// SPDX-License-Identifier: Apache-2.0 // K11 depthwise compute (sceneseg-p150 OPT_PLAN K11, tt/dw.py): per output tile (32 pixels x 32 channels, float32) // acc = x_0 * w_0; acc = x_t * w_t + acc (t = 1 .. KK-1, SFPMAD: one fp32 rounding per tap) // acc = acc + bias (add_binary_tile, fp32 SFPU add, as EPI) // acc = silu(acc) (silu_tile, ttnn.silu's LLK, as EPI) [DW_ACT 1; 0 = none] // x_t: the gathered input page of tap t (CB 0, unpacked to DEST as fp32), w_t: weight tile t of the current channel // tile (CB 1, every row = the 32 channel weights of tap t), bias: CB 2. DEST tiles: 0 = acc, 1 = x, 2 = w. // Work split and order as dw_reader.cpp; the weight / bias CBs are popped when the channel tile changes. // CT args: [0] KK, [1] CT, [2] PT, [3] NC, [4] GX, [5] CH, [6] NWT (weight tiles per channel tile). Defines: DW_ACT, // DW_WPACK. // R7.1 DW_WPACK=1: the NWT = ceil(KK / 8) weight tiles hold 8 taps each (rows 4l .. 4l+3 = tap 8j + l); per output // tile they are unpacked to DEST tiles 2 / 3 once (5x5: again for taps 16 .. 24) and tap t's SFPMADs read their weight // vectors from its 4-row group (k11_tap_tile). An SFPU vector is 4 DEST rows x 8 columns of one parity (sfpi unit // 2k = rows 4k' .. +3 even columns, 2k + 1 the odd ones), so the x vector of unit d takes the group's unit of the same // parity: the same operands per SFPMAD as the one-tap-per-tile form (bit-identical). #include #include "api/compute/common.h" #include "api/compute/compute_kernel_api.h" #include "api/compute/eltwise_binary_sfpu.h" #include "api/compute/eltwise_unary/eltwise_unary.h" #include "api/compute/tile_move_copy.h" #ifdef TRISC_MATH #include "sfpi.h" namespace ckernel::sfpu { // one face (8 row groups) of DEST tile 0 = tile 1 * tile 2 (+ tile 0) inline void k11_mul_face(const std::uint32_t, const std::uint32_t, const std::uint32_t) { #pragma GCC unroll 8 for (int d = 0; d < 8; d++) { sfpi::vFloat x = sfpi::dst_reg[32]; sfpi::vFloat w = sfpi::dst_reg[64]; sfpi::dst_reg[0] = x * w; sfpi::dst_reg++; } } inline void k11_mad_face(const std::uint32_t, const std::uint32_t, const std::uint32_t) { #pragma GCC unroll 8 for (int d = 0; d < 8; d++) { sfpi::vFloat x = sfpi::dst_reg[32]; sfpi::vFloat w = sfpi::dst_reg[64]; sfpi::vFloat a = sfpi::dst_reg[0]; sfpi::dst_reg[0] = x * w + a; sfpi::dst_reg++; } } // R7.1: the whole tile in one call (VectorMode::None, base = DEST tile 0): tile 0 = tile 1 * w (+ tile 0), w = the // tap's weight group at sfpi unit WR relative to the face base for faces 0 / 1, WR - 16 for faces 2 / 3. template inline void k11_tap_tile(const std::uint32_t, const std::uint32_t, const std::uint32_t, const std::uint32_t wr) { #pragma GCC unroll 4 for (int f = 0; f < 4; f++) { const int wo = (int)wr - (f >= 2 ? 16 : 0); sfpi::vFloat we = sfpi::dst_reg[wo]; sfpi::vFloat wd = sfpi::dst_reg[wo + 1]; #pragma GCC unroll 8 for (int d = 0; d < 8; d++) { sfpi::vFloat x = sfpi::dst_reg[32]; if constexpr (FIRST) { sfpi::dst_reg[0] = x * ((d & 1) ? wd : we); } else { sfpi::vFloat a = sfpi::dst_reg[0]; sfpi::dst_reg[0] = x * ((d & 1) ? wd : we) + a; } sfpi::dst_reg++; } } } } // namespace ckernel::sfpu #endif using namespace ckernel; constexpr uint32_t KK = get_compile_time_arg_val(0); constexpr uint32_t CT = get_compile_time_arg_val(1); constexpr uint32_t PT = get_compile_time_arg_val(2); constexpr uint32_t NC = get_compile_time_arg_val(3); constexpr uint32_t GX = get_compile_time_arg_val(4); constexpr uint32_t CH = get_compile_time_arg_val(5); constexpr uint32_t NWT = get_compile_time_arg_val(6); constexpr uint32_t NW = CT * PT; constexpr uint32_t cb_x = 0, cb_w = 1, cb_b = 2, 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 = NW / NC, E = NW % NC; const uint32_t w0 = core * B + (core < E ? core : E); const uint32_t w1 = w0 + B + (core < E ? 1 : 0); compute_kernel_hw_startup(cb_x, cb_out); uint32_t cur_ct = 0xFFFFFFFF; uint32_t w = w0; while (w < w1) { const uint32_t ct = w / PT; const uint32_t pt0 = w - ct * PT; uint32_t pt1 = pt0 + CH; if (pt1 > PT) { pt1 = PT; } if (pt1 - pt0 > w1 - w) { pt1 = pt0 + (w1 - w); } if (ct != cur_ct) { if (cur_ct != 0xFFFFFFFF) { cb_pop_front(cb_w, NWT); cb_pop_front(cb_b, 1); } cb_wait_front(cb_w, NWT); cb_wait_front(cb_b, 1); cur_ct = ct; } for (uint32_t pt = pt0; pt < pt1; ++pt) { tile_regs_acquire(); #if DW_WPACK == 1 copy_init(cb_w); copy_tile(cb_w, 0, 2); if constexpr (NWT > 1) { copy_tile(cb_w, 1, 3); } copy_init(cb_x); add_binary_tile_init(); for (uint32_t t = 0; t < KK; ++t) { if (t == 16) { copy_init(cb_w); copy_tile(cb_w, 2, 2); if constexpr (NWT > 3) { copy_tile(cb_w, 3, 3); } copy_init(cb_x); add_binary_tile_init(); } cb_wait_front(cb_x, 1); copy_tile(cb_x, 0, 1); const uint32_t wr = 64 + 32 * ((t >> 3) & 1) + 16 * ((t >> 2) & 1) + 2 * (t & 3); if (t == 0) { MATH((SFPU_BINARY_CALL(DST_SYNC_MODE, DST_ACCUM_MODE, k11_tap_tile, (true), 0, 1, 0, VectorMode::None, wr))); } else { MATH((SFPU_BINARY_CALL(DST_SYNC_MODE, DST_ACCUM_MODE, k11_tap_tile, (false), 0, 1, 0, VectorMode::None, wr))); } cb_pop_front(cb_x, 1); } #else for (uint32_t t = 0; t < KK; ++t) { cb_wait_front(cb_x, 1); copy_init(cb_x); copy_tile(cb_x, 0, 1); copy_init(cb_w); copy_tile(cb_w, t, 2); add_binary_tile_init(); if (t == 0) { MATH((SFPU_BINARY_CALL_NO_TEMPLATE_ARGS(DST_SYNC_MODE, DST_ACCUM_MODE, k11_mul_face, 0, 1, 0, VectorMode::RC))); } else { MATH((SFPU_BINARY_CALL_NO_TEMPLATE_ARGS(DST_SYNC_MODE, DST_ACCUM_MODE, k11_mad_face, 0, 1, 0, VectorMode::RC))); } cb_pop_front(cb_x, 1); } #endif copy_init(cb_b); copy_tile(cb_b, 0, 1); add_binary_tile_init(); add_binary_tile(0, 1, 0); #if DW_ACT == 1 silu_tile_init(); silu_tile(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); } w += pt1 - pt0; } if (cur_ct != 0xFFFFFFFF) { cb_pop_front(cb_w, NWT); cb_pop_front(cb_b, 1); } }