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| 1 | +/* makefile |
| 2 | +copy from: https://gist.github.com/66RING/2e188b73fdf703e9f9dfc7371814dd15#file-mma_tile_tex-cpp |
| 3 | +
|
| 4 | +render: build |
| 5 | + ./build/main > mma_tile.tex |
| 6 | + xelatex --cnf-line=main_memory=12000000 --halt-on-error mma_tile.tex && rm -rf *.aux *.log *.out |
| 7 | +
|
| 8 | +build: |
| 9 | + cmake -B build |
| 10 | + cmake --build build |
| 11 | +
|
| 12 | +.PHONY: build |
| 13 | +
|
| 14 | +
|
| 15 | +*/ |
| 16 | + |
| 17 | + |
| 18 | +#include "cute/tensor.hpp" |
| 19 | +#include "cutlass/numeric_types.h" |
| 20 | + |
| 21 | + |
| 22 | +void print_header() { |
| 23 | + const char* latex_header = |
| 24 | + "\\documentclass{article}\n" |
| 25 | + "\\usepackage[a4paper, margin=0.5cm]{geometry}\n" |
| 26 | + "\\usepackage{adjustbox}\n" |
| 27 | + "\\usepackage{graphicx}\n" |
| 28 | + "\\usepackage{lipsum}\n" |
| 29 | + "\\usepackage{tikz}\n" |
| 30 | + "\n" |
| 31 | + "\\begin{document}\n"; |
| 32 | + printf("%s", latex_header); |
| 33 | +} |
| 34 | + |
| 35 | + |
| 36 | +void print_footer() { |
| 37 | + const char* latex_footer = "\\end{document}\n"; |
| 38 | + printf("%s", latex_footer); |
| 39 | +} |
| 40 | + |
| 41 | + |
| 42 | +// Copy from mma_atom.hpp |
| 43 | +// |
| 44 | +// Modified to remove printing header and footder, hence allows printing |
| 45 | +// multiple MMAs per TEX file for easier comparisons. |
| 46 | +template <class AtomLayoutMNK, |
| 47 | + class ValLayoutMNK, |
| 48 | + class PermutationsMNK, |
| 49 | + class LayoutC, class ThrIDC, |
| 50 | + class LayoutA, class ThrIDA, |
| 51 | + class LayoutB, class ThrIDB> |
| 52 | +void |
| 53 | +print_mma(const char* name, |
| 54 | + const AtomLayoutMNK& atom_layout_mnk, |
| 55 | + const ValLayoutMNK& val_layout_mnk, |
| 56 | + const PermutationsMNK& permutations_mnk, |
| 57 | + LayoutC const& C, ThrIDC const& TC, // (m,n) -> (tid,vid) and tid -> thr_idx |
| 58 | + LayoutA const& A, ThrIDA const& TA, // (m,k) -> (tid,vid) and tid -> thr_idx |
| 59 | + LayoutB const& B, ThrIDB const& TB) { // (n,k) -> (tid,vid) and tid -> thr_idx |
| 60 | + using namespace cute; |
| 61 | + |
| 62 | + printf("\\begin{verbatim}\n"); |
| 63 | + printf("\n%s\n\n", name); |
| 64 | + |
| 65 | + printf(" AtomLayoutMNK: "); print(atom_layout_mnk); printf("\n"); |
| 66 | + printf(" ValLayoutMNK: "); print(val_layout_mnk); printf("\n"); |
| 67 | + printf("PermutationsMNK: "); print(permutations_mnk); printf("\n\n"); |
| 68 | + |
| 69 | + printf("LayoutC: "); print(C); printf("\n"); |
| 70 | + printf(" ThrIDC: "); print(TC); printf("\n"); |
| 71 | + printf("LayoutA: "); print(A); printf("\n"); |
| 72 | + printf(" ThrIDA: "); print(TA); printf("\n"); |
| 73 | + printf("LayoutB: "); print(B); printf("\n"); |
| 74 | + printf(" ThrIDB: "); print(TB); printf("\n"); |
| 75 | + printf("\\end{verbatim}\n"); |
| 76 | + |
| 77 | + // printf("\\begin{adjustbox}{max height=0.7\\textheight,max width=\\textwidth}%"); |
| 78 | + printf("\\begin{adjustbox}{max height=0.7\\textheight,max width=\\textwidth}\n"); |
| 79 | + printf("\\begin{tikzpicture}[x={(0cm,-1cm)},y={(1cm,0cm)},box/" |
| 80 | + ".style={rectangle,draw=black,thick,minimum size=1cm,anchor=center}]\n\n"); |
| 81 | + char const* color_map[8] = {"{rgb,255:red,175;green,175;blue,255}", |
| 82 | + "{rgb,255:red,175;green,255;blue,175}", |
| 83 | + "{rgb,255:red,255;green,255;blue,175}", |
| 84 | + "{rgb,255:red,255;green,175;blue,175}", |
| 85 | + "{rgb,255:red,210;green,210;blue,255}", |
| 86 | + "{rgb,255:red,210;green,255;blue,210}", |
| 87 | + "{rgb,255:red,255;green,255;blue,210}", |
| 88 | + "{rgb,255:red,255;green,210;blue,210}"}; |
| 89 | + |
| 90 | + // C starting at 0,0 |
| 91 | + for (int m = 0; m < size<0>(C); ++m) { |
| 92 | + for (int n = 0; n < size<1>(C); ++n) { |
| 93 | + int thrid = C(m,n) % size(TC); |
| 94 | + int val_idx = C(m,n) / size(TC); |
| 95 | + int thr_idx = TC(thrid); |
| 96 | + |
| 97 | + printf("\\node[box,fill=%s] at (%d,%d) {\\shortstack{T%d \\\\ V%d}};\n", |
| 98 | + color_map[thr_idx % 8], |
| 99 | + m, n, |
| 100 | + thr_idx, val_idx); |
| 101 | + } |
| 102 | + } |
| 103 | + |
| 104 | + // A starting at 0,-size<1>(A)-1 |
| 105 | + for (int m = 0; m < size<0>(A); ++m) { |
| 106 | + for (int k = 0; k < size<1>(A); ++k) { |
| 107 | + int thrid = A(m,k) % size(TA); |
| 108 | + int val_idx = A(m,k) / size(TA); |
| 109 | + int thr_idx = TA(thrid); |
| 110 | + |
| 111 | + printf("\\node[box,fill=%s] at (%d,%d) {\\shortstack{T%d \\\\ V%d}};\n", |
| 112 | + color_map[thr_idx % 8], |
| 113 | + m, k-1-size<1>(A), |
| 114 | + thr_idx, val_idx); |
| 115 | + } |
| 116 | + } |
| 117 | + |
| 118 | + // B starting at -size<1>(B)-1,0 |
| 119 | + for (int n = 0; n < size<0>(B); ++n) { |
| 120 | + for (int k = 0; k < size<1>(B); ++k) { |
| 121 | + int thrid = B(n,k) % size(TB); |
| 122 | + int val_idx = B(n,k) / size(TB); |
| 123 | + int thr_idx = TB(thrid); |
| 124 | + |
| 125 | + printf("\\node[box,fill=%s] at (%d,%d) {\\shortstack{T%d \\\\ V%d}};\n", |
| 126 | + color_map[thr_idx % 8], |
| 127 | + k-1-size<1>(B), n, |
| 128 | + thr_idx, val_idx); |
| 129 | + } |
| 130 | + } |
| 131 | + |
| 132 | + // A labels |
| 133 | + for (int m = 0, k = -1; m < size<0>(A); ++m) { |
| 134 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", m, k-1-size<1>(A), m); |
| 135 | + } |
| 136 | + for (int k = 0, m = -1; k < size<1>(A); ++k) { |
| 137 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", m, k-1-size<1>(A), k); |
| 138 | + } |
| 139 | + // B labels |
| 140 | + for (int n = 0, k = -1; n < size<0>(B); ++n) { |
| 141 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", k-1-size<1>(B), n, n); |
| 142 | + } |
| 143 | + for (int k = 0, n = -1; k < size<1>(B); ++k) { |
| 144 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", k-1-size<1>(B), n, k); |
| 145 | + } |
| 146 | + |
| 147 | + printf("\\end{tikzpicture}\n\\end{adjustbox}%\n"); |
| 148 | +} |
| 149 | + |
| 150 | + |
| 151 | +template <class TiledCopy, |
| 152 | + class LayoutS, class ThrIDS, |
| 153 | + class LayoutD, class ThrIDD> |
| 154 | +void |
| 155 | +print_copy(const char* name, |
| 156 | + TiledCopy& copy, |
| 157 | + LayoutS const& S, ThrIDS const& TS, // (m,n) -> (tid,vid) and tid -> thr_idx |
| 158 | + LayoutD const& D, ThrIDD const& TD) { // (m,n) -> (tid,vid) and tid -> thr_idx |
| 159 | + using namespace cute; |
| 160 | + |
| 161 | + CUTE_STATIC_ASSERT_V(rank(S) == Int<2>{}); |
| 162 | + CUTE_STATIC_ASSERT_V(rank(D) == Int<2>{}); |
| 163 | + |
| 164 | + assert(size<0>(S) == size<0>(D)); |
| 165 | + assert(size<1>(S) == size<1>(D)); |
| 166 | + |
| 167 | + printf("\\begin{verbatim}\n"); |
| 168 | + printf("\n%s\n\n", name); |
| 169 | + printf("LayoutCopy_TV: "); print(typename TiledCopy::TiledLayout_TV{}); printf("\n"); |
| 170 | + printf(" ShapeTile_MN: "); print(typename TiledCopy::Tiler_MN{}); printf("\n\n"); |
| 171 | + |
| 172 | + printf(" LayoutS: "); print(S); printf("\n"); |
| 173 | + printf(" ThrIDS: "); print(TS); printf("\n"); |
| 174 | + printf(" LayoutD: "); print(D); printf("\n"); |
| 175 | + printf(" ThrIDD: "); print(TD); printf("\n"); |
| 176 | + printf("\\end{verbatim}\n"); |
| 177 | + |
| 178 | + printf("\\begin{adjustbox}{max height=0.7\\textheight,max width=\\textwidth}\n"); |
| 179 | + printf("\\begin{tikzpicture}[x={(0cm,-1cm)},y={(1cm,0cm)},box/" |
| 180 | + ".style={rectangle,draw=black,thick,minimum size=1cm,anchor=center}]\n\n"); |
| 181 | + char const* color_map[8] = {"{rgb,255:red,175;green,175;blue,255}", |
| 182 | + "{rgb,255:red,175;green,255;blue,175}", |
| 183 | + "{rgb,255:red,255;green,255;blue,175}", |
| 184 | + "{rgb,255:red,255;green,175;blue,175}", |
| 185 | + "{rgb,255:red,210;green,210;blue,255}", |
| 186 | + "{rgb,255:red,210;green,255;blue,210}", |
| 187 | + "{rgb,255:red,255;green,255;blue,210}", |
| 188 | + "{rgb,255:red,255;green,210;blue,210}"}; |
| 189 | + |
| 190 | + // S starting at 0,0 |
| 191 | + for (int i = 0; i < size<0>(S); ++i) { |
| 192 | + for (int j = 0; j < size<1>(S); ++j) { |
| 193 | + int thrid = S(i,j) % size(TS); |
| 194 | + int val_idx = S(i,j) / size(TS); |
| 195 | + int thr_idx = TS(thrid); |
| 196 | + |
| 197 | + printf("\\node[box,fill=%s] at (%d,%d) {\\shortstack{T%d \\\\ V%d}};\n", |
| 198 | + color_map[thr_idx % 8], |
| 199 | + i, j, |
| 200 | + thr_idx, val_idx); |
| 201 | + } |
| 202 | + } |
| 203 | + |
| 204 | + // D starting at 0,size<1>(S)+3 |
| 205 | + for (int i = 0; i < size<0>(D); ++i) { |
| 206 | + for (int j = 0; j < size<1>(D); ++j) { |
| 207 | + int thrid = D(i,j) % size(TD); |
| 208 | + int val_idx = D(i,j) / size(TD); |
| 209 | + int thr_idx = TD(thrid); |
| 210 | + |
| 211 | + printf("\\node[box,fill=%s] at (%d,%d) {\\shortstack{T%d \\\\ V%d}};\n", |
| 212 | + color_map[thr_idx % 8], |
| 213 | + i + size<0>(S) + 3, j, |
| 214 | + thr_idx, val_idx); |
| 215 | + } |
| 216 | + } |
| 217 | + |
| 218 | + // S Labels |
| 219 | + for (int i = 0, j = -1; i < size<0>(S); ++i) { |
| 220 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", i, j, i); |
| 221 | + } |
| 222 | + for (int j = 0, i = -1; j < size<1>(S); ++j) { |
| 223 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", i, j, j); |
| 224 | + } |
| 225 | + // D Labels |
| 226 | + for (int i = 0, j = -1; i < size<0>(S); ++i) { |
| 227 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", i + size<0>(S) + 3, j, i); |
| 228 | + } |
| 229 | + for (int j = 0, i = -1; j < size<1>(D); ++j) { |
| 230 | + printf("\\node at (%d,%d) {\\Large{\\texttt{%d}}};\n", i + size<0>(S) + 3, j, j); |
| 231 | + } |
| 232 | + |
| 233 | + printf("\\end{tikzpicture}\n\\end{adjustbox}%\n"); |
| 234 | +} |
| 235 | + |
| 236 | + |
| 237 | +template <class MMA_Atom_Arch, |
| 238 | + class AtomLayoutMNK, |
| 239 | + class ValLayoutMNK, |
| 240 | + class PermutationsMNK> |
| 241 | +void print_mma_content( |
| 242 | + const char* name, |
| 243 | + cute::TiledMMA<MMA_Atom_Arch, AtomLayoutMNK, ValLayoutMNK, PermutationsMNK> const& mma) { |
| 244 | + printf("\n\\newpage\n"); |
| 245 | + |
| 246 | + auto layout_and_thrid_C = mma.get_layoutC_MN(); |
| 247 | + auto layoutC_MN = cute::get<0>(layout_and_thrid_C); |
| 248 | + auto thrID_C = cute::get<1>(layout_and_thrid_C); |
| 249 | + |
| 250 | + auto layout_and_thrid_A = mma.get_layoutA_MK(); |
| 251 | + auto layoutA_MK = cute::get<0>(layout_and_thrid_A); |
| 252 | + auto thrID_A = cute::get<1>(layout_and_thrid_A); |
| 253 | + |
| 254 | + auto layout_and_thrid_B = mma.get_layoutB_NK(); |
| 255 | + auto layoutB_NK = cute::get<0>(layout_and_thrid_B); |
| 256 | + auto thrID_B = cute::get<1>(layout_and_thrid_B); |
| 257 | + |
| 258 | + print_mma(name, |
| 259 | + AtomLayoutMNK{}, |
| 260 | + ValLayoutMNK{}, |
| 261 | + PermutationsMNK{}, |
| 262 | + layoutC_MN, thrID_C, |
| 263 | + layoutA_MK, thrID_A, |
| 264 | + layoutB_NK, thrID_B); |
| 265 | +} |
| 266 | + |
| 267 | + |
| 268 | +template <class TiledCopy> |
| 269 | +void print_copy_content(const char* name, TiledCopy& copy) { |
| 270 | + printf("\n\\newpage\n"); |
| 271 | + |
| 272 | + auto [layoutS_MN, thrID_S] = copy.get_layoutS_MN(); |
| 273 | + auto [layoutD_MN, thrID_D] = copy.get_layoutD_MN(); |
| 274 | + |
| 275 | + print_copy(name, copy, |
| 276 | + layoutS_MN, thrID_S, |
| 277 | + layoutD_MN, thrID_D); |
| 278 | +} |
| 279 | + |
| 280 | + |
| 281 | +void print_layouts_for_mma() { |
| 282 | + using namespace cute; |
| 283 | + using _X = cute::Underscore; |
| 284 | + |
| 285 | + { |
| 286 | + auto tiled_mma = make_tiled_mma(SM80_16x8x16_F32F16F16F32_TN{}, |
| 287 | + Layout<Shape<_4,_1, _1>>{}, // AtomLayoutMNK |
| 288 | + Layout<Shape<_1,_2, _1>>{} // ValLayoutMNK |
| 289 | + ); |
| 290 | + print_mma_content("flash2: SM80_16x8x16_F32F16F16F32_TN", tiled_mma); |
| 291 | + } |
| 292 | + |
| 293 | + { |
| 294 | + auto tiled_mma = make_tiled_mma(SM80_16x8x16_F32F16F16F32_TN{}, |
| 295 | + Layout<Shape<_1,_1, _1>>{}, // AtomLayoutMNK |
| 296 | + Layout<Shape<_1,_2, _1>>{} // ValLayoutMNK |
| 297 | + ); |
| 298 | + print_mma_content("flash2: SM80_16x8x16_F32F16F16F32_TN", tiled_mma); |
| 299 | + } |
| 300 | + |
| 301 | + { |
| 302 | + auto tiled_mma = make_tiled_mma(SM80_16x8x16_F32F16F16F32_TN{}, |
| 303 | + Layout<Shape<_2,_1, _1>>{}, // AtomLayoutMNK |
| 304 | + Layout<Shape<_1,_2, _1>>{} // ValLayoutMNK |
| 305 | + ); |
| 306 | + print_mma_content("flash2: SM80_16x8x16_F32F16F16F32_TN", tiled_mma); |
| 307 | + } |
| 308 | + |
| 309 | + { |
| 310 | + auto tiled_mma = make_tiled_mma(SM80_16x8x16_F32F16F16F32_TN{}, |
| 311 | + Layout<Shape<_4,_1, _1>>{}, // AtomLayoutMNK |
| 312 | + Layout<Shape<_1,_1, _1>>{} // ValLayoutMNK |
| 313 | + ); |
| 314 | + print_mma_content("flash2: SM80_16x8x16_F32F16F16F32_TN", tiled_mma); |
| 315 | + } |
| 316 | + |
| 317 | + { |
| 318 | + auto tiled_mma = make_tiled_mma(SM80_16x8x16_F32F16F16F32_TN{}, |
| 319 | + Layout<Shape<_1,_1, _1>>{}, // AtomLayoutMNK |
| 320 | + Layout<Shape<_1,_1, _1>>{} // ValLayoutMNK |
| 321 | + ); |
| 322 | + print_mma_content("flash2: SM80_16x8x16_F32F16F16F32_TN", tiled_mma); |
| 323 | + } |
| 324 | + |
| 325 | + { |
| 326 | + auto tiled_mma = make_tiled_mma(SM75_16x8x8_F32F16F16F32_TN{}, |
| 327 | + Layout<Shape<_1,_1, _1>>{}, // AtomLayoutMNK |
| 328 | + Layout<Shape<_1,_1, _1>>{} // ValLayoutMNK |
| 329 | + ); |
| 330 | + print_mma_content("flash2: SM75_16x8x8_F32F16F16F32_TN", tiled_mma); |
| 331 | + } |
| 332 | + |
| 333 | + { |
| 334 | + auto tiled_mma = make_tiled_mma(SM75_16x8x8_F32F16F16F32_TN{}, |
| 335 | + Layout<Shape<_1,_1, _1>>{}, // AtomLayoutMNK |
| 336 | + Layout<Shape<_1,_2, _1>>{} // ValLayoutMNK |
| 337 | + ); |
| 338 | + print_mma_content("flash2: SM75_16x8x8_F32F16F16F32_TN", tiled_mma); |
| 339 | + } |
| 340 | + |
| 341 | + { |
| 342 | + auto tiled_mma = make_tiled_mma(SM75_16x8x8_F32F16F16F32_TN{}, |
| 343 | + Layout<Shape<_4,_1, _1>>{}, // AtomLayoutMNK |
| 344 | + Layout<Shape<_1,_2, _2>>{} // ValLayoutMNK |
| 345 | + ); |
| 346 | + print_mma_content("flash2: SM75_16x8x8_F32F16F16F32_TN", tiled_mma); |
| 347 | + } |
| 348 | +} |
| 349 | + |
| 350 | +int main() { |
| 351 | + print_header(); |
| 352 | + |
| 353 | + print_layouts_for_mma(); |
| 354 | + |
| 355 | + print_footer(); |
| 356 | + return 0; |
| 357 | +} |
| 358 | + |
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