Commit 174e013d authored by danyao12's avatar danyao12
Browse files

bwd mqa/gqa w/ permute

parent 104f9da6
...@@ -16,7 +16,7 @@ ...@@ -16,7 +16,7 @@
#include "ck/tensor_operation/gpu/device/masking_specialization.hpp" #include "ck/tensor_operation/gpu/device/masking_specialization.hpp"
#include "ck/tensor_operation/gpu/device/matrix_padder.hpp" #include "ck/tensor_operation/gpu/device/matrix_padder.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp" #include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v1.hpp" #include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v1_protro.hpp"
#include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp" #include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp"
#include "ck/host_utility/device_prop.hpp" #include "ck/host_utility/device_prop.hpp"
#include "ck/host_utility/kernel_launch.hpp" #include "ck/host_utility/kernel_launch.hpp"
...@@ -74,10 +74,12 @@ __global__ void ...@@ -74,10 +74,12 @@ __global__ void
const CElementwiseOperation c_element_op, const CElementwiseOperation c_element_op,
const AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1, const AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1,
const BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1, const BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1,
const BGridDesc_BK0_N_BK1 bgrad_grid_desc_bk0_n_bk1,
const D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3, const D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3,
const ZGridDescriptor_M0_N0_M1_N1_M2_N2_M3_M4_M5_N3 const ZGridDescriptor_M0_N0_M1_N1_M2_N2_M3_M4_M5_N3
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
const B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1, const B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1,
const B1GridDesc_BK0_N_BK1 b1grad_grid_desc_bk0_n_bk1,
const YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock const YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock
c_grid_desc_mblock_mperblock_nblock_nperblock, c_grid_desc_mblock_mperblock_nblock_nperblock,
const LSEGridDescriptor_M lse_grid_desc_m, const LSEGridDescriptor_M lse_grid_desc_m,
...@@ -166,9 +168,11 @@ __global__ void ...@@ -166,9 +168,11 @@ __global__ void
c_element_op, c_element_op,
a_grid_desc_ak0_m_ak1, a_grid_desc_ak0_m_ak1,
b_grid_desc_bk0_n_bk1, b_grid_desc_bk0_n_bk1,
bgrad_grid_desc_bk0_n_bk1,
d0_grid_desc_m0_n0_m1_m2_n1_m3, d0_grid_desc_m0_n0_m1_m2_n1_m3,
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
b1_grid_desc_bk0_n_bk1, b1_grid_desc_bk0_n_bk1,
b1grad_grid_desc_bk0_n_bk1,
c_grid_desc_mblock_mperblock_nblock_nperblock, c_grid_desc_mblock_mperblock_nblock_nperblock,
lse_grid_desc_m, lse_grid_desc_m,
ygrad_grid_desc_o0_m_o1, ygrad_grid_desc_o0_m_o1,
...@@ -204,9 +208,11 @@ __global__ void ...@@ -204,9 +208,11 @@ __global__ void
c_element_op, c_element_op,
a_grid_desc_ak0_m_ak1, a_grid_desc_ak0_m_ak1,
b_grid_desc_bk0_n_bk1, b_grid_desc_bk0_n_bk1,
bgrad_grid_desc_bk0_n_bk1,
d0_grid_desc_m0_n0_m1_m2_n1_m3, d0_grid_desc_m0_n0_m1_m2_n1_m3,
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
b1_grid_desc_bk0_n_bk1, b1_grid_desc_bk0_n_bk1,
b1grad_grid_desc_bk0_n_bk1,
c_grid_desc_mblock_mperblock_nblock_nperblock, c_grid_desc_mblock_mperblock_nblock_nperblock,
lse_grid_desc_m, lse_grid_desc_m,
ygrad_grid_desc_o0_m_o1, ygrad_grid_desc_o0_m_o1,
...@@ -238,9 +244,11 @@ __global__ void ...@@ -238,9 +244,11 @@ __global__ void
ignore = c_element_op; ignore = c_element_op;
ignore = a_grid_desc_ak0_m_ak1; ignore = a_grid_desc_ak0_m_ak1;
ignore = b_grid_desc_bk0_n_bk1; ignore = b_grid_desc_bk0_n_bk1;
ignore = bgrad_grid_desc_bk0_n_bk1;
ignore = d0_grid_desc_m0_n0_m1_m2_n1_m3; ignore = d0_grid_desc_m0_n0_m1_m2_n1_m3;
ignore = c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3; ignore = c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3;
ignore = b1_grid_desc_bk0_n_bk1; ignore = b1_grid_desc_bk0_n_bk1;
ignore = b1grad_grid_desc_bk0_n_bk1;
ignore = c_grid_desc_mblock_mperblock_nblock_nperblock; ignore = c_grid_desc_mblock_mperblock_nblock_nperblock;
ignore = lse_grid_desc_m; ignore = lse_grid_desc_m;
ignore = ygrad_grid_desc_o0_m_o1; ignore = ygrad_grid_desc_o0_m_o1;
...@@ -534,7 +542,7 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -534,7 +542,7 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
{ {
return Transform::MakeC0GridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides); return Transform::MakeC0GridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides);
} }
static auto MakeLSEGridDescriptor_M(index_t MRaw) static auto MakeLSEGridDescriptor_M(index_t MRaw)
{ {
const auto lse_grid_desc_mraw = make_naive_tensor_descriptor_packed(make_tuple(MRaw)); const auto lse_grid_desc_mraw = make_naive_tensor_descriptor_packed(make_tuple(MRaw));
...@@ -810,9 +818,13 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -810,9 +818,13 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
DeviceOp::MakeAGridDescriptor_AK0_M_AK1(a_gs_ms_ks_lengths, a_gs_ms_ks_strides)}, DeviceOp::MakeAGridDescriptor_AK0_M_AK1(a_gs_ms_ks_lengths, a_gs_ms_ks_strides)},
b_grid_desc_bk0_n_bk1_{ b_grid_desc_bk0_n_bk1_{
DeviceOp::MakeBGridDescriptor_BK0_N_BK1(b_gs_ns_ks_lengths, b_gs_ns_ks_strides)}, DeviceOp::MakeBGridDescriptor_BK0_N_BK1(b_gs_ns_ks_lengths, b_gs_ns_ks_strides)},
bgrad_grid_desc_bk0_n_bk1_{DeviceOp::MakeBGridDescriptor_BK0_N_BK1(
bgrad_gs_ns_ks_lengths, bgrad_gs_ns_ks_strides)},
z_grid_desc_m_n_{MakeZGridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)}, z_grid_desc_m_n_{MakeZGridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)},
b1_grid_desc_bk0_n_bk1_{DeviceOp::MakeVGridDescriptor_O0_N_O1( b1_grid_desc_bk0_n_bk1_{DeviceOp::MakeVGridDescriptor_O0_N_O1(
b1_gs_gemm1ns_gemm1ks_lengths, b1_gs_gemm1ns_gemm1ks_strides)}, b1_gs_gemm1ns_gemm1ks_lengths, b1_gs_gemm1ns_gemm1ks_strides)},
b1grad_grid_desc_bk0_n_bk1_{DeviceOp::MakeVGridDescriptor_O0_N_O1(
b1grad_gs_gemm1ns_gemm1ks_lengths, b1grad_gs_gemm1ns_gemm1ks_strides)},
y_grid_desc_m_o_{Transform::MakeCGridDescriptor_M_N(c_gs_ms_gemm1ns_lengths, y_grid_desc_m_o_{Transform::MakeCGridDescriptor_M_N(c_gs_ms_gemm1ns_lengths,
c_gs_ms_gemm1ns_strides)}, c_gs_ms_gemm1ns_strides)},
lse_grid_desc_m_{DeviceOp::MakeLSEGridDescriptor_M(lse_gs_ms_lengths[NumDimG])}, lse_grid_desc_m_{DeviceOp::MakeLSEGridDescriptor_M(lse_gs_ms_lengths[NumDimG])},
...@@ -831,8 +843,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -831,8 +843,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
c_gs_ms_gemm1ns_strides)}, c_gs_ms_gemm1ns_strides)},
z_grid_desc_g_m_n_{ z_grid_desc_g_m_n_{
Transform::MakeC0GridDescriptor_G_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)}, Transform::MakeC0GridDescriptor_G_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)},
bgrad_grid_desc_g_n_k_{ bgrad_grid_desc_g_n_k_{Transform::MakeB0GridDescriptor_G_N_K(bgrad_gs_ns_ks_lengths,
Transform::MakeB0GridDescriptor_G_N_K(bgrad_gs_ns_ks_lengths, bgrad_gs_ns_ks_strides)}, bgrad_gs_ns_ks_strides)},
b1grad_grid_desc_g_n_k_{Transform::MakeB1GridDescriptor_G_N_K( b1grad_grid_desc_g_n_k_{Transform::MakeB1GridDescriptor_G_N_K(
b1grad_gs_gemm1ns_gemm1ks_lengths, b1grad_gs_gemm1ns_gemm1ks_strides)}, b1grad_gs_gemm1ns_gemm1ks_lengths, b1grad_gs_gemm1ns_gemm1ks_strides)},
y_grid_desc_mblock_mperblock_oblock_operblock_{}, y_grid_desc_mblock_mperblock_oblock_operblock_{},
...@@ -940,8 +952,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -940,8 +952,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
<< bgrad_grid_desc_g_n_k_.GetLength(I1) << ", " << bgrad_grid_desc_g_n_k_.GetLength(I1) << ", "
<< bgrad_grid_desc_g_n_k_.GetLength(I2) << '\n'; << bgrad_grid_desc_g_n_k_.GetLength(I2) << '\n';
// bgrad_grid_desc_g_n_k_.Print(); // bgrad_grid_desc_g_n_k_.Print();
std::cout << "b1grad_grid_desc_g_n_k_: " << b1grad_grid_desc_g_n_k_.GetLength(I0) << ", " std::cout << "b1grad_grid_desc_g_n_k_: " << b1grad_grid_desc_g_n_k_.GetLength(I0)
<< b1grad_grid_desc_g_n_k_.GetLength(I1) << ", " << ", " << b1grad_grid_desc_g_n_k_.GetLength(I1) << ", "
<< b1grad_grid_desc_g_n_k_.GetLength(I2) << '\n'; << b1grad_grid_desc_g_n_k_.GetLength(I2) << '\n';
// b1grad_grid_desc_g_n_k_.Print(); // b1grad_grid_desc_g_n_k_.Print();
} }
...@@ -963,9 +975,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -963,9 +975,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
// tensor descriptor // tensor descriptor
AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_; AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_;
BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_; BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_;
BGridDesc_BK0_N_BK1 bgrad_grid_desc_bk0_n_bk1_;
typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_; typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_;
ZGridDesc_M_N z_grid_desc_m_n_; ZGridDesc_M_N z_grid_desc_m_n_;
B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_; B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_;
B1GridDesc_BK0_N_BK1 b1grad_grid_desc_bk0_n_bk1_;
YGridDesc_M_O y_grid_desc_m_o_; YGridDesc_M_O y_grid_desc_m_o_;
LSEGridDesc_M lse_grid_desc_m_; LSEGridDesc_M lse_grid_desc_m_;
KGridDesc_N_K k_grid_desc_n_k_; KGridDesc_N_K k_grid_desc_n_k_;
...@@ -1094,9 +1108,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -1094,9 +1108,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
arg.c_element_op_, arg.c_element_op_,
arg.a_grid_desc_ak0_m_ak1_, arg.a_grid_desc_ak0_m_ak1_,
arg.b_grid_desc_bk0_n_bk1_, arg.b_grid_desc_bk0_n_bk1_,
arg.bgrad_grid_desc_bk0_n_bk1_,
arg.d0_grid_desc_m0_n0_m1_m2_n1_m3_, arg.d0_grid_desc_m0_n0_m1_m2_n1_m3_,
arg.c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_, arg.c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_,
arg.b1_grid_desc_bk0_n_bk1_, arg.b1_grid_desc_bk0_n_bk1_,
arg.b1grad_grid_desc_bk0_n_bk1_,
arg.y_grid_desc_mblock_mperblock_oblock_operblock_, arg.y_grid_desc_mblock_mperblock_oblock_operblock_,
arg.lse_grid_desc_m_, arg.lse_grid_desc_m_,
arg.ygrad_grid_desc_o0_m_o1_, arg.ygrad_grid_desc_o0_m_o1_,
...@@ -1163,7 +1179,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -1163,7 +1179,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
const index_t b1_gemm1n = const index_t b1_gemm1n =
arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) * arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2); arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) * arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2);
if(!(c_g == arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n && c_g % b_g == 0 && b_g <= c_g)) if(!(c_g == arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n && c_g % b_g == 0 &&
b_g <= c_g))
{ {
return false; return false;
} }
......
...@@ -16,7 +16,7 @@ ...@@ -16,7 +16,7 @@
#include "ck/tensor_operation/gpu/device/masking_specialization.hpp" #include "ck/tensor_operation/gpu/device/masking_specialization.hpp"
#include "ck/tensor_operation/gpu/device/matrix_padder.hpp" #include "ck/tensor_operation/gpu/device/matrix_padder.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp" #include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v2.hpp" #include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v2_protro.hpp"
#include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp" #include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp"
#include "ck/host_utility/device_prop.hpp" #include "ck/host_utility/device_prop.hpp"
#include "ck/host_utility/kernel_launch.hpp" #include "ck/host_utility/kernel_launch.hpp"
...@@ -74,10 +74,12 @@ __global__ void ...@@ -74,10 +74,12 @@ __global__ void
const CElementwiseOperation c_element_op, const CElementwiseOperation c_element_op,
const AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1, const AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1,
const BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1, const BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1,
const BGridDesc_BK0_N_BK1 bgrad_grid_desc_bk0_n_bk1,
const D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3, const D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3,
const ZGridDescriptor_M0_N0_M1_N1_M2_N2_M3_M4_M5_N3 const ZGridDescriptor_M0_N0_M1_N1_M2_N2_M3_M4_M5_N3
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
const B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1, const B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1,
const B1GridDesc_BK0_N_BK1 b1grad_grid_desc_bk0_n_bk1,
const YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock const YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock
c_grid_desc_mblock_mperblock_nblock_nperblock, c_grid_desc_mblock_mperblock_nblock_nperblock,
const LSEGridDescriptor_M lse_grid_desc_m, const LSEGridDescriptor_M lse_grid_desc_m,
...@@ -167,9 +169,11 @@ __global__ void ...@@ -167,9 +169,11 @@ __global__ void
c_element_op, c_element_op,
a_grid_desc_ak0_m_ak1, a_grid_desc_ak0_m_ak1,
b_grid_desc_bk0_n_bk1, b_grid_desc_bk0_n_bk1,
bgrad_grid_desc_bk0_n_bk1,
d0_grid_desc_m0_n0_m1_m2_n1_m3, d0_grid_desc_m0_n0_m1_m2_n1_m3,
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
b1_grid_desc_bk0_n_bk1, b1_grid_desc_bk0_n_bk1,
b1grad_grid_desc_bk0_n_bk1,
c_grid_desc_mblock_mperblock_nblock_nperblock, c_grid_desc_mblock_mperblock_nblock_nperblock,
lse_grid_desc_m, lse_grid_desc_m,
ygrad_grid_desc_m0_o_m1, ygrad_grid_desc_m0_o_m1,
...@@ -205,9 +209,11 @@ __global__ void ...@@ -205,9 +209,11 @@ __global__ void
c_element_op, c_element_op,
a_grid_desc_ak0_m_ak1, a_grid_desc_ak0_m_ak1,
b_grid_desc_bk0_n_bk1, b_grid_desc_bk0_n_bk1,
bgrad_grid_desc_bk0_n_bk1,
d0_grid_desc_m0_n0_m1_m2_n1_m3, d0_grid_desc_m0_n0_m1_m2_n1_m3,
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
b1_grid_desc_bk0_n_bk1, b1_grid_desc_bk0_n_bk1,
b1grad_grid_desc_bk0_n_bk1,
c_grid_desc_mblock_mperblock_nblock_nperblock, c_grid_desc_mblock_mperblock_nblock_nperblock,
lse_grid_desc_m, lse_grid_desc_m,
ygrad_grid_desc_m0_o_m1, ygrad_grid_desc_m0_o_m1,
...@@ -239,9 +245,11 @@ __global__ void ...@@ -239,9 +245,11 @@ __global__ void
ignore = c_element_op; ignore = c_element_op;
ignore = a_grid_desc_ak0_m_ak1; ignore = a_grid_desc_ak0_m_ak1;
ignore = b_grid_desc_bk0_n_bk1; ignore = b_grid_desc_bk0_n_bk1;
ignore = bgrad_grid_desc_bk0_n_bk1;
ignore = d0_grid_desc_m0_n0_m1_m2_n1_m3; ignore = d0_grid_desc_m0_n0_m1_m2_n1_m3;
ignore = c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3; ignore = c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3;
ignore = b1_grid_desc_bk0_n_bk1; ignore = b1_grid_desc_bk0_n_bk1;
ignore = b1grad_grid_desc_bk0_n_bk1;
ignore = c_grid_desc_mblock_mperblock_nblock_nperblock; ignore = c_grid_desc_mblock_mperblock_nblock_nperblock;
ignore = lse_grid_desc_m; ignore = lse_grid_desc_m;
ignore = ygrad_grid_desc_m0_o_m1; ignore = ygrad_grid_desc_m0_o_m1;
...@@ -549,7 +557,7 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -549,7 +557,7 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
{ {
return Transform::MakeC0GridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides); return Transform::MakeC0GridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides);
} }
static auto MakeLSEGridDescriptor_M(index_t MRaw) static auto MakeLSEGridDescriptor_M(index_t MRaw)
{ {
const auto lse_grid_desc_mraw = make_naive_tensor_descriptor_packed(make_tuple(MRaw)); const auto lse_grid_desc_mraw = make_naive_tensor_descriptor_packed(make_tuple(MRaw));
...@@ -827,9 +835,13 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -827,9 +835,13 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
DeviceOp::MakeAGridDescriptor_AK0_M_AK1(a_gs_ms_ks_lengths, a_gs_ms_ks_strides)}, DeviceOp::MakeAGridDescriptor_AK0_M_AK1(a_gs_ms_ks_lengths, a_gs_ms_ks_strides)},
b_grid_desc_bk0_n_bk1_{ b_grid_desc_bk0_n_bk1_{
DeviceOp::MakeBGridDescriptor_BK0_N_BK1(b_gs_ns_ks_lengths, b_gs_ns_ks_strides)}, DeviceOp::MakeBGridDescriptor_BK0_N_BK1(b_gs_ns_ks_lengths, b_gs_ns_ks_strides)},
bgrad_grid_desc_bk0_n_bk1_{DeviceOp::MakeBGridDescriptor_BK0_N_BK1(
bgrad_gs_ns_ks_lengths, bgrad_gs_ns_ks_strides)},
z_grid_desc_m_n_{MakeZGridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)}, z_grid_desc_m_n_{MakeZGridDescriptor_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)},
b1_grid_desc_bk0_n_bk1_{DeviceOp::MakeVGridDescriptor_O0_N_O1( b1_grid_desc_bk0_n_bk1_{DeviceOp::MakeVGridDescriptor_O0_N_O1(
b1_gs_gemm1ns_gemm1ks_lengths, b1_gs_gemm1ns_gemm1ks_strides)}, b1_gs_gemm1ns_gemm1ks_lengths, b1_gs_gemm1ns_gemm1ks_strides)},
b1grad_grid_desc_bk0_n_bk1_{DeviceOp::MakeVGridDescriptor_O0_N_O1(
b1grad_gs_gemm1ns_gemm1ks_lengths, b1grad_gs_gemm1ns_gemm1ks_strides)},
y_grid_desc_m_o_{Transform::MakeCGridDescriptor_M_N(c_gs_ms_gemm1ns_lengths, y_grid_desc_m_o_{Transform::MakeCGridDescriptor_M_N(c_gs_ms_gemm1ns_lengths,
c_gs_ms_gemm1ns_strides)}, c_gs_ms_gemm1ns_strides)},
lse_grid_desc_m_{DeviceOp::MakeLSEGridDescriptor_M(lse_gs_ms_lengths[NumDimG])}, lse_grid_desc_m_{DeviceOp::MakeLSEGridDescriptor_M(lse_gs_ms_lengths[NumDimG])},
...@@ -847,8 +859,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -847,8 +859,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
c_gs_ms_gemm1ns_strides)}, c_gs_ms_gemm1ns_strides)},
z_grid_desc_g_m_n_{ z_grid_desc_g_m_n_{
Transform::MakeC0GridDescriptor_G_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)}, Transform::MakeC0GridDescriptor_G_M_N(z_gs_ms_ns_lengths, z_gs_ms_ns_strides)},
bgrad_grid_desc_g_n_k_{ bgrad_grid_desc_g_n_k_{Transform::MakeB0GridDescriptor_G_N_K(bgrad_gs_ns_ks_lengths,
Transform::MakeB0GridDescriptor_G_N_K(bgrad_gs_ns_ks_lengths, bgrad_gs_ns_ks_strides)}, bgrad_gs_ns_ks_strides)},
b1grad_grid_desc_g_n_k_{Transform::MakeB1GridDescriptor_G_N_K( b1grad_grid_desc_g_n_k_{Transform::MakeB1GridDescriptor_G_N_K(
b1grad_gs_gemm1ns_gemm1ks_lengths, b1grad_gs_gemm1ns_gemm1ks_strides)}, b1grad_gs_gemm1ns_gemm1ks_lengths, b1grad_gs_gemm1ns_gemm1ks_strides)},
y_grid_desc_mblock_mperblock_oblock_operblock_{}, y_grid_desc_mblock_mperblock_oblock_operblock_{},
...@@ -957,8 +969,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -957,8 +969,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
<< bgrad_grid_desc_g_n_k_.GetLength(I1) << ", " << bgrad_grid_desc_g_n_k_.GetLength(I1) << ", "
<< bgrad_grid_desc_g_n_k_.GetLength(I2) << '\n'; << bgrad_grid_desc_g_n_k_.GetLength(I2) << '\n';
// bgrad_grid_desc_g_n_k_.Print(); // bgrad_grid_desc_g_n_k_.Print();
std::cout << "b1grad_grid_desc_g_n_k_: " << b1grad_grid_desc_g_n_k_.GetLength(I0) << ", " std::cout << "b1grad_grid_desc_g_n_k_: " << b1grad_grid_desc_g_n_k_.GetLength(I0)
<< b1grad_grid_desc_g_n_k_.GetLength(I1) << ", " << ", " << b1grad_grid_desc_g_n_k_.GetLength(I1) << ", "
<< b1grad_grid_desc_g_n_k_.GetLength(I2) << '\n'; << b1grad_grid_desc_g_n_k_.GetLength(I2) << '\n';
// b1grad_grid_desc_g_n_k_.Print(); // b1grad_grid_desc_g_n_k_.Print();
} }
...@@ -980,9 +992,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -980,9 +992,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
// tensor descriptor // tensor descriptor
AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_; AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_;
BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_; BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_;
BGridDesc_BK0_N_BK1 bgrad_grid_desc_bk0_n_bk1_;
typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_; typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_;
ZGridDesc_M_N z_grid_desc_m_n_; ZGridDesc_M_N z_grid_desc_m_n_;
B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_; B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_;
B1GridDesc_BK0_N_BK1 b1grad_grid_desc_bk0_n_bk1_;
YGridDesc_M_O y_grid_desc_m_o_; YGridDesc_M_O y_grid_desc_m_o_;
LSEGridDesc_M lse_grid_desc_m_; LSEGridDesc_M lse_grid_desc_m_;
KGridDesc_N_K k_grid_desc_n_k_; KGridDesc_N_K k_grid_desc_n_k_;
...@@ -1115,9 +1129,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -1115,9 +1129,11 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
arg.c_element_op_, arg.c_element_op_,
arg.a_grid_desc_ak0_m_ak1_, arg.a_grid_desc_ak0_m_ak1_,
arg.b_grid_desc_bk0_n_bk1_, arg.b_grid_desc_bk0_n_bk1_,
arg.bgrad_grid_desc_bk0_n_bk1_,
arg.d0_grid_desc_m0_n0_m1_m2_n1_m3_, arg.d0_grid_desc_m0_n0_m1_m2_n1_m3_,
arg.c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_, arg.c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_,
arg.b1_grid_desc_bk0_n_bk1_, arg.b1_grid_desc_bk0_n_bk1_,
arg.b1grad_grid_desc_bk0_n_bk1_,
arg.y_grid_desc_mblock_mperblock_oblock_operblock_, arg.y_grid_desc_mblock_mperblock_oblock_operblock_,
arg.lse_grid_desc_m_, arg.lse_grid_desc_m_,
arg.ygrad_grid_desc_m0_o_m1_, arg.ygrad_grid_desc_m0_o_m1_,
...@@ -1196,7 +1212,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -1196,7 +1212,8 @@ struct DeviceBatchedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
const index_t b1_gemm1n = const index_t b1_gemm1n =
arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) * arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2); arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) * arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2);
if(!(c_g == arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n && c_g % b_g == 0 && b_g <= c_g)) if(!(c_g == arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n && c_g % b_g == 0 &&
b_g <= c_g))
{ {
return false; return false;
} }
......
...@@ -17,7 +17,7 @@ ...@@ -17,7 +17,7 @@
#include "ck/tensor_operation/gpu/device/masking_specialization.hpp" #include "ck/tensor_operation/gpu/device/masking_specialization.hpp"
#include "ck/tensor_operation/gpu/device/matrix_padder.hpp" #include "ck/tensor_operation/gpu/device/matrix_padder.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp" #include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v1.hpp" #include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v1_protro.hpp"
#include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp" #include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp"
#include "ck/host_utility/device_prop.hpp" #include "ck/host_utility/device_prop.hpp"
#include "ck/host_utility/kernel_launch.hpp" #include "ck/host_utility/kernel_launch.hpp"
...@@ -87,8 +87,8 @@ __global__ void ...@@ -87,8 +87,8 @@ __global__ void
const long_index_t a_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t a_batch_offset = __builtin_amdgcn_readfirstlane(
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetABasePtr(g_idx))); static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetABasePtr(g_idx)));
const long_index_t b_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t b_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetBBasePtr(gkv_idx))); arg_ptr[group_id].compute_base_ptr_of_batch_.GetBBasePtr(gkv_idx)));
const long_index_t z_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t z_batch_offset = __builtin_amdgcn_readfirstlane(
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetZBasePtr(g_idx))); static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetZBasePtr(g_idx)));
const long_index_t b1_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>( const long_index_t b1_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
...@@ -97,10 +97,12 @@ __global__ void ...@@ -97,10 +97,12 @@ __global__ void
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetCBasePtr(g_idx))); static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetCBasePtr(g_idx)));
const long_index_t lse_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>( const long_index_t lse_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
arg_ptr[group_id].compute_base_ptr_of_batch_.GetLSEBasePtr(g_idx))); arg_ptr[group_id].compute_base_ptr_of_batch_.GetLSEBasePtr(g_idx)));
const long_index_t bgrad_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t bgrad_batch_offset =
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetBGradBasePtr(g_idx))); __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
const long_index_t b1grad_batch_offset = __builtin_amdgcn_readfirstlane( arg_ptr[group_id].compute_base_ptr_of_batch_.GetBGradBasePtr(g_idx)));
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetB1GradBasePtr(g_idx))); const long_index_t b1grad_batch_offset =
__builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
arg_ptr[group_id].compute_base_ptr_of_batch_.GetB1GradBasePtr(g_idx)));
const index_t global_thread_id = get_thread_global_1d_id(); const index_t global_thread_id = get_thread_global_1d_id();
ck::philox ph(seed, global_thread_id, offset); ck::philox ph(seed, global_thread_id, offset);
...@@ -146,9 +148,11 @@ __global__ void ...@@ -146,9 +148,11 @@ __global__ void
c_element_op, c_element_op,
arg_ptr[group_id].a_grid_desc_ak0_m_ak1_, arg_ptr[group_id].a_grid_desc_ak0_m_ak1_,
arg_ptr[group_id].b_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].bgrad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_, arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_,
arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_, arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_,
arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].b1grad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_, arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_,
arg_ptr[group_id].lse_grid_desc_m_, arg_ptr[group_id].lse_grid_desc_m_,
arg_ptr[group_id].ygrad_grid_desc_o0_m_o1_, arg_ptr[group_id].ygrad_grid_desc_o0_m_o1_,
...@@ -185,9 +189,11 @@ __global__ void ...@@ -185,9 +189,11 @@ __global__ void
c_element_op, c_element_op,
arg_ptr[group_id].a_grid_desc_ak0_m_ak1_, arg_ptr[group_id].a_grid_desc_ak0_m_ak1_,
arg_ptr[group_id].b_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].bgrad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_, arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_,
arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_, arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_,
arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].b1grad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_, arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_,
arg_ptr[group_id].lse_grid_desc_m_, arg_ptr[group_id].lse_grid_desc_m_,
arg_ptr[group_id].ygrad_grid_desc_o0_m_o1_, arg_ptr[group_id].ygrad_grid_desc_o0_m_o1_,
...@@ -520,18 +526,16 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -520,18 +526,16 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
static auto MakeD0GridDescriptor_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths, static auto MakeD0GridDescriptor_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths,
const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides) const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides)
{ {
return Transform::MakeC0GridDescriptor_M_N(acc0_bias_gs_ms_ns_lengths, return Transform::MakeC0GridDescriptor_M_N(acc0_bias_gs_ms_ns_lengths,
acc0_bias_gs_ms_ns_strides); acc0_bias_gs_ms_ns_strides);
} }
static auto static auto
MakeD0GridDescriptor_G_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths, MakeD0GridDescriptor_G_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths,
const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides) const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides)
{ {
return Transform::MakeC0GridDescriptor_G_M_N(acc0_bias_gs_ms_ns_lengths, return Transform::MakeC0GridDescriptor_G_M_N(acc0_bias_gs_ms_ns_lengths,
acc0_bias_gs_ms_ns_strides); acc0_bias_gs_ms_ns_strides);
} }
using AGridDesc_AK0_M_AK1 = decltype(MakeAGridDescriptor_AK0_M_AK1({}, {})); using AGridDesc_AK0_M_AK1 = decltype(MakeAGridDescriptor_AK0_M_AK1({}, {}));
...@@ -736,9 +740,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -736,9 +740,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
// tensor descriptors for block/thread-wise copy // tensor descriptors for block/thread-wise copy
AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_; AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_;
BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_; BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_;
BGridDesc_BK0_N_BK1 bgrad_grid_desc_bk0_n_bk1_;
typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_; typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_;
ZGridDesc_M_N z_grid_desc_m_n_; ZGridDesc_M_N z_grid_desc_m_n_;
B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_; B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_;
B1GridDesc_BK0_N_BK1 b1grad_grid_desc_bk0_n_bk1_;
YGridDesc_M_O y_grid_desc_m_o_; YGridDesc_M_O y_grid_desc_m_o_;
typename GridwiseGemm::YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock typename GridwiseGemm::YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock
...@@ -871,6 +877,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -871,6 +877,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
problem_desc.a_gs_ms_ks_lengths, problem_desc.a_gs_ms_ks_strides); problem_desc.a_gs_ms_ks_lengths, problem_desc.a_gs_ms_ks_strides);
const auto b_grid_desc_bk0_n_bk1 = DeviceOp::MakeBGridDescriptor_BK0_N_BK1( const auto b_grid_desc_bk0_n_bk1 = DeviceOp::MakeBGridDescriptor_BK0_N_BK1(
problem_desc.b_gs_ns_ks_lengths, problem_desc.b_gs_ns_ks_strides); problem_desc.b_gs_ns_ks_lengths, problem_desc.b_gs_ns_ks_strides);
const auto bgrad_grid_desc_bk0_n_bk1 = DeviceOp::MakeBGridDescriptor_BK0_N_BK1(
problem_desc.bgrad_gs_ns_ks_lengths, problem_desc.bgrad_gs_ns_ks_strides);
std::vector<index_t> tmp_d0_gs_ms_ns_lengths; std::vector<index_t> tmp_d0_gs_ms_ns_lengths;
std::vector<index_t> tmp_d0_gs_ms_ns_strides; std::vector<index_t> tmp_d0_gs_ms_ns_strides;
...@@ -893,6 +901,9 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -893,6 +901,9 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
const auto b1_grid_desc_bk0_n_bk1 = DeviceOp::MakeVGridDescriptor_O0_N_O1( const auto b1_grid_desc_bk0_n_bk1 = DeviceOp::MakeVGridDescriptor_O0_N_O1(
problem_desc.b1_gs_gemm1ns_gemm1ks_lengths, problem_desc.b1_gs_gemm1ns_gemm1ks_lengths,
problem_desc.b1_gs_gemm1ns_gemm1ks_strides); problem_desc.b1_gs_gemm1ns_gemm1ks_strides);
const auto b1grad_grid_desc_bk0_n_bk1 = DeviceOp::MakeVGridDescriptor_O0_N_O1(
problem_desc.b1grad_gs_gemm1ns_gemm1ks_lengths,
problem_desc.b1grad_gs_gemm1ns_gemm1ks_strides);
const auto y_grid_desc_m_o = Transform::MakeCGridDescriptor_M_N( const auto y_grid_desc_m_o = Transform::MakeCGridDescriptor_M_N(
problem_desc.c_gs_ms_gemm1ns_lengths, problem_desc.c_gs_ms_gemm1ns_strides); problem_desc.c_gs_ms_gemm1ns_lengths, problem_desc.c_gs_ms_gemm1ns_strides);
...@@ -983,9 +994,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -983,9 +994,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
p_vgrad_grid, p_vgrad_grid,
a_grid_desc_ak0_m_ak1, a_grid_desc_ak0_m_ak1,
b_grid_desc_bk0_n_bk1, b_grid_desc_bk0_n_bk1,
bgrad_grid_desc_bk0_n_bk1,
d0_grid_desc_m0_n0_m1_m2_n1_m3, d0_grid_desc_m0_n0_m1_m2_n1_m3,
z_grid_desc_m_n, z_grid_desc_m_n,
b1_grid_desc_bk0_n_bk1, b1_grid_desc_bk0_n_bk1,
b1grad_grid_desc_bk0_n_bk1,
y_grid_desc_m_o, y_grid_desc_m_o,
y_grid_desc_mblock_mperblock_oblock_operblock, y_grid_desc_mblock_mperblock_oblock_operblock,
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
...@@ -1186,7 +1199,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1 ...@@ -1186,7 +1199,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V1
const index_t b1_gemm1n = kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) * const index_t b1_gemm1n = kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) *
kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2); kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2);
if(!(c_g == device_arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n && c_g % b_g == 0 && c_g / b_g == arg.h_ratio_)) if(!(c_g == device_arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n &&
c_g % b_g == 0 && c_g / b_g == arg.h_ratio_))
{ {
return false; return false;
} }
......
...@@ -17,7 +17,7 @@ ...@@ -17,7 +17,7 @@
#include "ck/tensor_operation/gpu/device/masking_specialization.hpp" #include "ck/tensor_operation/gpu/device/masking_specialization.hpp"
#include "ck/tensor_operation/gpu/device/matrix_padder.hpp" #include "ck/tensor_operation/gpu/device/matrix_padder.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp" #include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v2.hpp" #include "ck/tensor_operation/gpu/grid/gridwise_batched_mha_bwd_xdl_cshuffle_qloop_b2t_v2_protro.hpp"
#include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp" #include "ck/tensor_operation/operator_transform/transform_contraction_to_gemm.hpp"
#include "ck/host_utility/device_prop.hpp" #include "ck/host_utility/device_prop.hpp"
#include "ck/host_utility/kernel_launch.hpp" #include "ck/host_utility/kernel_launch.hpp"
...@@ -87,8 +87,8 @@ __global__ void ...@@ -87,8 +87,8 @@ __global__ void
const long_index_t a_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t a_batch_offset = __builtin_amdgcn_readfirstlane(
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetABasePtr(g_idx))); static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetABasePtr(g_idx)));
const long_index_t b_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t b_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetBBasePtr(gkv_idx))); arg_ptr[group_id].compute_base_ptr_of_batch_.GetBBasePtr(gkv_idx)));
const long_index_t z_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t z_batch_offset = __builtin_amdgcn_readfirstlane(
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetZBasePtr(g_idx))); static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetZBasePtr(g_idx)));
const long_index_t b1_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>( const long_index_t b1_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
...@@ -97,10 +97,12 @@ __global__ void ...@@ -97,10 +97,12 @@ __global__ void
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetCBasePtr(g_idx))); static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetCBasePtr(g_idx)));
const long_index_t lse_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>( const long_index_t lse_batch_offset = __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
arg_ptr[group_id].compute_base_ptr_of_batch_.GetLSEBasePtr(g_idx))); arg_ptr[group_id].compute_base_ptr_of_batch_.GetLSEBasePtr(g_idx)));
const long_index_t bgrad_batch_offset = __builtin_amdgcn_readfirstlane( const long_index_t bgrad_batch_offset =
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetBGradBasePtr(g_idx))); __builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
const long_index_t b1grad_batch_offset = __builtin_amdgcn_readfirstlane( arg_ptr[group_id].compute_base_ptr_of_batch_.GetBGradBasePtr(g_idx)));
static_cast<long_index_t>(arg_ptr[group_id].compute_base_ptr_of_batch_.GetB1GradBasePtr(g_idx))); const long_index_t b1grad_batch_offset =
__builtin_amdgcn_readfirstlane(static_cast<long_index_t>(
arg_ptr[group_id].compute_base_ptr_of_batch_.GetB1GradBasePtr(g_idx)));
const index_t global_thread_id = get_thread_global_1d_id(); const index_t global_thread_id = get_thread_global_1d_id();
ck::philox ph(seed, global_thread_id, offset); ck::philox ph(seed, global_thread_id, offset);
...@@ -145,9 +147,11 @@ __global__ void ...@@ -145,9 +147,11 @@ __global__ void
c_element_op, c_element_op,
arg_ptr[group_id].a_grid_desc_ak0_m_ak1_, arg_ptr[group_id].a_grid_desc_ak0_m_ak1_,
arg_ptr[group_id].b_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].bgrad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_, arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_,
arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_, arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_,
arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].b1grad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_, arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_,
arg_ptr[group_id].lse_grid_desc_m_, arg_ptr[group_id].lse_grid_desc_m_,
arg_ptr[group_id].ygrad_grid_desc_m0_o_m1_, arg_ptr[group_id].ygrad_grid_desc_m0_o_m1_,
...@@ -184,9 +188,11 @@ __global__ void ...@@ -184,9 +188,11 @@ __global__ void
c_element_op, c_element_op,
arg_ptr[group_id].a_grid_desc_ak0_m_ak1_, arg_ptr[group_id].a_grid_desc_ak0_m_ak1_,
arg_ptr[group_id].b_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].bgrad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_, arg_ptr[group_id].d0_grid_desc_m0_n0_m1_m2_n1_m3_,
arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_, arg_ptr[group_id].c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3_,
arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_, arg_ptr[group_id].b1_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].b1grad_grid_desc_bk0_n_bk1_,
arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_, arg_ptr[group_id].y_grid_desc_mblock_mperblock_oblock_operblock_,
arg_ptr[group_id].lse_grid_desc_m_, arg_ptr[group_id].lse_grid_desc_m_,
arg_ptr[group_id].ygrad_grid_desc_m0_o_m1_, arg_ptr[group_id].ygrad_grid_desc_m0_o_m1_,
...@@ -582,7 +588,6 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -582,7 +588,6 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
static auto MakeD0GridDescriptor_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths, static auto MakeD0GridDescriptor_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths,
const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides) const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides)
{ {
return Transform::MakeC0GridDescriptor_M_N(acc0_bias_gs_ms_ns_lengths, return Transform::MakeC0GridDescriptor_M_N(acc0_bias_gs_ms_ns_lengths,
acc0_bias_gs_ms_ns_strides); acc0_bias_gs_ms_ns_strides);
} }
...@@ -591,7 +596,6 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -591,7 +596,6 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
MakeD0GridDescriptor_G_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths, MakeD0GridDescriptor_G_M_N(const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_lengths,
const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides) const std::vector<ck::index_t>& acc0_bias_gs_ms_ns_strides)
{ {
return Transform::MakeC0GridDescriptor_G_M_N(acc0_bias_gs_ms_ns_lengths, return Transform::MakeC0GridDescriptor_G_M_N(acc0_bias_gs_ms_ns_lengths,
acc0_bias_gs_ms_ns_strides); acc0_bias_gs_ms_ns_strides);
} }
...@@ -806,9 +810,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -806,9 +810,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
// tensor descriptors for block/thread-wise copy // tensor descriptors for block/thread-wise copy
AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_; AGridDesc_AK0_M_AK1 a_grid_desc_ak0_m_ak1_;
BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_; BGridDesc_BK0_N_BK1 b_grid_desc_bk0_n_bk1_;
BGridDesc_BK0_N_BK1 bgrad_grid_desc_bk0_n_bk1_;
typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_; typename GridwiseGemm::D0GridDescriptor_M0_N0_M1_M2_N1_M3 d0_grid_desc_m0_n0_m1_m2_n1_m3_;
ZGridDesc_M_N z_grid_desc_m_n_; ZGridDesc_M_N z_grid_desc_m_n_;
B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_; B1GridDesc_BK0_N_BK1 b1_grid_desc_bk0_n_bk1_;
B1GridDesc_BK0_N_BK1 b1grad_grid_desc_bk0_n_bk1_;
YGridDesc_M_O y_grid_desc_m_o_; YGridDesc_M_O y_grid_desc_m_o_;
typename GridwiseGemm::YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock typename GridwiseGemm::YGridDescriptor_MBlock_MPerBlock_OBlock_OPerBlock
...@@ -941,6 +947,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -941,6 +947,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
problem_desc.a_gs_ms_ks_lengths, problem_desc.a_gs_ms_ks_strides); problem_desc.a_gs_ms_ks_lengths, problem_desc.a_gs_ms_ks_strides);
const auto b_grid_desc_bk0_n_bk1 = DeviceOp::MakeBGridDescriptor_BK0_N_BK1( const auto b_grid_desc_bk0_n_bk1 = DeviceOp::MakeBGridDescriptor_BK0_N_BK1(
problem_desc.b_gs_ns_ks_lengths, problem_desc.b_gs_ns_ks_strides); problem_desc.b_gs_ns_ks_lengths, problem_desc.b_gs_ns_ks_strides);
const auto bgrad_grid_desc_bk0_n_bk1 = DeviceOp::MakeBGridDescriptor_BK0_N_BK1(
problem_desc.bgrad_gs_ns_ks_lengths, problem_desc.bgrad_gs_ns_ks_strides);
std::vector<index_t> tmp_d0_gs_ms_ns_lengths; std::vector<index_t> tmp_d0_gs_ms_ns_lengths;
std::vector<index_t> tmp_d0_gs_ms_ns_strides; std::vector<index_t> tmp_d0_gs_ms_ns_strides;
...@@ -963,6 +971,9 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -963,6 +971,9 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
const auto b1_grid_desc_bk0_n_bk1 = DeviceOp::MakeVGridDescriptor_O0_N_O1( const auto b1_grid_desc_bk0_n_bk1 = DeviceOp::MakeVGridDescriptor_O0_N_O1(
problem_desc.b1_gs_gemm1ns_gemm1ks_lengths, problem_desc.b1_gs_gemm1ns_gemm1ks_lengths,
problem_desc.b1_gs_gemm1ns_gemm1ks_strides); problem_desc.b1_gs_gemm1ns_gemm1ks_strides);
const auto b1grad_grid_desc_bk0_n_bk1 = DeviceOp::MakeVGridDescriptor_O0_N_O1(
problem_desc.b1grad_gs_gemm1ns_gemm1ks_lengths,
problem_desc.b1grad_gs_gemm1ns_gemm1ks_strides);
const auto y_grid_desc_m_o = Transform::MakeCGridDescriptor_M_N( const auto y_grid_desc_m_o = Transform::MakeCGridDescriptor_M_N(
problem_desc.c_gs_ms_gemm1ns_lengths, problem_desc.c_gs_ms_gemm1ns_strides); problem_desc.c_gs_ms_gemm1ns_lengths, problem_desc.c_gs_ms_gemm1ns_strides);
...@@ -1053,9 +1064,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -1053,9 +1064,11 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
p_vgrad_grid, p_vgrad_grid,
a_grid_desc_ak0_m_ak1, a_grid_desc_ak0_m_ak1,
b_grid_desc_bk0_n_bk1, b_grid_desc_bk0_n_bk1,
bgrad_grid_desc_bk0_n_bk1,
d0_grid_desc_m0_n0_m1_m2_n1_m3, d0_grid_desc_m0_n0_m1_m2_n1_m3,
z_grid_desc_m_n, z_grid_desc_m_n,
b1_grid_desc_bk0_n_bk1, b1_grid_desc_bk0_n_bk1,
b1grad_grid_desc_bk0_n_bk1,
y_grid_desc_m_o, y_grid_desc_m_o,
y_grid_desc_mblock_mperblock_oblock_operblock, y_grid_desc_mblock_mperblock_oblock_operblock,
c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3, c_grid_desc_m0_n0_m1_n1_m2_n2_m3_m4_m5_n3,
...@@ -1255,7 +1268,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2 ...@@ -1255,7 +1268,8 @@ struct DeviceGroupedMultiheadAttentionBackward_Qloop_Xdl_CShuffle_V2
const index_t b1_gemm1n = kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) * const index_t b1_gemm1n = kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I0) *
kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2); kernel_arg.b1_grid_desc_bk0_n_bk1_.GetLength(I2);
if(!(c_g == device_arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n && c_g % b_g == 0 && c_g / b_g == arg.h_ratio_)) if(!(c_g == device_arg.batch_count_ && c_m == a_m && c_gemm1n == b1_gemm1n &&
c_g % b_g == 0 && c_g / b_g == arg.h_ratio_))
{ {
return false; return false;
} }
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment