diff --git a/swarms/models/ssd_1b.py b/swarms/models/ssd_1b.py
index 3e98a08c..7b17fdac 100644
--- a/swarms/models/ssd_1b.py
+++ b/swarms/models/ssd_1b.py
@@ -96,7 +96,9 @@ class SSD1B:
         byte_array = byte_stream.getvalue()
         return byte_array
 
-    @backoff.on_exception(backoff.expo, Exception, max_time=max_time_seconds)
+    @backoff.on_exception(
+        backoff.expo, Exception, max_time=max_time_seconds
+    )
     def __call__(self, task: str, neg_prompt: str):
         """
         Text to image conversion using the SSD1B API
@@ -124,7 +126,9 @@ class SSD1B:
         if task in self.cache:
             return self.cache[task]
         try:
-            img = self.pipe(prompt=task, neg_prompt=neg_prompt).images[0]
+            img = self.pipe(
+                prompt=task, neg_prompt=neg_prompt
+            ).images[0]
 
             # Generate a unique filename for the image
             img_name = f"{uuid.uuid4()}.{self.image_format}"
@@ -140,7 +144,10 @@ class SSD1B:
             # Handling exceptions and printing the errors details
             print(
                 colored(
-                    (f"Error running SSD1B: {error} try optimizing" " your api key and or try again"),
+                    (
+                        f"Error running SSD1B: {error} try optimizing"
+                        " your api key and or try again"
+                    ),
                     "red",
                 )
             )
@@ -148,7 +155,9 @@ class SSD1B:
 
     def _generate_image_name(self, task: str):
         """Generate a sanitized file name based on the task"""
-        sanitized_task = "".join(char for char in task if char.isalnum() or char in " _ -").rstrip()
+        sanitized_task = "".join(
+            char for char in task if char.isalnum() or char in " _ -"
+        ).rstrip()
         return f"{sanitized_task}.{self.image_format}"
 
     def _download_image(self, img: Image, filename: str):
@@ -183,7 +192,9 @@ class SSD1B:
             )
         )
 
-    def process_batch_concurrently(self, tasks: List[str], max_workers: int = 5):
+    def process_batch_concurrently(
+        self, tasks: List[str], max_workers: int = 5
+    ):
         """
 
         Process a batch of tasks concurrently
@@ -204,10 +215,16 @@ class SSD1B:
         >>> print(results)
 
         """
-        with concurrent.futures.ThreadPoolExecutor(max_workers=max_workers) as executor:
-            future_to_task = {executor.submit(self, task): task for task in tasks}
+        with concurrent.futures.ThreadPoolExecutor(
+            max_workers=max_workers
+        ) as executor:
+            future_to_task = {
+                executor.submit(self, task): task for task in tasks
+            }
             results = []
-            for future in concurrent.futures.as_completed(future_to_task):
+            for future in concurrent.futures.as_completed(
+                future_to_task
+            ):
                 task = future_to_task[future]
                 try:
                     img = future.result()
@@ -217,13 +234,20 @@ class SSD1B:
                 except Exception as error:
                     print(
                         colored(
-                            (f"Error running SSD1B: {error} try" " optimizing your api key and or try" " again"),
+                            (
+                                f"Error running SSD1B: {error} try"
+                                " optimizing your api key and or try"
+                                " again"
+                            ),
                             "red",
                         )
                     )
                     print(
                         colored(
-                            ("Error running SSD1B:" f" {error.http_status}"),
+                            (
+                                "Error running SSD1B:"
+                                f" {error.http_status}"
+                            ),
                             "red",
                         )
                     )
@@ -247,7 +271,9 @@ class SSD1B:
         """Str method for the SSD1B class"""
         return f"SSD1B(image_url={self.image_url})"
 
-    @backoff.on_exception(backoff.expo, Exception, max_tries=max_retries)
+    @backoff.on_exception(
+        backoff.expo, Exception, max_tries=max_retries
+    )
     def rate_limited_call(self, task: str):
         """Rate limited call to the SSD1B API"""
         return self.__call__(task)