dafae66cc2
* q5_k q4_k q3_k q2_k q6_k multi row example * revert as multi row isnt faster for k quants
160 lines
6.8 KiB
Text
160 lines
6.8 KiB
Text
#version 450
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#extension GL_EXT_shader_explicit_arithmetic_types : require
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#include "mul_mat_vec_base.comp"
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layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in;
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layout (constant_id = 0) const uint BLOCK_SIZE = 32;
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shared FLOAT_TYPE tmp[BLOCK_SIZE];
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void main() {
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const uint row = gl_WorkGroupID.x + gl_NumWorkGroups.x * gl_WorkGroupID.z;
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if (row >= p.stride_d) {
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return;
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}
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uint a_offset, b_offset, d_offset;
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get_offsets(a_offset, b_offset, d_offset);
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const uint num_blocks_per_row = p.ncols / QUANT_K;
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const uint ib0 = a_offset / QUANT_K + row*num_blocks_per_row;
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// 16 threads are used to process each block
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const uint it_size = gl_WorkGroupSize.x/16;
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const uint tid = gl_LocalInvocationID.x;
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const uint itid = tid%16; // 0...16
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const uint ix = tid/16;
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const uint il = itid/4; // 0...3
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const uint ir = itid - 4*il; // 0...7 or 0...3
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const uint v_im = il / 2; // 0 or 1. 0 computes 0,32 + 128,160, 1 computes 64,96 + 192,224
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const uint v_in = il % 2;
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const uint l0 = 4*ir + 2*v_in; // 0...15
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const uint q_offset = 32*v_im + l0;
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const uint y_offset = 64*v_im + l0;
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FLOAT_TYPE temp = FLOAT_TYPE(0.0); // partial sum for thread in warp
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[[unroll]] for (uint i = ix; i < num_blocks_per_row; i += it_size) {
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const uint y1_idx = i * QUANT_K + y_offset;
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const uint y2_idx = y1_idx + 128;
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f16vec2 d = data_a[ib0 + i].d;
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const FLOAT_TYPE dall = FLOAT_TYPE(d.x);
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const FLOAT_TYPE dmin = FLOAT_TYPE(d.y);
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uint32_t scale0_u32 = data_a_packed16[ib0 + i].scales[v_im ];
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uint32_t scale4_u32 = data_a_packed16[ib0 + i].scales[v_im + 2];
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uint32_t scale8_u32 = data_a_packed16[ib0 + i].scales[v_im + 4];
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uvec4 scale0 = uvec4(unpack8(scale0_u32));
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uvec4 scale4 = uvec4(unpack8(scale4_u32));
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uvec4 scale8 = uvec4(unpack8(scale8_u32));
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const uint32_t sc0 = ( scale0.x & 0x3f);
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const uint32_t sc1 = ( scale0.y & 0x3f);
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const uint32_t sc2 = ( scale4.x & 0x3f);
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const uint32_t sc3 = ( scale4.y & 0x3f);
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const uint32_t sc4 = (( scale8.x & 0x0f) | ((scale0.x & 0xc0) >> 2));
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const uint32_t sc5 = (( scale8.y & 0x0f) | ((scale0.y & 0xc0) >> 2));
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const uint32_t sc6 = (((scale8.x >> 4) & 0x0f) | ((scale4.x & 0xc0) >> 2));
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const uint32_t sc7 = (((scale8.y >> 4) & 0x0f) | ((scale4.y & 0xc0) >> 2));
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uint32_t qs0_16_u32 = uint32_t(data_a_packed16[ib0 + i].qs[q_offset / 2]) | (uint32_t(data_a_packed16[ib0 + i].qs[q_offset / 2 + 8]) << 16);
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uint32_t qs64_80_u32 = uint32_t(data_a_packed16[ib0 + i].qs[q_offset / 2 + 32]) | (uint32_t(data_a_packed16[ib0 + i].qs[q_offset / 2 + 40]) << 16);
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uint32_t qs0_16_u32_lo4 = qs0_16_u32 & 0x0F0F0F0F;
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uint32_t qs0_16_u32_hi4 = (qs0_16_u32 >> 4) & 0x0F0F0F0F;
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uint32_t qs64_80_u32_lo4 = qs64_80_u32 & 0x0F0F0F0F;
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uint32_t qs64_80_u32_hi4 = (qs64_80_u32 >> 4) & 0x0F0F0F0F;
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uint32_t qh = pack32(u16vec2(data_a_packed16[ib0 + i].qh[l0 / 2], data_a_packed16[ib0 + i].qh[l0 / 2 + 8]));
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uint32_t qs0_16_lo4_offset16 = ((qh >> (2*v_im)) & 0x01010101) << 4;
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uint32_t qs0_16_hi4_offset16 = ((qh >> (2*v_im)) & 0x02020202) << 3;
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uint32_t qs64_80_lo4_offset16 = ((qh >> (2*v_im)) & 0x10101010) << 0;
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uint32_t qs64_80_hi4_offset16 = ((qh >> (2*v_im)) & 0x20202020) >> 1;
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qs0_16_u32_lo4 += qs0_16_lo4_offset16;
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qs0_16_u32_hi4 += qs0_16_hi4_offset16;
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qs64_80_u32_lo4 += qs64_80_lo4_offset16;
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qs64_80_u32_hi4 += qs64_80_hi4_offset16;
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uvec4 qs0_16_lo4 = uvec4(unpack8(qs0_16_u32_lo4));
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uvec4 qs64_80_lo4 = uvec4(unpack8(qs64_80_u32_lo4));
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uvec4 qs0_16_hi4 = uvec4(unpack8(qs0_16_u32_hi4));
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uvec4 qs64_80_hi4 = uvec4(unpack8(qs64_80_u32_hi4));
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const uint32_t q4_0 = qs0_16_lo4.x;
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const uint32_t q4_1 = qs0_16_lo4.y;
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const uint32_t q4_2 = qs0_16_lo4.z;
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const uint32_t q4_3 = qs0_16_lo4.w;
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const uint32_t q4_4 = qs0_16_hi4.x;
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const uint32_t q4_5 = qs0_16_hi4.y;
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const uint32_t q4_6 = qs0_16_hi4.z;
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const uint32_t q4_7 = qs0_16_hi4.w;
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const uint32_t q4_8 = qs64_80_lo4.x;
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const uint32_t q4_9 = qs64_80_lo4.y;
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const uint32_t q4_10 = qs64_80_lo4.z;
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const uint32_t q4_11 = qs64_80_lo4.w;
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const uint32_t q4_12 = qs64_80_hi4.x;
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const uint32_t q4_13 = qs64_80_hi4.y;
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const uint32_t q4_14 = qs64_80_hi4.z;
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const uint32_t q4_15 = qs64_80_hi4.w;
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B_TYPE_VEC2 by10 = data_b_v2[(b_offset + y1_idx) / 2];
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B_TYPE_VEC2 by116 = data_b_v2[(b_offset + y1_idx) / 2 + 8];
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B_TYPE_VEC2 by132 = data_b_v2[(b_offset + y1_idx) / 2 + 16];
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B_TYPE_VEC2 by148 = data_b_v2[(b_offset + y1_idx) / 2 + 24];
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B_TYPE_VEC2 by20 = data_b_v2[(b_offset + y2_idx) / 2];
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B_TYPE_VEC2 by216 = data_b_v2[(b_offset + y2_idx) / 2 + 8];
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B_TYPE_VEC2 by232 = data_b_v2[(b_offset + y2_idx) / 2 + 16];
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B_TYPE_VEC2 by248 = data_b_v2[(b_offset + y2_idx) / 2 + 24];
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const FLOAT_TYPE sx =
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fma(FLOAT_TYPE(by10.x), q4_0,
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fma(FLOAT_TYPE(by10.y), q4_1,
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fma(FLOAT_TYPE(by116.x), q4_2,
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FLOAT_TYPE(by116.y) * q4_3)));
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const FLOAT_TYPE sy =
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fma(FLOAT_TYPE(by132.x), q4_4,
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fma(FLOAT_TYPE(by132.y), q4_5,
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fma(FLOAT_TYPE(by148.x), q4_6,
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FLOAT_TYPE(by148.y) * q4_7)));
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const FLOAT_TYPE sz =
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fma(FLOAT_TYPE(by20.x), q4_8,
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fma(FLOAT_TYPE(by20.y), q4_9,
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fma(FLOAT_TYPE(by216.x), q4_10,
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FLOAT_TYPE(by216.y) * q4_11)));
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const FLOAT_TYPE sw =
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fma(FLOAT_TYPE(by232.x), q4_12,
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fma(FLOAT_TYPE(by232.y), q4_13,
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fma(FLOAT_TYPE(by248.x), q4_14,
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FLOAT_TYPE(by248.y) * q4_15)));
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const FLOAT_TYPE smin =
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fma(FLOAT_TYPE(by10.x) + FLOAT_TYPE(by10.y) + FLOAT_TYPE(by116.x) + FLOAT_TYPE(by116.y), sc2,
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fma(FLOAT_TYPE(by132.x) + FLOAT_TYPE(by132.y) + FLOAT_TYPE(by148.x) + FLOAT_TYPE(by148.y), sc3,
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fma(FLOAT_TYPE(by20.x) + FLOAT_TYPE(by20.y) + FLOAT_TYPE(by216.x) + FLOAT_TYPE(by216.y), sc6,
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(FLOAT_TYPE(by232.x) + FLOAT_TYPE(by232.y) + FLOAT_TYPE(by248.x) + FLOAT_TYPE(by248.y)) * sc7)));
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temp = fma(dall, fma(sx, sc0, fma(sy, sc1, fma(sz, sc4, sw * sc5))), fma(-dmin, smin, temp));
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}
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tmp[gl_LocalInvocationID.x] = temp;
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// sum up partial sums and write back result
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barrier();
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[[unroll]] for (uint s = gl_WorkGroupSize.x/2; s > 0; s >>= 1) {
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if (tid < s) {
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tmp[tid] += tmp[tid + s];
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}
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barrier();
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}
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if (tid == 0) {
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data_d[d_offset + row] = D_TYPE(tmp[0]);
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}
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}
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