2.7.3 (#63)

ads/ads_version.json

@@ -1,3 +1,3 @@
 {
-  "version": "2.7.2"
+  "version": "2.7.3"
 }

ads/catalog/model.py

@@ -51,6 +51,7 @@
 )
 from ads.dataset.progress import DummyProgressBar, TqdmProgressBar
 from ads.feature_engineering.schema import Schema
+from ads.model.model_version_set import ModelVersionSet, _extract_model_version_set_id
 from ads.model.deployment.model_deployer import ModelDeployer
 from oci.data_science.data_science_client import DataScienceClient
 from oci.data_science.models import (
@@ -72,6 +73,8 @@
     "description",
     "freeform_tags",
     "defined_tags",
+    "model_version_set_id",
+    "version_label",
 ]
 _MODEL_PROVENANCE_ATTRIBUTES = ModelProvenance().swagger_types.keys()
 _ETAG_KEY = "ETag"
@@ -1284,6 +1287,8 @@ def upload_model(
         bucket_uri: Optional[str] = None,
         remove_existing_artifact: Optional[bool] = True,
         overwrite_existing_artifact: Optional[bool] = True,
+        model_version_set: Optional[Union[str, ModelVersionSet]] = None,
+        version_label: Optional[str] = None,
     ):
         """
         Uploads the model artifact to cloud storage.
@@ -1315,6 +1320,10 @@ def upload_model(
             Whether artifacts uploaded to object storage bucket need to be removed or not.
         overwrite_existing_artifact: (bool, optional). Defaults to `True`.
             Overwrite target bucket artifact if exists.
+        model_version_set: (Union[str, ModelVersionSet], optional). Defaults to None.
+            The Model version set OCID, or name, or `ModelVersionSet` instance.
+        version_label: (str, optional). Defaults to None.
+            The model version label.
 
         Returns
         -------
@@ -1340,6 +1349,9 @@ def upload_model(
                 )
             copy_artifact_to_os = True
 
+        # extract model_version_set_id from model_version_set attribute or environment
+        # variables in case of saving model in context of model version set.
+        model_version_set_id = _extract_model_version_set_id(model_version_set)
         # Set default display_name if not specified - randomly generated easy to remember name generated
         display_name = display_name or utils.get_random_name_for_resource()
 
@@ -1373,6 +1385,8 @@ def upload_model(
                 else '{"schema": []}',
                 freeform_tags=freeform_tags,
                 defined_tags=defined_tags,
+                model_version_set_id=model_version_set_id,
+                version_label=version_label,
             )
             model = self.ds_client.create_model(create_model_details)
 

ads/catalog/summary.py

@@ -68,6 +68,10 @@ def __init__(self, entity_list, datetime_format=utils.date_format):
             self.df["compartment_id"] = "..." + self.df["compartment_id"].str[-6:]
             if "project_id" in ordered_columns:
                 self.df["project_id"] = "..." + self.df["project_id"].str[-6:]
+            if "model_version_set_id" in ordered_columns:
+                self.df["model_version_set_id"] = (
+                    "..." + self.df["model_version_set_id"].str[-6:]
+                )
             self.df["time_created"] = pd.to_datetime(
                 self.df["time_created"]
             ).dt.strftime(datetime_format)

ads/common/auth.py

@@ -1,9 +1,10 @@
 #!/usr/bin/env python
 # -*- coding: utf-8; -*-
 
-# Copyright (c) 2021, 2022 Oracle and/or its affiliates.
+# Copyright (c) 2021, 2023 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
+import copy
 import os
 from dataclasses import dataclass
 from typing import Callable, Dict, Optional, Any
@@ -16,6 +17,7 @@
 
 import ads.telemetry
 from ads.common import logger
+from ads.common.decorator.deprecate import deprecated
 from ads.common.extended_enum import ExtendedEnumMeta
 
 
@@ -255,7 +257,7 @@ def create_signer(
 
     Parameters
     ----------
-    auth: Optional[str], default 'api_key'
+    auth_type: Optional[str], default 'api_key'
         'api_key', 'resource_principal' or 'instance_principal'. Enable/disable resource principal identity,
          instance principal or keypair identity in a notebook session
     oci_config_location: Optional[str], default oci.config.DEFAULT_LOCATION, which is '~/.oci/config'
@@ -378,6 +380,10 @@ def default_signer(client_kwargs: Optional[Dict] = None) -> Dict:
         return signer_generator(signer_args).create_signer()
 
 
+@deprecated(
+    "2.7.3",
+    details="Deprecated, use: from ads.common.auth import create_signer. https://accelerated-data-science.readthedocs.io/en/latest/user_guide/cli/authentication.html#overriding-defaults.",
+)
 def get_signer(
     oci_config: Optional[str] = None, oci_profile: Optional[str] = None, **client_kwargs
 ) -> Dict:
@@ -686,6 +692,10 @@ class OCIAuthContext:
     >>>     df_run = DataFlowRun.from_ocid(run_id)
     """
 
+    @deprecated(
+        "2.7.3",
+        details="Deprecated, use: from ads.common.auth import AuthContext",
+    )
     def __init__(self, profile: str = None):
         """
         Initialize class OCIAuthContext and saves global state of authentication type and configuration profile.
@@ -700,6 +710,10 @@ def __init__(self, profile: str = None):
         self.prev_profile = AuthState().oci_key_profile
         self.oci_cli_auth = AuthState().oci_cli_auth
 
+    @deprecated(
+        "2.7.3",
+        details="Deprecated, use: from ads.common.auth import AuthContext",
+    )
     def __enter__(self):
         """
         When called by the 'with' statement and if 'profile' provided - 'api_key' authentication with 'profile' used.
@@ -718,3 +732,67 @@ def __exit__(self, exc_type, exc_val, exc_tb):
         When called by the 'with' statement restores initial state of authentication type and profile value.
         """
         ads.set_auth(auth=self.prev_mode, profile=self.prev_profile)
+
+
+class AuthContext:
+    """
+    AuthContext used in 'with' statement for properly managing global authentication type, signer, config
+    and global configuration parameters.
+
+    Examples
+    --------
+    >>> from ads import set_auth
+    >>> from ads.jobs import DataFlowRun
+    >>> with AuthContext(auth='resource_principal'):
+    >>>     df_run = DataFlowRun.from_ocid(run_id)
+
+    >>> from ads.model.framework.sklearn_model import SklearnModel
+    >>> model = SklearnModel.from_model_artifact(uri="model_artifact_path", artifact_dir="model_artifact_path")
+    >>> set_auth(auth='api_key', oci_config_location="~/.oci/config")
+    >>> with AuthContext(auth='api_key', oci_config_location="~/another_config_location/config"):
+    >>>     # upload model to Object Storage using config from another_config_location/config
+    >>>     model.upload_artifact(uri="oci://bucket@namespace/prefix/")
+    >>> # upload model to Object Storage using config from ~/.oci/config, which was set before 'with AuthContext():'
+    >>> model.upload_artifact(uri="oci://bucket@namespace/prefix/")
+    """
+
+    def __init__(self, **kwargs):
+        """
+        Initialize class AuthContext and saves global state of authentication type, signer, config
+        and global configuration parameters.
+
+        Parameters
+        ----------
+        **kwargs: optional, list of parameters passed to ads.set_auth() method, which can be:
+            auth: Optional[str], default 'api_key'
+                'api_key', 'resource_principal' or 'instance_principal'. Enable/disable resource principal
+                identity, instance principal or keypair identity
+            oci_config_location: Optional[str], default oci.config.DEFAULT_LOCATION, which is '~/.oci/config'
+                config file location
+            profile: Optional[str], default is DEFAULT_PROFILE, which is 'DEFAULT'
+                 profile name for api keys config file
+            config: Optional[Dict], default {}
+                created config dictionary
+            signer: Optional[Any], default None
+                created signer, can be resource principals signer, instance principal signer or other
+            signer_callable: Optional[Callable], default None
+                a callable object that returns signer
+            signer_kwargs: Optional[Dict], default None
+                parameters accepted by the signer
+        """
+        self.kwargs = kwargs
+
+    def __enter__(self):
+        """
+        When called by the 'with' statement current state of authentication type, signer, config
+        and configuration parameters saved.
+        """
+        self.previous_state = copy.deepcopy(AuthState())
+        set_auth(**self.kwargs)
+
+    def __exit__(self, exc_type, exc_val, exc_tb):
+        """
+        When called by the 'with' statement initial state of authentication type, signer, config
+        and configuration parameters restored.
+        """
+        AuthState().__dict__.update(self.previous_state.__dict__)

ads/common/ipython.py

@@ -4,8 +4,22 @@
 # Copyright (c) 2022 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
 import sys
-from ads.common import logger
+
+# TODO - Revisit this as part of ADS logging changes https://jira.oci.oraclecorp.com/browse/ODSC-36245
+# Use a unique logger that we can individually configure without impacting other log statements.
+# We don't want the logger name to mention "ads", since this logger will report any exception that happens in a
+# notebook cell, and we don't want customers incorrectly assuming that ADS is somehow responsible for every error.
+logger = logging.getLogger("ipython.traceback")
+# Set propagate to False so logs aren't passed back up to the root logger handlers. There are some places in ADS
+# where logging.basicConfig() is called. This changes root logger configurations. The user could import/use code that
+# invokes the logging.basicConfig() function at any time, making the behavior of the root logger unpredictable.
+logger.propagate = False
+logger.handlers.clear()
+traceback_handler = logging.StreamHandler()
+traceback_handler.setFormatter(logging.Formatter("%(levelname)s - %(message)s"))
+logger.addHandler(traceback_handler)
 
 
 def _log_traceback(self, exc_tuple=None, **kwargs):
@@ -15,7 +29,8 @@ def _log_traceback(self, exc_tuple=None, **kwargs):
         print("No traceback available to show.", file=sys.stderr)
         return
     msg = etype.__name__, str(value)
-    logger.error("ADS Exception", exc_info=(etype, value, tb))
+    # User a generic message that makes no mention of ADS.
+    logger.error("Exception", exc_info=(etype, value, tb))
     sys.stderr.write("{0}: {1}".format(*msg))
 
 

ads/common/model_artifact.py

@@ -81,6 +81,7 @@
 from ads.common.decorator.deprecate import deprecated
 from ads.feature_engineering.schema import DataSizeTooWide, Schema, SchemaSizeTooLarge
 from ads.model.extractor.model_info_extractor_factory import ModelInfoExtractorFactory
+from ads.model.model_version_set import ModelVersionSet
 from ads.model.common.utils import fetch_manifest_from_conda_location
 from git import InvalidGitRepositoryError, Repo
 
@@ -714,6 +715,8 @@ def save(
         defined_tags=None,
         bucket_uri: Optional[str] = None,
         remove_existing_artifact: Optional[bool] = True,
+        model_version_set: Optional[Union[str, ModelVersionSet]] = None,
+        version_label: Optional[str] = None,
     ):
         """
         Saves the model artifact in the model catalog.
@@ -757,6 +760,10 @@ def save(
             size is greater than 2GB. Example: `oci://<bucket_name>@<namespace>/prefix/`
         remove_existing_artifact: (bool, optional). Defaults to `True`.
             Whether artifacts uploaded to object storage bucket need to be removed or not.
+        model_version_set: (Union[str, ModelVersionSet], optional). Defaults to None.
+            The Model version set OCID, or name, or `ModelVersionSet` instance.
+        version_label: (str, optional). Defaults to None.
+            The model version label.
 
         Examples
         ________
@@ -894,6 +901,8 @@ def save(
                 defined_tags=defined_tags,
                 bucket_uri=bucket_uri,
                 remove_existing_artifact=remove_existing_artifact,
+                model_version_set=model_version_set,
+                version_label=version_label,
             )
         except oci.exceptions.RequestException as e:
             if "The write operation timed out" in str(e):

ads/common/utils.py

@@ -737,7 +737,9 @@ def default(self, obj):
             ),
         ):
             return int(obj)
-        elif isinstance(obj, (np.float_, np.float16, np.float32, np.float64)):
+        elif isinstance(
+            obj, (np.float_, np.float16, np.float32, np.float64, np.double)
+        ):
             return float(obj)
         elif isinstance(obj, (np.ndarray,)):
             return obj.tolist()

ads/dataset/classification_dataset.py

@@ -229,7 +229,7 @@ def mapper(df, column_name, arg):
                 df[column_name] = df[column_name].map(arg)
                 return df
 
-            df = df.map_partitions(mapper, target, update_arg)
+            df = mapper(df, target, update_arg)
             sampled_df = mapper(sampled_df, target, update_arg)
         ClassificationDataset.__init__(
             self, df, sampled_df, target, target_type, shape, **kwargs

ads/dataset/dataset.py

@@ -1034,7 +1034,7 @@ def _convert_dtypes_to_avro_types(self):
                 avro_dtype = "double"
             elif "float" in str(dtype):
                 avro_dtype = "float"
-            elif dtype == np.bool:
+            elif dtype == np.bool_:
                 avro_dtype = "boolean"
             else:
                 avro_dtype = "string"

ads/dataset/factory.py

@@ -828,9 +828,6 @@ def read_log(path, **kwargs):
             },
             **kwargs,
         )
-        df["time"] = df["time"].map_partitions(
-            pd.to_datetime, utc=True, meta="datetime64[ns]"
-        )
         return df
 
     @staticmethod

ads/dbmixin/db_pandas_accessor.py

@@ -1,7 +1,7 @@
 #!/usr/bin/env python
 # -*- coding: utf-8 -*--
 
-# Copyright (c) 2021, 2022 Oracle and/or its affiliates.
+# Copyright (c) 2021, 2023 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
 from ads.bds.big_data_service import ADSHiveConnection
@@ -33,7 +33,7 @@ def get(cls, engine="oracle"):
 
         if not Connection:
             if engine == "mysql":
-                print("Requires mysql-connection-python package to use mysql engine")
+                print("Requires mysql-connector-python package to use mysql engine")
             elif engine == "oracle":
                 print(
                     f"The `oracledb` or `cx_Oracle` module was not found. Please run "
@@ -102,6 +102,7 @@ def to_sql(
         if_exists: str = "fail",
         batch_size=100000,
         engine="oracle",
+        encoding="utf-8",
     ):
         """To save the dataframe df to database.
 
@@ -120,6 +121,8 @@ def to_sql(
             Inserting in batches improves insertion performance. Choose this value based on available memore and network bandwidth.
         engine: {'oracle', 'mysql'}, default 'oracle'
             Select the database type - MySQL or Oracle to store the data
+        encoding: str, default is "utf-8"
+            Encoding provided will be used for ecoding all columns, when inserting into table
 
 
         Returns
@@ -146,5 +149,5 @@ def to_sql(
 
         Connection = ConnectionFactory.get(engine)
         return Connection(**connection_parameters).insert(
-            table_name, self._obj, if_exists, batch_size
+            table_name, self._obj, if_exists, batch_size, encoding
         )

ads/jobs/builders/infrastructure/dataflow.py

@@ -35,6 +35,13 @@
 CONDA_PACK_SUFFIX = "#conda"
 
 
+def conda_pack_name_to_dataflow_config(conda_uri):
+    return {
+        "spark.archives": conda_uri + CONDA_PACK_SUFFIX,  # .replace(" ", "%20")
+        "dataflow.auth": "resource_principal",
+    }
+
+
 class DataFlowApp(OCIModelMixin, oci.data_flow.models.Application):
     @classmethod
     def init_client(cls, **kwargs) -> oci.data_flow.data_flow_client.DataFlowClient:
@@ -778,12 +785,7 @@ def create(self, runtime: DataFlowRuntime, **kwargs) -> "DataFlow":
             else:
                 raise ValueError(f"Conda built type not understood: {conda_type}.")
             runtime_config = runtime.configuration or dict()
-            runtime_config.update(
-                {
-                    "spark.archives": conda_uri.replace(" ", "%20") + CONDA_PACK_SUFFIX,
-                    "dataflow.auth": "resource_principal",
-                }
-            )
+            runtime_config.update(conda_pack_name_to_dataflow_config(conda_uri))
             runtime.with_configuration(runtime_config)
         payload.update(
             {