rocking5566 f09ecf09f6 Group norm (#417)
* Add groupnorm example by layernorm
1.  Reference is not ready
2. shape of gamma and beta need to be fix

* Let shape of gamma and beta can be same as x

* Modify test, instance and client example

* [What] Fix bug of layernorm for greater than 2 dimension.
[Why] We need to get upper length from merge transform instead of embed transform.

* Add reference for groupnorm

* Fuse sigmoid after groupnorm

* [What] Rename original layernorm into layernorm2d
[Why] Prepare to add groupnorm using layernorm5d

* clang-format

* Add groupnorm test

* Refine error message

* Add groupnorm ckProfiler

* Test groupnorm kernel from device_instance

* update example

* upadte profiler

* Fix test naming

* Fix argc number

* Move descriptor and sweeponce to argument for quick debugging

Co-authored-by: Chao Liu <chao.liu2@amd.com>

[ROCm/composable_kernel commit: 4eba345f6e]
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Docker script

docker run                                     \
-it                                            \
--privileged                                   \
--group-add sudo                               \
-w /root/workspace                             \
-v ${PATH_TO_LOCAL_WORKSPACE}:/root/workspace  \
rocm/tensorflow:rocm5.1-tf2.6-dev              \
/bin/bash

Install newer version of rocm-cmake

https://github.com/RadeonOpenCompute/rocm-cmake

Build

mkdir build && cd build
# Need to specify target ID, example below is gfx908 and gfx90a
cmake                                                                 \
-D BUILD_DEV=OFF                                                      \
-D CMAKE_BUILD_TYPE=Release                                           \
-D CMAKE_CXX_FLAGS=" --offload-arch=gfx908 --offload-arch=gfx90a -O3" \
-D CMAKE_CXX_COMPILER=/opt/rocm/bin/hipcc                             \
-D CMAKE_PREFIX_PATH=/opt/rocm                                        \
-D CMAKE_INSTALL_PREFIX=${PATH_TO_CK_INSTALL_DIRECTORY}               \
..

Build and Run Examples

 make -j examples

Instructions for running each individual examples are under example/

Tests

 make -j examples tests
 make test

Build ckProfiler

 make -j ckProfiler

Instructions for running ckProfiler are under profiler/

Install CK

make install

Using CK as pre-built kernel library

Instructions for using CK as a pre-built kernel library are under client_example/

Caveat

Kernel Timing and Verification

CK's own kernel timer will warn up kernel once, and then run it multiple times to get average kernel time. For some kernels that use atomic add, this will cause output buffer to be accumulated multiple times, causing verfication failure. To work around it, do not use CK's own timer and do verification at the same time. CK's own timer and verification in each example and ckProfiler can be enabled or disabled from command line.

Description
[DEPRECATED] Moved to ROCm/rocm-libraries repo. NOTE: develop branch is maintained as a read-only mirror
Readme MIT 234 MiB
Languages
C++ 93.1%
Python 4.5%
CMake 1.5%
Shell 0.5%
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