mirror of
https://github.com/ggerganov/llama.cpp.git
synced 2024-12-25 05:48:47 +01:00
fbf1ddec69
Signed-off-by: Jared Van Bortel <jared@nomic.ai> Co-authored-by: niansa <anton-sa@web.de> Co-authored-by: Adam Treat <treat.adam@gmail.com> Co-authored-by: Aaron Miller <apage43@ninjawhale.com> Co-authored-by: ToKiNoBug <tokinobug@163.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: slaren <slarengh@gmail.com>
95 lines
3.5 KiB
Plaintext
95 lines
3.5 KiB
Plaintext
#version 450
|
|
|
|
#include "common.comp"
|
|
|
|
#define SIZE_OF_BLOCK sizeof_block_q6_k
|
|
|
|
layout(local_size_x_id = 0) in;
|
|
layout(local_size_y_id = 1) in;
|
|
layout(local_size_z = 1) in;
|
|
|
|
layout (binding = 0) readonly buffer tensorInA { uint8_t inA[]; };
|
|
layout (binding = 1) readonly buffer tensorInB { float inB[]; };
|
|
layout (binding = 2) writeonly buffer tensorOut { float out_[]; };
|
|
|
|
layout (push_constant) uniform parameter {
|
|
uint inAOff;
|
|
uint inBOff;
|
|
uint outOff;
|
|
int ne00;
|
|
int ne10;
|
|
int ne0;
|
|
int ne1;
|
|
int ne01;
|
|
int gqa;
|
|
} pcs;
|
|
|
|
void main() {
|
|
const uint8_t kmask1 = uint8_t(0x03);
|
|
const uint8_t kmask2 = uint8_t(0x0C);
|
|
const uint8_t kmask3 = uint8_t(0x30);
|
|
const uint8_t kmask4 = uint8_t(0xC0);
|
|
|
|
const uint nb = pcs.ne00/QK_K;
|
|
|
|
const uint r0 = gl_WorkGroupID.x;
|
|
const uint r1 = gl_WorkGroupID.y;
|
|
const uint r2 = gl_WorkGroupID.z;
|
|
|
|
const uint row = (r0 * gl_NumSubgroups + gl_SubgroupID);
|
|
const uint offset0 = r2/pcs.gqa*(nb*pcs.ne0);
|
|
const uint x = row * nb + offset0; // Based from inA without base offset
|
|
const uint yy = r1*pcs.ne10 + r2*pcs.ne00*pcs.ne1+pcs.inBOff; // Based from inB
|
|
|
|
float sumf = 0;
|
|
|
|
// bits of invocation ID for gl_SubgroupSize=32:
|
|
// x x x x x
|
|
// 4 3 2 1 0
|
|
// ( tid ) ix
|
|
// ip ( il )
|
|
|
|
const uint block_stride = gl_SubgroupSize / 16; // number of blocks each subgroup processes
|
|
const uint tid = gl_SubgroupInvocationID/block_stride; // first block_stride groups have tid=0
|
|
const uint ix = gl_SubgroupInvocationID%block_stride; // first block is 0..block_stride-1
|
|
const uint ip = tid/8; // first or second half of block (0 or 1)
|
|
const uint il = tid%8; // each half has 8 parts, one per scale
|
|
const uint n = 4; // 4 scales at a time (and 4 sums)
|
|
const uint l0 = n*il; // offset into half-block, 0..28
|
|
const uint is = 8*ip + l0/16; // 0, 1, 8, 9
|
|
|
|
const uint y_offset = 128*ip + l0;
|
|
const uint q_offset_l = 64*ip + l0;
|
|
const uint q_offset_h = 32*ip + l0;
|
|
|
|
for (uint i = ix; i < nb; i += block_stride) {
|
|
|
|
const uint baseIndex = (x + i) * SIZE_OF_BLOCK + pcs.inAOff;
|
|
|
|
const uint qlIndex = q_offset_l;
|
|
const uint q2Index = qlIndex + QK_K/8;
|
|
const uint qhIndex = q_offset_h;
|
|
const uint y = yy + i * QK_K + y_offset;
|
|
|
|
float sums[4] = {0.0f, 0.0f, 0.0f, 0.0f};
|
|
for (uint l = 0; l < n; ++l) {
|
|
const uint8_t currentQ1 = inA[baseIndex + qlIndex + l];
|
|
const uint8_t currentQ2 = inA[baseIndex + q2Index + l];
|
|
const uint8_t currentQh = inA[baseIndex + QK_K/2 + qhIndex + l];
|
|
|
|
sums[0] += inB[y+l+ 0] * (int8_t((currentQ1 & 0xF) | ((currentQh & kmask1) << 4)) - 32);
|
|
sums[1] += inB[y+l+32] * (int8_t((currentQ2 & 0xF) | ((currentQh & kmask2) << 2)) - 32);
|
|
sums[2] += inB[y+l+64] * (int8_t((currentQ1 >> 4) | ((currentQh & kmask3) << 0)) - 32);
|
|
sums[3] += inB[y+l+96] * (int8_t((currentQ2 >> 4) | ((currentQh & kmask4) >> 2)) - 32);
|
|
}
|
|
|
|
float d = u8BufToFloat16(inA, baseIndex + QK_K/2 + QK_K/4 + QK_K/16);
|
|
sumf += d * (sums[0] * int8_t(inA[baseIndex + QK_K/2 + QK_K/4 + is]) + sums[1] * int8_t(inA[baseIndex + QK_K/2 + QK_K/4 + 2 + is]) + sums[2] * int8_t(inA[baseIndex + QK_K/2 + QK_K/4 + 4 + is]) + sums[3] * int8_t(inA[baseIndex + QK_K/2 + QK_K/4 + 6 + is]));
|
|
}
|
|
|
|
const float tot = subgroupAdd(sumf);
|
|
if (subgroupElect()) {
|
|
out_[r1*pcs.ne0 + r2*pcs.ne0*pcs.ne1 + row + pcs.outOff] = tot;
|
|
}
|
|
}
|