From 9d12f03bfb31215f373844ddcffede70df94c6f7 Mon Sep 17 00:00:00 2001
From: ksolarski <pchla10@gmail.com>
Date: Tue, 20 Feb 2024 14:57:29 +0200
Subject: [PATCH 1/2] new pythons

---
 .github/workflows/build.yaml |  2 +-
 orbit/template/dlt.py        |  7 +++----
 orbit/template/ktrlite.py    | 12 ++++++------
 orbit/template/lgt.py        |  6 +++---
 4 files changed, 13 insertions(+), 14 deletions(-)

diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index 73b66d33..2f934c31 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -10,7 +10,7 @@ jobs:
       # You can use PyPy versions in python-version.
       # For example, pypy2 and pypy3
       matrix:
-        python-version: [3.9]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
 
     steps:
       - uses: actions/checkout@v2
diff --git a/orbit/template/dlt.py b/orbit/template/dlt.py
index 40c4be88..ad288d57 100644
--- a/orbit/template/dlt.py
+++ b/orbit/template/dlt.py
@@ -751,10 +751,9 @@ def predict(
                         global_trend_level + global_trend_slope * idx * self._time_delta
                     )
                 elif self.global_trend_option == GlobalTrendOption.loglinear.name:
-                    full_global_trend[
-                        :, idx
-                    ] = global_trend_level + global_trend_slope * np.log(
-                        1 + idx * self._time_delta
+                    full_global_trend[:, idx] = (
+                        global_trend_level
+                        + global_trend_slope * np.log(1 + idx * self._time_delta)
                     )
                 elif self.global_trend_option == GlobalTrendOption.logistic.name:
                     full_global_trend[:, idx] = self.global_floor + (
diff --git a/orbit/template/ktrlite.py b/orbit/template/ktrlite.py
index ce02e56a..3df5fe1c 100644
--- a/orbit/template/ktrlite.py
+++ b/orbit/template/ktrlite.py
@@ -190,9 +190,9 @@ def set_init_values(self):
         init_values = None
         if len(self._seasonality) > 1 and self.num_of_regressors > 0:
             init_values = dict()
-            init_values[
-                RegressionSamplingParameters.COEFFICIENTS_KNOT.value
-            ] = np.zeros((self.num_of_regressors, self.num_knots_coefficients))
+            init_values[RegressionSamplingParameters.COEFFICIENTS_KNOT.value] = (
+                np.zeros((self.num_of_regressors, self.num_knots_coefficients))
+            )
             self._init_values = init_values
 
     def _set_default_args(self):
@@ -497,9 +497,9 @@ def predict(
                 seas_regression = np.sum(
                     seas_coef * seasonal_regressor_matrix.transpose(1, 0), axis=-2
                 )
-                seas_decomp[
-                    "seasonality_{}".format(self._seasonality[idx])
-                ] = seas_regression
+                seas_decomp["seasonality_{}".format(self._seasonality[idx])] = (
+                    seas_regression
+                )
                 pos += len(cols)
                 total_seas_regression += seas_regression
         if include_error:
diff --git a/orbit/template/lgt.py b/orbit/template/lgt.py
index d28f3b25..ad4b28c9 100644
--- a/orbit/template/lgt.py
+++ b/orbit/template/lgt.py
@@ -231,9 +231,9 @@ def set_init_values(self):
                     -1.0,
                     1.0,
                 )
-                init_values[
-                    LatentSamplingParameters.INITIAL_SEASONALITY.value
-                ] = init_sea
+                init_values[LatentSamplingParameters.INITIAL_SEASONALITY.value] = (
+                    init_sea
+                )
             if self.num_of_positive_regressors > 0:
                 x = np.clip(
                     np.random.normal(

From f11d0a26667971b8db5dbbef1caff2eca3514887 Mon Sep 17 00:00:00 2001
From: ksolarski <pchla10@gmail.com>
Date: Tue, 20 Feb 2024 15:06:05 +0200
Subject: [PATCH 2/2] new checkout

---
 .github/workflows/build.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index 2f934c31..7c164c9b 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -13,9 +13,9 @@ jobs:
         python-version: ["3.9", "3.10", "3.11", "3.12"]
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
       # You can test your matrix by printing the current Python version