feat: Add structure for XAI explain (from XAI SDK) (#502)

* feat: add cancel method to pipeline client * feat: add basic metadata structure for XAI explain

Author: ji-yaqi

google/cloud/aiplatform/explain/metadata/__init__.py

@@ -0,0 +1,15 @@
+# -*- coding: utf-8 -*-
+
+# Copyright 2021 Google LLC
+#
+# 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.

google/cloud/aiplatform/explain/metadata/metadata_builder.py

@@ -0,0 +1,34 @@
+# -*- coding: utf-8 -*-
+
+# Copyright 2021 Google LLC
+#
+# 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.
+
+
+"""Base abstract class for metadata builders."""
+
+import abc
+
+_ABC = abc.ABCMeta("ABC", (object,), {"__slots__": ()})
+
+
+class MetadataBuilder(_ABC):
+ """Abstract base class for metadata builders."""
+
+ @abc.abstractmethod
+ def save_model_with_metadata(self, filepath: str):
+ """Saves the model with metadata."""
+
+ @abc.abstractmethod
+ def get_metadata(self):
+ """Returns the current metadata as a dictionary."""

google/cloud/aiplatform/explain/metadata/tf/__init__.py

@@ -0,0 +1,15 @@
+# -*- coding: utf-8 -*-
+
+# Copyright 2021 Google LLC
+#
+# 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.