#include "triton/driver/stream.h" #include "triton/driver/kernel.h" #include "triton/dnn/gemm.h" #include namespace triton{ namespace dnn{ void gemm::init(driver::stream* stream, driver::buffer* locks) { std::vector hlocks(2048, 0); stream->write(locks, false, 0, hlocks); } void gemm::set_arg(driver::kernel *kernel, driver::buffer *a, driver::buffer *b, driver::buffer *c, int32_t M, int32_t N, int32_t K, driver::buffer *locks, int32_t grid_0, int32_t grid_1) { kernel->setArg(0, a); kernel->setArg(1, b); kernel->setArg(2, c); kernel->setArg(3, M); kernel->setArg(4, N); kernel->setArg(5, K); kernel->setArg(6, M); kernel->setArg(7, N); kernel->setArg(8, M); kernel->setArg(9, locks); kernel->setArg(10, grid_0); kernel->setArg(11, grid_1); } std::vector gemm::default_params(bool AT, bool BT) { if(AT && BT) return {32, 64, 32, 64, 16, 8, 2, 2, 4, 2, 8, 4, 2, 1}; else if(AT && !BT) return {32, 64, 32, 64, 16, 8, 2, 2, 4, 2, 8, 4, 2, 1}; else if(!AT && BT) return {16, 2, 64, 16, 2, 64, 16, 8, 2, 2, 8, 8, 8, 1}; else return {16, 2, 128, 32, 32, 32, 4, 2, 2, 8, 8, 4, 2, 1}; } std::string gemm::src(bool AT, bool BT, std::string a_ty, std::string b_ty, unsigned align_lda, unsigned align_ldb) { std::string AS0 = "TM", AS1 = "TK"; std::string BS0 = "TK", BS1 = "TN"; std::string bca0 = "[newaxis, :]", bca1 = "[:, newaxis]"; std::string bcb0 = "[:, newaxis]", bcb1 = "[newaxis, :]"; std::string lda0 = "*lda", lda1 = ""; std::string ldb0 = "", ldb1 = "*ldb"; std::string usea = AT ? "trans(a)" : "a"; std::string useb = BT ? "trans(b)" : "b"; if(AT){ std::swap(AS0, AS1); std::swap(bca0, bca1); std::swap(lda0, lda1); } if(BT){ std::swap(BS0, BS1); std::swap(bcb0, bcb1); std::swap(ldb0, ldb1); } std::string align_lda_str = "multiple_of(" + std::to_string(align_lda) + ")"; std::string align_ldb_str = "multiple_of(" + std::to_string(align_ldb) + ")"; std::string res = R"( const tunable int32 TM = {16, 32, 64, 128}; const tunable int32 TN = {16, 32, 64, 128}; const tunable int32 TK = {8}; const tunable int32 GZ = {1}; void matmul(restrict read_only )" + a_ty + R"( *A, restrict read_only )" + b_ty + R"( *B, fp32 *C, int32 M, int32 N, int32 K, )" + align_lda_str + R"( int32 lda, )" + align_ldb_str + R"(" int32 ldb, int32 ldc, int32 *locks, int32 grid0, int32 grid1) { int32 rxa[TM] = get_global_range[TM](0); int32 ryb[TN] = get_global_range[TN](1); int32 rz = get_global_range[1](2); int32 rka[TK] = 0 ... TK; int32 rkb[TK] = 0 ... TK; fp32 c[TM, TN] = 0; int32 div = K / GZ; int32 rem = K % GZ; K = select(rz < rem, div - 1, div); int32 offk = select(rz < rem, rz*(div + 1), rz*div + rem); )" + a_ty + R"(* pa[)" + AS0 + ", " + AS1 + "] = A + (offk + rka" + bca0 + ")" + lda0 + " + rxa" + bca1 + lda1 + R"(; )" + b_ty + R"(* pb[)" + BS0 + ", " + BS1 + "] = B + (offk + rkb" + bcb0 + ")" + ldb0 + " + ryb" + bcb1 + ldb1 + R"(; )" + a_ty + R"( a[)" + AS0 + ", " + AS1 + R"(] = *pa; )" + b_ty + R"( b[)" + BS0 + ", " + BS1 + R"(] = *pb; int32 last_a = ((M*K - 1) - (TM*TK + 1)) / lda; int32 last_b = ((K*N - 1) - (TN*TK + 1)) / ldb; last_a = last_a / TK * TK; last_b = last_b / TK * TK; int32 bound = K - max(last_a, last_b); for(int32 k = K; k > bound; k = k - TK){ c = dot()" + usea + ", " + useb + R"(, c); pa = pa + TK)" + lda0 + R"(; pb = pb + TK)" + ldb0 + R"(; a = *pa; b = *pb; } int32 rxc[TM] = get_global_range[TM](0); int32 ryc[TN] = get_global_range[TN](1); for(int32 k = bound; k > 0; k = k - 1){ int1 checka[TM, 1] = rxc[:, newaxis] < M; int1 checkb[TN, 1] = ryc[:, newaxis] < N; )" + a_ty + R"(* pa[TM, 1] = A + (offk + K - k))" + lda0 + " + rxc[:, newaxis]" + lda1 + R"(; )" + b_ty + R"(* pb[TN, 1] = B + (offk + K - k))" + ldb0 + " + ryc[:, newaxis]" + ldb1 + R"(; )" + a_ty + R"( a[TM, 1] = checka ? *pa : 0; )" + b_ty + R"( b[TN, 1] = checkb ? *pb : 0; c = dot(a, trans(b), c); } int32 ridx = get_range_id(0); int32 ridy = get_range_id(1); int1 checkc0[TM] = rxc < M; int1 checkc1[TN] = ryc < N; int1 checkc[TM, TN] = checkc0[:, newaxis] && checkc1[newaxis, :]; fp32* pc[TM, TN] = C + ryc[newaxis, :]*ldc + rxc[:, newaxis]; int32 *plock = locks + ridx + ridy*grid0; while(__atomic_cas(plock, 0, 1)); int32 *pcount = plock + grid0*grid1; int32 count = *pcount; int32 countp1 = select(count == GZ - 1, 0, count + 1); if(count == 0) { @checkc *pc = c; *pcount = countp1; } else { @checkc *pc = c + *pc; *pcount = countp1; } __atomic_cas(plock, 1, 0); } )"; return res; } } }