const short D4 = D/4;
const short D16 = D/16;
const short NW = N_SIMDWIDTH;
- const short NW4 = NW/4;
+ const short NL = NW/4;
const short SH = 2*C; // shared memory per simdgroup
const short T = D + nsg*SH; // shared memory size per query in (half)
threadgroup o4x4_t * sr4x4 = (threadgroup o4x4_t *) (shared + sgitg*D + Q*T); // scratch buffer for the results
// store the result for all queries in local memory in 8x8 matrices (the O matrix from the paper)
- o4x4_t lo[D16/NW4];
+ o4x4_t lo[D16/NL];
// load heads from Q to shared memory
device const float4 * q4 = (device const float4 *) ((device const char *) q + (iq1*nb01 + iq2*nb02 + iq3*nb03));
}
// zero out lo
- for (short i = 0; i < D16/NW4; i += NW4) {
+ for (short i = 0; i < D16/NL; ++i) {
lo[i] = (o4x4_t) 0.0f;
}
half M = -__FLT16_MAX__/2;
// thread indices inside the simdgroup
- const short tx = tiisg%8;
- const short ty = tiisg/8;
+ const short tx = tiisg%NL;
+ const short ty = tiisg/NL;
// broadcast kv
//const short rk2 = ne02/ne12;
const short ikv3 = iq3/(ne03/ne_12_3);
// load the queries from shared memory into local memory
- q4x4_t mq[D16/NW4];
+ q4x4_t mq[D16/NL];
- for (short ii = 0; ii < D16; ii += NW4) {
- mq[ii/NW4] = sq4x4[ii + tx];
+ for (short ii = 0; ii < D16; ii += NL) {
+ mq[ii/NL] = sq4x4[ii + tx];
}
const bool has_mask = mask != q;
device const kd4x4_t * pk = (device const kd4x4_t *) ((device const char *) k + ((ic + 4*cc + ty)*nb_12_1 + ikv2*nb_12_2 + ikv3*nb_12_3));
#pragma unroll
- for (short ii = 0; ii < D16; ii += NW4) {
+ for (short ii = 0; ii < D16; ii += NL) {
const short i = ii + tx;
k4x4_t mk;
deq_k(pk + i/nl_k, i%nl_k, mk);
mqk +=
- dot(mq[ii/NW4][0], mk[0]) +
- dot(mq[ii/NW4][1], mk[1]) +
- dot(mq[ii/NW4][2], mk[2]) +
- dot(mq[ii/NW4][3], mk[3]);
+ dot(mq[ii/NL][0], mk[0]) +
+ dot(mq[ii/NL][1], mk[1]) +
+ dot(mq[ii/NL][2], mk[2]) +
+ dot(mq[ii/NL][3], mk[3]);
}
// simdgroup reduce
// O = diag(ms)*O
#pragma unroll
- for (short ii = 0; ii < D16; ii += NW4) {
- lo[ii/NW4] *= ms;
+ for (short ii = 0; ii < D16; ii += NL) {
+ lo[ii/NL] *= ms;
}
}
const s4x4_t ms(ss[4*cc + ty]);
#pragma unroll
- for (short ii = 0; ii < D16; ii += NW4) {
+ for (short ii = 0; ii < D16; ii += NL) {
const short i = ii + tx;
v4x4_t mv;
deq_v(pv4 + i/nl_v, i%nl_v, mv);
- lo[ii/NW4] += mv*ms;
+ lo[ii/NL] += mv*ms;
}
}
}
// [ 5, 13, 21, 29] -> [ 5]
// [ 6, 14, 22, 30] -> [ 6]
// [ 7, 15, 23, 31] -> [ 7]
- for (short ii = 0; ii < D16; ii += NW4) {
- lo[ii/NW4][0] += simd_shuffle_down(lo[ii/NW4][0], 16);
- lo[ii/NW4][0] += simd_shuffle_down(lo[ii/NW4][0], 8);
-
- lo[ii/NW4][1] += simd_shuffle_down(lo[ii/NW4][1], 16);
- lo[ii/NW4][1] += simd_shuffle_down(lo[ii/NW4][1], 8);
-
- lo[ii/NW4][2] += simd_shuffle_down(lo[ii/NW4][2], 16);
- lo[ii/NW4][2] += simd_shuffle_down(lo[ii/NW4][2], 8);
-
- lo[ii/NW4][3] += simd_shuffle_down(lo[ii/NW4][3], 16);
- lo[ii/NW4][3] += simd_shuffle_down(lo[ii/NW4][3], 8);
+ for (short ii = 0; ii < D16; ii += NL) {
+ lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0], 16);
+ lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0], 8);
+ //lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0], 4);
+ //lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0], 2);
+ //lo[ii/NL][0] += simd_shuffle_down(lo[ii/NL][0], 1);
+
+ lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1], 16);
+ lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1], 8);
+ //lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1], 4);
+ //lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1], 2);
+ //lo[ii/NL][1] += simd_shuffle_down(lo[ii/NL][1], 1);
+
+ lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2], 16);
+ lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2], 8);
+ //lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2], 4);
+ //lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2], 2);
+ //lo[ii/NL][2] += simd_shuffle_down(lo[ii/NL][2], 1);
+
+ lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3], 16);
+ lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3], 8);
+ //lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3], 4);
+ //lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3], 2);
+ //lo[ii/NL][3] += simd_shuffle_down(lo[ii/NL][3], 1);
}
+ threadgroup_barrier(mem_flags::mem_threadgroup);
+
// store results to shared memory
- for (short i = tiisg; i < D16; i += NW4) {
- sr4x4[i] = lo[i/NW4];
+ for (short i = tiisg; i < D16; i += NL) {
+ sr4x4[i] = lo[i/NL];
}
threadgroup_barrier(mem_flags::mem_threadgroup);