* Add a context manager to setup fresh session within, and refresh on…

… context exit (#2169)

* Refresh session b/w evaluate calls using the context manager

src/sparseml/core/utils/__init__.py

@@ -0,0 +1,15 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# flake8: noqa
+from .session_helpers import *

src/sparseml/core/utils/session_helpers.py

@@ -0,0 +1,31 @@
+# Copyright (c) 2021 - present / Neuralmagic, Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from contextlib import contextmanager
+
+import sparseml.core.session as session_manager
+
+
+@contextmanager
+def session_context_manager():
+    """
+    A context manager to setup a fresh session and reset it after the context
+    is exited.
+    """
+
+    active_session = session_manager.active_session()
+    active_session.reset()
+    yield
+    # reset the session after each context
+    active_session.reset()

src/sparseml/evaluation/evaluator.py

@@ -15,6 +15,7 @@
 
 from typing import Optional
 
+from sparseml.core.utils import session_context_manager
 from sparseml.evaluation.registry import SparseMLEvaluationRegistry
 from sparsezoo.evaluation.results import Result
 
@@ -43,15 +44,17 @@ def evaluate(
     :param batch_size: The batch size to use for evals, defaults to 1
     :return: The evaluation result as a Result object
     """
-
-    eval_integration = SparseMLEvaluationRegistry.resolve(
-        name=integration, datasets=datasets
-    )
-
-    if datasets is None:
-        # let the integration handle the default dataset
-        return eval_integration(model_path=model_path, batch_size=batch_size, **kwargs)
-
-    return eval_integration(
-        model_path=model_path, datasets=datasets, batch_size=batch_size, **kwargs
-    )
+    with session_context_manager():
+        eval_integration = SparseMLEvaluationRegistry.resolve(
+            name=integration, datasets=datasets
+        )
+
+        if datasets is None:
+            # let the integration handle the default dataset
+            return eval_integration(
+                model_path=model_path, batch_size=batch_size, **kwargs
+            )
+
+        return eval_integration(
+            model_path=model_path, datasets=datasets, batch_size=batch_size, **kwargs
+        )