// SPDX-License-Identifier: Apache-2.0 // TGATE compute (meteor-p150 OPT2 round 3 R3.2, tt/tgate.py): the temporal fuse's gate glue in one pass per 32-row // block. The merged 1x1 conv writes t = W_t x (96 columns, CB 0) and d_j = l_j - l_0 (j = 1..3, columns 0..2 of the // fourth tile, CB 1; its columns 3..31 are the zero padding of the conv output): // E = exp(d) SFPU, fp32 DEST (exp(0) = 1 in the padding columns) // S = E @ ONES FPU matmul with the ones tile (rows 0..2 = 1): every column = sum_j exp(d_j) // G = SCALE / (1 + S) SFPU (= SCALE * softmax(l)[0], identical in every column of a row) // out_k = bf16_rne(relu(t_k * G + b_k)) fp32 SFPU mul / add, relu, RNE typecast (k = 0..2) // Every CB reaches DEST through SrcA / SrcB (TF32; tt/tgate.py: fp32 unpack-to-DEST before the matmul broke it). // CBs: 0 t (3 tiles), 1 d, 2 ones, 3 bias (3 tiles, every row the bias), 4 E (loop-back), 5 G (loop-back), 16 out. // CT args: [0] NB, [1] NC, [2] GX, [3] SCALE (fp32 bits). #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_binary_sfpu.h" #include "api/compute/eltwise_unary/binop_with_scalar.h" #include "api/compute/eltwise_unary/eltwise_unary.h" #include "api/compute/eltwise_unary/exp.h" #include "api/compute/eltwise_unary/recip.h" #include "api/compute/eltwise_unary/relu.h" #include "api/compute/eltwise_unary/typecast.h" #include "api/compute/matmul.h" #include "api/compute/tile_move_copy.h" 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 SCALE = get_compile_time_arg_val(3); constexpr uint32_t ONE = 0x3F800000u; constexpr uint32_t cb_t = 0, cb_l = 1, cb_one = 2, cb_bias = 3, cb_e = 4, cb_g = 5, 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_l, cb_e); cb_wait_front(cb_one, 1); cb_wait_front(cb_bias, 3); for (uint32_t b = b0; b < b0 + n; ++b) { // E = exp(d) cb_wait_front(cb_l, 1); tile_regs_acquire(); copy_init(cb_l); copy_tile(cb_l, 0, 0); exp_tile_init(); exp_tile(0); tile_regs_commit(); cb_reserve_back(cb_e, 1); tile_regs_wait(); pack_reconfig_data_format(cb_e); pack_tile(0, cb_e); tile_regs_release(); cb_push_back(cb_e, 1); cb_pop_front(cb_l, 1); // G = SCALE / (1 + E @ ONES) cb_wait_front(cb_e, 1); tile_regs_acquire(); matmul_init(cb_e, cb_one); matmul_tiles(cb_e, cb_one, 0, 0, 0); binop_with_scalar_tile_init(); add_unary_tile(0, ONE); recip_tile_init(); recip_tile(0); binop_with_scalar_tile_init(); mul_unary_tile(0, SCALE); tile_regs_commit(); cb_reserve_back(cb_g, 1); tile_regs_wait(); pack_reconfig_data_format(cb_g); pack_tile(0, cb_g); tile_regs_release(); cb_push_back(cb_g, 1); cb_pop_front(cb_e, 1); // out_k = bf16(relu(t_k * G + b_k)) cb_wait_front(cb_g, 1); cb_wait_front(cb_t, 3); cb_reserve_back(cb_out, 3); for (uint32_t k = 0; k < 3; ++k) { tile_regs_acquire(); copy_init(cb_t); copy_tile(cb_t, k, 0); copy_init(cb_g); copy_tile(cb_g, 0, 1); mul_binary_tile_init(); mul_binary_tile(0, 1, 0); copy_init(cb_bias); copy_tile(cb_bias, k, 1); add_binary_tile_init(); add_binary_tile(0, 1, 0); relu_tile_init(); relu_tile(0); typecast_tile_init<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(); typecast_tile<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(0); tile_regs_commit(); tile_regs_wait(); pack_reconfig_data_format(cb_out); pack_tile(0, cb_out); tile_regs_release(); } cb_push_back(cb_out, 3); cb_pop_front(cb_t, 3); cb_pop_front(cb_g, 1); } }