Add support for newer Evidently versions

src/zenml/cli/integration.py

@@ -57,7 +57,7 @@ def list_integrations() -> None:
     warning(
         "\n" + "To install the dependencies of a specific integration, type: "
     )
-    warning("zenml integration install EXAMPLE_NAME")
+    warning("zenml integration install INTEGRATION_NAME")
 
 
 @integration.command(
@@ -89,7 +89,7 @@ def get_requirements(integration_name: Optional[str] = None) -> None:
                 "\n" + "To install the dependencies of a "
                 "specific integration, type: "
             )
-            warning("zenml integration install EXAMPLE_NAME")
+            warning("zenml integration install INTEGRATION_NAME")
 
 
 @integration.command(

src/zenml/integrations/evidently/__init__.py

@@ -36,12 +36,7 @@ class EvidentlyIntegration(Integration):
     """[Evidently](https://github.com/evidentlyai/evidently) integration for ZenML."""
 
     NAME = EVIDENTLY
-    REQUIREMENTS = ["evidently>0.2.6,<=0.2.8"]  # supports old API and pyyaml 6
-
-    @staticmethod
-    def activate() -> None:
-        """Activate the Evidently integration."""
-        from zenml.integrations.evidently import materializers  # noqa
+    REQUIREMENTS = ["evidently>0.2.6"]  # supports pyyaml 6
 
     @classmethod
     def flavors(cls) -> List[Type[Flavor]]:

src/zenml/integrations/evidently/data_validators/evidently_data_validator.py

@@ -18,38 +18,13 @@
     Any,
     ClassVar,
     Dict,
-    List,
     Optional,
     Sequence,
     Tuple,
     Type,
 )
 
 import pandas as pd
-from evidently.dashboard import Dashboard  # type: ignore
-from evidently.dashboard.tabs import (  # type: ignore
-    CatTargetDriftTab,
-    ClassificationPerformanceTab,
-    DataDriftTab,
-    DataQualityTab,
-    NumTargetDriftTab,
-    ProbClassificationPerformanceTab,
-    RegressionPerformanceTab,
-)
-from evidently.dashboard.tabs.base_tab import Tab  # type: ignore
-from evidently.model_profile import Profile  # type: ignore
-from evidently.model_profile.sections import (  # type: ignore
-    CatTargetDriftProfileSection,
-    ClassificationPerformanceProfileSection,
-    DataDriftProfileSection,
-    DataQualityProfileSection,
-    NumTargetDriftProfileSection,
-    ProbClassificationPerformanceProfileSection,
-    RegressionPerformanceProfileSection,
-)
-from evidently.model_profile.sections.base_profile_section import (  # type: ignore
-    ProfileSection,
-)
 from evidently.pipeline.column_mapping import ColumnMapping  # type: ignore
 from evidently.report import Report  # type: ignore
 from evidently.test_suite import TestSuite  # type: ignore
@@ -66,62 +41,6 @@
 logger = get_logger(__name__)
 
 
-profile_mapper = {
-    "datadrift": DataDriftProfileSection,
-    "categoricaltargetdrift": CatTargetDriftProfileSection,
-    "numericaltargetdrift": NumTargetDriftProfileSection,
-    "dataquality": DataQualityProfileSection,
-    "classificationmodelperformance": ClassificationPerformanceProfileSection,
-    "regressionmodelperformance": RegressionPerformanceProfileSection,
-    "probabilisticmodelperformance": ProbClassificationPerformanceProfileSection,
-}
-
-dashboard_mapper = {
-    "dataquality": DataQualityTab,
-    "datadrift": DataDriftTab,
-    "categoricaltargetdrift": CatTargetDriftTab,
-    "numericaltargetdrift": NumTargetDriftTab,
-    "classificationmodelperformance": ClassificationPerformanceTab,
-    "regressionmodelperformance": RegressionPerformanceTab,
-    "probabilisticmodelperformance": ProbClassificationPerformanceTab,
-}
-
-
-def get_profile_sections_and_tabs(
-    profile_list: Optional[Sequence[str]],
-    verbose_level: int = 1,
-) -> Tuple[List[ProfileSection], List[Tab]]:
-    """Get the profile sections and dashboard tabs for a profile list.
-
-    Args:
-        profile_list: List of identifiers for Evidently profiles.
-        verbose_level: Verbosity level for the rendered dashboard. Use
-            0 for a brief dashboard, 1 for a detailed dashboard.
-
-    Returns:
-        A tuple of two lists of profile sections and tabs.
-
-    Raises:
-        ValueError: if the profile_section is not supported.
-    """
-    profile_list = profile_list or list(profile_mapper.keys())
-    try:
-        return (
-            [profile_mapper[profile]() for profile in profile_list],
-            [
-                dashboard_mapper[profile](verbose_level=verbose_level)
-                for profile in profile_list
-            ],
-        )
-    except KeyError as e:
-        nl = "\n"
-        raise ValueError(
-            f"Invalid profile sections: {profile_list} \n\n"
-            f"Valid and supported options are: {nl}- "
-            f'{f"{nl}- ".join(list(profile_mapper.keys()))}'
-        ) from e
-
-
 class EvidentlyDataValidator(BaseDataValidator):
     """Evidently data validator stack component."""
 
@@ -339,71 +258,3 @@ def data_validation(
         )
 
         return test_suite
-
-    def legacy_data_profiling(
-        self,
-        dataset: pd.DataFrame,
-        comparison_dataset: Optional[pd.DataFrame] = None,
-        profile_list: Optional[Sequence[str]] = None,
-        column_mapping: Optional[ColumnMapping] = None,
-        verbose_level: int = 1,
-        profile_options: Sequence[Tuple[str, Dict[str, Any]]] = [],
-        dashboard_options: Sequence[Tuple[str, Dict[str, Any]]] = [],
-        **kwargs: Any,
-    ) -> Tuple[Profile, Dashboard]:
-        """Analyze a dataset and generate a data profile with Evidently.
-
-        The method takes in an optional list of Evidently options to be passed
-        to the profile constructor (`profile_options`) and the dashboard
-        constructor (`dashboard_options`). Each element in the list must be
-        composed of two items: the first is a full class path of an Evidently
-        option `dataclass`, the second is a dictionary of kwargs with the actual
-        option parameters.
-
-        Args:
-            dataset: Target dataset to be profiled.
-            comparison_dataset: Optional dataset to be used for data profiles
-                that require a baseline for comparison (e.g data drift profiles).
-            profile_list: Optional list identifying the categories of Evidently
-                data profiles to be generated.
-            column_mapping: Properties of the DataFrame columns used
-            verbose_level: Level of verbosity for the Evidently dashboards. Use
-                0 for a brief dashboard, 1 for a detailed dashboard.
-            profile_options: Optional list of options to pass to the
-                profile constructor.
-            dashboard_options: Optional list of options to pass to the
-                dashboard constructor.
-            **kwargs: Extra keyword arguments (unused).
-
-        Returns:
-            The Evidently Profile and Dashboard objects corresponding to the set
-            of generated profiles.
-        """
-        logger.warning(
-            "The ZenML Evidently data profile step and data validator "
-            "methods that are still using Evidently Profile and Dashboard "
-            "objects are deprecated and will be removed in a future release. "
-            "Please use the new data report step and data validator methods "
-            "that make use of the Evidently Report and Test Suite objects "
-            "instead."
-        )
-
-        sections, tabs = get_profile_sections_and_tabs(
-            profile_list, verbose_level
-        )
-        unpacked_profile_options = self._unpack_options(profile_options)
-        unpacked_dashboard_options = self._unpack_options(dashboard_options)
-
-        dashboard = Dashboard(tabs=tabs, options=unpacked_dashboard_options)
-        dashboard.calculate(
-            reference_data=dataset,
-            current_data=comparison_dataset,
-            column_mapping=column_mapping,
-        )
-        profile = Profile(sections=sections, options=unpacked_profile_options)
-        profile.calculate(
-            reference_data=dataset,
-            current_data=comparison_dataset,
-            column_mapping=column_mapping,
-        )
-        return profile, dashboard

src/zenml/integrations/evidently/steps/__init__.py

@@ -20,6 +20,3 @@
 from zenml.integrations.evidently.steps.evidently_test import (
     evidently_test_step,
 )
-from zenml.integrations.evidently.steps.evidently_profile import (
-    evidently_profile_step,
-)