DOC: onedal4py table helpers

doc/sources/developers/array_api.rst

@@ -0,0 +1,20 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+.. _array_api_dev:
+
+Array API support
+=================

doc/sources/developers/dispatching.rst

@@ -0,0 +1,19 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+Dispatch mechanism
+==================
+TBD

doc/sources/developers/estimators.rst

@@ -0,0 +1,60 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+.. _estimators:
+
+==========
+Estimators
+==========
+TBD
+
+daal4py
+=======
+TBD
+
+onedal4py
+=========
+
+`to_table`
+----------
+In data processing stage `to_table` can be used as a step to transform input data to backend
+oneDAL lib table format before feeding it into the backend functions, ensuring compatibility
+and consistency.
+
+The input data could be a NumPy ndarray, DPCTL usm_ndarray, DPNP ndarray or a CSR matrix or array.
+You want to ensure that all data is converted to a table format before passing them backend functions.
+
+If using the sua_iface parameter, ensure that the backend is correctly set up and compatible
+with the data being processed. Different backends may have specific requirements or optimizations.
+
+TBD
+
+.. code-block:: python
+
+   # Using to_table to convert different formats to oneDAL table
+
+   data_array = np.array([[7, 8, 9], [10, 11, 12]])
+   table_from_array = to_table(data_array)
+
+   # Example CSR matrix
+   row = np.array([0, 0, 1, 2, 2, 2])
+   col = np.array([0, 2, 2, 0, 1, 2])
+   data = np.array([1, 2, 3, 4, 5, 6])
+   data_csr = csr_matrix((data, (row, col)), shape=(3, 3)).toarray()
+   table_from_csr = to_table(data_csr)
+
+sklearnex
+=========
+TBD

doc/sources/developers/pybind11.rst

@@ -0,0 +1,21 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+.. _pybind11:
+
+pybind11
+========
+TBD

doc/sources/developers/spmd.rst

@@ -0,0 +1,21 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+.. _spmd:
+
+SPMD ifaces
+===========
+TBD

doc/sources/developers/threading.rst

@@ -0,0 +1,22 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+
+.. _threading:
+
+Threading
+=========
+TBD

doc/sources/index.rst

@@ -98,7 +98,7 @@ Enable Intel(R) GPU optimizations
    kaggle.rst
 
 .. toctree::
-   :caption: Developer Guide
+   :caption: User Guide
    :hidden:
    :maxdepth: 2
 
@@ -111,7 +111,6 @@ Enable Intel(R) GPU optimizations
    verbose.rst
    preview.rst
    deprecation.rst
-
 
 .. toctree::
    :caption: Performance
@@ -128,11 +127,23 @@ Enable Intel(R) GPU optimizations
    Tutorials & Case Studies <tutorials.rst>
    Medium Blogs <blogs.rst>
 
+.. toctree::
+   :caption: Developer’s Guide
+   :hidden:
+   :maxdepth: 2
+
+   developers/contribute.rst
+   developers/dispatching.rst
+   developers/estimators.rst
+   developers/pybind11.rst
+   developers/array_api.rst
+   developers/spmd.rst
+   developers/threading.rst
+
 .. toctree::
    :caption: More
    :hidden:
    :maxdepth: 2
 
    Support <support.rst>
-   contribute.rst
    license.rst