// SPDX-License-Identifier: Apache-2.0 // BRES compute (meteor-p150 OPT2 round 2, tt/bresize.py): per output row block b and channel tile ct // D = sum_e Wt[e] @ x[e, ct] (FPU matmuls into one fp32 DEST tile; bf16 x bf16 products, BRES_FID fidelity) // out = bf16_rne(D) (SFPU typecast, BRES_OUT_BF16) or the fp32 D (packed to an fp32 CB) // CB 1 holds the block's KM weight tiles (in0), CB 0 its KM x CT input tiles (in1, entry-major). // NX = 2: D also sums Wt[e] @ x_lo[e, ct] (an fp32 map as its two bf16 terms; tiles KM x CT on in CB 0). // CT args: [0] NB, [1] NC, [2] GX, [3] KM, [4] CT, [5] NX. Define BRES_OUT_BF16 (1: bf16 output). #include #include "api/compute/common.h" #include "api/compute/compute_kernel_api.h" #include "api/compute/compute_kernel_hw_startup.h" #include "api/compute/eltwise_unary/eltwise_unary.h" #include "api/compute/eltwise_unary/typecast.h" #include "api/compute/matmul.h" #ifndef BRES_OUT_BF16 #define BRES_OUT_BF16 1 #endif using namespace ckernel; constexpr uint32_t NB = get_compile_time_arg_val(0); constexpr uint32_t NC = get_compile_time_arg_val(1); constexpr uint32_t GX = get_compile_time_arg_val(2); constexpr uint32_t KM = get_compile_time_arg_val(3); constexpr uint32_t CT = get_compile_time_arg_val(4); constexpr uint32_t NX = get_compile_time_arg_val(5); constexpr uint32_t cb_x = 0, cb_w = 1, cb_out = 16; void kernel_main() { const uint32_t core = get_absolute_logical_y() * GX + get_absolute_logical_x(); if (core >= NC) { return; } constexpr uint32_t B = NB / NC, E = NB % NC; const uint32_t b0 = core * B + (core < E ? core : E); const uint32_t n = B + (core < E ? 1 : 0); if (n == 0) { return; } compute_kernel_hw_startup(cb_w, cb_x, cb_out); for (uint32_t b = b0; b < b0 + n; ++b) { cb_wait_front(cb_w, KM); cb_wait_front(cb_x, NX * KM * CT); for (uint32_t ct = 0; ct < CT; ++ct) { tile_regs_acquire(); matmul_init(cb_w, cb_x); for (uint32_t e = 0; e < KM; ++e) { matmul_tiles(cb_w, cb_x, e, e * CT + ct, 0); } if constexpr (NX > 1) { for (uint32_t e = 0; e < KM; ++e) { matmul_tiles(cb_w, cb_x, e, (KM + e) * CT + ct, 0); } } #if BRES_OUT_BF16 typecast_tile_init<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(); typecast_tile<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(0); #endif tile_regs_commit(); cb_reserve_back(cb_out, 1); tile_regs_wait(); pack_tile(0, cb_out); tile_regs_release(); cb_push_back(cb_out, 1); } cb_pop_front(cb_x, NX * KM * CT); cb_pop_front(cb_w, KM); } }