Merge branch 'main' into dependabot/pip/protobuf-6.33.5

Author: mrDzurb

ads/opctl/operator/lowcode/forecast/model/arima.py

@@ -1,6 +1,6 @@
 #!/usr/bin/env python
 
-# Copyright (c) 2023, 2025 Oracle and/or its affiliates.
+# Copyright (c) 2023, 2026 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
 import logging
@@ -94,7 +94,7 @@ def _train_model(self, i, s_id, df, model_kwargs):
                 # Build and fit model
                 model = pm.auto_arima(y=y, X=X_in, **model_kwargs)
 
-            fitted_values = model.predict_in_sample(X=X_in).values
+            fitted_values = model.predict_in_sample(X=X_in).values[model.order[1]:]
 
             # Predict and format forecast
             yhat, conf_int = model.predict(

ads/opctl/operator/lowcode/forecast/whatifserve/deployment_manager.py

@@ -1,5 +1,5 @@
 #!/usr/bin/env python
-# Copyright (c) 2023, 2024 Oracle and/or its affiliates.
+# Copyright (c) 2023, 2026 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
 import os
@@ -125,12 +125,12 @@ def _copy_score_file(self):
 
     def save_to_catalog(self):
         """Save the model to a model catalog"""
+        is_oci = ObjectStorageDetails.is_oci_path(self.pickle_file_path)
+        storage_signer = default_signer() if is_oci else {}
         with fsspec.open(
                 self.pickle_file_path,
                 "rb",
-                **(
-                        default_signer() if ObjectStorageDetails.is_oci_path(self.pickle_file_path) else {}
-                ),
+                **storage_signer,
         ) as f:
             self.model_obj = pickle.load(f)
 

docs/source/user_guide/operators/forecast_operator/index.rst

@@ -12,8 +12,8 @@ On a Notebook Session (OCI Data Science)
 
 .. code-block:: bash
 
-  odsc conda install -s forecast_p311_cpu_x86_64_v6 
-  conda activate /home/datascience/conda/forecast_p311_cpu_x86_64_v6
+  odsc conda install -s forecast_p311_cpu_x86_64_v13
+  conda activate /home/datascience/conda/forecast_p311_cpu_x86_64_v13
 
 .. image:: ./images/forecast_conda.png
 

docs/source/user_guide/operators/forecast_operator/install.rst

@@ -44,6 +44,6 @@ To install:
 
 .. code-block:: bash
 
-    conda activate /home/datascience/conda/forecast_p311_cpu_x86_64_v6
+    conda activate /home/datascience/conda/forecast_p311_cpu_x86_64_v13
 
 That's it. Your environment is ready to run Operators!