#include "htp-msg.h"
#include "htp-ops.h"
-static inline HVX_Vector hvx_load_f32_to_f16(const HVX_Vector * restrict src, const HVX_Vector zero) {
- HVX_Vector y0_qf = Q6_Vqf32_vsub_VsfVsf(src[0], zero); // 32 elements
- HVX_Vector y1_qf = Q6_Vqf32_vsub_VsfVsf(src[1], zero); // 32 elements
- return Q6_Vh_vdeal_Vh(Q6_Vhf_equals_Wqf32(Q6_W_vcombine_VV(y1_qf, y0_qf)));
-}
-
-// Dot product of FP32 and FP16 vectors, accumulating to float
-static inline void hvx_dot_f32_f16_aa(float * restrict r, const void * restrict y, const void * restrict x, unsigned int n, float s) {
- const HVX_Vector * restrict vy = (const HVX_Vector * restrict) y; // fp32
- const HVX_Vector * restrict vx = (const HVX_Vector * restrict) x; // fp16
-
- uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors
- uint32_t nloe = n % VLEN_FP16; // leftover elements
-
- const HVX_Vector zero = Q6_V_vsplat_R(0);
- HVX_Vector rsum = Q6_V_vsplat_R(0);
-
- uint32_t i = 0;
-
- #pragma unroll(4)
- for (i = 0; i < nvec; i++) {
- // Load y (fp32) and convert into fp16
- HVX_Vector y_hf = hvx_load_f32_to_f16(&vy[i*2], zero);
-
- // Load x (fp16)
- HVX_Vector x_hf = vx[i];
-
- HVX_VectorPair xy_qf = Q6_Wqf32_vmpy_VhfVhf(x_hf, y_hf);
-
- rsum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy_qf), Q6_V_hi_W(xy_qf)), rsum));
- }
-
- if (nloe) {
- // Load y (fp32) and convert into fp16
- HVX_Vector y_hf = hvx_load_f32_to_f16(&vy[i*2], zero);
-
- // Load x (fp16)
- HVX_Vector x_hf = vx[i];
-
- // Zero-out unused elements
- // Note that we need to clear both x and y because they may contain NANs
- HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2);
- x_hf = Q6_V_vand_QV(bmask, x_hf);
- y_hf = Q6_V_vand_QV(bmask, y_hf);
-
- HVX_VectorPair xy_qf = Q6_Wqf32_vmpy_VhfVhf(x_hf, y_hf);
-
- rsum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy_qf), Q6_V_hi_W(xy_qf)), rsum));
- }
-
- rsum = Q6_Vqf32_vmpy_VsfVsf(hvx_vec_splat_f32(s), hvx_vec_reduce_sum_f32(rsum));
- hvx_vec_store_u(r, 4, Q6_Vsf_equals_Vqf32(rsum));
-}
-
-// Dot product of FP32 and FP16 vectors, accumulating to float
-static inline void hvx_dot_f32_f16_aa_rx2(float * restrict r,
- const void * restrict y,
- const void * restrict x0,
- const void * restrict x1,
- unsigned int n,
- float s) {
- const HVX_Vector * restrict vy = (const HVX_Vector * restrict) y; // fp32
- const HVX_Vector * restrict vx0 = (const HVX_Vector * restrict) x0; // fp16
- const HVX_Vector * restrict vx1 = (const HVX_Vector * restrict) x1; // fp16
-
- uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors
- uint32_t nloe = n % VLEN_FP16; // leftover elements
-
- const HVX_Vector zero = Q6_V_vsplat_R(0);
- HVX_Vector rsum0 = Q6_V_vsplat_R(0);
- HVX_Vector rsum1 = Q6_V_vsplat_R(0);
-
- uint32_t i = 0;
-
- #pragma unroll(2)
- for (i = 0; i < nvec; i++) {
- // Load y (fp32) and convert into fp16
- HVX_Vector y_hf = hvx_load_f32_to_f16(&vy[i*2], zero);
- // Load x (fp16)
- HVX_Vector x0_hf = vx0[i];
- HVX_Vector x1_hf = vx1[i];
-
- HVX_VectorPair xy0_qf = Q6_Wqf32_vmpy_VhfVhf(x0_hf, y_hf);
- HVX_VectorPair xy1_qf = Q6_Wqf32_vmpy_VhfVhf(x1_hf, y_hf);
-
- rsum0 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy0_qf), Q6_V_hi_W(xy0_qf)), rsum0));
- rsum1 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy1_qf), Q6_V_hi_W(xy1_qf)), rsum1));
- }
-
- if (nloe) {
- // Load y (fp32) and convert into fp16
- HVX_Vector y_hf = hvx_load_f32_to_f16(&vy[i*2], zero);
-
- // Load x (fp16)
- HVX_Vector x0_hf = vx0[i];
- HVX_Vector x1_hf = vx1[i];
-
- // Zero-out unused elements
- // Note that we need to clear both x and y because they may contain NANs
- HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2);
- x0_hf = Q6_V_vand_QV(bmask, x0_hf);
- x1_hf = Q6_V_vand_QV(bmask, x1_hf);
- y_hf = Q6_V_vand_QV(bmask, y_hf);
-
- HVX_VectorPair xy0_qf = Q6_Wqf32_vmpy_VhfVhf(x0_hf, y_hf);
- HVX_VectorPair xy1_qf = Q6_Wqf32_vmpy_VhfVhf(x1_hf, y_hf);
-
- rsum0 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy0_qf), Q6_V_hi_W(xy0_qf)), rsum0));
- rsum1 = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xy1_qf), Q6_V_hi_W(xy1_qf)), rsum1));
- }
-
- HVX_Vector rsum = Q6_Vqf32_vmpy_VsfVsf(hvx_vec_splat_f32(s), hvx_vec_reduce_sum_f32x2(rsum0, rsum1));
- hvx_vec_store_u(r, 8, Q6_Vsf_equals_Vqf32(rsum));
-}
-
// Dot product of two F16 vectors, accumulating to float
static inline void hvx_dot_f16_f16_aa(float * restrict r, const void * restrict x, const void * restrict y, unsigned int n, float s) {
const HVX_Vector * restrict vx = (const HVX_Vector * restrict) x; // fp16
uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors
uint32_t nloe = n % VLEN_FP16; // leftover elements
- const HVX_Vector zero = Q6_V_vsplat_R(0);
- HVX_Vector rsum = Q6_V_vsplat_R(0);
+ HVX_Vector rsum = Q6_V_vsplat_R(0);
uint32_t i = 0;
}
if (nloe) {
- HVX_Vector y_hf = vy[i];
-
// Load x (fp16) and zero-out unused elements
HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2);
- HVX_Vector x_hf = Q6_V_vand_QV(bmask, vx[i]);
+ HVX_Vector y_hf = Q6_V_vand_QV(bmask, vy[i]);
+ HVX_Vector x_hf = Q6_V_vand_QV(bmask, vx[i]);
HVX_VectorPair xy_qf = Q6_Wqf32_vmpy_VhfVhf(x_hf, y_hf);
const HVX_Vector * restrict vx1 = (const HVX_Vector * restrict) x1; // fp16
const HVX_Vector * restrict vy = (const HVX_Vector * restrict) y; // fp16
- uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors
- uint32_t nloe = n % VLEN_FP16; // leftover elements
+ uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors
+ uint32_t nloe = n % VLEN_FP16; // leftover elements
- const HVX_Vector zero = Q6_V_vsplat_R(0);
- HVX_Vector rsum0 = Q6_V_vsplat_R(0);
- HVX_Vector rsum1 = Q6_V_vsplat_R(0);
+ HVX_Vector rsum0 = Q6_V_vsplat_R(0);
+ HVX_Vector rsum1 = Q6_V_vsplat_R(0);
uint32_t i = 0;
}
if (nloe) {
- HVX_Vector y_hf = vy[i];
-
// Load x (fp16) and zero-out unused elements
HVX_VectorPred bmask = Q6_Q_vsetq_R(nloe * 2);
- HVX_Vector x0_hf = Q6_V_vand_QV(bmask, vx0[i]);
- HVX_Vector x1_hf = Q6_V_vand_QV(bmask, vx1[i]);
+ HVX_Vector x0_hf = Q6_V_vand_QV(bmask, vx0[i]);
+ HVX_Vector x1_hf = Q6_V_vand_QV(bmask, vx1[i]);
+ HVX_Vector y_hf = Q6_V_vand_QV(bmask, vy[i]);
HVX_VectorPair xy0_qf = Q6_Wqf32_vmpy_VhfVhf(x0_hf, y_hf);
HVX_VectorPair xy1_qf = Q6_Wqf32_vmpy_VhfVhf(x1_hf, y_hf);
hvx_vec_store_u(r, 8, Q6_Vsf_equals_Vqf32(rsum));
}
-// MAD: y (F32) += x (F16) * s (float)
+// MAD: y (F32) += x (F16) * s (F32)
static inline void hvx_mad_f32_f16_aa(float * restrict y, const void * restrict x, int n, float s) {
const HVX_Vector * restrict ptr_x = (const HVX_Vector *) x;
HVX_Vector * restrict ptr_y = (HVX_Vector *) y;
}
}
+// MAD: y (F32) += x0 (F16) * s0 (F32) + x1 (F16) * s1 (F32)
+static inline void hvx_mad_f32_f16_aa_rx2(float * restrict y,
+ const void * restrict x0,
+ const void * restrict x1,
+ float s0,
+ float s1,
+ int n) {
+ const HVX_Vector * restrict ptr_x0 = (const HVX_Vector *) x0;
+ const HVX_Vector * restrict ptr_x1 = (const HVX_Vector *) x1;
+ HVX_Vector * restrict ptr_y = (HVX_Vector *) y;
+
+ uint32_t nvec = n / VLEN_FP16; // num full fp16 hvx vectors
+ uint32_t nloe = n % VLEN_FP16; // leftover elements
+
+ HVX_Vector S0 = hvx_vec_splat_f16(s0);
+ HVX_Vector S1 = hvx_vec_splat_f16(s1);
+
+ uint32_t i = 0;
+ #pragma unroll(2)
+ for (i = 0; i < nvec; ++i) {
+ // Multiply x * s -> pair of F32 vectors
+ HVX_VectorPair xs0_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x0[i]), S0);
+ HVX_VectorPair xs1_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x1[i]), S1);
+
+ HVX_Vector xs_p_lo = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xs0_p), Q6_V_lo_W(xs1_p));
+ HVX_Vector xs_p_hi = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_hi_W(xs0_p), Q6_V_hi_W(xs1_p));
+
+ ptr_y[i * 2] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs_p_lo, ptr_y[i * 2]));
+ ptr_y[i * 2 + 1] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs_p_hi, ptr_y[i * 2 + 1]));
+ }
+
+ if (nloe) {
+ HVX_VectorPair xs0_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x0[i]), S0);
+ HVX_VectorPair xs1_p = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(ptr_x1[i]), S1);
+
+ HVX_Vector xs_p_lo = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_lo_W(xs0_p), Q6_V_lo_W(xs1_p));
+ HVX_Vector xs = xs_p_lo;
+ i = 2 * i; // index for ptr_y
+
+ if (nloe >= 32) {
+ ptr_y[i] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs, ptr_y[i]));
+ nloe -= 32; ++i;
+ xs = Q6_Vqf32_vadd_Vqf32Vqf32(Q6_V_hi_W(xs0_p), Q6_V_hi_W(xs1_p));
+ }
+
+ if (nloe) {
+ HVX_Vector xy = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_Vqf32Vsf(xs, ptr_y[i]));
+ hvx_vec_store_a(&ptr_y[i], nloe * 4, xy);
+ }
+ }
+}
+
#define FLASH_ATTN_BLOCK_SIZE 128
-static void flash_attn_ext_f16_thread(struct htp_ops_context * octx, int ith, int nth) {
+struct htp_fa_context {
+ const struct htp_ops_context * octx;
+
+ struct fastdiv_values src0_div21;
+ struct fastdiv_values src0_div1;
+
+ struct fastdiv_values broadcast_rk2;
+ struct fastdiv_values broadcast_rk3;
+ struct fastdiv_values broadcast_rv2;
+ struct fastdiv_values broadcast_rv3;
+
+ struct fastdiv_values src3_div2;
+ struct fastdiv_values src3_div3;
+
+ float scale;
+ float max_bias;
+ float logit_softcap;
+
+ uint32_t n_head_log2;
+ float m0;
+ float m1;
+
+ uint32_t n_blocks;
+
+ size_t size_q_row_padded;
+ size_t size_k_row_padded;
+ size_t size_v_row_padded;
+
+ size_t size_k_block;
+ size_t size_v_block;
+ size_t size_m_block;
+
+ bool is_q_fp32;
+};
+
+static inline void hvx_scale_vec_f32_aa(uint8_t * restrict dst, const uint8_t * restrict src, const int n, HVX_Vector vs) {
+ assert((size_t) dst % 128 == 0);
+ assert((size_t) src % 128 == 0);
+
+ const HVX_Vector * restrict vsrc = (const HVX_Vector * restrict) src;
+ HVX_Vector * restrict vdst = (HVX_Vector * restrict) dst;
+
+ const uint32_t nvec = n / VLEN_FP32;
+ const uint32_t nloe = n % VLEN_FP32;
+
+ uint32_t i = 0;
+ #pragma unroll(4)
+ for (; i < nvec; ++i) {
+ vdst[i] = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(vsrc[i], vs));
+ }
+ if (nloe) {
+ HVX_Vector v = Q6_Vqf32_vmpy_VsfVsf(vsrc[i], vs);
+ hvx_vec_store_a(&vdst[i], nloe * sizeof(float), Q6_Vsf_equals_Vqf32(v));
+ }
+}
+
+static void flash_attn_ext_f16_thread(unsigned int nth, unsigned int ith, void * data) {
+ struct htp_fa_context * factx = (struct htp_fa_context *) data;
+ const struct htp_ops_context * octx = factx->octx;
const struct htp_tensor * q = &octx->src0;
const struct htp_tensor * k = &octx->src1;
const struct htp_tensor * v = &octx->src2;
const struct htp_tensor * mask = (octx->src3.data) ? &octx->src3 : NULL;
const struct htp_tensor * sinks = (octx->src4.data) ? &octx->src4 : NULL;
- struct htp_tensor * dst = &octx->dst;
+ const struct htp_tensor * dst = &octx->dst;
const uint32_t neq0 = q->ne[0];
const uint32_t neq1 = q->ne[1];
const uint32_t nb2 = dst->nb[2];
const uint32_t nb3 = dst->nb[3];
- float scale = 1.0f;
- float max_bias = 0.0f;
- float logit_softcap = 0.0f;
-
- memcpy(&scale, (float *) octx->op_params + 0, sizeof(float));
- memcpy(&max_bias, (float *) octx->op_params + 1, sizeof(float));
- memcpy(&logit_softcap, (float *) octx->op_params + 2, sizeof(float));
-
- if (logit_softcap != 0) {
- scale /= logit_softcap;
- }
-
// total rows in q
const uint32_t nr = neq1*neq2*neq3;
const uint32_t DV = nev0;
const size_t size_q_row = DK * ((q->type == HTP_TYPE_F32) ? 4 : 2);
- const size_t size_q_row_padded = hex_round_up(size_q_row, 128);
-
const size_t size_k_row = DK * sizeof(__fp16);
const size_t size_v_row = DV * sizeof(__fp16);
- const size_t size_m_row = FLASH_ATTN_BLOCK_SIZE * sizeof(__fp16); // Treat block as one row for mask
-
- const size_t size_k_row_padded = hex_round_up(size_k_row, 128);
- const size_t size_v_row_padded = hex_round_up(size_v_row, 128);
-
- const size_t size_k_block = size_k_row_padded * FLASH_ATTN_BLOCK_SIZE;
- const size_t size_v_block = size_v_row_padded * FLASH_ATTN_BLOCK_SIZE;
- const size_t size_m_block = hex_round_up(FLASH_ATTN_BLOCK_SIZE * sizeof(__fp16), 128);
// Scratchpad buffers for Q, K, V, Mask, and VKQ32 accumulator
uint8_t * spad_q = octx->src0_spad.data + octx->src0_spad.size_per_thread * ith;
uint8_t * spad_m = octx->src3_spad.data + octx->src3_spad.size_per_thread * ith;
uint8_t * spad_a = octx->dst_spad.data + octx->dst_spad.size_per_thread * ith;
- const uint32_t n_head = neq2;
- const uint32_t n_head_log2 = 1u << (uint32_t) floor(log2(n_head));
- const float m0 = powf(2.0f, -(max_bias ) / n_head_log2);
- const float m1 = powf(2.0f, -(max_bias / 2.0f) / n_head_log2);
+ const HVX_Vector logit_cap = hvx_vec_splat_f32(factx->logit_softcap);
for (uint32_t ir = ir0; ir < ir1; ++ir) {
- const uint32_t iq3 = fastdiv(ir, &octx->src0_div21);
- const uint32_t iq2 = fastdiv(ir - iq3*neq2*neq1, &octx->src0_div1);
+ const uint32_t iq3 = fastdiv(ir, &factx->src0_div21);
+ const uint32_t iq2 = fastdiv(ir - iq3*neq2*neq1, &factx->src0_div1);
const uint32_t iq1 = (ir - iq3*neq2*neq1 - iq2 * neq1);
- const uint32_t ik3 = fastdiv(iq3, &octx->broadcast_rk3);
- const uint32_t ik2 = fastdiv(iq2, &octx->broadcast_rk2);
+ const uint32_t ik3 = fastdiv(iq3, &factx->broadcast_rk3);
+ const uint32_t ik2 = fastdiv(iq2, &factx->broadcast_rk2);
- const uint32_t iv3 = fastdiv(iq3, &octx->broadcast_rv3);
- const uint32_t iv2 = fastdiv(iq2, &octx->broadcast_rv2);
+ const uint32_t iv3 = fastdiv(iq3, &factx->broadcast_rv3);
+ const uint32_t iv2 = fastdiv(iq2, &factx->broadcast_rv2);
// Fetch Q row
const uint8_t * q_row_ptr = (const uint8_t *) q->data + (iq1*nbq1 + iq2*nbq2 + iq3*nbq3);
- dma_queue_push(dma, dma_make_ptr(spad_q, q_row_ptr), size_q_row_padded, nbq1, size_q_row, 1);
+ dma_queue_push(dma, dma_make_ptr(spad_q, q_row_ptr), factx->size_q_row_padded, nbq1, size_q_row, 1);
const uint32_t h = iq2; // head index
- const float slope = (max_bias > 0.0f) ? (h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1)) : 1.0f;
+ const float slope = (factx->max_bias > 0.0f) ? (h < factx->n_head_log2 ? powf(factx->m0, h + 1) : powf(factx->m1, 2*(h - factx->n_head_log2) + 1)) : 1.0f;
- float S = 0.0f; // sum
- float M = -INFINITY; // maximum KQ value
+ HVX_Vector S_vec = hvx_vec_splat_f32(0.0f);
+ HVX_Vector M_vec = hvx_vec_splat_f32(-INFINITY);
// Clear accumulator
hvx_splat_f32_a(spad_a, 0, DV);
const __fp16 * mp_base = NULL;
if (mask) {
- const uint32_t im2 = fastmodulo(iq2, mask->ne[2], &octx->src3_div2);
- const uint32_t im3 = fastmodulo(iq3, mask->ne[3], &octx->src3_div3);
+ const uint32_t im2 = fastmodulo(iq2, mask->ne[2], &factx->src3_div2);
+ const uint32_t im3 = fastmodulo(iq3, mask->ne[3], &factx->src3_div3);
mp_base = (const __fp16 *) ((const uint8_t *) mask->data + iq1*mask->nb[1] + im2*mask->nb[2] + im3*mask->nb[3]);
}
- const uint32_t n_blocks = (nek1 + FLASH_ATTN_BLOCK_SIZE - 1) / FLASH_ATTN_BLOCK_SIZE;
-
// Prefetch first two blocks
- for (uint32_t ib = 0; ib < MIN(n_blocks, 2); ++ib) {
+ for (uint32_t ib = 0; ib < MIN(factx->n_blocks, 2); ++ib) {
const uint32_t ic_start = ib * FLASH_ATTN_BLOCK_SIZE;
const uint32_t current_block_size = MIN(FLASH_ATTN_BLOCK_SIZE, nek1 - ic_start);
// K
const uint8_t * k_src = (const uint8_t *) k->data + (ic_start*nbk1 + ik2*nbk2 + ik3*nbk3);
- uint8_t * k_dst = spad_k + (ib % 2) * size_k_block;
- dma_queue_push(dma, dma_make_ptr(k_dst, k_src), size_k_row_padded, nbk1, size_k_row, current_block_size);
+ uint8_t * k_dst = spad_k + (ib % 2) * factx->size_k_block;
+ dma_queue_push(dma, dma_make_ptr(k_dst, k_src), factx->size_k_row_padded, nbk1, size_k_row, current_block_size);
// V
const uint8_t * v_src = (const uint8_t *) v->data + (ic_start*nbv1 + iv2*nbv2 + iv3*nbv3);
- uint8_t * v_dst = spad_v + (ib % 2) * size_v_block;
- dma_queue_push(dma, dma_make_ptr(v_dst, v_src), size_v_row_padded, nbv1, size_v_row, current_block_size);
+ uint8_t * v_dst = spad_v + (ib % 2) * factx->size_v_block;
+ dma_queue_push(dma, dma_make_ptr(v_dst, v_src), factx->size_v_row_padded, nbv1, size_v_row, current_block_size);
// Mask
if (mask) {
const uint8_t * m_src = (const uint8_t *) (mp_base + ic_start);
- uint8_t * m_dst = spad_m + (ib % 2) * size_m_block;
+ uint8_t * m_dst = spad_m + (ib % 2) * factx->size_m_block;
// Mask is 1D contiguous for this row
dma_queue_push(dma, dma_make_ptr(m_dst, m_src), current_block_size * 2, current_block_size * 2, current_block_size * 2, 1);
}
}
- const uint8_t * q_ptr_vtcm = dma_queue_pop(dma).dst;
+ uint8_t * q_ptr_vtcm = dma_queue_pop(dma).dst;
+ if (factx->is_q_fp32) {
+ hvx_copy_f16_f32_aa(q_ptr_vtcm, q_ptr_vtcm, DK); // inplace convert f32 to f16
+ }
- for (uint32_t ib = 0; ib < n_blocks; ++ib) {
+ const HVX_Vector slope_vec = hvx_vec_splat_f16(slope);
+ for (uint32_t ib = 0; ib < factx->n_blocks; ++ib) {
const uint32_t ic_start = ib * FLASH_ATTN_BLOCK_SIZE;
const uint32_t current_block_size = MIN(FLASH_ATTN_BLOCK_SIZE, nek1 - ic_start);
// Inner loop processing the block from VTCM
uint32_t ic = 0;
- const bool is_q_fp32 = (q->type == HTP_TYPE_F32);
-
// Process in blocks of 32 (VLEN_FP32)
static_assert(FLASH_ATTN_BLOCK_SIZE / VLEN_FP32 <= 4, "FLASH_ATTN_BLOCK_SIZE changed, fix HVX_Vector_x4 usage");
HVX_Vector_x4 scores_x4;
for (uint32_t iv = 0; ic + VLEN_FP32 <= current_block_size; ic += VLEN_FP32, ++iv) {
// 1. Compute scores
float __attribute__((aligned(VLEN))) scores_arr[VLEN_FP32];
- for (int j = 0; j < VLEN_FP32; j += 2) {
+ for (uint32_t j = 0; j < VLEN_FP32; j += 2) {
const uint32_t cur_ic = ic + j;
- const uint8_t * k_ptr = k_base + cur_ic * size_k_row_padded;
- if (is_q_fp32) {
- hvx_dot_f32_f16_aa_rx2(&scores_arr[j], q_ptr_vtcm, k_ptr, k_ptr + size_k_row_padded, DK, scale);
- } else {
- hvx_dot_f16_f16_aa_rx2(&scores_arr[j], q_ptr_vtcm, k_ptr, k_ptr + size_k_row_padded, DK, scale);
- }
+ const uint8_t * k_ptr = k_base + cur_ic * factx->size_k_row_padded;
+ hvx_dot_f16_f16_aa_rx2(&scores_arr[j], q_ptr_vtcm, k_ptr, k_ptr + factx->size_k_row_padded, DK, factx->scale);
}
HVX_Vector scores = *(HVX_Vector *) scores_arr;
// 2. Softcap
- if (logit_softcap != 0.0f) {
+ if (factx->logit_softcap != 0.0f) {
scores = hvx_vec_tanh_f32(scores);
- scores = Q6_Vqf32_vmpy_VsfVsf(scores, hvx_vec_splat_f32(logit_softcap));
+ scores = Q6_Vqf32_vmpy_VsfVsf(scores, logit_cap);
scores = Q6_Vsf_equals_Vqf32(scores);
}
if (mask) {
const __fp16 * mp = m_base + ic;
HVX_Vector m_vals_f16 = *(const HVX_UVector *) mp;
-
- HVX_Vector one_f16 = Q6_Vh_vsplat_R(0x3c00);
- HVX_VectorPair m_vals_f32_pair = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(m_vals_f16), one_f16);
-
- HVX_Vector m_vals_f32 = Q6_Vsf_equals_Vqf32(Q6_V_lo_W(m_vals_f32_pair));
-
- HVX_Vector slope_vec = hvx_vec_splat_f32(slope);
- HVX_Vector add_val = Q6_Vqf32_vmpy_VsfVsf(m_vals_f32, slope_vec);
- scores = Q6_Vqf32_vadd_VsfVsf(scores, Q6_Vsf_equals_Vqf32(add_val));
+ HVX_VectorPair m_vals_f32_pair = Q6_Wqf32_vmpy_VhfVhf(Q6_Vh_vshuff_Vh(m_vals_f16), slope_vec);
+ HVX_Vector add_val = Q6_V_lo_W(m_vals_f32_pair);
+ scores = Q6_Vqf32_vadd_Vqf32Vsf(add_val, scores);
scores = Q6_Vsf_equals_Vqf32(scores);
}
scores_x4.v[iv] = scores;
- v_max = Q6_Vsf_vmax_VsfVsf(scores, v_max);
+ v_max = hvx_vec_reduce_max2_f32(scores, v_max); // All lanes have block max
}
{
// 4. Online Softmax Update
- v_max = hvx_vec_reduce_max_f32(v_max);
- float m_block = hvx_vec_get_f32(v_max);
- float M_old = M;
- float M_new = (m_block > M) ? m_block : M;
- M = M_new;
+ HVX_Vector M_new_vec = Q6_Vsf_vmax_VsfVsf(v_max, M_vec);
+ HVX_Vector diff_vec = Q6_Vqf32_vsub_VsfVsf(M_vec, M_new_vec);
+ HVX_Vector ms_vec = hvx_vec_exp_f32(Q6_Vsf_equals_Vqf32(diff_vec));
+ M_vec = M_new_vec;
- const float ms = expf(M_old - M_new);
- hvx_scale_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms);
+ hvx_scale_vec_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms_vec);
- HVX_Vector M_new_vec = hvx_vec_splat_f32(M_new);
HVX_Vector p_sum_vec = hvx_vec_splat_f32(0.0f);
for (uint32_t ic2 = 0, iv = 0; ic2 + VLEN_FP32 <= current_block_size; ic2 += VLEN_FP32, ++iv) {
HVX_Vector scores = scores_x4.v[iv];
- HVX_Vector scores_shifted = Q6_Vqf32_vsub_VsfVsf(scores, M_new_vec);
+ HVX_Vector scores_shifted = Q6_Vqf32_vsub_VsfVsf(scores, M_vec);
HVX_Vector P = hvx_vec_exp_f32(Q6_Vsf_equals_Vqf32(scores_shifted));
p_sum_vec = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(p_sum_vec, P));
// 5. Accumulate V
float __attribute__((aligned(VLEN))) p_arr[VLEN_FP32];
- *(HVX_Vector*)p_arr = P;
+ *(HVX_Vector *) p_arr = P;
- for (int j = 0; j < VLEN_FP32; ++j) {
- const uint32_t cur_ic = ic2 + j;
- const uint8_t * v_ptr = v_base + cur_ic * size_v_row_padded;
- hvx_mad_f32_f16_aa(VKQ32, v_ptr, DV, p_arr[j]);
+ for (uint32_t j = 0; j < VLEN_FP32; j += 2) {
+ const uint32_t cur_ic = ic2 + j;
+ const uint8_t * v_ptr = v_base + cur_ic * factx->size_v_row_padded;
+ hvx_mad_f32_f16_aa_rx2(VKQ32, v_ptr, v_ptr + factx->size_v_row_padded, p_arr[j], p_arr[j + 1], DV);
}
}
p_sum_vec = hvx_vec_reduce_sum_f32(p_sum_vec);
- S = S * ms + hvx_vec_get_f32(p_sum_vec);
+ S_vec = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(Q6_Vsf_equals_Vqf32(Q6_Vqf32_vmpy_VsfVsf(S_vec, ms_vec)), p_sum_vec));
}
+ // Sync scalars for leftover/next block if needed
+ float M = hvx_vec_get_f32(M_vec);
+ float S = hvx_vec_get_f32(S_vec);
+
// Leftover
for (; ic < current_block_size; ++ic) {
float s_val;
- const uint8_t * k_ptr = k_base + ic * size_k_row_padded;
-
- if (is_q_fp32) {
- hvx_dot_f32_f16_aa(&s_val, q_ptr_vtcm, k_ptr, DK, scale);
- } else {
- hvx_dot_f16_f16_aa(&s_val, q_ptr_vtcm, k_ptr, DK, scale);
- }
-
- if (logit_softcap != 0.0f) {
- s_val = logit_softcap * tanhf(s_val);
+ const uint8_t * k_ptr = k_base + ic * factx->size_k_row_padded;
+ hvx_dot_f16_f16_aa(&s_val, q_ptr_vtcm, k_ptr, DK, factx->scale);
+ if (factx->logit_softcap != 0.0f) {
+ s_val = factx->logit_softcap * tanhf(s_val);
}
if (mask) {
}
const float Mold = M;
- float ms = 1.0f;
float vs = 1.0f;
if (s_val > M) {
M = s_val;
- ms = expf(Mold - M);
- hvx_scale_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms);
+ HVX_Vector diff_vec = hvx_vec_splat_f32(Mold - M);
+ HVX_Vector ms_vec = hvx_vec_exp_f32(diff_vec);
+ hvx_scale_vec_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms_vec);
+
+ float ms = hvx_vec_get_f32(ms_vec);
+ S = S * ms + vs;
} else {
- vs = expf(s_val - M);
+ HVX_Vector diff_vec = hvx_vec_splat_f32(s_val - M);
+ vs = hvx_vec_get_f32(hvx_vec_exp_f32(diff_vec));
+ S += vs;
}
- const uint8_t * v_ptr = v_base + ic * size_v_row_padded;
+ const uint8_t * v_ptr = v_base + ic * factx->size_v_row_padded;
hvx_mad_f32_f16_aa(VKQ32, v_ptr, DV, vs);
-
- S = S * ms + vs;
}
+ M_vec = hvx_vec_splat_f32(M);
+ S_vec = hvx_vec_splat_f32(S);
// Issue DMA for next+1 block (if exists)
- if (ib + 2 < n_blocks) {
+ if (ib + 2 < factx->n_blocks) {
const uint32_t next_ib = ib + 2;
const uint32_t next_ic_start = next_ib * FLASH_ATTN_BLOCK_SIZE;
const uint32_t next_block_size = MIN(FLASH_ATTN_BLOCK_SIZE, nek1 - next_ic_start);
// K
const uint8_t * k_src = (const uint8_t *) k->data + (next_ic_start*nbk1 + ik2*nbk2 + ik3*nbk3);
- dma_queue_push(dma, dma_make_ptr(k_base, k_src), size_k_row_padded, nbk1, size_k_row, next_block_size);
+ dma_queue_push(dma, dma_make_ptr(k_base, k_src), factx->size_k_row_padded, nbk1, size_k_row, next_block_size);
// V
const uint8_t * v_src = (const uint8_t *) v->data + (next_ic_start*nbv1 + iv2*nbv2 + iv3*nbv3);
- dma_queue_push(dma, dma_make_ptr(v_base, v_src), size_v_row_padded, nbv1, size_v_row, next_block_size);
+ dma_queue_push(dma, dma_make_ptr(v_base, v_src), factx->size_v_row_padded, nbv1, size_v_row, next_block_size);
// Mask
if (mask) {
}
// sinks
+ float M = hvx_vec_get_f32(M_vec);
+ float S = hvx_vec_get_f32(S_vec);
+
if (sinks) {
const float s = ((float *)((char *) sinks->data))[h];
- float ms = 1.0f;
float vs = 1.0f;
if (s > M) {
- ms = expf(M - s);
- hvx_scale_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms);
+ HVX_Vector diff_vec = hvx_vec_splat_f32(M - s);
+ HVX_Vector ms_vec = hvx_vec_exp_f32(diff_vec);
+ hvx_scale_vec_f32_aa((uint8_t *) VKQ32, (const uint8_t *) VKQ32, DV, ms_vec);
+
+ float ms = hvx_vec_get_f32(ms_vec);
+ S = S * ms + vs;
} else {
- vs = expf(s - M);
+ HVX_Vector diff_vec = hvx_vec_splat_f32(s - M);
+ vs = hvx_vec_get_f32(hvx_vec_exp_f32(diff_vec));
+ S += vs;
}
-
- S = S * ms + vs;
}
const float S_inv = S == 0.0f ? 0.0f : 1.0f/S;
}
}
-static void htp_flash_attn_ext_job(unsigned int n, unsigned int i, void * data) {
- struct htp_ops_context * octx = data;
- flash_attn_ext_f16_thread(octx, i, n);
-}
-
int op_flash_attn_ext(struct htp_ops_context * octx) {
const struct htp_tensor * q = &octx->src0;
const struct htp_tensor * k = &octx->src1;
const struct htp_tensor * v = &octx->src2;
- const struct htp_tensor * mask = (octx->src3.type != HTP_TYPE_COUNT) ? &octx->src3 : NULL;
- struct htp_tensor * dst = &octx->dst;
+ const struct htp_tensor * mask = (octx->src3.data) ? &octx->src3 : NULL;
+ const struct htp_tensor * dst = &octx->dst;
// Check support
- if ((q->type != HTP_TYPE_F16 && q->type != HTP_TYPE_F32) ||
- k->type != HTP_TYPE_F16 ||
- v->type != HTP_TYPE_F16) {
+ if ((q->type != HTP_TYPE_F16 && q->type != HTP_TYPE_F32) || k->type != HTP_TYPE_F16 || v->type != HTP_TYPE_F16) {
return HTP_STATUS_NO_SUPPORT;
}
- octx->src0_div21 = init_fastdiv_values(q->ne[2] * q->ne[1]);
- octx->src0_div1 = init_fastdiv_values(q->ne[1]);
+ struct htp_fa_context factx;
+ factx.octx = octx;
+
+ factx.src0_div21 = init_fastdiv_values(q->ne[2] * q->ne[1]);
+ factx.src0_div1 = init_fastdiv_values(q->ne[1]);
- octx->broadcast_rk2 = init_fastdiv_values(q->ne[2]/k->ne[2]);
- octx->broadcast_rk3 = init_fastdiv_values(q->ne[3]/k->ne[3]);
- octx->broadcast_rv2 = init_fastdiv_values(q->ne[2]/v->ne[2]);
- octx->broadcast_rv3 = init_fastdiv_values(q->ne[3]/v->ne[3]);
+ factx.broadcast_rk2 = init_fastdiv_values(q->ne[2]/k->ne[2]);
+ factx.broadcast_rk3 = init_fastdiv_values(q->ne[3]/k->ne[3]);
+ factx.broadcast_rv2 = init_fastdiv_values(q->ne[2]/v->ne[2]);
+ factx.broadcast_rv3 = init_fastdiv_values(q->ne[3]/v->ne[3]);
if (mask) {
- octx->src3_div2 = init_fastdiv_values(mask->ne[2]);
- octx->src3_div3 = init_fastdiv_values(mask->ne[3]);
+ factx.src3_div2 = init_fastdiv_values(mask->ne[2]);
+ factx.src3_div3 = init_fastdiv_values(mask->ne[3]);
+ }
+
+ factx.is_q_fp32 = (q->type == HTP_TYPE_F32);
+ factx.size_q_row_padded = hex_round_up(q->ne[0] * (factx.is_q_fp32 ? 4 : 2), 128);
+ factx.size_k_row_padded = hex_round_up(k->ne[0] * sizeof(__fp16), 128);
+ factx.size_v_row_padded = hex_round_up(v->ne[0] * sizeof(__fp16), 128);
+
+ size_t size_q_block = factx.size_q_row_padded * 1; // single row for now
+ factx.size_k_block = factx.size_k_row_padded * FLASH_ATTN_BLOCK_SIZE;
+ factx.size_v_block = factx.size_v_row_padded * FLASH_ATTN_BLOCK_SIZE;
+ factx.size_m_block = hex_round_up(FLASH_ATTN_BLOCK_SIZE * sizeof(__fp16), 128);
+
+ factx.n_blocks = (k->ne[1] + FLASH_ATTN_BLOCK_SIZE - 1) / FLASH_ATTN_BLOCK_SIZE;
+
+ float scale = 1.0f;
+ float max_bias = 0.0f;
+ float logit_softcap = 0.0f;
+
+ memcpy(&scale, (float *) octx->op_params + 0, sizeof(float));
+ memcpy(&max_bias, (float *) octx->op_params + 1, sizeof(float));
+ memcpy(&logit_softcap, (float *) octx->op_params + 2, sizeof(float));
+
+ if (logit_softcap != 0.0f) {
+ scale /= logit_softcap;
}
- size_t size_q_row_padded = hex_round_up(q->ne[0] * (q->type == HTP_TYPE_F32 ? 4 : 2), 128);
- size_t size_k_row_padded = hex_round_up(k->ne[0] * sizeof(__fp16), 128);
- size_t size_v_row_padded = hex_round_up(v->ne[0] * sizeof(__fp16), 128);
+ factx.scale = scale;
+ factx.max_bias = max_bias;
+ factx.logit_softcap = logit_softcap;
- size_t size_q_block = size_q_row_padded * 1; // single row for now
- size_t size_k_block = size_k_row_padded * FLASH_ATTN_BLOCK_SIZE;
- size_t size_v_block = size_v_row_padded * FLASH_ATTN_BLOCK_SIZE;
- size_t size_m_block = hex_round_up(FLASH_ATTN_BLOCK_SIZE * sizeof(__fp16), 128);
+ uint32_t n_head = q->ne[2];
+ factx.n_head_log2 = 1u << (uint32_t) floor(log2(n_head));
+ factx.m0 = powf(2.0f, -(max_bias ) / factx.n_head_log2);
+ factx.m1 = powf(2.0f, -(max_bias / 2.0f) / factx.n_head_log2);
size_t size_vkq_acc = hex_round_up(v->ne[0] * sizeof(float), 128); // VKQ32
octx->src0_spad.size_per_thread = size_q_block * 1;
- octx->src1_spad.size_per_thread = size_k_block * 2;
- octx->src2_spad.size_per_thread = size_v_block * 2;
- octx->src3_spad.size_per_thread = mask ? size_m_block * 2 : 0;
+ octx->src1_spad.size_per_thread = factx.size_k_block * 2;
+ octx->src2_spad.size_per_thread = factx.size_v_block * 2;
+ octx->src3_spad.size_per_thread = mask ? factx.size_m_block * 2 : 0;
octx->dst_spad.size_per_thread = size_vkq_acc;
octx->src0_spad.size = octx->src0_spad.size_per_thread * octx->n_threads;
octx->dst_spad.data = octx->src3_spad.data + octx->src3_spad.size;
if (!(octx->flags & HTP_OPFLAGS_SKIP_COMPUTE)) {
- worker_pool_run_func(octx->ctx->worker_pool, htp_flash_attn_ext_job, octx, octx->n_threads);
+ worker_pool_run_func(octx->ctx->worker_pool, flash_attn_ext_f16_thread, &factx, octx->n_threads);
}
return HTP_STATUS_OK;
overview / pkg / ggml / sources / ggml / commitdiff