diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index c73820301..02d0e1290 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -8,7 +8,6 @@ on:
 
 jobs:
   tests:
-
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
@@ -22,15 +21,19 @@ jobs:
       with:
         python-version: ${{ matrix.python-version }}
 
+    - name: Set up Java 17
+      uses: actions/setup-java@v3
+      with:
+        distribution: adopt
+        java-version: 17
+
     - name: Install Merlion
       run: |
-        sudo apt-get update -y
-        sudo apt-get install bc openjdk-11-jre-headless -y --fix-missing
         python -m pip install --upgrade pip setuptools wheel build
         python -m pip install pytest coverage
         python -m build
-        for f in dist/*.whl; do pip install $f[all]; done
-        pip install -e ts_datasets/
+        for f in dist/*.whl; do python -m pip install $f[all]; done
+        python -m pip install -e ts_datasets/
 
     - name: Test with pytest
       id: test
@@ -86,3 +89,35 @@ jobs:
         BRANCH: badges
         FOLDER: .github/badges
         GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+  tests_windows:
+
+    runs-on: windows-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.7", "3.8", "3.9", "3.10"]
+
+    steps:
+    - uses: actions/checkout@v3
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Set up Java 17
+      uses: actions/setup-java@v3
+      with:
+        distribution: microsoft
+        java-version: 17
+
+    - name: Install Merlion
+      run: |
+        python -m pip install --upgrade pip setuptools wheel build pytest
+        python -m pip install ".[all]"
+        python -m pip install -e ts_datasets/
+
+    - name: Test with pytest
+      id: test
+      run: pytest -v -s --ignore=tests/spark
diff --git a/merlion/dashboard/__init__.py b/merlion/dashboard/__init__.py
index 92d093b27..9cf4af824 100644
--- a/merlion/dashboard/__init__.py
+++ b/merlion/dashboard/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/__main__.py b/merlion/dashboard/__main__.py
index e8f571cd7..c41a58903 100644
--- a/merlion/dashboard/__main__.py
+++ b/merlion/dashboard/__main__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/callbacks/__init__.py b/merlion/dashboard/callbacks/__init__.py
index 599d47c29..5b913d9ad 100644
--- a/merlion/dashboard/callbacks/__init__.py
+++ b/merlion/dashboard/callbacks/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/callbacks/anomaly.py b/merlion/dashboard/callbacks/anomaly.py
index 0e4ec0b10..4cb63bb74 100755
--- a/merlion/dashboard/callbacks/anomaly.py
+++ b/merlion/dashboard/callbacks/anomaly.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/callbacks/data.py b/merlion/dashboard/callbacks/data.py
index 660178cb8..9149b39d5 100644
--- a/merlion/dashboard/callbacks/data.py
+++ b/merlion/dashboard/callbacks/data.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/callbacks/forecast.py b/merlion/dashboard/callbacks/forecast.py
index 9e9717aa0..139654062 100755
--- a/merlion/dashboard/callbacks/forecast.py
+++ b/merlion/dashboard/callbacks/forecast.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/models/__init__.py b/merlion/dashboard/models/__init__.py
index 599d47c29..5b913d9ad 100644
--- a/merlion/dashboard/models/__init__.py
+++ b/merlion/dashboard/models/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/models/data.py b/merlion/dashboard/models/data.py
index d58cd89ef..c5d1ce55d 100644
--- a/merlion/dashboard/models/data.py
+++ b/merlion/dashboard/models/data.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/models/utils.py b/merlion/dashboard/models/utils.py
index ae0d07a21..2e431b3c2 100644
--- a/merlion/dashboard/models/utils.py
+++ b/merlion/dashboard/models/utils.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/pages/__init__.py b/merlion/dashboard/pages/__init__.py
index 599d47c29..5b913d9ad 100644
--- a/merlion/dashboard/pages/__init__.py
+++ b/merlion/dashboard/pages/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/pages/anomaly.py b/merlion/dashboard/pages/anomaly.py
index db3561f8e..0f5ef38b3 100755
--- a/merlion/dashboard/pages/anomaly.py
+++ b/merlion/dashboard/pages/anomaly.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/pages/data.py b/merlion/dashboard/pages/data.py
index c9eb0b78a..db4c5e137 100644
--- a/merlion/dashboard/pages/data.py
+++ b/merlion/dashboard/pages/data.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/pages/forecast.py b/merlion/dashboard/pages/forecast.py
index 71e14f8e9..b4003855c 100755
--- a/merlion/dashboard/pages/forecast.py
+++ b/merlion/dashboard/pages/forecast.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -96,7 +96,7 @@ def create_control_panel() -> html.Div:
             html.Br(),
             html.P("Algorithm Setting"),
             html.Div(id="forecasting-param-table", children=[create_param_table()]),
-            html.Progress(id="forecasting-progressbar", style={"width": "100%", 'color':'#1AB9FF'}),
+            html.Progress(id="forecasting-progressbar", style={"width": "100%", "color": "#1AB9FF"}),
             html.Br(),
             html.Div(
                 children=[
diff --git a/merlion/dashboard/pages/utils.py b/merlion/dashboard/pages/utils.py
index a89f604fa..f4022354f 100644
--- a/merlion/dashboard/pages/utils.py
+++ b/merlion/dashboard/pages/utils.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/server.py b/merlion/dashboard/server.py
index e3f45d7fd..8fff5b9b3 100644
--- a/merlion/dashboard/server.py
+++ b/merlion/dashboard/server.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/settings.py b/merlion/dashboard/settings.py
index 7bbfed9ce..083117ec0 100644
--- a/merlion/dashboard/settings.py
+++ b/merlion/dashboard/settings.py
@@ -1,8 +1,8 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
 #
 TABLE_HEADER_COLOR = "#014486"
-TABLE_DATA_COLOR = 'white'
+TABLE_DATA_COLOR = "white"
diff --git a/merlion/dashboard/utils/__init__.py b/merlion/dashboard/utils/__init__.py
index 599d47c29..5b913d9ad 100644
--- a/merlion/dashboard/utils/__init__.py
+++ b/merlion/dashboard/utils/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/utils/file_manager.py b/merlion/dashboard/utils/file_manager.py
index a5056532c..d2f4dec81 100644
--- a/merlion/dashboard/utils/file_manager.py
+++ b/merlion/dashboard/utils/file_manager.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/utils/layout.py b/merlion/dashboard/utils/layout.py
index cce7426b3..0688902c2 100644
--- a/merlion/dashboard/utils/layout.py
+++ b/merlion/dashboard/utils/layout.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -9,8 +9,8 @@
 
 
 tab_style = {
-    "borderBottom": "1px solid #d6d6d6", 
-    "padding": "6px", 
+    "borderBottom": "1px solid #d6d6d6",
+    "padding": "6px",
     "fontWeight": "bold",
     "backgroundColor": "#1B96FF",
     "color": "white",
diff --git a/merlion/dashboard/utils/log.py b/merlion/dashboard/utils/log.py
index 597d7e184..16fd5ca51 100644
--- a/merlion/dashboard/utils/log.py
+++ b/merlion/dashboard/utils/log.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/dashboard/utils/plot.py b/merlion/dashboard/utils/plot.py
index c3b9232ba..7f9dd2b34 100644
--- a/merlion/dashboard/utils/plot.py
+++ b/merlion/dashboard/utils/plot.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/evaluate/anomaly.py b/merlion/evaluate/anomaly.py
index a5da0603b..156775ae8 100644
--- a/merlion/evaluate/anomaly.py
+++ b/merlion/evaluate/anomaly.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -118,7 +118,7 @@ def f_beta(self, score_type: ScoreType = ScoreType.RevisedPointAdjusted, beta=1.
             prec_score_type = rec_score_type = score_type
         p = self.precision(prec_score_type)
         r = self.recall(rec_score_type)
-        return 0.0 if p == 0 or r == 0 else (1 + beta ** 2) * p * r / (beta ** 2 * p + r)
+        return 0.0 if p == 0 or r == 0 else (1 + beta**2) * p * r / (beta**2 * p + r)
 
     def mean_time_to_detect(self):
         t = np.mean(self.tp_detection_delays) if self.tp_detection_delays else 0
diff --git a/merlion/evaluate/base.py b/merlion/evaluate/base.py
index 43a258a53..5fe7c0566 100644
--- a/merlion/evaluate/base.py
+++ b/merlion/evaluate/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/evaluate/forecast.py b/merlion/evaluate/forecast.py
index 6641d67b6..77b9bfe3c 100644
--- a/merlion/evaluate/forecast.py
+++ b/merlion/evaluate/forecast.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/autoencoder.py b/merlion/models/anomaly/autoencoder.py
index c6ea015ae..e673adb6a 100644
--- a/merlion/models/anomaly/autoencoder.py
+++ b/merlion/models/anomaly/autoencoder.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/base.py b/merlion/models/anomaly/base.py
index 7b181d4ac..49e3c99dd 100644
--- a/merlion/models/anomaly/base.py
+++ b/merlion/models/anomaly/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/change_point/bocpd.py b/merlion/models/anomaly/change_point/bocpd.py
index 63c687ca3..d3dba575d 100644
--- a/merlion/models/anomaly/change_point/bocpd.py
+++ b/merlion/models/anomaly/change_point/bocpd.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/dagmm.py b/merlion/models/anomaly/dagmm.py
index 55155589e..4ba1b4907 100644
--- a/merlion/models/anomaly/dagmm.py
+++ b/merlion/models/anomaly/dagmm.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/dbl.py b/merlion/models/anomaly/dbl.py
index afd97eb89..aae37aaaf 100644
--- a/merlion/models/anomaly/dbl.py
+++ b/merlion/models/anomaly/dbl.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/deep_point_anomaly_detector.py b/merlion/models/anomaly/deep_point_anomaly_detector.py
index 60a88f53b..3549507ed 100644
--- a/merlion/models/anomaly/deep_point_anomaly_detector.py
+++ b/merlion/models/anomaly/deep_point_anomaly_detector.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/forecast_based/__init__.py b/merlion/models/anomaly/forecast_based/__init__.py
index 96e7499f5..6824af204 100644
--- a/merlion/models/anomaly/forecast_based/__init__.py
+++ b/merlion/models/anomaly/forecast_based/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/forecast_based/base.py b/merlion/models/anomaly/forecast_based/base.py
index f01f1b931..19885e304 100644
--- a/merlion/models/anomaly/forecast_based/base.py
+++ b/merlion/models/anomaly/forecast_based/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/forecast_based/mses.py b/merlion/models/anomaly/forecast_based/mses.py
index 3f9130526..d1f45f137 100644
--- a/merlion/models/anomaly/forecast_based/mses.py
+++ b/merlion/models/anomaly/forecast_based/mses.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/forecast_based/prophet.py b/merlion/models/anomaly/forecast_based/prophet.py
index 0488ce530..3b3ce6d97 100644
--- a/merlion/models/anomaly/forecast_based/prophet.py
+++ b/merlion/models/anomaly/forecast_based/prophet.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/isolation_forest.py b/merlion/models/anomaly/isolation_forest.py
index df78b18c4..4a02b1f64 100644
--- a/merlion/models/anomaly/isolation_forest.py
+++ b/merlion/models/anomaly/isolation_forest.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -29,7 +29,7 @@ class IsolationForestConfig(DetectorConfig):
 
     _default_transform = TransformSequence([DifferenceTransform(), Shingle(size=2, stride=1)])
 
-    def __init__(self, max_n_samples: int = None, n_estimators: int = 100, **kwargs):
+    def __init__(self, max_n_samples: int = None, n_estimators: int = 100, n_jobs=-1, **kwargs):
         """
         :param max_n_samples: Maximum number of samples to allow the isolation
             forest to train on. Specify ``None`` to use all samples in the
@@ -38,6 +38,7 @@ def __init__(self, max_n_samples: int = None, n_estimators: int = 100, **kwargs)
         """
         self.max_n_samples = 1.0 if max_n_samples is None else max_n_samples
         self.n_estimators = n_estimators
+        self.n_jobs = n_jobs
         # Isolation forest's uncalibrated scores are between 0 and 1
         kwargs["max_score"] = 1.0
         super().__init__(**kwargs)
@@ -54,7 +55,7 @@ class IsolationForest(DetectorBase):
     def __init__(self, config: IsolationForestConfig):
         super().__init__(config)
         self.model = skl_IsolationForest(
-            max_samples=config.max_n_samples, n_estimators=config.n_estimators, random_state=0
+            max_samples=config.max_n_samples, n_estimators=config.n_estimators, random_state=0, n_jobs=config.n_jobs
         )
 
     @property
diff --git a/merlion/models/anomaly/lstm_ed.py b/merlion/models/anomaly/lstm_ed.py
index 4881cdf15..c408586e3 100644
--- a/merlion/models/anomaly/lstm_ed.py
+++ b/merlion/models/anomaly/lstm_ed.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/random_cut_forest.py b/merlion/models/anomaly/random_cut_forest.py
index f8ea4bcb1..e226518f8 100644
--- a/merlion/models/anomaly/random_cut_forest.py
+++ b/merlion/models/anomaly/random_cut_forest.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/spectral_residual.py b/merlion/models/anomaly/spectral_residual.py
index 9ff5cfc40..000334084 100644
--- a/merlion/models/anomaly/spectral_residual.py
+++ b/merlion/models/anomaly/spectral_residual.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/stat_threshold.py b/merlion/models/anomaly/stat_threshold.py
index e3669fb71..93a527bde 100644
--- a/merlion/models/anomaly/stat_threshold.py
+++ b/merlion/models/anomaly/stat_threshold.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/vae.py b/merlion/models/anomaly/vae.py
index fbef3cc54..2ea1a02ef 100644
--- a/merlion/models/anomaly/vae.py
+++ b/merlion/models/anomaly/vae.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -143,7 +143,7 @@ def _train(self, train_data: pd.DataFrame, train_config=None) -> pd.DataFrame:
                 x = torch.tensor(batch, dtype=torch.float, device=self.device)
                 recon_x, mu, log_var, _ = self.model(x, None)
                 recon_loss = loss_func(x, recon_x)
-                kld_loss = -0.5 * torch.mean(torch.sum(1 + log_var - mu ** 2 - log_var.exp(), dim=1), dim=0)
+                kld_loss = -0.5 * torch.mean(torch.sum(1 + log_var - mu**2 - log_var.exp(), dim=1), dim=0)
                 loss = recon_loss + kld_loss * self.kld_weight
                 optimizer.zero_grad()
                 loss.backward()
diff --git a/merlion/models/anomaly/windstats.py b/merlion/models/anomaly/windstats.py
index 775e24994..3f74e3311 100644
--- a/merlion/models/anomaly/windstats.py
+++ b/merlion/models/anomaly/windstats.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/anomaly/zms.py b/merlion/models/anomaly/zms.py
index 97f400bf8..3eccdcc87 100644
--- a/merlion/models/anomaly/zms.py
+++ b/merlion/models/anomaly/zms.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -84,7 +84,7 @@ def n_lags(self, n: int):
         the output dimension (number of lags) will change.
         """
         self._n_lags = n
-        lags = [LagTransform(self.base ** k, pad=True) for k in range(n)] if n is not None else []
+        lags = [LagTransform(self.base**k, pad=True) for k in range(n)] if n is not None else []
         self.lags = TransformStack([Identity(), *lags])
         self.normalize = MeanVarNormalize()
 
diff --git a/merlion/models/automl/__init__.py b/merlion/models/automl/__init__.py
index ca1bea52b..b591e1963 100644
--- a/merlion/models/automl/__init__.py
+++ b/merlion/models/automl/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/automl/autoets.py b/merlion/models/automl/autoets.py
index 7b797f397..0cc48e4ca 100644
--- a/merlion/models/automl/autoets.py
+++ b/merlion/models/automl/autoets.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/automl/autoprophet.py b/merlion/models/automl/autoprophet.py
index 4bc0882c9..0845af3fa 100644
--- a/merlion/models/automl/autoprophet.py
+++ b/merlion/models/automl/autoprophet.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/automl/autosarima.py b/merlion/models/automl/autosarima.py
index 374846a1f..a0a6ff649 100644
--- a/merlion/models/automl/autosarima.py
+++ b/merlion/models/automl/autosarima.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/automl/base.py b/merlion/models/automl/base.py
index 19f90d4df..a86cb2c53 100644
--- a/merlion/models/automl/base.py
+++ b/merlion/models/automl/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/automl/search.py b/merlion/models/automl/search.py
index 5c8016d86..704894c74 100644
--- a/merlion/models/automl/search.py
+++ b/merlion/models/automl/search.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/automl/seasonality.py b/merlion/models/automl/seasonality.py
index 6c4c289b3..7abe70bee 100644
--- a/merlion/models/automl/seasonality.py
+++ b/merlion/models/automl/seasonality.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/base.py b/merlion/models/base.py
index 9be2c4a1a..1cf7f3aea 100644
--- a/merlion/models/base.py
+++ b/merlion/models/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/deep_base.py b/merlion/models/deep_base.py
index 51f777d98..45155f908 100644
--- a/merlion/models/deep_base.py
+++ b/merlion/models/deep_base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -76,7 +76,7 @@ def __init__(
         optimizer: Union[str, Optimizer] = Optimizer.Adam,
         loss_fn: Union[str, LossFunction] = LossFunction.mse,
         clip_gradient: Optional[float] = None,
-        use_gpu: bool = False,
+        use_gpu: bool = True,
         ts_encoding: Union[None, str] = "h",
         lr: float = 1e-4,
         weight_decay: float = 0.0,
diff --git a/merlion/models/defaults.py b/merlion/models/defaults.py
index 38096678a..ace36c58d 100644
--- a/merlion/models/defaults.py
+++ b/merlion/models/defaults.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/ensemble/anomaly.py b/merlion/models/ensemble/anomaly.py
index 5b45a5c92..40dadec70 100644
--- a/merlion/models/ensemble/anomaly.py
+++ b/merlion/models/ensemble/anomaly.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/ensemble/base.py b/merlion/models/ensemble/base.py
index 712375f50..cb17bed95 100644
--- a/merlion/models/ensemble/base.py
+++ b/merlion/models/ensemble/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/ensemble/combine.py b/merlion/models/ensemble/combine.py
index 10be1071d..0dd4d1956 100644
--- a/merlion/models/ensemble/combine.py
+++ b/merlion/models/ensemble/combine.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/ensemble/forecast.py b/merlion/models/ensemble/forecast.py
index 419fe4aad..9dfc7c9c5 100644
--- a/merlion/models/ensemble/forecast.py
+++ b/merlion/models/ensemble/forecast.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/arima.py b/merlion/models/forecast/arima.py
index e9d657e42..d24d2017a 100644
--- a/merlion/models/forecast/arima.py
+++ b/merlion/models/forecast/arima.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/autoformer.py b/merlion/models/forecast/autoformer.py
index 0469d79af..29f88b760 100644
--- a/merlion/models/forecast/autoformer.py
+++ b/merlion/models/forecast/autoformer.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/base.py b/merlion/models/forecast/base.py
index ceae77a43..dc34606ab 100644
--- a/merlion/models/forecast/base.py
+++ b/merlion/models/forecast/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/deep_base.py b/merlion/models/forecast/deep_base.py
index 37f64e215..df2d47d4b 100644
--- a/merlion/models/forecast/deep_base.py
+++ b/merlion/models/forecast/deep_base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/ets.py b/merlion/models/forecast/ets.py
index 4ecad2438..9a6f67e38 100644
--- a/merlion/models/forecast/ets.py
+++ b/merlion/models/forecast/ets.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/etsformer.py b/merlion/models/forecast/etsformer.py
index 443031668..16617f64c 100644
--- a/merlion/models/forecast/etsformer.py
+++ b/merlion/models/forecast/etsformer.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/informer.py b/merlion/models/forecast/informer.py
index ce0f0b0e4..4d594c7a3 100644
--- a/merlion/models/forecast/informer.py
+++ b/merlion/models/forecast/informer.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/prophet.py b/merlion/models/forecast/prophet.py
index 0d3804bbe..05762c901 100644
--- a/merlion/models/forecast/prophet.py
+++ b/merlion/models/forecast/prophet.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/sarima.py b/merlion/models/forecast/sarima.py
index eae63929b..d6487162f 100644
--- a/merlion/models/forecast/sarima.py
+++ b/merlion/models/forecast/sarima.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/sklearn_base.py b/merlion/models/forecast/sklearn_base.py
index acb025240..292dea05b 100644
--- a/merlion/models/forecast/sklearn_base.py
+++ b/merlion/models/forecast/sklearn_base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/smoother.py b/merlion/models/forecast/smoother.py
index 450b6e4ac..0594f92c4 100644
--- a/merlion/models/forecast/smoother.py
+++ b/merlion/models/forecast/smoother.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -680,7 +680,7 @@ def loss_err(self, scale: int) -> float:
         stat = self.stats.get(scale)
         if stat is None or stat.loss.value is None:
             return np.inf
-        return (scale ** self.phi) * stat.loss.value * stat.loss_var.se
+        return (scale**self.phi) * stat.loss.value * stat.loss_var.se
 
     def delta_hat(self, scale: int) -> float:
         return self.velocity(scale) + self.accel_weight * self.acceleration(scale)
diff --git a/merlion/models/forecast/transformer.py b/merlion/models/forecast/transformer.py
index 6c9e2fb89..4297234ff 100644
--- a/merlion/models/forecast/transformer.py
+++ b/merlion/models/forecast/transformer.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/trees.py b/merlion/models/forecast/trees.py
index e38868c69..34a19bb18 100644
--- a/merlion/models/forecast/trees.py
+++ b/merlion/models/forecast/trees.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/forecast/vector_ar.py b/merlion/models/forecast/vector_ar.py
index db9cc0373..0c603ff08 100644
--- a/merlion/models/forecast/vector_ar.py
+++ b/merlion/models/forecast/vector_ar.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/layers.py b/merlion/models/layers.py
index 175d4877d..2b6e4d313 100644
--- a/merlion/models/layers.py
+++ b/merlion/models/layers.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/__init__.py b/merlion/models/utils/__init__.py
index 63fa031d9..4cbc8021b 100644
--- a/merlion/models/utils/__init__.py
+++ b/merlion/models/utils/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/autosarima_utils.py b/merlion/models/utils/autosarima_utils.py
index 9dc537852..579e28e3c 100644
--- a/merlion/models/utils/autosarima_utils.py
+++ b/merlion/models/utils/autosarima_utils.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -187,7 +187,14 @@ def detect_maxiter_sarima_model(y, d, D, m, method, information_criterion, exog=
     maxiter = 10
     ic = np.inf
     model_spec = sm.tsa.SARIMAX(
-        endog=y, exog=exog, order=order, seasonal_order=seasonal_order, trend="c", validate_specification=False, enforce_stationarity=False, enforce_invertibility=False
+        endog=y,
+        exog=exog,
+        order=order,
+        seasonal_order=seasonal_order,
+        trend="c",
+        validate_specification=False,
+        enforce_stationarity=False,
+        enforce_invertibility=False,
     )
     with warnings.catch_warnings():
         warnings.simplefilter("ignore")
diff --git a/merlion/models/utils/early_stopping.py b/merlion/models/utils/early_stopping.py
index 650514dd0..e167b59d8 100644
--- a/merlion/models/utils/early_stopping.py
+++ b/merlion/models/utils/early_stopping.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/nn_modules/__init__.py b/merlion/models/utils/nn_modules/__init__.py
index dbdd65f6b..b7c737ffa 100644
--- a/merlion/models/utils/nn_modules/__init__.py
+++ b/merlion/models/utils/nn_modules/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/nn_modules/blocks.py b/merlion/models/utils/nn_modules/blocks.py
index 5750d9110..fa25d1670 100644
--- a/merlion/models/utils/nn_modules/blocks.py
+++ b/merlion/models/utils/nn_modules/blocks.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/nn_modules/embed.py b/merlion/models/utils/nn_modules/embed.py
index 80386a789..77e6ea12e 100644
--- a/merlion/models/utils/nn_modules/embed.py
+++ b/merlion/models/utils/nn_modules/embed.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/nn_modules/enc_dec_autoformer.py b/merlion/models/utils/nn_modules/enc_dec_autoformer.py
index 048028aa5..b5f6887e9 100644
--- a/merlion/models/utils/nn_modules/enc_dec_autoformer.py
+++ b/merlion/models/utils/nn_modules/enc_dec_autoformer.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/nn_modules/enc_dec_etsformer.py b/merlion/models/utils/nn_modules/enc_dec_etsformer.py
index b52ede317..c82723b1b 100644
--- a/merlion/models/utils/nn_modules/enc_dec_etsformer.py
+++ b/merlion/models/utils/nn_modules/enc_dec_etsformer.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/nn_modules/enc_dec_transformer.py b/merlion/models/utils/nn_modules/enc_dec_transformer.py
index 758de5ce5..5a0fb5d7d 100644
--- a/merlion/models/utils/nn_modules/enc_dec_transformer.py
+++ b/merlion/models/utils/nn_modules/enc_dec_transformer.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/nn_modules/layers.py b/merlion/models/utils/nn_modules/layers.py
index 044013875..40e520533 100644
--- a/merlion/models/utils/nn_modules/layers.py
+++ b/merlion/models/utils/nn_modules/layers.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/rolling_window_dataset.py b/merlion/models/utils/rolling_window_dataset.py
index 962dea494..241311588 100644
--- a/merlion/models/utils/rolling_window_dataset.py
+++ b/merlion/models/utils/rolling_window_dataset.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/models/utils/time_features.py b/merlion/models/utils/time_features.py
index b663d8cd2..b56329766 100644
--- a/merlion/models/utils/time_features.py
+++ b/merlion/models/utils/time_features.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/plot.py b/merlion/plot.py
index b09e66fc4..822179722 100644
--- a/merlion/plot.py
+++ b/merlion/plot.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/spark/dataset.py b/merlion/spark/dataset.py
index f03c109ab..f8d210a34 100644
--- a/merlion/spark/dataset.py
+++ b/merlion/spark/dataset.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/spark/pandas_udf.py b/merlion/spark/pandas_udf.py
index 9ccdb5d6f..0abe4e3d5 100644
--- a/merlion/spark/pandas_udf.py
+++ b/merlion/spark/pandas_udf.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -239,7 +239,7 @@ def reconciliation(pdf: pd.DataFrame, hier_matrix: np.ndarray, target_col: str):
         # P * W.diagonal() is a faster way to compute P @ W, since W is diagonal
         rec_errs = hier_matrix @ (P * W.diagonal())  # m by m
         # np.sum(rec_errs ** 2, axis=1) is a faster way to compute (rec_errs @ rec_errs.T).diagonal()
-        rec_errs = np.sqrt(np.sum(rec_errs ** 2, axis=1))
+        rec_errs = np.sqrt(np.sum(rec_errs**2, axis=1))
 
     # Replace original forecasts & errors with reconciled ones
     reconciled = pd.DataFrame(np.stack([rec, rec_errs], axis=1), index=pdf.index, columns=[target_col, errname])
diff --git a/merlion/transform/anomalize.py b/merlion/transform/anomalize.py
index 725f57910..b4952ec3a 100644
--- a/merlion/transform/anomalize.py
+++ b/merlion/transform/anomalize.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/transform/base.py b/merlion/transform/base.py
index f0796d3d7..744c33058 100644
--- a/merlion/transform/base.py
+++ b/merlion/transform/base.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/transform/factory.py b/merlion/transform/factory.py
index 9fdb22f33..cf5639414 100644
--- a/merlion/transform/factory.py
+++ b/merlion/transform/factory.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/transform/moving_average.py b/merlion/transform/moving_average.py
index 46c85ea4a..51b68b7e3 100644
--- a/merlion/transform/moving_average.py
+++ b/merlion/transform/moving_average.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/transform/normalize.py b/merlion/transform/normalize.py
index 10b7d33fa..115a8c20e 100644
--- a/merlion/transform/normalize.py
+++ b/merlion/transform/normalize.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/transform/resample.py b/merlion/transform/resample.py
index a174b56b3..197cd6c75 100644
--- a/merlion/transform/resample.py
+++ b/merlion/transform/resample.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/transform/sequence.py b/merlion/transform/sequence.py
index 93938ee01..60d9c9085 100644
--- a/merlion/transform/sequence.py
+++ b/merlion/transform/sequence.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/utils/__init__.py b/merlion/utils/__init__.py
index 64e4f97d2..f3a94d19f 100644
--- a/merlion/utils/__init__.py
+++ b/merlion/utils/__init__.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/utils/conj_priors.py b/merlion/utils/conj_priors.py
index e0d2083b4..a73b8f0a6 100644
--- a/merlion/utils/conj_priors.py
+++ b/merlion/utils/conj_priors.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -342,7 +342,7 @@ def mu_posterior(self, mu, return_rv=False, log=True):
         r"""
         The posterior for :math:`\mu` is :math:`\text{Student-t}_{2\alpha}(\mu_0, \beta / (n \alpha))`
         """
-        scale = self.beta / (2 * self.alpha ** 2)
+        scale = self.beta / (2 * self.alpha**2)
         rv = student_t(loc=self.mu_0, scale=np.sqrt(scale), df=2 * self.alpha)
         return self._process_return(x=mu, rv=rv, return_rv=return_rv, log=log)
 
@@ -358,7 +358,7 @@ def posterior(self, x, log=True, return_rv=False, return_updated=False):
         The posterior for :math:`x` is :math:`\text{Student-t}_{2\alpha}(\mu_0, (n+1) \beta / (n \alpha))`
         """
         t, x_np = self.process_time_series(x)
-        scale = (self.beta * (2 * self.alpha + 1)) / (2 * self.alpha ** 2)
+        scale = (self.beta * (2 * self.alpha + 1)) / (2 * self.alpha**2)
         rv = student_t(loc=self.mu_0, scale=np.sqrt(scale), df=2 * self.alpha)
         ret = self._process_return(x=x_np, rv=rv, return_rv=return_rv, log=log)
         if return_updated:
diff --git a/merlion/utils/data_io.py b/merlion/utils/data_io.py
index 6ab770064..035638057 100644
--- a/merlion/utils/data_io.py
+++ b/merlion/utils/data_io.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/utils/hts.py b/merlion/utils/hts.py
index 3901e0451..40a399be4 100644
--- a/merlion/utils/hts.py
+++ b/merlion/utils/hts.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/utils/istat.py b/merlion/utils/istat.py
index cb792e460..3bfab39b9 100644
--- a/merlion/utils/istat.py
+++ b/merlion/utils/istat.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -139,7 +139,7 @@ def __init__(self, ex_value: float = None, ex2_value: float = None, n: int = 0,
             \\text{Var}(x_i) = \\text{E}(x_i^2) - \\text{E}(x_i)^2
         """
         if ex_value is not None and ex2_value is not None:
-            super().__init__(value=ex2_value - ex_value ** 2, n=n)
+            super().__init__(value=ex2_value - ex_value**2, n=n)
         else:
             super().__init__()
         self.ex = self.mean_class(value=ex_value, n=n)
@@ -149,20 +149,20 @@ def __init__(self, ex_value: float = None, ex2_value: float = None, n: int = 0,
     def add(self, x):
         self.n += 1
         self.ex.add(x)
-        self.ex2.add(x ** 2)
+        self.ex2.add(x**2)
 
     def drop(self, x):
         if self.n == 0:
             return
         self.n -= 1
         self.ex.drop(x)
-        self.ex2.drop(x ** 2)
+        self.ex2.drop(x**2)
 
     @property
     def true_value(self):
         if self.ex2.value is None or self.ex.value is None:
             return None
-        return max(0, self.ex2.value - self.ex.value ** 2)
+        return max(0, self.ex2.value - self.ex.value**2)
 
     @property
     def corrected_value(self):
diff --git a/merlion/utils/misc.py b/merlion/utils/misc.py
index f7b02bb11..ee42540aa 100644
--- a/merlion/utils/misc.py
+++ b/merlion/utils/misc.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
@@ -197,7 +197,7 @@ def wrapper(self, *args, **kargs):
 
 
 class ProgressBar:
-    def __init__(self, total: int, length: int = 40, decimals: int = 1, fill: str = "█"):
+    def __init__(self, total: int, length: int = 40, decimals: int = 1, fill: str = "="):
         """
         :param total: total iterations
         :param length: character length of bar
@@ -218,7 +218,7 @@ def print(self, iteration, prefix, suffix, end=""):
         """
         percent = ("{0:." + str(self.decimals) + "f}").format(100 * (iteration / float(self.total)))
         fill_len = self.length * iteration // self.total
-        bar = self.fill * fill_len + "-" * (self.length - fill_len)
+        bar = self.fill * fill_len + " " * (self.length - fill_len)
         print(f"\r{prefix} |{bar}| {percent}% {suffix}", end=end)
         if iteration >= self.total:
             print()
diff --git a/merlion/utils/time_series.py b/merlion/utils/time_series.py
index 15e8d41e5..4d9cc8fae 100644
--- a/merlion/utils/time_series.py
+++ b/merlion/utils/time_series.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/merlion/utils/ts_generator.py b/merlion/utils/ts_generator.py
index 554186031..c53d584a5 100644
--- a/merlion/utils/ts_generator.py
+++ b/merlion/utils/ts_generator.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2022 salesforce.com, inc.
+# Copyright (c) 2023 salesforce.com, inc.
 # All rights reserved.
 # SPDX-License-Identifier: BSD-3-Clause
 # For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause
diff --git a/setup.py b/setup.py
index 50af63fcc..16a606e86 100644
--- a/setup.py
+++ b/setup.py
@@ -47,7 +47,7 @@ def read_file(fname):
 
 setup(
     name="salesforce-merlion",
-    version="2.0.1",
+    version="2.0.2",
     author=", ".join(read_file("AUTHORS.md").split("\n")),
     author_email="abhatnagar@salesforce.com",
     description="Merlion: A Machine Learning Framework for Time Series Intelligence",