diff --git a/docker-compose.yaml b/docker-compose.yaml
index 80f9459..8ef2c5a 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -1,6 +1,12 @@
 services:
   vllm-cpu-env:
-    image: ghcr.io/socialgouv/docker/vllm-cpu-env:latest
+    image: vllm/vllm-openai:latest
+    environment:
+      HUGGING_FACE_HUB_TOKEN: "${HUGGING_FACE_HUB_TOKEN}"
+    command:
+      - "--model=mistralai/Mistral-7B-v0.1"
+      - "--tensor-parallel-size=4"
+      - "--dtype=half" # https://github.com/vllm-project/vllm/issues/1157
     expose:
       - "8000"
     labels:
@@ -9,6 +15,15 @@ services:
       - "traefik.http.routers.vllm-cpu-env.tls.certresolver=myresolver"
       - "traefik.http.middlewares.main-auth.basicauth.users=${CREDENTIALS}"
       - "traefik.http.routers.vllm-cpu-env.middlewares=main-auth@docker"
+    runtime: nvidia  # Set the desired runtime for GPU support
+    ipc: host  # Set the IPC namespace to host
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
 
   reverse-proxy:
     image: traefik:v2.4
diff --git a/main.py b/main.py
index b7043e3..b1fb50d 100644
--- a/main.py
+++ b/main.py
@@ -17,6 +17,9 @@ def getRequiredEnv(key):
         sys.exit(1)
     return value
 
+def indentString(input_string, indent_level=4):
+    indent = ' ' * indent_level
+    return '\n'.join(indent + line for line in input_string.splitlines())
 
 if len(sys.argv) != 2:
     logger.error("Usage: python script.py <create|delete>")
@@ -39,6 +42,11 @@ def getRequiredEnv(key):
 imageId = getRequiredEnv("OVH_INSTANCE_IMAGE_ID")
 region = getRequiredEnv("OVH_REGION")
 authToken = getRequiredEnv("AUTH_TOKEN")
+huggingFaceHubToken = getRequiredEnv("HUGGING_FACE_HUB_TOKEN")
+
+f = open("docker-compose.yaml", "r")
+dockerCompose = indentString(f.read(), 8)
+
 userData = f"""
 #cloud-config
 
@@ -55,9 +63,12 @@ def getRequiredEnv(key):
 
         set -Eeuo pipefail
         cd /home/ubuntu
-        curl -O https://raw.githubusercontent.com/SocialGouv/vllm-managed-instance/main/docker-compose.yaml
+        cat <<'EOF' > docker-compose.yaml
+{dockerCompose}
+        EOF
         echo "HOST=$(curl -4 ifconfig.me)" >> .env
         echo "CREDENTIALS='$(htpasswd -nBb user {authToken})'" >> .env
+        echo "HUGGING_FACE_HUB_TOKEN='{huggingFaceHubToken}'" >> .env
         docker compose up -d --build
         touch /tmp/runcmd_finished
 
@@ -65,7 +76,6 @@ def getRequiredEnv(key):
   - su - ubuntu -c '/home/ubuntu/init.sh > init.log 2>&1'
 """
 
-
 def findInstance():
     instances = client.get(f"/cloud/project/{serviceName}/instance")
     if not instances: