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improve the nodeclaim sorting algorithm using heap #1844
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Original file line number | Diff line number | Diff line change |
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/* | ||
Copyright The Kubernetes Authors. | ||
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Licensed 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 | ||
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http://www.apache.org/licenses/LICENSE-2.0 | ||
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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. | ||
*/ | ||
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package scheduling | ||
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import "container/heap" | ||
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type NodeClaimHeap []*NodeClaim | ||
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var ( | ||
_ = heap.Interface(&NodeClaimHeap{}) // NodeClaimHeap is a standard heap | ||
) | ||
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func NewNodeClaimHeap(nodeClaims []*NodeClaim) *NodeClaimHeap { | ||
h := NodeClaimHeap(nodeClaims) | ||
return &h | ||
} | ||
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func (h NodeClaimHeap) Len() int { return len(h) } | ||
func (h NodeClaimHeap) Less(i, j int) bool { return len(h[i].Pods) < len(h[j].Pods) } | ||
func (h NodeClaimHeap) Swap(i, j int) { h[i], h[j] = h[j], h[i] } | ||
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func (h *NodeClaimHeap) Push(x interface{}) { | ||
*h = append(*h, x.(*NodeClaim)) | ||
} | ||
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func (h *NodeClaimHeap) Pop() interface{} { | ||
old := *h | ||
n := len(old) | ||
item := old[n-1] | ||
*h = old[0 : n-1] | ||
return item | ||
} |
Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,131 @@ | ||
/* | ||
Copyright The Kubernetes Authors. | ||
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Licensed 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 | ||
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http://www.apache.org/licenses/LICENSE-2.0 | ||
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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. | ||
*/ | ||
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package scheduling | ||
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import ( | ||
"container/heap" | ||
"math/rand" | ||
"sort" | ||
"strconv" | ||
"testing" | ||
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"github.com/samber/lo" | ||
"github.com/stretchr/testify/assert" | ||
corev1 "k8s.io/api/core/v1" | ||
metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" | ||
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v1 "sigs.k8s.io/karpenter/pkg/apis/v1" | ||
) | ||
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func TestNodeClaimHeap_PopOrder(t *testing.T) { | ||
// Create NodeClaims with different pod counts | ||
nc1 := &NodeClaim{Pods: []*corev1.Pod{{}, {}}} // 2 pods | ||
nc2 := &NodeClaim{Pods: []*corev1.Pod{{}}} // 1 pod | ||
nc3 := &NodeClaim{Pods: []*corev1.Pod{{}, {}, {}}} // 3 pods | ||
nc4 := &NodeClaim{Pods: []*corev1.Pod{}} // 0 pods | ||
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// Initialize heap with NodeClaims | ||
h := NewNodeClaimHeap([]*NodeClaim{nc1, nc2, nc3, nc4}) | ||
heap.Init(h) | ||
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// Pop items and verify they come out in ascending order of pod count | ||
expected := []*NodeClaim{nc4, nc2, nc1, nc3} | ||
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for i := 0; i < len(expected); i++ { | ||
item := heap.Pop(h).(*NodeClaim) | ||
assert.Equal(t, len(expected[i].Pods), len(item.Pods), | ||
"Expected NodeClaim with %d pods, got %d pods", | ||
len(expected[i].Pods), len(item.Pods)) | ||
} | ||
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// Verify heap is empty | ||
assert.Equal(t, 0, h.Len(), "Heap should be empty after popping all items") | ||
} | ||
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func makeNodeClaims(size int) []*NodeClaim { | ||
nodeClaims := make([]*NodeClaim, 0, size) | ||
return lo.Map(nodeClaims, func(nc *NodeClaim, i int) *NodeClaim { | ||
podCount := rand.Intn(100) | ||
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pods := lo.Map(lo.Range(podCount), func(_ int, j int) *corev1.Pod { | ||
return &corev1.Pod{ | ||
ObjectMeta: metav1.ObjectMeta{Name: "pod-" + strconv.Itoa(j)}, | ||
} | ||
}) | ||
return &NodeClaim{Pods: pods} | ||
}) | ||
} | ||
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func cloneNodeClaims(original []*NodeClaim) []*NodeClaim { | ||
return lo.Map(original, func(nc *NodeClaim, _ int) *NodeClaim { | ||
copiedPods := lo.Map(nc.Pods, func(pod *corev1.Pod, _ int) *corev1.Pod { | ||
return &corev1.Pod{ | ||
ObjectMeta: metav1.ObjectMeta{Name: pod.Name}, | ||
} | ||
}) | ||
return &NodeClaim{ | ||
Pods: copiedPods, | ||
NodeClaimTemplate: NodeClaimTemplate{ | ||
NodeClaim: v1.NodeClaim{ | ||
Spec: v1.NodeClaimSpec{ | ||
Taints: []corev1.Taint{ | ||
{ | ||
Key: "custom-taint", | ||
Effect: corev1.TaintEffectNoSchedule, | ||
Value: "custom-value", | ||
}, | ||
}, | ||
}, | ||
}, | ||
}, | ||
} | ||
}) | ||
} | ||
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var nodeClaims = makeNodeClaims(3000) | ||
var noTolerationPod = &corev1.Pod{ | ||
Spec: corev1.PodSpec{ | ||
Tolerations: nil, | ||
}, | ||
} | ||
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func BenchmarkHeapSorting(b *testing.B) { | ||
// clone the nodeClaims as identical test data for benchmark | ||
nodeClaims := cloneNodeClaims(nodeClaims) | ||
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b.ResetTimer() | ||
for i := 0; i < b.N; i++ { | ||
h := NodeClaimHeap(nodeClaims) | ||
heap.Init(&h) | ||
for h.Len() > 0 { | ||
nodeClaim := heap.Pop(&h).(*NodeClaim) | ||
_ = nodeClaim.Add(noTolerationPod, nil) | ||
} | ||
} | ||
} | ||
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func BenchmarkSliceSorting(b *testing.B) { | ||
// clone the nodeClaims as identical test data for benchmark | ||
nodeClaims := cloneNodeClaims(nodeClaims) | ||
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b.ResetTimer() | ||
for i := 0; i < b.N; i++ { | ||
sort.Slice(nodeClaims, func(a, b int) bool { | ||
return len(nodeClaims[a].Pods) < len(nodeClaims[b].Pods) | ||
}) | ||
for _, nodeClaim := range nodeClaims { | ||
_ = nodeClaim.Add(noTolerationPod, nil) | ||
} | ||
} | ||
} |
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We should write some benchmarking tests to validate this makes things faster and by how much.
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+1
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I add some benchmark for evaluation, basically heap is better but not that much.