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Add example: python Models client (#255)
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Add example that shows how to manage Models using python.
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nstogner authored Sep 28, 2024
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4 changes: 4 additions & 0 deletions docs/how-to/install-models.md
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Expand Up @@ -54,6 +54,10 @@ kubectl explain models.spec
kubectl explain models.spec.engine
```

## Programmatically installing models

See the [examples](https://github.com/substratusai/kubeai/tree/main/examples/k8s-api-clients).

## Feedback welcome: A model management UI

We are considering adding a UI for managing models in a running KubeAI instance. Give the [GitHub Issue](https://github.com/substratusai/kubeai/issues/148) a thumbs up if you would be interested in this feature.
162 changes: 162 additions & 0 deletions examples/k8s-api-clients/python/.gitignore
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40 changes: 40 additions & 0 deletions examples/k8s-api-clients/python/example.py
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from kubernetes import config, dynamic
from kubernetes.client import api_client

k8s_client = dynamic.DynamicClient(
api_client.ApiClient(configuration=config.load_kube_config())
)

models_client = k8s_client.resources.get(api_version="kubeai.org/v1", kind="Model")

model = {
"apiVersion": "kubeai.org/v1",
"kind": "Model",
"metadata": {
"name": "facebook-opt-125m",
"namespace": "default",
},
"spec": {
"features": ["TextGeneration"],
"owner": "facebook",
"url": "hf://facebook/opt-125m",
"engine": "VLLM",
"resourceProfile": "cpu:1",
},
}


models_client.create(body=model)

# Alternative: Use "server-side apply" (i.e. kubectl apply) to upsert the Model.
# models_client.patch(
# body=model,
# content_type="application/apply-patch+yaml",
# field_manager="my-example-app", # Set a field manager to track ownership of fields.
# )

created_model = models_client.get(name="facebook-opt-125m", namespace="default")
print(created_model)

# Optionally delete the Model.
# models_client.delete(name="facebook-opt-125m", namespace="default")
1 change: 1 addition & 0 deletions examples/k8s-api-clients/python/requirements.txt
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kubernetes==31.0.0

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