Merge branch 'main' into add-exponential-loss-for-gbc

Author: xadupre

.github/workflows/linux-ci.yml

@@ -7,8 +7,15 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        sklearn_version: ['==1.6.1', '==1.5.2', '==1.4.2', '==1.3.2', '==1.2.2', '==1.1.3']
+        sklearn_version: ['==1.7.1', '==1.6.1', '==1.5.2', '==1.4.2', '==1.3.2', '==1.2.2']
         include:
+          - sklearn_version: '==1.7.1'
+            documentation: 1
+            numpy_version: '>=2.0'
+            scipy_version: '>=1.7.0'
+            onnx_version: 'onnx-weekly'
+            onnxrt_version: 'onnxruntime>=1.22.0'
+            python_version: '3.13'
           - sklearn_version: '==1.6.1'
             documentation: 1
             numpy_version: '>=2.0'
@@ -17,7 +24,7 @@ jobs:
             onnxrt_version: 'onnxruntime>=1.22.0'
             python_version: '3.12'
           - sklearn_version: '==1.6.1'
-            documentation: 1
+            documentation: 0
             numpy_version: '>=2.0'
             scipy_version: '>=1.7.0'
             onnx_version: 'onnx>=1.18.0'
@@ -51,20 +58,13 @@ jobs:
             onnx_version: 'onnx<1.16.0'
             onnxrt_version: 'onnxruntime==1.17.3'
             sklearn_version: '==1.3.2'
-          - python_version: '3.10'
+          - python_version: '3.9'
             documentation: 0
             numpy_version: '>=1.21.1,<2.0'
             scipy_version: '>=1.7.0'
             onnx_version: 'onnx==1.14.1'
             onnxrt_version: 'onnxruntime==1.16.0'
             sklearn_version: '==1.2.2'
-          - python_version: '3.9'
-            documentation: 0
-            numpy_version: '>=1.21.1,<2.0'
-            scipy_version: '>=1.7.0'
-            onnx_version: 'onnx==1.13.0'
-            onnxrt_version: 'onnxruntime==1.14.0'
-            sklearn_version: '==1.1.3'
 
     steps:
       - name: Checkout repository

.github/workflows/windows-macos-ci.yml

@@ -7,8 +7,14 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest, macos-latest]
-        sklearn_version: ['==1.6.1', '==1.5.2', '==1.4.2', '==1.3.2', '==1.2.2', '==1.1.3']
+        sklearn_version: ['==1.7.1', '==1.6.1', '==1.5.2', '==1.4.2', '==1.3.2', '==1.2.2']
         include:
+          - sklearn_version: '==1.7.1'
+            python_version: '3.12'
+            numpy_version: '>=2.0'
+            scipy_version: '>=1.7.0'
+            onnx_version: 'onnx==1.18.0'
+            onnxrt_version: 'onnxruntime==1.22.0'
           - sklearn_version: '==1.6.1'
             python_version: '3.12'
             numpy_version: '>=2.0'
@@ -57,12 +63,6 @@ jobs:
             scipy_version: '>=1.7.0'
             onnx_version: 'onnx>=1.16.0'
             onnxrt_version: 'onnxruntime>=1.18.0'
-          - sklearn_version: '==1.1.3'
-            python_version: '3.11'
-            numpy_version: '>=1.21.1,<2.0'
-            scipy_version: '>=1.7.0'
-            onnx_version: 'onnx>=1.16.0'
-            onnxrt_version: 'onnxruntime>=1.18.0'
 
     steps:
       - name: Checkout repository

README.md

@@ -67,5 +67,14 @@ pred_onx = sess.run([label_name], {input_name: X_test.astype(np.float32)})[0]
 ## Contribute
 We welcome contributions in the form of feedback, ideas, or code.
 
+## PR
+Before you submit any PR, you should apply the following command lines
+to fix the style issues.
+
+```bash
+black .
+ruff check .
+```
+
 ## License
 [Apache License v2.0](LICENSE)

docs/requirements.txt

@@ -8,7 +8,7 @@ joblib
 lightgbm; sys_platform != 'darwin'
 loky
 matplotlib
-mlinsights>=0.3.631
+mlinsights>=0.5.2
 nbsphinx
 onnx
 onnx-array-api