onnx · xadupre · Jul 7, 2023 · Jul 2, 2023 · Jul 3, 2023 · Jul 3, 2023
diff --git a/.azure-pipelines/linux-conda-CI.yml b/.azure-pipelines/linux-conda-CI.yml
@@ -14,6 +14,19 @@ jobs:
   strategy:
     matrix:
 
+      Py311-Onnx140-Rt151-Skl130:
+        do.bench: '0'
+        python.version: '3.11'  # onnxruntime cannot support python 3.11 yet
+        numpy.version: '>=1.21.1'
+        scipy.version: '>=1.7.0'
+        onnx.version: 'onnx==1.14.0' # '-i https://test.pypi.org/simple/ onnx==1.14.0rc3'
+        onnx.target_opset: ''
+        onnxrt.version: 'onnxruntime==1.15.1' # -i https://test.pypi.org/simple/ ort-nightly==1.11.0.dev20220311003
+        sklearn.version: '>=1.3.0'
+        lgbm.version: ''
+        onnxcc.version: '>=1.8.1'  # git
+        run.example: '1'
+
       Py310-Onnx140-Rt140-Skl122:
         do.bench: '0'
         python.version: '3.10'  # onnxruntime cannot support python 3.11 yet
@@ -22,23 +35,23 @@ jobs:
         onnx.version: 'onnx==1.14.0' # '-i https://test.pypi.org/simple/ onnx==1.14.0rc3'
         onnx.target_opset: ''
         onnxrt.version: 'onnxruntime==1.14.0' # -i https://test.pypi.org/simple/ ort-nightly==1.11.0.dev20220311003
-        sklearn.version: '>=1.2.2'
+        sklearn.version: '==1.2.2'
         lgbm.version: ''
         onnxcc.version: '>=1.8.1'  # git
-        run.example: '1'
+        run.example: '0'
 
-      Py310-Onnx130-Rt140-Skl122:
+      Py310-Onnx130-Rt140-Skl121:
         do.bench: '0'
         python.version: '3.10'
         numpy.version: '>=1.21.2'
         scipy.version: '>=1.7.0'
         onnx.version: 'onnx==1.13.0' #'-i https://test.pypi.org/simple/ onnx==1.13.0rc1'
         onnx.target_opset: ''
         onnxrt.version: 'onnxruntime==1.14.0' # -i https://test.pypi.org/simple/ ort-nightly==1.11.0.dev20220311003
-        sklearn.version: '>=1.2.1'
+        sklearn.version: '==1.2.1'
         lgbm.version: ''
         onnxcc.version: '>=1.8.1'  # git
-        run.example: '1'
+        run.example: '0'
 
       Py310-Onnx130-Rt131-Skl120:
         do.bench: '0'

diff --git a/.azure-pipelines/win32-conda-CI.yml b/.azure-pipelines/win32-conda-CI.yml
@@ -13,6 +13,15 @@ jobs:
     vmImage: 'windows-latest'
   strategy:
     matrix:
+      Py310-Onnx140-Rt151-Skl130:
+        python.version: '3.11'  # onnxruntime cannot support python 3.11 yet
+        onnx.version:  'onnx==1.14.0' # '-i https://test.pypi.org/simple/ onnx==1.14.0rc3'
+        onnx.target_opset: ''
+        numpy.version: 'numpy>=1.22.3'
+        scipy.version: 'scipy'
+        onnxrt.version: 'onnxruntime==1.15.1' # -i https://test.pypi.org/simple/ ort-nightly==1.11.0.dev20220311003
+        onnxcc.version: 'onnxconverter-common>=1.8.1'  # git+https://github.com/microsoft/onnxconverter-common.git
+        sklearn.version: '>=1.3.0'
       Py310-Onnx140-Rt140-Skl122:
         python.version: '3.10'  # onnxruntime cannot support python 3.11 yet
         onnx.version:  'onnx==1.14.0' # '-i https://test.pypi.org/simple/ onnx==1.14.0rc3'
@@ -21,7 +30,7 @@ jobs:
         scipy.version: 'scipy'
         onnxrt.version: 'onnxruntime==1.14.0' # -i https://test.pypi.org/simple/ ort-nightly==1.11.0.dev20220311003
         onnxcc.version: 'onnxconverter-common>=1.8.1'  # git+https://github.com/microsoft/onnxconverter-common.git
-        sklearn.version: '>=1.2.2'
+        sklearn.version: '==1.2.2'
       Py310-Onnx130-Rt140-Skl121:
         python.version: '3.10'
         onnx.version:  'onnx==1.13.0' #'-i https://test.pypi.org/simple/ onnx==1.12.0rc4'
@@ -30,7 +39,7 @@ jobs:
         scipy.version: 'scipy'
         onnxrt.version: 'onnxruntime==1.14.0' # -i https://test.pypi.org/simple/ ort-nightly==1.11.0.dev20220311003
         onnxcc.version: 'onnxconverter-common>=1.8.1'  # git+https://github.com/microsoft/onnxconverter-common.git
-        sklearn.version: '>=1.2.2'
+        sklearn.version: '==1.2.2'
       Py310-Onnx130-Rt131-Skl120:
         python.version: '3.10'
         onnx.version:  'onnx==1.13.0' #'-i https://test.pypi.org/simple/ onnx==1.12.0rc4'

diff --git a/NOTICE b/NOTICE
@@ -1,5 +1,5 @@
     sklearn-onnx
-    Copyright (c) 2018-2022 Microsoft Corporation
+    Copyright (c) 2018-2023 Microsoft Corporation
 
     This product includes software developed at
     The LF AI & Data Foundation (https://lfaidata.foundation/).
diff --git a/docs/conf.py b/docs/conf.py
@@ -16,7 +16,7 @@
 # -- Project information -----------------------------------------------------
 
 project = 'sklearn-onnx'
-copyright = '2018-2022, Microsoft'
+copyright = '2018-2023, Microsoft'
 author = 'Microsoft'
 version = skl2onnx.__version__
 release = version
@@ -83,8 +83,6 @@
     'matplotlib': ('https://matplotlib.org/', None),
     'mlinsights': (
         'http://www.xavierdupre.fr/app/mlinsights/helpsphinx/', None),
-    'mlprodict': (
-        'http://www.xavierdupre.fr/app/mlprodict/helpsphinx/', None),
     'numpy': ('https://docs.scipy.org/doc/numpy/', None),
     'pyquickhelper': (
         'http://www.xavierdupre.fr/app/pyquickhelper/helpsphinx/', None),
@@ -123,8 +121,6 @@
     'ImageNet': 'http://www.image-net.org/',
     'LightGBM': 'https://lightgbm.readthedocs.io/en/latest/',
     'lightgbm': 'https://lightgbm.readthedocs.io/en/latest/',
-    'mlprodict':
-        'http://www.xavierdupre.fr/app/mlprodict/helpsphinx/index.html',
     'NMF':
         'https://scikit-learn.org/stable/modules/generated/'
         'sklearn.decomposition.NMF.html',
@@ -136,9 +132,6 @@
     'ONNX ML operators':
         'https://github.com/onnx/onnx/blob/master/docs/Operators-ml.md',
     'onnxmltools': 'https://github.com/onnx/onnxmltools',
-    'OnnxPipeline':
-        'http://www.xavierdupre.fr/app/mlprodict/helpsphinx/mlprodict/'
-        'sklapi/onnx_pipeline.html?highlight=onnxpipeline',
     'onnxruntime': 'https://microsoft.github.io/onnxruntime/',
     'openmp': 'https://en.wikipedia.org/wiki/OpenMP',
     'pyinstrument': 'https://github.com/joerick/pyinstrument',

diff --git a/docs/index_tutorial.rst b/docs/index_tutorial.rst
@@ -17,7 +17,6 @@ involving operator not actually implemented in
     tutorial_1_simple
     tutorial_1-5_external
     tutorial_2_new_converter
-    tutorial_3_new_operator
     tutorial_4_advanced
     tutorial_2-5_extlib
 
@@ -35,12 +34,11 @@ The tutorial was tested with following version:
     import onnxruntime
     import xgboost
     import skl2onnx
-    import mlprodict
     import pyquickhelper
 
     mods = [numpy, scipy, sklearn, lightgbm, xgboost,
             onnx, onnxmltools, onnxruntime,
-            skl2onnx, mlprodict, pyquickhelper]
+            skl2onnx, pyquickhelper]
     mods = [(m.__name__, m.__version__) for m in mods]
     mx = max(len(_[0]) for _ in mods) + 1
     for name, vers in sorted(mods):

diff --git a/docs/notebooks/images/cdist.png b/docs/notebooks/images/cdist.png
diff --git a/docs/notebooks/images/codegm.png b/docs/notebooks/images/codegm.png
diff --git a/docs/notebooks/images/double.png b/docs/notebooks/images/double.png
diff --git a/docs/notebooks/images/folders1.png b/docs/notebooks/images/folders1.png
diff --git a/docs/notebooks/images/folders2.png b/docs/notebooks/images/folders2.png
diff --git a/docs/notebooks/images/gm.png b/docs/notebooks/images/gm.png
diff --git a/docs/notebooks/images/kmeans.png b/docs/notebooks/images/kmeans.png
diff --git a/docs/notebooks/images/linreg.png b/docs/notebooks/images/linreg.png
diff --git a/docs/notebooks/images/numpyapi.png b/docs/notebooks/images/numpyapi.png
diff --git a/docs/notebooks/images/onnxops.png b/docs/notebooks/images/onnxops.png
diff --git a/docs/notebooks/images/op.png b/docs/notebooks/images/op.png
diff --git a/docs/notebooks/images/op2onx.png b/docs/notebooks/images/op2onx.png
diff --git a/docs/notebooks/images/pipecolor.png b/docs/notebooks/images/pipecolor.png
diff --git a/docs/notebooks/images/pipecolor_arrow.png b/docs/notebooks/images/pipecolor_arrow.png
diff --git a/docs/notebooks/images/pipecolorball.png b/docs/notebooks/images/pipecolorball.png
diff --git a/docs/notebooks/images/pipedoc.png b/docs/notebooks/images/pipedoc.png
diff --git a/docs/notebooks/images/pipeskl.png b/docs/notebooks/images/pipeskl.png
diff --git a/docs/notebooks/images/sqsc.png b/docs/notebooks/images/sqsc.png
diff --git a/docs/notebooks/images/stepwise.png b/docs/notebooks/images/stepwise.png
diff --git a/docs/notebooks/images/treesplit.png b/docs/notebooks/images/treesplit.png