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add HorizontalPodAutoscaler stub to catalog
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apiVersion: autoscaling/v2 | ||
kind: HorizontalPodAutoscaler | ||
metadata: | ||
name: singlehost-inference-hpa | ||
spec: | ||
scaleTargetRef: | ||
apiVersion: apps/v1 | ||
kind: Deployment | ||
name: singlehost-inference-deployment-blueprint | ||
# TODO: also include stabilizing-windows, tolerance threshold, etc. |
6 changes: 6 additions & 0 deletions
6
serving-catalog/core/deployment/components/hpa/kustomization.yaml
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# kustomization.yaml | ||
apiVersion: kustomize.config.k8s.io/v1alpha1 | ||
kind: Component | ||
|
||
resources: | ||
- hpa.yaml |
20 changes: 20 additions & 0 deletions
20
serving-catalog/core/deployment/jetstream/gemma-7b-it/gke/hpa.patch.yaml
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apiVersion: autoscaling/v2 | ||
kind: HorizontalPodAutoscaler | ||
metadata: | ||
labels: | ||
app: gemma-7b-it-jetstream-inference-server | ||
name: gemma-7b-it-jetstream-hpa | ||
spec: | ||
# TODO: add best practices as defined at: | ||
# - https://cloud.google.com/kubernetes-engine/docs/how-to/machine-learning/inference/autoscaling-tpu | ||
# - https://cloud.google.com/kubernetes-engine/docs/how-to/machine-learning/inference/autoscaling | ||
minReplicas: 1 | ||
maxReplicas: 10 | ||
metrics: | ||
- type: Pods | ||
pods: | ||
metric: | ||
name: jetstream-token-latency-ms | ||
target: | ||
type: AverageValue | ||
averageValue: 50 |
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20 changes: 20 additions & 0 deletions
20
serving-catalog/core/deployment/jetstream/llama3-8b/gke/hpa.patch.yaml
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apiVersion: autoscaling/v2 | ||
kind: HorizontalPodAutoscaler | ||
metadata: | ||
labels: | ||
app: llama3-8b-jetstream-inference-server | ||
name: llama3-8b-jetstream-hpa | ||
spec: | ||
# TODO: add best practices as defined at: | ||
# - https://cloud.google.com/kubernetes-engine/docs/how-to/machine-learning/inference/autoscaling-tpu | ||
# - https://cloud.google.com/kubernetes-engine/docs/how-to/machine-learning/inference/autoscaling | ||
minReplicas: 1 | ||
maxReplicas: 10 | ||
metrics: | ||
- type: Pods | ||
pods: | ||
metric: | ||
name: jetstream-token-latency-ms | ||
target: | ||
type: AverageValue | ||
averageValue: 50 |
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17 changes: 17 additions & 0 deletions
17
serving-catalog/core/deployment/vllm/gemma-2b/gke/hpa.patch.yaml
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apiVersion: autoscaling/v2 | ||
kind: HorizontalPodAutoscaler | ||
metadata: | ||
labels: | ||
app: gemma-2b-vllm-inference-server | ||
name: gemma-2b-vllm-hpa | ||
spec: | ||
minReplicas: 1 | ||
maxReplicas: 10 | ||
metrics: | ||
- type: Pods | ||
pods: | ||
metric: | ||
name: vllm-token-latency-ms | ||
target: | ||
type: AverageValue | ||
averageValue: 50 |
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17 changes: 17 additions & 0 deletions
17
serving-catalog/core/deployment/vllm/llama3-8b/gke/hpa.patch.yaml
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@@ -0,0 +1,17 @@ | ||
apiVersion: autoscaling/v2 | ||
kind: HorizontalPodAutoscaler | ||
metadata: | ||
labels: | ||
app: llama3-8b-vllm-inference-server | ||
name: llama3-8b-vllm-hpa | ||
spec: | ||
minReplicas: 1 | ||
maxReplicas: 10 | ||
metrics: | ||
- type: Pods | ||
pods: | ||
metric: | ||
name: vllm-token-latency-ms | ||
target: | ||
type: AverageValue | ||
averageValue: 50 |
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