diff --git a/playground/models/stable_diffusion.py b/playground/models/stable_diffusion.py
index 3ca69931b..3bb77c391 100644
--- a/playground/models/stable_diffusion.py
+++ b/playground/models/stable_diffusion.py
@@ -7,7 +7,39 @@
 load_dotenv()
 
 class StableDiffusion:
+    """
+    A class to interact with the Stable Diffusion API for image generation.
+
+    Attributes:
+    -----------
+    api_key : str
+        The API key for accessing the Stable Diffusion API.
+    api_host : str
+        The host URL of the Stable Diffusion API.
+    engine_id : str
+        The ID of the Stable Diffusion engine.
+    headers : dict
+        The headers for the API request.
+    output_dir : str
+        Directory where generated images will be saved.
+
+    Methods:
+    --------
+    generate_image(prompt: str, cfg_scale: int, height: int, width: int, samples: int, steps: int) -> List[str]:
+        Generates images based on a text prompt and returns a list of file paths to the generated images.
+    """
+
     def __init__(self, api_key: str, api_host: str = "https://api.stability.ai"):
+        """
+        Initializes the StableDiffusion class with the provided API key and host.
+
+        Parameters:
+        -----------
+        api_key : str
+            The API key for accessing the Stable Diffusion API.
+        api_host : str
+            The host URL of the Stable Diffusion API. Default is "https://api.stability.ai".
+        """
         self.api_key = api_key
         self.api_host = api_host
         self.engine_id = "stable-diffusion-v1-6"
@@ -20,6 +52,34 @@ def __init__(self, api_key: str, api_host: str = "https://api.stability.ai"):
         os.makedirs(self.output_dir, exist_ok=True)
 
     def generate_image(self, prompt: str, cfg_scale: int = 7, height: int = 1024, width: int = 1024, samples: int = 1, steps: int = 30) -> List[str]:
+        """
+        Generates images based on a text prompt.
+
+        Parameters:
+        -----------
+        prompt : str
+            The text prompt based on which the image will be generated.
+        cfg_scale : int
+            CFG scale parameter for image generation. Default is 7.
+        height : int
+            Height of the generated image. Default is 1024.
+        width : int
+            Width of the generated image. Default is 1024.
+        samples : int
+            Number of images to generate. Default is 1.
+        steps : int
+            Number of steps for the generation process. Default is 30.
+
+        Returns:
+        --------
+        List[str]:
+            A list of paths to the generated images.
+
+        Raises:
+        -------
+        Exception:
+            If the API response is not 200 (OK).
+        """
         response = requests.post(
             f"{self.api_host}/v1/generation/{self.engine_id}/text-to-image",
             headers=self.headers,
@@ -46,13 +106,7 @@ def generate_image(self, prompt: str, cfg_scale: int = 7, height: int = 1024, wi
 
         return image_paths
 
-# Example Usage
-if __name__ == "__main__":
-    api_key = os.getenv("STABILITY_API_KEY")
-    if not api_key:
-        raise Exception("Missing Stability API key.")
-
-    sd_api = StableDiffusion(api_key)
-    images = sd_api.generate_image("A lighthouse on a cliff")
-    for image_path in images:
-        print(f"Generated image saved at: {image_path}")
+# Usage example:
+# sd = StableDiffusion("your-api-key")
+# images = sd.generate_image("A scenic landscape with mountains")
+# print(images)