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| 1 | +/*************************************************************************** |
| 2 | + * Copyright (c) 2026, The OpenBLAS Project |
| 3 | + * All rights reserved. |
| 4 | + * Redistribution and use in source and binary forms, with or without |
| 5 | + * modification, are permitted provided that the following conditions are |
| 6 | + * met: |
| 7 | + * 1. Redistributions of source code must retain the above copyright |
| 8 | + * notice, this list of conditions and the following disclaimer. |
| 9 | + * 2. Redistributions in binary form must reproduce the above copyright |
| 10 | + * notice, this list of conditions and the following disclaimer in |
| 11 | + * the documentation and/or other materials provided with the |
| 12 | + * distribution. |
| 13 | + * 3. Neither the name of the OpenBLAS project nor the names of |
| 14 | + * its contributors may be used to endorse or promote products |
| 15 | + * derived from this software without specific prior written permission. |
| 16 | + * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" |
| 17 | + * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE |
| 18 | + * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE |
| 19 | + * ARE DISCLAIMED. IN NO EVENT SHALL THE OPENBLAS PROJECT OR CONTRIBUTORS BE |
| 20 | + * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR |
| 21 | + * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF |
| 22 | + * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS |
| 23 | + * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN |
| 24 | + * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) |
| 25 | + * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE |
| 26 | + * POSSIBILITY OF SUCH DAMAGE. |
| 27 | + * *****************************************************************************/ |
| 28 | + |
| 29 | +/* |
| 30 | + * Portable C GEMM micro-kernel with a 4x4 register tile (16 accumulators). |
| 31 | + * |
| 32 | + * This is a wider companion to gemmkernel_2x2.c intended for in-order scalar |
| 33 | + * cores whose FP FMA has a multi-cycle latency but 1/cycle throughput (e.g. |
| 34 | + * SiFive U74: fmadd.d latency 7, repeat rate 1). A 2x2 tile exposes only 4 |
| 35 | + * independent accumulator chains, which is fewer than the FMA latency and |
| 36 | + * leaves the FP pipe stalled on the accumulator dependency. A 4x4 tile keeps |
| 37 | + * 16 independent chains -- comfortably above the latency -- and lowers the |
| 38 | + * load:FMA ratio from 1:1 to 1:2, so the single load/store pipe stops being |
| 39 | + * the bottleneck. RV64G has 32 FP registers, so 16 accumulators + 4 A + 4 B |
| 40 | + * fit without spilling. |
| 41 | + * |
| 42 | + * Packed-data contract (identical to the 2x2 kernel, verified against the |
| 43 | + * generic tcopy_4 / ncopy_4 copy routines): the A operand is packed by |
| 44 | + * tcopy_<UNROLL_M> into MR-row micro-panels [A(r0,k)..A(r3,k)] per k, and the |
| 45 | + * B operand by ncopy_<UNROLL_N> into NR-col micro-panels [B(k,c0)..B(k,c3)] |
| 46 | + * per k. Both dimensions are decomposed as 4 / 2 / 1 sub-blocks at the edges. |
| 47 | + */ |
| 48 | + |
| 49 | +#include "common.h" |
| 50 | + |
| 51 | +#include "conversion_macros.h" |
| 52 | + |
| 53 | +#ifdef BGEMM |
| 54 | +#define C_TO_F32 TO_F32 |
| 55 | +#else |
| 56 | +#define C_TO_F32 |
| 57 | +#endif |
| 58 | + |
| 59 | +int CNAME(BLASLONG bm,BLASLONG bn,BLASLONG bk,FLOAT alpha,IFLOAT* ba,IFLOAT* bb,FLOAT* C,BLASLONG ldc |
| 60 | +#ifdef TRMMKERNEL |
| 61 | + ,BLASLONG offset |
| 62 | +#endif |
| 63 | + ) |
| 64 | +{ |
| 65 | + BLASLONG i,j,k; |
| 66 | + FLOAT *C0,*C1,*C2,*C3; |
| 67 | + IFLOAT *ptrba,*ptrbb; |
| 68 | + FLOAT r0c0,r1c0,r2c0,r3c0; |
| 69 | + FLOAT r0c1,r1c1,r2c1,r3c1; |
| 70 | + FLOAT r0c2,r1c2,r2c2,r3c2; |
| 71 | + FLOAT r0c3,r1c3,r2c3,r3c3; |
| 72 | + IFLOAT a0,a1,a2,a3,b0,b1,b2,b3; |
| 73 | + |
| 74 | + /* ==================== N panels of 4 ==================== */ |
| 75 | + for (j=0; j<bn/4; j+=1) |
| 76 | + { |
| 77 | + C0 = C; |
| 78 | + C1 = C0+ldc; |
| 79 | + C2 = C1+ldc; |
| 80 | + C3 = C2+ldc; |
| 81 | + ptrba = ba; |
| 82 | + |
| 83 | + /* ---- 4x4 : 4 rows x 4 cols, 16 accumulators ---- */ |
| 84 | + for (i=0; i<bm/4; i+=1) |
| 85 | + { |
| 86 | + ptrbb = bb; |
| 87 | + r0c0=r1c0=r2c0=r3c0=0; |
| 88 | + r0c1=r1c1=r2c1=r3c1=0; |
| 89 | + r0c2=r1c2=r2c2=r3c2=0; |
| 90 | + r0c3=r1c3=r2c3=r3c3=0; |
| 91 | + for (k=0; k<bk; k+=1) |
| 92 | + { |
| 93 | + b0=ptrbb[0]; b1=ptrbb[1]; b2=ptrbb[2]; b3=ptrbb[3]; |
| 94 | + a0=ptrba[0]; a1=ptrba[1]; a2=ptrba[2]; a3=ptrba[3]; |
| 95 | + r0c0+=TO_F32(a0)*TO_F32(b0); r1c0+=TO_F32(a1)*TO_F32(b0); r2c0+=TO_F32(a2)*TO_F32(b0); r3c0+=TO_F32(a3)*TO_F32(b0); |
| 96 | + r0c1+=TO_F32(a0)*TO_F32(b1); r1c1+=TO_F32(a1)*TO_F32(b1); r2c1+=TO_F32(a2)*TO_F32(b1); r3c1+=TO_F32(a3)*TO_F32(b1); |
| 97 | + r0c2+=TO_F32(a0)*TO_F32(b2); r1c2+=TO_F32(a1)*TO_F32(b2); r2c2+=TO_F32(a2)*TO_F32(b2); r3c2+=TO_F32(a3)*TO_F32(b2); |
| 98 | + r0c3+=TO_F32(a0)*TO_F32(b3); r1c3+=TO_F32(a1)*TO_F32(b3); r2c3+=TO_F32(a2)*TO_F32(b3); r3c3+=TO_F32(a3)*TO_F32(b3); |
| 99 | + ptrba+=4; ptrbb+=4; |
| 100 | + } |
| 101 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); C0[1]=TO_OUTPUT(C_TO_F32(C0[1])+r1c0*ALPHA); C0[2]=TO_OUTPUT(C_TO_F32(C0[2])+r2c0*ALPHA); C0[3]=TO_OUTPUT(C_TO_F32(C0[3])+r3c0*ALPHA); |
| 102 | + C1[0]=TO_OUTPUT(C_TO_F32(C1[0])+r0c1*ALPHA); C1[1]=TO_OUTPUT(C_TO_F32(C1[1])+r1c1*ALPHA); C1[2]=TO_OUTPUT(C_TO_F32(C1[2])+r2c1*ALPHA); C1[3]=TO_OUTPUT(C_TO_F32(C1[3])+r3c1*ALPHA); |
| 103 | + C2[0]=TO_OUTPUT(C_TO_F32(C2[0])+r0c2*ALPHA); C2[1]=TO_OUTPUT(C_TO_F32(C2[1])+r1c2*ALPHA); C2[2]=TO_OUTPUT(C_TO_F32(C2[2])+r2c2*ALPHA); C2[3]=TO_OUTPUT(C_TO_F32(C2[3])+r3c2*ALPHA); |
| 104 | + C3[0]=TO_OUTPUT(C_TO_F32(C3[0])+r0c3*ALPHA); C3[1]=TO_OUTPUT(C_TO_F32(C3[1])+r1c3*ALPHA); C3[2]=TO_OUTPUT(C_TO_F32(C3[2])+r2c3*ALPHA); C3[3]=TO_OUTPUT(C_TO_F32(C3[3])+r3c3*ALPHA); |
| 105 | + C0+=4; C1+=4; C2+=4; C3+=4; |
| 106 | + } |
| 107 | + /* ---- 2x4 : 2 rows x 4 cols ---- */ |
| 108 | + if (bm & 2) |
| 109 | + { |
| 110 | + ptrbb = bb; |
| 111 | + r0c0=r1c0=0; r0c1=r1c1=0; r0c2=r1c2=0; r0c3=r1c3=0; |
| 112 | + for (k=0; k<bk; k+=1) |
| 113 | + { |
| 114 | + b0=ptrbb[0]; b1=ptrbb[1]; b2=ptrbb[2]; b3=ptrbb[3]; |
| 115 | + a0=ptrba[0]; a1=ptrba[1]; |
| 116 | + r0c0+=TO_F32(a0)*TO_F32(b0); r1c0+=TO_F32(a1)*TO_F32(b0); |
| 117 | + r0c1+=TO_F32(a0)*TO_F32(b1); r1c1+=TO_F32(a1)*TO_F32(b1); |
| 118 | + r0c2+=TO_F32(a0)*TO_F32(b2); r1c2+=TO_F32(a1)*TO_F32(b2); |
| 119 | + r0c3+=TO_F32(a0)*TO_F32(b3); r1c3+=TO_F32(a1)*TO_F32(b3); |
| 120 | + ptrba+=2; ptrbb+=4; |
| 121 | + } |
| 122 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); C0[1]=TO_OUTPUT(C_TO_F32(C0[1])+r1c0*ALPHA); |
| 123 | + C1[0]=TO_OUTPUT(C_TO_F32(C1[0])+r0c1*ALPHA); C1[1]=TO_OUTPUT(C_TO_F32(C1[1])+r1c1*ALPHA); |
| 124 | + C2[0]=TO_OUTPUT(C_TO_F32(C2[0])+r0c2*ALPHA); C2[1]=TO_OUTPUT(C_TO_F32(C2[1])+r1c2*ALPHA); |
| 125 | + C3[0]=TO_OUTPUT(C_TO_F32(C3[0])+r0c3*ALPHA); C3[1]=TO_OUTPUT(C_TO_F32(C3[1])+r1c3*ALPHA); |
| 126 | + C0+=2; C1+=2; C2+=2; C3+=2; |
| 127 | + } |
| 128 | + /* ---- 1x4 : 1 row x 4 cols ---- */ |
| 129 | + if (bm & 1) |
| 130 | + { |
| 131 | + ptrbb = bb; |
| 132 | + r0c0=0; r0c1=0; r0c2=0; r0c3=0; |
| 133 | + for (k=0; k<bk; k+=1) |
| 134 | + { |
| 135 | + b0=ptrbb[0]; b1=ptrbb[1]; b2=ptrbb[2]; b3=ptrbb[3]; |
| 136 | + a0=ptrba[0]; |
| 137 | + r0c0+=TO_F32(a0)*TO_F32(b0); |
| 138 | + r0c1+=TO_F32(a0)*TO_F32(b1); |
| 139 | + r0c2+=TO_F32(a0)*TO_F32(b2); |
| 140 | + r0c3+=TO_F32(a0)*TO_F32(b3); |
| 141 | + ptrba+=1; ptrbb+=4; |
| 142 | + } |
| 143 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); |
| 144 | + C1[0]=TO_OUTPUT(C_TO_F32(C1[0])+r0c1*ALPHA); |
| 145 | + C2[0]=TO_OUTPUT(C_TO_F32(C2[0])+r0c2*ALPHA); |
| 146 | + C3[0]=TO_OUTPUT(C_TO_F32(C3[0])+r0c3*ALPHA); |
| 147 | + C0+=1; C1+=1; C2+=1; C3+=1; |
| 148 | + } |
| 149 | + bb = bb + bk*4; |
| 150 | + C = C + ldc*4; |
| 151 | + } |
| 152 | + |
| 153 | + /* ==================== N panel of 2 ==================== */ |
| 154 | + if (bn & 2) |
| 155 | + { |
| 156 | + C0 = C; |
| 157 | + C1 = C0+ldc; |
| 158 | + ptrba = ba; |
| 159 | + |
| 160 | + for (i=0; i<bm/4; i+=1) |
| 161 | + { |
| 162 | + ptrbb = bb; |
| 163 | + r0c0=r1c0=r2c0=r3c0=0; |
| 164 | + r0c1=r1c1=r2c1=r3c1=0; |
| 165 | + for (k=0; k<bk; k+=1) |
| 166 | + { |
| 167 | + b0=ptrbb[0]; b1=ptrbb[1]; |
| 168 | + a0=ptrba[0]; a1=ptrba[1]; a2=ptrba[2]; a3=ptrba[3]; |
| 169 | + r0c0+=TO_F32(a0)*TO_F32(b0); r1c0+=TO_F32(a1)*TO_F32(b0); r2c0+=TO_F32(a2)*TO_F32(b0); r3c0+=TO_F32(a3)*TO_F32(b0); |
| 170 | + r0c1+=TO_F32(a0)*TO_F32(b1); r1c1+=TO_F32(a1)*TO_F32(b1); r2c1+=TO_F32(a2)*TO_F32(b1); r3c1+=TO_F32(a3)*TO_F32(b1); |
| 171 | + ptrba+=4; ptrbb+=2; |
| 172 | + } |
| 173 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); C0[1]=TO_OUTPUT(C_TO_F32(C0[1])+r1c0*ALPHA); C0[2]=TO_OUTPUT(C_TO_F32(C0[2])+r2c0*ALPHA); C0[3]=TO_OUTPUT(C_TO_F32(C0[3])+r3c0*ALPHA); |
| 174 | + C1[0]=TO_OUTPUT(C_TO_F32(C1[0])+r0c1*ALPHA); C1[1]=TO_OUTPUT(C_TO_F32(C1[1])+r1c1*ALPHA); C1[2]=TO_OUTPUT(C_TO_F32(C1[2])+r2c1*ALPHA); C1[3]=TO_OUTPUT(C_TO_F32(C1[3])+r3c1*ALPHA); |
| 175 | + C0+=4; C1+=4; |
| 176 | + } |
| 177 | + if (bm & 2) |
| 178 | + { |
| 179 | + ptrbb = bb; |
| 180 | + r0c0=r1c0=0; r0c1=r1c1=0; |
| 181 | + for (k=0; k<bk; k+=1) |
| 182 | + { |
| 183 | + b0=ptrbb[0]; b1=ptrbb[1]; |
| 184 | + a0=ptrba[0]; a1=ptrba[1]; |
| 185 | + r0c0+=TO_F32(a0)*TO_F32(b0); r1c0+=TO_F32(a1)*TO_F32(b0); |
| 186 | + r0c1+=TO_F32(a0)*TO_F32(b1); r1c1+=TO_F32(a1)*TO_F32(b1); |
| 187 | + ptrba+=2; ptrbb+=2; |
| 188 | + } |
| 189 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); C0[1]=TO_OUTPUT(C_TO_F32(C0[1])+r1c0*ALPHA); |
| 190 | + C1[0]=TO_OUTPUT(C_TO_F32(C1[0])+r0c1*ALPHA); C1[1]=TO_OUTPUT(C_TO_F32(C1[1])+r1c1*ALPHA); |
| 191 | + C0+=2; C1+=2; |
| 192 | + } |
| 193 | + if (bm & 1) |
| 194 | + { |
| 195 | + ptrbb = bb; |
| 196 | + r0c0=0; r0c1=0; |
| 197 | + for (k=0; k<bk; k+=1) |
| 198 | + { |
| 199 | + b0=ptrbb[0]; b1=ptrbb[1]; |
| 200 | + a0=ptrba[0]; |
| 201 | + r0c0+=TO_F32(a0)*TO_F32(b0); |
| 202 | + r0c1+=TO_F32(a0)*TO_F32(b1); |
| 203 | + ptrba+=1; ptrbb+=2; |
| 204 | + } |
| 205 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); |
| 206 | + C1[0]=TO_OUTPUT(C_TO_F32(C1[0])+r0c1*ALPHA); |
| 207 | + C0+=1; C1+=1; |
| 208 | + } |
| 209 | + bb = bb + bk*2; |
| 210 | + C = C + ldc*2; |
| 211 | + } |
| 212 | + |
| 213 | + /* ==================== N panel of 1 ==================== */ |
| 214 | + if (bn & 1) |
| 215 | + { |
| 216 | + C0 = C; |
| 217 | + ptrba = ba; |
| 218 | + |
| 219 | + for (i=0; i<bm/4; i+=1) |
| 220 | + { |
| 221 | + ptrbb = bb; |
| 222 | + r0c0=r1c0=r2c0=r3c0=0; |
| 223 | + for (k=0; k<bk; k+=1) |
| 224 | + { |
| 225 | + b0=ptrbb[0]; |
| 226 | + a0=ptrba[0]; a1=ptrba[1]; a2=ptrba[2]; a3=ptrba[3]; |
| 227 | + r0c0+=TO_F32(a0)*TO_F32(b0); r1c0+=TO_F32(a1)*TO_F32(b0); r2c0+=TO_F32(a2)*TO_F32(b0); r3c0+=TO_F32(a3)*TO_F32(b0); |
| 228 | + ptrba+=4; ptrbb+=1; |
| 229 | + } |
| 230 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); C0[1]=TO_OUTPUT(C_TO_F32(C0[1])+r1c0*ALPHA); C0[2]=TO_OUTPUT(C_TO_F32(C0[2])+r2c0*ALPHA); C0[3]=TO_OUTPUT(C_TO_F32(C0[3])+r3c0*ALPHA); |
| 231 | + C0+=4; |
| 232 | + } |
| 233 | + if (bm & 2) |
| 234 | + { |
| 235 | + ptrbb = bb; |
| 236 | + r0c0=r1c0=0; |
| 237 | + for (k=0; k<bk; k+=1) |
| 238 | + { |
| 239 | + b0=ptrbb[0]; |
| 240 | + a0=ptrba[0]; a1=ptrba[1]; |
| 241 | + r0c0+=TO_F32(a0)*TO_F32(b0); r1c0+=TO_F32(a1)*TO_F32(b0); |
| 242 | + ptrba+=2; ptrbb+=1; |
| 243 | + } |
| 244 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); C0[1]=TO_OUTPUT(C_TO_F32(C0[1])+r1c0*ALPHA); |
| 245 | + C0+=2; |
| 246 | + } |
| 247 | + if (bm & 1) |
| 248 | + { |
| 249 | + ptrbb = bb; |
| 250 | + r0c0=0; |
| 251 | + for (k=0; k<bk; k+=1) |
| 252 | + { |
| 253 | + r0c0+=TO_F32(ptrba[0])*TO_F32(ptrbb[0]); |
| 254 | + ptrba+=1; ptrbb+=1; |
| 255 | + } |
| 256 | + C0[0]=TO_OUTPUT(C_TO_F32(C0[0])+r0c0*ALPHA); |
| 257 | + C0+=1; |
| 258 | + } |
| 259 | + bb = bb + bk; |
| 260 | + C = C + ldc; |
| 261 | + } |
| 262 | + |
| 263 | + return 0; |
| 264 | +} |
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