Commit Graph

8 Commits

Author SHA1 Message Date
rocking5566
6a6163a3d1 Improve normalization (#580)
* Sync the order of type string with template parameter

* Add more instances

* Check the vector size and remove redundant var

* Extract var to static, prepare to separate sweep once kernel

* Separate sweeponce flow and optimize the flow

* 1. Rename AccDatatype in normalization to computeData
2. Rename AccElementwiseOperation to YElementwiseOperation in normalization

* Remove useless code

* Update naive variance kernel

* Refine string

* Fix typo

* Support naive variance for device_normalization

* Check the blocksize

* Share the VGPR of x and y

* Share the VGPR of gamma and beta

* Add more instances

* Support fp16 sqrt for experiment

* Add CHANGELOG

* Fix typo

* clang-format
2023-02-15 11:59:35 -06:00
Po Yen Chen
4a2a56c22f Rangify constructor of HostTensorDescriptor & Tensor<> (#445)
* Rangify STL algorithms

This commit adapts rangified std::copy(), std::fill() & std::transform()

* Rangify check_err()

By rangifying check_err(), we can not only compare values between
std::vector<>s, but also compare any ranges which have same value
type.

* Allow constructing Tensor<> like a HostTensorDescriptor

* Simplify Tensor<> object construction logics

* Remove more unnecessary 'HostTensorDescriptor' objects

* Re-format example code

* Re-write more HostTensorDescriptor ctor call
2022-11-11 11:36:01 -06:00
Po Yen Chen
6f0564f013 Rangify FillUniformDistributionIntegerValue<> (#443)
Allow passing forward range to its call operator
2022-11-10 13:03:01 -06:00
rocking5566
d4d1147f0a Refine layernorm naming and test code (#497)
* Sync the naming

* Sync the test of layernorm with groupnorm

* Sync the naming

* Minor change for comment and log

* [What] Add saveMean and SaveInvVariance in the interface.
[Why] These can optimize the backward
2022-11-02 16:57:28 -06:00
Adam Osewski
3048028897 Refactor device op implementations into impl subdirectory. (#420)
* Move kernel implementation files under impl directory.

* Update examples paths.

* Update device kernel impl include paths.

* Update tensor operation instances include paths.

* Update profiler and tests include paths.

* Clang-format

* Update include paths for batched gemm reduce

* Refactor UnitTest ConvNDBwdWeight.

* Refactor fwd and bwd data convND UT.

* Fix used test macro.

* Fix include path.

* Fix include paths.

* Fix include paths in profiler and tests.

* Fix include paths.

Co-authored-by: Adam Osewski <aosewski@amd.com>
2022-10-13 09:05:08 -05:00
rocking5566
1b62bfaa2a Fix bug of layernorm ckProfiler and refine code (#448)
* Fix bug of profiler for layernorm

* 1. Rename layernorm into normalization
2. Decouple softmax from normalization

* clang-format
2022-10-12 21:06:39 -05:00
Shaojie WANG
40942b9098 Optimization for gridwise group norm (#453)
* use another instance to check the efficiency

* optimize group layer norm

* 1. coalesce load/store data for gridwise layer norm welford. 2. move a sqrt and divison into a outer static loop

* add more instances to layernorm

* add 2 more test cases

* remove ignore in generating tuple of vector

Co-authored-by: Chao Liu <chao.liu2@amd.com>
2022-10-06 21:24:13 -05:00
rocking5566
4eba345f6e 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>
2022-09-19 22:30:46 -05:00