diff --git a/clearml/binding/frameworks/catboost_bind.py b/clearml/binding/frameworks/catboost_bind.py
index 0ac8f4c4..d83e5ac9 100644
--- a/clearml/binding/frameworks/catboost_bind.py
+++ b/clearml/binding/frameworks/catboost_bind.py
@@ -39,10 +39,9 @@ def _patch_model_io():
             CatBoostClassifier.fit = _patched_call(CatBoostClassifier.fit, PatchCatBoostModelIO._fit)
             CatBoostRegressor.fit = _patched_call(CatBoostRegressor.fit, PatchCatBoostModelIO._fit)
             CatBoostRanker.fit = _patched_call(CatBoostRegressor.fit, PatchCatBoostModelIO._fit)
-        except ImportError:
-            pass
-        except Exception:
-            pass
+        except Exception as e:
+            logger = PatchCatBoostModelIO.__main_task.get_logger()
+            logger.report_text("Failed patching Catboost. Exception is: '" + str(e) + "'")
 
     @staticmethod
     def _save(original_fn, obj, f, *args, **kwargs):
@@ -94,7 +93,17 @@ def _load(original_fn, f, *args, **kwargs):
     def _fit(original_fn, obj, *args, **kwargs):
         callbacks = kwargs.get("callbacks") or []
         kwargs["callbacks"] = callbacks + [PatchCatBoostModelIO.__callback_cls(task=PatchCatBoostModelIO.__main_task)]
-        return original_fn(obj, *args, **kwargs)
+        # noinspection PyBroadException
+        try:
+            return original_fn(obj, *args, **kwargs)
+        except Exception:
+            logger = PatchCatBoostModelIO.__main_task.get_logger()
+            logger.report_text(
+                "Catboost metrics logging is not supported for GPU. "
+                "See https://github.com/catboost/catboost/issues/1792"
+            )
+            del kwargs["callbacks"]
+            return original_fn(obj, *args, **kwargs)
 
     @staticmethod
     def _generate_training_callback_class():