[README]

README.md

@@ -910,6 +910,31 @@ cog_agent = CogAgent()
 # Run the model on the tests
 cog_agent.run("Describe this scene", "images/1.jpg")
 
+```
+
+
+### `QwenVLMultiModal`
+A radically simple interface for QwenVLMultiModal comes complete with Quantization to turn it on just set quantize to true!
+
+```python
+from swarms import QwenVLMultiModal
+
+# Instantiate the QwenVLMultiModal model
+model = QwenVLMultiModal(
+    model_name="Qwen/Qwen-VL-Chat",
+    device="cuda",
+    quantize=True,
+)
+
+# Run the model
+response = model(
+    "Hello, how are you?", "https://example.com/image.jpg"
+)
+
+# Print the response
+print(response)
+
+
 ```
 
 ----

playground/models/llava.py

@@ -0,0 +1,16 @@
+from swarms import QwenVLMultiModal
+
+# Instantiate the QwenVLMultiModal model
+model = QwenVLMultiModal(
+    model_name="Qwen/Qwen-VL-Chat",
+    device="cuda",
+    quantize=True,
+)
+
+# Run the model
+response = model(
+    "Hello, how are you?", "https://example.com/image.jpg"
+)
+
+# Print the response
+print(response)

swarms/utils/agent_ops_wrapper.py

@@ -0,0 +1,45 @@
+import logging
+import agentops
+
+class AgentOpsWrapper:
+    """
+    A wrapper for the AgentOps client that adds error handling and logging.
+    """
+
+    def __init__(self, api_key):
+        """
+        Initialize the AgentOps client with the given API key.
+        """
+        self.client = agentops.Client(api_key)
+        self.logger = logging.getLogger(__name__)
+        self.logger.setLevel(logging.INFO)
+
+    def record_action(self, action_name):
+        """
+        Record an action with the given name.
+        """
+        def decorator(func):
+            def wrapper(*args, **kwargs):
+                try:
+                    self.client.record_action(action_name)
+                    result = func(*args, **kwargs)
+                    self.logger.info(f"Action {action_name} completed successfully.")
+                    return result
+                except Exception as e:
+                    self.logger.error(f"Error while recording action {action_name}: {e}")
+                    raise
+            return wrapper
+        return decorator
+
+    def end_session(self, status):
+        """
+        End the session with the given status.
+        """
+        try:
+            self.client.end_session(status)
+            self.logger.info(f"Session ended with status {status}.")
+        except Exception as e:
+            self.logger.error(f"Error while ending session: {e}")
+            raise
+        
+# agentops = AgentOpsWrapper(api_key)