100))
 		for j := i*10 + 1; j <= i*10+10; j++ {
-			rtCounter.Add(float64(j))
+			rtCounter.Add(int64(j))
 		}
 	}
 	shedder := &adaptiveShedder{
@@ -265,6 +265,8 @@ func BenchmarkMaxFlight(b *testing.B) {
 	}
 }
 
-func newRollingWindow() *collection.RollingWindow {
-	return collection.NewRollingWindow(buckets, bucketDuration, collection.IgnoreCurrentBucket())
+func newRollingWindow() *collection.RollingWindow[int64, *collection.Bucket[int64]] {
+	return collection.NewRollingWindow[int64, *collection.Bucket[int64]](func() *collection.Bucket[int64] {
+		return new(collection.Bucket[int64])
+	}, buckets, bucketDuration, collection.IgnoreCurrentBucket[int64, *collection.Bucket[int64]]())
 }
diff --git a/core/mathx/range.go b/core/mathx/range.go
index d74ac4dd..17e63fd5 100644
--- a/core/mathx/range.go
+++ b/core/mathx/range.go
@@ -1,13 +1,13 @@
 package mathx
 
-type numerical interface {
+type Numerical interface {
 	~int | ~int8 | ~int16 | ~int32 | ~int64 |
 		~uint | ~uint8 | ~uint16 | ~uint32 | ~uint64 |
 		~float32 | ~float64
 }
 
 // AtLeast returns the greater of x or lower.
-func AtLeast[T numerical](x, lower T) T {
+func AtLeast[T Numerical](x, lower T) T {
 	if x < lower {
 		return lower
 	}
@@ -15,7 +15,7 @@ func AtLeast[T numerical](x, lower T) T {
 }
 
 // AtMost returns the smaller of x or upper.
-func AtMost[T numerical](x, upper T) T {
+func AtMost[T Numerical](x, upper T) T {
 	if x > upper {
 		return upper
 	}
@@ -23,7 +23,7 @@ func AtMost[T numerical](x, upper T) T {
 }
 
 // Between returns the value of x clamped to the range [lower, upper].
-func Between[T numerical](x, lower, upper T) T {
+func Between[T Numerical](x, lower, upper T) T {
 	if x < lower {
 		return lower
 	}
diff --git a/core/stores/sqlx/stmt_test.go b/core/stores/sqlx/stmt_test.go
index a2b0b1bb..8d443379 100644
--- a/core/stores/sqlx/stmt_test.go
+++ b/core/stores/sqlx/stmt_test.go
@@ -302,10 +302,10 @@ func TestQueryRowsScanTimeout(t *testing.T) {
 			Foo string
 		}
 		conn := NewSqlConnFromDB(db)
-		ctx, cancel := context.WithTimeout(context.Background(), time.Millisecond)
-		defer cancel()
+		ctx, cancel := context.WithTimeout(context.Background(), time.Millisecond*2)
 		err := conn.QueryRowsCtx(ctx, &val, "any")
 		assert.ErrorIs(t, err, context.DeadlineExceeded)
+		cancel()
 	})
 }