#pragma clang diagnostic ignored "-Wunused-variable" #pragma clang diagnostic ignored "-Wunused-function" #pragma clang diagnostic ignored "-Wunused-but-set-variable" #include #include #include #include #include "hex-dma.h" #include "hvx-utils.h" #define GGML_COMMON_DECL_C #include "ggml-common.h" #include "htp-ctx.h" #include "htp-msg.h" #include "htp-ops.h" #ifndef MIN #define MIN(a, b) ((a) < (b) ? (a) : (b)) #endif // Context for binary operations struct htp_binary_context { struct htp_ops_context * octx; struct fastdiv_values dim1_div; struct fastdiv_values dim2_div; struct fastdiv_values dim12_div; struct fastdiv_values src1_dim1_div; // ne11 struct fastdiv_values src1_dim2_div; // ne12 struct fastdiv_values src1_dim3_div; // ne13 uint32_t nrows_per_thread; bool split_at_ne01; bool split_at_ne02; // Precomputed values uint32_t block_max; size_t src0_row_size_aligned; size_t src1_row_size_aligned; size_t dst_row_size_aligned; uint32_t src1_fetch_rows; // 1 or block_max uint32_t src1_dma_stride; // 0 or stride }; #define htp_binary_preamble \ const struct htp_tensor * src0 = &octx->src0; \ const struct htp_tensor * src1 = &octx->src1; \ struct htp_tensor * dst = &octx->dst; \ \ 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 nb01 = src0->nb[1]; \ const uint32_t nb02 = src0->nb[2]; \ const uint32_t nb03 = src0->nb[3]; \ \ const uint32_t nb11 = src1->nb[1]; \ const uint32_t nb12 = src1->nb[2]; \ const uint32_t nb13 = src1->nb[3]; \ \ const uint32_t nb1 = dst->nb[1]; \ const uint32_t nb2 = dst->nb[2]; \ const uint32_t nb3 = dst->nb[3]; static inline uint32_t calc_block_size(struct htp_binary_context * bctx, uint32_t ir, uint32_t end_row, uint32_t ne01, uint32_t ne02) { uint32_t i03, i02, i01, rem; i03 = fastdiv(ir, &bctx->dim12_div); rem = ir - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint32_t rows_left = end_row - ir; uint32_t block_limit = rows_left; if (bctx->split_at_ne01) { block_limit = MIN(block_limit, ne01 - i01); } if (bctx->split_at_ne02) { uint32_t rows_in_plane = (ne02 * ne01) - rem; block_limit = MIN(block_limit, rows_in_plane); } return MIN(bctx->block_max, block_limit); } // Macro for scalar op switch #define COMPUTE_SCALAR_OP(DST, SRC, VAL, TYPE, N) \ if(TYPE == HTP_TYPE_F32) { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_scalar_f32_aa(DST, SRC, *(float *)VAL, N); break; \ case HTP_OP_SUB: hvx_sub_scalar_f32_aa(DST, SRC, *(float *)VAL, N); break; \ case HTP_OP_MUL: hvx_mul_scalar_f32_aa(DST, SRC, *(float *)VAL, N); break; \ case HTP_OP_DIV: hvx_mul_scalar_f32_aa(DST, SRC, 1.0f / (*(float *)VAL), N); break; \ default: break; \ } \ } \ else { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ case HTP_OP_SUB: hvx_sub_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ case HTP_OP_MUL: hvx_mul_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ case HTP_OP_DIV: hvx_div_scalar_f16_aa(DST, SRC, *(_Float16 *)VAL, N); break; \ default: break; \ } \ } // Macro for vector op switch (All Aligned) #define COMPUTE_VECTOR_OP_AAA(DST, SRC0, SRC1, TYPE, N) \ if(TYPE == HTP_TYPE_F32) { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_f32_aaa(DST, SRC0, SRC1, N); break; \ case HTP_OP_SUB: hvx_sub_f32_aaa(DST, SRC0, SRC1, N); break; \ case HTP_OP_MUL: hvx_mul_f32_aaa(DST, SRC0, SRC1, N); break; \ case HTP_OP_DIV: hvx_div_f32_aaa(DST, SRC0, SRC1, N); break; \ default: break; \ } \ } \ else { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_f16_aaa(DST, SRC0, SRC1, N); break; \ case HTP_OP_SUB: hvx_sub_f16_aaa(DST, SRC0, SRC1, N); break; \ case HTP_OP_MUL: hvx_mul_f16_aaa(DST, SRC0, SRC1, N); break; \ case HTP_OP_DIV: hvx_div_f16_aaa(DST, SRC0, SRC1, N); break; \ default: break; \ } \ } // Macro for vector op switch (Dst Aligned, Src0 Aligned, Src1 Unaligned) #define COMPUTE_VECTOR_OP_AAU(DST, SRC0, SRC1, TYPE, N) \ if(TYPE == HTP_TYPE_F32) { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_f32_aau(DST, SRC0, SRC1, N); break; \ case HTP_OP_SUB: hvx_sub_f32_aau(DST, SRC0, SRC1, N); break; \ case HTP_OP_MUL: hvx_mul_f32_aau(DST, SRC0, SRC1, N); break; \ case HTP_OP_DIV: hvx_div_f32_aau(DST, SRC0, SRC1, N); break; \ default: break; \ } \ } \ else { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_f16_aau(DST, SRC0, SRC1, N); break; \ case HTP_OP_SUB: hvx_sub_f16_aau(DST, SRC0, SRC1, N); break; \ case HTP_OP_MUL: hvx_mul_f16_aau(DST, SRC0, SRC1, N); break; \ case HTP_OP_DIV: hvx_div_f16_aau(DST, SRC0, SRC1, N); break; \ default: break; \ } \ } // Macro for vector op switch (All Unaligned - generic loop used in element repeat) #define COMPUTE_VECTOR_OP_UUU(DST, SRC0, SRC1, TYPE, N) \ if(TYPE == HTP_TYPE_F32) { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_f32_uuu(DST, SRC0, SRC1, N); break; \ case HTP_OP_SUB: hvx_sub_f32_uuu(DST, SRC0, SRC1, N); break; \ case HTP_OP_MUL: hvx_mul_f32_uuu(DST, SRC0, SRC1, N); break; \ case HTP_OP_DIV: hvx_div_f32_uuu(DST, SRC0, SRC1, N); break; \ default: break; \ } \ } \ else { \ switch (octx->op) { \ case HTP_OP_ADD: hvx_add_f16_uuu(DST, SRC0, SRC1, N); break; \ case HTP_OP_SUB: hvx_sub_f16_uuu(DST, SRC0, SRC1, N); break; \ case HTP_OP_MUL: hvx_mul_f16_uuu(DST, SRC0, SRC1, N); break; \ case HTP_OP_DIV: hvx_div_f16_uuu(DST, SRC0, SRC1, N); break; \ default: break; \ } \ } // 1. Scalar src1 (ne10 == 1) static void binary_job_scalar(unsigned int nth, unsigned int ith, void * data) { struct htp_binary_context * bctx = (struct htp_binary_context *) data; struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; const uint32_t src0_type = octx->src0.type; const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; int spad_idx = 0; // Preamble for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; i03 = fastdiv(ir_prefetch, &bctx->dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } // Main loop for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; uint32_t i03, i02, i01, rem; i03 = fastdiv(ir, &bctx->dim12_div); rem = ir - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; // src1 indices (broadcast/repeat) uint32_t i13 = fastmodulo(i03, ne13, &bctx->src1_dim3_div); uint32_t i12 = fastmodulo(i02, ne12, &bctx->src1_dim2_div); uint32_t i11 = fastmodulo(i01, ne11, &bctx->src1_dim1_div); uint8_t * src1_ptr = (uint8_t *)src1->data + i13 * nb13 + i12 * nb12 + i11 * nb11; uint32_t s1_stride = (ne11 == 1) ? 0 : nb11; for (uint32_t r = 0; r < current_block_size; r++) { uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; COMPUTE_SCALAR_OP(r_dst, r_src0, src1_ptr, src0_type, ne00); src1_ptr += s1_stride; } uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; p03 = fastdiv(ir_prefetch, &bctx->dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); p02 = fastdiv(prem, &bctx->dim1_div); p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; } dma_queue_flush(q); } // 2. Vector Same Shape (ne1x == ne0x) or Simple Broadcast static void binary_job_vector_same_shape(unsigned int nth, unsigned int ith, void * data) { struct htp_binary_context * bctx = (struct htp_binary_context *) data; struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; const uint32_t src0_type = octx->src0.type; const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * src1_spad_base = octx->src1_spad.data + (ith * octx->src1_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; size_t src1_spad_half = octx->src1_spad.size_per_thread / 2; size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; int spad_idx = 0; for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; i03 = fastdiv(ir_prefetch, &bctx->dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint32_t i13 = (ne13 == 1) ? 0 : i03; uint32_t i12 = (ne12 == 1) ? 0 : i02; uint32_t i11 = (ne11 == 1) ? 0 : i01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * src1_base = (uint8_t *)src1->data + i13 * nb13 + i12 * nb12 + i11 * nb11; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * s1_spad = src1_spad_base + spad_idx * src1_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); dma_queue_push(q, dma_make_ptr(s1_spad, src1_base), bctx->src1_row_size_aligned, bctx->src1_dma_stride, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; uint8_t * s1_spad = (uint8_t *) dma_queue_pop(q).dst; for (uint32_t r = 0; r < current_block_size; r++) { uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_src1 = s1_spad + r * bctx->src1_row_size_aligned; uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; COMPUTE_VECTOR_OP_AAA(r_dst, r_src0, r_src1, src0_type, ne00); } uint32_t i03, i02, i01, rem; i03 = fastdiv(ir, &bctx->dim12_div); rem = ir - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; p03 = fastdiv(ir_prefetch, &bctx->dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); p02 = fastdiv(prem, &bctx->dim1_div); p01 = prem - p02 * ne01; uint32_t p13 = (ne13 == 1) ? 0 : p03; uint32_t p12 = (ne12 == 1) ? 0 : p02; uint32_t p11 = (ne11 == 1) ? 0 : p01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; uint8_t * s1_next = (uint8_t *)src1->data + p13 * nb13 + p12 * nb12 + p11 * nb11; dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); dma_queue_push(q, dma_make_ptr(s1_spad, s1_next), bctx->src1_row_size_aligned, bctx->src1_dma_stride, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; } dma_queue_flush(q); } // 3. Row Broadcast (ne11 == 1, ne12 == 1, single row src1) static void binary_job_vector_row_broadcast(unsigned int nth, unsigned int ith, void * data) { struct htp_binary_context * bctx = (struct htp_binary_context *) data; struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; const uint32_t src0_type = octx->src0.type; const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * src1_spad = octx->src1_spad.data + (ith * octx->src1_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; int spad_idx = 0; void * s1_ptr = (void *) src1_spad; for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; i03 = fastdiv(ir_prefetch, &bctx->dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; for (uint32_t r = 0; r < current_block_size; r++) { uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_src1 = (uint8_t *)s1_ptr; // Constant uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; COMPUTE_VECTOR_OP_AAA(r_dst, r_src0, r_src1, src0_type, ne00); } uint32_t i03, i02, i01, rem; i03 = fastdiv(ir, &bctx->dim12_div); rem = ir - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; p03 = fastdiv(ir_prefetch, &bctx->dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); p02 = fastdiv(prem, &bctx->dim1_div); p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; } dma_queue_flush(q); } // 4. Vector Complex (ne10 == ne00, complex broadcast) static void binary_job_vector_complex(unsigned int nth, unsigned int ith, void * data) { struct htp_binary_context * bctx = (struct htp_binary_context *) data; struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; const uint32_t src0_type = octx->src0.type; const uint32_t row_size_bytes = (src0_type == HTP_TYPE_F32) ? ne00 * sizeof(float) : ne00 * sizeof(_Float16); const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; int spad_idx = 0; for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; i03 = fastdiv(ir_prefetch, &bctx->dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; uint32_t i03, i02, i01, rem; i03 = fastdiv(ir, &bctx->dim12_div); rem = ir - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; for (uint32_t r = 0; r < current_block_size; r++) { uint32_t r_i01 = i01 + r; uint32_t i13 = fastmodulo(i03, ne13, &bctx->src1_dim3_div); uint32_t i12 = fastmodulo(i02, ne12, &bctx->src1_dim2_div); uint32_t i11 = fastmodulo(r_i01, ne11, &bctx->src1_dim1_div); uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_src1 = (uint8_t *)src1->data + i13 * nb13 + i12 * nb12 + i11 * nb11; uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; // Read src1 from DDR (unaligned) COMPUTE_VECTOR_OP_AAU(r_dst, r_src0, r_src1, src0_type, ne00); } uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; p03 = fastdiv(ir_prefetch, &bctx->dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); p02 = fastdiv(prem, &bctx->dim1_div); p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; } dma_queue_flush(q); } // 5. Element Repeat (ne10 != ne00) static void binary_job_element_repeat(unsigned int nth, unsigned int ith, void * data) { struct htp_binary_context * bctx = (struct htp_binary_context *) data; struct htp_ops_context * octx = bctx->octx; htp_binary_preamble; const uint32_t src0_type = octx->src0.type; const uint32_t elem_size_bytes = (src0_type == HTP_TYPE_F32) ? sizeof(float) : sizeof(_Float16); const uint32_t row_size_bytes = ne00 * elem_size_bytes;; const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; int spad_idx = 0; for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; i03 = fastdiv(ir_prefetch, &bctx->dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, row_size_bytes, current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; uint32_t i03, i02, i01, rem; i03 = fastdiv(ir, &bctx->dim12_div); rem = ir - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; for (uint32_t r = 0; r < current_block_size; r++) { uint32_t r_i01 = i01 + r; uint32_t i13 = fastmodulo(i03, ne13, &bctx->src1_dim3_div); uint32_t i12 = fastmodulo(i02, ne12, &bctx->src1_dim2_div); uint32_t i11 = fastmodulo(r_i01, ne11, &bctx->src1_dim1_div); uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_src1_row = (uint8_t *)src1->data + i13 * nb13 + i12 * nb12 + i11 * nb11; uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; // Repeat src1 row for (uint32_t c = 0; c < ne00; c += ne10) { uint32_t len = MIN(ne10, ne00 - c); // Use UUU for speed and simplicity COMPUTE_VECTOR_OP_UUU(r_dst + c * elem_size_bytes, r_src0 + c * elem_size_bytes, r_src1_row, src0_type, len); } } uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, row_size_bytes, current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; p03 = fastdiv(ir_prefetch, &bctx->dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); p02 = fastdiv(prem, &bctx->dim1_div); p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, row_size_bytes, next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; } dma_queue_flush(q); } // 6. ADD_ID (src1 gathered via src2 indices) static void binary_job_add_id(unsigned int nth, unsigned int ith, void * data) { struct htp_binary_context * bctx = (struct htp_binary_context *) data; struct htp_ops_context * octx = bctx->octx; const struct htp_tensor * src0 = &octx->src0; const struct htp_tensor * src1 = &octx->src1; const struct htp_tensor * src2 = &octx->src2; struct htp_tensor * dst = &octx->dst; 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 ne11 = src1->ne[1]; // for bounds check const uint32_t nb01 = src0->nb[1]; const uint32_t nb02 = src0->nb[2]; const uint32_t nb03 = src0->nb[3]; const uint32_t nb11 = src1->nb[1]; // src1 row stride const uint32_t nb1 = dst->nb[1]; const uint32_t nb2 = dst->nb[2]; const uint32_t nb3 = dst->nb[3]; const uint32_t total_rows = ne01 * ne02 * ne03; const uint32_t start_row = bctx->nrows_per_thread * ith; const uint32_t end_row = MIN(start_row + bctx->nrows_per_thread, total_rows); if (start_row >= end_row) return; uint8_t * src0_spad_base = octx->src0_spad.data + (ith * octx->src0_spad.size_per_thread); uint8_t * dst_spad_base = octx->dst_spad.data + (ith * octx->dst_spad.size_per_thread); size_t src0_spad_half = octx->src0_spad.size_per_thread / 2; size_t dst_spad_half = octx->dst_spad.size_per_thread / 2; dma_queue * q = octx->ctx->dma[ith]; uint32_t ir_prefetch = start_row; int spad_idx = 0; for (int k = 0; k < 2 && ir_prefetch < end_row; k++) { uint32_t current_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t i03, i02, i01, rem; i03 = fastdiv(ir_prefetch, &bctx->dim12_div); rem = ir_prefetch - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; uint8_t * src0_curr = (uint8_t *)src0->data + i03 * nb03 + i02 * nb02 + i01 * nb01; uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; uint8_t * s0_spad = src0_spad_base + spad_idx * src0_spad_half; uint8_t * d_spad = dst_spad_base + spad_idx * dst_spad_half; dma_queue_push_vtcm_to_ddr(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, 0); dma_queue_push(q, dma_make_ptr(s0_spad, src0_curr), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), current_block_size); ir_prefetch += current_block_size; spad_idx ^= 1; } for (uint32_t ir = start_row; ir < end_row; ) { uint32_t current_block_size = calc_block_size(bctx, ir, end_row, ne01, ne02); uint8_t * d_spad = (uint8_t *) dma_queue_pop(q).src; uint8_t * s0_spad = (uint8_t *) dma_queue_pop(q).dst; uint32_t i03, i02, i01, rem; i03 = fastdiv(ir, &bctx->dim12_div); rem = ir - i03 * (ne02 * ne01); i02 = fastdiv(rem, &bctx->dim1_div); i01 = rem - i02 * ne01; for (uint32_t r = 0; r < current_block_size; r++) { uint32_t r_i01 = i01 + r; // linear within block since we split at ne01 const int32_t idx = *(int32_t *)((char *)src2->data + r_i01 * src2->nb[0] + i02 * src2->nb[1]); uint8_t * r_src1 = (uint8_t *)src1->data + idx * nb11; uint8_t * r_src0 = s0_spad + r * bctx->src0_row_size_aligned; uint8_t * r_dst = d_spad + r * bctx->dst_row_size_aligned; hvx_add_f32_aau(r_dst, r_src0, r_src1, ne00); } uint8_t * dst_curr = (uint8_t *)dst->data + i03 * nb3 + i02 * nb2 + i01 * nb1; dma_queue_push(q, dma_make_ptr(dst_curr, d_spad), nb1, bctx->dst_row_size_aligned, ne00 * sizeof(float), current_block_size); if (ir_prefetch < end_row) { uint32_t next_block_size = calc_block_size(bctx, ir_prefetch, end_row, ne01, ne02); uint32_t p03, p02, p01, prem; p03 = fastdiv(ir_prefetch, &bctx->dim12_div); prem = ir_prefetch - p03 * (ne02 * ne01); p02 = fastdiv(prem, &bctx->dim1_div); p01 = prem - p02 * ne01; uint8_t * s0_next = (uint8_t *)src0->data + p03 * nb03 + p02 * nb02 + p01 * nb01; dma_queue_push(q, dma_make_ptr(s0_spad, s0_next), bctx->src0_row_size_aligned, nb01, ne00 * sizeof(float), next_block_size); ir_prefetch += next_block_size; } ir += current_block_size; } dma_queue_flush(q); } static int execute_op_binary(struct htp_ops_context * octx) { const struct htp_tensor * src0 = &octx->src0; const struct htp_tensor * src1 = &octx->src1; struct htp_tensor * dst = &octx->dst; const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; const uint32_t n_threads = MIN(octx->n_threads, src0_nrows); // Use packed row sizes for VTCM allocation const uint32_t src0_type = octx->src0.type; const size_t elem_size = (src0_type == HTP_TYPE_F32) ? sizeof(float) : sizeof(_Float16); const size_t src0_row_size = src0->ne[0] * elem_size; const size_t src1_row_size = src1->ne[0] * elem_size; const size_t dst_row_size = dst->ne[0] * elem_size; // Align to VLEN const size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); size_t src1_row_size_aligned = hex_round_up(src1_row_size, VLEN); bool is_add_id = (octx->op == HTP_OP_ADD_ID); bool is_scalar = !is_add_id && (src1->ne[0] == 1); // Determine which kernel we will use to alloc memory and dispatch bool use_vector_same = !is_add_id && !is_scalar && ((src0->nb[1] % VLEN) == 0) && (src1->ne[0] == src0->ne[0]) && (src1->ne[1] == src0->ne[1] || src1->ne[1] == 1) && (src1->ne[2] == src0->ne[2] || src1->ne[2] == 1) && (src1->ne[3] == src0->ne[3] || src1->ne[3] == 1); bool is_row_bcast = use_vector_same && (src1->ne[1] == 1 && src1->ne[2] == 1 && src1->ne[3] == 1); bool use_complex = !is_add_id && !is_scalar && !use_vector_same && (src1->ne[0] == src0->ne[0]); bool use_repeat = !is_add_id && !is_scalar && !use_vector_same && (src1->ne[0] != src0->ne[0]); size_t spad_row_total; if (is_scalar) { spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); } else if (is_row_bcast) { spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); } else if (use_vector_same) { spad_row_total = 2 * (src0_row_size_aligned + src1_row_size_aligned + dst_row_size_aligned); } else if (is_add_id) { spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); // src1 read directly } else { spad_row_total = 2 * (src0_row_size_aligned + dst_row_size_aligned); } size_t rows_per_buffer = octx->ctx->vtcm_size / (n_threads * spad_row_total); // Adjust for static src1 in row_bcast case if (is_row_bcast) { size_t needed_static = src1_row_size_aligned; if (octx->ctx->vtcm_size < needed_static) return HTP_STATUS_VTCM_TOO_SMALL; size_t avail = octx->ctx->vtcm_size - needed_static; rows_per_buffer = avail / (n_threads * spad_row_total); } if (rows_per_buffer < 1) { FARF(ERROR, "binary: VTCM too small\n"); return HTP_STATUS_VTCM_TOO_SMALL; } octx->src0_spad.size_per_thread = rows_per_buffer * 2 * src0_row_size_aligned; octx->dst_spad.size_per_thread = rows_per_buffer * 2 * dst_row_size_aligned; if (is_scalar || use_complex || use_repeat || is_add_id) { octx->src1_spad.size_per_thread = 0; } else if (is_row_bcast) { octx->src1_spad.size_per_thread = 0; } else { octx->src1_spad.size_per_thread = rows_per_buffer * 2 * src1_row_size_aligned; } octx->src0_spad.size = n_threads * octx->src0_spad.size_per_thread; if (is_row_bcast) { octx->src1_spad.size = src1_row_size_aligned; } else { octx->src1_spad.size = n_threads * octx->src1_spad.size_per_thread; } octx->dst_spad.size = n_threads * octx->dst_spad.size_per_thread; if (octx->ctx->vtcm_size < (octx->src0_spad.size + octx->src1_spad.size + octx->dst_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)) { return HTP_STATUS_OK; } dma_queue * q = octx->ctx->dma[0]; if (is_row_bcast) { dma_queue_push(q, dma_make_ptr(octx->src1_spad.data, (const void *) src1->data), src1_row_size_aligned, 0, src1->ne[0] * elem_size, 1); } struct htp_binary_context bctx; bctx.octx = octx; bctx.nrows_per_thread = (src0_nrows + n_threads - 1) / n_threads; bctx.block_max = rows_per_buffer; bctx.src0_row_size_aligned = src0_row_size_aligned; bctx.src1_row_size_aligned = src1_row_size_aligned; bctx.dst_row_size_aligned = dst_row_size_aligned; bctx.dim1_div = init_fastdiv_values(src0->ne[1]); bctx.dim2_div = init_fastdiv_values(src0->ne[2]); bctx.dim12_div = init_fastdiv_values(src0->ne[1] * src0->ne[2]); bctx.src1_dim1_div = init_fastdiv_values(src1->ne[1]); bctx.src1_dim2_div = init_fastdiv_values(src1->ne[2]); bctx.src1_dim3_div = init_fastdiv_values(src1->ne[3]); bool src0_contig_dim1 = (src0->nb[2] == src0->ne[1] * src0->nb[1]); bool dst_contig_dim1 = (dst->nb[2] == src0->ne[1] * dst->nb[1]); bool src0_contig_dim2 = (src0->nb[3] == src0->ne[2] * src0->nb[2]); bool dst_contig_dim2 = (dst->nb[3] == src0->ne[2] * dst->nb[2]); bctx.split_at_ne01 = (src0->ne[2] > 1) && ((src1->ne[1] > 1) || (src1->ne[2] > 1) || !src0_contig_dim1 || !dst_contig_dim1); bctx.split_at_ne02 = (src0->ne[3] > 1) && ((src1->ne[2] > 1) || (src1->ne[3] > 1) || !src0_contig_dim2 || !dst_contig_dim2); // Precompute specific kernel parameters if (use_vector_same) { bctx.src1_dma_stride = (src1->ne[1] == 1) ? 0 : src1->nb[1]; bctx.src1_fetch_rows = (src1->ne[1] == 1) ? 1 : rows_per_buffer; } worker_callback_t worker_func; if (is_add_id) worker_func = binary_job_add_id; else if (is_scalar) worker_func = binary_job_scalar; else if (is_row_bcast) worker_func = binary_job_vector_row_broadcast; else if (use_vector_same) worker_func = binary_job_vector_same_shape; else if (use_complex) worker_func = binary_job_vector_complex; else worker_func = binary_job_element_repeat; if (is_row_bcast) { dma_queue_pop(q); } worker_pool_run_func(octx->ctx->worker_pool, worker_func, &bctx, n_threads); return HTP_STATUS_OK; } int op_binary(struct htp_ops_context * octx) { // Does not support permutations of src1 const struct htp_tensor * src1 = &octx->src1; if (src1->nb[1] < src1->nb[0]) { return HTP_STATUS_NO_SUPPORT; } const uint32_t src0_type = octx->src0.type; if ((src0_type == HTP_TYPE_F32) || (src0_type == HTP_TYPE_F16)) { return execute_op_binary(octx); } return HTP_STATUS_NO_SUPPORT; }