GitLab

* Update to the batchnorm-forward API and base class

* Fix leeked header including in gridwise_set_buffer_value.hpp

* Add kernels and device file for batchnorm-forward welford supporting both blockwise and multi-block reduction

* Update to the batchnorm-forward example to use the new batchnorm-forward device interface

* Change the batchnorm-forward reference to use sequential welford method

* Change to assign the workspace into four buffers in the host layer

* Use GetReduceCountPerThread functor to replace the initial count for Blockwise and Multiblock welford

* Tiny correction and remove un-used file under example/34_batchnorm

* Renaming in the kernel arguments

* Explicitly use ck::math::sqrt in batchnorm-forward kernels

* Add some comments to some kernels

* Tiny fix

* Generalize the data types in reference_batchnorm_forward_nhwc_c

* Use ck::ignore to mark un-used parameters

* Move GetReduceCountPerThread functor codes from kernel to device

* Remove some un-used codes in device_batchnorm_forward_impl.hpp

* Tiny fix in batchnorm_forward example

* Move GetReduceCountPerThread() to welford_helper.hpp

* Use seperate data type for Scale and Bias

* Renaming in device Op

* Tiny fix in forward example

* Updata to batchnorm-infer (type spliting, renaming)

* Add time and bandwidth measurement to the batchnorm-forward example

* Add support of elementwise operation for batchnorm forward output

* Reduce object copying by passing object as reference type

* Tiny change for performance

* Updates for performance again

* Some Renamings

* Add GetActualVariance template parameter for ThreadwiseWelfordMerge

* Tiny update in reference batchnorm forward nhwc/c

* Move batchnorm multiblock kernel files to grid/batchnorm_multiblock sub-directory

* Fuse mean and bias in the normalization calculation
Co-authored-by: root <root@dc-smc-18.amd.com>
Co-authored-by: rocking5566 <ChunYu.Lai@amd.com>