// SPDX-License-Identifier: Apache-2.0 // EPI compute (sceneseg-p150 OPT_PLAN EPI, tt/epi.py): the conv / linear epilogue of tt/layers.py finish() in one // pass per tile, with the LLKs and the order of the stock programs it replaces, so the output is bit-identical: // y = p0 + p1 (+ p2) add_binary_tile (binary_ng's fp32 SFPU add, operands unpacked to DEST // as fp32: UnpackToDestFp32 on CBs 0..5) // y = y + bias[c] add_binary_tile (binary_ng's row broadcast: the reader-filled bias tile) // y = act(y) silu_tile (EPI_ACT 1, ttnn.silu) / gelu_tile (EPI_ACT 2, ttnn.gelu exact erf // form, fast_and_approximate_mode=False) / sigmoid_tile (EPI_ACT 3, ttnn.sigmoid's // default: vector mode RC, SigmoidMode.Accurate); math_approx_mode false as the unary factory // EPI-split (OPT_REPORT R2.3), each the stock op it replaces: // y = y + res add_binary_tile (EPI_RES; the MBConv residual ttnn.add(out, x)) // y = y * row[c] mul_binary_tile (EPI_ROW; the SE gate ttnn.multiply(y, s), row-broadcast like binary_ng) // main = y fp32, or bf16 via typecast_tile (EPI_OUT_BF16; ttnn.typecast) // hi = bf16(y), lo = bf16(y - hi) (EPI_SPLIT; layers.split_activation: typecast, typecast back (exact), // subtract (fp32 SFPU), typecast), hi / lo packed to CBs 17 / 18 as bf16 // DEST tiles: 0 = y, 1 = operand / hi, 2 = lo. EPI_MAIN 0 skips the main output (split only). // CT args: [0] T, [1] NC, [2] GX, [3] CT, [4] NP, [5] HAS_BIAS, [6] UNIT (work split as the reader). // Defines: EPI_ACT, EPI_OUT_BF16, EPI_RES, EPI_ROW, EPI_SPLIT, EPI_MAIN. #include #include "api/compute/common.h" #include "api/compute/compute_kernel_api.h" #include "api/compute/copy_dest_values.h" #include "api/compute/eltwise_binary_sfpu.h" #include "api/compute/eltwise_unary/eltwise_unary.h" #include "api/compute/eltwise_unary/gelu.h" #include "api/compute/eltwise_unary/typecast.h" #include "api/compute/reconfig_data_format.h" #include "api/compute/tile_move_copy.h" #ifndef EPI_RES #define EPI_RES 0 #endif #ifndef EPI_ROW #define EPI_ROW 0 #endif #ifndef EPI_SPLIT #define EPI_SPLIT 0 #endif #ifndef EPI_MAIN #define EPI_MAIN 1 #endif using namespace ckernel; constexpr uint32_t T = 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 CT = get_compile_time_arg_val(3); constexpr uint32_t NP = get_compile_time_arg_val(4); constexpr uint32_t HAS_BIAS = get_compile_time_arg_val(5); constexpr uint32_t UNIT = get_compile_time_arg_val(6); constexpr uint32_t cb_bias = 3, cb_res = 4, cb_row = 5, cb_out = 16, cb_hi = 17, cb_lo = 18; void kernel_main() { const uint32_t core = get_absolute_logical_y() * GX + get_absolute_logical_x(); if (core >= NC) { return; } constexpr uint32_t B = T / UNIT / NC, E = T / UNIT % NC; const uint32_t t0 = (core * B + (core < E ? core : E)) * UNIT; const uint32_t n = (B + (core < E ? 1 : 0)) * UNIT; if (n == 0) { return; } #if EPI_MAIN compute_kernel_hw_startup(0, cb_out); #else compute_kernel_hw_startup(0, cb_hi); #endif if constexpr (HAS_BIAS) { cb_wait_front(cb_bias, CT); } #if EPI_ROW cb_wait_front(cb_row, CT); #endif for (uint32_t t = t0; t < t0 + n; ++t) { cb_wait_front(0, 1); if constexpr (NP > 1) { cb_wait_front(1, 1); } if constexpr (NP > 2) { cb_wait_front(2, 1); } #if EPI_RES cb_wait_front(cb_res, 1); #endif tile_regs_acquire(); copy_init(0); copy_tile(0, 0, 0); if constexpr (NP > 1) { copy_init(1); copy_tile(1, 0, 1); add_binary_tile_init(); add_binary_tile(0, 1, 0); } if constexpr (NP > 2) { copy_init(2); copy_tile(2, 0, 1); add_binary_tile_init(); add_binary_tile(0, 1, 0); } if constexpr (HAS_BIAS) { copy_init(cb_bias); copy_tile(cb_bias, t % CT, 1); add_binary_tile_init(); add_binary_tile(0, 1, 0); } #if EPI_ACT == 1 silu_tile_init(); silu_tile(0); #elif EPI_ACT == 2 gelu_tile_init(); gelu_tile(0); #elif EPI_ACT == 3 sigmoid_tile_init(); sigmoid_tile(0); #endif #if EPI_RES copy_init(cb_res); copy_tile(cb_res, 0, 1); add_binary_tile_init(); add_binary_tile(0, 1, 0); #endif #if EPI_ROW copy_init(cb_row); copy_tile(cb_row, t % CT, 1); mul_binary_tile_init(); mul_binary_tile(0, 1, 0); #endif #if EPI_SPLIT // hi (tile 1) = bf16(y); lo (tile 2) = bf16(y - hi); y stays in tile 0 copy_dest_values_init(); copy_dest_values(0, 1); copy_dest_values(0, 2); typecast_tile_init<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(); typecast_tile<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(1); sub_binary_tile_init(); sub_binary_tile(2, 1, 2); typecast_tile_init<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(); typecast_tile<(uint32_t)DataFormat::Float32, (uint32_t)DataFormat::Float16_b>(2); #endif #if EPI_MAIN && EPI_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(); #if EPI_MAIN cb_reserve_back(cb_out, 1); #endif #if EPI_SPLIT cb_reserve_back(cb_hi, 1); cb_reserve_back(cb_lo, 1); #endif tile_regs_wait(); #if EPI_MAIN #if EPI_SPLIT pack_reconfig_data_format(cb_out); #endif pack_tile(0, cb_out); #endif #if EPI_SPLIT pack_reconfig_data_format(cb_hi); pack_tile(1, cb_hi); pack_tile(2, cb_lo); #endif tile_regs_release(); #if EPI_MAIN cb_push_back(cb_out, 1); #endif #if EPI_SPLIT cb_push_back(cb_hi, 1); cb_push_back(cb_lo, 1); #endif cb_pop_front(0, 1); if constexpr (NP > 1) { cb_pop_front(1, 1); } if constexpr (NP > 2) { cb_pop_front(2, 1); } #if EPI_RES cb_pop_front(cb_res, 1); #endif } if constexpr (HAS_BIAS) { cb_pop_front(cb_bias, CT); } #if EPI_ROW cb_pop_front(cb_row, CT); #endif }