/****************************************************************************** * Copyright (c) 2024, Jay Shah, Ganesh Bikshandi, Ying Zhang, Vijay Thakkar, Pradeep Ramani, Tri Dao. ******************************************************************************/ #pragma once #include // Return {kBlockM, kBlockN, MmaPV_is_RS, IntraWGOverlap} constexpr std::tuple tile_size_fwd_sm90( int headdim, int headdim_v, bool is_causal, bool is_local, int element_size=2, bool v_colmajor=false, bool paged_kv_non_TMA=false, bool softcap=false) { if (element_size == 2) { if (headdim <= 64) { // return {same_hdim ? 192 : 64, same_hdim ? 128 : 64, same_hdim, same_hdim}; // With this workaround in Cutlass 3.8, tile size 192 x 128 got slower for non-causal, idk why // https://github.com/NVIDIA/cutlass/blob/833f6990e031b48b4cd2fcf55e0849c51ef6bac2/include/cute/container/tuple.hpp#L131 if (headdim_v == 512) { return {64, 64, false, false}; } else if (headdim_v == 256) { return {128, 96, true, false}; } else { // Switch to tile size 192 x 192 for now bool const use_blockN_128 = is_causal || is_local; return {192, use_blockN_128 ? 128 : 192, use_blockN_128, true}; } // Good for long seqlen (>= 4k) but suffers from tile quantization at short seqlen // return {192, is_causal || is_local ? 192 : 176, true, false}; } else if (headdim <= 96) { return {192, is_local || paged_kv_non_TMA ? 128 : 144, false, true}; } else if (headdim <= 128) { return {128, is_causal || is_local || paged_kv_non_TMA ? 128 : 176, true, true}; // {128, 192, false, false} and {192, 128, false, true} are quite good too // 128 x 192 hits the limit of smem if MmaPV_is_RS, 128 x 144 hits the limit if !MmaPV_is_RS } else if (headdim <= 192) { return {128, paged_kv_non_TMA || is_local ? 96 : (headdim_v <= 128 ? 128 : 112), true, true}; // 128 x 112 hits the limit of smem } else { return {128, is_local ? 64 : 80, true, true}; // 128 x 80 hits the limit of smem } } else { if (headdim <= 64) { return {192, 160, true, true}; } else if (headdim <= 96) { return {192, 128, true, true}; } else if (headdim <= 128) { return {128, paged_kv_non_TMA ? 160 : (v_colmajor || (softcap && is_local) ? 192 : 224), true, true}; } else if (headdim <= 192) { return {128, (paged_kv_non_TMA || softcap) && is_local ? 128 : 160, true, true}; } else { return {128, is_local ? 64 : 128, true, !paged_kv_non_TMA}; // PagedKV uses more registers so we disabled IntraWGOverlap } } } // Return {kBlockM, kBlockN, kNWarps, kStages, Q_in_regs} constexpr std::tuple tile_size_fwd_sm8x( bool sm86_or_89, int headdim, int headdim_v, bool is_causal, bool is_local, int element_size=2, bool paged_kv=false, bool varlen_and_split=false, bool softcap=false, bool append_kv=false) { if (element_size == 2) { if (headdim <= 64) { return {128, varlen_and_split ? 80 : (is_local ? 96 : 112), 4, 1, false}; } else if (headdim <= 96) { return {128, varlen_and_split || is_local ? 48 : 64, 4, 1, false}; } else if (headdim <= 128) { bool const use_8_warps = sm86_or_89 | varlen_and_split; return {128, use_8_warps ? (varlen_and_split ? (is_local ? 96 : 112) : (is_local ? 96 : 128)) : (is_local ? 48 : 64), use_8_warps ? 8 : 4, 1, use_8_warps}; } else if (headdim <= 192) { bool const kBlockN_64 = append_kv || is_local || varlen_and_split || paged_kv; return {128, kBlockN_64 ? 64 : 96, 8, sm86_or_89 ? 1 : 2, !kBlockN_64}; } else { return {128, sm86_or_89 ? (append_kv ? 32 : (varlen_and_split || is_local ? 48 : 64)) : (append_kv ? 48 : (varlen_and_split || is_local ? 64 : 96)), 8, 1, sm86_or_89 && !append_kv}; } } else { // Placeholder for now return {128, 64, 8, 2, false}; } }