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k3dz0r merged 1 commit into from
Apr 6, 2026
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minor-fixes #417

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22 changes: 12 additions & 10 deletions docs/cli/Guides/swarm-vllm.md
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Original file line number Diff line number Diff line change
Expand Up @@ -12,14 +12,16 @@ This guide provides step-by-step instructions for deploying MedGemma and Apertus
- [kubectl](https://kubernetes.io/docs/tasks/tools/)
- [helm](https://helm.sh/docs/intro/install/)
- A domain
- For [MedGemma](https://huggingface.co/google/medgemma-1.5-4b-it): an HF_TOKEN from an account that has already accepted the model's terms
- For [MedGemma](https://huggingface.co/google/medgemma-1.5-4b-it): a Hugging Face token from an account that has already accepted the model's terms

Also, download and rename deployment scripts:

- [`deploy_medgemma_official.sh`](/files/deploy_medgemma_official.sh)
- [`deploy_apertus_official.sh`](/files/deploy_apertus_official.sh)

## 1. Sign in using MetaMask
## 1. Sign in to Super Swarm

In the Super Swarm dashboard, sign in using MetaMask:

<img src={require('../images/swarm-log-in.png').default} width="auto" height="auto" border="1"/>
<br/>
Expand Down Expand Up @@ -56,17 +58,17 @@ Replace `<xxxx-xxx-xxx-xxxx>-kubeconfig.yaml` with the name of the downloaded co

In both scripts (`deploy_medgemma_official.sh` and `deploy_apertus_official.sh`), find `BASE_DOMAIN="${BASE_DOMAIN:-monai-swarm.win}"` and replace `monai-swarm.win` with your domain.

## 6. Create an API key
## 6. Set the API key

Execute the following command and type a desired key:
Choose any password that will protect your API endpoints. Execute the following command and type your chosen secret (characters won't be displayed):

```shell
read -rs API_KEY && export API_KEY
```

## 7. Deploy the model

Apertus:
### Apertus

```shell
bash deploy_apertus_official.sh
Expand All @@ -84,7 +86,7 @@ max-num-seqs=8
max-num-batched-tokens=4096
```

MedGemma:
### MedGemma

```shell
export HF_TOKEN=hf_xxx
Expand All @@ -93,7 +95,7 @@ bash deploy_medgemma_official.sh

Replace `hf_xxx` with an HF_TOKEN.

Alternatively, create a `.hf_token` file next to `deploy_medgemma_official.sh`; the script will read it automatically.
Alternatively, create a `.hf_token` file with the token next to `deploy_medgemma_official.sh`; the script will read it automatically.

A working MedGemma config is already set in the script:

Expand Down Expand Up @@ -142,9 +144,9 @@ In the Super Swarm dashboard, go to **Kubernetes** and publish the cluster.
In the test requests below, replace:

- `<DOMAIN>` with your domain.
- `<API_KEY>` with the API key you set in [Step 6](/cli/guides/swarm-vllm#6-create-an-api-key).
- `<API_KEY>` with the key you set in [Step 6](/cli/guides/swarm-vllm#6-set-the-api-key).

Apertus:
### Apertus

```shell
curl https://apertus-vllm.<DOMAIN>/v1/completions \
Expand All @@ -158,7 +160,7 @@ curl https://apertus-vllm.<DOMAIN>/v1/completions \
}'
```

MedGemma:
### MedGemma

```shell
curl https://medgemma-vllm.<DOMAIN>/v1/chat/completions \
Expand Down
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