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@@ -43,7 +43,7 @@ __global__ void flash_bwd_convert_dkv_kernel(const Flash_bwd_params params) {
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}
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template<typename Kernel_traits, bool Is_dropout>
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-void run_flash_bwd_seqk_parallel(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_flash_bwd_seqk_parallel(Flash_bwd_params ¶ms, cudaStream_t stream) {
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const int num_m_block = (params.seqlen_q + Kernel_traits::kBlockM - 1) / Kernel_traits::kBlockM;
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dim3 grid_m(num_m_block, params.b, params.h);
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const int num_n_block = (params.seqlen_k + Kernel_traits::kBlockN - 1) / Kernel_traits::kBlockN;
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@@ -99,13 +99,12 @@ void run_flash_bwd_seqk_parallel(Flash_bwd_params ¶ms, cudaStream_t stream,
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}
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template<typename Kernel_traits, bool Is_dropout>
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-void run_flash_bwd(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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- if (configure) return;
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- run_flash_bwd_seqk_parallel<Kernel_traits, Is_dropout>(params, stream, configure);
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+void run_flash_bwd(Flash_bwd_params ¶ms, cudaStream_t stream) {
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+ run_flash_bwd_seqk_parallel<Kernel_traits, Is_dropout>(params, stream);
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}
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template<typename T>
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-void run_mha_bwd_hdim32(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim32(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 32;
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int device;
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cudaGetDevice(&device);
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@@ -118,18 +117,18 @@ void run_mha_bwd_hdim32(Flash_bwd_params ¶ms, cudaStream_t stream, const boo
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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if (max_smem_per_block >= 2 * ((3 * 128 + 2 * 128) * Headdim + 2 * 128 * 128)) { // 104 KB
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if constexpr(!Is_dropout) { // We can afford more registers to keep V in registers
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, true, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, true, false, T>, Is_dropout>(params, stream);
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} else {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream);
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}
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} else { // 96 KB
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, true, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, true, false, T>, Is_dropout>(params, stream);
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}
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});
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}
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template<typename T>
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-void run_mha_bwd_hdim64(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim64(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 64;
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int device;
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cudaGetDevice(&device);
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@@ -142,39 +141,39 @@ void run_mha_bwd_hdim64(Flash_bwd_params ¶ms, cudaStream_t stream, const boo
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// printf("max_smem_per_block = %d\n", max_smem_per_block);
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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// Changing AtomLayoutMdQ from 2 to 4 takes the same time
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, false, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, true, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 2, 4, 4, false, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, false, false, T>, Is_dropout>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, false, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, true, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 2, 4, 4, false, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, false, false, T>, Is_dropout>(params, stream);
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// This is slightly faster. We want to split M more so we need fewer registers to store LSE.
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if (max_smem_per_block >= 144 * 1024) {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream);
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// This has a lot of register spilling
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, true, false, T>, Is_dropout>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, true, false, T>, Is_dropout>(params, stream);
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} else {
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// if (params.h == params.h_k) {
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, false, false, T>, Is_dropout>(params, stream, configure);
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, true, false, T>, Is_dropout>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, false, false, T>, Is_dropout>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, true, false, T>, Is_dropout>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, false, false, T>, Is_dropout>(params, stream);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, true, false, T>, Is_dropout>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, false, false, T>, Is_dropout>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, true, false, T>, Is_dropout>(params, stream);
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// } else {
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// }
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}
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});
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, true, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 4, 2, 2, 2, true, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 32, 128, 4, 1, 4, 1, false, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 16, 128, 4, 1, 4, 1, false, false, T>>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 4, true, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 4, 2, 2, 2, true, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 32, 128, 4, 1, 4, 1, false, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 16, 128, 4, 1, 4, 1, false, false, T>>(params, stream);
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// M=128, N=64 is quite slow, I think because we need to read/write dQaccum twice as many times
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 2, 2, 2, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, false, T>>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 4, false, T>>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 2, 2, 2, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, false, T>>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 4, false, T>>(params, stream);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 4, 4, 2, 4, false, false, T>>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 4, 4, 2, 4, false, false, T>>(params, stream);
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}
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template<typename T>
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-void run_mha_bwd_hdim96(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim96(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 96;
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int device;
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cudaGetDevice(&device);
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@@ -188,19 +187,19 @@ void run_mha_bwd_hdim96(Flash_bwd_params ¶ms, cudaStream_t stream, const boo
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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if (max_smem_per_block >= 116 * 1024) {
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if constexpr(!Is_dropout) { // 92KB
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, true, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, true, false, T>, Is_dropout>(params, stream);
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} else { // 116 KB
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// This is faster for dropout since we don't have many registers to spare
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, false, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, false, false, T>, Is_dropout>(params, stream);
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}
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} else {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, true, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, true, false, T>, Is_dropout>(params, stream);
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}
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});
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}
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template<typename T>
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-void run_mha_bwd_hdim128(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim128(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 128;
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int device;
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cudaGetDevice(&device);
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@@ -212,29 +211,29 @@ void run_mha_bwd_hdim128(Flash_bwd_params ¶ms, cudaStream_t stream, const bo
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}
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// printf("max_smem_per_block = %d\n", max_smem_per_block);
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 32, 128, 8, 2, 2, 2, false, false, T>>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 32, 128, 8, 2, 2, 2, false, false, T>>(params, stream);
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// This is faster, in the case of sequence-parallel bwd (where we need fewer registers).
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// Out of these three, the 2nd one is slightly faster (2% faster than the first). Idk why.
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 2, 2, false, false, T>>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 2, 2, false, false, T>>(params, stream);
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if (max_smem_per_block >= 144 * 1024) {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, false, false, T>, Is_dropout>(params, stream, configure);
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- // run_flash_bwd_seqk_parallel<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream, configure);
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- // run_flash_bwd_seqk_parallel<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, true, T>, Is_dropout>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, true, false, T>, Is_dropout>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream, configure);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 2, true, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, false, false, T>, Is_dropout>(params, stream);
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+ // run_flash_bwd_seqk_parallel<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream);
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+ // run_flash_bwd_seqk_parallel<Flash_bwd_kernel_traits<Headdim, 128, 128, 8, 4, 4, 4, false, true, T>, Is_dropout>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 2, true, false, T>, Is_dropout>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 2, 2, true, false, T>, Is_dropout>(params, stream);
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} else {
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream, configure);
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, true, false, T>, Is_dropout>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, true, false, T>, Is_dropout>(params, stream);
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}
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, false, false, T>>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 128, 8, 2, 4, 4, false, false, T>>(params, stream);
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- // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 4, 4, false, false, T>>(params, stream, configure);
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+ // run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 128, 64, 8, 4, 4, 4, false, false, T>>(params, stream);
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});
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}
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template<typename T>
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-void run_mha_bwd_hdim160(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim160(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 160;
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int device;
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cudaGetDevice(&device);
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@@ -246,15 +245,15 @@ void run_mha_bwd_hdim160(Flash_bwd_params ¶ms, cudaStream_t stream, const bo
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}
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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if (max_smem_per_block >= 116 * 1024) {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream);
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} else {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 4, 4, false, true, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 4, 4, false, true, T>, Is_dropout>(params, stream);
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}
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});
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}
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template<typename T>
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-void run_mha_bwd_hdim192(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim192(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 192;
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int device;
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cudaGetDevice(&device);
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@@ -266,23 +265,23 @@ void run_mha_bwd_hdim192(Flash_bwd_params ¶ms, cudaStream_t stream, const bo
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}
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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if (max_smem_per_block >= 136 * 1024) {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream);
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} else {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, true, true, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, true, true, T>, Is_dropout>(params, stream);
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}
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});
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}
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template<typename T>
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-void run_mha_bwd_hdim224(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim224(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 224;
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 4, 4, false, false, T>, Is_dropout>(params, stream);
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});
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}
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template<typename T>
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-void run_mha_bwd_hdim256(Flash_bwd_params ¶ms, cudaStream_t stream, const bool configure) {
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+void run_mha_bwd_hdim256(Flash_bwd_params ¶ms, cudaStream_t stream) {
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constexpr static int Headdim = 256;
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int device;
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cudaGetDevice(&device);
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@@ -294,9 +293,9 @@ void run_mha_bwd_hdim256(Flash_bwd_params ¶ms, cudaStream_t stream, const bo
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}
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BOOL_SWITCH(params.p_dropout < 1.f, Is_dropout, [&] {
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if (max_smem_per_block >= 176 * 1024) { // H100
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, false, T>, Is_dropout>(params, stream);
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} else { // A100, we don't do double buffering to save smem
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- run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, true, T>, Is_dropout>(params, stream, configure);
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+ run_flash_bwd<Flash_bwd_kernel_traits<Headdim, 64, 64, 8, 4, 2, 2, false, true, T>, Is_dropout>(params, stream);
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}
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});
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}
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