Major Clean Up & Reorg

CHANGELOG.md

@@ -4,39 +4,39 @@
 
 ## Online Documentation
 
-[rocAL Documentation](https://github.com/ROCmSoftwarePlatform/rocAL)
+[rocAL Documentation](https://github.com/ROCm/rocAL)
 
 ## rocAL 1.0.0 (unreleased)
 
 ### Added
 
 * 
 
 ### Optimizations
 
 * 
 
 ### Changed
 
 * 
 
 ### Fixed
 
 * 
 
 ### Tested Configurations
 
 * Linux distribution
   + Ubuntu - `20.04` / `22.04`
-* ROCm: rocm-core - `5.4.0.50400-72`
+* ROCm: rocm-core - `6.0.60002-1`
 * Protobuf - [V3.12.4](https://github.com/protocolbuffers/protobuf/releases/tag/v3.12.4)
 * OpenCV - [4.6.0](https://github.com/opencv/opencv/releases/tag/4.6.0)
-* RPP - [1.2.0](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/releases/tag/1.2.0)
+* RPP - [1.4.0](https://github.com/ROCms/rpp/releases/tag/1.4.0)
 * FFMPEG - [n4.4.2](https://github.com/FFmpeg/FFmpeg/releases/tag/n4.4.2)
-* MIVisionX - [master](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX)
+* MIVisionX - [master](https://github.com/ROCm/MIVisionX)
 * Dependencies for all the above packages
 * rocAL Setup Script - `V1.0.2`
 
 ### Known issues
 
 * 

CMakeLists.txt

@@ -142,7 +142,7 @@ install(FILES docs/README.md DESTINATION ${CMAKE_INSTALL_DATADIR}/doc/rocal)
 
 enable_testing()
 include(CTest)
-add_subdirectory(tests/cpp_api_tests)
+add_subdirectory(tests/cpp_api)
 
 # set package information
 set(CPACK_PACKAGE_VERSION       ${VERSION})
@@ -152,7 +152,7 @@ set(CPACK_PACKAGE_CONTACT       "rocAL Support <[email protected]>")
 set(CPACK_PACKAGE_VENDOR        "AMD Radeon")
 set(CPACK_PACKAGE_ICON          "${CMAKE_SOURCE_DIR}/docs/data/rocAL_logo.png")
 set(CPACK_PACKAGE_GROUP         "Development/Tools")
-set(CPACK_PACKAGE_HOMEPAGE      "https://github.com/ROCmSoftwarePlatform/rocAL")
+set(CPACK_PACKAGE_HOMEPAGE      "https://github.com/ROCm/rocAL")
 
 set(CPACK_DEBIAN_PACKAGE_DESCRIPTION   "AMD rocAL is a comprehensive Augmentation Library
   The AMD ROCm Augmentation Library (rocAL) is designed to efficiently decode and process images \

README.md

@@ -77,8 +77,8 @@ rocAL can be currently used to perform the following operations either with rand
   + RedHat - `8` / `9`
   + SLES - `15-SP4`
 *  [ROCm](https://rocmdocs.amd.com/en/latest/deploy/linux/installer/install.html) with --usecase=graphics,rocm
-*  [AMD RPP](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp) - MIVisionX Component
-*  [AMD OpenVX™](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX/tree/master/amd_openvx) and AMD OpenVX™ Extensions: `VX_RPP` and `AMD Media` - MIVisionX Components
+*  [AMD RPP](https://github.com/ROCm/rpp) - MIVisionX Component
+*  [AMD OpenVX™](https://github.com/ROCm/MIVisionX/tree/master/amd_openvx) and AMD OpenVX™ Extensions: `VX_RPP` and `AMD Media` - MIVisionX Components
 *  [Turbo JPEG](https://libjpeg-turbo.org/) - Version 2.0.6.2 from `https://github.com/rrawther/libjpeg-turbo.git`
 *  [Half-precision floating-point](https://half.sourceforge.net) library - Version `1.12.0` or higher
 *  [Google Protobuf](https://developers.google.com/protocol-buffers) - Version `3.12.4` or higher
@@ -131,7 +131,7 @@ For the convenience of the developer, we here provide the setup script which wil
   + Clone rocAL source code
 
   ```
-  git clone https://github.com/ROCmSoftwarePlatform/rocAL.git
+  git clone https://github.com/ROCm/rocAL.git
   cd rocAL
   ```
   **Note:** rocAL supports **CPU** and two **GPU** backends: **OPENCL**/**HIP**:
@@ -144,6 +144,7 @@ For the convenience of the developer, we here provide the setup script which wil
     ```
 
     + run the below commands to build rocAL
+    **Note:** Use `-DPYTHONVERSION=3.x` with `cmake` for using a specific Python3 version if required.
     ```
     mkdir build-hip
     cd build-hip
@@ -153,7 +154,7 @@ For the convenience of the developer, we here provide the setup script which wil
     sudo make install
     ```
 
-    + run tests - [test option instructions](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX/wiki/CTest)
+    + run tests - [test option instructions](https://github.com/ROCm/MIVisionX/wiki/CTest)
     ```
     make test
     ```
@@ -174,13 +175,13 @@ For the convenience of the developer, we here provide the setup script which wil
   + RedHat - `8` / `9`
   + SLES - `15-SP4`
 * ROCm: rocm-core - `5.7.0.50700-6`
-* RPP - [1.2.0](https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp/releases/tag/1.2.0)
-* MIVisionX - [master](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX)
+* RPP - [1.2.0](https://github.com/ROCm/rpp/releases/tag/1.2.0)
+* MIVisionX - [master](https://github.com/ROCm/MIVisionX)
 * Protobuf - [V3.12.4](https://github.com/protocolbuffers/protobuf/releases/tag/v3.12.4)
 * OpenCV - [4.6.0](https://github.com/opencv/opencv/releases/tag/4.6.0)
 * FFMPEG - [n4.4.2](https://github.com/FFmpeg/FFmpeg/releases/tag/n4.4.2)
 * RapidJSON- [master](https://github.com/Tencent/rapidjson)
 * PyBind11 - [v2.10.4](https://github.com/pybind/pybind11)
-* CuPy - [v12.2.0](https://github.com/ROCmSoftwarePlatform/cupy/releases/tag/v12.0.0)
+* CuPy - [v12.2.0](https://github.com/ROCm/cupy/releases/tag/v12.0.0)
 * rocAL Setup Script - `V1.0.2`
 * Dependencies for all the above packages

copyright.txt

@@ -1,6 +1,6 @@
 Format: https://www.debian.org/doc/packaging-manuals/copyright-format/1.0/
 Upstream-Name: rocAL
-Source: https://github.com/ROCmSoftwarePlatform/rocAL.git
+Source: https://github.com/ROCm/rocAL.git
 
 Files: *
 Copyright: 2022 - 2023 Advanced Micro Devices, Inc.

docker/README.md

@@ -1,8 +1,8 @@
 # rocAL Docker
 
-Docker is a set of platform as a service (PaaS) products that use OS-level virtualization to deliver software in packages called containers. [Read More](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX/wiki/Docker)
+Docker is a set of platform as a service (PaaS) products that use OS-level virtualization to deliver software in packages called containers. [Read More](https://github.com/ROCm/MIVisionX/wiki/Docker)
 
 ## Build - dockerfiles
 
 ```
 sudo docker build --build-arg {ARG_NAME}={ARG_VALUE} -f {DOCKER_FILE_NAME}.dockerfile -t {DOCKER_IMAGE_NAME} .

docker/rocal-on-rhel-09.dockerfile

@@ -26,12 +26,12 @@ RUN apt-get update -y && apt-get -y install autoconf automake libbz2-dev libssl-
 RUN apt-get -y install sqlite3 libsqlite3-dev libtool build-essential
 RUN git clone -b v3.21.9 https://github.com/protocolbuffers/protobuf.git && cd protobuf && git submodule update --init --recursive && \
         ./autogen.sh && ./configure && make -j8 && make check -j8 && sudo make install && sudo ldconfig && cd
-RUN git clone -b 0.99  https://github.com/GPUOpen-ProfessionalCompute-Libraries/rpp.git && cd rpp && mkdir build && cd build && \
+RUN git clone -b 0.99  https://github.com/ROCm/rpp.git && cd rpp && mkdir build && cd build && \
         cmake -DBACKEND=HIP ../ && make -j4 && sudo make install && cd
 
 ENV ROCAL_WORKSPACE=/workspace
 WORKDIR $ROCAL_WORKSPACE
 
 # Install MIVisionX
-RUN git clone https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX.git && \
-        mkdir build && cd build && cmake -DBACKEND=HIP -DROCAL=OFF ../MIVisionX && make -j8 && make install
+RUN git clone https://github.com/ROCm/MIVisionX.git && \
+        mkdir build && cd build && cmake -DBACKEND=HIP ../MIVisionX && make -j8 && make install

docker/rocal-on-ubuntu-20-with-pytorch-with-mesa.dockerfile

@@ -58,14 +58,14 @@ RUN DEBIAN_FRONTEND=noninteractive apt-get -y install python3 python3-pip git g+
         cmake ../ && make -j4 && sudo make install && cd ../../ && \
         pip install pytest==3.1 && git clone -b v2.10.4 https://github.com/pybind/pybind11 && cd pybind11 && mkdir build && cd build && \
         cmake -DDOWNLOAD_CATCH=ON -DDOWNLOAD_EIGEN=ON ../ && make -j4 && sudo make install && cd ../../ && \
-        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCmSoftwarePlatform/hipify_torch.git && \
+        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCm/hipify_torch.git && \
         env CC=$MPI_HOME/bin/mpicc python -m pip install mpi4py && \
-        git clone https://github.com/ROCmSoftwarePlatform/cupy.git && cd cupy && git submodule update --init && \
+        git clone https://github.com/ROCm/cupy.git && cd cupy && git submodule update --init && \
         pip install -e . --no-cache-dir -vvvv
 
 # install MIVisionX 
 RUN git clone https://github.com/ROCm/MIVisionX.git && cd MIVisionX && \
-        mkdir build && cd build && cmake -DBACKEND=HIP -DROCAL=OFF ../ && make -j8 && make install
+        mkdir build && cd build && cmake -DBACKEND=HIP ../ && make -j8 && make install
 
 ENV ROCAL_WORKSPACE=/workspace
 WORKDIR $ROCAL_WORKSPACE

docker/rocal-on-ubuntu-20.dockerfile

@@ -54,14 +54,14 @@ RUN DEBIAN_FRONTEND=noninteractive apt-get -y install python3 python3-pip git g+
         cmake ../ && make -j4 && sudo make install && cd ../../ && \
         pip install pytest==3.1 && git clone -b v2.10.4 https://github.com/pybind/pybind11 && cd pybind11 && mkdir build && cd build && \
         cmake -DDOWNLOAD_CATCH=ON -DDOWNLOAD_EIGEN=ON ../ && make -j4 && sudo make install && cd ../../ && \
-        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCmSoftwarePlatform/hipify_torch.git && \
+        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCm/hipify_torch.git && \
         env CC=$MPI_HOME/bin/mpicc python -m pip install mpi4py && \
         git clone -b rocm6.1_internal_testing https://github.com/ROCm/cupy.git && cd cupy && git submodule update --init && \
         pip install -e . --no-cache-dir -vvvv
 
 # install MIVisionX 
 RUN git clone https://github.com/ROCm/MIVisionX.git && cd MIVisionX && \
-        mkdir build && cd build && cmake -DBACKEND=HIP -DROCAL=OFF ../ && make -j8 && make install
+        mkdir build && cd build && cmake -DBACKEND=HIP ../ && make -j8 && make install
 
 ENV ROCAL_WORKSPACE=/workspace
 WORKDIR $ROCAL_WORKSPACE

docker/rocal-on-ubuntu-22.dockerfile

@@ -57,14 +57,14 @@ RUN DEBIAN_FRONTEND=noninteractive apt-get -y install python3 python3-pip git g+
         cmake ../ && make -j4 && sudo make install && cd ../../ && \
         pip install pytest==3.1 && git clone -b v2.10.4 https://github.com/pybind/pybind11 && cd pybind11 && mkdir build && cd build && \
         cmake -DDOWNLOAD_CATCH=ON -DDOWNLOAD_EIGEN=ON ../ && make -j4 && sudo make install && cd ../../ && \
-        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCmSoftwarePlatform/hipify_torch.git && \
+        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCm/hipify_torch.git && \
         env CC=$MPI_HOME/bin/mpicc python -m pip install mpi4py && \
         git clone -b rocm6.1_internal_testing https://github.com/ROCm/cupy.git && cd cupy && git submodule update --init && \
         pip install -e . --no-cache-dir -vvvv
 
 # Install MIVisionX
 RUN git clone https://github.com/ROCm/MIVisionX && cd MIVisionX && \
-        mkdir build && cd build && cmake -DBACKEND=HIP -DROCAL=OFF ../ && make -j8 && make install
+        mkdir build && cd build && cmake -DBACKEND=HIP ../ && make -j8 && make install
 
 ENV ROCAL_WORKSPACE=/workspace
 WORKDIR $ROCAL_WORKSPACE

docker/rocal-with-pytorch.dockerfile

@@ -45,14 +45,14 @@ RUN DEBIAN_FRONTEND=noninteractive apt-get -y install python3 python3-pip git g+
         cmake ../ && make -j4 && sudo make install && cd ../../ && \
         pip install pytest==3.1 && git clone -b v2.10.4 https://github.com/pybind/pybind11 && cd pybind11 && mkdir build && cd build && \
         cmake -DDOWNLOAD_CATCH=ON -DDOWNLOAD_EIGEN=ON ../ && make -j4 && sudo make install && cd ../../ && \
-        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCmSoftwarePlatform/hipify_torch.git && \
+        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCm/hipify_torch.git && \
         env CC=$MPI_HOME/bin/mpicc python -m pip install mpi4py && \
         git clone -b rocm6.1_internal_testing https://github.com/ROCm/cupy.git && cd cupy && git submodule update --init && \
         pip install -e . --no-cache-dir -vvvv
 
 # install MIVisionX 
 RUN git clone https://github.com/ROCm/MIVisionX.git && cd MIVisionX && \
-        mkdir build && cd build && cmake -DBACKEND=HIP -DROCAL=OFF ../ && make -j8 && make install && cd 
+        mkdir build && cd build && cmake -DBACKEND=HIP ../ && make -j8 && make install && cd 
 
 ENV ROCAL_WORKSPACE=/workspace
 WORKDIR $ROCAL_WORKSPACE

docker/rocal-with-tensorflow.dockerfile

@@ -0,0 +1,73 @@
+ARG TENSORFLOW_VERSION=latest
+FROM rocm/tensorflow:${TENSORFLOW_VERSION}
+
+ENV ROCAL_DEPS_ROOT=/rocAL-deps
+WORKDIR $ROCAL_DEPS_ROOT
+
+RUN apt-get update -y
+
+# install rocAL base dependencies
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install gcc g++ cmake pkg-config git
+
+# install OpenCV
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install build-essential libgtk2.0-dev libavcodec-dev libavformat-dev libswscale-dev python-dev python-numpy \
+        libtbb2 libtbb-dev libjpeg-dev libpng-dev libtiff-dev libdc1394-22-dev unzip && \
+        mkdir OpenCV && cd OpenCV && wget https://github.com/opencv/opencv/archive/4.6.0.zip && unzip 4.6.0.zip && \
+        mkdir build && cd build && cmake -DWITH_GTK=ON -DWITH_JPEG=ON -DBUILD_JPEG=ON -DWITH_OPENCL=OFF ../opencv-4.6.0 && make -j8 && sudo make install && sudo ldconfig && cd
+
+# install FFMPEG
+ENV PKG_CONFIG_PATH="/usr/local/lib/pkgconfig/"
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install autoconf automake build-essential cmake git-core libass-dev libfreetype6-dev libsdl2-dev libtool libva-dev \
+        libvdpau-dev libvorbis-dev libxcb1-dev libxcb-shm0-dev libxcb-xfixes0-dev pkg-config texinfo wget zlib1g-dev \
+        nasm yasm libx264-dev libx265-dev libnuma-dev libfdk-aac-dev && \
+        wget https://github.com/FFmpeg/FFmpeg/archive/refs/tags/n4.4.2.zip && unzip n4.4.2.zip && cd FFmpeg-n4.4.2/ && sudo ldconfig && \
+        ./configure --enable-shared --disable-static --enable-libx264 --enable-libx265 --enable-libfdk-aac --enable-libass --enable-gpl --enable-nonfree && \
+        make -j8 && sudo make install && cd
+
+# install rocAL neural net dependency
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install rocblas rocblas-dev miopen-hip miopen-hip-dev migraphx && \
+        mkdir neuralNet && cd neuralNet && wget https://sourceforge.net/projects/half/files/half/1.12.0/half-1.12.0.zip && \
+        unzip half-1.12.0.zip -d half-files && sudo mkdir -p /usr/local/include/half && sudo cp half-files/include/half.hpp /usr/local/include/half && cd
+
+# install rocAL dependency
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install wget libbz2-dev libssl-dev python-dev python3-dev libgflags-dev libgoogle-glog-dev liblmdb-dev nasm yasm libjsoncpp-dev clang && \
+        git clone -b 3.0.1 https://github.com/libjpeg-turbo/libjpeg-turbo.git && cd libjpeg-turbo && mkdir build && cd build && \
+        cmake -DCMAKE_INSTALL_PREFIX=/usr -DCMAKE_BUILD_TYPE=RELEASE -DENABLE_STATIC=FALSE -DCMAKE_INSTALL_DEFAULT_LIBDIR=lib -DWITH_JPEG8=TRUE ../ && \
+        make -j4 && sudo make install && cd && \
+        git clone https://github.com/ROCm/rpp.git && cd rpp && mkdir build && cd build && \
+        cmake -DBACKEND=HIP ../ && make -j4 && sudo make install && cd ../../ && \
+        git clone -b v3.12.4 https://github.com/protocolbuffers/protobuf.git && cd protobuf && git submodule update --init --recursive && \
+        ./autogen.sh && ./configure && make -j8 && make check -j8 && sudo make install && sudo ldconfig && cd
+ENV CUPY_INSTALL_USE_HIP=1
+ENV ROCM_HOME=/opt/rocm
+RUN DEBIAN_FRONTEND=noninteractive apt-get -y install python3 python3-pip git g++ hipblas hipsparse rocrand hipfft rocfft rocthrust-dev hipcub-dev python3-dev && \
+        git clone https://github.com/Tencent/rapidjson.git && cd rapidjson && mkdir build && cd build && \
+        cmake ../ && make -j4 && sudo make install && cd ../../ && \
+        pip install pytest==3.1 && git clone -b v2.10.4 https://github.com/pybind/pybind11 && cd pybind11 && mkdir build && cd build && \
+        cmake -DDOWNLOAD_CATCH=ON -DDOWNLOAD_EIGEN=ON ../ && make -j4 && sudo make install && cd ../../ && \
+        pip install numpy==1.24.2 scipy==1.9.3 cython==0.29.* git+https://github.com/ROCm/hipify_torch.git && \
+        env CC=$MPI_HOME/bin/mpicc python -m pip install mpi4py && \
+        git clone -b rocm6.1_internal_testing https://github.com/ROCm/cupy.git && cd cupy && git submodule update --init && \
+        pip install -e . --no-cache-dir -vvvv
+
+# install MIVisionX 
+RUN git clone https://github.com/ROCm/MIVisionX.git && cd MIVisionX && \
+        mkdir build && cd build && cmake -DBACKEND=HIP ../ && make -j8 && make install && cd 
+
+ENV ROCAL_WORKSPACE=/workspace
+WORKDIR $ROCAL_WORKSPACE
+
+# Install rocAL
+RUN git clone -b develop https://github.com/ROCm/rocAL && \
+        mkdir build && cd build && cmake -DPYTHONVERSION=3.9 ../rocAL && make -j8 && cmake --build . --target PyPackageInstall && make install
+
+WORKDIR /workspace
+
+#install tensorflow dependencies - Compile protos and Install TensorFlow Object Detection API.
+RUN cd ~/models/research/ && \
+protoc object_detection/protos/*.proto --python_out=. && \
+cp object_detection/packages/tf2/setup.py . && \
+python -m pip install .
+
+#upgrade pip
+RUN pip3 install --upgrade pip

docs/README.md

@@ -24,11 +24,11 @@ These pipelines are programmable by the user using both C++ and Python APIs.
 
 ## Prerequisites
 
-Refer [rocAL Prerequisites](https://github.com/ROCmSoftwarePlatform/rocAL#prerequisites)
+Refer [rocAL Prerequisites](https://github.com/ROCm/rocAL#prerequisites)
 
 ## Build instructions
 
-Refer [rocAL build instructions](https://github.com/ROCmSoftwarePlatform/rocAL#build-instructions)
+Refer [rocAL build instructions](https://github.com/ROCm/rocAL#build-instructions)
 
 ## rocAL Python
 
@@ -81,12 +81,11 @@ amd.rocal.types are enums exported from C++ API to python. Some examples include
 *  From the above classes, any hybrid iterator pipeline can be created by adding augmentations.
 *  see example [PyTorch Simple Example](./examples). Requires PyTorch.
 
-### installing rocAL python plugin (Python 3.6)
+### installing rocAL python plugin (Python 3.9+)
 
 *  Build and install RPP
-*  Build and install MIVisionX which installs rocAL c++ lib
-*  Go to the [rocal_pybind](https://github.com/ROCm/rocAL/tree/develop/rocAL_pybind) folder
-*  sudo ./run.sh
+*  Build and install MIVisionX
+*  Build and install [rocAL](https://github.com/ROCm/rocAL/)
 
 ### Steps to run MLPerf Resnet50 classification training with rocAL on a system with MI50+ and ROCm
 
@@ -110,7 +109,7 @@ git clone -b mlperf-v1.1-rocal https://github.com/rrawther/MLPerf-mGPU
 
 ### MIVisionX Pytorch Docker
 
-* Refer to the [docker](https://github.com/GPUOpen-ProfessionalCompute-Libraries/MIVisionX#docker) page for prerequisites and information on building the docker
+* Refer to the [docker](https://github.com/ROCm/MIVisionX#docker) page for prerequisites and information on building the docker
 * Step 1: Run the docker image*
 
 ``` bash

docs/examples.md

@@ -2,6 +2,6 @@
 
 Use the links below to see more examples:
 
-- [Image Processing](https://github.com/ROCmSoftwarePlatform/rocAL/tree/master/docs/examples/image_processing)
+- [Image Processing](https://github.com/ROCm/rocAL/tree/master/docs/examples/image_processing)
 
-- [Pytorch](https://github.com/ROCmSoftwarePlatform/rocAL/tree/master/docs/examples/pytorch)
+- [Pytorch](https://github.com/ROCm/rocAL/tree/master/docs/examples/pytorch)

docs/examples.rst

@@ -12,4 +12,6 @@ Use the links below to see more examples:
 
 * `Image Processing <https://github.com/ROCm/rocAL/tree/master/docs/examples/image_processing>`_ 
 * `Pytorch <https://github.com/ROCm/rocAL/tree/master/docs/examples/pytorch>`_ 
+* `Tensorflow <https://github.com/ROCm/rocAL/tree/master/docs/examples/tf>`_ 
+* `Jupyter Notebooks <https://github.com/ROCm/rocAL/tree/master/docs/examples/notebooks>`_