Commit Graph

1436 Commits

Author SHA1 Message Date
jakpiase
ba86eadce5 Add support for mixed-precision f16bf16_int8 gemm (#1127) 2024-02-07 15:54:13 +01:00
Bartlomiej Wroblewski
6951858221 Implement direct loads split-K GEMM kernel (#1137)
* WIP: Implement direct loads split-K GEMM kernel

* Clean the review

---------

Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>
Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
2024-02-07 01:08:34 +01:00
Illia Silin
180f16f9ac Add support for more Navi2x and Navi3x models. (#1152)
* add support for navi2x and navi3x models

* fix syntax

* use common macro for different mi300 architectures
2024-02-02 11:35:26 -08:00
Bartłomiej Kocot
171ca260b5 Extend gemm traits number for ck wrapper (#1153) 2024-02-02 11:25:54 -08:00
Bartłomiej Kocot
f3b6c23ac5 Add blockwise gemm to ck wrapper (#1139)
* Add blockwise gemm to ck wrapper

* Add blockwise gemm traits

* Disable test_gemm for non xdl devices

* Fixes

* Add c layout descritpions
2024-01-31 21:24:40 +01:00
Illia Silin
180e572076 Fixing most of the cppcheck errors. (#1142)
* fix cppcheck errors, first pass

* fix format

* fix returned value in examples

* add macro definitions for cppcheck

* fix the profile_gemm logic

* update the gemm profiler logic

* add more difinitions to cppcheck, fix couple more errors

* replace runtime error with message in device function

* fix a couple of int4 issues

* no return for fill function

* fix errors in data_types.hpp

* fix format

* fix few remaining errors

* fix errors in data_types.hpp

* fix last couple of errors in datat_types.hpp
2024-01-24 13:47:48 -08:00
Haocong WANG
bb63b9732c [GEMM] Optimization for MI200/300. (#1135)
* Optimize GEMM on MI200/300:
1. Add new blockwise gemm pipeline
2. Add irregular splitk intances

* clang format + typo fix

* Fix a bug
2024-01-19 07:02:22 -06:00
Bartłomiej Kocot
7e4eb4b800 Add optimized copy to ck wrapper (#1126)
* Add optimized copy to ck wrapper

* Example optimizations

* Fixes

* Move img2col test to client example

* Refactor example

* Fix docs

* Fixes

* Fix

* Fixes

* Fixes

* Fixes

* Fixes

* Fixes

---------

Co-authored-by: zjing14 <zhangjing14@gmail.com>
2024-01-19 11:29:00 +01:00
Illia Silin
e6d099c830 Add cppcheck to CK CI. (#1125)
* add cppcheck to the CK CI

* fix the path to CK source for cppcheck

* fix the path to CK source for cppcheck one more time

* fix the path to CK source for cppcheck third time

* change the path to ck_cppcheck.log

* install latest cppcheck from source

* fix bug in ck.hpp and use 20 threads for cppcheck

* create a switch to turn cppckeck on and off in CI
2024-01-15 09:11:45 -08:00
Illia Silin
886d9eeb99 Add an option to change the number of warm-up cycles and iterations. (#1124)
* allow setting the number of warmup cycles and iterations for profiler

* fix the gemm_splitk and grouped_gemm examples
2024-01-09 09:43:08 -08:00
raramakr
e699dbd8a3 SWDEV-439954 - Use hard coded filename rather than using the macro __FILE__ for debug prints. (#1123)
* SWDEV-439954 - Use hard coded filename rather than using the macro __FILE__ for debug prints.

Hiptensor library is using the header files from CK. Hard coded ROCm path was getting embedded into the hiptensor library, since the header file was having the macro __FILE__. Replace the macro with filename.

* fix syntax

---------

Co-authored-by: illsilin <Illia.Silin@amd.com>
2024-01-09 08:21:47 -08:00
Bartłomiej Kocot
4234b3a691 Add tensor partition and generic copy for ck wrapper (#1108)
* Add tensor partition and generic copy for ck wrapper

* Update changelog

* Stylistic fixes

* Change shape/strides logic to descriptor transforms

* Fixes

* Fix client example

* Fix comments
2024-01-03 01:10:57 +01:00
Artur Wojcik
fb5bd51b42 enable compilation of INSTANCES_ONLY for Windows (#1082)
* enable compilation of INSTANCES_ONLY for Windows

* suppress ROCMChecks warnings on GoogleTests

* suppress -Wfloat-equal warning on GoogleTests

---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2023-12-20 14:34:53 -08:00
rocking
a69aa2a11a layernorm and groupnorm backward data (#1083)
* rename folder

* Add type string

* Remove typo

* Add deviceOp to backward x

* Add comment to describe the behavior of backward normalization

* Add kernel function, prepare to implement

* implement generic kernel

* Check vector size

* Add sweep once pipeline for small reduce size

* Fix bug of KRaw_ error

* Fix bug of dx stride

* sanity check for mean and rstd

* backward x for groupnorm

* Add bwd x instance

* add layernorm 2d bwd gamma beta instances

* Change save mean var type from f32 to f16 in f16 mode

* Change the example to f16

* Add groupnorm bwd gamma beta instance

* Add groupnorm bwd x instance

* Fix naming

* Add layernorm bwd x ckprofiler

* Add groupnorm bwd x profiler

* clang format

* Rename bwd x to bwd data

* Fix bug of verification in profiler

* Add test of layernorm and groupnorm bwd data

* Add missing cmake

* Add layernorm2d bwd data

* rename fwd example

* Add groupnorm client example

* Fix typo. replace Invarient with Invariant

* Add checking before running the best instance
2023-12-19 04:23:11 +08:00
Bartłomiej Kocot
07092d68f0 Add tensor structure to wrapper (#1098)
* Add tensor structure to wrapper

* update changelog

* Fix names

* Comment fixes
2023-12-15 12:45:08 +01:00
Jun Liu
3a3b98ef79 [Doc][Werror] Fix security alerts and sync with MIOpen (#1085)
* fix Werror unused-parameter

* sync doc requirements

* fix blank space format

* fix dependency issue
2023-12-13 12:50:15 -08:00
Rostyslav Geyyer
6891e4d109 Fix the bugs (#1099) 2023-12-13 12:27:31 -08:00
Bartlomiej Wroblewski
89ee47460b Fix IsSupported check in the contraction op (#1066)
Current implementation of IsSupported method in contraction ops does not cover a lot of possible cases in which ScalarPerVector cannot really be used to read A, B or D, or write E.

This PR extends both the regular and multiABD contraction ops with improved checks and also adds new instances with smaller values of ScalarPerVector to support instances that are not supported by other instances.
2023-12-11 17:12:32 +01:00
Bartłomiej Kocot
f836984891 Support broadcast for bias in grouped conv fwd (#1081)
* Support broadcast for bias in grouped conv fwd

* Fix comment

* Comment fixes

* Remove GK layout
2023-12-08 11:07:42 +01:00
Illia Silin
d939411dae Switch from ROCmSoftwarePlatform to ROCm org (#1091)
* switch from ROCmSoftwarePlatform to ROCm org

* replace ROCmSoftwarePlatform with ROCm in few more places
2023-12-07 15:59:34 -08:00
Bartłomiej Kocot
836b7e557d Introduce wrapper library (#1071)
* Introduce wrapper library

* Update cmake files

* Revert "Update cmake files"

This reverts commit c27f88b565.

* Fix comments
2023-12-06 11:58:59 +01:00
Bartlomiej Wroblewski
bc4bf9bd03 Add support for double buffering in direct load GEMM kernel (#1052)
This PR introduces support for double buffering in LDS into GEMM kernels that use direct load instructions.

Direct loads now use inline asm instead of intrinsics. Usage of intrinsics results in compiler adding additional waitcnt instructions what breaks possible load/compute overlap in case of double buffering.

Usage of inline asm results in the need to use sched_barrier in order to make sure that compiler cannot incorrectly reschedule instructions since it does not know the data dependencies between global->LDS and LDS->registers.
2023-12-03 23:08:47 +01:00
zjing14
49df1dc595 Fixed GroupedGemmFixedNK with hipGraph (#1065)
* fixed examples; add async_mem_set

* add stream to all deviceOp using SetWorkspace

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-11-30 15:09:27 -06:00
Bartłomiej Kocot
8ff845f2c4 Introduce wrapper for layout (#1054)
* Introduce wrapper for layout

* Extend functionality

* Fix for getLength

* Comment fixes

* Add comments and remove not needed getters
2023-11-30 12:11:43 +01:00
arai713
a2969aa8b6 Disable transpose device op for MI300 (#1050)
* added working example for 5D input using 1D kernel

* example with 5D input tensor and 2d kernel - not working: issues with arguments

* added updated version of 3d device op - changed descriptors/dims

* added example file to check kernel

* fixed descriptor and isSupportedArgument stride problem

* added and modified kernel for 3d - updated tids/loop

* adding some more 5d example files

* fixed some issues

* changes made for testing

* working version: fixed error in stride for A, still a bit inefficient

* cleaned up formatting/comments

* updating formatting

* more formatting fixes

* fixing cmake, adding back gpu targets in cmake script

* adding client example

* added instances for client example

* fixed errors in client example

* implemented client ex with device_elementwise.hpp and device_elementwise_3d_impl.hpp

* removed extra files

* minor formatting and naming fixes

* adding test files and profiler

* fixing minor error

* minor fix

* removed unneccesary comments, renamed files

* updated instance list for client example, added different layout example

* removing instances

* fixed error in instance generation

* remove comments

* update profiler and client example tensor layouts

* fixed errors in test/profiler

* updated vector dim access to enable vector load

* updated test/profiler files

* updated example with 1d kernel

* updating profiler

* renamed files

* disabled device op for MI300

* skip  elementwise_permute_2d on gfx94x

* Update CMakeLists.txt

* fixing CMake - disabling some GPU targets

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
Co-authored-by: Jing Zhang <jizhan@amd.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>
2023-11-29 11:36:40 -06:00
zjing14
ae5e5181aa recover default niter (#1064) 2023-11-28 12:18:42 -08:00
Rostyslav Geyyer
6ef034f6ca Switch default f8 conversion to stochastic rounding (#1048)
* Switch default f8 conversion to stochastic rounding

* Refactor f8-related type_converts

* Add an element-wise op
2023-11-27 20:06:17 -06:00
Bartlomiej Wroblewski
60ecfd73f9 Add missing check for K padding in XDL GEMM (#1056) 2023-11-27 11:31:39 +01:00
Bartlomiej Wroblewski
627054b941 Add basic support for direct loads from global to LDS (#999)
* Add basic support for direct loads from global to LDS

* Clean the code and comments

* Add support for fp16

* Add comments

* Add check for thread cluster lengths

* Align non-direct-load fp16 example

* Small fixes

* Extend IsSupported to check for supported GPU gens

* Build examples only on the supported HW

* Do not throw when instance not supported in 04 example

* Review: Apply review suggestions

* Review: small fix

* Review: small fix
2023-11-25 13:35:22 +01:00
zjing14
e8cddfdc3b Improve 4k gemm perf (#1047)
* improve 4k gemm perf

* add f8 instances

* format

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-11-17 07:06:24 -06:00
Bartłomiej Kocot
1fefd82ed8 Log CDEBlockTransferScalarPerVector_NPerBlock in conv fwd multiD xdl (#1042)
* Log CDEBlockTransferScalarPerVector_NPerBlock in conv_fwd_multi_d_xdl implementation

* Log CDEBlockTransferScalarPerVector_NPerBlock in conv fwd multiD xdl
2023-11-15 17:31:50 +01:00
Bartłomiej Kocot
3ef3102fc5 Fix check for conv Fwd Filter1x1Pad0 (#1040)
* Fix check for conv Fwd Filter1x1Pad0

* Fix check for conv Fwd Filter1x1Pad0
2023-11-15 17:28:33 +01:00
Bartłomiej Kocot
f2398f612d Introduce multiABD api and deprecate multiD (#1035)
* Introduce multiABD api and deprecate multiD

* Replace multiD with multiABD

* Mark structures as deprecated

* Change doxygen deprecated to note to avoid warnings
2023-11-14 17:00:40 +01:00
arai713
454cf7bd1f Hip tensor permute (#1002)
* adding files for F32 example

* adding functioning implementation with scalar multiplication and unary operator support

* added fp 16 type check in unary square

* updating scalar multiplication as an operator

* functioning version with scalar operator

* changing strides for col major

* updated column major implementation

* working column major implementation

* cleaned up comments, rearranged/renamed files
2023-11-13 11:15:48 -06:00
Bartłomiej Kocot
49e52bb357 Support multi AB for grouped conv fwd xdl (#1027)
* Support multi AB for grouped conv fwd xdl

* Add instances

* Add client example

* Add example

* Add interface test

* Minor fixes

Minor fixes

Minor fixes

* Comment fixes

* Fixes

* Reference fix

* Test xdl fixes

* Improve multi_ab interface test
2023-11-10 15:54:44 +01:00
rocking
1db7560365 Backward of gamma and beta for layernorm and groupnorm (#1013)
* Add layernorm backward reference code

* Add groupnorm backward reference code

* Add example

* clang format

* Fixc bug of reference layernorm and groupnorm

* Fix naming

* Refine naming

* Add device op for normalization bwd gamma and beta

* Refine template parameter

* Add bwd gamma & beta of kernel

* 1. Add groupnorm example
2. Refine layernorm naming

* Narrow down the static check for performance

* Refine variable name
2023-11-10 18:02:03 +08:00
arai713
3af8c81a72 Transpose 3d (#984)
* added working example for 5D input using 1D kernel

* example with 5D input tensor and 2d kernel - not working: issues with arguments

* added updated version of 3d device op - changed descriptors/dims

* added example file to check kernel

* fixed descriptor and isSupportedArgument stride problem

* added and modified kernel for 3d - updated tids/loop

* adding some more 5d example files

* fixed some issues

* changes made for testing

* working version: fixed error in stride for A, still a bit inefficient

* cleaned up formatting/comments

* updating formatting

* more formatting fixes

* fixing cmake, adding back gpu targets in cmake script

* adding client example

* added instances for client example

* fixed errors in client example

* implemented client ex with device_elementwise.hpp and device_elementwise_3d_impl.hpp

* removed extra files

* minor formatting and naming fixes

* adding test files and profiler

* fixing minor error

* minor fix

* removed unneccesary comments, renamed files

* updated instance list for client example, added different layout example

* removing instances

* fixed error in instance generation

* remove comments

* update profiler and client example tensor layouts

* fixed errors in test/profiler

* updated vector dim access to enable vector load

* updated test/profiler files

* updated example with 1d kernel

* updating profiler

* renamed files

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-11-08 19:45:07 -06:00
rocking
a3d9a2cd42 Layernorm4d (#1022)
* Rename folder

* Add layernorm 4d fwd example

* Rename original layernorm example

* Add layernorm 4d f16  test

* Add layernorm4d_fwd client example

* Support layernorm4D in ckProfiler

* Rename groupnorm to groupnorm fwd in example

* Rename layernorm and group fwd in test

* Rename normalization to normalization_fwd (instances)

* Add fwd to DeviceNormalization

* Rename external api header

* Rename folder, because we can also add bwd in this folder

* Add fwd in layernorm and groupnorm (profiler

* Fix compile error

---------

Co-authored-by: Po Yen Chen <PoYen.Chen@amd.com>
2023-11-09 08:34:51 +08:00
Illia Silin
ce52621123 Support fp64 contraction on gfx94x. (#1029)
* enable contraction fp64 on gfx94*

* fix the logic
2023-11-08 15:03:18 -08:00
zjing14
98fd41f597 Add Gemm instances for performance improvement (#1018)
* improve kpad

* more tuning parameters

* f16_f8_fp16

* cut test time

* add f16_f8_fp16

* add f16_f8_f16

* testing instances for skinny cases

* format

* clean

* add fp16_f8_fp16

* clang-format

* add grouped gemm instalces

* fixed profile grouped_gemm

* clean

* clean

* clean

* clean

* clean

* add missing instance func

* fixed inferface

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
Co-authored-by: root <root@sh5-1e707-rc06-38.mkm.dcgpu>
2023-11-07 09:09:58 -06:00
Bartlomiej Wroblewski
4ef704d8a6 Add support for mixed precision in contraction scale and bilinear (#973)
* Add support for mixed precision in contraction scale and bilinear (#936)

* Extract common functionality to separate files

* Reference contraction: Remove incorrect consts from type_converts

* Reference contraction: Add missing type_convert for dst value

* Reference contraction: Fix incorrect order of B matrix dimensions

* Add support for mixed precision in contraction scale and bilinear

* Move using statements from instances to a common file

* Move using statements from examples to a common file

* Fix the order of B matrix dimensions across examples and profiler

* Fix the computation of error threshold

* Make ComputeDataType an optional argument

* Include possible DataType -> ComputeDataType casting error in the threshold

* Remove commented code

* Make the ComputeDataType an optional argument in instance

---------

Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
2023-11-02 14:26:33 -07:00
Bartłomiej Kocot
f27ea94ecb Add ScaleAddScaleAddRelu post op for conv fwd (#1006)
* Add ScaleAddScaleAddRelu post op for conv fwd

* Fixes

* Fix instance file name

* Minor fix
2023-11-01 18:31:30 -05:00
Po Yen Chen
675b69782b Enable gfx941 & gfx942 support for DeviceGemmXdl<> device op (#1017)
* Enable gfx942 support for DeviceGemmXdl<> device op

* Enable gfx941 support for DeviceGemmXdl<> device op
2023-11-01 03:17:31 +08:00
Bartłomiej Kocot
2e824c6d46 Add support for groups in Img2Col/Col2Img (#1007)
* Add support for groups in Img2Col/Col2Img

* Fix interface test

* Fix interface test G to N

* Improve performance

* Change gemm layout to 3d

* Fixes
2023-10-31 10:46:32 +01:00
Illia Silin
f46a6ffad8 Fix the fp8 gemm for large tensors on MI300. (#1011)
* Fix the fp8 conversion

* Try clipping value before conversion

* Fix return

* Simplify with a const

* reduce the gemm input tensor values to reduce round-off error

* replace if-else with lambda

* fix syntax

---------

Co-authored-by: Rostyslav Geyyer <rosty.geyyer@amd.com>
2023-10-27 21:10:47 -07:00
Rostyslav Geyyer
1fd27d520f Fix bf8 conversion issues (#1003)
* Fix the conversion

* Add bf8 functionality

* Enable example on MI200 as well
2023-10-20 08:00:45 -05:00
Illia Silin
f7331c603b Fix the DL kernel issues on Navi3x. (#998)
* apply the patch for dl kernels on gfx11

* build DL kernels on navi32 CI
2023-10-19 09:34:39 -07:00
Qianfeng
b4fc4d0b8d Misc fixes (#994)
* reinterpret_cast to const char* in dumpBufferToFile to be compatible with both const and non-const input pointers

* Add seed input to GeneratorTensor_4 for normal_distribution generator

* Add GetTypeString() for DeviceElementwiseImpl

* Add HIP_CHECK_ERROR macro
2023-10-19 11:26:04 -05:00
Bartłomiej Kocot
82f3a835d5 Extend available elementwise operations with conv examples (#995)
* Extend available elementwise operations with conv examples

* Fixes

* Remove not needed convert

* Update CMakeFile and dir name
2023-10-19 17:23:19 +02:00
rocking
3696fe1c76 Layernorm and groupnorm support to save mean and inverse std in forward (#929)
* save mean and inverse std in normalization

* Save mean and inverse std in splitK

* Vector save mean and inv std

* Modify instance for save mean and std

* simplify the layernorm example

* Save mean and std in groupnorm example

* Save mean and inv std in ckProfiler and test

* Remove compute data type from base class

* Save mean and inv std in client example

* Add changelog

* clang format

* Fix compile error

* Refine naming

* Avoid error in bf16

* revert changelog
2023-10-19 07:36:29 +08:00