MAINT: Remove separate daal4py docs (#2429)

* remove separate d4p docs

* remove/update more references

* update links

Author: david-cortes-intel

.ci/pipeline/docs.yml

@@ -76,26 +76,13 @@ jobs:
       export LD_LIBRARY_PATH=$(dirname $(dirname $(which python)))/lib:$LD_LIBRARY_PATH
       ./conda-recipe/build.sh
     displayName: 'Build daal4py/sklearnex'
-  - script: |
-      export LD_LIBRARY_PATH=$(dirname $(dirname $(which python)))/lib:$LD_LIBRARY_PATH
-      cd doc/daal4py
-      make html 2>&1 | tee build.log
-      cat build.log
-      # check for autodoc warnings
-      if grep -i "autodoc" build.log; then
-        echo "Autodoc Warnings detected, build failed!"
-        exit 1
-      fi
-    displayName: 'Build daal4py documentation'
   - script: |
       export LD_LIBRARY_PATH=$(dirname $(dirname $(which python)))/lib:$LD_LIBRARY_PATH
       cd doc
       ./build-doc.sh
     displayName: 'Build scikit-learn-intelex documentation'
   - script: |
-      mkdir $(Build.ArtifactStagingDirectory)/html/daal4py
       mkdir $(Build.ArtifactStagingDirectory)/html/sklearnex
-      cp -R doc/daal4py/_build $(Build.ArtifactStagingDirectory)/html_daal4py
       cp -R doc/_build $(Build.ArtifactStagingDirectory)/html_sklearnex
     displayName: 'Copy build'
   - task: PublishPipelineArtifact@0

daal4py/README.md

@@ -17,7 +17,7 @@
 # daal4py - A Convenient Python API to the oneAPI Data Analytics Library
 [![Build Status](https://dev.azure.com/daal/daal4py/_apis/build/status/CI?branchName=main)](https://dev.azure.com/daal/daal4py/_build/latest?definitionId=9&branchName=main)
 [![Coverity Scan Build Status](https://scan.coverity.com/projects/21716/badge.svg)](https://scan.coverity.com/projects/daal4py)
-[![Join the community on GitHub Discussions](https://badgen.net/badge/join%20the%20discussion/on%20github/black?icon=github)](https://github.com/IntelPython/daal4py/discussions)
+[![Join the community on GitHub Discussions](https://badgen.net/badge/join%20the%20discussion/on%20github/black?icon=github)](https://github.com/uxlfoundation/scikit-learn-intelex/discussions)
 [![PyPI Version](https://img.shields.io/pypi/v/daal4py)](https://pypi.org/project/daal4py/)
 [![Conda Version](https://img.shields.io/conda/vn/conda-forge/daal4py)](https://anaconda.org/conda-forge/daal4py)
 
@@ -40,8 +40,7 @@ We publish blogs on Medium, so [follow us](https://medium.com/intel-analytics-so
 - [Accelerate K-Means Clustering](https://medium.com/intel-analytics-software/accelerate-k-means-clustering-6385088788a1)
 
 ## 🔗 Important links
-- [Documentation](https://intelpython.github.io/daal4py/)
-- [scikit-learn API and patching](https://intelpython.github.io/daal4py/sklearn.html#sklearn)
+- [Documentation](https://uxlfoundation.github.io/scikit-learn-intelex/latest/about_daal4py.html)
 - [Building from Sources](https://github.com/uxlfoundation/scikit-learn-intelex/blob/main/daal4py/INSTALL.md)
 - [About oneAPI Data Analytics Library](https://github.com/uxlfoundation/oneDAL)
 
@@ -61,34 +60,6 @@ Daal4Py is distributed as part of scikit-learn-intelex, which itself is distribu
 
 See the [installation instructions for scikit-learn-intelex](https://github.com/uxlfoundation/scikit-learn-intelex/blob/main/INSTALL.md) for details.
 
-⚠️ Note: *GPU and MPI support are optional dependencies.
-Required dependencies for GPU and MPI support will not be downloaded.
-You need to manually install `dpcpp_cpp_rt` and `dpctl` packages for GPU support, and `mpi4py` with `impi_rt` as backend package for MPI support.*
-
-<details><summary>[Click to expand] ℹ️ How to install dpcpp_cpp_rt and impi_rt packages </summary>
-
-```shell
-# PyPi for dpcpp
-pip install -U dpcpp_cpp_rt dpctl
-```
-
-```shell
-# PyPi for MPI
-pip install -U mpi4py impi_rt
-```
-
-```shell
-# conda for dpcpp
-conda install dpcpp_cpp_rt dpctl -c https://software.repos.intel.com/python/conda/
-```
-
-```shell
-# conda for MPI
-conda install mpi4py impi_rt -c https://software.repos.intel.com/python/conda/
-```
-
-</details>
-
 
 # ⚠️ Scikit-learn patching
 

daal4py/sklearn/monkeypatch/dispatcher.py

@@ -188,7 +188,7 @@ def enable(name=None, verbose=True, deprecation=True, get_map=_get_map_of_algori
     if verbose and deprecation and sys.stderr is not None:
         sys.stderr.write(
             "oneAPI Data Analytics Library solvers for sklearn enabled: "
-            "https://intelpython.github.io/daal4py/sklearn.html\n"
+            "https://uxlfoundation.github.io/scikit-learn-intelex/\n"
         )
 
 

deselected_tests.yaml

@@ -157,7 +157,7 @@ deselected_tests:
   - svm/tests/test_svm.py::test_custom_kernel_not_array_input[SVR]
 
   # test_non_uniform_strategies fails due to differences in handling of vacuous clusters after update
-  # See https://github.com/IntelPython/daal4py/issues/69
+  # See https://github.com/uxlfoundation/scikit-learn-intelex/issues/69
   - cluster/tests/test_k_means.py::test_kmeans_relocated_clusters >=0.24
 
   # oneAPI Data Analytics Library (oneDAL) does not check convergence for tol == 0.0 for ease of benchmarking

doc/README.md

@@ -40,15 +40,3 @@ To build Extension for Scikit-Learn documentation locally:
 5. Run the ``build-doc.sh`` script. 
 
 You will then find documentation under the `_build/html` folder.
-
-Additional documentation for the `daal4py` module can be built with the following steps (after having installed the `scikit-learn-intelex` packages and doc dependencies):
-
-1. Go to the `doc/daal4py` folder:
-
-		cd scikit-learn-intelex/doc/daal4py
-
-2. Run the makefile (assuming linux):
-
-		make html
-
-Documentation will similarly be built under `_build/html`.