From 902ff1fe6992d5bf21b8d5fb0797a079953bd32a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 20:46:22 +0100
Subject: [PATCH 01/13] Fix interpolation arg deprecation with np.percentile

---
 tests/test_tf.py                     | 2 +-
 tests/test_torch.py                  | 2 +-
 torchstain/torch/utils/percentile.py | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/test_tf.py b/tests/test_tf.py
index 8edb65a..37b0ee1 100644
--- a/tests/test_tf.py
+++ b/tests/test_tf.py
@@ -15,7 +15,7 @@ def test_cov():
 def test_percentile():
     x = np.random.randn(10, 10)
     p = 20
-    p_np = np.percentile(x, p, interpolation='nearest')
+    p_np = np.percentile(x, p, method='nearest')
     p_t = torchstain.tf.utils.percentile(x, p)
 
     np.testing.assert_almost_equal(p_np, p_t)
diff --git a/tests/test_torch.py b/tests/test_torch.py
index eb7b60c..b749008 100644
--- a/tests/test_torch.py
+++ b/tests/test_torch.py
@@ -21,7 +21,7 @@ def test_cov():
 def test_percentile():
     x = np.random.randn(10, 10)
     p = 20
-    p_np = np.percentile(x, p, interpolation='nearest')
+    p_np = np.percentile(x, p, method='nearest')
     p_t = torchstain.torch.utils.percentile(torch.tensor(x), p)
 
     np.testing.assert_almost_equal(p_np, p_t)
diff --git a/torchstain/torch/utils/percentile.py b/torchstain/torch/utils/percentile.py
index 08c28ef..f38e2f0 100644
--- a/torchstain/torch/utils/percentile.py
+++ b/torchstain/torch/utils/percentile.py
@@ -11,7 +11,7 @@ def percentile(t: torch.Tensor, q: float) -> Union[int, float]:
     CAUTION:
      * Needs PyTorch >= 1.1.0, as ``torch.kthvalue()`` is used.
      * Values are not interpolated, which corresponds to
-       ``numpy.percentile(..., interpolation="nearest")``.
+       ``numpy.percentile(..., method="nearest")``.
 
     :param t: Input tensor.
     :param q: Percentile to compute, which must be between 0 and 100 inclusive.

From e9869d48ad4fa5da56e314d89cc422d453b21516 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 20:53:12 +0100
Subject: [PATCH 02/13] Fix bug in Reinhard numpy implementation

---
 torchstain/numpy/normalizers/reinhard.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/torchstain/numpy/normalizers/reinhard.py b/torchstain/numpy/normalizers/reinhard.py
index 035c49f..d959bc4 100644
--- a/torchstain/numpy/normalizers/reinhard.py
+++ b/torchstain/numpy/normalizers/reinhard.py
@@ -25,8 +25,7 @@ def fit(self, target):
         lab = rgb2lab(target)
 
         # get summary statistics
-#         stack_ = np.apply_along_axis(get_mean_std, 1, lab_split(lab))
-        stack_ = np.apply_along_axis(get_mean_std, axis=1, arr=lab_split(lab))
+        stack_ = np.array([get_mean_std(x) for x in lab_split(lab)])
         
         self.target_means = stack_[:, 0]
         self.target_stds = stack_[:, 1]
@@ -40,8 +39,7 @@ def normalize(self, I):
         labs = lab_split(lab)
 
         # get summary statistics from LAB
-#         stack_ = np.apply_along_axis(get_mean_std, 1, labs)
-        stack_ = np.apply_along_axis(get_mean_std, axis=1, arr=labs)
+        stack_ = np.array([get_mean_std(x) for x in labs])
         
         mus = stack_[:, 0]
         stds = stack_[:, 1]

From 9c04baa01950bba3d0185f19d5e1c2560ea55134 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 20:54:58 +0100
Subject: [PATCH 03/13] Upgrade actions/upload-artifact to v4 for all CIs

---
 .github/workflows/build.yaml      | 2 +-
 .github/workflows/tests_full.yml  | 2 +-
 .github/workflows/tests_quick.yml | 2 +-
 torchstain/tf/utils/percentile.py | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index d4817d9..dfd35a7 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -20,7 +20,7 @@ jobs:
       - name: Build wheels
         run: python setup.py sdist bdist_wheel
   
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           path: ./dist/*
     
diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index b6d7596..bfd6c02 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -28,7 +28,7 @@ jobs:
         run: python setup.py bdist_wheel
 
       - name: Upload Python wheel
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           name: Python wheel
           path: ${{github.workspace}}/dist/torchstain-*.whl
diff --git a/.github/workflows/tests_quick.yml b/.github/workflows/tests_quick.yml
index 4c22ec5..8fb9221 100644
--- a/.github/workflows/tests_quick.yml
+++ b/.github/workflows/tests_quick.yml
@@ -25,7 +25,7 @@ jobs:
         run: python setup.py bdist_wheel
 
       - name: Upload Python wheel
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           name: Python wheel
           path: ${{github.workspace}}/dist/torchstain-*.whl
diff --git a/torchstain/tf/utils/percentile.py b/torchstain/tf/utils/percentile.py
index 32f7c67..a6eb742 100644
--- a/torchstain/tf/utils/percentile.py
+++ b/torchstain/tf/utils/percentile.py
@@ -7,7 +7,7 @@ def percentile(t: tf.Tensor, q: float) -> Union[int, float]:
 
     CAUTION:
      * Values are not interpolated, which corresponds to
-       ``numpy.percentile(..., interpolation="nearest")``.
+       ``numpy.percentile(..., method="nearest")``.
 
     :param t: Input tensor.
     :param q: Percentile to compute, which must be between 0 and 100 inclusive.

From 105fe3439e1086af1a939e20eaa697b424ef3e31 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 20:57:08 +0100
Subject: [PATCH 04/13] Bump actions/download-artifact@v4

---
 .github/workflows/build.yaml      | 2 +-
 .github/workflows/tests_full.yml  | 4 ++--
 .github/workflows/tests_quick.yml | 4 ++--
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index dfd35a7..35e16ee 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -31,7 +31,7 @@ jobs:
     if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v')
 
     steps:
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         with:
           name: artifact
           path: dist
diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index bfd6c02..e0ae8e1 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -51,7 +51,7 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Download artifact
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: "Python wheel"
 
@@ -89,7 +89,7 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Download artifact
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: "Python wheel"
 
diff --git a/.github/workflows/tests_quick.yml b/.github/workflows/tests_quick.yml
index 8fb9221..9c2cff2 100644
--- a/.github/workflows/tests_quick.yml
+++ b/.github/workflows/tests_quick.yml
@@ -43,7 +43,7 @@ jobs:
           python-version: 3.8
 
       - name: Download artifact
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: "Python wheel"
 
@@ -69,7 +69,7 @@ jobs:
           python-version: 3.8
 
       - name: Download artifact
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: "Python wheel"
 

From 12757daafb476bb318f025f3e5e1edbe00fdf351 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 20:59:51 +0100
Subject: [PATCH 05/13] Renamed CIs

---
 .github/workflows/tests_full.yml  | 2 +-
 .github/workflows/tests_quick.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index e0ae8e1..4f9e353 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -1,4 +1,4 @@
-name: tests
+name: Full Tests
 
 on:
   push:
diff --git a/.github/workflows/tests_quick.yml b/.github/workflows/tests_quick.yml
index 9c2cff2..a873428 100644
--- a/.github/workflows/tests_quick.yml
+++ b/.github/workflows/tests_quick.yml
@@ -1,4 +1,4 @@
-name: tests
+name: Quick Tests
 
 on:
   push:

From 6f2680119e1d63e4b540fd6784c86b80bf3b35b5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 21:01:07 +0100
Subject: [PATCH 06/13] Allow workflow dispatch on test CIs

---
 .github/workflows/tests_full.yml  | 1 +
 .github/workflows/tests_quick.yml | 1 +
 2 files changed, 2 insertions(+)

diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index 4f9e353..47136ec 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -7,6 +7,7 @@ on:
   pull_request:
     branches:
       - main
+  workflow_dispatch:
 
 jobs:
   build:
diff --git a/.github/workflows/tests_quick.yml b/.github/workflows/tests_quick.yml
index a873428..d721238 100644
--- a/.github/workflows/tests_quick.yml
+++ b/.github/workflows/tests_quick.yml
@@ -7,6 +7,7 @@ on:
   pull_request:
     branches-ignore:
       - main
+  workflow_dispatch:
 
 jobs:
   build:

From 075590715125f1f21fda7c090b3eb431df47f4d1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 21:02:40 +0100
Subject: [PATCH 07/13] Bump macos-13 in full tests CI

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

diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index 47136ec..f9b3064 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -40,7 +40,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [ windows-2019, ubuntu-20.04, macos-12 ]
+        os: [ windows-2019, ubuntu-20.04, macos-13 ]
         python-version: [ 3.7, 3.8, 3.9 ]
         tf-version: [2.7.0, 2.8.0, 2.9.0]
 
@@ -71,7 +71,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [ windows-2019, ubuntu-20.04, macos-12 ]
+        os: [ windows-2019, ubuntu-20.04, macos-13 ]
         python-version: [ 3.6, 3.7, 3.8, 3.9 ]
         pytorch-version: [1.8.0, 1.9.0, 1.10.0, 1.11.0, 1.12.0, 1.13.0]
         exclude:

From 80af28dc14682b99f2ffc5ed6998de03dce605d8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 21:03:29 +0100
Subject: [PATCH 08/13] Bump actions/setup-python@v4

---
 .github/workflows/tests_quick.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/tests_quick.yml b/.github/workflows/tests_quick.yml
index d721238..e07922d 100644
--- a/.github/workflows/tests_quick.yml
+++ b/.github/workflows/tests_quick.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
       - uses: actions/checkout@v1
       - name: Set up Python 3.6
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: 3.6
 
@@ -39,7 +39,7 @@ jobs:
     steps:
       - uses: actions/checkout@v1
       - name: Set up Python 3.8
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: 3.8
 
@@ -65,7 +65,7 @@ jobs:
     steps:
       - uses: actions/checkout@v1
       - name: Set up Python 3.8
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: 3.8
 

From 7e6f9a03e34cf8fafde81789028cacc18b3d2878 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 21:04:25 +0100
Subject: [PATCH 09/13] Bump actions/checkout@v4

---
 .github/workflows/tests_full.yml  | 12 ++++++------
 .github/workflows/tests_quick.yml |  6 +++---
 2 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index f9b3064..53ae96b 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -16,9 +16,9 @@ jobs:
     if: startsWith(github.ref, 'refs/tags/v') != true
 
     steps:
-      - uses: actions/checkout@v1
+      - uses: actions/checkout@v4
       - name: Set up Python 3.6
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: 3.6
 
@@ -45,9 +45,9 @@ jobs:
         tf-version: [2.7.0, 2.8.0, 2.9.0]
 
     steps:
-      - uses: actions/checkout@v1
+      - 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 }}
 
@@ -83,9 +83,9 @@ jobs:
             pytorch-version: 1.13.0
 
     steps:
-      - uses: actions/checkout@v1
+      - 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 }}
 
diff --git a/.github/workflows/tests_quick.yml b/.github/workflows/tests_quick.yml
index e07922d..b5e62c7 100644
--- a/.github/workflows/tests_quick.yml
+++ b/.github/workflows/tests_quick.yml
@@ -13,7 +13,7 @@ jobs:
   build:
     runs-on: ubuntu-20.04
     steps:
-      - uses: actions/checkout@v1
+      - uses: actions/checkout@v4
       - name: Set up Python 3.6
         uses: actions/setup-python@v4
         with:
@@ -37,7 +37,7 @@ jobs:
     runs-on: ubuntu-20.04
 
     steps:
-      - uses: actions/checkout@v1
+      - uses: actions/checkout@v4
       - name: Set up Python 3.8
         uses: actions/setup-python@v4
         with:
@@ -63,7 +63,7 @@ jobs:
     runs-on: ubuntu-20.04
 
     steps:
-      - uses: actions/checkout@v1
+      - uses: actions/checkout@v4
       - name: Set up Python 3.8
         uses: actions/setup-python@v4
         with:

From 864f20dea9f5e8aeb90a4d0095148198c2f6e6cd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 21:32:22 +0100
Subject: [PATCH 10/13] Added mising version bump to build CI

---
 .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 35e16ee..26f9a9a 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -9,8 +9,8 @@ jobs:
     runs-on: ubuntu-20.04
 
     steps:
-      - uses: actions/checkout@v3
-      - uses: actions/setup-python@v3
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v4
         with:
           python-version: '3.x'
 

From 9d0876831795176c26311cab06850fe9ab81c22a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 21:32:32 +0100
Subject: [PATCH 11/13] Fix numpy install bug in full tests CI

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

diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index 53ae96b..bfc3119 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -57,7 +57,7 @@ jobs:
           name: "Python wheel"
 
       - name: Install dependencies
-        run: pip install tensorflow==${{ matrix.tf-version }} protobuf==3.20.* opencv-python-headless scikit-image pytest
+        run: pip install tensorflow==${{ matrix.tf-version }} protobuf==3.20.* opencv-python-headless scikit-image pytest "numpy<2"
 
       - name: Install wheel
         run: pip install --find-links=${{github.workspace}} torchstain-*
@@ -95,7 +95,7 @@ jobs:
           name: "Python wheel"
 
       - name: Install dependencies
-        run: pip install torch==${{ matrix.pytorch-version }} torchvision opencv-python-headless scikit-image pytest
+        run: pip install torch==${{ matrix.pytorch-version }} torchvision opencv-python-headless scikit-image pytest "numpy<2"
 
       - name: Install wheel
         run: pip install --find-links=${{github.workspace}} torchstain-*

From 08881ed1e068c6da0c4cc28f68ac45e14b3f3054 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 21:37:04 +0100
Subject: [PATCH 12/13] Revert to interpolation arg

---
 tests/test_tf.py                     | 2 +-
 tests/test_torch.py                  | 2 +-
 torchstain/tf/utils/percentile.py    | 2 +-
 torchstain/torch/utils/percentile.py | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/test_tf.py b/tests/test_tf.py
index 37b0ee1..8edb65a 100644
--- a/tests/test_tf.py
+++ b/tests/test_tf.py
@@ -15,7 +15,7 @@ def test_cov():
 def test_percentile():
     x = np.random.randn(10, 10)
     p = 20
-    p_np = np.percentile(x, p, method='nearest')
+    p_np = np.percentile(x, p, interpolation='nearest')
     p_t = torchstain.tf.utils.percentile(x, p)
 
     np.testing.assert_almost_equal(p_np, p_t)
diff --git a/tests/test_torch.py b/tests/test_torch.py
index b749008..eb7b60c 100644
--- a/tests/test_torch.py
+++ b/tests/test_torch.py
@@ -21,7 +21,7 @@ def test_cov():
 def test_percentile():
     x = np.random.randn(10, 10)
     p = 20
-    p_np = np.percentile(x, p, method='nearest')
+    p_np = np.percentile(x, p, interpolation='nearest')
     p_t = torchstain.torch.utils.percentile(torch.tensor(x), p)
 
     np.testing.assert_almost_equal(p_np, p_t)
diff --git a/torchstain/tf/utils/percentile.py b/torchstain/tf/utils/percentile.py
index a6eb742..32f7c67 100644
--- a/torchstain/tf/utils/percentile.py
+++ b/torchstain/tf/utils/percentile.py
@@ -7,7 +7,7 @@ def percentile(t: tf.Tensor, q: float) -> Union[int, float]:
 
     CAUTION:
      * Values are not interpolated, which corresponds to
-       ``numpy.percentile(..., method="nearest")``.
+       ``numpy.percentile(..., interpolation="nearest")``.
 
     :param t: Input tensor.
     :param q: Percentile to compute, which must be between 0 and 100 inclusive.
diff --git a/torchstain/torch/utils/percentile.py b/torchstain/torch/utils/percentile.py
index f38e2f0..08c28ef 100644
--- a/torchstain/torch/utils/percentile.py
+++ b/torchstain/torch/utils/percentile.py
@@ -11,7 +11,7 @@ def percentile(t: torch.Tensor, q: float) -> Union[int, float]:
     CAUTION:
      * Needs PyTorch >= 1.1.0, as ``torch.kthvalue()`` is used.
      * Values are not interpolated, which corresponds to
-       ``numpy.percentile(..., method="nearest")``.
+       ``numpy.percentile(..., interpolation="nearest")``.
 
     :param t: Input tensor.
     :param q: Percentile to compute, which must be between 0 and 100 inclusive.

From cb642a525b1959259ab538e88ce395fa99ee6333 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Andr=C3=A9=20Pedersen?= <andrped94@gmail.com>
Date: Wed, 8 Jan 2025 22:16:01 +0100
Subject: [PATCH 13/13] Deprecated python 3.6 from tests due to opencv
 deprecation on macos

---
 .github/workflows/tests_full.yml | 9 +--------
 1 file changed, 1 insertion(+), 8 deletions(-)

diff --git a/.github/workflows/tests_full.yml b/.github/workflows/tests_full.yml
index bfc3119..057d00f 100644
--- a/.github/workflows/tests_full.yml
+++ b/.github/workflows/tests_full.yml
@@ -72,15 +72,8 @@ jobs:
     strategy:
       matrix:
         os: [ windows-2019, ubuntu-20.04, macos-13 ]
-        python-version: [ 3.6, 3.7, 3.8, 3.9 ]
+        python-version: [ 3.7, 3.8, 3.9 ]
         pytorch-version: [1.8.0, 1.9.0, 1.10.0, 1.11.0, 1.12.0, 1.13.0]
-        exclude:
-          - python-version: 3.6
-            pytorch-version: 1.11.0
-          - python-version: 3.6
-            pytorch-version: 1.12.0
-          - python-version: 3.6
-            pytorch-version: 1.13.0
 
     steps:
       - uses: actions/checkout@v4