/** * Copyright (c) 2023 Nomic, Inc. All rights reserved. * * This software is licensed under the terms of the Software for Open Models License (SOM), * version 1.0, as detailed in the LICENSE_SOM.txt file. A copy of this license should accompany * this software. Except as expressly granted in the SOM license, all rights are reserved by Nomic, Inc. */ #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 = 2 * r0 + 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; const uint tid = gl_SubgroupInvocationID/2; const uint ix = gl_SubgroupInvocationID%2; const uint ip = tid/8; // 0 or 1 const uint il = tid%8; const uint n = 4; const uint l0 = n*il; const uint is = 8*ip + l0/16; 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 += 2) { const uint baseIndex = (x + i) * SIZE_OF_BLOCK + pcs.inAOff; const uint qlIndex = q_offset_l; const uint q2Index = qlIndex + 32; 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; } }