[Docs] heterogenous gpu docs added #545
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nwangfw
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nwangfw
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zhangjyr
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Dec 31, 2024
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I think we should further document
- How podautoscaler should configured to read metricsSources
- The new label I added to the deployment as "model.aibrix.ai/min_replicas" in
apiVersion: apps/v1
kind: Deployment
metadata:
name: simulator-llama2-7b-a100
labels:
model.aibrix.ai/name: "llama2-7b"
model.aibrix.ai/min_replicas: "1" # min replica for gpu optimizer when no workloads.
| kubectl -n aibrix-system port-forward svc/aibrix-redis-master 6379:6379 1>/dev/null 2>&1 & | ||
|
|
||
| cd $AIBRIX_HOME/python/aibrix/aibrix/gpu_optimizer | ||
| make DP=simulator-llama2-7b-a100 COST=0.1gen-profile |
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There's a typo here: missing " " before gen-profile. Plus. it will be better to set cost of A100 large than a40, e.g., cost=1
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@zhangjyr can you take another look?
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There's a typo here: missing " " before gen-profile. Plus. it will be better to set cost of A100 large than a40, e.g., cost=1
Thanks for finding this typo. I intended to type 1.0 rather then 0.1.
Thanks for your suggestions. I have added two new parts accordingly. |
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* heterogenous gpu docs added * added podAutoscaler and minReplicas config
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Pull Request Description
A blog post introducing heterogeneous GPU inference, along with a deployment example is added.
Related Issues
Partially resolves: #390
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