diff --git a/docs/docs/integrations/llms/vllm.ipynb b/docs/docs/integrations/llms/vllm.ipynb
index 1e1baff963161..e68ca9525ad73 100644
--- a/docs/docs/integrations/llms/vllm.ipynb
+++ b/docs/docs/integrations/llms/vllm.ipynb
@@ -266,8 +266,18 @@
     "from langchain_community.llms import VLLM\n",
     "from vllm.lora.request import LoRARequest\n",
     "\n",
-    "llm = VLLM(model=\"meta-llama/Llama-2-7b-hf\", enable_lora=True)\n",
-    "\n",
+    "llm = VLLM(\n",
+    "    model=\"meta-llama/Llama-3.2-3B-Instruct\",\n",
+    "    max_new_tokens=300,\n",
+    "    top_k=1,\n",
+    "    top_p=0.90,\n",
+    "    temperature=0.1,\n",
+    "    vllm_kwargs={\n",
+    "        \"gpu_memory_utilization\": 0.5,\n",
+    "        \"enable_lora\": True,\n",
+    "        \"max_model_len\": 350,\n",
+    "    },\n",
+    ")\n",
     "LoRA_ADAPTER_PATH = \"path/to/adapter\"\n",
     "lora_adapter = LoRARequest(\"lora_adapter\", 1, LoRA_ADAPTER_PATH)\n",
     "\n",