#pragma clang diagnostic ignored "-Wunused-variable" #pragma clang diagnostic ignored "-Wunused-function" #pragma clang diagnostic ignored "-Wunused-but-set-variable" #ifdef HTP_DEBUG # define FARF_HIGH 1 #endif #include #include #include #include #include #include #include #include #include #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" #include "htp-dma.h" #include "htp-msg.h" #include "htp-ops.h" #include "hvx-utils.h" #include "ops-utils.h" typedef void (*hvx_elemwise_f32_func)(const uint8_t * src0, const uint8_t * src1, uint8_t * data_dst, const int num_elems); static hvx_elemwise_f32_func func_table_HVX[] = { hvx_mul_f32, hvx_add_f32, hvx_sub_f32 }; static hvx_elemwise_f32_func func_table_HVX_opt[] = { hvx_mul_f32_opt, hvx_add_f32_opt, hvx_sub_f32_opt }; #define htp_binary_preamble \ const uint32_t ne00 = src0->ne[0]; \ const uint32_t ne01 = src0->ne[1]; \ const uint32_t ne02 = src0->ne[2]; \ const uint32_t ne03 = src0->ne[3]; \ \ const uint32_t ne10 = src1->ne[0]; \ const uint32_t ne11 = src1->ne[1]; \ const uint32_t ne12 = src1->ne[2]; \ const uint32_t ne13 = src1->ne[3]; \ \ const uint32_t ne0 = dst->ne[0]; \ const uint32_t ne1 = dst->ne[1]; \ const uint32_t ne2 = dst->ne[2]; \ const uint32_t ne3 = dst->ne[3]; \ \ const uint32_t nb00 = src0->nb[0]; \ const uint32_t nb01 = src0->nb[1]; \ const uint32_t nb02 = src0->nb[2]; \ const uint32_t nb03 = src0->nb[3]; \ \ const uint32_t nb10 = src1->nb[0]; \ const uint32_t nb11 = src1->nb[1]; \ const uint32_t nb12 = src1->nb[2]; \ const uint32_t nb13 = src1->nb[3]; \ \ const uint32_t nb0 = dst->nb[0]; \ const uint32_t nb1 = dst->nb[1]; \ const uint32_t nb2 = dst->nb[2]; \ const uint32_t nb3 = dst->nb[3]; static void binary_job_f32_per_thread(const struct htp_tensor * src0, const struct htp_tensor * src1, struct htp_tensor * dst, uint8_t * spad_data, uint32_t nth, uint32_t ith, uint32_t src0_nrows_per_thread, enum htp_op op) { htp_binary_preamble; const size_t src0_row_size = nb01; const size_t src1_row_size = nb11; const size_t dst_row_size = nb1; const uint32_t src0_nrows = ne01 * ne02 * ne03; // src0 rows const uint32_t src1_nrows = ne11 * ne12 * ne13; // src1 rows const uint32_t src0_start_row = src0_nrows_per_thread * ith; const uint32_t src0_end_row = MIN(src0_start_row + src0_nrows_per_thread, src0_nrows); // no work for this thread if (src0_start_row >= src0_end_row) { return; } uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); int is_aligned = 1; int opt_path = 0; if ((0 == htp_is_aligned((void *) src0->data, VLEN)) || (0 == htp_is_aligned((void *) src1->data, VLEN)) || (0 == htp_is_aligned((void *) dst->data, VLEN))) { FARF(HIGH, "binary-f32: unaligned addresses in elementwise op, possibly slower execution\n"); is_aligned = 0; } if ((1 == is_aligned) && !(nb01 & (VLEN - 1))) { opt_path = 1; } hvx_elemwise_f32_func func_HVX = (1 == opt_path) ? func_table_HVX_opt[op] : func_table_HVX[op]; uint8_t * restrict spad_data_th = spad_data + (ith * src0_row_size); const uint32_t nr0 = ne00 / ne10; const uint8_t * restrict src0_ptr = (const uint8_t *) src0->data + (src0_start_row * src0_row_size); uint8_t * restrict dst_ptr = (uint8_t *) dst->data + (src0_start_row * dst_row_size); const uint8_t * restrict data_src1 = (const uint8_t *) src1->data; const uint8_t * restrict src1_ptr = NULL; for (uint32_t ir = src0_start_row; ir < src0_end_row; ir++) { src1_ptr = data_src1 + (ir % src1_nrows) * src1_row_size; if (ir + 1 < src0_end_row) { htp_l2fetch(src0_ptr + ne00, 1, src0_row_size, src0_row_size); if (src1_row_size == src0_row_size) { htp_l2fetch(src1_ptr, 1, src1_row_size, src1_row_size); } } if (nr0 > 1) { if ((1 == is_aligned) && (nr0 == ne00)) { hvx_bcast_fp32_a(spad_data_th, *(float *) src1_ptr, nr0); } else { for (uint32_t r = 0; r < nr0; r++) { memcpy(spad_data_th + r * nb11, (const uint8_t *) src1_ptr, nb11); } } func_HVX((const uint8_t *) src0_ptr, (const uint8_t *) spad_data_th, (uint8_t *) dst_ptr, ne00); } else { func_HVX((const uint8_t *) src0_ptr, (const uint8_t *) src1_ptr, (uint8_t *) dst_ptr, ne00); } src0_ptr += src0_row_size; dst_ptr += dst_row_size; } t2 = HAP_perf_get_qtimer_count(); FARF(HIGH, "binary-f32 %d/%d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", ith, nth, opt_path, ne00, ne01, ne02, ne03, src0_start_row, src0_end_row, ne10, ne11, ne12, ne13, ne0, ne1, ne2, ne3, (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); } static void binary_add_id_job_f32_per_thread(const struct htp_tensor * src0, const struct htp_tensor * src1, const struct htp_tensor * src2, struct htp_tensor * dst, uint8_t * spad_data, uint32_t nth, uint32_t ith, uint32_t src0_nrows_per_thread, hvx_elemwise_f32_func func_HVX) { htp_binary_preamble; const size_t src0_row_size = nb01; const size_t src1_row_size = nb11; const size_t dst_row_size = nb1; const uint32_t ne02_ne01 = ne02 * ne01; const uint32_t src0_nrows = ne01 * ne02 * ne03; // src0 rows const uint32_t src0_start_row = src0_nrows_per_thread * ith; const uint32_t src0_end_row = MIN(src0_start_row + src0_nrows_per_thread, src0_nrows); // no work for this thread if (src0_start_row >= src0_end_row) { return; } uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); if ((0 == htp_is_aligned((void *) src0->data, VLEN)) || (0 == htp_is_aligned((void *) src1->data, VLEN)) || (0 == htp_is_aligned((void *) dst->data, VLEN))) { FARF(HIGH, "add-id-f32: unaligned addresses, possibly slower execution\n"); } const uint8_t * restrict data_src0 = (const uint8_t *) src0->data; const uint8_t * restrict data_src1 = (const uint8_t *) src1->data; uint8_t * restrict data_dst = (uint8_t *) dst->data; for (uint32_t ir = src0_start_row; ir < src0_end_row; ir++) { // src0 indices const uint32_t i03 = ir / ne02_ne01; const uint32_t i02 = (ir - i03 * ne02_ne01) / ne01; const uint32_t i01 = (ir - i03 * ne02_ne01 - i02 * ne01); // src1 indices const int i11 = *(int32_t *) ((char *) src2->data + i01 * src2->nb[0] + i02 * src2->nb[1]); assert(i11 >= 0 && i11 < ne11); float * restrict dst_ptr = (float *) (data_dst + i03 * nb3 + i02 * nb2 + i01 * nb1); const float * restrict src0_ptr = (const float *) (data_src0 + i03 * nb03 + i02 * nb02 + i01 * nb01); const float * restrict src1_ptr = (const float *) (data_src1 + 0 + 0 + i11 * nb11); if (ir + 1 < src0_end_row) { htp_l2fetch(src0_ptr + ne00, 1, src0_row_size, src0_row_size); if (src1_row_size == src0_row_size) { htp_l2fetch(src1_ptr + ne10, 1, src1_row_size, src1_row_size); } } const uint32_t nr0 = ne00 / ne10; if (nr0 > 1) { for (uint32_t r = 0; r < nr0; r++) { memcpy(spad_data + r * nb10, (const uint8_t *) src1_ptr, nb10); } func_HVX((const uint8_t *) src0_ptr, (const uint8_t *) spad_data, (uint8_t *) dst_ptr, ne00); } else { func_HVX((const uint8_t *) src0_ptr, (const uint8_t *) src1_ptr, (uint8_t *) dst_ptr, ne00); } } t2 = HAP_perf_get_qtimer_count(); FARF(HIGH, "add-id-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u (%ux%ux%ux%u) -> %ux%ux%ux%u usec %u\n", ith, nth, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], src0_start_row, src0_end_row, src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], src2->ne[0], src2->ne[1], src2->ne[2], src2->ne[3], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); } static void binary_job_dispatcher_f32(unsigned int n, unsigned int i, void * data) { struct htp_ops_context * octx = (struct htp_ops_context *) data; switch (octx->op) { case HTP_OP_MUL: case HTP_OP_ADD: case HTP_OP_SUB: binary_job_f32_per_thread(&octx->src0, &octx->src1, &octx->dst, octx->src1_spad.data, n, i, octx->src0_nrows_per_thread, octx->op); break; case HTP_OP_ADD_ID: binary_add_id_job_f32_per_thread(&octx->src0, &octx->src1, &octx->src2, &octx->dst, octx->src0_spad.data, n, i, octx->src0_nrows_per_thread, hvx_add_f32); break; default: FARF(ERROR, "Unknown Binary Op %u", octx->op); break; } } static int execute_op_binary_f32(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; const struct htp_tensor * src0 = &octx->src0; const struct htp_tensor * src1 = &octx->src1; struct htp_tensor * dst = &octx->dst; worker_callback_t binary_op_func; const char * op_type = NULL; switch (octx->op) { case HTP_OP_MUL: binary_op_func = binary_job_dispatcher_f32; op_type = "mul-f32"; break; case HTP_OP_ADD: binary_op_func = binary_job_dispatcher_f32; op_type = "add-f32"; break; case HTP_OP_SUB: binary_op_func = binary_job_dispatcher_f32; op_type = "sub-f32"; break; case HTP_OP_ADD_ID: binary_op_func = binary_job_dispatcher_f32; op_type = "add-id-f32"; break; default: FARF(ERROR, "Unsupported binary-Op %u\n", octx->op); return HTP_STATUS_NO_SUPPORT; } const int n_threads = octx->n_threads; const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; const size_t src0_row_size = src0->nb[1]; const size_t src1_row_size = src1->nb[1]; const size_t dst_row_size = dst->nb[1]; // VTCM scratchpads for all tensors octx->dst_spad.size = htp_round_up(dst_row_size, 128) * n_threads; octx->src0_spad.size = htp_round_up(src0_row_size, 128) * n_threads; octx->src1_spad.size = htp_round_up(src1_row_size, 128) * n_threads; size_t spad_size = octx->src0_spad.size + octx->src1_spad.size + octx->dst_spad.size; FARF(HIGH, "%s: (%ux%ux%ux%u) * (%ux%ux%ux%u) -> (%ux%ux%ux%u) : src0-spad-size %u src1-spad-size %u dst-spad-size %u\n", op_type, src0->ne[0], src0->ne[1], src0->ne[2], src0->ne[3], src1->ne[0], src1->ne[1], src1->ne[2], src1->ne[3], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], octx->src0_spad.size, octx->src1_spad.size, octx->dst_spad.size); // Make sure the reserved vtcm size is sufficient if (octx->ctx->vtcm_size < spad_size) { FARF(ERROR, "binary-%s : current VTCM reservation %zu is too small, needed %zu\n", op_type, octx->ctx->vtcm_size, spad_size); return HTP_STATUS_VTCM_TOO_SMALL; } octx->src0_spad.data = octx->ctx->vtcm_base; octx->src1_spad.data = octx->src0_spad.data + octx->src0_spad.size; octx->dst_spad.data = octx->src1_spad.data + octx->src1_spad.size; if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) { uint32_t n_jobs = MIN(n_threads, src0_nrows); octx->src0_nrows_per_thread = (src0_nrows + n_jobs - 1) / n_jobs; worker_pool_run_func(octx->ctx->worker_pool, binary_op_func, octx, n_jobs); } return err; } int op_binary(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; switch (octx->src0.type) { case HTP_TYPE_F32: err = execute_op_binary_f32(octx); break; default: err = HTP_STATUS_NO_SUPPORT; break; } return err; }