#include "triton/dnn/heuristics.h" #include "triton/dnn/blocksparse/dot.h" namespace triton{ namespace dnn{ namespace blocksparse{ size_t dot::num_flops() const { return 2.*nblocks_*BS_*BS_*N_; } std::vector dot::retune_params() const{ return {N_, S_, C_, BS_, nlocks_, op_}; } std::vector dot::search_space() const { return bsdot_search_space(op_ == FPROP, BS_); } params_t dot::heuristics() const { return bsdot_heuristics(op_ == FPROP, BS_, N_, S_); } base * dot::clone() const { return new dot(*this); } dot::dot(int32_t N, int32_t K, int32_t S, int32_t C, const std::string& ty, int32_t BS, int32_t nlocks, int32_t nblocks, op_t op): base("bsdot"), N_(N), K_(K), S_(S), C_(C), ab_ty_(ty), c_ty_(ty), BS_(BS), nlocks_(nlocks), nblocks_(nblocks), op_(op){ } void dot::init_impl(driver::stream *stream, driver::cu_module *module, triton::runtime::launch_information info) { int32_t TM = info.globals["TM"]; size_t grid_0 = (N_ + TM - 1) / TM; if(nlocks_ && !locks_){ locks_.reset(triton::driver::buffer::create(stream->context(), grid_0 * nlocks_ * 2 * 4)); ((driver::cu_buffer*)locks_.get())->set_zero(stream, grid_0 * nlocks_ * 2 * 4); } } void dot::deinit_impl() { } void dot::enqueue_impl(driver::stream *stream, driver::kernel *kernel, std::vector args, runtime::launch_information info) { driver::buffer *a = args[0]; driver::buffer *b = args[1]; driver::buffer *c = args[2]; driver::buffer *lut = args[3]; int32_t lda = N_; int32_t ldc = N_; kernel->setArg(0, a); kernel->setArg(1, b); kernel->setArg(2, c); kernel->setArg(3, lda); kernel->setArg(4, ldc); kernel->setArg(5, N_); kernel->setArg(6, lut); kernel->setArg(7, locks_.get()); kernel->setArg(8, nlocks_); int32_t TM = info.globals["TM"]; size_t grid_0 = (N_ + TM - 1) / TM; size_t grid_1 = S_; if(nlocks_) ((driver::cu_buffer*)locks_.get())->set_zero(stream, grid_0 * nlocks_ * 2 * 4); stream->enqueue(kernel, {grid_0, grid_1, 1}, {info.num_threads, 1, 1}); } driver::buffer* dot::get_locks() const { return locks_.get(); } void dot::triton_c_src(std::ostream &os) const { std::string usea = (op_ == WGRAD) ? "trans(a)" : "a"; std::string useb = (op_ == FPROP) ? "trans(b)" : "b"; std::string sizea = "TM, TK"; std::string sizeb = (op_ == FPROP) ? "TN, TK" : "TK, TN"; std::string bca0 = ":, newaxis"; std::string bca1 = "newaxis, :"; std::string bcb0 = (op_ == FPROP) ? ":, newaxis" : "newaxis, :"; std::string bcb1 = (op_ == FPROP) ? "newaxis, :" : ":, newaxis"; std::string ldb0 = (op_ == FPROP) ? "" : "*TK"; std::string ldb1 = (op_ == FPROP) ? "*TK" : "" ; std::string result = R"( const tunable int TM = {16, 32, 64, 128}; const tunable int TN = {)" + std::to_string(BS_) + R"(}; const tunable int TK = {)" + std::to_string(BS_) + R"(}; void bsdot(restrict read_only align(16) )" + ab_ty_ + R"( *A, restrict read_only align(16) )" + ab_ty_ + R"( *B, )" + c_ty_ + R"(* C, int lda, int ldc, int N, int* lut, int* locks, int nlocks){ int ridx = get_range_id(0); int ridy = get_range_id(1); float acc[TM, TN] = 0; int rxa[TM] = ridx * TM + (0 ... TM); int ryb[TN] = 0 ... TN; int rka[TK] = 0 ... TK; int rkb[TK] = 0 ... TK; bool checka[TM, TK] = (rxa < N)[:, newaxis]; int offa[)" + sizea + "] = rxa[" + bca0 + "] + rka[" + bca1 + R"(]*lda; int offb[)" + sizeb + "] = ryb[" + bcb0 + "]" + ldb0 + " + rkb[" + bcb1 + "]" + ldb1 + R"(; int *header = lut + ridy * 4; int offset = *(header + 0); int K = *(header + 1); int column = *(header + 2); int lockid = *(header + 3); int *plut = lut + offset * 2; for(int k = K; k > 0; k = k - 1) { int ak = *(plut + 0); int bk = *(plut + 1); )" + ab_ty_ + "* pa[" + sizea + R"(] = A + offa + ak * TK * lda; )" + ab_ty_ + "* pb[" + sizeb + R"(] = B + offb + bk * TK * TN; )" + ab_ty_ + " a[" + sizea + R"(] = checka ? *pa : 0; )" + ab_ty_ + " b[" + sizeb + R"(] = *pb; acc = dot()" + usea + ", " + useb + R"(, acc); plut = plut + 2; } int rxc[TM] = ridx * TM + (0 ... TM); int ryc[TN] = column * TN + (0 ... TN); )" + c_ty_ + R"(" c[TM, TN] = acc; )" + c_ty_ + R"(* pc[TM, TN] = C + rxc[:, newaxis] + ryc[newaxis, :]*ldc; bool checkc[TM, TN] = (rxc < N)[:, newaxis]; if(lockid == 0) @checkc *pc = c; else { int *plock = locks + ridx*nlocks + lockid - 1; int *pcount = plock + get_num_program(0)*nlocks; while(__atomic_cas(plock, 0, 1)); int count = *pcount; if(count == 0){ @checkc *pc = c; } else{ @checkc *pc = c + *pc; } __atomic_exch(pcount, 1); __atomic_exch(plock, 0); } })"; os << result; } } } }