Avoid uploading default params several times

giskard/core/suite.py

@@ -1,33 +1,24 @@
+from typing import Any, Dict, List, Optional, Tuple, Union
+
 import inspect
 import logging
 import traceback
 from dataclasses import dataclass
 from functools import singledispatchmethod
-from typing import List, Any, Union, Dict, Optional, Tuple
 
 from mlflow import MlflowClient
 
-from giskard.client.dtos import TestSuiteDTO, TestInputDTO, SuiteTestDTO
+from giskard.client.dtos import SuiteTestDTO, TestInputDTO, TestSuiteDTO
 from giskard.client.giskard_client import GiskardClient
 from giskard.core.core import TestFunctionMeta
 from giskard.datasets.base import Dataset
 from giskard.ml_worker.core.savable import Artifact
 from giskard.ml_worker.exceptions.IllegalArgumentError import IllegalArgumentError
-from giskard.ml_worker.testing.registry.giskard_test import (
-    GiskardTest,
-    Test,
-    GiskardTestMethod,
-)
+from giskard.ml_worker.testing.registry.giskard_test import GiskardTest, GiskardTestMethod, Test
 from giskard.ml_worker.testing.registry.registry import tests_registry
 from giskard.ml_worker.testing.registry.slicing_function import SlicingFunction
-from giskard.ml_worker.testing.registry.transformation_function import (
-    TransformationFunction,
-)
-from giskard.ml_worker.testing.test_result import (
-    TestResult,
-    TestMessage,
-    TestMessageLevel,
-)
+from giskard.ml_worker.testing.registry.transformation_function import TransformationFunction
+from giskard.ml_worker.testing.test_result import TestMessage, TestMessageLevel, TestResult
 from giskard.models.base import BaseModel
 
 logger = logging.getLogger(__name__)
@@ -97,6 +88,7 @@ def _repr_html_(self):
 
     def to_mlflow(self, mlflow_client: MlflowClient = None, mlflow_run_id: str = None):
         import mlflow
+
         from giskard.integrations.mlflow.giskard_evaluator_utils import process_text
 
         metrics = dict()
@@ -122,8 +114,10 @@ def to_wandb(self, **kwargs) -> None:
             Additional keyword arguments
             (see https://docs.wandb.ai/ref/python/init) to be added to the active WandB run.
         """
-        from giskard.integrations.wandb.wandb_utils import wandb_run, _parse_test_name
         import wandb
+
+        from giskard.integrations.wandb.wandb_utils import _parse_test_name, wandb_run
+
         from ..utils.analytics_collector import analytics
 
         with wandb_run(**kwargs) as run:
@@ -426,22 +420,25 @@ def upload(self, client: GiskardClient, project_key: str):
         """
         if self.name is None:
             self.name = "Unnamed test suite"
-
+
+        uploaded_uuids: List[str] = []
         # Upload the default parameters if they are model or dataset
         for arg in self.default_params.values():
             if isinstance(arg, BaseModel) or isinstance(arg, Dataset):
                 arg.upload(client, project_key)
+                uploaded_uuids.append(str(arg.id))
 
-        self.id = client.save_test_suite(self.to_dto(client, project_key))
+        self.id = client.save_test_suite(self.to_dto(client, project_key, uploaded_uuids))
         project_id = client.get_project(project_key).project_id
         print(f"Test suite has been saved: {client.host_url}/main/projects/{project_id}/test-suite/{self.id}/overview")
         return self
 
-    def to_dto(self, client: GiskardClient, project_key: str):
+    def to_dto(self, client: GiskardClient, project_key: str, uploaded_uuids: Optional[List[str]] = None):
         suite_tests: List[SuiteTestDTO] = list()
 
         # Avoid to upload the same artifacts several times
-        uploaded_uuids: List[str] = []
+        if uploaded_uuids is None:
+            uploaded_uuids = []
 
         for t in self.tests:
             suite_tests.append(