Improved deprecation messages for artifact configs and run metadata

src/zenml/artifacts/artifact_config.py

@@ -104,15 +104,18 @@ def _remove_old_attributes(cls, data: Dict[str, Any]) -> Dict[str, Any]:
             )
         elif is_model_artifact:
             logger.warning(
-                "`ArtifactConfig.is_model_artifact` is deprecated and will be "
-                "removed soon. Use `ArtifactConfig.artifact_type` instead."
+                "`ArtifactConfig(..., is_model_artifact=True)` is deprecated "
+                "and will be removed soon. Use `ArtifactConfig(..., "
+                "artifact_type=ArtifactType.MODEL)` instead. For more info: "
+                "https://docs.zenml.io/user-guide/starter-guide/manage-artifacts"
             )
             data.setdefault("artifact_type", ArtifactType.MODEL)
         elif is_deployment_artifact:
             logger.warning(
-                "`ArtifactConfig.is_deployment_artifact` is deprecated and "
-                "will be removed soon. Use `ArtifactConfig.artifact_type` "
-                "instead."
+                "`ArtifactConfig(..., is_deployment_artifact=True)` is "
+                "deprecated and will be removed soon. Use `ArtifactConfig(..., "
+                "artifact_type=ArtifactType.SERVICE)` instead. For more info: "
+                "https://docs.zenml.io/user-guide/starter-guide/manage-artifacts"
             )
             data.setdefault("artifact_type", ArtifactType.SERVICE)
 

src/zenml/artifacts/utils.py

@@ -414,7 +414,9 @@ def log_artifact_metadata(
     """
     logger.warning(
         "The `log_artifact_metadata` function is deprecated and will soon be "
-        "removed. Please use `log_metadata` instead."
+        "removed. Instead, you can consider using: "
+        "`log_metadata(metadata={...}, infer_artifact=True, ...)` instead. For more "
+        "info: https://docs.zenml.io/how-to/model-management-metrics/track-metrics-metadata/attach-metadata-to-an-artifact"
     )
 
     from zenml import log_metadata

src/zenml/model/utils.py

@@ -56,7 +56,9 @@ def log_model_metadata(
     """
     logger.warning(
         "The `log_model_metadata` function is deprecated and will soon be "
-        "removed. Please use `log_metadata` instead."
+        "removed. Instead, you can consider using: "
+        "`log_metadata(metadata={...}, infer_model=True)` instead. For more "
+        "info: https://docs.zenml.io/how-to/model-management-metrics/track-metrics-metadata/attach-metadata-to-a-model"
     )
 
     from zenml import log_metadata