/** * 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" layout(local_size_x = 1) in; layout (binding = 0) readonly buffer tensorInA { uint8_t inA[]; }; layout (binding = 1) readonly buffer tensorInB { int inB[]; }; layout (binding = 2) writeonly buffer tensorOut { float out_[]; }; layout (push_constant) uniform parameter { uint inAOff; uint inBOff; uint outOff; int ne00; int nb01; int nb1; } pcs; #define UNALIGNED_INPUT inA block_q4_1 get_unaligned_block_q4_1(uint index) { block_q4_1 fres; fres.d = u8BufToFloat16(UNALIGNED_INPUT, index); fres.m = u8BufToFloat16(UNALIGNED_INPUT, index+2); [[unroll]] for (uint it = 0; it != QK4_1 / 2; it++) { fres.qs[it] = UNALIGNED_INPUT[index+4+it]; } return fres; } void dequantize_row_q4_1(uint x /*Based from inA unaligned*/, uint y /*Based from out_*/, int k) { const uint qk = QK4_1; const uint nb = k / qk; for (uint i = 0; i < nb; i++) { const block_q4_1 block = get_unaligned_block_q4_1(x + i*sizeof_block_q4_1); const float16_t d = block.d; const float16_t m = block.m; for (uint j = 0; j < qk/2; ++j) { const int x0 = (block.qs[j] & 0x0F); const int x1 = (block.qs[j] >> 4); out_[y+i*qk + j + 0 ] = float(x0)*d + m; out_[y+i*qk + j + qk/2] = float(x1)*d + m; } } } void main() { const uint i = gl_WorkGroupID.x; const int r = inB[i + pcs.inBOff]; dequantize_row_q4_1(uint(r*pcs.nb01) + pcs.inAOff, uint(i*pcs.nb1/4) + pcs.outOff, pcs.ne00); }