Tutorial for OpenCL Layers

Presentation

Presentation: LayersForOpenCL.pdf

Video: IWOCL 2021

Demonstration

Prerequisites

• CMake v3.1+ though older versions might work
• A working C/C++ compiler
• git
• an installed OpenCL driver

Setting things up

Creating a Work Directory

mkdir -p $HOME/OpenCL-Layers-Tutorial-Folder
export CL_LAYERS_TUT_BASE=$HOME/OpenCL-Layers-Tutorial-Folder
cd $CL_LAYERS_TUT_BASE

Getting OpenCL Headers

git clone https://github.com/KhronosGroup/OpenCL-Headers.git
export OPENCL_HEADERS_DIR=$CL_LAYERS_TUT_BASE/OpenCL-Headers

Building an OpenCL ICD Loader

For layer support in the OpenCL ICD Loader, you need an up-to-date loader. The tip of master of https://github.com/KhronosGroup/OpenCL-ICD-Loader or ocl-icd v2.3.0+. In this tutorial we will be using the official Khronos Loader:

git clone https://github.com/Kerilk/OpenCL-ICD-Loader.git
export OPENCL_ICD_LOADER_DIR=$CL_LAYERS_TUT_BASE/OpenCL-ICD-Loader
cd $OPENCL_ICD_LOADER_DIR
ln -sf $OPENCL_HEADERS_DIR/CL inc
mkdir -p build && cd build
cmake ..
cmake --build .
export LIBRARY_PATH=$OPENCL_ICD_LOADER_DIR/build:$LIBRARY_PATH
export LD_LIBRARY_PATH=$OPENCL_ICD_LOADER_DIR/build:$LD_LIBRARY_PATH

Building clinfo

An up-to-date clinfo is better, so we will be building it also:

cd $CL_LAYERS_TUT_BASE
git clone https://github.com/Oblomov/clinfo.git
export CLINFO_DIR=$CL_LAYERS_TUT_BASE/clinfo
cd $CLINFO_DIR
make

Testing the Loader and clinfo

$CLINFO_DIR/clinfo

If you have a recent Intel GPU and OpenCL driver, it should output:

Number of platforms                               1
  Platform Name                                   Intel(R) OpenCL HD Graphics
  Platform Vendor                                 Intel(R) Corporation
  Platform Version                                OpenCL 3.0 
  Platform Profile                                FULL_PROFILE

We can test layer support using the test layer provided with the ICD loader:

OPENCL_LAYERS=$OPENCL_ICD_LOADER_DIR/build/test/layer/libPrintLayer.so $CLINFO_DIR/clinfo

The output of clinfo should be changed:

clGetPlatformIDs
Number of platforms                               1
clGetPlatformIDs
clGetPlatformInfo
clGetPlatformInfo
  Platform Name                                   Intel(R) OpenCL HD Graphics
clGetPlatformInfo
clGetPlatformInfo
  Platform Vendor                                 Intel(R) Corporation
clGetPlatformInfo
clGetPlatformInfo
  Platform Version                                OpenCL 3.0 
clGetPlatformInfo
clGetPlatformInfo
  Platform Profile                                FULL_PROFILE

Getting Example Layers

Building the Layer from the Presentation

First we can build the demonstration layer fron the presentation:

cd $CL_LAYERS_TUT_BASE
git clone [email protected]:Kerilk/OpenCL-Layers-Tutorial.git
export OPENCL_LAYERS_TUTORIAL_DIR=$CL_LAYERS_TUT_BASE/OpenCL-Layers-Tutorial
cd $OPENCL_LAYERS_TUTORIAL_DIR/example_layer
mkdir -p build && cd build
cmake -DOPENCL_HEADER_PATH="$OPENCL_HEADERS_DIR" ..
cmake --build .

Using the Newly Built Layer

This generated a libExampleLayer.so that we can use with clinfo:

OPENCL_LAYERS=$OPENCL_LAYERS_TUTORIAL_DIR/example_layer/build/libExampleLayer.so $CLINFO_DIR/clinfo

This time, the output is:

clGetPlatformIDs(num_entries: 0, platforms: (nil), num_platforms: 0x7ffd55c9f180)
clGetPlatformIDs result: 0, *num_platforms: 1
Number of platforms                               1
clGetPlatformIDs(num_entries: 1, platforms: 0x56216202d4d0, num_platforms: (nil))
clGetPlatformIDs result: 0
  Platform Name                                   Intel(R) OpenCL HD Graphics
  Platform Vendor                                 Intel(R) Corporation
  Platform Version                                OpenCL 3.0 
  Platform Profile                                FULL_PROFILE

Combining Layers

We can also combine both layers:

OPENCL_LAYERS="$OPENCL_ICD_LOADER_DIR/build/test/layer/libPrintLayer.so":"$OPENCL_LAYERS_TUTORIAL_DIR/example_layer/build/libExampleLayer.so" $CLINFO_DIR/clinfo

This yields:

clGetPlatformIDs(num_entries: 0, platforms: (nil), num_platforms: 0x7ffebcf7a860)
clGetPlatformIDs
clGetPlatformIDs result: 0, *num_platforms: 1
Number of platforms                               1
clGetPlatformIDs(num_entries: 1, platforms: 0x55aa6855b4d0, num_platforms: (nil))
clGetPlatformIDs
clGetPlatformIDs result: 0
clGetPlatformInfo
clGetPlatformInfo
  Platform Name                                   Intel(R) OpenCL HD Graphics
clGetPlatformInfo
clGetPlatformInfo
  Platform Vendor                                 Intel(R) Corporation
clGetPlatformInfo
clGetPlatformInfo
  Platform Version                                OpenCL 3.0 
clGetPlatformInfo
clGetPlatformInfo
  Platform Profile                                FULL_PROFILE

As we can see the simple prin layer is called between the entry and the exit of the example layer. We can reverse this order by changing the order of the layers on the command line:

OPENCL_LAYERS="$OPENCL_LAYERS_TUTORIAL_DIR/example_layer/build/libExampleLayer.so":"$OPENCL_ICD_LOADER_DIR/build/test/layer/libPrintLayer.so" $CLINFO_DIR/clinfo

As we can witness, the result changes as expected:

clGetPlatformIDs
clGetPlatformIDs(num_entries: 0, platforms: (nil), num_platforms: 0x7ffd078e4910)
clGetPlatformIDs result: 0, *num_platforms: 1
Number of platforms                               1
clGetPlatformIDs
clGetPlatformIDs(num_entries: 1, platforms: 0x556fda8dc4d0, num_platforms: (nil))
clGetPlatformIDs result: 0
clGetPlatformInfo
clGetPlatformInfo
  Platform Name                                   Intel(R) OpenCL HD Graphics
clGetPlatformInfo
clGetPlatformInfo
  Platform Vendor                                 Intel(R) Corporation
clGetPlatformInfo
clGetPlatformInfo
  Platform Version                                OpenCL 3.0 
clGetPlatformInfo
clGetPlatformInfo
  Platform Profile                                FULL_PROFILE

More Example Layers

A repository of example layers can be cloned and built:

cd $CL_LAYERS_TUT_BASE
git clone [email protected]:Kerilk/OpenCL-Layers.git
export OPENCL_LAYERS_DIR=$CL_LAYERS_TUT_BASE/OpenCL-Layers
cd $OPENCL_LAYERS_DIR
ln -sf $OPENCL_HEADERS_DIR/CL inc
mkdir -p build && cd build
cmake ..
cmake --build .

This provides us with three layers, one print layer that is similar to the test one from the loader, a layer to check OpenCL objects leaks, and a layer to add a functionality of ocl-icd into the official Khronos loader.

Lets start by testing out the lifetime object check using clinfo:

OPENCL_LAYERS=$OPENCL_LAYERS_DIR/build/object-lifetime/libCLObjectLifetimeLayer.so $CLINFO_DIR/clinfo

clinfo doesn't seem to have leaks, so the last printed line should be:

OpenCL objects leaks:

Real Life Example: mixbench-opencl

While working on the tutorial I found a handle leak in the mixbench application, that os now fixed. Nonetheless the leak can still be observed in older version of the repository:

cd $CL_LAYERS_TUT_BASE
git clone https://github.com/ekondis/mixbench.git
export MIXBENCH_DIR=$CL_LAYERS_TUT_BASE/mixbench
cd $MIXBENCH_DIR/mixbench-opencl
git checkout 514c7577f139871266d9535583bd78a6878af47e
mkdir -p build && cd build
cmake ..
cmake --build .
OPENCL_LAYERS=$OPENCL_LAYERS_DIR/build/object-lifetime/libCLObjectLifetimeLayer.so ./mixbench-ocl-ro

Should yield:

OpenCL objects leaks:
CONTEXT (0x56103bacf2f0) reference count: 1
COMMAND_QUEUE (0x56103bcaa890) reference count: 1

Whereas using the latest version:

git checkout master
cmake --build .
OPENCL_LAYERS=$OPENCL_LAYERS_DIR/build/object-lifetime/libCLObjectLifetimeLayer.so ./mixbench-ocl-ro

Should yield no leaked handles:

OpenCL objects leaks: