// SPDX-FileCopyrightText: © 2026 Tenstorrent USA, Inc. // SPDX-License-Identifier: Apache-2.0 // // SuperPoint descriptor sampling, pipelined variant with its own keypoint list (SP_SF_DIRECT=1: no compaction op; the // list is gathered from the NMS records, sample_kplist.hpp.inc, prepended by nms_kernels.py), reader. Otherwise as // sample_pipe_reader.cpp (SP_SF_PIPE=1, CPU = 128 channels per unit, KPT = 8 keypoints per page): Same gather as sample_fused_reader.cpp, but pushed per keypoint group g (8 keypoints: 4 tap pages of // 2 KB, page t holds G_t[k, c] for k = 8 g .. 8 g + 7, row-major) so the compute kernel starts on the first group. // Group order: the core's first unit goes 1, 2, 3, 0 (the writer fills the tap weights of groups 1..3, this RISC those // of group 0 after its gathers, into CB_W0), every further unit 0, 1, 2, 3 (writer fills all). Compact weight pages: // block (t, i) = 64 words (4 DST rows) at page t / 2, word ((t % 2) * 8 + i) * 64, every word w(i, t); the compute // kernel replicates it over the 128 channels. Units at or beyond n push their pages unfilled. Pure copies -> exact. // RT args: d_addr, cnt_addr, nunits, unit ids, wtab_addr. Common RT args: rec_addr, NCORE (noc_x << 16 | noc_y) of the // NMS cores. CT args: cb_g, cb_scratch, C, KV, CPU, accessors (d, counts, wtab). Defines SF_CBW0, SF_NSLOT, SF_CAP. #include #include "api/dataflow/dataflow_api.h" static uint16_t pre[SF_NSLOT + 1]; // kept-prefix of the slots (RISC-local) void kernel_main() { const uint32_t d_addr = get_arg_val(0); const uint32_t cnt_addr = get_arg_val(1); const uint32_t rec_addr = get_common_arg_val(0); const uint32_t nunits = get_arg_val(2); const uint32_t wtab_addr = get_arg_val(3 + nunits); constexpr uint32_t cb_g = get_compile_time_arg_val(0); constexpr uint32_t cb_scratch = get_compile_time_arg_val(1); constexpr uint32_t C = get_compile_time_arg_val(2); constexpr uint32_t KV = get_compile_time_arg_val(3); constexpr uint32_t CPU = get_compile_time_arg_val(4); constexpr uint32_t NQ = C / CPU; constexpr uint32_t KPT = 1024 / CPU; #ifndef SF_KT #define SF_KT 4 #endif constexpr uint32_t KT = SF_KT; // keypoint groups per unit (SP_SF_KPU = 16: 2, a unit is half a tile row) constexpr uint32_t KPU = KT * KPT; // keypoints per unit static_assert(KPT == 8 && (KT == 4 || KT == 2), "SF_PIPE: 128 channels per unit"); constexpr uint32_t cb_w0 = SF_CBW0; constexpr auto d_args = TensorAccessorArgs<5>(); constexpr auto n_args = TensorAccessorArgs(); constexpr auto wt_args = TensorAccessorArgs(); const auto dacc = TensorAccessor(d_args, d_addr, C * 2); const auto nacc = TensorAccessor(n_args, cnt_addr, SF_CNT_PAGE); const auto wtacc = TensorAccessor(wt_args, wtab_addr, SF_W * 16); const uint32_t cnt_l1 = get_write_ptr(cb_scratch); // slot counts (NSLOT x 16 B) const uint32_t kps = cnt_l1 + (SF_NSLOT * 16 + SF_CNT_PAGE - 1) / SF_CNT_PAGE * SF_CNT_PAGE; // 32 keypoint entries (512 B) const uint32_t wblk = kps + 512; // 8 x 64 B tap-weight blocks (group 0) for (uint32_t pg = 0; pg * SF_CNT_PAGE < SF_NSLOT * 16; ++pg) { // L1-interleaved count pages noc_async_read(nacc.get_noc_addr(pg), cnt_l1 + pg * SF_CNT_PAGE, SF_CNT_PAGE); } noc_async_read_barrier(); const uint32_t n = kplist_scan(cnt_l1, pre).kept; uint32_t cur_tr = 0xFFFFFFFF; for (uint32_t ui = 0; ui < nunits; ++ui) { const uint32_t u = get_arg_val(3 + ui); const uint32_t tr = (u / NQ) * KPU, q = u % NQ; // tr: first keypoint row of the unit const bool active = tr < n, first = ui == 0; const uint32_t* kp = reinterpret_cast(kps); if (active) { if (tr != cur_tr) { kplist_gather(pre, rec_addr, tr, n, kps); noc_async_read_barrier(); cur_tr = tr; } if (first) { // tap weights of group 0 (waited for by the first group's barrier) for (uint32_t r = 0; r < KPT; ++r) { const uint32_t yx = kp[4 * r]; const uint32_t y = yx >> 16, x = yx & 0xFFFF; noc_async_read(wtacc.get_noc_addr(y) + ((x * 16) & ~63u), wblk + r * 64, 64); } } } for (uint32_t gi = 0; gi < KT; ++gi) { const uint32_t g = first ? ((gi + 1) % KT) : gi; cb_reserve_back(cb_g, 4); if (active) { const uint32_t g0 = get_write_ptr(cb_g); for (uint32_t t = 0; t < 4; ++t) { const uint32_t xs = (t & 1) ? 0 : 16, ys = (t >> 1) ? 0 : 16; for (uint32_t i = 0; i < KPT; ++i) { const uint32_t r = g * KPT + i; const uint32_t cell = ((kp[4 * r + 2] >> ys) & 0xFFFF) + ((kp[4 * r + 3] >> xs) & 0xFFFF); noc_async_read(dacc.get_noc_addr(cell) + q * CPU * 2, g0 + t * 2048 + i * CPU * 2, CPU * 2); } } noc_async_read_barrier(); } cb_push_back(cb_g, 4); } if (first) { cb_reserve_back(cb_w0, 2); if (active) { uint32_t* w0 = reinterpret_cast(get_write_ptr(cb_w0)); for (uint32_t i = 0; i < KPT; ++i) { const uint32_t x = kp[4 * i] & 0xFFFF; const uint32_t* wv = reinterpret_cast(wblk + i * 64 + ((x * 16) & 63)); for (uint32_t t = 0; t < 4; ++t) { const uint32_t v = wv[t]; uint32_t* d = w0 + (t >> 1) * 1024 + ((t & 1) * KPT + i) * 64; #ifdef SF_WC16 // SF_WC16: only DST row 4 b of the block (16 words); the compute kernel broadcasts it (SFPTRANSP) for (uint32_t c = 0; c < 16; c += 8) { d[c] = v; d[c + 1] = v; d[c + 2] = v; d[c + 3] = v; d[c + 4] = v; d[c + 5] = v; d[c + 6] = v; d[c + 7] = v; } #else for (uint32_t c = 0; c < 64; c += 8) { d[c] = v; d[c + 1] = v; d[c + 2] = v; d[c + 3] = v; d[c + 4] = v; d[c + 5] = v; d[c + 6] = v; d[c + 7] = v; } #endif } } } cb_push_back(cb_w0, 2); } } }