vulkan: support GET_ROWS for k-quants (#16235)
The dequantize functions are copy/pasted from mul_mm_funcs.comp with very few changes - add a_offset and divide iqs by 2. It's probably possible to call these functions from mul_mm_funcs and avoid the duplication, but I didn't go that far in this change.
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@@ -478,3 +478,139 @@ vec2 get_dm(uint ib, uint a_offset) {
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return vec2(float(data_a[a_offset + ib].d), float(data_a[a_offset + ib].m));
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}
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#endif
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#if defined(DATA_A_Q2_K)
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vec2 dequantize(uint ib, uint iqs, uint a_offset) {
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iqs /= 2;
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const uint qsi = (iqs / 64) * 32 + (iqs % 16) * 2; // 0,2,4..30
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const uint scalesi = iqs / 8; // 0..15
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const uint qsshift = ((iqs % 64) / 16) * 2; // 0,2,4,6
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const uvec2 qs = uvec2(data_a[a_offset + ib].qs[qsi], data_a[a_offset + ib].qs[qsi + 1]);
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const uint scales = data_a[a_offset + ib].scales[scalesi];
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const vec2 d = vec2(data_a[a_offset + ib].d);
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return d.x * float(scales & 0xF) * vec2((qs >> qsshift) & 3) - d.y * float(scales >> 4);
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}
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vec2 get_dm(uint ib, uint a_offset) {
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return vec2(1, 0);
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}
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#endif
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#if defined(DATA_A_Q3_K)
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vec2 dequantize(uint ib, uint iqs, uint a_offset) {
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iqs /= 2;
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const uint n = iqs / 64; // 0,1
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const uint qsi = n * 32 + (iqs % 16) * 2; // 0,2,4..62
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const uint hmi = (iqs % 16) * 2; // 0,2,4..30
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const uint j = (iqs % 64) / 4; // 0..3
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const uint is = iqs / 8; // 0..15
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const uint halfsplit = ((iqs % 64) / 16); // 0,1,2,3
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const uint qsshift = halfsplit * 2; // 0,2,4,6
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const uint m = 1 << (4 * n + halfsplit); // 1,2,4,8,16,32,64,128
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const int8_t us = int8_t(((data_a[a_offset + ib].scales[is % 8] >> (4 * int(is / 8))) & 0xF)
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| (((data_a[a_offset + ib].scales[8 + (is % 4)] >> (2 * int(is / 4))) & 3) << 4));
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const float dl = float(data_a[a_offset + ib].d) * float(us - 32);
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return vec2(dl * float(int8_t((data_a[a_offset + ib].qs[qsi ] >> qsshift) & 3) - (((data_a[a_offset + ib].hmask[hmi ] & m) != 0) ? 0 : 4)),
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dl * float(int8_t((data_a[a_offset + ib].qs[qsi + 1] >> qsshift) & 3) - (((data_a[a_offset + ib].hmask[hmi + 1] & m) != 0) ? 0 : 4)));
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}
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vec2 get_dm(uint ib, uint a_offset) {
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return vec2(1, 0);
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}
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#endif
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#if defined(DATA_A_Q4_K)
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vec2 dequantize(uint ib, uint iqs, uint a_offset) {
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iqs /= 2;
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const uint n = iqs / 32; // 0,1,2,3
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const uint b = (iqs % 32) / 16; // 0,1
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const uint is = 2 * n + b; // 0..7
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const uint qsi = n * 32 + (iqs % 16) * 2; // 0,2,4..126
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const vec2 loadd = vec2(data_a[a_offset + ib].d);
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const uint scidx0 = (is < 4) ? is : (is + 4);
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const uint scidx1 = (is < 4) ? is : (is - 4);
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const uint scidxmask1 = (is < 4) ? 0x30 : 0xC0;
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const uint scidxshift1 = (is < 4) ? 0 : 2;
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const uint mbidx0 = is + 4;
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const uint mbidx1 = (is < 4) ? is + 4 : is;
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const uint mbidxmask0 = (is < 4) ? 0xF : 0xF0;
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const uint mbidxshift0 = (is < 4) ? 0 : 4;
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const uint mbidxmask1 = (is < 4) ? 0x30 : 0xC0;
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const uint mbidxshift1 = (is < 4) ? 0 : 2;
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const uint8_t sc = uint8_t((data_a[a_offset + ib].scales[scidx0] & 0xF) | ((data_a[a_offset + ib].scales[scidx1] & scidxmask1) >> scidxshift1));
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const uint8_t mbyte = uint8_t((data_a[a_offset + ib].scales[mbidx0] & mbidxmask0) >> mbidxshift0 | ((data_a[a_offset + ib].scales[mbidx1] & mbidxmask1) >> mbidxshift1));
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const float d = loadd.x * sc;
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const float m = -loadd.y * mbyte;
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return vec2(fma(d, float((data_a[a_offset + ib].qs[qsi ] >> (b * 4)) & 0xF), m),
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fma(d, float((data_a[a_offset + ib].qs[qsi + 1] >> (b * 4)) & 0xF), m));
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}
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vec2 get_dm(uint ib, uint a_offset) {
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return vec2(1, 0);
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}
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#endif
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#if defined(DATA_A_Q5_K)
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vec2 dequantize(uint ib, uint iqs, uint a_offset) {
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iqs /= 2;
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const uint n = iqs / 32; // 0,1,2,3
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const uint b = (iqs % 32) / 16; // 0,1
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const uint is = 2 * n + b; // 0..7
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const uint qsi = n * 32 + (iqs % 16) * 2; // 0,2,4..126
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const uint qhi = (iqs % 16) * 2; // 0,2,4..30
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const uint8_t hm = uint8_t(1 << (iqs / 16));
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const vec2 loadd = vec2(data_a[a_offset + ib].d);
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const uint scidx0 = (is < 4) ? is : (is + 4);
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const uint scidx1 = (is < 4) ? is : (is - 4);
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const uint scidxmask1 = (is < 4) ? 0x30 : 0xC0;
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const uint scidxshift1 = (is < 4) ? 0 : 2;
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const uint mbidx0 = is + 4;
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const uint mbidx1 = (is < 4) ? is + 4 : is;
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const uint mbidxmask0 = (is < 4) ? 0xF : 0xF0;
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const uint mbidxshift0 = (is < 4) ? 0 : 4;
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const uint mbidxmask1 = (is < 4) ? 0x30 : 0xC0;
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const uint mbidxshift1 = (is < 4) ? 0 : 2;
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const uint8_t sc = uint8_t((data_a[a_offset + ib].scales[scidx0] & 0xF) | ((data_a[a_offset + ib].scales[scidx1] & scidxmask1) >> scidxshift1));
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const uint8_t mbyte = uint8_t(((data_a[a_offset + ib].scales[mbidx0] & mbidxmask0) >> mbidxshift0) | ((data_a[a_offset + ib].scales[mbidx1] & mbidxmask1) >> mbidxshift1));
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const float d = loadd.x * sc;
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const float m = -loadd.y * mbyte;
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return vec2(fma(d, float((data_a[a_offset + ib].qs[qsi ] >> (b * 4)) & 0xF) + float((data_a[a_offset + ib].qh[qhi ] & hm) != 0 ? 16 : 0), m),
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fma(d, float((data_a[a_offset + ib].qs[qsi + 1] >> (b * 4)) & 0xF) + float((data_a[a_offset + ib].qh[qhi + 1] & hm) != 0 ? 16 : 0), m));
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}
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vec2 get_dm(uint ib, uint a_offset) {
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return vec2(1, 0);
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}
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#endif
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#if defined(DATA_A_Q6_K)
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vec2 dequantize(uint ib, uint iqs, uint a_offset) {
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iqs /= 2;
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const uint n = iqs / 64; // 0,1
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const uint b = (iqs % 64) / 32; // 0,1
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const uint is_b = (iqs % 16) / 8; // 0,1
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const uint qhshift = ((iqs % 64) / 16) * 2; // 0,2,4,6
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const uint is = 8 * n + qhshift + is_b; // 0..15
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const uint qsi = n * 64 + (iqs % 32) * 2; // 0,2,4..126
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const uint qhi = n * 32 + (iqs % 16) * 2; // 0,2,4..62
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const float dscale = float(data_a[a_offset + ib].d) * float(data_a[a_offset + ib].scales[is]);
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return vec2(dscale * float(int8_t(((data_a[a_offset + ib].ql[qsi ] >> (b * 4)) & 0xF) | (((data_a[a_offset + ib].qh[qhi ] >> qhshift) & 3) << 4)) - 32),
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dscale * float(int8_t(((data_a[a_offset + ib].ql[qsi + 1] >> (b * 4)) & 0xF) | (((data_a[a_offset + ib].qh[qhi + 1] >> qhshift) & 3) << 4)) - 32));
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}
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vec2 get_dm(uint ib, uint a_offset) {
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return vec2(1, 0);
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}
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#endif
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