#pragma clang diagnostic ignored "-Wunused-variable"
#pragma clang diagnostic ignored "-Wunused-function"
#pragma clang diagnostic ignored "-Wunused-but-set-variable"
#include <HAP_farf.h>
#include <HAP_perf.h>
#include <math.h>
#include <string.h>
#include "hex-dma.h"
#include "hvx-utils.h"
#define GGML_COMMON_DECL_C
#include "ggml-common.h"
#include "htp-ctx.h"
#include "htp-ops.h"
#include "htp-ops.h"
#include "htp-tensor.h"
#include "htp-vtcm.h"
#define htp_act_preamble \
const struct htp_tensor * src0 = actx->octx->src[0]; \
const struct htp_tensor * src1 = actx->octx->src[1]; \
const struct htp_tensor * dst = actx->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 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 ne10 = src1 ? src1->ne[0] : 0; \
const uint32_t ne11 = src1 ? src1->ne[1] : 0; \
const uint32_t ne12 = src1 ? src1->ne[2] : 0; \
const uint32_t ne13 = src1 ? src1->ne[3] : 0; \
\
const uint32_t nb10 = src1 ? src1->nb[0] : 0; \
const uint32_t nb11 = src1 ? src1->nb[1] : 0; \
const uint32_t nb12 = src1 ? src1->nb[2] : 0; \
const uint32_t nb13 = src1 ? src1->nb[3] : 0; \
\
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 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];
struct htp_act_context {
struct htp_ops_context * octx;
const uint8_t * data_src0;
const uint8_t * data_src1;
uint8_t * data_dst;
size_t src0_row_size;
size_t src1_row_size;
size_t dst_row_size;
size_t src0_row_stride;
size_t src1_row_stride;
size_t src0_row_size_aligned;
size_t src1_row_size_aligned;
size_t dst_row_size_aligned;
size_t src0_spad_half_size;
size_t src1_spad_half_size;
size_t dst_spad_half_size;
uint32_t block;
uint32_t src0_nrows;
uint32_t src0_nrows_per_thread;
int nc;
uint8_t * vtcm_src0;
uint8_t * vtcm_src1;
uint8_t * vtcm_dst;
size_t vtcm_src0_size_per_thread;
size_t vtcm_src1_size_per_thread;
size_t vtcm_dst_size_per_thread;
};
struct htp_act_vtcm_layout {
size_t total_bytes;
size_t off_src0;
size_t off_src1;
size_t off_dst;
size_t src0_bytes_per_thread;
size_t src1_bytes_per_thread;
size_t dst_bytes_per_thread;
uint32_t vtcm_row_per_thread;
};
static inline void htp_act_vtcm_layout_build(struct htp_act_vtcm_layout * L,
size_t src0_row_size_aligned,
size_t src1_row_size_aligned,
size_t dst_row_size_aligned,
uint32_t n_threads,
size_t vtcm_size) {
const size_t spad_size_per_row = src0_row_size_aligned + src1_row_size_aligned + dst_row_size_aligned;
const uint32_t vtcm_row_per_thread = (uint32_t) (vtcm_size / (n_threads * spad_size_per_row));
L->vtcm_row_per_thread = vtcm_row_per_thread;
L->src0_bytes_per_thread = src0_row_size_aligned * vtcm_row_per_thread;
L->src1_bytes_per_thread = src1_row_size_aligned * vtcm_row_per_thread;
L->dst_bytes_per_thread = dst_row_size_aligned * vtcm_row_per_thread;
L->off_src0 = 0;
L->off_src1 = L->off_src0 + L->src0_bytes_per_thread * n_threads;
L->off_dst = L->off_src1 + L->src1_bytes_per_thread * n_threads;
L->total_bytes = L->off_dst + L->dst_bytes_per_thread * n_threads;
}
#define htp_glu_op_preamble \
const size_t src0_row_size_aligned = actx->src0_row_size_aligned; \
const size_t src1_row_size_aligned = actx->src1_row_size_aligned; \
const size_t dst_row_size_aligned = actx->dst_row_size_aligned; \
const int nc = actx->nc;
static void swiglu_f32(const float * restrict src0,
const float * restrict src1,
float * restrict dst,
const uint32_t num_rows,
const struct htp_act_context * actx) {
htp_glu_op_preamble;
for (uint32_t ib = 0; ib < num_rows; ib++) {
const uint8_t * restrict src0_ptr = (const uint8_t *) src0 + (ib * src0_row_size_aligned);
const uint8_t * restrict src1_ptr = (const uint8_t *) src1 + (ib * src1_row_size_aligned);
uint8_t * restrict dst_ptr = (uint8_t *) dst + (ib * dst_row_size_aligned);
hvx_sigmoid_f32_aa(dst_ptr, src0_ptr, nc);
hvx_mul_mul_f32_aa(dst_ptr, src0_ptr, dst_ptr, src1_ptr, nc);
}
}
static void swiglu_oai_f32(const float * restrict src0,
const float * restrict src1,
float * restrict dst,
const uint32_t num_rows,
const struct htp_act_context * actx) {
htp_glu_op_preamble;
const float alpha = ((const float *) (actx->octx->op_params))[2];
const float limit = ((const float *) (actx->octx->op_params))[3];
for (uint32_t ib = 0; ib < num_rows; ib++) {
const uint8_t * restrict src0_ptr = (const uint8_t *) src0 + (ib * src0_row_size_aligned);
const uint8_t * restrict src1_ptr = (const uint8_t *) src1 + (ib * src1_row_size_aligned);
uint8_t * restrict dst_ptr = (uint8_t *) dst + (ib * dst_row_size_aligned);
hvx_min_scalar_f32((uint8_t *) src0_ptr, src0_ptr, limit, nc);
hvx_clamp_scalar_f32((uint8_t *) src1_ptr, src1_ptr, -limit, limit, nc);
hvx_add_scalar_f32((uint8_t *) src1_ptr, src1_ptr, 1.0, nc);
hvx_mul_scalar_f32(dst_ptr, src0_ptr, alpha, nc);
hvx_sigmoid_f32_aa(dst_ptr, dst_ptr, nc);
hvx_mul_mul_f32_aa(dst_ptr, src0_ptr, dst_ptr, src1_ptr, nc);
}
}
static const float GELU_COEF_A = 0.044715f;
static const float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f;
static inline void hvx_geglu_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src0, const uint8_t * restrict src1, uint32_t n) {
assert((unsigned long) dst % 128 == 0);
assert((unsigned long) src0 % 128 == 0);
assert((unsigned long) src1 % 128 == 0);
HVX_Vector * restrict vdst = (HVX_Vector *) dst;
const HVX_Vector * restrict vsrc0 = (const HVX_Vector *) src0;
const HVX_Vector * restrict vsrc1 = (const HVX_Vector *) src1;
const uint32_t epv = 128 / sizeof(float);
const uint32_t nvec = n / epv;
const uint32_t nloe = n % epv;
const float GELU_COEF_A_TIMES_SQRT = GELU_COEF_A * SQRT_2_OVER_PI;
const HVX_Vector v_coef_a_times_sqrt = hvx_vec_splat_f32(GELU_COEF_A_TIMES_SQRT);
const HVX_Vector v_sqrt_2_pi = hvx_vec_splat_f32(SQRT_2_OVER_PI);
const HVX_Vector v_half = hvx_vec_splat_f32(0.5f);
const HVX_Vector v_one = hvx_vec_splat_f32(1.0f);
const HVX_Vector v_two = hvx_vec_splat_f32(2.0f);
const HVX_Vector v_log2f = Q6_V_vsplat_R(FAST_SIGMOID_LOG2F);
const HVX_Vector v_c1 = Q6_V_vsplat_R(FAST_SIGMOID_C1);
const HVX_Vector v_c2 = Q6_V_vsplat_R(FAST_SIGMOID_C2);
const HVX_Vector v_inv_aprox = Q6_V_vsplat_R(0x7EEEEBB3);
const HVX_Vector v_max_exp = hvx_vec_splat_f32(87.0f);
const HVX_Vector v_min_exp = hvx_vec_splat_f32(-87.0f);
uint32_t i = 0;
for (; i < nvec; i++) {
HVX_Vector x = vsrc0[i];
HVX_Vector g = vsrc1[i];
HVX_Vector x2 = hvx_vec_mul_f32_f32(x, x);
HVX_Vector coef = hvx_vec_mul_f32_f32(x2, v_coef_a_times_sqrt);
coef = hvx_vec_add_f32_f32(coef, v_sqrt_2_pi);
HVX_Vector inner = hvx_vec_mul_f32_f32(x, coef);
HVX_Vector y2 = hvx_vec_mul_f32_f32(inner, v_two);
HVX_VectorPred pred_max = Q6_Q_vcmp_gt_VsfVsf(v_max_exp, y2);
HVX_VectorPred pred_min = Q6_Q_vcmp_gt_VsfVsf(y2, v_min_exp);
HVX_Vector v = Q6_Vqf32_vmpy_VsfVsf(y2, v_log2f);
v = Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(v), v_half);
HVX_Vector in_int = hvx_vec_truncate_f32(Q6_Vsf_equals_Vqf32(v));
HVX_Vector x_sig = Q6_Vqf32_vsub_Vqf32Vsf(v, Q6_Vsf_equals_Vw(in_int));
HVX_Vector xx_sig = Q6_Vqf32_vmpy_Vqf32Vqf32(x_sig, x_sig);
HVX_Vector v1 = Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(xx_sig), v_c2);
v1 = Q6_Vqf32_vadd_Vqf32Vsf(v1, v_log2f);
HVX_Vector v2 = Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(x_sig), v_c1);
v2 = Q6_Vqf32_vmpy_Vqf32Vqf32(v2, xx_sig);
v2 = Q6_Vqf32_vadd_Vqf32Vqf32(v2, x_sig);
HVX_Vector v3 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vqf32(v2, v1));
v3 = Q6_Vw_vaslacc_VwVwR(v3, in_int, 24);
HVX_Vector v4 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_Vqf32Vqf32(v2, v1));
HVX_Vector v5 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_VsfVsf(v3, v4));
HVX_Vector i_sf = Q6_Vw_vsub_VwVw(v_inv_aprox, v5);
HVX_Vector r_qf = Q6_Vqf32_vmpy_VsfVsf(
i_sf, Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_VsfVsf(v_two, Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(i_sf, v5)))));
r_qf = Q6_Vqf32_vmpy_Vqf32Vqf32(
r_qf, Q6_Vqf32_vsub_VsfVsf(v_two, Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(r_qf), v5))));
HVX_Vector res_inv = Q6_Vsf_equals_Vqf32(r_qf);
HVX_Vector sig2y = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(v3, res_inv));
sig2y = Q6_V_vmux_QVV(pred_max, sig2y, v_one);
sig2y = Q6_V_vmux_QVV(pred_min, sig2y, Q6_V_vzero());
HVX_Vector tanh_val = hvx_vec_mul_f32_f32(sig2y, v_two);
tanh_val = hvx_vec_sub_f32_f32(tanh_val, v_one);
HVX_Vector tanh_plus_one = hvx_vec_add_f32_f32(tanh_val, v_one);
HVX_Vector half_x = hvx_vec_mul_f32_f32(x, v_half);
HVX_Vector gelu_x = hvx_vec_mul_f32_f32(half_x, tanh_plus_one);
vdst[i] = hvx_vec_mul_f32_f32(gelu_x, g);
}
if (nloe) {
HVX_Vector x = vsrc0[i];
HVX_Vector g = vsrc1[i];
HVX_Vector x2 = hvx_vec_mul_f32_f32(x, x);
HVX_Vector coef = hvx_vec_mul_f32_f32(x2, v_coef_a_times_sqrt);
coef = hvx_vec_add_f32_f32(coef, v_sqrt_2_pi);
HVX_Vector inner = hvx_vec_mul_f32_f32(x, coef);
HVX_Vector y2 = hvx_vec_mul_f32_f32(inner, v_two);
HVX_VectorPred pred_max = Q6_Q_vcmp_gt_VsfVsf(v_max_exp, y2);
HVX_VectorPred pred_min = Q6_Q_vcmp_gt_VsfVsf(y2, v_min_exp);
HVX_Vector v = Q6_Vqf32_vmpy_VsfVsf(y2, v_log2f);
v = Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(v), v_half);
HVX_Vector in_int = hvx_vec_truncate_f32(Q6_Vsf_equals_Vqf32(v));
HVX_Vector x_sig = Q6_Vqf32_vsub_Vqf32Vsf(v, Q6_Vsf_equals_Vw(in_int));
HVX_Vector xx_sig = Q6_Vqf32_vmpy_Vqf32Vqf32(x_sig, x_sig);
HVX_Vector v1 = Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(xx_sig), v_c2);
v1 = Q6_Vqf32_vadd_Vqf32Vsf(v1, v_log2f);
HVX_Vector v2 = Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(x_sig), v_c1);
v2 = Q6_Vqf32_vmpy_Vqf32Vqf32(v2, xx_sig);
v2 = Q6_Vqf32_vadd_Vqf32Vqf32(v2, x_sig);
HVX_Vector v3 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vqf32(v2, v1));
v3 = Q6_Vw_vaslacc_VwVwR(v3, in_int, 24);
HVX_Vector v4 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_Vqf32Vqf32(v2, v1));
HVX_Vector v5 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_VsfVsf(v3, v4));
HVX_Vector i_sf = Q6_Vw_vsub_VwVw(v_inv_aprox, v5);
HVX_Vector r_qf = Q6_Vqf32_vmpy_VsfVsf(
i_sf, Q6_Vsf_equals_Vqf32(Q6_Vqf32_vsub_VsfVsf(v_two, Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(i_sf, v5)))));
r_qf = Q6_Vqf32_vmpy_Vqf32Vqf32(
r_qf, Q6_Vqf32_vsub_VsfVsf(v_two, Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(Q6_Vsf_equals_Vqf32(r_qf), v5))));
HVX_Vector res_inv = Q6_Vsf_equals_Vqf32(r_qf);
HVX_Vector sig2y = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(v3, res_inv));
sig2y = Q6_V_vmux_QVV(pred_max, sig2y, v_one);
sig2y = Q6_V_vmux_QVV(pred_min, sig2y, Q6_V_vzero());
HVX_Vector tanh_val = hvx_vec_mul_f32_f32(sig2y, v_two);
tanh_val = hvx_vec_sub_f32_f32(tanh_val, v_one);
HVX_Vector tanh_plus_one = hvx_vec_add_f32_f32(tanh_val, v_one);
HVX_Vector half_x = hvx_vec_mul_f32_f32(x, v_half);
HVX_Vector gelu_x = hvx_vec_mul_f32_f32(half_x, tanh_plus_one);
HVX_Vector res = hvx_vec_mul_f32_f32(gelu_x, g);
hvx_vec_store_a((void *) &vdst[i], nloe * sizeof(float), res);
}
}
static void geglu_f32(const float * restrict src0,
const float * restrict src1,
float * restrict dst,
const uint32_t num_rows,
const struct htp_act_context * actx) {
htp_glu_op_preamble;
for (uint32_t ib = 0; ib < num_rows; ib++) {
const uint8_t * restrict src0_ptr = (const uint8_t *) src0 + (ib * src0_row_size_aligned);
const uint8_t * restrict src1_ptr = (const uint8_t *) src1 + (ib * src1_row_size_aligned);
uint8_t * restrict dst_ptr = (uint8_t *) dst + (ib * dst_row_size_aligned);
hvx_geglu_f32_aa(dst_ptr, src0_ptr, src1_ptr, nc);
}
}
#define DEFINE_GLU_PER_THREAD(NAME, OP_STR, CORE_EXPR) \
static void glu_##NAME##_f32_per_thread(unsigned int nth, unsigned int ith, void * data) { \
struct htp_act_context * actx = (struct htp_act_context *) data; \
htp_act_preamble; \
\
struct htp_thread_trace * tr = actx->octx->ctx ? &actx->octx->ctx->trace[ith] : NULL; \
\
size_t src0_row_size = actx->src0_row_size; \
size_t src1_row_size = actx->src1_row_size; \
size_t dst_row_size = actx->dst_row_size; \
\
size_t src0_row_stride = actx->src0_row_stride; \
size_t src1_row_stride = actx->src1_row_stride; \
\
const uint32_t src0_nrows = actx->src0_nrows; \
const uint32_t src0_nrows_per_thread = actx->src0_nrows_per_thread; \
\
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); \
\
\
if (src0_start_row >= src0_end_row) { \
return; \
} \
\
const uint8_t * restrict data_src0 = actx->data_src0; \
const uint8_t * restrict data_src1 = actx->data_src1; \
uint8_t * restrict data_dst = actx->data_dst; \
\
const size_t src0_row_size_aligned = actx->src0_row_size_aligned; \
const size_t src1_row_size_aligned = actx->src1_row_size_aligned; \
const size_t dst_row_size_aligned = actx->dst_row_size_aligned; \
\
uint8_t * restrict src0_spad_data = actx->vtcm_src0 + (ith * actx->vtcm_src0_size_per_thread); \
uint8_t * restrict src1_spad_data = actx->vtcm_src1 + (ith * actx->vtcm_src1_size_per_thread); \
uint8_t * restrict dst_spad_data = actx->vtcm_dst + (ith * actx->vtcm_dst_size_per_thread); \
\
size_t src0_spad_half_size = actx->src0_spad_half_size; \
size_t src1_spad_half_size = actx->src1_spad_half_size; \
size_t dst_spad_half_size = actx->dst_spad_half_size; \
\
const int BLOCK = actx->block; \
if (BLOCK == 0) { \
FARF(ERROR, \
OP_STR \
" : current VTCM reservation %zu is too small for even 1 row per thread, needed at least %zu\n", \
actx->vtcm_src0_size_per_thread, src0_row_size_aligned); \
return; \
} \
\
dma_queue * dma_queue = actx->octx->ctx->dma[ith]; \
\
\
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); \
\
\
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( \
dma_queue, \
dma_make_ptr(src0_spad_data + (spad_idx * src0_spad_half_size), data_src0 + (ir * src0_row_stride)), \
src0_row_size_aligned, src0_row_stride, src0_row_size, block_size); \
dma_queue_push( \
dma_queue, \
dma_make_ptr(src1_spad_data + (spad_idx * src1_spad_half_size), data_src1 + (ir * src1_row_stride)), \
src1_row_size_aligned, src1_row_stride, 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; \
\
htp_trace_event_start(tr, HTP_TRACE_EVT_HVX_COMP, ir); \
CORE_EXPR; \
htp_trace_event_stop(tr, HTP_TRACE_EVT_HVX_COMP, ir); \
\
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); \
\
\
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(dma_queue, dma_make_ptr(src0_spad, data_src0 + (pref_block * src0_row_stride)), \
src0_row_size_aligned, src0_row_stride, src0_row_size, pref_block_size); \
dma_queue_push(dma_queue, dma_make_ptr(src1_spad, data_src1 + (pref_block * src1_row_stride)), \
src1_row_size_aligned, src1_row_stride, src1_row_size, pref_block_size); \
} \
} \
\
dma_queue_flush(dma_queue); \
\
}
DEFINE_GLU_PER_THREAD(swiglu, "swiglu-f32", swiglu_f32(src0_spad, src1_spad, dst_spad, block_size, actx))
DEFINE_GLU_PER_THREAD(swiglu_oai, "swiglu-oai-f32", swiglu_oai_f32(src0_spad, src1_spad, dst_spad, block_size, actx))
DEFINE_GLU_PER_THREAD(geglu, "geglu-f32", geglu_f32(src0_spad, src1_spad, dst_spad, block_size, actx))
static int execute_op_activations_f32(struct htp_ops_context * octx) {
const struct htp_tensor * src0 = octx->src[0];
const struct htp_tensor * src1 = octx->src[1];
const struct htp_tensor * dst = octx->dst;
if ((dst->ne[0] * SIZEOF_FP32) != dst->nb[1]) {
FARF(ERROR, "Non-contiguous dst is 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_GLU_SWIGLU:
act_op_func = (worker_callback_t)glu_swiglu_f32_per_thread;
op_type = "swiglu-f32";
break;
case HTP_OP_GLU_SWIGLU_OAI:
act_op_func = (worker_callback_t)glu_swiglu_oai_f32_per_thread;
op_type = "swiglu-oai-f32";
break;
case HTP_OP_GLU_GEGLU:
act_op_func = (worker_callback_t)glu_geglu_f32_per_thread;
op_type = "geglu-f32";
break;
default:
FARF(ERROR, "Unsupported activations Op %u\n", octx->op);
return HTP_STATUS_NO_SUPPORT;
}
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);
const size_t nc_bytes = dst->ne[0] * SIZEOF_FP32;
const size_t src0_row_size = nc_bytes;
const size_t src1_row_size = nc_bytes;
const size_t dst_row_size = nc_bytes;
const size_t src0_row_stride = src0->nb[1];
const size_t src1_row_stride = src1 ? src1->nb[1] : src0->nb[1];
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);
struct htp_act_vtcm_layout L;
htp_act_vtcm_layout_build(&L, src0_row_size_aligned, src1_row_size_aligned, dst_row_size_aligned, n_threads,
octx->ctx->vtcm_size);
if (L.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,
(src0_row_size_aligned + src1_row_size_aligned + dst_row_size_aligned) * n_threads);
return HTP_STATUS_VTCM_TOO_SMALL;
}
if (src1) {
FARF(HIGH, "%s: %ux%ux%ux%u x %ux%ux%ux%u -> %ux%ux%ux%u : src0-vtcm-size %zu src1-vtcm-size %zu dst-vtcm-size %zu\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], L.src0_bytes_per_thread * n_threads,
L.src1_bytes_per_thread * n_threads, L.dst_bytes_per_thread * n_threads);
} else {
FARF(HIGH, "%s: %ux%ux%ux%u -> %ux%ux%ux%u : src0-vtcm-size %zu src1-vtcm-size %zu dst-vtcm-size %zu\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],
L.src0_bytes_per_thread * n_threads, L.src1_bytes_per_thread * n_threads, L.dst_bytes_per_thread * n_threads);
}
if ((octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) {
return HTP_STATUS_OK;
}
struct htp_act_context actx;
actx.octx = octx;
actx.src0_nrows_per_thread = (src0_nrows + n_threads - 1) / n_threads;
actx.src0_row_size = src0_row_size;
actx.src1_row_size = src1_row_size;
actx.dst_row_size = dst_row_size;
actx.src0_row_size_aligned = src0_row_size_aligned;
actx.src1_row_size_aligned = src1_row_size_aligned;
actx.dst_row_size_aligned = dst_row_size_aligned;
actx.src0_row_stride = src0_row_stride;
actx.src1_row_stride = src1_row_stride;
uint8_t * const base = (uint8_t *) octx->ctx->vtcm_base;
actx.vtcm_src0 = VTCM_LAYOUT_PTR(uint8_t, base, L.off_src0);
actx.vtcm_src1 = VTCM_LAYOUT_PTR(uint8_t, base, L.off_src1);
actx.vtcm_dst = VTCM_LAYOUT_PTR(uint8_t, base, L.off_dst);
actx.vtcm_src0_size_per_thread = L.src0_bytes_per_thread;
actx.vtcm_src1_size_per_thread = L.src1_bytes_per_thread;
actx.vtcm_dst_size_per_thread = L.dst_bytes_per_thread;
actx.src0_spad_half_size = L.src0_bytes_per_thread / 2;
actx.src1_spad_half_size = L.src1_bytes_per_thread / 2;
actx.dst_spad_half_size = L.dst_bytes_per_thread / 2;
actx.block = actx.src0_spad_half_size / actx.src0_row_size_aligned;
actx.src0_nrows = src0_nrows;
actx.nc = dst->ne[0];
const uint8_t * data_src0 = (const uint8_t *) src0->data;
const uint8_t * data_src1 = src1 ? (const uint8_t *) src1->data : NULL;
if (!src1 && (octx->op == HTP_OP_GLU_SWIGLU || octx->op == HTP_OP_GLU_SWIGLU_OAI || octx->op == HTP_OP_GLU_GEGLU)) {
const int32_t swapped = octx->op_params[1];
data_src1 = data_src0;
actx.src1_row_size = actx.src0_row_size;
size_t nc_in_bytes = actx.nc * SIZEOF_FP32;
if (swapped) {
data_src0 += nc_in_bytes;
} else {
data_src1 += nc_in_bytes;
}
}
actx.data_src0 = data_src0;
actx.data_src1 = data_src1;
actx.data_dst = (uint8_t *) dst->data;
worker_pool_run_func(octx->ctx->worker_pool, act_op_func, &actx, n_threads);
return HTP_STATUS_OK;
}
int op_activations(struct htp_ops_context * octx) {
switch (octx->src[0]->type) {
case HTP_TYPE_F32:
return execute_op_activations_f32(octx);
default:
return HTP_STATUS_NO_SUPPORT;
}
}