diff --git a/agents-flex-llm/agents-flex-llm-vllm/src/test/java/com/agentsflex/llm/vllm/test/VLlmTest.java b/agents-flex-llm/agents-flex-llm-vllm/src/test/java/com/agentsflex/llm/vllm/test/VLlmTest.java
new file mode 100644
index 0000000..fd91446
--- /dev/null
+++ b/agents-flex-llm/agents-flex-llm-vllm/src/test/java/com/agentsflex/llm/vllm/test/VLlmTest.java
@@ -0,0 +1,65 @@
+package com.agentsflex.llm.vllm.test;
+
+import com.agentsflex.core.document.Document;
+import com.agentsflex.core.llm.Llm;
+import com.agentsflex.core.llm.response.AiMessageResponse;
+import com.agentsflex.core.message.AiMessage;
+import com.agentsflex.core.message.HumanImageMessage;
+import com.agentsflex.core.prompt.FunctionPrompt;
+import com.agentsflex.core.prompt.HistoriesPrompt;
+import com.agentsflex.core.prompt.ImagePrompt;
+import com.agentsflex.core.store.VectorData;
+import com.agentsflex.core.util.ImageUtil;
+import com.agentsflex.core.util.LogUtil;
+import com.agentsflex.llm.vllm.VLlmLlm;
+import com.agentsflex.llm.vllm.VLlmLlmConfig;
+import org.junit.Test;
+
+public class VLlmTest {
+
+    public static void main(String[] args) throws InterruptedException {
+        VLlmLlmConfig config = new VLlmLlmConfig();
+
+        //https://docs.vllm.ai/en/latest/api/inference_params.html
+        config.setApiKey("*************************************");
+        config.setModel("qwen2.5-vl-7b");
+        Llm llm = new VLlmLlm(config);
+        HistoriesPrompt prompt = new HistoriesPrompt();
+        ImagePrompt imagePrompt = new ImagePrompt("这个图片干什么的");
+        imagePrompt.setImageBase64("data:image/jpeg;base64," + ImageUtil.imageUrlToBase64("https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241022/emyrja/dog_and_girl.jpeg"));
+        prompt.addMessage(new HumanImageMessage(imagePrompt));
+
+        llm.chatStream(prompt, (context, response) -> {
+            AiMessage message = response.getMessage();
+            LogUtil.println(">>>> " + message.getContent());
+        });
+
+        Thread.sleep(10000);
+    }
+
+
+    @Test
+    public void testFunctionCalling() throws InterruptedException {
+        VLlmLlmConfig config = new VLlmLlmConfig();
+        config.setApiKey("*****************");
+
+        Llm llm = new VLlmLlm(config);
+
+        FunctionPrompt prompt = new FunctionPrompt("今天北京的天气怎么样", WeatherFunctions.class);
+        AiMessageResponse response = llm.chat(prompt);
+
+        System.out.println(response.callFunctions());
+        // "Today it will be dull and overcast in 北京"
+    }
+
+
+    @Test
+    public void testEmbedding() throws InterruptedException {
+        VLlmLlmConfig config = new VLlmLlmConfig();
+        config.setApiKey("********************");
+        Llm llm = new VLlmLlm(config);
+        VectorData vectorData = llm.embed(Document.of("test"));
+        System.out.println(vectorData);
+    }
+
+}