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composable_kernel/docs/dockerhub.rst
Bartlomiej Wroblewski 8c13df07bf Improve formatting of docs; Add a note about the DL_KERNELS flag (#825)
* Improve formatting of docs; Add a note about the DL_KERNELS flag

* Change the recommended version of ROCm to 5.6
2023-08-03 15:50:38 +02:00

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===================
CK Docker Hub
===================
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Why do I need this?
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To make our lives easier and bring Composable Kernel dependencies together, we recommend using
docker images that can be found on `Docker Hub <https://hub.docker.com/r/rocm/composable_kernel>`_.
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So what is Composable Kernel?
-------------------------------------
Composable Kernel (CK) library aims to provide a programming model for writing performance critical
kernels for machine learning workloads across multiple architectures including GPUs, CPUs, etc,
through general purpose kernel languages, like HIP C++.
To get the CK library::
git clone https://github.com/ROCmSoftwarePlatform/composable_kernel.git
run a docker container::
docker run \
-it \
--privileged \
--group-add sudo \
-w /root/workspace \
-v ${PATH_TO_LOCAL_WORKSPACE}:/root/workspace \
rocm/composable_kernel:ck_ub20.04_rocm5.6 \
/bin/bash
and build the CK::
mkdir build && cd build
# Need to specify target ID, example below is for gfx908 and gfx90a
cmake \
-D CMAKE_PREFIX_PATH=/opt/rocm \
-D CMAKE_CXX_COMPILER=/opt/rocm/bin/hipcc \
-D CMAKE_CXX_FLAGS="-O3" \
-D CMAKE_BUILD_TYPE=Release \
-D GPU_TARGETS="gfx908;gfx90a" \
..
and::
make -j examples tests
To run all the test cases including tests and examples run::
make test
We can also run specific examples or tests like::
./bin/example_gemm_xdl_fp16
./bin/test_gemm_fp16
For more details visit `CK github repository <https://github.com/ROCmSoftwarePlatform/composable_kernel>`_,
`CK examples <https://github.com/ROCmSoftwarePlatform/composable_kernel/tree/develop/example)>`_,
`even more CK examples <https://github.com/ROCmSoftwarePlatform/composable_kernel/tree/develop/client_example>`_.
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And what is inside?
-------------------------------------
The docker images have everything you need for running CK including:
* `ROCm <https://www.amd.com/en/graphics/servers-solutions-rocm>`_
* `CMake <https://cmake.org/>`_
* `Compiler <https://github.com/RadeonOpenCompute/llvm-project>`_
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Which image is right for me?
-------------------------------------
Let's take a look at the image naming, for example ``ck_ub20.04_rocm5.6``. The image specs are:
* ``ck`` - made for running Composable Kernel;
* ``ub20.04`` - based on Ubuntu 20.04;
* ``rocm5.6`` - ROCm platform version 5.6.
So just pick the right image for your project dependencies and you're all set.
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DIY starts here
-------------------------------------
If you need to customize a docker image or just can't stop tinkering, feel free to adjust the
`Dockerfile <https://github.com/ROCmSoftwarePlatform/composable_kernel/blob/develop/Dockerfile>`_
for your needs.
-------------------------------------
License
-------------------------------------
CK is released under the MIT `license <https://github.com/ROCmSoftwarePlatform/composable_kernel/blob/develop/LICENSE>`_.