diff --git a/tests/test_exports.py b/tests/test_exports.py
index fb685177..8ea0b7c8 100644
--- a/tests/test_exports.py
+++ b/tests/test_exports.py
@@ -15,7 +15,6 @@ from ultralytics.utils import (
     LINUX,
     MACOS,
     WINDOWS,
-    Retry,
     checks,
 )
 from ultralytics.utils.torch_utils import TORCH_1_9, TORCH_1_13
@@ -69,8 +68,7 @@ def test_export_openvino_matrix(task, dynamic, int8, half, batch):
         file = Path(file)
         file = file.rename(file.with_stem(f"{file.stem}-{uuid.uuid4()}"))
     YOLO(file)([SOURCE] * batch, imgsz=64 if dynamic else 32)  # exported model inference
-    with Retry(times=3, delay=1):  # retry in case of potential lingering multi-threaded file usage errors
-        shutil.rmtree(file)
+    shutil.rmtree(file, ignore_errors=True)  # retry in case of potential lingering multi-threaded file usage errors
 
 
 @pytest.mark.slow
diff --git a/ultralytics/utils/__init__.py b/ultralytics/utils/__init__.py
index 6e41843a..28c7e336 100644
--- a/ultralytics/utils/__init__.py
+++ b/ultralytics/utils/__init__.py
@@ -806,8 +806,8 @@ class Retry(contextlib.ContextDecorator):
     """
     Retry class for function execution with exponential backoff.
 
-    Can be used as a decorator or a context manager to retry a function or block of code on exceptions, up to a
-    specified number of times with an exponentially increasing delay between retries.
+    Can be used as a decorator to retry a function on exceptions, up to a specified number of times with an
+    exponentially increasing delay between retries.
 
     Examples:
         Example usage as a decorator:
@@ -815,11 +815,6 @@ class Retry(contextlib.ContextDecorator):
         >>> def test_func():
         >>>     # Replace with function logic that may raise exceptions
         >>>     return True
-
-        Example usage as a context manager:
-        >>> with Retry(times=3, delay=2):
-        >>>     # Replace with code block that may raise exceptions
-        >>>     pass
     """
 
     def __init__(self, times=3, delay=2):
@@ -846,20 +841,6 @@ class Retry(contextlib.ContextDecorator):
 
         return wrapped_func
 
-    def __enter__(self):
-        """Enter the runtime context related to this object."""
-        self._attempts = 0
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        """Exit the runtime context related to this object with exponential backoff."""
-        if exc_type is not None:
-            self._attempts += 1
-            if self._attempts < self.times:
-                print(f"Retry {self._attempts}/{self.times} failed: {exc_value}")
-                time.sleep(self.delay * (2**self._attempts))  # exponential backoff delay
-                return True  # Suppresses the exception and retries
-        return False  # Re-raises the exception if retries are exhausted
-
 
 def threaded(func):
     """
diff --git a/ultralytics/utils/checks.py b/ultralytics/utils/checks.py
index 6f2807d3..e540b72a 100644
--- a/ultralytics/utils/checks.py
+++ b/ultralytics/utils/checks.py
@@ -33,7 +33,6 @@ from ultralytics.utils import (
     ROOT,
     TORCHVISION_VERSION,
     USER_CONFIG_DIR,
-    Retry,
     SimpleNamespace,
     ThreadingLocked,
     TryExcept,
@@ -390,8 +389,7 @@ def check_requirements(requirements=ROOT.parent / "requirements.txt", exclude=()
             try:
                 t = time.time()
                 assert ONLINE, "AutoUpdate skipped (offline)"
-                with Retry(times=2, delay=1):  # run up to 2 times with 1-second retry delay
-                    LOGGER.info(subprocess.check_output(f"pip install --no-cache-dir {s} {cmds}", shell=True).decode())
+                LOGGER.info(subprocess.check_output(f"pip install --no-cache-dir {s} {cmds}", shell=True).decode())
                 dt = time.time() - t
                 LOGGER.info(
                     f"{prefix} AutoUpdate success ✅ {dt:.1f}s, installed {n} package{'s' * (n > 1)}: {pkgs}\n"