Spaces:
Running
Running
| layout (binding = 0) readonly buffer A_PACKED16 {A_TYPE_PACKED16 data_a_packed16[];}; | |
| layout (binding = 0) readonly buffer A_PACKED32 {A_TYPE_PACKED32 data_a_packed32[];}; | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| return vec2(data_a[a_offset + ib], data_a[a_offset + ib + 1]); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| return vec2(data_a[a_offset + ib], data_a[a_offset + ib + 1]); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| return vec2(bf16_to_fp32(data_a[a_offset + ib]), bf16_to_fp32(data_a[a_offset + ib + 1])); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint vui = uint(data_a[a_offset + ib].qs[iqs]); | |
| return (vec2(vui & 0xF, vui >> 4) - 8.0f); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint vui = uint(data_a_packed16[a_offset + ib].qs[iqs/2]); | |
| return (vec4(vui & 0xF, (vui >> 4) & 0xF, (vui >> 8) & 0xF, vui >> 12) - 8.0f); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint vui = uint(data_a[a_offset + ib].qs[iqs]); | |
| return vec2(vui & 0xF, vui >> 4); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint vui = uint(data_a_packed16[a_offset + ib].qs[iqs/2]); | |
| return vec4(vui & 0xF, (vui >> 4) & 0xF, (vui >> 8) & 0xF, vui >> 12); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint uint_qh = uint(data_a[a_offset + ib].qh[1]) << 16 | data_a[a_offset + ib].qh[0]; | |
| const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); | |
| const uint vui = uint(data_a[a_offset + ib].qs[iqs]); | |
| return (vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y) - 16.0f); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint uint_qh = uint(data_a_packed16[a_offset + ib].qh[1]) << 16 | data_a_packed16[a_offset + ib].qh[0]; | |
| const ivec2 qh0 = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); | |
| const ivec2 qh1 = ivec2(((uint_qh >> (iqs + 1)) << 4) & 0x10, (uint_qh >> (iqs + 13)) & 0x10); | |
| const uint vui = uint(data_a_packed16[a_offset + ib].qs[iqs/2]); | |
| return (vec4((vui & 0xF) | qh0.x, ((vui >> 4) & 0xF) | qh0.y, ((vui >> 8) & 0xF) | qh1.x, (vui >> 12) | qh1.y) - 16.0f); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint uint_qh = data_a[a_offset + ib].qh; | |
| const ivec2 qh = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); | |
| const uint vui = uint(data_a[a_offset + ib].qs[iqs]); | |
| return vec2((vui & 0xF) | qh.x, (vui >> 4) | qh.y); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint uint_qh = data_a_packed16[a_offset + ib].qh; | |
| const ivec2 qh0 = ivec2(((uint_qh >> iqs) << 4) & 0x10, (uint_qh >> (iqs + 12)) & 0x10); | |
| const ivec2 qh1 = ivec2(((uint_qh >> (iqs + 1)) << 4) & 0x10, (uint_qh >> (iqs + 13)) & 0x10); | |
| const uint vui = uint(data_a_packed16[a_offset + ib].qs[iqs/2]); | |
| return vec4((vui & 0xF) | qh0.x, ((vui >> 4) & 0xF) | qh0.y, ((vui >> 8) & 0xF) | qh1.x, (vui >> 12) | qh1.y); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| return vec2(int(data_a[a_offset + ib].qs[iqs]), int(data_a[a_offset + ib].qs[iqs + 1])); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const i8vec2 v0 = unpack8(int32_t(data_a_packed16[a_offset + ib].qs[iqs/2])).xy; // vec4 used due to #12147 | |
| const i8vec2 v1 = unpack8(int32_t(data_a_packed16[a_offset + ib].qs[iqs/2 + 1])).xy; | |
| return vec4(v0.x, v0.y, v1.x, v1.y); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint ib8 = iqs / 8; | |
| const int i8 = int(iqs % 8); | |
| const uint qh = data_a[a_offset + ib].qh[ib32]; | |
| const uint qs = data_a[a_offset + ib].qs[ib8]; | |
| const float dl = float(2 * bitfieldExtract(qh, 12, 3) + 1); | |
| const float delta = ((qh & 0x8000) != 0) ? -IQ1S_DELTA : IQ1S_DELTA; | |
| const uint idxhi = bitfieldExtract(qh, 3 * int(ib8 & 3), 3); | |
| const int16_t grid = int16_t(iq1s_grid[qs | (idxhi << 8)]); | |
| // Signed bitfield extract. | |
| const ivec2 gvec = ivec2( | |
| bitfieldExtract(grid, 2 * (i8), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 1), 2) | |
| ); | |
| return dl * (vec2(gvec) + delta); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint ib8 = iqs / 8; | |
| const int i8 = int(iqs % 8); | |
| const uint qh = data_a[a_offset + ib].qh[ib32]; | |
| const uint qs = data_a[a_offset + ib].qs[ib8]; | |
| const float dl = 2 * bitfieldExtract(qh, 12, 3) + 1; | |
| const float delta = ((qh & 0x8000) != 0) ? -IQ1S_DELTA : IQ1S_DELTA; | |
| const int16_t grid = int16_t(iq1s_grid[qs | (bitfieldExtract(qh, 3 * int(ib8 & 3), 3) << 8)]); | |
| // Signed bitfield extract. | |
| const ivec4 gvec = ivec4( | |
| bitfieldExtract(grid, 2 * (i8), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 1), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 2), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 3), 2) | |
| ); | |
| return dl * (vec4(gvec) + delta); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint ib8 = iqs / 8; | |
| const uint ib16 = iqs / 16; | |
| const int i8 = int(iqs % 8); | |
| const uint sc = data_a[a_offset + ib].scales[iqs / 64]; | |
| const uint qs = data_a[a_offset + ib].qs[ib8]; | |
| const uint qh = data_a[a_offset + ib].qh[ib16] >> (4 * (ib8 & 1)); | |
| const float dl = 2 * bitfieldExtract(sc, 3 * int(ib16 & 3), 3) + 1; | |
| const float delta = ((qh & 8) != 0) ? -IQ1M_DELTA : IQ1M_DELTA; | |
| const int16_t grid = int16_t(iq1s_grid[qs | ((qh & 7) << 8)]); | |
| // Signed bitfield extract. | |
| const ivec2 gvec = ivec2( | |
| bitfieldExtract(grid, 2 * (i8), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 1), 2) | |
| ); | |
| return dl * (vec2(gvec) + delta); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint ib8 = iqs / 8; | |
| const uint ib16 = iqs / 16; | |
| const int i8 = int(iqs % 8); | |
| const uint sc = data_a[a_offset + ib].scales[iqs / 64]; | |
| const uint qs = data_a[a_offset + ib].qs[ib8]; | |
| const uint qh = data_a[a_offset + ib].qh[ib16] >> (4 * (ib8 & 1)); | |
| const float dl = 2 * bitfieldExtract(sc, 3 * int(ib16 & 3), 3) + 1; | |
| const float delta = ((qh & 8) != 0) ? -IQ1M_DELTA : IQ1M_DELTA; | |
| const int16_t grid = int16_t(iq1s_grid[qs | ((qh & 7) << 8)]); | |
| // Signed bitfield extract. | |
| const ivec4 gvec = ivec4( | |
| bitfieldExtract(grid, 2 * (i8), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 1), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 2), 2), | |
| bitfieldExtract(grid, 2 * (i8 + 3), 2) | |
| ); | |
| return dl * (vec4(gvec) + delta); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint ib8 = (iqs / 8) % 4; | |
| const uint qs = data_a[a_offset + ib].qs[8 * ib32 + ib8]; | |
| // Scales are stored as packed 7+7+7+7+4 bits (4 sign tuples and 1 int4 scale) | |
| const uint signs = pack32(u16vec2(data_a_packed16[a_offset + ib].qs[4 * ib32 + 2], | |
| data_a_packed16[a_offset + ib].qs[4 * ib32 + 3])); | |
| const float db = 0.25 * (0.5 + (signs >> 28)); | |
| const uint sign7 = bitfieldExtract(signs, 7 * int(ib8), 7); | |
| // Add parity bit | |
| const uint sign8 = sign7 | (bitCount(sign7) << 7); | |
| const uint sign = sign8 >> (iqs % 8); | |
| const u8vec4 grid = unpack8(iq2xxs_grid[qs][(iqs % 8) / 4] >> (8 * (iqs % 4))); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| return db * vec2( | |
| grid.x * (sign0 ? -1.0 : 1.0), | |
| grid.y * (sign1 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint ib8 = (iqs / 8) % 4; | |
| const uint qs = data_a[a_offset + ib].qs[8 * ib32 + ib8]; | |
| // Scales are stored as packed 7+7+7+7+4 bits (4 sign tuples and 1 int4 scale) | |
| const uint signs = pack32(u16vec2(data_a_packed16[a_offset + ib].qs[4 * ib32 + 2], | |
| data_a_packed16[a_offset + ib].qs[4 * ib32 + 3])); | |
| const float db = 0.25 * (0.5 + (signs >> 28)); | |
| const uint sign7 = bitfieldExtract(signs, 7 * int(ib8), 7); | |
| // Add parity bit | |
| const uint sign8 = sign7 | (bitCount(sign7) << 7); | |
| const uint sign = sign8 >> (iqs % 8); | |
| const u8vec4 grid = unpack8(iq2xxs_grid[qs][(iqs % 8) / 4] >> (8 * (iqs % 4))); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| bool sign2 = (sign & 4) != 0; | |
| bool sign3 = (sign & 8) != 0; | |
| return db * vec4( | |
| grid.x * (sign0 ? -1.0 : 1.0), | |
| grid.y * (sign1 ? -1.0 : 1.0), | |
| grid.z * (sign2 ? -1.0 : 1.0), | |
| grid.w * (sign3 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint scale = (data_a[a_offset + ib].scales[iqs / 32] >> (4 * ((iqs / 16) & 1))) & 0xf; | |
| const uint qs = data_a[a_offset + ib].qs[iqs / 8]; | |
| const float db = 0.25 * (0.5 + scale); | |
| const uint sign7 = qs >> 9; | |
| // Add parity bit | |
| const uint sign8 = sign7 | (bitCount(sign7) << 7); | |
| const uint sign = sign8 >> (iqs % 8); | |
| const u8vec4 grid = unpack8(iq2xs_grid[qs & 511][(iqs % 8) / 4] >> (8 * (iqs % 4))); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| return db * vec2( | |
| grid.x * (sign0 ? -1.0 : 1.0), | |
| grid.y * (sign1 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint scale = (data_a[a_offset + ib].scales[iqs / 32] >> (4 * ((iqs / 16) & 1))) & 0xf; | |
| const uint qs = data_a[a_offset + ib].qs[iqs / 8]; | |
| const float db = 0.25 * (0.5 + scale); | |
| const uint sign7 = qs >> 9; | |
| // Add parity bit | |
| const uint sign8 = sign7 | (bitCount(sign7) << 7); | |
| const uint sign = sign8 >> (iqs % 8); | |
| const u8vec4 grid = unpack8(iq2xs_grid[qs & 511][(iqs % 8) / 4] >> (8 * (iqs % 4))); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| bool sign2 = (sign & 4) != 0; | |
| bool sign3 = (sign & 8) != 0; | |
| return db * vec4( | |
| grid.x * (sign0 ? -1.0 : 1.0), | |
| grid.y * (sign1 ? -1.0 : 1.0), | |
| grid.z * (sign2 ? -1.0 : 1.0), | |
| grid.w * (sign3 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint ib8 = iqs / 8; | |
| const uint scale = (data_a[a_offset + ib].scales[ib32] >> (4 * ((iqs / 16) & 1))) & 0xf; | |
| const uint qs = data_a[a_offset + ib].qs[ib8]; | |
| const uint qh = data_a[a_offset + ib].qh[ib32]; | |
| const uint qhshift = 2 * (ib8 % 4); | |
| const uint sign = data_a[a_offset + ib].qs[QUANT_K / 8 + ib8] >> (iqs % 8); | |
| const float db = 0.25 * (0.5 + scale); | |
| const u8vec4 grid = unpack8(iq2s_grid[qs | ((qh << (8 - qhshift)) & 0x300)][(iqs % 8) / 4]); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| return db * vec2( | |
| grid[iqs % 4] * (sign0 ? -1.0 : 1.0), | |
| grid[(iqs % 4) + 1] * (sign1 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint ib8 = iqs / 8; | |
| const uint scale = (data_a[a_offset + ib].scales[ib32] >> (4 * ((iqs / 16) & 1))) & 0xf; | |
| const uint qs = data_a[a_offset + ib].qs[ib8]; | |
| const uint qh = data_a[a_offset + ib].qh[ib32]; | |
| const uint qhshift = 2 * (ib8 % 4); | |
| const uint sign = data_a[a_offset + ib].qs[QUANT_K / 8 + ib8] >> (iqs % 8); | |
| const float db = 0.25 * (0.5 + scale); | |
| const u8vec4 grid = unpack8(iq2s_grid[qs | ((qh << (8 - qhshift)) & 0x300)][(iqs % 8) / 4]); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| bool sign2 = (sign & 4) != 0; | |
| bool sign3 = (sign & 8) != 0; | |
| return db * vec4( | |
| grid.x * (sign0 ? -1.0 : 1.0), | |
| grid.y * (sign1 ? -1.0 : 1.0), | |
| grid.z * (sign2 ? -1.0 : 1.0), | |
| grid.w * (sign3 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint ib4 = iqs / 4; | |
| const uint ib32 = iqs / 32; | |
| const uint is = QUANT_K / 4 + 4 * ib32; | |
| const uint qs = data_a[a_offset + ib].qs[ib4]; | |
| // Scales are stored as packed 7+7+7+7+4 bits (4 sign tuples and 1 int4 scale) | |
| const uint signs = pack32(u16vec2(data_a_packed16[a_offset + ib].qs[is / 2], | |
| data_a_packed16[a_offset + ib].qs[is / 2 + 1])); | |
| const float db = 0.5 * (0.5 + (signs >> 28)); | |
| const uint sign7 = bitfieldExtract(signs, 7 * (int(ib4 / 2) % 4), 7); | |
| // Add parity bit | |
| const uint sign8 = sign7 | (bitCount(sign7) << 7); | |
| const uint sign = sign8 >> (iqs % 8); | |
| const u8vec4 grid = unpack8(iq3xxs_grid[qs] >> (8 * (iqs % 4))); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| return db * vec2( | |
| grid.x * (sign0 ? -1.0 : 1.0), | |
| grid.y * (sign1 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint ib4 = iqs / 4; | |
| const uint ib32 = iqs / 32; | |
| const uint is = QUANT_K / 4 + 4 * ib32; | |
| const uint qs = data_a[a_offset + ib].qs[ib4]; | |
| const uint signs = pack32(u16vec2(data_a_packed16[a_offset + ib].qs[is / 2], | |
| data_a_packed16[a_offset + ib].qs[is / 2 + 1])); | |
| const float db = 0.5 * (0.5 + (signs >> 28)); | |
| const uint sign7 = bitfieldExtract(signs, 7 * (int(ib4 / 2) % 4), 7); | |
| // Add parity bit | |
| const uint sign8 = sign7 | (bitCount(sign7) << 7); | |
| const uint sign = sign8 >> (iqs % 8); | |
| const u8vec4 grid = unpack8(iq3xxs_grid[qs]); | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| bool sign2 = (sign & 4) != 0; | |
| bool sign3 = (sign & 8) != 0; | |
| return db * vec4( | |
| grid.x * (sign0 ? -1.0 : 1.0), | |
| grid.y * (sign1 ? -1.0 : 1.0), | |
| grid.z * (sign2 ? -1.0 : 1.0), | |
| grid.w * (sign3 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint qs = data_a[a_offset + ib].qs[iqs / 4]; | |
| const uint qh = data_a[a_offset + ib].qh[iqs / 32]; | |
| const uint sign = data_a[a_offset + ib].signs[iqs / 8] >> (iqs % 8); | |
| const uint scale = data_a[a_offset + ib].scales[iqs / 64]; | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| const float db = 1 + 2 * ((scale >> (4 * ((iqs / 32) & 1))) & 0xf); | |
| const uint32_t grid = iq3s_grid[qs | ((qh << (8 - ((iqs / 4) % 8))) & 256)] >> (8 * (iqs % 4)); | |
| return db * vec2( | |
| int(grid & 0xFF) * (sign0 ? -1.0 : 1.0), | |
| int((grid >> 8) & 0xFF) * (sign1 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint ib4 = iqs / 4; | |
| const uint ib32 = iqs / 32; | |
| const uint qs = data_a[a_offset + ib].qs[ib4]; | |
| const uint qh = data_a[a_offset + ib].qh[ib32]; | |
| const uint sign = data_a[a_offset + ib].signs[iqs / 8] >> (iqs % 8); | |
| const uint scale = data_a[a_offset + ib].scales[ib32 / 2]; | |
| bool sign0 = (sign & 1) != 0; | |
| bool sign1 = (sign & 2) != 0; | |
| bool sign2 = (sign & 4) != 0; | |
| bool sign3 = (sign & 8) != 0; | |
| const float db = 1 + 2 * ((scale >> (4 * (ib32 & 1))) & 0xf); | |
| const uint32_t grid = iq3s_grid[qs | ((qh << (8 - ib4 % 8)) & 256)] >> (8 * (iqs % 4)); | |
| return db * vec4( | |
| int(grid & 0xFF) * (sign0 ? -1.0 : 1.0), | |
| int((grid >> 8) & 0xFF) * (sign1 ? -1.0 : 1.0), | |
| int((grid >> 16) & 0xFF) * (sign2 ? -1.0 : 1.0), | |
| int((grid >> 24) & 0xFF) * (sign3 ? -1.0 : 1.0) | |
| ); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint iq = 16 * ib32 + (iqs % 16); | |
| const uint sl = (data_a[a_offset + ib].scales_l[ib32/2] >> (4 * (ib32 & 1))) & 0xF; | |
| const uint sh = (data_a[a_offset + ib].scales_h >> (2 * ib32)) & 3; | |
| const uint qshift = (iqs & 16) >> 2; | |
| u8vec2 qs = u8vec2(data_a[a_offset + ib].qs[iq], data_a[a_offset + ib].qs[iq + 1]); | |
| qs = (qs >> qshift) & uint8_t(0xF); | |
| const float dl = float(int(sl | (sh << 4)) - 32); | |
| return dl * vec2(kvalues_iq4nl[qs.x], kvalues_iq4nl[qs.y]); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint ib32 = iqs / 32; | |
| const uint iq = 16 * ib32 + (iqs % 16); | |
| const uint sl = (data_a[a_offset + ib].scales_l[ib32/2] >> (4 * (ib32 & 1))) & 0xF; | |
| const uint sh = (data_a[a_offset + ib].scales_h >> (2 * ib32)) & 3; | |
| const uint qshift = (iqs & 16) >> 2; | |
| u8vec4 qs = u8vec4( | |
| data_a[a_offset + ib].qs[iq + 0], | |
| data_a[a_offset + ib].qs[iq + 1], | |
| data_a[a_offset + ib].qs[iq + 2], | |
| data_a[a_offset + ib].qs[iq + 3] | |
| ); | |
| qs = (qs >> qshift) & uint8_t(0xF); | |
| const float dl = float(int(sl | (sh << 4)) - 32); | |
| return dl * vec4( | |
| kvalues_iq4nl[qs.x], kvalues_iq4nl[qs.y], | |
| kvalues_iq4nl[qs.z], kvalues_iq4nl[qs.w]); | |
| } | |
| vec2 dequantize(uint ib, uint iqs, uint a_offset) { | |
| const uint vui = uint(data_a[a_offset + ib].qs[iqs]); | |
| return vec2(kvalues_iq4nl[vui & 0xF], kvalues_iq4nl[vui >> 4]); | |
| } | |
| vec4 dequantize4(uint ib, uint iqs, uint a_offset) { | |
| const uint vui = uint(data_a_packed16[a_offset + ib].qs[iqs/2]); | |
| return vec4(kvalues_iq4nl[vui & 0xF], kvalues_iq4nl[(vui >> 4) & 0xF], kvalues_iq4nl[(vui >> 8) & 0xF], kvalues_iq4nl[vui >> 12]); | |
| } | |
| vec2 get_dm(uint ib, uint a_offset) { | |
| return vec2(0, 0); | |
| } | |
| vec2 get_dm(uint ib, uint a_offset) { | |
| const uint16_t[4] scales = data_a[a_offset + ib].scales; | |
| const u16vec4 s = u16vec4(scales[0], scales[1], scales[2], scales[3]) >> 12; | |
| const float d = float(unpackHalf2x16(s.x | (s.y << 4) | (s.z << 8) | (s.w << 12)).x); | |
| return vec2(d, 0); | |
| } | |
| vec2 get_dm(uint ib, uint a_offset) { | |
| return vec2(float(data_a[a_offset + ib].d), 0); | |
| } | |
| vec2 get_dm(uint ib, uint a_offset) { | |
| return vec2(float(data_a[a_offset + ib].d), float(data_a[a_offset + ib].m)); | |
| } | |