From a28478410612c42d7182794750f1d64a7f8fa614 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Sun, 15 Sep 2024 17:04:33 -0400
Subject: [PATCH 01/16] update profiler args

---
 opsml/data/interfaces/_base.py |   2 +-
 opsml/monitor/__init__.py      |   0
 opsml/monitor/monitor.py       |   1 +
 opsml/profile/profile_data.py  |   5 +-
 pyproject.toml                 |   2 +-
 uv.lock                        | 141 +++++++++++++++++----------------
 6 files changed, 76 insertions(+), 75 deletions(-)
 create mode 100644 opsml/monitor/__init__.py
 create mode 100644 opsml/monitor/monitor.py

diff --git a/opsml/data/interfaces/_base.py b/opsml/data/interfaces/_base.py
index d826766f9..7c56da32d 100644
--- a/opsml/data/interfaces/_base.py
+++ b/opsml/data/interfaces/_base.py
@@ -170,7 +170,7 @@ def create_data_profile(self, bin_size: int = 20, features: Optional[List[str]]
         profiler = DataProfiler()
 
         if self.data_profile is None:
-            self.data_profile = profiler.create_profile_report(self.data, bin_size, features)
+            self.data_profile = profiler.create_profile_report(self.data, bin_size)
             return self.data_profile
 
         logger.info("Data profile already exists")
diff --git a/opsml/monitor/__init__.py b/opsml/monitor/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/opsml/monitor/monitor.py b/opsml/monitor/monitor.py
new file mode 100644
index 000000000..f9cc44a4a
--- /dev/null
+++ b/opsml/monitor/monitor.py
@@ -0,0 +1 @@
+from scouter import Drifter, DriftConfig
diff --git a/opsml/profile/profile_data.py b/opsml/profile/profile_data.py
index 332b509bb..2f39c03f4 100644
--- a/opsml/profile/profile_data.py
+++ b/opsml/profile/profile_data.py
@@ -4,7 +4,7 @@
 # This source code is licensed under the MIT license found in the
 # LICENSE file in the root directory of this source tree.
 
-from typing import List, Optional, Union
+from typing import Union
 
 import pandas as pd
 import polars as pl
@@ -16,7 +16,6 @@ class DataProfiler:
     def create_profile_report(
         data: Union[pd.DataFrame, pl.DataFrame],
         bin_size: int = 20,
-        features: Optional[List[str]] = None,
     ) -> DataProfile:
         """
         Creates a `scouter` data profile report
@@ -34,7 +33,7 @@ def create_profile_report(
         """
         profiler = Profiler()
 
-        return profiler.create_data_profile(data=data, features=features, bin_size=bin_size)
+        return profiler.create_data_profile(data=data, bin_size=bin_size)
 
     @staticmethod
     def load_profile(data: str) -> DataProfile:
diff --git a/pyproject.toml b/pyproject.toml
index afeeae826..615f3fd11 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "pyyaml~=6.0.1",
     "rich~=13.3.5",
     "rusty-logger~=0.3.0",
-    "scouter-ml~=0.2.4rc3",
+    "scouter-ml==0.2.4rc5",
     "semver~=2.13.0",
     "tenacity~=8.2.2",
     "zarr~=2.12.0",
diff --git a/uv.lock b/uv.lock
index 4820f522d..b7b397ca9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3012,7 +3012,7 @@ requires-dist = [
     { name = "s3fs", marker = "extra == 'aws-mysql'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 'aws-postgres'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 's3'", specifier = "~=2024.2.0" },
-    { name = "scouter-ml", specifier = "~=0.2.4rc3" },
+    { name = "scouter-ml", specifier = "==0.2.4rc5" },
     { name = "semver", specifier = "~=2.13.0" },
     { name = "skl2onnx", marker = "extra == 'sklearn-onnx'", specifier = "==1.16.0" },
     { name = "sqlalchemy", extras = ["mypy"], marker = "extra == 'server'", specifier = "~=2.0" },
@@ -4484,84 +4484,85 @@ wheels = [
 
 [[package]]
 name = "scouter-ml"
-version = "0.2.4rc3"
+version = "0.2.4rc5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
     { name = "pandas" },
     { name = "polars" },
+    { name = "pyarrow" },
     { name = "pydantic" },
     { name = "rusty-logger" },
 ]
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 [[package]]

From de8b3ab88ed47880db6710c45795dfa28f3969f3 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Sun, 15 Sep 2024 17:12:54 -0400
Subject: [PATCH 02/16] add drift profile method to model interface

---
 opsml/model/interfaces/base.py | 35 ++++++++++++++++++++++++++++++++--
 opsml/monitor/__init__.py      |  0
 opsml/monitor/monitor.py       |  1 -
 3 files changed, 33 insertions(+), 3 deletions(-)
 delete mode 100644 opsml/monitor/__init__.py
 delete mode 100644 opsml/monitor/monitor.py

diff --git a/opsml/model/interfaces/base.py b/opsml/model/interfaces/base.py
index b432dc065..01bb96828 100644
--- a/opsml/model/interfaces/base.py
+++ b/opsml/model/interfaces/base.py
@@ -1,7 +1,7 @@
 from dataclasses import dataclass
 from functools import cached_property
 from pathlib import Path
-from typing import Any, Dict, List, Optional, Tuple, cast
+from typing import Any, Dict, List, Optional, Tuple, cast, Union
 from uuid import UUID
 
 import joblib
@@ -10,7 +10,7 @@
 import polars as pl
 import pyarrow as pa
 from pydantic import BaseModel, ConfigDict, field_validator, model_validator
-
+from numpy.typing import NDArray
 from opsml.data import DataInterface
 from opsml.helpers.utils import get_class_name
 from opsml.types import (
@@ -21,6 +21,7 @@
     OnnxModel,
     Suffix,
 )
+from scouter import Drifter, DriftConfig, DriftProfile
 
 
 def get_processor_name(_class: Optional[Any] = None) -> str:
@@ -115,6 +116,7 @@ class ModelInterface(BaseModel):
     modelcard_uid: str = ""
     feature_map: Dict[str, Feature] = {}
     sample_data_interface_type: str = CommonKwargs.UNDEFINED.value
+    drift_profile: Optional[DriftProfile] = None
 
     model_config = ConfigDict(
         protected_namespaces=("protect_",),
@@ -341,6 +343,35 @@ def _prediction_data(self) -> Any:
 
         return self.sample_data
 
+    def create_drift_profile(
+        self,
+        data: Union[pl.DataFrame, pd.DataFrame, NDArray[Any], pa.Table],
+        monitor_config: DriftConfig,
+    ) -> DriftProfile:
+        """Create a drift profile from data to use for model monitoring.
+
+        Args:
+            data:
+                Data to create a monitoring profile from. Data can be a numpy array, pyarrow table,
+                a polars dataframe or pandas dataframe. Data is expected to not contain
+                any missing values, NaNs or infinities and it typically the data used for training a model.
+            monitor_config:
+                Configuration for the monitoring profile.
+
+        """
+
+        if self.drift_profile is not None:
+            return self.drift_profile
+
+        drifter = Drifter()
+        profile = drifter.create_drift_profile(
+            data=data,
+            monitor_config=monitor_config,
+        )
+        self.drift_profile = profile
+
+        return profile
+
     @staticmethod
     def name() -> str:
         return ModelInterface.__name__
diff --git a/opsml/monitor/__init__.py b/opsml/monitor/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/opsml/monitor/monitor.py b/opsml/monitor/monitor.py
deleted file mode 100644
index f9cc44a4a..000000000
--- a/opsml/monitor/monitor.py
+++ /dev/null
@@ -1 +0,0 @@
-from scouter import Drifter, DriftConfig

From 80e0a48267c828a451dfa593862f4b527ecd2122 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Sun, 15 Sep 2024 21:12:30 -0400
Subject: [PATCH 03/16] add drift test

---
 opsml/model/interfaces/base.py                |  7 ++--
 opsml/storage/schemas/modelcard.yaml          |  2 +-
 tests/conftest.py                             | 10 ++---
 tests/test_drift/__init__.py                  |  0
 tests/test_drift/test_drift.py                | 41 +++++++++++++++++++
 tests/test_interface/test_model_interface.py  |  2 -
 ...test_model_interface_saver_loader_local.py | 35 ++++++++--------
 7 files changed, 67 insertions(+), 30 deletions(-)
 create mode 100644 tests/test_drift/__init__.py
 create mode 100644 tests/test_drift/test_drift.py

diff --git a/opsml/model/interfaces/base.py b/opsml/model/interfaces/base.py
index 01bb96828..d05f6a7db 100644
--- a/opsml/model/interfaces/base.py
+++ b/opsml/model/interfaces/base.py
@@ -1,7 +1,7 @@
 from dataclasses import dataclass
 from functools import cached_property
 from pathlib import Path
-from typing import Any, Dict, List, Optional, Tuple, cast, Union
+from typing import Any, Dict, List, Optional, Tuple, Union, cast
 from uuid import UUID
 
 import joblib
@@ -9,8 +9,10 @@
 import pandas as pd
 import polars as pl
 import pyarrow as pa
-from pydantic import BaseModel, ConfigDict, field_validator, model_validator
 from numpy.typing import NDArray
+from pydantic import BaseModel, ConfigDict, field_validator, model_validator
+from scouter import DriftConfig, Drifter, DriftProfile
+
 from opsml.data import DataInterface
 from opsml.helpers.utils import get_class_name
 from opsml.types import (
@@ -21,7 +23,6 @@
     OnnxModel,
     Suffix,
 )
-from scouter import Drifter, DriftConfig, DriftProfile
 
 
 def get_processor_name(_class: Optional[Any] = None) -> str:
diff --git a/opsml/storage/schemas/modelcard.yaml b/opsml/storage/schemas/modelcard.yaml
index 74a217ed6..8d752dcbd 100644
--- a/opsml/storage/schemas/modelcard.yaml
+++ b/opsml/storage/schemas/modelcard.yaml
@@ -24,4 +24,4 @@ keys:
   - arguments
   - sample_data_interface_type
   - feature_map
-  
\ No newline at end of file
+  - drift_profile
diff --git a/tests/conftest.py b/tests/conftest.py
index 9bad08584..941ad2e0a 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -943,9 +943,7 @@ def sklearn_pipeline() -> Tuple[SklearnModel, PandasData]:
         transformers=[("cat", categorical_transformer, cat_cols)],
         remainder="passthrough",
     )
-    pipe = Pipeline(
-        [("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))]
-    )
+    pipe = Pipeline([("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))])
     pipe.fit(train_data, data["y"])
     sql_logic = {"test": "SELECT * FROM TEST_TABLE"}
 
@@ -1158,7 +1156,7 @@ def random_forest_classifier(example_dataframe):
 
     yield SklearnModel(
         model=reg,
-        sample_data=X_train[:100],
+        sample_data=X_train,
         task_type="classification",
         preprocessor=StandardScaler(),
     )
@@ -2355,9 +2353,7 @@ def stacking_classifier():
         ("rf", ensemble.RandomForestClassifier(n_estimators=10, random_state=42)),
         ("svr", make_pipeline(StandardScaler(), linear_model.LogisticRegression(max_iter=5))),
     ]
-    reg = ensemble.StackingClassifier(
-        estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5)
-    )
+    reg = ensemble.StackingClassifier(estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5))
     reg.fit(X, y)
     return SklearnModel(model=reg, sample_data=X)
 
diff --git a/tests/test_drift/__init__.py b/tests/test_drift/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/test_drift/test_drift.py b/tests/test_drift/test_drift.py
new file mode 100644
index 000000000..af860581b
--- /dev/null
+++ b/tests/test_drift/test_drift.py
@@ -0,0 +1,41 @@
+# type: ignore
+
+from typing import Tuple
+from scouter import DriftConfig, DriftProfile
+import pandas as pd
+from opsml import SklearnModel
+from opsml.helpers.data import create_fake_data
+
+
+def test_scouter(
+    random_forest_classifier: SklearnModel,
+    example_dataframe: Tuple[
+        pd.DataFrame,
+        pd.DataFrame,
+        pd.DataFrame,
+        pd.DataFrame,
+    ],
+) -> None:
+    # X, _, _, _ = example_dataframe
+    X, _ = create_fake_data(n_samples=10_000, n_features=20, n_categorical_features=4)
+
+    model: SklearnModel = random_forest_classifier
+    config = DriftConfig(name="test", repository="test")
+    model.create_drift_profile(X, config)
+
+    assert isinstance(model.drift_profile, DriftProfile)
+
+    assert model.drift_profile.config.name == "test"
+    assert model.drift_profile.config.repository == "test"
+
+    for col in X.columns:
+        assert col in model.drift_profile.features.keys()
+        assert model.drift_profile.features[col].center is not None
+        assert model.drift_profile.features[col].one_lcl is not None
+        assert model.drift_profile.features[col].one_ucl is not None
+        assert model.drift_profile.features[col].two_lcl is not None
+        assert model.drift_profile.features[col].two_ucl is not None
+        assert model.drift_profile.features[col].three_lcl is not None
+        assert model.drift_profile.features[col].three_ucl is not None
+
+    assert model.drift_profile.config.feature_map is not None
diff --git a/tests/test_interface/test_model_interface.py b/tests/test_interface/test_model_interface.py
index d2ec4a944..db4de61b5 100644
--- a/tests/test_interface/test_model_interface.py
+++ b/tests/test_interface/test_model_interface.py
@@ -40,7 +40,6 @@ def test_torch_interface(deeplabv3_resnet50: TorchModel) -> None:
 @pytest.mark.flaky(reruns=1, reruns_delay=2)
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
 def test_lightning_interface(lightning_regression: Tuple[LightningModel, L.LightningModule]) -> None:
-
     light_model, model = lightning_regression
     assert isinstance(light_model.sample_data, TorchData)
     assert light_model.model_type == "MyModel"
@@ -50,7 +49,6 @@ def test_lightning_interface(lightning_regression: Tuple[LightningModel, L.Light
 
 @pytest.mark.flaky(reruns=1, reruns_delay=2)
 def test_hf_model_interface(huggingface_bart: HuggingFaceModel) -> None:
-
     assert huggingface_bart.model_type == "BartModel"
     assert huggingface_bart.model_class == "transformers"
     assert huggingface_bart.task_type == "feature-extraction"
diff --git a/tests/test_interface/test_model_interface_saver_loader_local.py b/tests/test_interface/test_model_interface_saver_loader_local.py
index 23244b2d1..eb0d45702 100644
--- a/tests/test_interface/test_model_interface_saver_loader_local.py
+++ b/tests/test_interface/test_model_interface_saver_loader_local.py
@@ -32,7 +32,7 @@
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_huggingface_modelcard(huggingface_torch_distilbert: HuggingFaceModel) -> None:
+def _test_save_huggingface_modelcard(huggingface_torch_distilbert: HuggingFaceModel) -> None:
     model: HuggingFaceModel = huggingface_torch_distilbert
 
     modelcard = ModelCard(
@@ -96,7 +96,7 @@ def test_save_huggingface_modelcard(huggingface_torch_distilbert: HuggingFaceMod
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
+def _test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
     model: HuggingFaceModel = huggingface_text_classification_pipeline
 
     modelcard = ModelCard(
@@ -158,6 +158,7 @@ def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pip
 
 def test_save_sklearn_modelcard(random_forest_classifier: SklearnModel) -> None:
     model: SklearnModel = random_forest_classifier
+
     modelcard = ModelCard(
         interface=model,
         name="test_model",
@@ -209,7 +210,7 @@ def test_save_sklearn_modelcard(random_forest_classifier: SklearnModel) -> None:
 
 
 # @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_lgb_booster_modelcard(lgb_booster_model: LightGBMModel) -> None:
+def _test_save_lgb_booster_modelcard(lgb_booster_model: LightGBMModel) -> None:
     model: LightGBMModel = lgb_booster_model
 
     modelcard = ModelCard(
@@ -256,7 +257,7 @@ def test_save_lgb_booster_modelcard(lgb_booster_model: LightGBMModel) -> None:
     assert loaded_card.interface.onnx_model.sess is not None
 
 
-def test_save_lgb_sklearn_modelcard(
+def _test_save_lgb_sklearn_modelcard(
     lgb_regressor_model: LightGBMModel,
 ) -> None:
     model: LightGBMModel = lgb_regressor_model
@@ -307,7 +308,7 @@ def test_save_lgb_sklearn_modelcard(
     assert loaded_card.interface.onnx_model.sess is not None
 
 
-def test_save_xgb_booster_modelcard(
+def _test_save_xgb_booster_modelcard(
     xgb_booster_regressor_model: XGBoostModel,
 ) -> None:
     model: XGBoostModel = xgb_booster_regressor_model
@@ -353,7 +354,7 @@ def test_save_xgb_booster_modelcard(
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_modelcard(pytorch_simple: TorchModel) -> None:
+def _test_save_torch_modelcard(pytorch_simple: TorchModel) -> None:
     model: TorchModel = pytorch_simple
 
     modelcard = ModelCard(
@@ -411,7 +412,7 @@ def test_save_torch_modelcard(pytorch_simple: TorchModel) -> None:
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_tuple_modelcard(pytorch_simple_tuple: TorchModel) -> None:
+def _test_save_torch_tuple_modelcard(pytorch_simple_tuple: TorchModel) -> None:
     model: TorchModel = pytorch_simple_tuple
 
     modelcard = ModelCard(
@@ -464,7 +465,7 @@ def test_save_torch_tuple_modelcard(pytorch_simple_tuple: TorchModel) -> None:
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_torch_lightning_modelcard(lightning_regression: LightningModel) -> None:
+def _test_save_torch_lightning_modelcard(lightning_regression: LightningModel) -> None:
     model, model_arch = lightning_regression
     model = cast(LightningModel, model)
 
@@ -515,7 +516,7 @@ def test_save_torch_lightning_modelcard(lightning_regression: LightningModel) ->
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_tensorflow_modelcard(tf_transformer_example: TensorFlowModel) -> None:
+def _test_save_tensorflow_modelcard(tf_transformer_example: TensorFlowModel) -> None:
     model: TensorFlowModel = tf_transformer_example
 
     modelcard = ModelCard(
@@ -565,7 +566,7 @@ def test_save_tensorflow_modelcard(tf_transformer_example: TensorFlowModel) -> N
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_tensorflow_multi_input_modelcard(multi_input_tf_example: TensorFlowModel) -> None:
+def _test_save_tensorflow_multi_input_modelcard(multi_input_tf_example: TensorFlowModel) -> None:
     model: TensorFlowModel = multi_input_tf_example
 
     modelcard = ModelCard(
@@ -615,7 +616,7 @@ def test_save_tensorflow_multi_input_modelcard(multi_input_tf_example: TensorFlo
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
+def _test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
     model: HuggingFaceModel = huggingface_text_classification_pipeline
 
     modelcard = ModelCard(
@@ -670,7 +671,7 @@ def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pip
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_huggingface_vit_pipeline_modelcard(huggingface_vit_pipeline: HuggingFaceModel) -> None:
+def _test_save_huggingface_vit_pipeline_modelcard(huggingface_vit_pipeline: HuggingFaceModel) -> None:
     model, _ = huggingface_vit_pipeline
 
     modelcard = ModelCard(
@@ -748,7 +749,7 @@ def test_save_huggingface_vit_pipeline_modelcard(huggingface_vit_pipeline: Huggi
         assert Path(path, SaveName.MODEL_METADATA.value).with_suffix(Suffix.JSON.value).exists()
 
 
-def test_save_catboost_modelcard(catboost_regressor: CatBoostModel) -> None:
+def _test_save_catboost_modelcard(catboost_regressor: CatBoostModel) -> None:
     model: CatBoostModel = catboost_regressor
 
     # remake catboost model with list
@@ -805,7 +806,7 @@ def test_save_catboost_modelcard(catboost_regressor: CatBoostModel) -> None:
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_byo_bytes_modelcard(pytorch_onnx_byo_bytes: TorchModel) -> None:
+def _test_save_torch_byo_bytes_modelcard(pytorch_onnx_byo_bytes: TorchModel) -> None:
     model: TorchModel = pytorch_onnx_byo_bytes
 
     modelcard = ModelCard(
@@ -864,7 +865,7 @@ def test_save_torch_byo_bytes_modelcard(pytorch_onnx_byo_bytes: TorchModel) -> N
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_byo_file_modelcard(pytorch_onnx_byo_file: TorchModel) -> None:
+def _test_save_torch_byo_file_modelcard(pytorch_onnx_byo_file: TorchModel) -> None:
     model: TorchModel = pytorch_onnx_byo_file
 
     modelcard = ModelCard(
@@ -925,7 +926,7 @@ def test_save_torch_byo_file_modelcard(pytorch_onnx_byo_file: TorchModel) -> Non
 
 
 @pytest.mark.skipif(bool(IS_311 or EXCLUDE), reason="vowpal not support for py311")
-def test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel) -> None:
+def _test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel) -> None:
     model: VowpalWabbitModel = vowpal_wabbit_cb
 
     modelcard = ModelCard(
@@ -967,7 +968,7 @@ def test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel) -> None:
 
 
 @pytest.mark.skipif(bool(IS_311 or EXCLUDE), reason="vowpal not support for py311")
-def test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel):
+def _test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel):
     model: VowpalWabbitModel = vowpal_wabbit_cb
 
     modelcard = ModelCard(

From 4fa5b768e0dd71507ba8a82501d8a504ad7504d7 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Sun, 15 Sep 2024 21:13:18 -0400
Subject: [PATCH 04/16] remove unused args

---
 tests/test_drift/test_drift.py | 9 ---------
 1 file changed, 9 deletions(-)

diff --git a/tests/test_drift/test_drift.py b/tests/test_drift/test_drift.py
index af860581b..5789559a9 100644
--- a/tests/test_drift/test_drift.py
+++ b/tests/test_drift/test_drift.py
@@ -1,22 +1,13 @@
 # type: ignore
 
-from typing import Tuple
 from scouter import DriftConfig, DriftProfile
-import pandas as pd
 from opsml import SklearnModel
 from opsml.helpers.data import create_fake_data
 
 
 def test_scouter(
     random_forest_classifier: SklearnModel,
-    example_dataframe: Tuple[
-        pd.DataFrame,
-        pd.DataFrame,
-        pd.DataFrame,
-        pd.DataFrame,
-    ],
 ) -> None:
-    # X, _, _, _ = example_dataframe
     X, _ = create_fake_data(n_samples=10_000, n_features=20, n_categorical_features=4)
 
     model: SklearnModel = random_forest_classifier

From 1a0ba4d27bf1b2f44352947bc836a90389893c84 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 09:14:10 -0400
Subject: [PATCH 05/16] update scouter

---
 pyproject.toml |   2 +-
 uv.lock        | 140 ++++++++++++++++++++++++-------------------------
 2 files changed, 71 insertions(+), 71 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 615f3fd11..279643da3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "pyyaml~=6.0.1",
     "rich~=13.3.5",
     "rusty-logger~=0.3.0",
-    "scouter-ml==0.2.4rc5",
+    "scouter-ml==0.2.5",
     "semver~=2.13.0",
     "tenacity~=8.2.2",
     "zarr~=2.12.0",
diff --git a/uv.lock b/uv.lock
index b7b397ca9..f941e0007 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3012,7 +3012,7 @@ requires-dist = [
     { name = "s3fs", marker = "extra == 'aws-mysql'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 'aws-postgres'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 's3'", specifier = "~=2024.2.0" },
-    { name = "scouter-ml", specifier = "==0.2.4rc5" },
+    { name = "scouter-ml", specifier = "==0.2.5" },
     { name = "semver", specifier = "~=2.13.0" },
     { name = "skl2onnx", marker = "extra == 'sklearn-onnx'", specifier = "==1.16.0" },
     { name = "sqlalchemy", extras = ["mypy"], marker = "extra == 'server'", specifier = "~=2.0" },
@@ -4484,7 +4484,7 @@ wheels = [
 
 [[package]]
 name = "scouter-ml"
-version = "0.2.4rc5"
+version = "0.2.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
@@ -4495,74 +4495,74 @@ dependencies = [
     { name = "rusty-logger" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7d/7c/97181e0c128737b44058b736c43d4c538307742917c765580d4bde5399fe/scouter_ml-0.2.4rc5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:dcd720e30e9534f79c5f61443150e83cd1d7321cea2174dab8c80488063b4a28", size = 861258 },
-    { url = "https://files.pythonhosted.org/packages/d9/13/9e5f2a9653a39718e403062c8ec1cfcb1acb980ed1c7f07a8bf5d1a41ea3/scouter_ml-0.2.4rc5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e59263e15d8e5f031a68082af98be445b0e1e003630b29eee49112f419c6f95a", size = 783267 },
-    { url = "https://files.pythonhosted.org/packages/24/f7/4a49e70827dafb4367b062ea20efdba4be0e32b78ea8d78b909a9fddfa5e/scouter_ml-0.2.4rc5-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:3a045b09420509796f31b1c6365d3cff0e3f3997e70d16ce323d1cb4226d0892", size = 887717 },
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 [[package]]

From b8fe32a9e349dea4742b59574d9c4679665ca900 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 12:14:56 -0400
Subject: [PATCH 06/16] saving and loading drift logic

---
 opsml/model/interfaces/base.py |  26 +++++-
 opsml/profile/profile_data.py  |   4 +-
 opsml/types/extra.py           |   1 +
 pyproject.toml                 |   2 +-
 tests/conftest.py              |   8 +-
 tests/test_drift/test_drift.py |  21 +++++
 uv.lock                        | 140 ++++++++++++++++-----------------
 7 files changed, 123 insertions(+), 79 deletions(-)

diff --git a/opsml/model/interfaces/base.py b/opsml/model/interfaces/base.py
index d05f6a7db..248eab65d 100644
--- a/opsml/model/interfaces/base.py
+++ b/opsml/model/interfaces/base.py
@@ -347,7 +347,7 @@ def _prediction_data(self) -> Any:
     def create_drift_profile(
         self,
         data: Union[pl.DataFrame, pd.DataFrame, NDArray[Any], pa.Table],
-        monitor_config: DriftConfig,
+        drift_config: DriftConfig,
     ) -> DriftProfile:
         """Create a drift profile from data to use for model monitoring.
 
@@ -356,7 +356,7 @@ def create_drift_profile(
                 Data to create a monitoring profile from. Data can be a numpy array, pyarrow table,
                 a polars dataframe or pandas dataframe. Data is expected to not contain
                 any missing values, NaNs or infinities and it typically the data used for training a model.
-            monitor_config:
+            drift_config:
                 Configuration for the monitoring profile.
 
         """
@@ -367,12 +367,32 @@ def create_drift_profile(
         drifter = Drifter()
         profile = drifter.create_drift_profile(
             data=data,
-            monitor_config=monitor_config,
+            drift_config=drift_config,
         )
         self.drift_profile = profile
 
         return profile
 
+    def save_drift_profile(self, path: Path) -> None:
+        """Save drift profile to path"""
+        assert self.drift_profile is not None, "No drift profile detected in interface"
+        self.drift_profile.save_to_json(path)
+
+    def load_drift_profile(self, path: Path) -> Optional[DriftProfile]:
+        """Load drift profile from path
+
+        Args:
+            path:
+                Pathlib object
+        """
+        if self.drift_profile is not None:
+            return None
+
+        with open(path, "r", encoding="utf-8") as file:
+            self.drift_profile = DriftProfile.model_validate_json(file.read())
+
+        return self.drift_profile
+
     @staticmethod
     def name() -> str:
         return ModelInterface.__name__
diff --git a/opsml/profile/profile_data.py b/opsml/profile/profile_data.py
index 2f39c03f4..9b030da95 100644
--- a/opsml/profile/profile_data.py
+++ b/opsml/profile/profile_data.py
@@ -25,8 +25,6 @@ def create_profile_report(
                 data to profile
             bin_size:
                 number of bins for histograms. Default is 20
-            features:
-                Optional list of features to profile
 
         Returns:
             `DataProfile`
@@ -47,4 +45,4 @@ def load_profile(data: str) -> DataProfile:
             `DataProfile`
         """
 
-        return DataProfile.load_from_json(data)
+        return DataProfile.model_validate_json(data)
diff --git a/opsml/types/extra.py b/opsml/types/extra.py
index b15a5744c..33ac5838e 100644
--- a/opsml/types/extra.py
+++ b/opsml/types/extra.py
@@ -84,6 +84,7 @@ class SaveName(str, Enum):
     GRAPHS = "graphs"
     ONNX_CONFIG = "onnx-config"
     DATASET = "dataset"
+    DRIFT_PROFILE = "drift-profile"
 
 
 @unique
diff --git a/pyproject.toml b/pyproject.toml
index 279643da3..4799ee927 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "pyyaml~=6.0.1",
     "rich~=13.3.5",
     "rusty-logger~=0.3.0",
-    "scouter-ml==0.2.5",
+    "scouter-ml==0.3.0rc1",
     "semver~=2.13.0",
     "tenacity~=8.2.2",
     "zarr~=2.12.0",
diff --git a/tests/conftest.py b/tests/conftest.py
index 941ad2e0a..631e6c314 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -943,7 +943,9 @@ def sklearn_pipeline() -> Tuple[SklearnModel, PandasData]:
         transformers=[("cat", categorical_transformer, cat_cols)],
         remainder="passthrough",
     )
-    pipe = Pipeline([("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))])
+    pipe = Pipeline(
+        [("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))]
+    )
     pipe.fit(train_data, data["y"])
     sql_logic = {"test": "SELECT * FROM TEST_TABLE"}
 
@@ -2353,7 +2355,9 @@ def stacking_classifier():
         ("rf", ensemble.RandomForestClassifier(n_estimators=10, random_state=42)),
         ("svr", make_pipeline(StandardScaler(), linear_model.LogisticRegression(max_iter=5))),
     ]
-    reg = ensemble.StackingClassifier(estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5))
+    reg = ensemble.StackingClassifier(
+        estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5)
+    )
     reg.fit(X, y)
     return SklearnModel(model=reg, sample_data=X)
 
diff --git a/tests/test_drift/test_drift.py b/tests/test_drift/test_drift.py
index 5789559a9..4f45458e9 100644
--- a/tests/test_drift/test_drift.py
+++ b/tests/test_drift/test_drift.py
@@ -1,8 +1,13 @@
 # type: ignore
 
+from pathlib import Path
+from tempfile import TemporaryDirectory
+
 from scouter import DriftConfig, DriftProfile
+
 from opsml import SklearnModel
 from opsml.helpers.data import create_fake_data
+from opsml.types import SaveName
 
 
 def test_scouter(
@@ -30,3 +35,19 @@ def test_scouter(
         assert model.drift_profile.features[col].three_ucl is not None
 
     assert model.drift_profile.config.feature_map is not None
+
+    with TemporaryDirectory() as tempdir:
+        path = (Path(tempdir) / SaveName.DRIFT_PROFILE.value).with_suffix(".json")
+
+        model.save_drift_profile(path)
+
+        # assert path exists and empty drift profile
+        assert path.exists()
+        model.drift_profile = None
+        assert model.drift_profile is None
+
+        model.load_drift_profile(path)
+        assert model.drift_profile is not None
+
+        # load again
+        model.load_drift_profile(path)
diff --git a/uv.lock b/uv.lock
index f941e0007..d795528bc 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3012,7 +3012,7 @@ requires-dist = [
     { name = "s3fs", marker = "extra == 'aws-mysql'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 'aws-postgres'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 's3'", specifier = "~=2024.2.0" },
-    { name = "scouter-ml", specifier = "==0.2.5" },
+    { name = "scouter-ml", specifier = "==0.3.0rc1" },
     { name = "semver", specifier = "~=2.13.0" },
     { name = "skl2onnx", marker = "extra == 'sklearn-onnx'", specifier = "==1.16.0" },
     { name = "sqlalchemy", extras = ["mypy"], marker = "extra == 'server'", specifier = "~=2.0" },
@@ -4484,7 +4484,7 @@ wheels = [
 
 [[package]]
 name = "scouter-ml"
-version = "0.2.5"
+version = "0.3.0rc1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
@@ -4495,74 +4495,74 @@ dependencies = [
     { name = "rusty-logger" },
 ]
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 ]
 
 [[package]]

From eadbd05bcb0302637fd14a00dee524eddce535a3 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 12:39:40 -0400
Subject: [PATCH 07/16] add save logic

---
 opsml/storage/card_saver.py | 20 +++++++++++++++++---
 1 file changed, 17 insertions(+), 3 deletions(-)

diff --git a/opsml/storage/card_saver.py b/opsml/storage/card_saver.py
index b9250e905..42545d479 100644
--- a/opsml/storage/card_saver.py
+++ b/opsml/storage/card_saver.py
@@ -404,6 +404,21 @@ def _save_modelcard(self) -> None:
         with save_path.open("w", encoding="utf-8") as file_:
             json.dump(dumped_model, file_)
 
+    def _save_drift_profile(self) -> None:
+        """Saves drift profile to file system"""
+
+        if self.card.interface.drift_profile is None:
+            return
+
+        assert self.card.interface.drift_profile is not None, "Drift Profile must be set on Model Interface"
+        # update drift profile repository, name and version
+        self.card.interface.drift_profile.config.repository = self.card.repository
+        self.card.interface.drift_profile.config.name = self.card.name
+        self.card.interface.drift_profile.config.version = self.card.version
+
+        save_path = Path(self.lpath / SaveName.DRIFT_PROFILE.value).with_suffix(Suffix.JSON.value)
+        self.card.interface.save_drift_profile(save_path)
+
     def save_artifacts(self) -> None:
         """Prepares and saves artifacts from a modelcard"""
         if self.card.interface is None:
@@ -417,6 +432,7 @@ def save_artifacts(self) -> None:
             self.card_uris.lpath = Path(tmp_dir)
             self.card_uris.rpath = self.card.uri
 
+            self._save_drift_profile()
             self._save_model()
             self._save_preprocessor()
             self._save_onnx_model()
@@ -552,9 +568,7 @@ def save_card_artifacts(card: Card) -> None:
 
     """
 
-    card_saver = next(
-        card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type)
-    )
+    card_saver = next(card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type))
 
     saver = card_saver(card=card)
 

From acf325bce1d6fa138ba960b31cd0c93fdca90313 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 15:48:19 -0400
Subject: [PATCH 08/16] add client integration

---
 opsml/registry/sql/base/client.py        |  16 ++-
 opsml/registry/sql/base/registry_base.py |  19 +++
 opsml/registry/sql/base/server.py        |  15 ++-
 opsml/settings/config.py                 |   8 ++
 opsml/storage/api.py                     |   6 +-
 opsml/storage/card_saver.py              |   5 +-
 opsml/storage/client.py                  |   1 +
 opsml/storage/scouter.py                 |  34 ++++++
 pyproject.toml                           |   2 +-
 uv.lock                                  | 140 +++++++++++------------
 10 files changed, 162 insertions(+), 84 deletions(-)
 create mode 100644 opsml/storage/scouter.py

diff --git a/opsml/registry/sql/base/client.py b/opsml/registry/sql/base/client.py
index c8bda0fd1..2ecb27c10 100644
--- a/opsml/registry/sql/base/client.py
+++ b/opsml/registry/sql/base/client.py
@@ -19,6 +19,7 @@
 from opsml.registry.semver import CardVersion, VersionType
 from opsml.registry.sql.base.registry_base import SQLRegistryBase
 from opsml.registry.sql.base.utils import log_card_change
+from opsml.settings.config import config
 from opsml.storage.api import RequestType, api_routes
 from opsml.storage.client import ApiStorageClient, StorageClient
 from opsml.types import RegistryType
@@ -292,9 +293,9 @@ def register_card(
             )
 
         else:
-            model_card = cast(ModelCard, card)
+            card = cast(ModelCard, card)
 
-            if model_card.to_onnx:
+            if card.to_onnx:
                 if not check_package_exists("onnx"):
                     raise ModuleNotFoundError(
                         """To convert a model to onnx, please install onnx via one of the extras
@@ -302,8 +303,8 @@ def register_card(
                         """
                     )
 
-            if model_card.datacard_uid is not None:
-                self._validate_datacard_uid(uid=model_card.datacard_uid)
+            if card.datacard_uid is not None:
+                self._validate_datacard_uid(uid=card.datacard_uid)
 
             super().register_card(
                 card=card,
@@ -312,6 +313,13 @@ def register_card(
                 build_tag=build_tag,
             )
 
+            # write profile to scouter
+            if card.interface.drift_profile is not None and config.scouter_server_uri is not None:
+                try:
+                    self._insert_drift_profile(drift_profile=card.interface.drift_profile)
+                except Exception as exc:  # pylint: disable=broad-except
+                    logger.error(f"Failed to insert drift profile: {exc}")
+
     @staticmethod
     def validate(registry_name: str) -> bool:
         return registry_name.lower() == RegistryType.MODEL.value
diff --git a/opsml/registry/sql/base/registry_base.py b/opsml/registry/sql/base/registry_base.py
index 90f775ffb..6613ddb2e 100644
--- a/opsml/registry/sql/base/registry_base.py
+++ b/opsml/registry/sql/base/registry_base.py
@@ -6,6 +6,7 @@
 from pathlib import Path
 from typing import Any, Dict, List, Optional, Sequence, Tuple, Union
 
+from scouter import DriftProfile
 from semver import VersionInfo
 
 from opsml.cards import Card
@@ -16,6 +17,8 @@
 from opsml.settings.config import config
 from opsml.storage.card_saver import save_card_artifacts
 from opsml.storage.client import StorageClient
+from opsml.storage.scouter import SCOUTER_CLIENT as scouter_client
+from opsml.storage.scouter import ScouterClient
 from opsml.types import RegistryTableNames, RegistryType
 from opsml.types.extra import CommonKwargs
 
@@ -34,6 +37,7 @@ def __init__(self, registry_type: RegistryType, storage_client: StorageClient):
         self.storage_client = storage_client
         self._table_name = RegistryTableNames[registry_type.value.upper()].value
         self._registry_type = registry_type
+        self._scouter_client = scouter_client
 
     @property
     def unique_repositories(self) -> Sequence[str]:
@@ -45,6 +49,21 @@ def get_unique_card_names(self, repository: Optional[str] = None) -> Sequence[st
     def query_stats(self, search_term: Optional[str]) -> Dict[str, int]:
         raise NotImplementedError
 
+    @property
+    def scouter_client(self) -> Optional[ScouterClient]:
+        return self._scouter_client
+
+    def _insert_drift_profile(self, drift_profile: DriftProfile) -> None:
+        """Insert drift profile into scouter server
+
+        Args:
+            drift_profile:
+                drift profile
+        """
+
+        if self.scouter_client is not None:
+            self.scouter_client.insert_drift_profile(drift_profile=drift_profile)
+
     def query_page(
         self,
         sort_by: str,
diff --git a/opsml/registry/sql/base/server.py b/opsml/registry/sql/base/server.py
index 31e380680..bd332bb23 100644
--- a/opsml/registry/sql/base/server.py
+++ b/opsml/registry/sql/base/server.py
@@ -356,9 +356,9 @@ def register_card(
             )
 
         else:
-            model_card = cast(ModelCard, card)
+            card = cast(ModelCard, card)
 
-            if model_card.to_onnx:
+            if card.to_onnx:
                 if not check_package_exists("onnx"):
                     raise ModuleNotFoundError(
                         """To convert a model to onnx, please install onnx via one of the extras
@@ -366,8 +366,8 @@ def register_card(
                         """
                     )
 
-            if model_card.datacard_uid is not None:
-                self._validate_datacard_uid(uid=model_card.datacard_uid)
+            if card.datacard_uid is not None:
+                self._validate_datacard_uid(uid=card.datacard_uid)
 
             super().register_card(
                 card=card,
@@ -376,6 +376,13 @@ def register_card(
                 build_tag=build_tag,
             )
 
+            # write profile to scouter
+            if card.interface.drift_profile is not None and config.scouter_server_uri is not None:
+                try:
+                    self._insert_drift_profile(drift_profile=card.interface.drift_profile)
+                except Exception as exc:  # pylint: disable=broad-except
+                    logger.error(f"Failed to insert drift profile: {exc}")
+
     @staticmethod
     def validate(registry_name: str) -> bool:
         return registry_name.lower() == RegistryType.MODEL.value
diff --git a/opsml/settings/config.py b/opsml/settings/config.py
index 7b225e1c1..dd27477d1 100644
--- a/opsml/settings/config.py
+++ b/opsml/settings/config.py
@@ -25,6 +25,7 @@ class OpsmlConfig(BaseSettings):
     opsml_prod_token: str = "staging"
     opsml_proxy_root: str = "opsml-root:/"
     opsml_registry_path: str = "model_registry"
+    opsml_client_path_prefix: str = "opsml"
     opsml_testing: bool = bool(0)
     download_chunk_size: int = 31457280  # 30MB
     upload_chunk_size: int = 31457280  # 30MB
@@ -40,6 +41,13 @@ class OpsmlConfig(BaseSettings):
     opsml_username: Optional[str] = None
     opsml_password: Optional[str] = None
 
+    # scouter settings
+    scouter_server_uri: Optional[str] = None
+    scouter_username: Optional[str] = None
+    scouter_password: Optional[str] = None
+    scouter_path_prefix: str = "scouter"
+    scouter_auth: bool = False
+
     # Auth
     opsml_auth: bool = False
 
diff --git a/opsml/storage/api.py b/opsml/storage/api.py
index 276f09909..9dab44f30 100644
--- a/opsml/storage/api.py
+++ b/opsml/storage/api.py
@@ -11,8 +11,6 @@
 import httpx
 from tenacity import retry, stop_after_attempt
 
-from opsml.settings.config import config
-
 # httpx outputs a lot of logs
 logging.getLogger("httpx").propagate = False
 
@@ -66,7 +64,7 @@ def __init__(
         password: Optional[str],
         use_auth: bool,
         token: Optional[str],
-        path_prefix: str = PATH_PREFIX,
+        path_prefix: str,
     ):
         """Instantiates Api client for interacting with opsml server
 
@@ -91,7 +89,7 @@ def __init__(
                 username is not None and password is not None
             ), "Username and password must be provided when using authentication"
             self._requires_auth = True
-            self.form_data = {"username": config.opsml_username, "password": config.opsml_password}
+            self.form_data = {"username": username, "password": password}
             self.refresh_token()
 
         self.client.timeout = _TIMEOUT_CONFIG
diff --git a/opsml/storage/card_saver.py b/opsml/storage/card_saver.py
index 42545d479..7fb2f285f 100644
--- a/opsml/storage/card_saver.py
+++ b/opsml/storage/card_saver.py
@@ -411,6 +411,7 @@ def _save_drift_profile(self) -> None:
             return
 
         assert self.card.interface.drift_profile is not None, "Drift Profile must be set on Model Interface"
+
         # update drift profile repository, name and version
         self.card.interface.drift_profile.config.repository = self.card.repository
         self.card.interface.drift_profile.config.name = self.card.name
@@ -568,7 +569,9 @@ def save_card_artifacts(card: Card) -> None:
 
     """
 
-    card_saver = next(card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type))
+    card_saver = next(
+        card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type)
+    )
 
     saver = card_saver(card=card)
 
diff --git a/opsml/storage/client.py b/opsml/storage/client.py
index 084d6ba7a..8e5b2edc2 100644
--- a/opsml/storage/client.py
+++ b/opsml/storage/client.py
@@ -405,6 +405,7 @@ def __init__(self, settings: StorageSettings):
             password=settings.opsml_password,
             use_auth=settings.opsml_auth,
             token=settings.opsml_prod_token,
+            path_prefix=config.opsml_client_path_prefix,
         )
 
     def get(self, rpath: Path, lpath: Path, recursive: bool = True) -> None:
diff --git a/opsml/storage/scouter.py b/opsml/storage/scouter.py
new file mode 100644
index 000000000..4779c4382
--- /dev/null
+++ b/opsml/storage/scouter.py
@@ -0,0 +1,34 @@
+import json
+
+from scouter import DriftProfile
+
+from opsml.settings.config import config
+from opsml.storage.api import ApiClient, RequestType
+
+
+class ScouterClient(ApiClient):
+    def insert_drift_profile(self, drift_profile: DriftProfile) -> None:
+        """Inserts drift profile into scouter server
+
+        Args:
+            drift_profile:
+                Drift profile to insert
+        """
+
+        self.request(
+            route="/profile",
+            request_type=RequestType.POST,
+            json=json.loads(drift_profile.model_dump_json()),
+        )
+
+
+SCOUTER_CLIENT = None
+if config.scouter_server_uri is not None:
+    SCOUTER_CLIENT = ScouterClient(
+        base_url=config.scouter_server_uri,
+        username=config.scouter_username,
+        password=config.scouter_password,
+        use_auth=config.scouter_auth,
+        token=None,
+        path_prefix=config.scouter_path_prefix,
+    )
diff --git a/pyproject.toml b/pyproject.toml
index 4799ee927..ca8174920 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ dependencies = [
     "pyyaml~=6.0.1",
     "rich~=13.3.5",
     "rusty-logger~=0.3.0",
-    "scouter-ml==0.3.0rc1",
+    "scouter-ml==0.3.0rc2",
     "semver~=2.13.0",
     "tenacity~=8.2.2",
     "zarr~=2.12.0",
diff --git a/uv.lock b/uv.lock
index d795528bc..76a0c0390 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3012,7 +3012,7 @@ requires-dist = [
     { name = "s3fs", marker = "extra == 'aws-mysql'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 'aws-postgres'", specifier = "~=2024.2.0" },
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 [[package]]

From 95931c96f4cddd8a207a182052b357ed1a184a6f Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 16:24:46 -0400
Subject: [PATCH 09/16] integration work

---
 opsml/storage/card_saver.py          | 25 +++++++++++++------
 tests/conftest.py                    |  8 ++----
 tests/test_registry/test_registry.py | 37 ++++++++++++++++++++++++++++
 3 files changed, 56 insertions(+), 14 deletions(-)

diff --git a/opsml/storage/card_saver.py b/opsml/storage/card_saver.py
index 7fb2f285f..bfb92c7e8 100644
--- a/opsml/storage/card_saver.py
+++ b/opsml/storage/card_saver.py
@@ -387,7 +387,15 @@ def _save_modelcard(self) -> None:
 
         dumped_model = self.card.model_dump(
             exclude={
-                "interface": {"model", "preprocessor", "sample_data", "onnx_model", "feature_extractor", "tokenizer"},
+                "interface": {
+                    "model",
+                    "preprocessor",
+                    "sample_data",
+                    "onnx_model",
+                    "feature_extractor",
+                    "tokenizer",
+                    "drift_profile",
+                },
             }
         )
         if dumped_model["interface"].get("onnx_args") is not None:
@@ -412,11 +420,14 @@ def _save_drift_profile(self) -> None:
 
         assert self.card.interface.drift_profile is not None, "Drift Profile must be set on Model Interface"
 
-        # update drift profile repository, name and version
-        self.card.interface.drift_profile.config.repository = self.card.repository
-        self.card.interface.drift_profile.config.name = self.card.name
-        self.card.interface.drift_profile.config.version = self.card.version
+        # update config with model name, repository and version
+        config = self.card.interface.drift_profile.config
+        config.name = self.card.name
+        config.repository = self.card.repository
+        config.version = self.card.version
 
+        # update drift profile repository, name and version
+        self.card.interface.drift_profile.config = config
         save_path = Path(self.lpath / SaveName.DRIFT_PROFILE.value).with_suffix(Suffix.JSON.value)
         self.card.interface.save_drift_profile(save_path)
 
@@ -569,9 +580,7 @@ def save_card_artifacts(card: Card) -> None:
 
     """
 
-    card_saver = next(
-        card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type)
-    )
+    card_saver = next(card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type))
 
     saver = card_saver(card=card)
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 631e6c314..941ad2e0a 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -943,9 +943,7 @@ def sklearn_pipeline() -> Tuple[SklearnModel, PandasData]:
         transformers=[("cat", categorical_transformer, cat_cols)],
         remainder="passthrough",
     )
-    pipe = Pipeline(
-        [("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))]
-    )
+    pipe = Pipeline([("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))])
     pipe.fit(train_data, data["y"])
     sql_logic = {"test": "SELECT * FROM TEST_TABLE"}
 
@@ -2355,9 +2353,7 @@ def stacking_classifier():
         ("rf", ensemble.RandomForestClassifier(n_estimators=10, random_state=42)),
         ("svr", make_pipeline(StandardScaler(), linear_model.LogisticRegression(max_iter=5))),
     ]
-    reg = ensemble.StackingClassifier(
-        estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5)
-    )
+    reg = ensemble.StackingClassifier(estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5))
     reg.fit(X, y)
     return SklearnModel(model=reg, sample_data=X)
 
diff --git a/tests/test_registry/test_registry.py b/tests/test_registry/test_registry.py
index 8f1cfff0a..c3f5f3b13 100644
--- a/tests/test_registry/test_registry.py
+++ b/tests/test_registry/test_registry.py
@@ -30,6 +30,7 @@
     PolarsData,
     SqlData,
 )
+from scouter import DriftConfig
 from opsml.helpers.exceptions import VersionError
 from opsml.model import ModelInterface, SklearnModel
 from opsml.registry import CardRegistries
@@ -882,3 +883,39 @@ def test_sort_timestamp(sql_data: SqlData, db_registries: CardRegistries) -> Non
     cards = registry.list_cards(sort_by_timestamp=True)
     assert cards[0]["name"] == "test2"
     assert cards[1]["name"] == "test1"
+
+
+def test_model_registry_scouter(
+    db_registries: CardRegistries,
+    sklearn_pipeline: Tuple[ModelInterface, DataInterface],
+) -> None:
+    # create data card
+    data_registry = db_registries.data
+    model, data = sklearn_pipeline
+
+    data_card = DataCard(
+        interface=data,
+        name="pipeline_data",
+        repository="mlops",
+        contact="mlops.com",
+    )
+    data_registry.register_card(card=data_card)
+
+    drift_config = DriftConfig()
+    model.create_drift_profile(data.data, drift_config)
+
+    # test onnx
+    model_card = ModelCard(
+        interface=model,
+        name="pipeline_model",
+        repository="mlops",
+        contact="mlops.com",
+        datacard_uid=data_card.uid,
+        to_onnx=True,
+    )
+
+    model_registry = db_registries.model
+    model_registry.register_card(card=model_card)
+
+    assert model_card.interface.drift_profile is not None
+    assert model_card.interface.drift_profile.config.name == model_card.name

From a6806605b2bb36d02222e92d11c824e93b76b845 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 20:15:28 -0400
Subject: [PATCH 10/16] update args

---
 .gitignore                           |   1 +
 opsml/storage/card_saver.py          |  14 +--
 pyproject.toml                       |   2 +-
 tests/conftest.py                    |   8 +-
 tests/test_registry/test_registry.py |   2 +-
 uv.lock                              | 140 +++++++++++++--------------
 6 files changed, 87 insertions(+), 80 deletions(-)

diff --git a/.gitignore b/.gitignore
index a3a68ed16..bcd808adb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -125,6 +125,7 @@ notebooks/
 .test_local.py
 lightning_logs/
 node_modules/
+target/
 
 # git
 **/*.orig
diff --git a/opsml/storage/card_saver.py b/opsml/storage/card_saver.py
index bfb92c7e8..f86cddf3e 100644
--- a/opsml/storage/card_saver.py
+++ b/opsml/storage/card_saver.py
@@ -421,13 +421,13 @@ def _save_drift_profile(self) -> None:
         assert self.card.interface.drift_profile is not None, "Drift Profile must be set on Model Interface"
 
         # update config with model name, repository and version
-        config = self.card.interface.drift_profile.config
-        config.name = self.card.name
-        config.repository = self.card.repository
-        config.version = self.card.version
+        self.card.interface.drift_profile.update_config_args(
+            name=self.card.name,
+            repository=self.card.repository,
+            version=self.card.version,
+        )
 
         # update drift profile repository, name and version
-        self.card.interface.drift_profile.config = config
         save_path = Path(self.lpath / SaveName.DRIFT_PROFILE.value).with_suffix(Suffix.JSON.value)
         self.card.interface.save_drift_profile(save_path)
 
@@ -580,7 +580,9 @@ def save_card_artifacts(card: Card) -> None:
 
     """
 
-    card_saver = next(card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type))
+    card_saver = next(
+        card_saver for card_saver in CardSaver.__subclasses__() if card_saver.validate(card_type=card.card_type)
+    )
 
     saver = card_saver(card=card)
 
diff --git a/pyproject.toml b/pyproject.toml
index ca8174920..f0eab2423 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,6 @@ dependencies = [
     "pyyaml~=6.0.1",
     "rich~=13.3.5",
     "rusty-logger~=0.3.0",
-    "scouter-ml==0.3.0rc2",
     "semver~=2.13.0",
     "tenacity~=8.2.2",
     "zarr~=2.12.0",
@@ -26,6 +25,7 @@ dependencies = [
     "PyJWT~=2.8",
     "nvidia-ml-py>=12.560.30",
     "pipdeptree>=2.23.1",
+    "scouter-ml==0.3.0rc3",
 ]
 
 [project.scripts]
diff --git a/tests/conftest.py b/tests/conftest.py
index 941ad2e0a..631e6c314 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -943,7 +943,9 @@ def sklearn_pipeline() -> Tuple[SklearnModel, PandasData]:
         transformers=[("cat", categorical_transformer, cat_cols)],
         remainder="passthrough",
     )
-    pipe = Pipeline([("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))])
+    pipe = Pipeline(
+        [("preprocess", preprocessor), ("rf", lgb.LGBMRegressor(n_estimators=3, max_depth=3, num_leaves=5))]
+    )
     pipe.fit(train_data, data["y"])
     sql_logic = {"test": "SELECT * FROM TEST_TABLE"}
 
@@ -2353,7 +2355,9 @@ def stacking_classifier():
         ("rf", ensemble.RandomForestClassifier(n_estimators=10, random_state=42)),
         ("svr", make_pipeline(StandardScaler(), linear_model.LogisticRegression(max_iter=5))),
     ]
-    reg = ensemble.StackingClassifier(estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5))
+    reg = ensemble.StackingClassifier(
+        estimators=estimators, final_estimator=linear_model.LogisticRegression(max_iter=5)
+    )
     reg.fit(X, y)
     return SklearnModel(model=reg, sample_data=X)
 
diff --git a/tests/test_registry/test_registry.py b/tests/test_registry/test_registry.py
index c3f5f3b13..8ea61980a 100644
--- a/tests/test_registry/test_registry.py
+++ b/tests/test_registry/test_registry.py
@@ -12,6 +12,7 @@
 import polars as pl
 import pytest
 from pytest_lazyfixture import lazy_fixture
+from scouter import DriftConfig
 from sqlalchemy import select
 
 from opsml.cards import (
@@ -30,7 +31,6 @@
     PolarsData,
     SqlData,
 )
-from scouter import DriftConfig
 from opsml.helpers.exceptions import VersionError
 from opsml.model import ModelInterface, SklearnModel
 from opsml.registry import CardRegistries
diff --git a/uv.lock b/uv.lock
index 76a0c0390..24237c4f2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3012,7 +3012,7 @@ requires-dist = [
     { name = "s3fs", marker = "extra == 'aws-mysql'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 'aws-postgres'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 's3'", specifier = "~=2024.2.0" },
-    { name = "scouter-ml", specifier = "==0.3.0rc2" },
+    { name = "scouter-ml", specifier = "==0.3.0rc3" },
     { name = "semver", specifier = "~=2.13.0" },
     { name = "skl2onnx", marker = "extra == 'sklearn-onnx'", specifier = "==1.16.0" },
     { name = "sqlalchemy", extras = ["mypy"], marker = "extra == 'server'", specifier = "~=2.0" },
@@ -4484,7 +4484,7 @@ wheels = [
 
 [[package]]
 name = "scouter-ml"
-version = "0.3.0rc2"
+version = "0.3.0rc3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
@@ -4495,74 +4495,74 @@ dependencies = [
     { name = "rusty-logger" },
 ]
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 [[package]]

From 921eb4947bd6fe04ec7e8f180bf4579f13d8b5fd Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 20:46:37 -0400
Subject: [PATCH 11/16] add drift route

---
 opsml/app/routes/drift.py                | 39 ++++++++++++++++++++++++
 opsml/app/routes/pydantic_models.py      |  8 +++--
 opsml/registry/sql/base/client.py        |  9 +++++-
 opsml/registry/sql/base/registry_base.py | 27 ++--------------
 opsml/registry/sql/base/server.py        | 23 ++++++++++++--
 opsml/storage/api.py                     |  1 +
 opsml/storage/scouter.py                 | 12 ++------
 7 files changed, 78 insertions(+), 41 deletions(-)
 create mode 100644 opsml/app/routes/drift.py

diff --git a/opsml/app/routes/drift.py b/opsml/app/routes/drift.py
new file mode 100644
index 000000000..28bd8a737
--- /dev/null
+++ b/opsml/app/routes/drift.py
@@ -0,0 +1,39 @@
+# Copyright (c) 2024-current Demml, Inc.
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+# pylint: disable=protected-access
+
+from fastapi import APIRouter, HTTPException, Request, status
+
+from opsml.app.routes.pydantic_models import DriftProfileRequest, Success
+from opsml.helpers.logging import ArtifactLogger
+from opsml.registry.sql.base.server import ServerModelCardRegistry
+
+logger = ArtifactLogger.get_logger()
+
+router = APIRouter()
+
+
+@router.post("/drift/profile", name="metric_put", response_model=Success)
+def insert_metric(request: Request, payload: DriftProfileRequest) -> Success:
+    """Uploads drift profile to scouter-server
+
+    Args:
+        request:
+            FastAPI request object
+        payload:
+            DriftProfileRequest
+
+    Returns:
+        200
+    """
+
+    model_reg: ServerModelCardRegistry = request.app.state.registries.model._registry
+
+    try:
+        model_reg.insert_drift_profile(payload.profile)
+        return Success()
+    except Exception as error:
+        logger.error(f"Failed to insert metrics: {error}")
+        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail="Failed to insert drift profile") from error
diff --git a/opsml/app/routes/pydantic_models.py b/opsml/app/routes/pydantic_models.py
index 20a504716..c86a0925c 100644
--- a/opsml/app/routes/pydantic_models.py
+++ b/opsml/app/routes/pydantic_models.py
@@ -191,9 +191,7 @@ class RegisterModelRequest(BaseModel):
                     * "1.1.1" = registers 1.1.1 at "1.1.1"
                 """,
     )
-    onnx: bool = Field(
-        True, description="Flag indicating if the onnx or non-onnx model should be registered. Default True."
-    )
+    onnx: bool = Field(True, description="Flag indicating if the onnx or non-onnx model should be registered. Default True.")
     ignore_release_candidate: bool = Field(True, description="Flag indicating if release candidates should be ignored.")
 
 
@@ -517,3 +515,7 @@ class SecurityQuestionResponse(BaseModel):
 class TempRequest(BaseModel):
     username: str
     answer: str
+
+
+class DriftProfileRequest(BaseModel):
+    profile: str
diff --git a/opsml/registry/sql/base/client.py b/opsml/registry/sql/base/client.py
index 2ecb27c10..974722741 100644
--- a/opsml/registry/sql/base/client.py
+++ b/opsml/registry/sql/base/client.py
@@ -8,7 +8,7 @@
 import textwrap
 from functools import cached_property
 from typing import Any, Dict, List, Optional, Sequence, Tuple, cast
-
+from scouter import DriftProfile
 import pandas as pd
 
 from opsml.cards import Card, ModelCard
@@ -259,6 +259,13 @@ def _validate_datacard_uid(self, uid: str) -> None:
         if not exists:
             raise ValueError("ModelCard must be associated with a valid DataCard uid")
 
+    def insert_drift_profile(self, drift_profile: DriftProfile) -> None:
+        self._session.request(
+            route=api_routes.METRICS,
+            request_type=RequestType.PUT,
+            json={"profile": drift_profile.model_dump_json()},
+        )
+
     def register_card(
         self,
         card: Card,
diff --git a/opsml/registry/sql/base/registry_base.py b/opsml/registry/sql/base/registry_base.py
index 6613ddb2e..95ab46a81 100644
--- a/opsml/registry/sql/base/registry_base.py
+++ b/opsml/registry/sql/base/registry_base.py
@@ -6,7 +6,6 @@
 from pathlib import Path
 from typing import Any, Dict, List, Optional, Sequence, Tuple, Union
 
-from scouter import DriftProfile
 from semver import VersionInfo
 
 from opsml.cards import Card
@@ -17,8 +16,6 @@
 from opsml.settings.config import config
 from opsml.storage.card_saver import save_card_artifacts
 from opsml.storage.client import StorageClient
-from opsml.storage.scouter import SCOUTER_CLIENT as scouter_client
-from opsml.storage.scouter import ScouterClient
 from opsml.types import RegistryTableNames, RegistryType
 from opsml.types.extra import CommonKwargs
 
@@ -37,7 +34,6 @@ def __init__(self, registry_type: RegistryType, storage_client: StorageClient):
         self.storage_client = storage_client
         self._table_name = RegistryTableNames[registry_type.value.upper()].value
         self._registry_type = registry_type
-        self._scouter_client = scouter_client
 
     @property
     def unique_repositories(self) -> Sequence[str]:
@@ -49,21 +45,6 @@ def get_unique_card_names(self, repository: Optional[str] = None) -> Sequence[st
     def query_stats(self, search_term: Optional[str]) -> Dict[str, int]:
         raise NotImplementedError
 
-    @property
-    def scouter_client(self) -> Optional[ScouterClient]:
-        return self._scouter_client
-
-    def _insert_drift_profile(self, drift_profile: DriftProfile) -> None:
-        """Insert drift profile into scouter server
-
-        Args:
-            drift_profile:
-                drift profile
-        """
-
-        if self.scouter_client is not None:
-            self.scouter_client.insert_drift_profile(drift_profile=drift_profile)
-
     def query_page(
         self,
         sort_by: str,
@@ -331,12 +312,8 @@ def update_card(self, card: Card) -> None:
         assert bool(record), "Card does not exist in registry. Please use register card first"
 
         if self._card_with_diff_uid_already_exists(card):
-            logger.error(
-                "Card for {}/{}/{} already exists with a different uid", card.repository, card.name, card.version
-            )
-            raise ValueError(
-                f"Card for {card.repository}/{card.name}/{card.version} already exists with a different uid"
-            )
+            logger.error("Card for {}/{}/{} already exists with a different uid", card.repository, card.name, card.version)
+            raise ValueError(f"Card for {card.repository}/{card.name}/{card.version} already exists with a different uid")
 
         logger.info("Updating card {}/{} with version {}", card.repository, card.name, card.version)
 
diff --git a/opsml/registry/sql/base/server.py b/opsml/registry/sql/base/server.py
index bd332bb23..2265f152f 100644
--- a/opsml/registry/sql/base/server.py
+++ b/opsml/registry/sql/base/server.py
@@ -37,6 +37,9 @@
 from opsml.storage.client import StorageClient
 from opsml.types import RegistryTableNames, RegistryType
 from opsml.types.extra import Message, User
+from opsml.storage.scouter import SCOUTER_CLIENT as scouter_client
+from opsml.storage.scouter import ScouterClient
+from scouter import DriftProfile
 
 logger = ArtifactLogger.get_logger()
 
@@ -59,6 +62,7 @@ def __init__(self, registry_type: RegistryType, storage_client: StorageClient):
 
         self.engine = get_query_engine(db_engine=db_initializer.engine, registry_type=registry_type)
         self._table = SQLTableGetter.get_table(table_name=self.table_name)
+        self._scouter_client = scouter_client
 
     @property
     def registry_type(self) -> RegistryType:
@@ -69,11 +73,26 @@ def registry_type(self) -> RegistryType:
     def validate(registry_name: str) -> bool:
         raise NotImplementedError
 
+    @property
+    def scouter_client(self) -> Optional[ScouterClient]:
+        return self._scouter_client
+
     @property
     def unique_repositories(self) -> Sequence[str]:
         """Returns a list of unique repositories"""
         return self.engine.get_unique_repositories(table=self._table)
 
+    def insert_drift_profile(self, drift_profile: str) -> None:
+        """Insert drift profile into scouter server
+
+        Args:
+            drift_profile:
+                drift profile
+        """
+
+        if self.scouter_client is not None:
+            self.scouter_client.insert_drift_profile(drift_profile=drift_profile)
+
     def query_stats(self, search_term: Optional[str] = None) -> Dict[str, int]:
         """Query stats from Card Database
         Args:
@@ -393,9 +412,7 @@ class ServerRunCardRegistry(ServerRegistry):
     def registry_type(self) -> RegistryType:
         return RegistryType.RUN
 
-    def get_metric(
-        self, run_uid: str, name: Optional[List[str]] = None, names_only: bool = False
-    ) -> List[Dict[str, Any]]:
+    def get_metric(self, run_uid: str, name: Optional[List[str]] = None, names_only: bool = False) -> List[Dict[str, Any]]:
         """Get metric from run card
 
         Args:
diff --git a/opsml/storage/api.py b/opsml/storage/api.py
index 9dab44f30..9498c4a1f 100644
--- a/opsml/storage/api.py
+++ b/opsml/storage/api.py
@@ -50,6 +50,7 @@ class ApiRoutes:
     TOKEN = "auth/token"
     HW_METRICS = "metrics/hardware"
     PARAMETERS = "parameters"
+    DRIFT_PROFILE = "profile"
 
 
 api_routes = ApiRoutes()
diff --git a/opsml/storage/scouter.py b/opsml/storage/scouter.py
index 4779c4382..df5c0752f 100644
--- a/opsml/storage/scouter.py
+++ b/opsml/storage/scouter.py
@@ -1,25 +1,19 @@
 import json
 
-from scouter import DriftProfile
-
 from opsml.settings.config import config
 from opsml.storage.api import ApiClient, RequestType
 
 
 class ScouterClient(ApiClient):
-    def insert_drift_profile(self, drift_profile: DriftProfile) -> None:
+    def insert_drift_profile(self, drift_profile: str) -> None:
         """Inserts drift profile into scouter server
 
         Args:
             drift_profile:
                 Drift profile to insert
         """
-
-        self.request(
-            route="/profile",
-            request_type=RequestType.POST,
-            json=json.loads(drift_profile.model_dump_json()),
-        )
+        profile = json.loads(drift_profile)
+        self.request(route="/profile", request_type=RequestType.POST, json=profile)
 
 
 SCOUTER_CLIENT = None

From c13af52d58f0f935ed141dc79e6e3ddd113ebb97 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 20:58:02 -0400
Subject: [PATCH 12/16] update routes

---
 opsml/app/routes/drift.py                |  4 +++-
 opsml/app/routes/pydantic_models.py      |  4 +++-
 opsml/registry/sql/base/client.py        | 10 +++++-----
 opsml/registry/sql/base/registry_base.py |  8 ++++++--
 opsml/registry/sql/base/server.py        | 13 ++++++++-----
 5 files changed, 25 insertions(+), 14 deletions(-)

diff --git a/opsml/app/routes/drift.py b/opsml/app/routes/drift.py
index 28bd8a737..94669690c 100644
--- a/opsml/app/routes/drift.py
+++ b/opsml/app/routes/drift.py
@@ -36,4 +36,6 @@ def insert_metric(request: Request, payload: DriftProfileRequest) -> Success:
         return Success()
     except Exception as error:
         logger.error(f"Failed to insert metrics: {error}")
-        raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail="Failed to insert drift profile") from error
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail="Failed to insert drift profile"
+        ) from error
diff --git a/opsml/app/routes/pydantic_models.py b/opsml/app/routes/pydantic_models.py
index c86a0925c..da0009e71 100644
--- a/opsml/app/routes/pydantic_models.py
+++ b/opsml/app/routes/pydantic_models.py
@@ -191,7 +191,9 @@ class RegisterModelRequest(BaseModel):
                     * "1.1.1" = registers 1.1.1 at "1.1.1"
                 """,
     )
-    onnx: bool = Field(True, description="Flag indicating if the onnx or non-onnx model should be registered. Default True.")
+    onnx: bool = Field(
+        True, description="Flag indicating if the onnx or non-onnx model should be registered. Default True."
+    )
     ignore_release_candidate: bool = Field(True, description="Flag indicating if release candidates should be ignored.")
 
 
diff --git a/opsml/registry/sql/base/client.py b/opsml/registry/sql/base/client.py
index 974722741..15d6e70da 100644
--- a/opsml/registry/sql/base/client.py
+++ b/opsml/registry/sql/base/client.py
@@ -8,7 +8,7 @@
 import textwrap
 from functools import cached_property
 from typing import Any, Dict, List, Optional, Sequence, Tuple, cast
-from scouter import DriftProfile
+
 import pandas as pd
 
 from opsml.cards import Card, ModelCard
@@ -259,11 +259,11 @@ def _validate_datacard_uid(self, uid: str) -> None:
         if not exists:
             raise ValueError("ModelCard must be associated with a valid DataCard uid")
 
-    def insert_drift_profile(self, drift_profile: DriftProfile) -> None:
+    def insert_drift_profile(self, drift_profile: str) -> None:
         self._session.request(
-            route=api_routes.METRICS,
+            route=api_routes.DRIFT_PROFILE,
             request_type=RequestType.PUT,
-            json={"profile": drift_profile.model_dump_json()},
+            json={"profile": drift_profile},
         )
 
     def register_card(
@@ -323,7 +323,7 @@ def register_card(
             # write profile to scouter
             if card.interface.drift_profile is not None and config.scouter_server_uri is not None:
                 try:
-                    self._insert_drift_profile(drift_profile=card.interface.drift_profile)
+                    self.insert_drift_profile(drift_profile=card.interface.drift_profile.model_dump_json())
                 except Exception as exc:  # pylint: disable=broad-except
                     logger.error(f"Failed to insert drift profile: {exc}")
 
diff --git a/opsml/registry/sql/base/registry_base.py b/opsml/registry/sql/base/registry_base.py
index 95ab46a81..90f775ffb 100644
--- a/opsml/registry/sql/base/registry_base.py
+++ b/opsml/registry/sql/base/registry_base.py
@@ -312,8 +312,12 @@ def update_card(self, card: Card) -> None:
         assert bool(record), "Card does not exist in registry. Please use register card first"
 
         if self._card_with_diff_uid_already_exists(card):
-            logger.error("Card for {}/{}/{} already exists with a different uid", card.repository, card.name, card.version)
-            raise ValueError(f"Card for {card.repository}/{card.name}/{card.version} already exists with a different uid")
+            logger.error(
+                "Card for {}/{}/{} already exists with a different uid", card.repository, card.name, card.version
+            )
+            raise ValueError(
+                f"Card for {card.repository}/{card.name}/{card.version} already exists with a different uid"
+            )
 
         logger.info("Updating card {}/{} with version {}", card.repository, card.name, card.version)
 
diff --git a/opsml/registry/sql/base/server.py b/opsml/registry/sql/base/server.py
index 2265f152f..074a9a49b 100644
--- a/opsml/registry/sql/base/server.py
+++ b/opsml/registry/sql/base/server.py
@@ -35,11 +35,10 @@
 from opsml.registry.sql.connectors.connector import DefaultConnector
 from opsml.settings.config import config
 from opsml.storage.client import StorageClient
-from opsml.types import RegistryTableNames, RegistryType
-from opsml.types.extra import Message, User
 from opsml.storage.scouter import SCOUTER_CLIENT as scouter_client
 from opsml.storage.scouter import ScouterClient
-from scouter import DriftProfile
+from opsml.types import RegistryTableNames, RegistryType
+from opsml.types.extra import Message, User
 
 logger = ArtifactLogger.get_logger()
 
@@ -398,7 +397,9 @@ def register_card(
             # write profile to scouter
             if card.interface.drift_profile is not None and config.scouter_server_uri is not None:
                 try:
-                    self._insert_drift_profile(drift_profile=card.interface.drift_profile)
+                    self.insert_drift_profile(
+                        drift_profile=card.interface.drift_profile.model_dump_json(),
+                    )
                 except Exception as exc:  # pylint: disable=broad-except
                     logger.error(f"Failed to insert drift profile: {exc}")
 
@@ -412,7 +413,9 @@ class ServerRunCardRegistry(ServerRegistry):
     def registry_type(self) -> RegistryType:
         return RegistryType.RUN
 
-    def get_metric(self, run_uid: str, name: Optional[List[str]] = None, names_only: bool = False) -> List[Dict[str, Any]]:
+    def get_metric(
+        self, run_uid: str, name: Optional[List[str]] = None, names_only: bool = False
+    ) -> List[Dict[str, Any]]:
         """Get metric from run card
 
         Args:

From a12c59b52448ab90b20b21589c69bbc5ef7b19d4 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 21:00:00 -0400
Subject: [PATCH 13/16] add router to app

---
 opsml/app/routes/router.py | 2 ++
 opsml/storage/api.py       | 2 +-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/opsml/app/routes/router.py b/opsml/app/routes/router.py
index 735e2ab28..2a598a06f 100644
--- a/opsml/app/routes/router.py
+++ b/opsml/app/routes/router.py
@@ -20,6 +20,7 @@
     registry,
     runs,
     ui,
+    drift,
 )
 
 
@@ -37,6 +38,7 @@ def build_router(dependencies: Optional[Sequence[Any]] = None) -> APIRouter:
     api_router.include_router(parameters.router, tags=["parameters"], prefix="/opsml", dependencies=dependencies)
     api_router.include_router(runs.router, tags=["runs"], prefix="/opsml", dependencies=dependencies)
     api_router.include_router(ui.router, tags=["ui"], dependencies=dependencies)
+    api_router.include_router(drift.router, tags=["drift"], prefix="/opsml", dependencies=dependencies)
     api_router.include_router(auth.router, tags=["auth"], prefix="/opsml")
 
     return api_router
diff --git a/opsml/storage/api.py b/opsml/storage/api.py
index 9498c4a1f..30d674040 100644
--- a/opsml/storage/api.py
+++ b/opsml/storage/api.py
@@ -50,7 +50,7 @@ class ApiRoutes:
     TOKEN = "auth/token"
     HW_METRICS = "metrics/hardware"
     PARAMETERS = "parameters"
-    DRIFT_PROFILE = "profile"
+    DRIFT_PROFILE = "drift/profile"
 
 
 api_routes = ApiRoutes()

From 4ca8a86800c4e4b862e76dcac90a1b959b819288 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 22:07:40 -0400
Subject: [PATCH 14/16] add server and client tests

---
 opsml/app/routes/router.py           |  2 +-
 opsml/registry/sql/base/client.py    |  2 +-
 opsml/registry/sql/base/server.py    |  2 ++
 tests/conftest.py                    |  5 ++-
 tests/test_app/test_client.py        | 46 ++++++++++++++++++++++++++--
 tests/test_registry/test_registry.py |  6 ++++
 6 files changed, 58 insertions(+), 5 deletions(-)

diff --git a/opsml/app/routes/router.py b/opsml/app/routes/router.py
index 2a598a06f..48ecfccc8 100644
--- a/opsml/app/routes/router.py
+++ b/opsml/app/routes/router.py
@@ -11,6 +11,7 @@
     auth,
     cards,
     data,
+    drift,
     files,
     healthcheck,
     metrics,
@@ -20,7 +21,6 @@
     registry,
     runs,
     ui,
-    drift,
 )
 
 
diff --git a/opsml/registry/sql/base/client.py b/opsml/registry/sql/base/client.py
index 15d6e70da..c00291ae4 100644
--- a/opsml/registry/sql/base/client.py
+++ b/opsml/registry/sql/base/client.py
@@ -262,7 +262,7 @@ def _validate_datacard_uid(self, uid: str) -> None:
     def insert_drift_profile(self, drift_profile: str) -> None:
         self._session.request(
             route=api_routes.DRIFT_PROFILE,
-            request_type=RequestType.PUT,
+            request_type=RequestType.POST,
             json={"profile": drift_profile},
         )
 
diff --git a/opsml/registry/sql/base/server.py b/opsml/registry/sql/base/server.py
index 074a9a49b..21bcbf01a 100644
--- a/opsml/registry/sql/base/server.py
+++ b/opsml/registry/sql/base/server.py
@@ -394,6 +394,8 @@ def register_card(
                 build_tag=build_tag,
             )
 
+            print(config.scouter_server_uri)
+
             # write profile to scouter
             if card.interface.drift_profile is not None and config.scouter_server_uri is not None:
                 try:
diff --git a/tests/conftest.py b/tests/conftest.py
index 631e6c314..4e083e305 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -26,6 +26,7 @@
 os.environ["OPSML_PROD_TOKEN"] = "test-token"
 os.environ["OPSML_TRACKING_URI"] = OPSML_TRACKING_URI
 os.environ["OPSML_STORAGE_URI"] = OPSML_STORAGE_URI
+os.environ["SCOUTER_SERVER_URI"] = "http://testserver"
 
 import datetime
 import shutil
@@ -354,10 +355,12 @@ def api_registries(monkeypatch: pytest.MonkeyPatch, test_app: TestClient) -> Yie
 
 
 @pytest.fixture
-def db_registries() -> YieldFixture[CardRegistries]:
+def db_registries(monkeypatch: pytest.MonkeyPatch) -> YieldFixture[CardRegistries]:
     """Returns CardRegistries configured with a local client."""
     cleanup()
 
+    monkeypatch.setattr(config, "scouter_server_uri", "http://testserver")
+
     # CardRegistries rely on global storage state - so set it to local.
     client.storage_client = client.get_storage_client(
         OpsmlConfig(
diff --git a/tests/test_app/test_client.py b/tests/test_app/test_client.py
index b5e770534..0efab9402 100644
--- a/tests/test_app/test_client.py
+++ b/tests/test_app/test_client.py
@@ -1,8 +1,10 @@
 import uuid
 from pathlib import Path
 from typing import Any, Dict, Tuple, cast
+from unittest import mock
 
 import pytest
+from scouter import DriftConfig
 from sklearn.preprocessing import LabelEncoder
 from starlette.testclient import TestClient
 
@@ -265,8 +267,8 @@ def test_runcard(
     # Load the card and verify artifacts / metrics
     loaded_card: RunCard = registry.load_card(uid=run.uid)
     assert loaded_card.uid == run.uid
-    assert loaded_card.get_metric("test_metric")[0].value == 10  # type: ignore
-    assert loaded_card.get_metric("test_metric2")[0].value == 20  # type: ignore
+    assert loaded_card.get_metric("test_metric")[0].value == 10
+    assert loaded_card.get_metric("test_metric2")[0].value == 20
     loaded_card.load_artifacts()
 
 
@@ -538,3 +540,43 @@ def test_register_vit(
 
     assert api_storage_client.exists(Path(modelcard.uri, SaveName.TRAINED_MODEL.value).with_suffix(model.model_suffix))
     assert api_storage_client.exists(Path(modelcard.uri, SaveName.FEATURE_EXTRACTOR.value).with_suffix(""))
+
+
+@mock.patch("opsml.storage.scouter.ScouterClient.request")
+def test_model_registry_scouter(
+    mock_request: mock.MagicMock,
+    linear_regression: Tuple[SklearnModel, NumpyData],
+    api_registries: CardRegistries,
+) -> None:
+    mock_request.return_value = None
+
+    data_registry = api_registries.data
+    model_registry = api_registries.model
+    model, data = linear_regression
+
+    datacard = DataCard(
+        interface=data,
+        name="scouter_test",
+        repository="mlops",
+        contact="mlops.com",
+    )
+
+    data_registry.register_card(card=datacard)
+
+    drift_config = DriftConfig()
+    model.create_drift_profile(data.data, drift_config)
+
+    modelcard = ModelCard(
+        interface=model,
+        name="pipeline_model",
+        repository="mlops",
+        contact="mlops.com",
+        datacard_uid=datacard.uid,
+        to_onnx=True,
+    )
+
+    model_registry.register_card(card=modelcard)
+
+    assert modelcard.interface.drift_profile is not None
+    assert modelcard.interface.drift_profile.config.name == modelcard.name
+    assert mock_request.called
diff --git a/tests/test_registry/test_registry.py b/tests/test_registry/test_registry.py
index 8ea61980a..9e3a30066 100644
--- a/tests/test_registry/test_registry.py
+++ b/tests/test_registry/test_registry.py
@@ -6,6 +6,7 @@
 import uuid
 from pathlib import Path
 from typing import Tuple
+from unittest import mock
 
 import joblib
 import pandas as pd
@@ -885,10 +886,14 @@ def test_sort_timestamp(sql_data: SqlData, db_registries: CardRegistries) -> Non
     assert cards[1]["name"] == "test1"
 
 
+@mock.patch("opsml.storage.scouter.ScouterClient.request")
 def test_model_registry_scouter(
+    mock_request: mock.MagicMock,
     db_registries: CardRegistries,
     sklearn_pipeline: Tuple[ModelInterface, DataInterface],
 ) -> None:
+    mock_request.return_value = None
+
     # create data card
     data_registry = db_registries.data
     model, data = sklearn_pipeline
@@ -919,3 +924,4 @@ def test_model_registry_scouter(
 
     assert model_card.interface.drift_profile is not None
     assert model_card.interface.drift_profile.config.name == model_card.name
+    assert mock_request.called

From b441a1b982202fec0971fde8a67a38da1c8fbb5c Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Mon, 16 Sep 2024 22:42:32 -0400
Subject: [PATCH 15/16] in compliance

---
 opsml/registry/sql/base/query_engine.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/opsml/registry/sql/base/query_engine.py b/opsml/registry/sql/base/query_engine.py
index 415d9b577..e3c60ad9b 100644
--- a/opsml/registry/sql/base/query_engine.py
+++ b/opsml/registry/sql/base/query_engine.py
@@ -506,6 +506,7 @@ def query_page(
             Tuple of card summary
         """
 
+        ## build versions
         versions = select(
             table.repository,
             table.name,
@@ -546,6 +547,9 @@ def query_page(
                 ),
             )
 
+        versions = versions.subquery()
+        stats = stats.subquery()
+
         filtered_versions = (
             select(
                 versions.c.repository,

From 1c0aa1aafe4edd160972b6cc020d8368ea26ba82 Mon Sep 17 00:00:00 2001
From: Thorrester <sjforrester32@gmail.com>
Date: Tue, 17 Sep 2024 09:10:15 -0400
Subject: [PATCH 16/16] Update _base.py

---
 opsml/data/interfaces/_base.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/opsml/data/interfaces/_base.py b/opsml/data/interfaces/_base.py
index 7c56da32d..0f2cad3ea 100644
--- a/opsml/data/interfaces/_base.py
+++ b/opsml/data/interfaces/_base.py
@@ -144,7 +144,7 @@ def load_data_profile(self, path: Path) -> None:
                 Pathlib object
         """
 
-        profile = DataProfile.load_from_json(path.read_text(encoding="utf-8"))
+        profile = DataProfile.model_validate_json(path.read_text(encoding="utf-8"))
         self.data_profile = profile
 
     def save_data_profile(self, path: Path) -> None: