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failed subgroup experiment (slower)
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ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q6_k.comp

Lines changed: 18 additions & 33 deletions
Original file line numberDiff line numberDiff line change
@@ -1,6 +1,9 @@
11
#version 450
22

33
#extension GL_EXT_shader_explicit_arithmetic_types : require
4+
#extension GL_KHR_shader_subgroup_arithmetic : require
5+
#extension GL_KHR_shader_subgroup_shuffle : require
6+
#extension GL_EXT_shader_subgroup_extended_types_int16 : require
47

58
#include "mul_mat_vec_base.comp"
69

@@ -9,16 +12,11 @@ layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in;
912
layout (constant_id = 0) const uint BLOCK_SIZE = 32;
1013
layout (constant_id = 1) const uint NUM_ROWS = 1;
1114

12-
// a 32 bit cache potentially might write faster due to banking
13-
struct block_q6_K_32stor
14-
{
15-
uint32_t blk[104];
16-
float16_t d;
17-
};
15+
uint16_t blk[BLOCK_SIZE/16][8];
1816

19-
shared FLOAT_TYPE tmpsh[NUM_ROWS][BLOCK_SIZE];
20-
shared FLOAT_TYPE sccache[BLOCK_SIZE/16][16];
21-
shared block_q6_K_32stor blkcache[BLOCK_SIZE/16];
17+
uint16_t get_blk_shuffle(uint fbi, uint ix, uint ofst) {
18+
return subgroupShuffle(blk[ix][ofst/(104/fbi)], ofst%(104/fbi));
19+
}
2220

2321
uint fill_blkcache_its(uint wg_size) {
2422
// subgroup sizes are always a power of 2
@@ -38,7 +36,7 @@ void fill_blkcache(const int num_blocks, const uint ib0, const uint i0, const ui
3836
[[unroll]] for (int l = 0; l < num_blocks; ++l) {
3937
[[unroll]] for (int m = 0; m < fbi; ++m)
4038
// cache full superblock into shared memory with coalesced reads
41-
blkcache[l].blk[tid + m*bc_t] = uint32_t(data_a_packed16[ib0 + i0 + l].blk[tid + m*bc_t]);
39+
blk[l][m] = data_a_packed16[ib0 + i0 + l].blk[tid + m*bc_t];
4240
}
4341
}
4442
}
@@ -64,7 +62,7 @@ void compute_outputs(const uint32_t first_row, const uint32_t num_rows) {
6462

6563
const uint ql_offset = 64*v_im + l0;
6664
const uint qh_offset = 32*v_im + l0;
67-
const uint s_offset = 8*v_im + is;
65+
const uint s_offset = 16*ix + 8*v_im + is;
6866
const uint y_offset = 128*v_im + l0;
6967
const uint bcs_offset = (itid%2 == 1) ? 8 : 0;
7068

@@ -93,7 +91,7 @@ void compute_outputs(const uint32_t first_row, const uint32_t num_rows) {
9391
fill_blkcache(blim, ib0, i0, tid, fbi);
9492
}
9593

96-
sccache[ix][itid] = FLOAT_TYPE(int8_t(bitfieldExtract(blkcache[ix].blk[96 + itid/2], int(bcs_offset), 8)));
94+
FLOAT_TYPE sccache = FLOAT_TYPE(int8_t(bitfieldExtract(get_blk_shuffle(fbi, ix, 96 + itid/2), int(bcs_offset), 8)));
9795
barrier();
9896

9997
ibi += num_blocks_per_row;
@@ -102,15 +100,15 @@ void compute_outputs(const uint32_t first_row, const uint32_t num_rows) {
102100

103101
const FLOAT_TYPE d = FLOAT_TYPE(data_a_packed16[ib0 + i].d);
104102

105-
uint32_t ql0_u32 = uint32_t(blkcache[ix].blk[ql_offset / 2]) | (uint32_t(blkcache[ix].blk[ql_offset / 2 + 1]) << 16);
106-
uint32_t ql32_u32 = uint32_t(blkcache[ix].blk[ql_offset / 2 + 16]) | (uint32_t(blkcache[ix].blk[ql_offset / 2 + 17]) << 16);
103+
uint32_t ql0_u32 = uint32_t(get_blk_shuffle(fbi, ix, ql_offset / 2)) | (uint32_t(get_blk_shuffle(fbi, ix, ql_offset / 2 + 1)) << 16);
104+
uint32_t ql32_u32 = uint32_t(get_blk_shuffle(fbi, ix, ql_offset / 2 + 16)) | (uint32_t(get_blk_shuffle(fbi, ix, ql_offset / 2 + 17)) << 16);
107105

108106
uint32_t ql0_u32_lo4 = ql0_u32 & 0x0F0F0F0F;
109107
uint32_t ql0_u32_hi4 = (ql0_u32 >> 4) & 0x0F0F0F0F;
110108
uint32_t ql32_u32_lo4 = ql32_u32 & 0x0F0F0F0F;
111109
uint32_t ql32_u32_hi4 = (ql32_u32 >> 4) & 0x0F0F0F0F;
112110

113-
uint32_t qh_u32 = uint32_t(blkcache[ix].blk[64 + qh_offset / 2]) | (uint32_t(blkcache[ix].blk[64 + qh_offset / 2 + 1]) << 16);
111+
uint32_t qh_u32 = uint32_t(get_blk_shuffle(fbi, ix, 64 + qh_offset / 2)) | (uint32_t(get_blk_shuffle(fbi, ix, 64 + qh_offset / 2 + 1)) << 16);
114112
uint32_t qh0_u32 = (qh_u32 & 0x03030303) << 4;
115113
uint32_t qh2_u32 = (qh_u32 & 0x0C0C0C0C) << 2;
116114
uint32_t qh4_u32 = (qh_u32 & 0x30303030);
@@ -134,28 +132,15 @@ void compute_outputs(const uint32_t first_row, const uint32_t num_rows) {
134132
sum[3] = fma(FLOAT_TYPE(by96[l]), FLOAT_TYPE(int8_t(q3[l]) - 32), sum[3]);
135133
}
136134

137-
temp[n] = fma(fma(sum[0], sccache[ix][s_offset], fma(sum[1], sccache[ix][s_offset + 2], fma(sum[2], sccache[ix][s_offset + 4], sum[3] * sccache[ix][s_offset + 6]))), d, temp[n]);
135+
temp[n] = fma(fma(sum[0], subgroupShuffle(sccache, s_offset), fma(sum[1], subgroupShuffle(sccache, s_offset + 2), fma(sum[2], subgroupShuffle(sccache, s_offset + 4), sum[3] * subgroupShuffle(sccache, s_offset + 6)))), d, temp[n]);
138136
}
139137
}
140138

141139
// sum up partial sums and write back result
142-
[[unroll]] for (uint n = 0; n < num_rows; ++n) {
143-
tmpsh[n][tid] = temp[n];
144-
}
145-
barrier();
146-
[[unroll]] for (uint s = BLOCK_SIZE/2; s > 0; s >>= 1) {
147-
if (tid < s) {
148-
[[unroll]] for (uint n = 0; n < num_rows; ++n) {
149-
tmpsh[n][tid] += tmpsh[n][tid + s];
150-
}
151-
}
152-
barrier();
153-
}
154-
if (tid == 0) {
155-
[[unroll]] for (uint n = 0; n < num_rows; ++n) {
156-
data_d[d_offset + first_row + n] = D_TYPE(tmpsh[n][0]);
157-
}
158-
}
140+
[[unroll]] for (uint n = 0; n < num_rows; ++n)
141+
temp[n] = subgroupAdd(temp[n]);
142+
if (tid < num_rows)
143+
data_d[d_offset + first_row + tid] = D_TYPE(temp[tid]);
159144
}
160145

161146
void main() {

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