ln_fwd_cuda_kernel.cu

#include "ln.h"
#include "ln_utils.cuh"
#include "ln_kernel_traits.h"
#include "ln_fwd_kernels.cuh"
#include "static_switch.h"

using namespace layer_norm;

template<
    typename weight_t,
    typename input_t,
    typename residual_t,
    typename output_t,
    typename compute_t,
    typename index_t,
    int HIDDEN_SIZE, 
    int CTAS_PER_ROW, 
    int WARPS_M, 
    int WARPS_N, 
    int BYTES_PER_LDG
>
void launch_(LaunchParams<FwdParams> &launch_params, const bool configure_params){

    using Kernel_traits = Kernel_traits<weight_t,
                                        input_t,
                                        residual_t,
                                        output_t,
                                        compute_t,
                                        index_t,
                                        HIDDEN_SIZE,
                                        CTAS_PER_ROW,
                                        WARPS_M,
                                        WARPS_N,
                                        BYTES_PER_LDG
                                        >;
    bool has_residual = launch_params.params.x1 != nullptr;
    bool has_rowscale = launch_params.params.rowscale != nullptr;
    BOOL_SWITCH(launch_params.params.dropout_keep_p < 1.f, IsDropoutConst, [&] {
        BOOL_SWITCH(has_residual, HasResidualConst, [&] {
            BOOL_SWITCH(has_rowscale, HasRowscaleConst, [&] {
                auto kernel = &ln_fwd_kernel<Kernel_traits, IsDropoutConst, HasResidualConst, HasRowscaleConst>;
                if( configure_params ) {
                    int ctas_per_sm;
                    cudaError status_ = cudaOccupancyMaxActiveBlocksPerMultiprocessor(
                        &ctas_per_sm, kernel, Kernel_traits::THREADS_PER_CTA, Kernel_traits::SMEM_BYTES_FWD);
                    launch_params.params.ctas_per_col = launch_params.props->multiProcessorCount * ctas_per_sm / Kernel_traits::CTAS_PER_ROW;
                    const size_t rows_per_loop = launch_params.params.ctas_per_col * Kernel_traits::ROWS_PER_CTA;
                    launch_params.elts_per_thread = (launch_params.params.rows + rows_per_loop - 1) / rows_per_loop * Kernel_traits::LDGS * Kernel_traits::NUM_ELTS;
                    launch_params.barrier_size = 0;
                    launch_params.workspace_bytes = 0;
                    if(Kernel_traits::CTAS_PER_ROW > 1) {
                        launch_params.barrier_size = 2 * launch_params.params.ctas_per_col;
                        launch_params.workspace_bytes = launch_params.params.ctas_per_col
                                                      * Kernel_traits::WARPS_M
                                                      * Kernel_traits::CTAS_PER_ROW
                                                      * sizeof(typename Kernel_traits::Stats::stats_t)
                                                      * 2;
                    }
                    return;
                }

                if( Kernel_traits::SMEM_BYTES_FWD >= 48 * 1024 ) {
                    CHECK_CUDA(cudaFuncSetAttribute(kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, Kernel_traits::SMEM_BYTES_FWD));
                }
                auto stream = launch_params.stream;
                auto ctas_per_col = launch_params.params.ctas_per_col;

                if( Kernel_traits::CTAS_PER_ROW == 1 ) {
                    kernel<<<ctas_per_col, Kernel_traits::THREADS_PER_CTA, Kernel_traits::SMEM_BYTES_FWD, stream>>>(launch_params.params);
                } else {
                    dim3 grid(Kernel_traits::CTAS_PER_ROW * ctas_per_col);
                    dim3 block(Kernel_traits::THREADS_PER_CTA);
                    void *params_ = (void *)&launch_params.params;
                    cudaLaunchCooperativeKernel((void *)kernel, grid, block, (void **)&params_, Kernel_traits::SMEM_BYTES_FWD, stream);
                }
            });
        });
    });
}

// Create forward launch function and register. Macro signature:
//  HIDDEN_SIZE, WTYPE, ITYPE, RYTPE, OTYPE, CTYPE, CTAS_PER_ROW, WARPS_M, WARPS_N, BYTES_PER_LDG

REGISTER_FWD_LAUNCHER(  768, fp32, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, fp16, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, fp32, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, fp16, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, fp32, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, fp32, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, bf16, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, fp32, bf16, bf16, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, fp16, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER(  768, bf16, bf16, bf16, bf16, fp32, 1, 4, 1, 16);

REGISTER_FWD_LAUNCHER( 1024, fp32, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, fp16, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, fp32, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, fp16, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, fp32, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, fp32, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, bf16, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, fp32, bf16, bf16, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, fp16, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1024, bf16, bf16, bf16, bf16, fp32, 1, 4, 1, 16);

REGISTER_FWD_LAUNCHER( 1280, fp32, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, fp16, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, fp32, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, fp16, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, fp32, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, fp32, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, bf16, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, fp32, bf16, bf16, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, fp16, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1280, bf16, bf16, bf16, bf16, fp32, 1, 4, 1, 16);

REGISTER_FWD_LAUNCHER( 1536, fp32, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, fp16, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, fp32, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, fp16, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, fp32, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, fp32, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, bf16, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, fp32, bf16, bf16, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, fp16, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 1536, bf16, bf16, bf16, bf16, fp32, 1, 4, 1, 16);

REGISTER_FWD_LAUNCHER( 1600, fp32, fp32, fp32, fp32, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, fp16, fp32, fp32, fp32, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, fp32, fp16, fp32, fp16, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, fp16, fp16, fp32, fp16, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, fp32, fp16, fp16, fp16, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, fp32, bf16, fp32, bf16, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, bf16, bf16, fp32, bf16, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, fp32, bf16, bf16, bf16, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, fp16, fp16, fp16, fp16, fp32, 1, 4, 1,  4);
REGISTER_FWD_LAUNCHER( 1600, bf16, bf16, bf16, bf16, fp32, 1, 4, 1,  4);

REGISTER_FWD_LAUNCHER( 2048, fp32, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, fp16, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, fp32, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, fp16, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, fp32, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, fp32, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, bf16, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, fp32, bf16, bf16, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, fp16, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2048, bf16, bf16, bf16, bf16, fp32, 1, 4, 1, 16);

REGISTER_FWD_LAUNCHER( 2560, fp32, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, fp16, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, fp32, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, fp16, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, fp32, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, fp32, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, bf16, bf16, fp32, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, fp32, bf16, bf16, bf16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, fp16, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
REGISTER_FWD_LAUNCHER( 2560, bf16, bf16, bf16, bf16, fp32, 1, 4, 1, 16);

REGISTER_FWD_LAUNCHER( 3072, fp32, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, fp16, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, fp32, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, fp16, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, fp32, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, fp32, bf16, fp32, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, bf16, bf16, fp32, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, fp32, bf16, bf16, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, fp16, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 3072, bf16, bf16, bf16, bf16, fp32, 1, 1, 4, 16);

REGISTER_FWD_LAUNCHER( 4096, fp32, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, fp16, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, fp32, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, fp16, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, fp32, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, fp32, bf16, fp32, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, bf16, bf16, fp32, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, fp32, bf16, bf16, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, fp16, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 4096, bf16, bf16, bf16, bf16, fp32, 1, 1, 4, 16);

REGISTER_FWD_LAUNCHER( 5120, fp32, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, fp16, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, fp32, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, fp16, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, fp32, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, fp32, bf16, fp32, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, bf16, bf16, fp32, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, fp32, bf16, bf16, bf16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, fp16, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
REGISTER_FWD_LAUNCHER( 5120, bf16, bf16, bf16, bf16, fp32, 1, 1, 4, 16);

// TD [2022-04-22] Disable most of these to speed up compile time

// REGISTER_FWD_LAUNCHER( 2304, fp32, fp32, fp32, fp32, 1, 4, 1, 16);
// REGISTER_FWD_LAUNCHER( 2304, fp16, fp16, fp16, fp32, 1, 4, 1, 16);
// REGISTER_FWD_LAUNCHER( 2304, fp16, fp32, fp16, fp32, 1, 4, 1, 16);
// REGISTER_FWD_LAUNCHER( 2304, bf16, bf16, bf16, fp32, 1, 4, 1, 16);
// REGISTER_FWD_LAUNCHER( 2304, bf16, fp32, bf16, fp32, 1, 4, 1, 16);

// REGISTER_FWD_LAUNCHER( 3840, fp32, fp32, fp32, fp32, 1, 1, 4,  4);
// REGISTER_FWD_LAUNCHER( 3840, fp16, fp16, fp16, fp32, 1, 1, 4,  4);
// REGISTER_FWD_LAUNCHER( 3840, fp16, fp32, fp16, fp32, 1, 1, 4,  4);
// REGISTER_FWD_LAUNCHER( 3840, bf16, bf16, bf16, fp32, 1, 1, 4,  4);
// REGISTER_FWD_LAUNCHER( 3840, bf16, fp32, bf16, fp32, 1, 1, 4,  4);

// REGISTER_FWD_LAUNCHER( 6144, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 6144, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 6144, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 6144, bf16, bf16, bf16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 6144, bf16, fp32, bf16, fp32, 1, 1, 4, 16);

// REGISTER_FWD_LAUNCHER( 8192, fp32, fp32, fp32, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 8192, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 8192, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 8192, bf16, bf16, bf16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER( 8192, bf16, fp32, bf16, fp32, 1, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(10240, fp32, fp32, fp32, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(10240, fp16, fp16, fp16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(10240, fp16, fp32, fp16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(10240, bf16, bf16, bf16, fp32, 1, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(10240, bf16, fp32, bf16, fp32, 1, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(12288, fp32, fp32, fp32, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(12288, fp16, fp16, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(12288, fp16, fp32, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(12288, bf16, bf16, bf16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(12288, bf16, fp32, bf16, fp32, 2, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(12800, fp32, fp32, fp32, fp32, 2, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(12800, fp16, fp16, fp16, fp32, 2, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(12800, fp16, fp32, fp16, fp32, 2, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(12800, bf16, bf16, bf16, fp32, 2, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(12800, bf16, fp32, bf16, fp32, 2, 1, 4,  4);

// REGISTER_FWD_LAUNCHER(15360, fp32, fp32, fp32, fp32, 2, 1, 4,  8);
// REGISTER_FWD_LAUNCHER(15360, fp16, fp16, fp16, fp32, 2, 1, 4,  8);
// REGISTER_FWD_LAUNCHER(15360, fp16, fp32, fp16, fp32, 2, 1, 4,  8);
// REGISTER_FWD_LAUNCHER(15360, bf16, bf16, bf16, fp32, 2, 1, 4,  8);
// REGISTER_FWD_LAUNCHER(15360, bf16, fp32, bf16, fp32, 2, 1, 4,  8);

// REGISTER_FWD_LAUNCHER(16384, fp32, fp32, fp32, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(16384, fp16, fp16, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(16384, fp16, fp32, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(16384, bf16, bf16, bf16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(16384, bf16, fp32, bf16, fp32, 2, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(18432, fp32, fp32, fp32, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(18432, fp16, fp16, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(18432, fp16, fp32, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(18432, bf16, bf16, bf16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(18432, bf16, fp32, bf16, fp32, 4, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(20480, fp32, fp32, fp32, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(20480, fp16, fp16, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(20480, fp16, fp32, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(20480, bf16, bf16, bf16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(20480, bf16, fp32, bf16, fp32, 2, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(24576, fp32, fp32, fp32, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(24576, fp16, fp16, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(24576, fp16, fp32, fp16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(24576, bf16, bf16, bf16, fp32, 2, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(24576, bf16, fp32, bf16, fp32, 2, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(25600, fp32, fp32, fp32, fp32, 4, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(25600, fp16, fp16, fp16, fp32, 2, 1, 4,  8);
// REGISTER_FWD_LAUNCHER(25600, fp16, fp32, fp16, fp32, 4, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(25600, bf16, bf16, bf16, fp32, 2, 1, 4,  8);
// REGISTER_FWD_LAUNCHER(25600, bf16, fp32, bf16, fp32, 4, 1, 4,  4);

// REGISTER_FWD_LAUNCHER(30720, fp32, fp32, fp32, fp32, 4, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(30720, fp16, fp16, fp16, fp32, 4, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(30720, fp16, fp32, fp16, fp32, 4, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(30720, bf16, bf16, bf16, fp32, 4, 1, 4,  4);
// REGISTER_FWD_LAUNCHER(30720, bf16, fp32, bf16, fp32, 4, 1, 4,  4);

// REGISTER_FWD_LAUNCHER(32768, fp32, fp32, fp32, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(32768, fp16, fp16, fp16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(32768, fp16, fp32, fp16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(32768, bf16, bf16, bf16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(32768, bf16, fp32, bf16, fp32, 4, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(40960, fp32, fp32, fp32, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(40960, fp16, fp16, fp16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(40960, fp16, fp32, fp16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(40960, bf16, bf16, bf16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(40960, bf16, fp32, bf16, fp32, 4, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(49152, fp32, fp32, fp32, fp32, 8, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(49152, fp16, fp16, fp16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(49152, fp16, fp32, fp16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(49152, bf16, bf16, bf16, fp32, 4, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(49152, bf16, fp32, bf16, fp32, 4, 1, 4, 16);

// REGISTER_FWD_LAUNCHER(65536, fp32, fp32, fp32, fp32, 8, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(65536, fp16, fp16, fp16, fp32, 8, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(65536, fp16, fp32, fp16, fp32, 8, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(65536, bf16, bf16, bf16, fp32, 8, 1, 4, 16);
// REGISTER_FWD_LAUNCHER(65536, bf16, fp32, bf16, fp32, 8, 1, 4, 16);