#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" #define htp_act_preamble3 \ 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]; #define htp_act_preamble2 \ 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 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 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 glu_swiglu_f32_per_thread(const struct htp_tensor * src0, const struct htp_tensor * src1, struct htp_tensor * dst, const int32_t * op_params, struct htp_spad * src0_spad, struct htp_spad * src1_spad, struct htp_spad * dst_spad, uint32_t nth, uint32_t ith, uint32_t src0_nrows_per_thread, dma_queue * dma_queue) { htp_act_preamble3; size_t src0_row_size = nb01; size_t src1_row_size = nb11; size_t dst_row_size = nb1; 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(); 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; const bool src1_valid = src1->ne[0]; const int nc = (src1_valid) ? ne00 : ne00 / 2; if (!src1_valid) { const int32_t swapped = op_params[1]; data_src1 = data_src0; src1_row_size = src0_row_size; const size_t nc_in_bytes = nc * SIZEOF_FP32; data_src0 += swapped ? nc_in_bytes : 0; data_src1 += swapped ? 0 : nc_in_bytes; } const size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); const size_t src1_row_size_aligned = hex_round_up(src1_row_size, VLEN); const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); uint8_t * restrict src0_spad_data = src0_spad->data + (ith * src0_spad->size_per_thread); uint8_t * restrict src1_spad_data = src1_spad->data + (ith * src1_spad->size_per_thread); uint8_t * restrict dst_spad_data = dst_spad->data + (ith * dst_spad->size_per_thread); // While given src0_spad->size_per_thread, divide it to two ping-pong buffer for src0 size_t src0_spad_half_size = src0_spad->size_per_thread / 2; size_t src1_spad_half_size = src1_spad->size_per_thread / 2; size_t dst_spad_half_size = dst_spad->size_per_thread / 2; const int BLOCK = src0_spad_half_size / src0_row_size_aligned; // How many rows can we process in one block if (BLOCK == 0) { FARF(ERROR, "swiglu-f32 : current VTCM reservation %zu is too small for even 1 row per thread, needed at least %zu\n", src0_spad->size_per_thread, src0_row_size_aligned); return; } // See discussion: https://github.com/ggml-org/llama.cpp/pull/18151#issuecomment-3678235379 for (uint32_t ir = src0_start_row, spad_idx = 0; ir < src0_end_row && spad_idx < 2; ir += BLOCK, spad_idx++) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); // Dummy DMA transation for sequencing (interleaving dst,src,dst,...) dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst, dst_spad_data + (spad_idx * dst_spad_half_size)), dst_row_size, dst_row_size_aligned, 0); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad_data + (spad_idx * src0_spad_half_size), data_src0 + (ir * src0_row_size)), src0_row_size_aligned, src0_row_size, block_size); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src1_spad_data + (spad_idx * src1_spad_half_size), data_src1 + (ir * src1_row_size)), src1_row_size_aligned, src1_row_size, block_size); } for (uint32_t ir = src0_start_row; ir < src0_end_row; ir += BLOCK) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); float * dst_spad = (float *) dma_queue_pop(dma_queue).src; float * src0_spad = (float *) dma_queue_pop(dma_queue).dst; float * src1_spad = (float *) dma_queue_pop(dma_queue).dst; for (uint32_t ib = 0; ib < block_size; ib++) { const float * src0_spad_ptr = src0_spad + ib * (src0_row_size_aligned / sizeof(float)); const float * src1_spad_ptr = src1_spad + ib * (src1_row_size_aligned / sizeof(float)); float * dst_spad_ptr = dst_spad + ib * (dst_row_size_aligned / sizeof(float)); //swiglu(x) = x1 * sigmoid(x0) hvx_sigmoid_f32_aa((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, nc); hvx_mul_mul_f32_aa((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, (const uint8_t *) dst_spad_ptr, (const uint8_t *) src1_spad_ptr, nc); } dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst + (ir * dst_row_size), dst_spad), dst_row_size, dst_row_size_aligned, block_size); // prefetch N+2 loop iteration if any const uint32_t pref_block = (ir + BLOCK * 2); if (pref_block < src0_end_row) { const uint32_t pref_block_size = MIN(BLOCK, src0_end_row - pref_block); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad, data_src0 + (pref_block * src0_row_size)), src0_row_size_aligned, src0_row_size, pref_block_size); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src1_spad, data_src1 + (pref_block * src1_row_size)), src1_row_size_aligned, src1_row_size, pref_block_size); } } dma_queue_flush(dma_queue); t2 = HAP_perf_get_qtimer_count(); FARF(HIGH, "swiglu-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", ith, nth, 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 glu_swiglu_oai_f32_per_thread(const struct htp_tensor * src0, const struct htp_tensor * src1, struct htp_tensor * dst, const int32_t * op_params, struct htp_spad * src0_spad, struct htp_spad * src1_spad, struct htp_spad * dst_spad, uint32_t nth, uint32_t ith, uint32_t src0_nrows_per_thread, dma_queue * dma_queue) { htp_act_preamble3; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); size_t src0_row_size = nb01; size_t src1_row_size = nb11; size_t dst_row_size = nb1; 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; } 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; const bool src1_valid = src1->ne[0]; const int nc = (src1_valid) ? ne00 : ne00 / 2; if (!src1_valid) { const int32_t swapped = op_params[1]; data_src1 = data_src0; src1_row_size = src0_row_size; const size_t nc_in_bytes = nc * SIZEOF_FP32; data_src0 += swapped ? nc_in_bytes : 0; data_src1 += swapped ? 0 : nc_in_bytes; } const size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); const size_t src1_row_size_aligned = hex_round_up(src1_row_size, VLEN); const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); uint8_t * restrict src0_spad_data = src0_spad->data + (ith * src0_spad->size_per_thread); uint8_t * restrict src1_spad_data = src1_spad->data + (ith * src1_spad->size_per_thread); uint8_t * restrict dst_spad_data = dst_spad->data + (ith * dst_spad->size_per_thread); // While given src0_spad->size_per_thread, divide it to two ping-pong buffer for src0 size_t src0_spad_half_size = src0_spad->size_per_thread / 2; size_t src1_spad_half_size = src1_spad->size_per_thread / 2; size_t dst_spad_half_size = dst_spad->size_per_thread / 2; const int BLOCK = src0_spad_half_size / src0_row_size_aligned; // How many rows can we process in one block if (BLOCK == 0) { FARF(ERROR, "swiglu-oai-f32 : current VTCM reservation %zu is too small for even 1 row per thread, needed at least " "%zu\n", src0_spad->size_per_thread, src0_row_size_aligned); return; } const float alpha = ((const float *) (op_params))[2]; const float limit = ((const float *) (op_params))[3]; // See discussion: https://github.com/ggml-org/llama.cpp/pull/18151#issuecomment-3678235379 for (uint32_t ir = src0_start_row, spad_idx = 0; ir < src0_end_row && spad_idx < 2; ir += BLOCK, spad_idx++) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); // Dummy DMA transation for sequencing (interleaving dst,src,dst,...) dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst, dst_spad_data + (spad_idx * dst_spad_half_size)), dst_row_size, dst_row_size_aligned, 0); dma_queue_push_ddr_to_vtcm( dma_queue, dma_make_ptr(src0_spad_data + (spad_idx * src0_spad_half_size), data_src0 + (ir * src0_row_size)), src0_row_size_aligned, src0_row_size, block_size); dma_queue_push_ddr_to_vtcm( dma_queue, dma_make_ptr(src1_spad_data + (spad_idx * src1_spad_half_size), data_src1 + (ir * src1_row_size)), src1_row_size_aligned, src1_row_size, block_size); } for (uint32_t ir = src0_start_row; ir < src0_end_row; ir += BLOCK) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); float * dst_spad = (float *) dma_queue_pop(dma_queue).src; float * src0_spad = (float *) dma_queue_pop(dma_queue).dst; float * src1_spad = (float *) dma_queue_pop(dma_queue).dst; for (uint32_t ib = 0; ib < block_size; ib++) { const float * src0_spad_ptr = src0_spad + ib * (src0_row_size_aligned / sizeof(float)); const float * src1_spad_ptr = src1_spad + ib * (src1_row_size_aligned / sizeof(float)); float * dst_spad_ptr = dst_spad + ib * (dst_row_size_aligned / sizeof(float)); // x (src0_spad_data) = std::min(src0_p[k], limit); hvx_min_scalar_f32((uint8_t *) src0_spad_ptr, (const uint8_t *) src0_spad_ptr, limit, nc); // y1 (src1_spad_data) = std::clamp(src1_p[k], -limit, limit); hvx_clamp_scalar_f32((uint8_t *) src1_spad_ptr, (const uint8_t *) src1_spad_ptr, -limit, limit, nc); // y (src1_spad_data) = y1 + 1.f hvx_add_scalar_f32((uint8_t *) src1_spad_ptr, (const uint8_t *) src1_spad_ptr, 1.0, nc); // x1 (dst_spad_data) = alpha * (x) hvx_mul_scalar_f32((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, alpha, nc); // x2 (dst_spad_data) = sigmoid(x1) = 1/(1+exp(-x1)) hvx_sigmoid_f32_aa((uint8_t *) dst_spad_ptr, (const uint8_t *) dst_spad_ptr, nc); // out = x * sigmoid(alpha * x) * (y + 1.f) hvx_mul_mul_f32_aa((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, (const uint8_t *) dst_spad_ptr, (const uint8_t *) src1_spad_ptr, nc); } dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst + (ir * dst_row_size), dst_spad), dst_row_size, dst_row_size_aligned, block_size); // prefetch N+2 loop iteration if any const uint32_t pref_block = (ir + BLOCK * 2); if (pref_block < src0_end_row) { const uint32_t pref_block_size = MIN(BLOCK, src0_end_row - pref_block); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad, data_src0 + (pref_block * src0_row_size)), src0_row_size_aligned, src0_row_size, pref_block_size); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src1_spad, data_src1 + (pref_block * src1_row_size)), src1_row_size_aligned, src1_row_size, pref_block_size); } } dma_queue_flush(dma_queue); t2 = HAP_perf_get_qtimer_count(); FARF(HIGH, "swiglu-oai-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %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], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); } static void unary_gelu_f32_per_thread(const struct htp_tensor * src0, struct htp_tensor * dst, const int32_t * op_params, struct htp_spad * src0_spad, struct htp_spad * dst_spad, uint32_t nth, uint32_t ith, uint32_t src0_nrows_per_thread, dma_queue * dma_queue) { htp_act_preamble2; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); const size_t src0_row_size = nb01; const size_t dst_row_size = nb1; 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); const uint32_t src0_nrows = ne01 * ne02 * ne03; 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; } const uint8_t * data_src0 = (const uint8_t *) src0->data; uint8_t * data_dst = (uint8_t *) dst->data; uint8_t * src0_spad_data = src0_spad->data + (ith * src0_spad->size_per_thread); uint8_t * dst_spad_data = dst_spad->data + (ith * dst_spad->size_per_thread); // While given src0_spad->size_per_thread, divide it to two ping-pong buffer for src0 size_t src0_spad_half_size = src0_spad->size_per_thread / 2; size_t dst_spad_half_size = dst_spad->size_per_thread / 2; // In gelu = x*sigmoid(x*1.702) const int BLOCK = src0_spad_half_size / src0_row_size_aligned; // How many rows can we process in one block if (BLOCK == 0) { FARF(ERROR, "gelu-f32 : current VTCM reservation %zu is too small for even 1 row per thread, needed at least %zu\n", src0_spad->size_per_thread, src0_row_size_aligned); return; } // See discussion: https://github.com/ggml-org/llama.cpp/pull/18151#issuecomment-3678235379 for (uint32_t ir = src0_start_row, spad_idx = 0; ir < src0_end_row && spad_idx < 2; ir += BLOCK, spad_idx++) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); // Dummy DMA transation for sequencing (interleaving dst,src,dst,...) dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst, dst_spad_data + (spad_idx * dst_spad_half_size)), dst_row_size, dst_row_size_aligned, 0); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad_data + (spad_idx * src0_spad_half_size), data_src0 + (ir * src0_row_size)), src0_row_size_aligned, src0_row_size, block_size); } for (uint32_t ir = src0_start_row; ir < src0_end_row; ir += BLOCK) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); float* dst_spad = (float *) dma_queue_pop(dma_queue).src; float* src0_spad = (float *) dma_queue_pop(dma_queue).dst; for (uint32_t ib = 0; ib < block_size; ib++) { const float* src0_spad_ptr = src0_spad + ib * (src0_row_size_aligned / sizeof(float)); float* dst_spad_ptr = dst_spad + ib * (dst_row_size_aligned / sizeof(float)); // gelu = x * sigmoid(1.702 * x) // current implementation hvx_mul_scalar_f32((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, (float) 1.702, ne0); hvx_sigmoid_f32_aa((uint8_t *) dst_spad_ptr, (const uint8_t *) dst_spad_ptr, ne0); hvx_mul_f32_aaa((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, (const uint8_t *) dst_spad_ptr, ne0); } dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst + (ir * dst_row_size), dst_spad), dst_row_size, dst_row_size_aligned, block_size); // prefetch N+2 loop iteration if any const uint32_t pref_block = (ir + BLOCK * 2); if (pref_block < src0_end_row) { const uint32_t pref_block_size = MIN(BLOCK, src0_end_row - pref_block); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad, data_src0 + (pref_block * src0_row_size)), src0_row_size_aligned, src0_row_size, pref_block_size); } } dma_queue_flush(dma_queue); t2 = HAP_perf_get_qtimer_count(); FARF(HIGH, "gelu-f32 %d/%d: %ux%ux%ux%u (%u:%u) -> %ux%ux%ux%u usec %u\n", ith, nth, ne00, ne01, ne02, ne03, src0_start_row, src0_end_row, ne0, ne1, ne2, ne3, (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); } static void unary_gelu_f32(unsigned int n, unsigned int i, void * data) { struct htp_ops_context * octx = (struct htp_ops_context *) data; unary_gelu_f32_per_thread(&octx->src0, &octx->dst, octx->op_params, &octx->src0_spad, &octx->dst_spad, n, i, octx->src0_nrows_per_thread, octx->ctx->dma[i]); } static void unary_silu_f32_per_thread(const struct htp_tensor * src0, struct htp_tensor * dst, const int32_t * op_params, struct htp_spad * src0_spad, struct htp_spad * dst_spad, uint32_t nth, uint32_t ith, uint32_t src0_nrows_per_thread, dma_queue * dma_queue) { htp_act_preamble2; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); const size_t src0_row_size = nb01; const size_t dst_row_size = nb1; 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); const uint32_t src0_nrows = ne01 * ne02 * ne03; 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; } const uint8_t * data_src0 = (const uint8_t *) src0->data; uint8_t * data_dst = (uint8_t *) dst->data; uint8_t * src0_spad_data = src0_spad->data + (ith * src0_spad->size_per_thread); uint8_t * dst_spad_data = dst_spad->data + (ith * dst_spad->size_per_thread); // While given src0_spad->size_per_thread, divide it to two ping-pong buffer for src0 size_t src0_spad_half_size = src0_spad->size_per_thread / 2; size_t dst_spad_half_size = dst_spad->size_per_thread / 2; const int BLOCK = src0_spad_half_size / src0_row_size_aligned; // How many rows can we process in one block if (BLOCK == 0) { FARF(ERROR, "silu-f32 : current VTCM reservation %zu is too small for even 1 row per thread, needed at least %zu\n", src0_spad->size_per_thread, src0_row_size_aligned); return; } // See discussion: https://github.com/ggml-org/llama.cpp/pull/18151#issuecomment-3678235379 for (uint32_t ir = src0_start_row, spad_idx = 0; ir < src0_end_row && spad_idx < 2; ir += BLOCK, spad_idx++) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); // Dummy DMA transation for sequencing (interleaving dst,src,dst,...) dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst, dst_spad_data + (spad_idx * dst_spad_half_size)), dst_row_size, dst_row_size_aligned, 0); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad_data + (spad_idx * src0_spad_half_size), data_src0 + (ir * src0_row_size)), src0_row_size_aligned, src0_row_size, block_size); } for (uint32_t ir = src0_start_row; ir < src0_end_row; ir += BLOCK) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); float* dst_spad = (float *) dma_queue_pop(dma_queue).src; float* src0_spad = (float *) dma_queue_pop(dma_queue).dst; for (uint32_t ib = 0; ib < block_size; ib++) { const float* src0_spad_ptr = src0_spad + ib * (src0_row_size_aligned / sizeof(float)); float* dst_spad_ptr = dst_spad + ib * (dst_row_size_aligned / sizeof(float)); // silu = x * sigmoid(x) hvx_sigmoid_f32_aa((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, ne0); hvx_mul_f32_aaa((uint8_t *) dst_spad_ptr, (const uint8_t *) src0_spad_ptr, (const uint8_t *) dst_spad_ptr, ne0); } dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst + (ir * dst_row_size), dst_spad), dst_row_size, dst_row_size_aligned, block_size); // prefetch N+2 loop iteration if any const uint32_t pref_block = (ir + BLOCK * 2); if (pref_block < src0_end_row) { const uint32_t pref_block_size = MIN(BLOCK, src0_end_row - pref_block); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad, data_src0 + (pref_block * src0_row_size)), src0_row_size_aligned, src0_row_size, pref_block_size); } } dma_queue_flush(dma_queue); t2 = HAP_perf_get_qtimer_count(); FARF(HIGH, "silu-f32 %d/%d: %ux%ux%ux%u (%u:%u) -> %ux%ux%ux%u usec %u\n", ith, nth, ne00, ne01, ne02, ne03, src0_start_row, src0_end_row, ne0, ne1, ne2, ne3, (unsigned) HAP_perf_qtimer_count_to_us(t2 - t1)); } static const float GELU_COEF_A = 0.044715f; static const float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f; static void glu_geglu_f32_per_thread(const struct htp_tensor * src0, const struct htp_tensor * src1, struct htp_tensor * dst, const int32_t * op_params, struct htp_spad * src0_spad, struct htp_spad * src1_spad, struct htp_spad * dst_spad, uint32_t nth, uint32_t ith, uint32_t src0_nrows_per_thread, dma_queue * dma_queue) { htp_act_preamble3; size_t src0_row_size = nb01; size_t src1_row_size = nb11; size_t dst_row_size = nb1; uint64_t t1, t2; t1 = HAP_perf_get_qtimer_count(); 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; } 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; const bool src1_valid = src1->ne[0]; const int nc = (src1_valid) ? ne00 : ne00 / 2; if (!src1_valid) { const int32_t swapped = op_params[1]; data_src1 = data_src0; src1_row_size = src0_row_size; const size_t nc_in_bytes = nc * SIZEOF_FP32; data_src0 += swapped ? nc_in_bytes : 0; data_src1 += swapped ? 0 : nc_in_bytes; } const size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); const size_t src1_row_size_aligned = hex_round_up(src1_row_size, VLEN); const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); uint8_t * restrict src0_spad_data = src0_spad->data + (ith * src0_spad->size_per_thread); uint8_t * restrict src1_spad_data = src1_spad->data + (ith * src1_spad->size_per_thread); uint8_t * restrict dst_spad_data = dst_spad->data + (ith * dst_spad->size_per_thread); // While given src0_spad->size_per_thread, divide it to two ping-pong buffer for src0 size_t src0_spad_half_size = src0_spad->size_per_thread / 2; size_t src1_spad_half_size = src1_spad->size_per_thread / 2; size_t dst_spad_half_size = dst_spad->size_per_thread / 2; const int BLOCK = src0_spad_half_size / src0_row_size_aligned; // How many rows can we process in one block if (BLOCK == 0) { FARF(ERROR, "geglu-f32 : current VTCM reservation %zu is too small for even 1 row per thread, needed at least %zu\n", src0_spad->size_per_thread, src0_row_size_aligned); return; } // See discussion: https://github.com/ggml-org/llama.cpp/pull/18151#issuecomment-3678235379 for (uint32_t ir = src0_start_row, spad_idx = 0; ir < src0_end_row && spad_idx < 2; ir += BLOCK, spad_idx++) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); // Dummy DMA transation for sequencing (interleaving dst,src,dst,...) dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst, dst_spad_data + (spad_idx * dst_spad_half_size)), dst_row_size, dst_row_size_aligned, 0); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad_data + (spad_idx * src0_spad_half_size), data_src0 + (ir * src0_row_size)), src0_row_size_aligned, src0_row_size, block_size); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src1_spad_data + (spad_idx * src1_spad_half_size), data_src1 + (ir * src1_row_size)), src1_row_size_aligned, src1_row_size, block_size); } for (uint32_t ir = src0_start_row; ir < src0_end_row; ir += BLOCK) { const uint32_t block_size = MIN(BLOCK, src0_end_row - ir); float * dst_spad = (float *) dma_queue_pop(dma_queue).src; float * src0_spad = (float *) dma_queue_pop(dma_queue).dst; float * src1_spad = (float *) dma_queue_pop(dma_queue).dst; for (uint32_t ib = 0; ib < block_size; ib++) { const uint8_t * src0_spad_ptr = (const uint8_t *)(src0_spad + ib * (src0_row_size_aligned / sizeof(float))); const uint8_t * src1_spad_ptr = (const uint8_t *)(src1_spad + ib * (src1_row_size_aligned / sizeof(float))); uint8_t * dst_spad_ptr = (uint8_t *)(dst_spad + ib * (dst_row_size_aligned / sizeof(float))); // geglu tanh implementation // geglu(x, g) = gelu(x) * g // gelu(x) = 0.5f*x*(1.0f + tanhf(SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x))) hvx_mul_f32_aaa(dst_spad_ptr, src0_spad_ptr, src0_spad_ptr, nc); // res = x*x hvx_mul_scalar_f32_aa(dst_spad_ptr, (const uint8_t *)dst_spad_ptr, GELU_COEF_A, nc); // res = res * GELU_COEF_A hvx_add_scalar_f32_aa(dst_spad_ptr, (const uint8_t *)dst_spad_ptr, 1.0f, nc); // res = res + 1.0f hvx_mul_f32_aaa(dst_spad_ptr, src0_spad_ptr, (const uint8_t *)dst_spad_ptr, nc); // res = res * x hvx_mul_scalar_f32_aa(dst_spad_ptr, (const uint8_t*)dst_spad_ptr, SQRT_2_OVER_PI, nc); // res = result * SQRT_2_OVER_PI hvx_tanh_f32_aa((uint8_t *) dst_spad_ptr, (const uint8_t *) dst_spad_ptr, nc); // res = tanh(res) hvx_add_scalar_f32_aa(dst_spad_ptr, (const uint8_t*)dst_spad_ptr, 1.0f, nc); // res = res + 1.0f hvx_mul_f32_aaa(dst_spad_ptr, src0_spad_ptr, (const uint8_t *)dst_spad_ptr, nc); // res = res * x hvx_mul_scalar_f32_aa(dst_spad_ptr, (const uint8_t *)dst_spad_ptr, 0.5f, nc); // res = res + 0.5f hvx_mul_f32_aaa(dst_spad_ptr, (const uint8_t *)dst_spad_ptr, src1_spad_ptr, nc); // res = res * g } dma_queue_push_vtcm_to_ddr(dma_queue, dma_make_ptr(data_dst + (ir * dst_row_size), dst_spad), dst_row_size, dst_row_size_aligned, block_size); // prefetch N+2 loop iteration if any const uint32_t pref_block = (ir + BLOCK * 2); if (pref_block < src0_end_row) { const uint32_t pref_block_size = MIN(BLOCK, src0_end_row - pref_block); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src0_spad, data_src0 + (pref_block * src0_row_size)), src0_row_size_aligned, src0_row_size, pref_block_size); dma_queue_push_ddr_to_vtcm(dma_queue, dma_make_ptr(src1_spad, data_src1 + (pref_block * src1_row_size)), src1_row_size_aligned, src1_row_size, pref_block_size); } } dma_queue_flush(dma_queue); t2 = HAP_perf_get_qtimer_count(); FARF(HIGH, "geglu-f32 %d/%d: %ux%ux%ux%u (%u:%u) x %ux%ux%ux%u -> %ux%ux%ux%u usec %u\n", ith, nth, 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 unary_silu_f32(unsigned int n, unsigned int i, void * data) { struct htp_ops_context * octx = (struct htp_ops_context *) data; unary_silu_f32_per_thread(&octx->src0, &octx->dst, octx->op_params, &octx->src0_spad, &octx->dst_spad, n, i, octx->src0_nrows_per_thread, octx->ctx->dma[i]); } static void glu_swiglu_f32(unsigned int n, unsigned int i, void * data) { struct htp_ops_context * octx = (struct htp_ops_context *) data; glu_swiglu_f32_per_thread(&octx->src0, &octx->src1, &octx->dst, octx->op_params, &octx->src0_spad, &octx->src1_spad, &octx->dst_spad, n, i, octx->src0_nrows_per_thread, octx->ctx->dma[i]); } static void glu_swiglu_oai_f32(unsigned int n, unsigned int i, void * data) { struct htp_ops_context * octx = (struct htp_ops_context *) data; glu_swiglu_oai_f32_per_thread(&octx->src0, &octx->src1, &octx->dst, octx->op_params, &octx->src0_spad, &octx->src1_spad, &octx->dst_spad, n, i, octx->src0_nrows_per_thread, octx->ctx->dma[i]); } static void glu_geglu_f32(unsigned int n, unsigned int i, void * data) { struct htp_ops_context * octx = (struct htp_ops_context *) data; glu_geglu_f32_per_thread(&octx->src0, &octx->src1, &octx->dst, octx->op_params, &octx->src0_spad, &octx->src1_spad, &octx->dst_spad, n, i, octx->src0_nrows_per_thread, octx->ctx->dma[i]); } static int execute_op_activations_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; if (((src0->ne[0] * SIZEOF_FP32) != src0->nb[1]) || ((dst->ne[0] * SIZEOF_FP32) != dst->nb[1])) { FARF(ERROR, "Non-contiguous tensors are not supported at this time \n"); return HTP_STATUS_NO_SUPPORT; } worker_callback_t act_op_func; const char * op_type = NULL; switch (octx->op) { case HTP_OP_UNARY_SILU: act_op_func = unary_silu_f32; op_type = "silu-f32"; break; case HTP_OP_GLU_SWIGLU: act_op_func = glu_swiglu_f32; op_type = "swiglu-f32"; break; case HTP_OP_GLU_SWIGLU_OAI: act_op_func = glu_swiglu_oai_f32; op_type = "swiglu-oai-f32"; break; case HTP_OP_UNARY_GELU: act_op_func = unary_gelu_f32; op_type = "gelu-f32"; break; case HTP_OP_GLU_GEGLU: act_op_func = glu_geglu_f32; op_type = "geglu-f32"; break; default: FARF(ERROR, "Unsupported activations Op %u\n", octx->op); return HTP_STATUS_NO_SUPPORT; } const uint32_t n_threads = octx->n_threads; const uint32_t src0_nrows = src0->ne[1] * src0->ne[2] * src0->ne[3]; size_t src0_row_size = src0->nb[1]; size_t src1_row_size = src1->nb[1]; // zero bytes if src1 is not used size_t dst_row_size = dst->nb[1]; const bool src1_valid = src1->ne[0]; if (!src1_valid) { src1_row_size = src0_row_size; } const size_t src0_row_size_aligned = hex_round_up(src0_row_size, VLEN); const size_t src1_row_size_aligned = hex_round_up(src1_row_size, VLEN); const size_t dst_row_size_aligned = hex_round_up(dst_row_size, VLEN); // VTCM scratchpads for all tensors // N rows per thread, padded to HVX vector size size_t spad_size_per_row = (src0_row_size_aligned + src1_row_size_aligned) + dst_row_size_aligned; size_t vtcm_row_per_thread = (octx->ctx->vtcm_size)/ (n_threads* spad_size_per_row); // Make sure the reserved vtcm size is sufficient if(vtcm_row_per_thread ==0){ FARF(ERROR, "act-%s : current VTCM reservation %zu is too small for even 1 row per thread, needed at least %zu\n", op_type, octx->ctx->vtcm_size, spad_size_per_row * n_threads); return HTP_STATUS_VTCM_TOO_SMALL; } octx->src0_spad.size_per_thread = src0_row_size_aligned * vtcm_row_per_thread; octx->src1_spad.size_per_thread = src1_row_size_aligned * vtcm_row_per_thread; octx->dst_spad.size_per_thread = dst_row_size_aligned * vtcm_row_per_thread; octx->dst_spad.size = n_threads* octx->dst_spad.size_per_thread; octx->src0_spad.size = n_threads* octx->src0_spad.size_per_thread; octx->src1_spad.size = n_threads* octx->src1_spad.size_per_thread; 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 (src1->ne[0]) { FARF(HIGH, "%s: %ux%ux%ux%u x %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); } else { FARF(HIGH, "%s: %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], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], octx->src0_spad.size, octx->src1_spad.size, octx->dst_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, act_op_func, octx, n_jobs); } return err; } int op_activations(struct htp_ops_context * octx) { int err = HTP_STATUS_OK; switch (octx->src0.type) { case HTP_TYPE_F32: err = execute_op_activations_f32(octx); break; default: err = HTP_STATUS_NO_SUPPORT; break; } return err; }