#include #include #include "triton/jit.h" #include "triton/driver/backend.h" #include "triton/driver/stream.h" const char* src = R"( const tunable int32 TM; const tunable int32 TN; const tunable int32 TK; void matmul(restrict read_only fp32 *a, restrict read_only fp32 *b, fp32 *c, int32 M, int32 N, int32 K, int32 bound){ int32 rxa[TM] = get_global_range[TM](0); int32 ryb[TN] = get_global_range[TN](1); int32 rka[TK] = 0 ... TK; int32 rkb[TK] = 0 ... TK; fp32 C[TM, TN] = 0; fp32* pa[TM, TK] = a + rka[newaxis, :]*M + rxa[:, newaxis]; fp32* pb[TN, TK] = b + rkb[newaxis, :]*K + ryb[:, newaxis]; fp32 a[TM, TK] = *pa; fp32 b[TN, TK] = *pb; for(int32 k = K; k > 0;){ C = dot(a, b, C); pa = pa + TK*M; pb = pb + TK*K; k = k - TK; int1 checka[TM, TK] = k > bound; int1 checkb[TN, TK] = k > bound; @checka a = *pa; @checkb b = *pb; if(k > bound) continue; int1 checka0[TM] = rxa < M; int1 checka1[TK] = rka < k; int1 checkb0[TN] = ryb < N; int1 checkb1[TK] = rkb < k; checka = checka0[:, newaxis] && checka1[newaxis, :]; checkb = checkb0[:, newaxis] && checkb1[newaxis, :]; a = checka ? *pa : 0; b = checkb ? *pb : 0; } int32 rxc[TM] = get_global_range[TM](0); int32 ryc[TN] = get_global_range[TN](1); fp32* pc[TM, TN] = c + ryc[newaxis, :]*M + rxc[:, newaxis]; int1 checkc0[TM] = rxc < M; int1 checkc1[TN] = ryc < N; int1 checkc[TM, TN] = checkc0[:, newaxis] && checkc1[newaxis, :]; @checkc *pc = C; } )"; template void simple_gemm(std::vector &c, const std::vector &a, const std::vector &b, size_t M, size_t N, size_t K){ for(size_t m = 0; m < M; m++) for(size_t n = 0; n < N; n++){ T acc = 0; for(size_t k = 0; k < K; k++) acc += a[m + k*M] * b[n + k*N]; c[m + n*M] = acc; } } int main() { // initialize JIT on default device auto context = triton::driver::backend::contexts::get_default(); triton::jit jit(context); // add module std::vector params = { // a0 2, 8, 1, 16, // b0 4, 4, 1, 16, // c 2, 4, 8, 4, 1, 1, // a1 2, 4, 1, 8, // b1 1, 8, 1 }; jit.add_module(src, params); size_t M = 128, N = 128, K = 128; size_t bound = 8; std::vector hc(M*N); std::vector rc(M*N); std::vector ha(M*K); std::vector hb(K*N); srand(0); for(size_t i = 0; i < ha.size(); i++) ha[i] = 1; for(size_t i = 0; i < hb.size(); i++) hb[i] = 1; for(size_t i = 0; i < hc.size(); i++) hc[i] = 0; triton::driver::buffer dc(context, hc.size()*4); triton::driver::buffer da(context, ha.size()*4); triton::driver::buffer db(context, hb.size()*4); triton::driver::stream stream(context); stream.write(da, true, 0, ha); stream.write(db, true, 0, hb); stream.write(dc, true, 0, hc); triton::driver::kernel kernel = jit.get_function("matmul"); kernel.setArg(0, da); kernel.setArg(1, db); kernel.setArg(2, dc); kernel.setArg(3, M); kernel.setArg(4, N); kernel.setArg(5, K); kernel.setArg(6, bound); triton::jit::launch_information info = jit.get_launch_info("matmul"); unsigned TM = info.global_range_size[0]; unsigned TN = info.global_range_size[1]; unsigned nthreads = info.num_threads; stream.enqueue(kernel, {(M + TM - 1)/TM, (N + TN - 1)/TN, 1}, {nthreads, 1, 1}); stream.synchronize(); stream.read(dc, true, 0, hc); simple_gemm(rc, ha, hb, M, N, K); for(size_t i = 0; i < M*N; i++) if(std::abs(hc[i] - rc[i])/std::max(hc[i], rc[i]) > 1e-4){ std::cout << i << " " << hc[i] << " " << rc[i] << std::endl; exit(EXIT_FAILURE); } std::cout << "Pass!" << std::endl; }