Commit Graph

277 Commits

Author SHA1 Message Date
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
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
11e2752261 Add missing copyrights in elementwise_permute examples (#1118) 2024-01-04 17:38:24 +01:00
arai713
aa3e2d7967 Transpose profiler fix (#1114)
* 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

* added transpose profiler to CMake

* fixed transpose profiler errors

* fixed instances for tests/profiler

* cleaned up code in transpose profiler source code

* added some comments, updated copyright

* made function arguments const where possible

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
Co-authored-by: Jing Zhang <jizhan@amd.com>
Co-authored-by: zjing14 <zhangjing14@gmail.com>
2024-01-04 10:33:19 -06:00
arai713
12a8883c48 Hip tensor permute unit test (#1068)
* 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

* small edits to 3d transpose profiler

* adding test/profiler/instance files for hipTensor permute unit test

* added more test instances

* cleaned up errors, randomized input tensor, added more instances

* turned off time printouts

* removed conflicting transpose profiler

* rearranged some files
2023-12-18 21:35:00 -06:00
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
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
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
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
Illia Silin
7965d66a81 Split the static library into several files. (#1044)
* spolit the static library into several

* update lib paths and fix client example

* do not use device_mha_operarions for client examples

* use appropriate libs to link to client examples

* remove the gpu/transpose path from the list

* try fixing clinet examples 3,4,9

* add necessary libs for client examples

* fix the layernorm client example

* fix the client examples 23 and 24

* fix typo

* add interface library and refresh clang format
2023-11-28 11:17:37 -08:00
Bartlomiej Wroblewski
bfecc19352 Fix cluster length arrange order in fp16 GEMM example (#1055) 2023-11-27 11:31:14 +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
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
Bartlomiej Wroblewski
16eb824c90 Add missing ComputeDatatype in contraction_multi_ABD_xdl_fp16 (#1024) 2023-11-03 08:22:11 -07:00
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
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
Bartłomiej Kocot
ac0e006766 Fix cmake dtype check (#989)
* Fix instances dtype check

* Fix source dtypes seletor for examples and tests

* Sync with new cmakefile changes

* Remove not needed ifdefs

* Remove not needed ifdefs
2023-10-21 22:19:43 +02:00
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
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
Bartlomiej Wroblewski
0abc0f87db Change 1d,2d,... to 1D,2D,... (#997) 2023-10-19 16:53:18 +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
zjing14
bf435140dc Clean DTYPES conditions in CMake (#974)
* Add a condition to build fp8 instances

* simplified buffer_load/store

* add bfp8/fp8

* fixed

* remove all f8/bf8 condition include folder

* fixed cmake conditions

* fixed DTYPES=fp16/bfp16

* fix

* fixed buffer_load

* fixed buffer_store

* fix

* clean example cmake files

* fixed ci

* fixed cit

---------

Co-authored-by: Rostyslav Geyyer <rosty.geyyer@amd.com>
Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-18 11:14:14 -05:00
zjing14
1cc36ba5fb Add contraction_multi_abd (#972)
* add gridwise_multi_abd

* move element_op into RunRead

* merge element_wise op with data read

* add multiABD example

* allow packed elementwise_op

* changed example

* clean

* clean

* add is_detected

* fix

* minor fix

* add scaleAdd_vec4 example

* init commit for contraction_multi_ABD

* add examples

* add examples of multiA and broadcast

* update example

* fixed comments

* Update cmake-ck-dev.sh

* Update cmake-ck-dev.sh

* Add comments into the example

* Update CMakeLists.txt

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-17 20:17:58 -05:00
Bartłomiej Kocot
16d7c4d2f7 Add grouped conv bwd weight wmma (#985)
* Add grouped conv bwd weight wmma

* Update README, changelog, profiler

* Minor fixes

* Fix grouped conv bwd wei dl kernel

* Minor fixes

* Minor stylistic fixes
2023-10-17 10:32:26 +02:00
zjing14
2ce9b56c64 add vector_type support into thread_copy_v3r1 (#969)
* add vector_type support into thread_copy_v3r1

* remove unncessary type_convert

* fixed datatype

* fixed dataType

* changed API with is_packx_invocable

* changed example

* add missing cmake file

* fixed ci

* fixed cmake

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-13 15:11:43 -05:00
zjing14
ac9595a9f1 Fixed f8_gemm NaN (#975)
* workaround nan problem by changing output to fp16

* enable f8/bf8 gemm tests on MI200

* workaround f16 to f8 conversion

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-10 10:30:26 -05:00
Lauren Wrubleski
5913609168 Replace CMake return from later CMake (#970) 2023-10-05 14:58:58 -07:00
Illia Silin
4daedf8ca5 Revert "Add support for mixed precision in contraction scale and bilinear" (#967)
* Revert "Add support for mixed precision in contraction scale and bilinear (#936)"

This reverts commit f07485060e.

* revert commits #957 and #960
2023-10-05 14:58:23 -07:00
zjing14
570ff3ddbe remove example 60 (#963)
Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-05 09:41:01 -07:00
Rostyslav Geyyer
42facfc6b7 Add conv bwd weight fp16 comp bf8 fp8 op, instances and example (#945)
* Add f8 bf8 gemm example

* Add element-wise ops

* Add intrinsics

* Update reference calculation

* Add an additional type option for xdlops gemm

* Fix build process

* Add bf8 to buffer addressing

* Update blockwise op, split typeA and typeB

* Update for compatibility

* Uppdate naming to f8->fp8

* Update naming

* Format

* Update naming (#937)

* Add a client example

* Add computetypes to device and gridwise ops

* Add instances, update instance factory

* Format

* Fix a flag

* Add ckProfiler mode

* Fix typos

* Add an example

* Add bf8 generator

* add bf8 mfma; fixed type_convert for bf8

* move verfication ahead of timing

* Update reference calculation

* Fix reference

* Narrow down float init range

* Fix bf8 bf8 mfma

* Add bf8 @ fp8 mfma

* Update example

* Update instances

* Update profiler api

* Update for compatibility

* Format

* Remove extra example

* Clean up

* workaround convert

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-04 08:19:08 -05:00
zjing14
5311d1b325 changed test for grouped_gemm to be random (#959)
Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-03 09:32:58 -05:00
zjing14
aa46039f2d Fixed contraction issues (#960)
* add missing ComputeType

* fixed

* Update cmake-ck-dev.sh

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-03 09:32:44 -05:00
Rostyslav Geyyer
bd09b5c538 Add fp8 @ bf8 gemm support and example (#933)
* Add f8 bf8 gemm example

* Add element-wise ops

* Add intrinsics

* Update reference calculation

* Add an additional type option for xdlops gemm

* Fix build process

* Add bf8 to buffer addressing

* Update blockwise op, split typeA and typeB

* Update for compatibility

* Uppdate naming to f8->fp8

* Update naming

* Format
2023-10-02 16:39:03 -05:00
Illia Silin
59dbb01fd1 get rid of gfx900/906, set rocm5.7 as default (#958) 2023-10-02 12:01:11 -07:00
zjing14
9d58c42103 Contraction multi abd (#957)
* add gridwise_multi_abd

* move element_op into RunRead

* merge element_wise op with data read

* add multiABD example

* allow packed elementwise_op

* changed example

* clean

* clean

* add is_detected

* fix

* minor fix

* add scaleAdd_vec4 example

* init commit for contraction_multi_ABD

* add examples

* add examples of multiA and broadcast

* update example

* fixed comments

* Update cmake-ck-dev.sh

* Update cmake-ck-dev.sh

* Add comments into the example

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-10-02 09:18:36 -05:00
Bartlomiej Wroblewski
f07485060e 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
2023-09-29 10:54:31 -05:00
Bartłomiej Kocot
cb53874002 Add grouped conv bwd data wmma (#950)
* Add grouped conv bwd data wmma

* Fix copyrights

* Add instances with smaller NPerBlock

* Update interface test

* Minor stylistic fixes

* Minor stylistic fixes
2023-09-28 23:10:18 +02:00
Bartłomiej Kocot
e2243a4d1e Add column to image kernel (#930)
* Add column to image kernel

* Minor fixes for dtypes and client examples

* Disable tests for disabled dtypes

* Disable add instances functions for disabled data types

* Minor stylistic fixes

* Revert "Disable add instances functions for disabled data types"

This reverts commit 728b869563.

* Instances reduction

* Add comments in device_column_to_image_impl

* Update changelog and Copyrights

* Improve changelog
2023-09-27 17:19:06 +02:00
zjing14
11676c7e49 Add multiple A/B support (#906)
* add gridwise_multi_abd

* move element_op into RunRead

* merge element_wise op with data read

* add multiABD example

* allow packed elementwise_op

* changed example

* clean

* clean

* add is_detected

* fix

* minor fix

* add scaleAdd_vec4 example

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
2023-09-26 21:16:23 -05:00