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tile_size.h 3.1 KB

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  1. /******************************************************************************
  2. * Copyright (c) 2024, Jay Shah, Ganesh Bikshandi, Ying Zhang, Vijay Thakkar, Pradeep Ramani, Tri Dao.
  3. ******************************************************************************/
  4. #pragma once
  5. #include <tuple>
  6. // Return {kBlockM, kBlockN, Mma1_is_RS, IntraWGOverlap}
  7. constexpr std::tuple<int, int, bool, bool> tile_size_fwd_sm90(
  8. int headdim, bool is_causal, bool is_local, int element_size=2,
  9. bool v_colmajor=false, bool paged_kv=false, bool softcap=false) {
  10. if (element_size == 2) {
  11. if (headdim <= 64) {
  12. return {192, 128, true, true};
  13. // Good for long seqlen (>= 4k) but suffers from tile quantization at short seqlen
  14. // return {192, is_causal || is_local ? 192 : 176, true, false};
  15. } else if (headdim <= 96) {
  16. return {192, is_local ? 128 : 144, false, true};
  17. } else if (headdim <= 128) {
  18. return {128, is_causal || is_local || paged_kv ? 128 : 176, true, true};
  19. // {128, 192, false, false} and {192, 128, false, true} are quite good too
  20. // 128 x 192 hits the limit of smem if Mma1_is_RS, 128 x 144 hits the limit if !Mma1_is_RS
  21. } else if (headdim <= 192) {
  22. return {128, paged_kv || is_local ? 96 : 112, true, true}; // 128 x 112 hits the limit of smem
  23. } else {
  24. return {128, is_local ? 64 : 80, true, true}; // 128 x 80 hits the limit of smem
  25. }
  26. } else {
  27. if (headdim <= 64) {
  28. return {192, 160, true, true};
  29. } else if (headdim <= 96) {
  30. return {192, 128, true, true};
  31. } else if (headdim <= 128) {
  32. return {128, paged_kv ? 160 : (v_colmajor || (softcap && is_local) ? 192 : 224), true, true};
  33. } else if (headdim <= 192) {
  34. return {128, (paged_kv || softcap) && is_local ? 128 : 160, true, true};
  35. } else {
  36. return {128, is_local ? 64 : 128, true, !paged_kv}; // PagedKV uses more registers so we disabled IntraWGOverlap
  37. }
  38. }
  39. }
  40. // Return {kBlockM, kBlockN, kNWarps, kStages, Q_in_regs}
  41. constexpr std::tuple<int, int, int, int, bool> tile_size_fwd_sm80(
  42. bool sm86_or_89, int headdim, bool is_causal, bool is_local, int element_size=2,
  43. bool varlen_and_split=false, bool softcap=false) {
  44. if (element_size == 2) {
  45. if (headdim <= 64) {
  46. return {128, varlen_and_split ? 80 : (is_local ? 96 : 112), 4, 1, false};
  47. } else if (headdim <= 96) {
  48. return {128, varlen_and_split || is_local ? 48 : 64, 4, sm86_or_89 ? 1 : 2, false};
  49. } else if (headdim <= 128) {
  50. return {128, sm86_or_89 ? (varlen_and_split ? 112 : 128) : (is_local ? 48 : 64), sm86_or_89 ? 8 : 4, 1, sm86_or_89};
  51. } else if (headdim <= 192) {
  52. return {128, varlen_and_split || is_local ? 80 : 96, 8, sm86_or_89 ? 1 : 2, true};
  53. } else {
  54. return {128, sm86_or_89 ? (varlen_and_split || is_local ? 48 : 64) : (varlen_and_split || is_local ? 64 : 96), 8, 1, sm86_or_89};
  55. }
  56. } else {
  57. // Placeholder for now
  58. return {128, 64, 8, 2, false};
  59. }
  60. }