#define(VARIANTS) [ { "SHADER_SUFFIX": "f32_vec", "REPLS": { "TYPE" : "vec4", "DST_TYPE": "vec4", "BLOCK_SIZE": 4 }, "DECLS": ["F32_VEC"] }, { "REPLS": { "TYPE" : "f32", "DST_TYPE": "f32", "BLOCK_SIZE": 1 }, "DECLS": ["F32"] }, { "REPLS": { "TYPE" : "f16", "DST_TYPE": "f32", "BLOCK_SIZE": 1 }, "DECLS": ["F16"] }, { "REPLS": { "TYPE" : "i32", "DST_TYPE": "i32", "BLOCK_SIZE": 1 }, "DECLS": ["I32"] }, { "REPLS": { "TYPE" : "q4_0", "DST_TYPE": "f32", "BLOCK_SIZE": 32 }, "DECLS": ["BYTE_HELPERS", "Q4_0_T", "Q4_0"] }, { "REPLS": { "TYPE" : "q4_1", "DST_TYPE": "f32", "BLOCK_SIZE": 32 }, "DECLS": ["BYTE_HELPERS", "Q4_1_T", "Q4_1"] }, { "REPLS": { "TYPE" : "q5_0", "DST_TYPE": "f32", "BLOCK_SIZE": 32 }, "DECLS": ["BYTE_HELPERS", "Q5_0_T", "Q5_0"] }, { "REPLS": { "TYPE" : "q5_1", "DST_TYPE": "f32", "BLOCK_SIZE": 32 }, "DECLS": ["BYTE_HELPERS", "Q5_1_T", "Q5_1"] }, { "REPLS": { "TYPE" : "q8_0", "DST_TYPE": "f32", "BLOCK_SIZE": 32 }, "DECLS": ["BYTE_HELPERS", "Q8_0_T", "Q8_0"] }, { "REPLS": { "TYPE" : "q2_k", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "Q2_K_T", "Q2_K"] }, { "REPLS": { "TYPE" : "q3_k", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "Q3_K_T", "Q3_K"] }, { "REPLS": { "TYPE" : "q4_k", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["Q45_K_SCALE_MIN", "BYTE_HELPERS", "Q4_K_T", "Q4_K"] }, { "REPLS": { "TYPE" : "q5_k", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["Q45_K_SCALE_MIN", "BYTE_HELPERS", "Q5_K_T", "Q5_K"] }, { "REPLS": { "TYPE" : "q6_k", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "Q6_K_T", "Q6_K"] }, { "REPLS": { "TYPE" : "iq2_xxs", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "IQ23_TABLES", "IQ2_XXS_GRID", "IQ2_XXS_T", "IQ2_XXS"] }, { "REPLS": { "TYPE" : "iq2_xs", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "IQ23_TABLES", "IQ2_XS_GRID", "IQ2_XS_T", "IQ2_XS"] }, { "REPLS": { "TYPE": "iq2_s", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "IQ23_TABLES", "IQ2_S_GRID", "IQ2_S_T", "IQ2_S"] }, { "REPLS": { "TYPE": "iq3_xxs", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "IQ23_TABLES", "IQ3_XSS_GRID", "IQ3_XSS_T", "IQ3_XSS"] }, { "REPLS": { "TYPE": "iq3_s", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "IQ23_TABLES", "IQ3_S_GRID", "IQ3_S_T", "IQ3_S"] }, { "REPLS": { "TYPE": "iq1_s", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "IQ1_GRID", "IQ1_S_T", "IQ1_S"] }, { "REPLS": { "TYPE": "iq1_m", "DST_TYPE": "f32", "BLOCK_SIZE": 256 }, "DECLS": ["BYTE_HELPERS", "IQ1_GRID", "IQ1_M_T", "IQ1_M"] }, { "REPLS": { "TYPE": "iq4_nl", "DST_TYPE": "f32", "BLOCK_SIZE": 32, }, "DECLS": ["BYTE_HELPERS", "IQ4_GRID", "IQ4_NL_T", "IQ4_NL"] }, { "REPLS": { "TYPE": "iq4_xs", "DST_TYPE": "f32", "BLOCK_SIZE": 256, }, "DECLS": ["BYTE_HELPERS", "IQ4_GRID", "IQ4_XS_T", "IQ4_XS"] } ] #end(VARIANTS) #define(DECLS) #decl(F32_VEC) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { dst[(dst_base / 4) + offset] = src[(src_base / 4) + offset]; } #enddecl(F32_VEC) #decl(F32) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { dst[dst_base + offset] = src[src_base + offset]; } #enddecl(F32) #decl(F16) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { dst[dst_base + offset] = f32(src[src_base + offset]); } #enddecl(F16) #decl(I32) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { dst[dst_base + offset] = src[src_base + offset]; } #enddecl(I32) #decl(Q4_0) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block_q4_0 = src[src_base + offset]; let d = f32(block_q4_0.d); for (var j: u32 = 0; j < 4; j++) { let q_packed = bitcast(vec2(block_q4_0.qs[2 * j], block_q4_0.qs[2 * j + 1])); for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); let q_hi = (f32((q_byte >> 4) & 0xF) - 8.0f) * d; let q_lo = (f32(q_byte & 0xF) - 8.0f) * d; let dst_offset = dst_base + offset * 32 + j * 4 + k; dst[dst_offset] = q_lo; dst[dst_offset + 16] = q_hi; } } } #enddecl(Q4_0) #decl(Q4_1) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block_q4_1 = src[src_base + offset]; let d = f32(block_q4_1.d); let m = f32(block_q4_1.m); for (var j: u32 = 0; j < 4; j++) { let q_packed = block_q4_1.qs[j]; for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); let q_hi = f32((q_byte >> 4) & 0xF) * d + m; let q_lo = f32(q_byte & 0xF) * d + m; let dst_offset = dst_base + offset * 32 + j * 4 + k; dst[dst_offset] = q_lo; dst[dst_offset + 16] = q_hi; } } } #enddecl(Q4_1) #decl(Q5_0) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block_q5_0 = src[src_base + offset]; let d = f32(block_q5_0.d); let qh_packed = bitcast(vec2(block_q5_0.qh[0], block_q5_0.qh[1])); for (var j: u32 = 0; j < 4; j++) { let q_packed = bitcast(vec2(block_q5_0.qs[2 * j], block_q5_0.qs[2 * j + 1])); for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); let qh_hi = (qh_packed >> (j * 4 + k + 12)) & 0x10; let q_hi = (f32(((q_byte >> 4) & 0xF) | qh_hi) - 16.0) * d; let qh_lo = ((qh_packed >> (j * 4 + k)) << 4) & 0x10; let q_lo = (f32((q_byte & 0xF) | qh_lo) - 16.0) * d; let dst_offset = dst_base + offset * 32 + j * 4 + k; dst[dst_offset] = q_lo; dst[dst_offset + 16] = q_hi; } } } #enddecl(Q5_0) #decl(Q5_1) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block_q5_1 = src[src_base + offset]; let d = f32(block_q5_1.d); let m = f32(block_q5_1.m); for (var j: u32 = 0; j < 4; j++) { let q_packed = block_q5_1.qs[j]; for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte(q_packed, k); let qh_hi = (block_q5_1.qh >> (j * 4 + k + 12)) & 0x10; let q_hi = f32(((q_byte >> 4) & 0xF) | qh_hi) * d + m; let qh_lo = ((block_q5_1.qh >> (j * 4 + k)) << 4) & 0x10; let q_lo = f32((q_byte & 0xF) | qh_lo) * d + m; let dst_offset = dst_base + offset * 32 + j * 4 + k; dst[dst_offset] = q_lo; dst[dst_offset + 16] = q_hi; } } } #enddecl(Q5_1) #decl(Q8_0) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block_q8_0 = src[src_base + offset]; let d = f32(block_q8_0.d); for (var j: u32 = 0; j < 8; j++) { let q_packed = bitcast(vec2(block_q8_0.qs[2 * j], block_q8_0.qs[2 * j + 1])); for (var k: u32 = 0; k < 4; k++) { let q_byte = get_byte_i32(q_packed, k); let q_val = f32(q_byte) * d; let dst_offset = dst_base + offset * 32 + j * 4 + k; dst[dst_offset] = q_val; } } } #enddecl(Q8_0) #decl(Q2_K) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); let m = f32(block.dmin); var dst_i = dst_base + offset * 256; var is: u32 = 0; // 2 halves of the block (128 elements each) for (var q_b_idx: u32 = 0; q_b_idx < 64; q_b_idx += 32) { // 4 groups (each group has 2 blocks of 16 elements) for (var shift: u32 = 0; shift < 8; shift += 2) { // 2 blocks for (var k: u32 = 0; k < 32; k += 16) { let sc = get_byte(block.scales[is / 4], is % 4); is++; let dl = d * f32(sc & 0xF); let ml = m * f32(sc >> 4); for (var l: u32 = 0u; l < 16; l++) { let q_idx = q_b_idx + k + l; let q_byte = get_byte(block.qs[q_idx / 4], q_idx % 4); let qs_val = (q_byte >> shift) & 3; dst[dst_i] = (f32(qs_val) * dl - ml); dst_i++; } } } } } #enddecl(Q2_K) #decl(Q3_K) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); // extract 6-bit scales, which consist of 4-bits from first 8 bytes of scale, // and 2-bits from the last 4 bytes let kmask1: u32 = 0x03030303; let kmask2: u32 = 0x0f0f0f0f; var scale_vals: array; for (var i: u32 = 0; i < 4; i++) { scale_vals[i] = bitcast(vec2(block.scales[2 * i], block.scales[2 * i + 1])); } var tmp: u32 = scale_vals[2]; scale_vals[2] = ((scale_vals[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4); scale_vals[3] = ((scale_vals[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4); scale_vals[0] = (scale_vals[0] & kmask2) | ((tmp & kmask1) << 4); scale_vals[1] = (scale_vals[1] & kmask2) | (((tmp >> 2) & kmask1) << 4); // convert arrays of f16 -> u32 var hmask_vals: array; for (var i: u32 = 0; i < 8; i++) { hmask_vals[i] = bitcast(vec2(block.hmask[2 * i], block.hmask[2 * i + 1])); } var qs_vals: array; for (var i: u32 = 0; i < 16; i++) { qs_vals[i] = bitcast(vec2(block.qs[2 * i], block.qs[2 * i + 1])); } var dst_i = dst_base + offset * 256; var is: u32 = 0; var m: u32 = 1; // 2 halves of the block (128 elements each) for (var q_b_idx: u32 = 0; q_b_idx < 64; q_b_idx += 32) { // 4 groups (each group has 2 blocks of 16 elements) for (var shift: u32 = 0; shift < 8; shift += 2) { // 2 blocks for (var k: u32 = 0; k < 32; k += 16) { let sc = get_byte(scale_vals[is / 4], is % 4); is++; let dl = d * (f32(sc) - 32.0); for (var l: u32 = 0u; l < 16u; l++) { let q_idx = q_b_idx + k + l; let hm_idx = k + l; let q_byte = get_byte(qs_vals[q_idx / 4], q_idx % 4); let hmask_byte = get_byte(hmask_vals[hm_idx / 4], hm_idx % 4); let hm = select(4.0, 0.0, (hmask_byte & m) != 0); let qs_val = (q_byte >> shift) & 3; dst[dst_i] = (f32(qs_val) - hm) * dl; dst_i++; } } m <<= 1; } } } #enddecl(Q3_K) #decl(Q4_K) // 8 blocks of 32 elements each fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); let m = f32(block.dmin); var dst_i = dst_base + offset * 256; var is: u32 = 0; // 2 blocks each iteration for (var q_b_idx: u32 = 0; q_b_idx < 128; q_b_idx += 32) { for (var shift: u32 = 0; shift < 8; shift += 4) { let scale_min = get_scale_min(is, block.scales); is++; let dl = d * scale_min.x; let ml = m * scale_min.y; for (var l: u32 = 0; l < 32; l++) { let q_idx = q_b_idx + l; let q_byte = get_byte(block.qs[q_idx / 4], q_idx % 4); let qs_val = (q_byte >> shift) & 0xF; dst[dst_i] = (f32(qs_val) * dl - ml); dst_i++; } } } } #enddecl(Q4_K) #decl(Q5_K) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); let m = f32(block.dmin); var dst_i = dst_base + offset * 256; var is: u32 = 0; var u: u32 = 1; // 2 blocks each iteration for (var q_b_idx: u32 = 0; q_b_idx < 128; q_b_idx += 32) { for (var shift: u32 = 0; shift < 8; shift += 4) { let scale_min = get_scale_min(is, block.scales); is++; let dl = d * scale_min.x; let ml = m * scale_min.y; for (var l: u32 = 0; l < 32; l++) { let q_idx = q_b_idx + l; let q_byte = get_byte(block.qs[q_idx / 4], q_idx % 4); let qh_byte = get_byte(block.qh[l / 4], l % 4); let qs_val = (q_byte >> shift) & 0xF; let qh_val = select(0.0, 16.0, (qh_byte & u) != 0); dst[dst_i] = (f32(qs_val) + qh_val) * dl - ml; dst_i++; } u <<= 1; } } } #enddecl(Q5_K) #decl(Q6_K) // 16 blocks of 16 elements each fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); // convert arrays of f16 -> u32 var ql_vals: array; for (var i: u32 = 0; i < 32; i++) { ql_vals[i] = bitcast(vec2(block.ql[2 * i], block.ql[2 * i + 1])); } var qh_vals: array; for (var i: u32 = 0; i < 16; i++) { qh_vals[i] = bitcast(vec2(block.qh[2 * i], block.qh[2 * i + 1])); } var scale_vals: array; for (var i: u32 = 0; i < 4; i++) { scale_vals[i] = bitcast(vec2(block.scales[2 * i], block.scales[2 * i + 1])); } var dst_i = dst_base + offset * 256; var qh_b_idx: u32 = 0; var sc_b_idx: u32 = 0; for (var ql_b_idx: u32 = 0; ql_b_idx < 128; ql_b_idx += 64) { for (var l: u32 = 0; l < 32; l++) { let ql13_b = get_byte(ql_vals[(ql_b_idx + l) / 4], (ql_b_idx + l) % 4); let ql24_b = get_byte(ql_vals[(ql_b_idx + l + 32) / 4], (ql_b_idx + l + 32) % 4); let qh_b = get_byte(qh_vals[(qh_b_idx + l) / 4], (qh_b_idx + l) % 4); let q1 = f32((ql13_b & 0xF) | ((qh_b & 3) << 4)) - 32.0; let q2 = f32((ql24_b & 0xF) | (((qh_b >> 2) & 3) << 4)) - 32.0; let q3 = f32((ql13_b >> 4) | (((qh_b >> 4) & 3) << 4)) - 32.0; let q4 = f32((ql24_b >> 4) | (((qh_b >> 6) & 3) << 4)) - 32.0; let is = l/16; let is1 = sc_b_idx + is; let sc1 = get_byte_i32(scale_vals[is1 / 4], is1 % 4); let is2 = sc_b_idx + is + 2; let sc2 = get_byte_i32(scale_vals[is2 / 4], is2 % 4); let is3 = sc_b_idx + is + 4; let sc3 = get_byte_i32(scale_vals[is3 / 4], is3 % 4); let is4 = sc_b_idx + is + 6; let sc4 = get_byte_i32(scale_vals[is4 / 4], is4 % 4); dst[dst_i + l] = (q1 * f32(sc1)) * d; dst[dst_i + l + 32] = (q2 * f32(sc2)) * d; dst[dst_i + l + 64] = (q3 * f32(sc3)) * d; dst[dst_i + l + 96] = (q4 * f32(sc4)) * d; } dst_i += 128; qh_b_idx += 32; sc_b_idx += 8; } } #enddecl(Q6_K) #decl(IQ2_XXS) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 32; ib += 4) { let aux0 = bitcast(vec2(block.qs[ib], block.qs[ib + 1])); let aux1 = bitcast(vec2(block.qs[ib + 2], block.qs[ib + 3])); let db = d * (0.5 + f32(aux1 >> 28)) * 0.25; for (var l: u32 = 0; l < 4; l++) { let ig = get_byte(aux0, l) * 8; let is = (aux1 >> (7 * l)) & 127; let signs = get_byte(ksigns_iq2xs[is / 4], is % 4); for (var j: u32 = 0; j < 8; j++) { let g = get_byte(iq2xxs_grid[(ig + j) / 4], (ig + j) % 4); let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4], j % 4) & signs) != 0); dst[dst_i] = db * f32(g) * m; dst_i++; } } } } #enddecl(IQ2_XXS) #decl(IQ2_XS) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); var dst_i = dst_base + offset * 256; var scale_vals = array( bitcast(vec2(block.scales[0], block.scales[1])), bitcast(vec2(block.scales[2], block.scales[3])) ); for (var ib: u32 = 0; ib < 32; ib += 4) { let s = get_byte(scale_vals[ib / 16], (ib % 16) / 4); let db = array( d * (0.5 + f32(s & 0xF)) * 0.25, d * (0.5 + f32(s >> 4)) * 0.25 ); for (var l: u32 = 0; l < 4; l++) { let qs_val = bitcast(vec2(block.qs[ib + l], 0.0)); let ig = (qs_val & 511) * 8; let is = qs_val >> 9; let signs = get_byte(ksigns_iq2xs[is / 4], is % 4); let dl = db[l/2]; for (var j: u32 = 0; j < 8; j++) { let g = get_byte(iq2xs_grid[(ig + j) / 4], (ig + j) % 4); let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4], j % 4) & signs) != 0); dst[dst_i] = dl * f32(g) * m; dst_i++; } } } } #enddecl(IQ2_XS) #decl(IQ2_S) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); var dst_i = dst_base + offset * 256; var qs_vals : array; for (var i: u32 = 0; i < 16; i++) { qs_vals[i] = bitcast(vec2(block.qs[i * 2], block.qs[i * 2 + 1])); } var qh_vals = array( bitcast(vec2(block.qh[0], block.qh[1])), bitcast(vec2(block.qh[2], block.qh[3])) ); var scale_vals = array( bitcast(vec2(block.scales[0], block.scales[1])), bitcast(vec2(block.scales[2], block.scales[3])) ); for (var ib: u32 = 0; ib < 8; ib ++) { let s = get_byte(scale_vals[ib / 4], ib % 4); let db = array( d * (0.5 + f32(s & 0xF)) * 0.25, d * (0.5 + f32(s >> 4)) * 0.25 ); let qs_w = qs_vals[ib]; for (var l: u32 = 0; l < 4; l++) { let qh_b = (get_byte(qh_vals[ib / 4], ib % 4) << (8 - 2 * l)) & 0x300; let ig = (get_byte(qs_w, l) | qh_b) * 8; let signs = get_byte(qs_vals[ib + 8], l); let dl = db[l/2]; for (var j: u32 = 0; j < 8; j++) { let g = get_byte(iq2s_grid[(ig + j) / 4], (ig + j) % 4); let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4], j % 4) & signs) != 0); dst[dst_i] = dl * f32(g) * m; dst_i++; } } } } #enddecl(IQ2_S) #decl(IQ3_XSS) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 16; ib += 2) { let sc_sign = bitcast(vec2(block.qs[ib + 32], block.qs[ib + 33])); let db = d * (0.5 + f32(sc_sign >> 28)) * 0.5; for (var l: u32 = 0; l < 4; l++) { let is = (sc_sign >> (7 * l)) & 127; let signs = get_byte(ksigns_iq2xs[is / 4], is % 4); let ig_val = bitcast(vec2(block.qs[ib * 2 + l], 0.0)); let ig1 = get_byte(ig_val, 0); let ig2 = get_byte(ig_val, 1); for (var j: u32 = 0; j < 4; j++) { let g1 = get_byte(iq3xxs_grid[ig1], j); let g2 = get_byte(iq3xxs_grid[ig2], j); let m1 = select(1.0, -1.0, (get_byte(kmask_iq2xs[0], j) & signs) != 0); let m2 = select(1.0, -1.0, (get_byte(kmask_iq2xs[1], j) & signs) != 0); dst[dst_i] = db * f32(g1) * m1; dst[dst_i + 4] = db * f32(g2) * m2; dst_i++; } dst_i += 4; } } } #enddecl(IQ3_XSS) #decl(IQ3_S) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); var dst_i = dst_base + offset * 256; var qh_vals = array( bitcast(vec2(block.qh[0], block.qh[1])), bitcast(vec2(block.qh[2], block.qh[3])) ); var sign_vals: array; for (var i: u32 = 0; i < 8; i++) { sign_vals[i] = bitcast(vec2(block.signs[i * 2], block.signs[i * 2 + 1])); } var scale_vals = bitcast(vec2(block.scales[0], block.scales[1])); for (var ib: u32 = 0; ib < 4; ib++) { let s = get_byte(scale_vals, ib); let db = array( d * (1.0 + 2.0 * f32(s & 0xF)), d * (1.0 + 2.0 * f32(s >> 4)) ); for (var k: u32 = 0; k < 2; k++) { let dl = db[k]; let qh_byte = get_byte(qh_vals[ib / 2], (ib % 2) * 2 + k); let sign_w = sign_vals[ib * 2 + k]; for (var l: u32 = 0; l < 4; l++) { let signs = get_byte(sign_w, l); let ig_val = bitcast(vec2(block.qs[ib * 8 + k * 4 + l], 0.0)); let ig1 = get_byte(ig_val, 0) | ((qh_byte << ((8 - (2 * l)))) & 256); let ig2 = get_byte(ig_val, 1) | ((qh_byte << ((7 - (2 * l)))) & 256); for (var j: u32 = 0; j < 4; j++) { let g1 = get_byte(iq3s_grid[ig1], j); let g2 = get_byte(iq3s_grid[ig2], j); let m1 = select(1.0, -1.0, (get_byte(kmask_iq2xs[0], j) & signs) != 0); let m2 = select(1.0, -1.0, (get_byte(kmask_iq2xs[1], j) & signs) != 0); dst[dst_i] = dl * f32(g1) * m1; dst[dst_i + 4] = dl * f32(g2) * m2; dst_i++; } dst_i += 4; } } } } #enddecl(IQ3_S) #decl(IQ1_S) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 8; ib++) { let qh = bitcast(vec2(block.qh[ib], 0.0)); let dl = d * (2 * f32((qh >> 12) & 7) + 1); let delta = select(IQ1_DELTA, -IQ1_DELTA, (qh & 0x8000) != 0); let qs_w = bitcast(vec2(block.qs[ib * 2], block.qs[ib * 2 + 1])); for (var l: u32 = 0; l < 4; l++) { let ig = (get_byte(qs_w, l) | (((qh >> (3 * l)) & 7) << 8)) * 8; for (var j: u32 = 0; j < 8; j++) { let gw = iq1_grid[(ig + j) / 16]; let g = (gw >> (((ig + j) % 16) * 2)) & 3; let gs = bitcast(g << 30) >> 30; dst[dst_i] = dl * (f32(gs) + delta); dst_i++; } } } } #enddecl(IQ1_S) #decl(IQ1_M) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let scale = ((block.scales[0] >> 12) & 0xF) | ((block.scales[0] >> 24) & 0x00F0) | ((block.scales[1] >> 4) & 0x0F00) | ((block.scales[1] >> 16) & 0xF000); let d = f32(bitcast>(scale).x); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 8; ib++) { let sw = (block.scales[ib / 4] >> (16 * ((ib / 2) % 2))) & 0xFFFF; let s1 : u32 = (sw >> (6 * (ib % 2))) & 0x7; let s2 : u32 = (sw >> (6 * (ib % 2) + 3)) & 0x7; var dl = array( d * f32(2 * s1 + 1), d * f32(2 * s2 + 1) ); let qh = block.qh[ib / 2] >> (16 * (ib % 2)); var idx = array( get_byte(block.qs[ib], 0) | ((qh << 8) & 0x700), get_byte(block.qs[ib], 1) | ((qh << 4) & 0x700), get_byte(block.qs[ib], 2) | ((qh) & 0x700), get_byte(block.qs[ib], 3) | ((qh >> 4) & 0x700) ); var delta = array( select(IQ1_DELTA, -IQ1_DELTA, (qh & 0x08) != 0), select(IQ1_DELTA, -IQ1_DELTA, (qh & 0x80) != 0), select(IQ1_DELTA, -IQ1_DELTA, ((qh >> 8) & 0x08) != 0), select(IQ1_DELTA, -IQ1_DELTA, ((qh >> 8) & 0x80) != 0) ); for (var l: u32 = 0; l < 4; l++) { let ig = idx[l] * 8; for (var j: u32 = 0; j < 8; j++) { let gw = iq1_grid[(ig + j) / 16]; let g = (gw >> (((ig + j) % 16) * 2)) & 3; let gs = bitcast(g << 30) >> 30; dst[dst_i] = dl[l/2] * (f32(gs) + delta[l]); dst_i++; } } } } #enddecl(IQ1_M) #decl(IQ4_NL) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); var dst_i = dst_base + offset * 32; var qs: array; for (var i: u32 = 0; i < 4; i++) { qs[i] = bitcast(vec2(block.qs[i * 2], block.qs[i * 2 + 1])); } for (var j: u32 = 0; j < 16; j++) { let qsb = get_byte(qs[j / 4], j % 4); dst[dst_i] = d * f32(kvalues_iq4nl[qsb & 0xF]); dst[dst_i + 16] = d * f32(kvalues_iq4nl[qsb >> 4]); dst_i++; } } #enddecl(IQ4_NL) #decl(IQ4_XS) fn copy_elements(src_base: u32, dst_base: u32, offset: u32) { let block = src[src_base + offset]; let d = f32(block.d); let scales_h = bitcast(vec2(block.scales_h, 0.0)); var dst_i = dst_base + offset * 256; for (var ib: u32 = 0; ib < 8; ib++) { let ls = ((get_byte(block.scales_l, ib / 2) >> (4 * (ib % 2))) & 0xF) | (((scales_h >> (2 * ib)) & 3) << 4); let dl = d * (f32(ls) - 32.0); for (var j: u32 = 0; j < 16; j++) { let iqs = ib * 16 + j; let qsb = get_byte(block.qs[iqs / 4], iqs % 4); dst[dst_i] = dl * f32(kvalues_iq4nl[qsb & 0xF]); dst[dst_i + 16] = dl * f32(kvalues_iq4nl[qsb >> 4]); dst_i++; } dst_i += 16; } } #enddecl(IQ4_XS) #end(DECLS) #define(SHADER) enable f16; DECLS @group(0) @binding(0) var src: array<{{TYPE}}>; @group(0) @binding(1) var idx: array; @group(0) @binding(2) var dst: array<{{DST_TYPE}}>; struct Params { offset_src: u32, // in elements offset_idx: u32, // in elements offset_dst: u32, // in elements // Strides (in elements) stride_src1: u32, stride_src2: u32, stride_src3: u32, stride_idx0: u32, stride_idx1: u32, stride_idx2: u32, stride_dst1: u32, stride_dst2: u32, stride_dst3: u32, // Shape of dst ne0: u32, n_rows: u32, ne2: u32, ne3: u32, // Shape of idx idx1: u32, idx2: u32, }; @group(0) @binding(3) var params: Params; override wg_size: u32; @compute @workgroup_size(wg_size) fn main(@builtin(global_invocation_id) gid: vec3) { if (gid.x >= params.n_rows * params.ne2 * params.ne3) { return; } var i = gid.x; let i_dst3 = i / (params.ne2 * params.n_rows); i = i % (params.ne2 * params.n_rows); let i_dst2 = i / params.n_rows; let i_dst1 = i % params.n_rows; let i_idx2 = i_dst3 % params.idx2; let i_idx1 = i_dst2 % params.idx1; let i_idx0 = i_dst1; let i_idx = params.offset_idx + i_idx0 * params.stride_idx0 + i_idx1 * params.stride_idx1 + i_idx2 * params.stride_idx2; let idx_val = u32(idx[i_idx]); let i_src_row = params.offset_src + idx_val * params.stride_src1 + i_dst2 * params.stride_src2 + i_dst3 * params.stride_src3; let i_dst_row = params.offset_dst + i_dst1 * params.stride_dst1 + i_dst2 * params.stride_dst2 + i_dst3 * params.stride_dst3; for (var i: u32 = 0; i < params.ne0/{{BLOCK_SIZE}}; i++) { copy_elements(i_src_row, i_dst_row, i); } } #end(SHADER)