diff --git a/tests/pkg/emlearn/.gitignore b/tests/pkg/emlearn/.gitignore index d9f927a72961..7848be991941 100644 --- a/tests/pkg/emlearn/.gitignore +++ b/tests/pkg/emlearn/.gitignore @@ -1,2 +1,4 @@ -model.h tmp/ +/model_head.h +/model_tail.h +/tmp.h diff --git a/tests/pkg/emlearn/Makefile b/tests/pkg/emlearn/Makefile index fb0721bb2058..1e4376cc3c8f 100644 --- a/tests/pkg/emlearn/Makefile +++ b/tests/pkg/emlearn/Makefile @@ -8,6 +8,21 @@ BUILDDEPS += model.h include $(RIOTBASE)/Makefile.include -model.h: $(CURDIR)/model +model_head.h: + $(Q)echo "#ifndef MODEL_H" > model_head.h + $(Q)echo "#define MODEL_H" >> model_head.h + $(Q)echo "#ifdef __cplusplus" >> model_head.h + $(Q)echo "extern \"C\" {" >> model_head.h + $(Q)echo "#endif" >> model_head.h + +model_tail.h: + $(Q)echo "#ifdef __cplusplus" > model_tail.h + $(Q)echo "}" >> model_tail.h + $(Q)echo "#endif" >> model_tail.h + $(Q)echo "#endif /* MODEL_H */" >> model_tail.h + +model.h: $(CURDIR)/model model_head.h model_tail.h $(Q)$(CURDIR)/generate_model.py - $(Q)echo "/* fix for no newline at eof */" >> model.h + $(Q)sed -i model.h -e 's/[\t ]*$$//g' + $(Q)cat model_head.h model.h model_tail.h > tmp.h + $(Q)mv tmp.h model.h diff --git a/tests/pkg/emlearn/model.h b/tests/pkg/emlearn/model.h new file mode 100644 index 000000000000..15232e3c9598 --- /dev/null +++ b/tests/pkg/emlearn/model.h @@ -0,0 +1,7794 @@ +#ifndef MODEL_H +#define MODEL_H +#ifdef __cplusplus +extern "C" { +#endif + + // !!! This file is generated using emlearn !!! + + #include + + +EmlTreesNode model_nodes[1546] = { + { 21, 0.5, 1, 47 }, + { 58, 5.5, 2, 31 }, + { 52, 10.5, 3, 19 }, + { 50, 2.0, 4, 11 }, + { 35, 12.5, 5, 8 }, + { 62, 8.0, 6, 7 }, + { -1, 5, -1, -1 }, + { -1, 2, -1, -1 }, + { 29, 5.0, 9, 10 }, + { -1, 1, -1, -1 }, + { -1, 4, -1, -1 }, + { 46, 1.0, 12, 18 }, + { 16, 0.5, 13, 17 }, + { 28, 6.5, 14, 9 }, + { 50, 12.5, 15, 16 }, + { -1, 6, -1, -1 }, + { -1, 0, -1, -1 }, + { -1, 8, -1, -1 }, + { 9, 2.5, 15, 17 }, + { 38, 0.5, 20, 26 }, + { 46, 1.5, 21, 15 }, + { 27, 15.0, 22, 25 }, + { 59, 13.0, 23, 6 }, + { 19, 11.5, 24, 10 }, + { 34, 8.0, 7, 15 }, + { 3, 10.5, 6, 9 }, + { 54, 0.5, 27, 30 }, + { 6, 5.5, 10, 28 }, + { 42, 8.0, 29, 6 }, + { -1, 7, -1, -1 }, + { 61, 3.5, 6, 15 }, + { 4, 7.5, 32, 39 }, + { 9, 1.5, 33, 37 }, + { 28, 2.5, 15, 34 }, + { 62, 7.0, 35, 9 }, + { 58, 8.5, 6, 36 }, + { 51, 15.5, 29, 7 }, + { 10, 12.5, 38, 7 }, + { -1, 3, -1, -1 }, + { 18, 7.0, 40, 41 }, + { 54, 1.5, 29, 38 }, + { 42, 4.5, 42, 44 }, + { 38, 3.5, 6, 43 }, + { 13, 0.5, 38, 6 }, + { 6, 1.0, 45, 6 }, + { 28, 14.0, 46, 38 }, + { 53, 2.5, 9, 7 }, + { 36, 0.5, 48, 60 }, + { 50, 8.5, 49, 55 }, + { 42, 9.5, 50, 53 }, + { 5, 12.5, 51, 52 }, + { -1, 9, -1, -1 }, + { 21, 12.5, 6, 51 }, + { 25, 0.5, 10, 54 }, + { 20, 7.0, 16, 15 }, + { 33, 0.5, 56, 58 }, + { 53, 3.5, 17, 57 }, + { 43, 7.0, 51, 7 }, + { 1, 2.5, 59, 6 }, + { 45, 1.5, 17, 16 }, + { 30, 1.5, 61, 123 }, + { 51, 13.5, 62, 102 }, + { 34, 1.5, 63, 81 }, + { 54, 4.5, 64, 76 }, + { 35, 8.5, 65, 72 }, + { 19, 8.0, 66, 69 }, + { 45, 9.0, 67, 68 }, + { 30, 0.5, 51, 7 }, + { 2, 2.5, 17, 38 }, + { 10, 10.0, 70, 71 }, + { 58, 1.0, 9, 51 }, + { 44, 11.0, 6, 38 }, + { 61, 12.5, 73, 7 }, + { 29, 1.5, 74, 75 }, + { 50, 3.0, 38, 17 }, + { 38, 0.5, 17, 29 }, + { 17, 14.0, 77, 7 }, + { 26, 8.5, 78, 80 }, + { 8, 1.5, 79, 7 }, + { 43, 6.5, 38, 17 }, + { 11, 12.5, 17, 38 }, + { 59, 6.5, 82, 90 }, + { 29, 7.5, 83, 87 }, + { 41, 2.5, 84, 86 }, + { 14, 5.0, 85, 51 }, + { 43, 7.5, 17, 9 }, + { 46, 0.5, 17, 10 }, + { 52, 13.5, 88, 9 }, + { 59, 1.5, 89, 17 }, + { 34, 14.0, 9, 10 }, + { 38, 0.5, 91, 97 }, + { 9, 6.5, 92, 95 }, + { 19, 2.0, 93, 94 }, + { 43, 4.0, 51, 17 }, + { 40, 2.0, 17, 10 }, + { 49, 0.5, 38, 96 }, + { 35, 14.5, 6, 7 }, + { 43, 7.0, 98, 100 }, + { 25, 0.5, 38, 99 }, + { 50, 13.5, 51, 6 }, + { 58, 0.5, 10, 101 }, + { 9, 5.0, 29, 17 }, + { 54, 0.5, 103, 116 }, + { 60, 7.5, 104, 110 }, + { 36, 14.5, 105, 108 }, + { 5, 10.5, 106, 51 }, + { 35, 12.5, 107, 9 }, + { 59, 13.5, 10, 29 }, + { 43, 15.5, 29, 109 }, + { 12, 4.0, 10, 29 }, + { 27, 11.0, 111, 113 }, + { 27, 7.5, 112, 15 }, + { 38, 3.0, 7, 10 }, + { 18, 7.5, 9, 114 }, + { 14, 8.0, 115, 17 }, + { 4, 14.5, 9, 9 }, + { 20, 1.5, 117, 118 }, + { 27, 7.0, 15, 17 }, + { 26, 9.5, 119, 121 }, + { 2, 0.5, 120, 7 }, + { 42, 9.5, 38, 7 }, + { 50, 4.0, 122, 9 }, + { 34, 2.5, 17, 7 }, + { 13, 3.5, 124, 128 }, + { 43, 0.5, 125, 126 }, + { 33, 4.0, 51, 10 }, + { 37, 5.0, 127, 10 }, + { 29, 13.0, 17, 29 }, + { 36, 8.5, 129, 138 }, + { 35, 0.5, 130, 135 }, + { 4, 7.5, 9, 131 }, + { 36, 4.5, 132, 133 }, + { 63, 4.0, 51, 7 }, + { 61, 7.0, 29, 134 }, + { 46, 2.0, 7, 9 }, + { 21, 8.5, 6, 136 }, + { 17, 0.5, 137, 51 }, + { 10, 8.5, 51, 29 }, + { 26, 10.5, 139, 148 }, + { 19, 9.0, 140, 145 }, + { 43, 2.5, 141, 143 }, + { 5, 10.0, 51, 142 }, + { 21, 14.5, 29, 38 }, + { 38, 0.5, 144, 29 }, + { 60, 5.5, 29, 17 }, + { 26, 3.0, 17, 146 }, + { 11, 8.0, 51, 147 }, + { 22, 5.5, 9, 9 }, + { 33, 1.5, 149, 153 }, + { 36, 11.5, 29, 150 }, + { 42, 2.5, 151, 152 }, + { 35, 8.5, 9, 51 }, + { 59, 8.5, 29, 17 }, + { 13, 14.5, 154, 155 }, + { 37, 6.5, 29, 10 }, + { 27, 11.0, 10, 9 }, + { 19, 12.5, 157, 272 }, + { 33, 3.5, 158, 245 }, + { 34, 1.5, 159, 194 }, + { 18, 4.5, 160, 167 }, + { 45, 6.5, 161, 164 }, + { 50, 6.0, 162, 7 }, + { 57, 0.5, 163, 38 }, + { 58, 3.5, 9, 29 }, + { 30, 0.5, 165, 166 }, + { 55, 1.5, 38, 7 }, + { 21, 13.0, 38, 7 }, + { 45, 6.5, 168, 179 }, + { 26, 5.5, 169, 174 }, + { 36, 1.5, 51, 170 }, + { 53, 1.0, 171, 172 }, + { 5, 9.0, 17, 29 }, + { 2, 4.5, 173, 7 }, + { 13, 12.5, 7, 7 }, + { 20, 1.5, 175, 176 }, + { 14, 13.0, 6, 29 }, + { 17, 6.5, 177, 7 }, + { 9, 9.0, 178, 17 }, + { 43, 7.0, 51, 7 }, + { 29, 11.5, 180, 188 }, + { 51, 14.0, 181, 186 }, + { 35, 10.5, 182, 184 }, + { 43, 6.0, 183, 17 }, + { 36, 5.0, 6, 38 }, + { 54, 2.0, 29, 185 }, + { 2, 2.5, 17, 38 }, + { 50, 6.5, 187, 7 }, + { 28, 15.5, 17, 38 }, + { 5, 15.0, 189, 29 }, + { 58, 0.5, 190, 191 }, + { 43, 4.5, 9, 17 }, + { 51, 11.0, 192, 193 }, + { 21, 7.0, 38, 51 }, + { 17, 10.5, 7, 38 }, + { 17, 3.5, 195, 225 }, + { 19, 1.5, 196, 203 }, + { 29, 0.5, 197, 199 }, + { 12, 9.5, 15, 198 }, + { 5, 4.5, 38, 7 }, + { 54, 1.5, 200, 201 }, + { 3, 4.0, 9, 29 }, + { 29, 10.5, 202, 51 }, + { 27, 9.0, 17, 38 }, + { 38, 0.5, 204, 216 }, + { 21, 9.0, 205, 210 }, + { 44, 12.0, 206, 208 }, + { 35, 13.0, 15, 207 }, + { 36, 10.5, 7, 6 }, + { 58, 6.5, 209, 38 }, + { 34, 9.5, 29, 15 }, + { 37, 4.0, 211, 214 }, + { 51, 14.5, 212, 213 }, + { 6, 9.0, 17, 38 }, + { 5, 1.0, 10, 29 }, + { 7, 7.0, 215, 10 }, + { 4, 10.0, 51, 17 }, + { 26, 10.5, 217, 219 }, + { 14, 1.0, 218, 29 }, + { 51, 12.5, 38, 29 }, + { 11, 11.5, 220, 223 }, + { 36, 8.5, 221, 222 }, + { 11, 9.5, 16, 6 }, + { 2, 2.5, 9, 51 }, + { 29, 5.5, 15, 224 }, + { 36, 11.0, 16, 10 }, + { 21, 0.5, 226, 230 }, + { 2, 4.5, 17, 227 }, + { 5, 0.5, 228, 6 }, + { 51, 12.0, 229, 7 }, + { 26, 2.0, 29, 38 }, + { 37, 7.5, 231, 238 }, + { 60, 2.0, 29, 232 }, + { 42, 1.0, 233, 235 }, + { 19, 1.0, 51, 234 }, + { 25, 2.5, 38, 6 }, + { 44, 2.0, 236, 237 }, + { 51, 4.5, 17, 7 }, + { 17, 4.5, 17, 17 }, + { 36, 14.5, 239, 242 }, + { 21, 7.0, 240, 51 }, + { 58, 4.5, 17, 241 }, + { 19, 4.5, 6, 38 }, + { 30, 4.0, 243, 10 }, + { 42, 2.5, 244, 29 }, + { 60, 9.5, 6, 17 }, + { 43, 6.5, 246, 257 }, + { 35, 5.5, 247, 250 }, + { 27, 11.5, 16, 248 }, + { 18, 8.0, 9, 249 }, + { 37, 11.5, 6, 15 }, + { 46, 6.0, 251, 254 }, + { 30, 6.0, 252, 10 }, + { 26, 12.0, 253, 6 }, + { 44, 11.5, 15, 9 }, + { 61, 5.5, 6, 255 }, + { 52, 7.0, 15, 256 }, + { 43, 4.5, 16, 15 }, + { 33, 8.5, 258, 268 }, + { 62, 0.5, 259, 15 }, + { 44, 15.0, 260, 266 }, + { 25, 9.0, 261, 6 }, + { 42, 13.0, 262, 264 }, + { 38, 2.0, 10, 263 }, + { 53, 10.5, 29, 16 }, + { 38, 6.0, 265, 16 }, + { 58, 0.5, 17, 15 }, + { 60, 12.5, 10, 267 }, + { 41, 1.0, 9, 10 }, + { 12, 14.0, 269, 29 }, + { 45, 15.5, 270, 271 }, + { 14, 10.0, 10, 29 }, + { 43, 12.0, 6, 15 }, + { 42, 7.5, 273, 294 }, + { 9, 2.5, 274, 288 }, + { 36, 3.5, 275, 276 }, + { 33, 3.5, 51, 6 }, + { 33, 4.0, 277, 286 }, + { 28, 3.5, 6, 278 }, + { 54, 10.0, 279, 282 }, + { 10, 13.5, 280, 6 }, + { 51, 5.0, 281, 9 }, + { 34, 7.5, 9, 17 }, + { 4, 10.0, 283, 285 }, + { 62, 13.0, 9, 284 }, + { 27, 8.0, 7, 9 }, + { 5, 0.5, 9, 51 }, + { 60, 7.0, 9, 287 }, + { 27, 15.5, 10, 9 }, + { 61, 5.0, 289, 292 }, + { 6, 0.5, 290, 6 }, + { 51, 9.5, 29, 291 }, + { 27, 10.5, 38, 6 }, + { 27, 13.5, 293, 38 }, + { 12, 8.5, 7, 51 }, + { 46, 0.5, 295, 308 }, + { 12, 15.5, 296, 305 }, + { 38, 1.0, 297, 10 }, + { 28, 6.5, 298, 300 }, + { 34, 10.5, 7, 299 }, + { 9, 1.5, 15, 17 }, + { 43, 15.0, 301, 304 }, + { 34, 1.0, 51, 302 }, + { 53, 1.0, 303, 17 }, + { 9, 0.5, 29, 17 }, + { 17, 1.5, 9, 17 }, + { 51, 14.0, 306, 9 }, + { 50, 6.0, 10, 307 }, + { 44, 3.0, 7, 17 }, + { 41, 5.5, 309, 10 }, + { 54, 7.5, 310, 313 }, + { 44, 12.5, 311, 10 }, + { 36, 7.5, 16, 312 }, + { 21, 3.5, 15, 17 }, + { 58, 5.5, 15, 17 }, + { 33, 2.5, 315, 411 }, + { 21, 1.5, 316, 334 }, + { 5, 5.5, 317, 330 }, + { 2, 2.5, 318, 322 }, + { 42, 8.5, 319, 321 }, + { 43, 6.5, 7, 320 }, + { 19, 6.5, 17, 9 }, + { 59, 2.0, 10, 15 }, + { 27, 8.5, 7, 323 }, + { 19, 15.0, 324, 329 }, + { 46, 4.5, 325, 328 }, + { 44, 2.5, 7, 326 }, + { 37, 14.0, 327, 29 }, + { 43, 11.0, 6, 17 }, + { 26, 12.5, 38, 6 }, + { 10, 13.5, 9, 7 }, + { 6, 15.5, 331, 29 }, + { 61, 5.0, 6, 332 }, + { 18, 9.5, 333, 6 }, + { 58, 4.5, 15, 38 }, + { 61, 0.5, 335, 358 }, + { 38, 0.5, 336, 351 }, + { 29, 10.5, 337, 346 }, + { 14, 5.5, 338, 344 }, + { 50, 9.5, 339, 343 }, + { 20, 14.5, 340, 342 }, + { 20, 6.5, 17, 341 }, + { 21, 12.5, 38, 10 }, + { 17, 2.5, 9, 38 }, + { 22, 3.0, 17, 29 }, + { 4, 13.5, 345, 38 }, + { 53, 1.5, 51, 6 }, + { 60, 7.5, 347, 349 }, + { 6, 10.5, 348, 29 }, + { 18, 8.5, 29, 51 }, + { 37, 7.5, 17, 350 }, + { 5, 6.0, 16, 51 }, + { 27, 10.5, 352, 355 }, + { 36, 2.0, 51, 353 }, + { 12, 3.0, 354, 29 }, + { 52, 10.0, 29, 10 }, + { 53, 0.5, 356, 51 }, + { 36, 9.5, 357, 29 }, + { 52, 5.0, 29, 51 }, + { 35, 11.5, 359, 386 }, + { 51, 13.5, 360, 380 }, + { 21, 10.5, 361, 369 }, + { 2, 2.5, 362, 365 }, + { 20, 14.5, 363, 9 }, + { 26, 11.0, 38, 364 }, + { 36, 11.0, 51, 17 }, + { 63, 0.5, 366, 368 }, + { 62, 7.5, 367, 6 }, + { 34, 4.0, 38, 38 }, + { 27, 13.0, 51, 9 }, + { 30, 0.5, 370, 375 }, + { 2, 0.5, 371, 372 }, + { 3, 5.0, 9, 38 }, + { 27, 11.5, 373, 374 }, + { 29, 11.5, 38, 7 }, + { 4, 12.5, 51, 38 }, + { 60, 10.5, 376, 377 }, + { 37, 15.5, 51, 9 }, + { 3, 5.0, 378, 379 }, + { 11, 13.5, 9, 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+ { 63, 2.5, 463, 9 }, + { 55, 4.5, 15, 464 }, + { 34, 10.5, 9, 15 }, + { 51, 12.5, 466, 468 }, + { 33, 3.0, 467, 10 }, + { 17, 5.0, 9, 7 }, + { 62, 0.5, 9, 17 }, + { 62, 0.5, 470, 475 }, + { 11, 13.5, 10, 471 }, + { 17, 4.0, 472, 10 }, + { 30, 2.5, 15, 473 }, + { 34, 14.5, 474, 6 }, + { 51, 4.0, 10, 16 }, + { 28, 14.0, 15, 38 }, + { 54, 1.5, 477, 482 }, + { 6, 0.5, 478, 6 }, + { 37, 14.0, 479, 481 }, + { 60, 0.5, 29, 480 }, + { 57, 1.5, 6, 7 }, + { 3, 15.0, 38, 29 }, + { 50, 9.5, 483, 487 }, + { 25, 2.5, 484, 6 }, + { 63, 4.5, 485, 9 }, + { 4, 7.5, 486, 38 }, + { 27, 12.0, 7, 51 }, + { 29, 2.0, 488, 490 }, + { 19, 1.5, 15, 489 }, + { 34, 13.0, 7, 15 }, + { 61, 11.5, 38, 491 }, + { 38, 2.5, 6, 15 }, + { 28, 0.5, 493, 500 }, + { 18, 10.5, 494, 498 }, + { 50, 5.0, 495, 497 }, + { 45, 14.5, 496, 10 }, + { 3, 13.5, 29, 7 }, + { 3, 15.5, 16, 7 }, + { 36, 6.0, 16, 499 }, + { 34, 8.5, 51, 10 }, + { 43, 2.5, 501, 544 }, + { 4, 14.5, 502, 530 }, + { 21, 10.5, 503, 513 }, + { 26, 6.0, 504, 507 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}, + { 34, 13.5, 1127, 1134 }, + { 9, 1.0, 1128, 1131 }, + { 61, 13.5, 1129, 1130 }, + { 41, 0.5, 9, 17 }, + { 41, 1.5, 9, 17 }, + { 37, 1.0, 7, 1132 }, + { 5, 6.0, 1133, 38 }, + { 62, 0.5, 51, 17 }, + { 43, 10.5, 1135, 15 }, + { 12, 12.5, 9, 17 }, + { 33, 3.5, 1137, 1190 }, + { 60, 8.5, 1138, 1149 }, + { 19, 9.5, 1139, 1147 }, + { 12, 6.0, 1140, 1142 }, + { 36, 11.0, 1141, 29 }, + { 13, 10.0, 6, 51 }, + { 46, 6.5, 1143, 38 }, + { 27, 15.5, 1144, 1146 }, + { 2, 1.5, 1145, 29 }, + { 20, 8.0, 29, 10 }, + { 51, 8.0, 51, 29 }, + { 4, 7.5, 1148, 51 }, + { 43, 8.0, 9, 29 }, + { 29, 11.5, 1150, 1170 }, + { 26, 9.5, 1151, 1160 }, + { 30, 1.5, 1152, 1158 }, + { 10, 3.5, 1153, 1154 }, + { 13, 1.5, 15, 10 }, + { 18, 15.5, 1155, 17 }, + { 59, 9.5, 1156, 1157 }, + { 9, 2.0, 9, 38 }, + { 62, 9.0, 38, 38 }, + { 21, 12.5, 1159, 51 }, + { 37, 13.0, 10, 29 }, + { 10, 8.5, 1161, 1162 }, + { 50, 2.0, 6, 15 }, + { 28, 1.5, 1163, 1164 }, + { 35, 3.0, 16, 15 }, + { 25, 1.5, 1165, 1167 }, + { 43, 7.5, 1166, 17 }, + { 30, 4.0, 38, 51 }, + { 4, 7.0, 1168, 1169 }, + { 28, 11.5, 6, 51 }, + { 38, 1.5, 17, 6 }, + { 52, 7.5, 1171, 1180 }, + { 57, 0.5, 1172, 1179 }, + { 18, 2.0, 38, 1173 }, + { 54, 3.5, 1174, 1177 }, + { 33, 1.5, 1175, 1176 }, + { 10, 15.5, 51, 51 }, + { 53, 10.5, 51, 6 }, + { 51, 11.5, 51, 1178 }, + { 35, 12.0, 51, 17 }, + { 17, 5.5, 51, 6 }, + { 18, 10.0, 1181, 1185 }, + { 45, 6.5, 15, 1182 }, + { 50, 0.5, 1183, 1184 }, + { 35, 10.5, 9, 29 }, + { 45, 13.5, 7, 38 }, + { 58, 4.5, 1186, 1189 }, + { 14, 8.5, 1187, 51 }, + { 4, 14.0, 1188, 38 }, + { 45, 14.5, 16, 9 }, + { 5, 11.5, 51, 6 }, + { 61, 0.5, 1191, 1199 }, + { 2, 1.5, 1192, 1193 }, + { 18, 4.0, 29, 10 }, + { 50, 9.5, 1194, 1198 }, + { 19, 1.0, 29, 1195 }, + { 18, 10.5, 29, 1196 }, + { 59, 13.0, 6, 1197 }, + { 2, 6.0, 10, 6 }, + { 26, 4.0, 29, 16 }, + { 36, 0.5, 1200, 1203 }, + { 58, 0.5, 1201, 1202 }, + { 43, 7.5, 15, 10 }, + { 57, 0.5, 16, 6 }, + { 50, 8.5, 1204, 1208 }, + { 19, 5.0, 1205, 1206 }, + { 2, 1.5, 29, 6 }, + { 21, 15.5, 10, 1207 }, + { 53, 12.0, 10, 9 }, + { 18, 9.5, 1209, 1210 }, + { 28, 7.5, 10, 38 }, + { 34, 11.5, 1211, 15 }, + { 38, 4.5, 15, 6 }, + { 58, 4.5, 1213, 1308 }, + { 42, 8.5, 1214, 1262 }, + { 30, 0.5, 1215, 1240 }, + { 10, 8.5, 1216, 1223 }, + { 41, 1.0, 1217, 1222 }, + { 19, 6.5, 29, 1218 }, + { 46, 0.5, 9, 1219 }, + { 62, 0.5, 1220, 1221 }, + { 42, 3.0, 17, 10 }, + { 43, 8.0, 9, 15 }, + { 10, 1.0, 10, 7 }, + { 4, 15.5, 1224, 1232 }, + { 45, 7.0, 1225, 1228 }, + { 19, 3.0, 7, 1226 }, + { 16, 1.0, 1227, 9 }, + { 36, 15.0, 29, 51 }, + { 62, 4.0, 1229, 38 }, + { 11, 7.5, 1230, 1231 }, + { 42, 5.0, 51, 38 }, + { 27, 4.0, 29, 17 }, + { 34, 6.5, 1233, 1237 }, + { 14, 6.5, 1234, 29 }, + { 21, 11.0, 1235, 1236 }, + { 45, 7.0, 7, 38 }, + { 5, 12.0, 7, 17 }, + { 2, 4.5, 1238, 29 }, + { 12, 12.5, 6, 1239 }, + { 58, 1.0, 10, 6 }, + { 59, 13.5, 1241, 1257 }, + { 36, 7.5, 1242, 1244 }, + { 53, 15.0, 51, 1243 }, + { 59, 6.0, 9, 51 }, + { 59, 1.0, 1245, 1248 }, + { 11, 5.5, 9, 1246 }, + { 13, 15.5, 1247, 9 }, + { 45, 13.5, 51, 10 }, + { 33, 1.0, 1249, 1253 }, + { 18, 12.5, 1250, 17 }, + { 25, 1.0, 1251, 1252 }, + { 2, 2.5, 29, 7 }, + { 34, 1.0, 38, 51 }, + { 26, 13.0, 1254, 1256 }, + { 51, 6.5, 1255, 51 }, + { 27, 8.0, 29, 9 }, + { 58, 1.0, 10, 6 }, + { 26, 12.0, 1258, 1260 }, + { 60, 11.0, 29, 1259 }, + { 44, 4.5, 51, 17 }, + { 3, 12.0, 1261, 10 }, + { 5, 12.0, 29, 51 }, + { 62, 0.5, 1263, 1295 }, + { 36, 0.5, 1264, 1269 }, + { 18, 10.0, 1265, 1266 }, + { 61, 0.5, 16, 10 }, + { 10, 7.5, 1267, 16 }, + { 5, 0.5, 1268, 16 }, + { 43, 5.0, 16, 15 }, + { 35, 11.5, 1270, 1278 }, + { 43, 6.0, 1271, 1274 }, + { 60, 13.5, 17, 1272 }, + { 25, 2.0, 38, 1273 }, + { 50, 12.5, 15, 16 }, + { 26, 4.5, 29, 1275 }, + { 50, 8.5, 10, 1276 }, + { 27, 6.5, 10, 1277 }, + { 53, 8.0, 16, 10 }, + { 30, 0.5, 1279, 1288 }, + { 21, 1.0, 1280, 1283 }, + { 51, 10.0, 1281, 1282 }, + { 5, 2.5, 15, 10 }, + { 61, 2.0, 9, 15 }, + { 51, 15.5, 1284, 1286 }, + { 3, 5.0, 9, 1285 }, + { 37, 10.0, 17, 29 }, + { 17, 2.0, 1287, 17 }, + { 27, 9.5, 10, 9 }, + { 14, 1.5, 1289, 1293 }, + { 13, 1.5, 10, 1290 }, + { 4, 13.5, 1291, 1292 }, + { 10, 10.0, 17, 15 }, + { 44, 6.0, 6, 29 }, + { 5, 11.5, 1294, 29 }, + { 38, 4.0, 17, 10 }, + { 49, 2.5, 1296, 1306 }, + { 5, 2.5, 1297, 1299 }, + { 29, 5.5, 15, 1298 }, + { 30, 2.5, 15, 16 }, + { 21, 1.0, 15, 1300 }, + { 22, 0.5, 1301, 1305 }, + { 29, 3.5, 1302, 1303 }, + { 34, 10.0, 17, 9 }, + { 28, 10.5, 1304, 9 }, + { 26, 8.0, 7, 16 }, + { 43, 14.0, 17, 7 }, + { 35, 14.5, 1307, 9 }, + { 26, 7.0, 7, 15 }, + { 42, 1.5, 1309, 1345 }, + { 21, 0.5, 1310, 1317 }, + { 5, 0.5, 1311, 1313 }, + { 19, 12.0, 1312, 9 }, + { 46, 5.5, 7, 38 }, + { 10, 9.5, 1314, 1315 }, + { 2, 11.0, 6, 38 }, + { 58, 6.5, 1316, 6 }, + { 36, 9.5, 6, 38 }, + { 61, 0.5, 1318, 1325 }, + { 52, 7.0, 1319, 1322 }, + { 26, 9.5, 29, 1320 }, + { 2, 9.0, 1321, 10 }, + { 29, 9.0, 10, 29 }, + { 10, 14.5, 1323, 1324 }, + { 11, 11.5, 38, 51 }, + { 37, 0.5, 51, 6 }, + { 62, 8.5, 1326, 1341 }, + { 13, 15.5, 1327, 1335 }, + { 18, 5.5, 1328, 1330 }, + { 13, 1.5, 7, 1329 }, + { 11, 3.0, 51, 38 }, + { 43, 6.5, 1331, 1334 }, + { 61, 5.5, 1332, 1333 }, + { 59, 13.5, 51, 6 }, + { 19, 15.0, 51, 6 }, + { 4, 5.5, 17, 7 }, + { 29, 13.5, 1336, 1340 }, + { 38, 6.5, 1337, 1339 }, + { 45, 4.5, 1338, 38 }, + { 18, 4.5, 38, 7 }, + { 50, 7.5, 38, 51 }, + { 46, 8.5, 51, 38 }, + { 53, 3.5, 1342, 1343 }, + { 54, 8.0, 7, 51 }, + { 3, 14.5, 1344, 7 }, + { 43, 2.0, 51, 7 }, + { 50, 9.5, 1346, 1356 }, + { 53, 3.5, 1347, 1353 }, + { 19, 12.5, 1348, 9 }, + { 14, 3.5, 1349, 29 }, + { 2, 13.5, 1350, 6 }, + { 22, 4.5, 1351, 10 }, + { 28, 12.5, 1352, 29 }, + { 21, 13.0, 17, 29 }, + { 45, 10.5, 1354, 1355 }, + { 52, 15.5, 7, 38 }, + { 58, 8.0, 9, 6 }, + { 36, 0.5, 1357, 1361 }, + { 21, 1.0, 1358, 1359 }, + { 53, 6.0, 6, 7 }, + { 43, 8.5, 16, 1360 }, + { 13, 15.5, 7, 17 }, + { 43, 11.5, 1362, 1374 }, + { 35, 11.0, 1363, 1368 }, + { 21, 11.5, 1364, 1367 }, + { 37, 12.0, 1365, 38 }, + { 1, 0.5, 1366, 6 }, + { 42, 9.0, 7, 15 }, + { 18, 6.5, 38, 51 }, + { 1, 1.5, 1369, 1372 }, + { 29, 15.5, 1370, 51 }, + { 46, 7.5, 1371, 15 }, + { 57, 1.5, 17, 38 }, + { 53, 7.5, 1373, 7 }, + { 12, 6.0, 17, 29 }, + { 34, 10.0, 1375, 1381 }, + { 62, 0.5, 1376, 7 }, + { 29, 3.5, 1377, 1379 }, + { 27, 12.5, 7, 1378 }, + { 35, 15.5, 6, 29 }, + { 45, 3.0, 17, 1380 }, + { 51, 13.0, 17, 9 }, + { 25, 1.5, 1382, 1384 }, + { 29, 8.5, 1383, 29 }, + { 50, 14.0, 9, 29 }, + { 42, 14.5, 1385, 1386 }, + { 5, 2.0, 29, 17 }, + { 19, 12.5, 15, 9 }, + { 26, 5.5, 1388, 1447 }, + { 60, 6.5, 1389, 1401 }, + { 52, 14.5, 1390, 1398 }, + { 29, 0.5, 1391, 1394 }, + { 17, 6.0, 1392, 6 }, + { 44, 7.5, 17, 1393 }, + { 9, 2.5, 29, 38 }, + { 21, 2.0, 1395, 1396 }, + { 42, 7.5, 17, 29 }, + { 19, 10.0, 1397, 17 }, + { 11, 1.0, 9, 29 }, + { 38, 5.0, 1399, 51 }, + { 4, 14.5, 1400, 38 }, + { 6, 3.5, 17, 38 }, + { 38, 0.5, 1402, 1432 }, + { 9, 1.5, 1403, 1420 }, + { 51, 13.5, 1404, 1415 }, + { 58, 3.5, 1405, 1409 }, + { 3, 12.5, 1406, 9 }, + { 12, 13.5, 1407, 1408 }, + { 3, 2.0, 7, 17 }, + { 58, 0.5, 9, 17 }, + { 19, 7.5, 1410, 1411 }, + { 13, 4.5, 17, 38 }, + { 55, 1.5, 1412, 1414 }, + { 37, 11.0, 17, 1413 }, + { 2, 9.0, 51, 6 }, + { 37, 8.0, 9, 7 }, + { 35, 9.5, 7, 1416 }, + { 49, 1.5, 1417, 1418 }, + { 36, 10.0, 7, 9 }, + { 26, 2.0, 7, 1419 }, + { 2, 6.0, 9, 17 }, + { 20, 3.5, 1421, 1423 }, + { 13, 5.0, 51, 1422 }, + { 11, 11.0, 17, 6 }, + { 45, 7.5, 1424, 1428 }, + { 4, 0.5, 17, 1425 }, + { 30, 1.5, 1426, 17 }, + { 26, 3.5, 7, 1427 }, + { 10, 15.5, 7, 7 }, + { 60, 12.5, 1429, 1430 }, + { 46, 1.5, 38, 7 }, + { 34, 0.5, 38, 1431 }, + { 10, 14.0, 38, 17 }, + { 46, 3.5, 1433, 1437 }, + { 52, 15.5, 1434, 7 }, + { 19, 8.5, 29, 1435 }, + { 10, 8.0, 10, 1436 }, + { 21, 13.0, 17, 51 }, + { 19, 8.5, 1438, 1445 }, + { 37, 10.5, 51, 1439 }, + { 58, 2.5, 1440, 1443 }, + { 46, 5.5, 17, 1441 }, + { 17, 1.5, 51, 1442 }, + { 17, 4.0, 15, 38 }, + { 20, 11.5, 1444, 38 }, + { 52, 0.5, 51, 38 }, + { 10, 15.5, 51, 1446 }, + { 30, 4.0, 38, 51 }, + { 42, 3.5, 1448, 1488 }, + { 20, 0.5, 1449, 1456 }, + { 21, 1.0, 1450, 1451 }, + { 2, 2.0, 10, 6 }, + { 60, 14.5, 1452, 17 }, + { 5, 5.0, 1453, 1454 }, + { 43, 4.0, 51, 10 }, + { 38, 7.5, 1455, 6 }, + { 25, 3.5, 29, 51 }, + { 21, 8.5, 1457, 1474 }, + { 60, 13.5, 1458, 1466 }, + { 52, 2.5, 1459, 1460 }, + { 58, 6.0, 17, 29 }, + { 25, 0.5, 1461, 1464 }, + { 13, 12.0, 1462, 38 }, + { 27, 15.0, 6, 1463 }, + { 17, 2.5, 9, 6 }, + { 25, 13.5, 1465, 10 }, + { 59, 12.5, 10, 6 }, + { 34, 14.0, 1467, 1473 }, + { 44, 11.5, 1468, 1471 }, + { 35, 1.0, 6, 1469 }, + { 46, 0.5, 7, 1470 }, + { 29, 5.0, 38, 51 }, + { 53, 14.5, 9, 1472 }, + { 11, 10.0, 17, 9 }, + { 11, 6.5, 6, 10 }, + { 17, 1.5, 1475, 1482 }, + { 3, 5.5, 1476, 1477 }, + { 20, 12.5, 51, 9 }, + { 43, 2.5, 51, 1478 }, + { 18, 6.5, 1479, 1480 }, + { 60, 9.5, 29, 38 }, + { 12, 11.5, 10, 1481 }, + { 42, 0.5, 9, 17 }, + { 51, 11.5, 1483, 1486 }, + { 59, 2.0, 1484, 1485 }, + { 27, 15.5, 9, 51 }, + { 42, 1.5, 51, 17 }, + { 11, 14.5, 10, 1487 }, + { 53, 8.0, 29, 17 }, + { 13, 4.5, 1489, 1514 }, + { 3, 4.5, 1490, 1495 }, + { 28, 0.5, 1491, 10 }, + { 44, 9.5, 1492, 1493 }, + { 44, 7.5, 10, 15 }, + { 41, 0.5, 1494, 10 }, + { 5, 1.5, 15, 10 }, + { 54, 1.5, 1496, 1507 }, + { 51, 15.5, 1497, 1505 }, + { 25, 0.5, 1498, 1501 }, + { 2, 0.5, 1499, 1500 }, + { 50, 7.0, 15, 10 }, + { 33, 3.5, 17, 29 }, + { 2, 2.5, 1502, 1503 }, + { 33, 4.0, 15, 10 }, + { 27, 8.5, 1504, 29 }, + { 37, 7.0, 15, 16 }, + { 37, 6.5, 9, 1506 }, + { 17, 0.5, 15, 10 }, + { 10, 15.5, 1508, 1512 }, + { 4, 7.5, 1509, 15 }, + { 17, 4.5, 1510, 16 }, + { 55, 8.0, 1511, 9 }, + { 12, 10.0, 15, 16 }, + { 36, 7.5, 7, 1513 }, + { 35, 13.5, 38, 17 }, + { 44, 5.5, 1515, 1530 }, + { 52, 2.5, 1516, 1521 }, + { 3, 15.0, 1517, 1520 }, + { 25, 6.0, 1518, 16 }, + { 4, 15.5, 17, 1519 }, + { 46, 6.0, 17, 51 }, + { 36, 3.5, 6, 29 }, + { 6, 1.5, 1522, 1528 }, + { 33, 0.5, 1523, 1527 }, + { 27, 7.5, 1524, 1525 }, + { 42, 9.5, 51, 16 }, + { 17, 7.0, 17, 1526 }, + { 3, 11.0, 51, 17 }, + { 36, 8.0, 16, 15 }, + { 19, 11.0, 1529, 9 }, + { 21, 11.5, 6, 17 }, + { 60, 8.5, 1531, 1537 }, + { 12, 5.0, 10, 1532 }, + { 38, 0.5, 1533, 1535 }, + { 2, 10.5, 1534, 6 }, + { 22, 4.0, 9, 16 }, + { 61, 4.0, 29, 1536 }, + { 35, 11.0, 9, 10 }, + { 12, 12.5, 1538, 1540 }, + { 46, 3.5, 1539, 16 }, + { 35, 10.0, 15, 17 }, + { 28, 2.0, 16, 1541 }, + { 11, 15.5, 1542, 1544 }, + { 53, 5.5, 10, 1543 }, + { 33, 2.0, 17, 9 }, + { 52, 14.0, 1545, 9 }, + { 42, 10.5, 17, 9 } +}; + +int32_t model_tree_roots[10] = { 0, 156, 314, 454, 592, 748, 898, 1052, 1212, 1387 }; + +EmlTrees model = { + 1546, + model_nodes, + 10, + model_tree_roots, + }; + +static inline int32_t model_predict_tree_0(const float *features, int32_t features_length) { + if (features[21] < 0.5) { + if (features[58] < 5.5) { + if (features[52] < 10.5) { + if (features[50] < 2.0) { + if (features[35] < 12.5) { + if (features[62] < 8.0) { + return 5; + } else { + return 2; + } + } else { + if (features[29] < 5.0) { + return 1; + } else { + return 4; + } + } + } else { + if (features[46] < 1.0) { + if (features[16] < 0.5) { + if (features[28] < 6.5) { + if (features[50] < 12.5) { + return 6; + } else { + return 0; + } + } else { + return 1; + } + } else { + return 8; + } + } else { + if (features[9] < 2.5) { + return 6; + } else { + return 8; + } + } + } + } else { + if (features[38] < 0.5) { + if (features[46] < 1.5) { + if (features[27] < 15.0) { + if (features[59] < 13.0) { + if (features[19] < 11.5) { + if (features[34] < 8.0) { + return 2; + } else { + return 6; + } + } else { + return 4; + } + } else { + return 5; + } + } else { + if (features[3] < 10.5) { + return 5; + } else { + return 1; + } + } + } else { + return 6; + } + } else { + if (features[54] < 0.5) { + if (features[6] < 5.5) { + return 4; + } else { + if (features[42] < 8.0) { + return 7; + } else { + return 5; + } + } + } else { + if (features[61] < 3.5) { + return 5; + } else { + return 6; + } + } + } + } + } else { + if (features[4] < 7.5) { + if (features[9] < 1.5) { + if (features[28] < 2.5) { + return 6; + } else { + if (features[62] < 7.0) { + if (features[58] < 8.5) { + return 5; + } else { + if (features[51] < 15.5) { + return 7; + } else { + return 2; + } + } + } else { + return 1; + } + } + } else { + if (features[10] < 12.5) { + return 3; + } else { + return 2; + } + } + } else { + if (features[18] < 7.0) { + if (features[54] < 1.5) { + return 7; + } else { + return 3; + } + } else { + if (features[42] < 4.5) { + if (features[38] < 3.5) { + return 5; + } else { + if (features[13] < 0.5) { + return 3; + } else { + return 5; + } + } + } else { + if (features[6] < 1.0) { + if (features[28] < 14.0) { + if (features[53] < 2.5) { + return 1; + } else { + return 2; + } + } else { + return 3; + } + } else { + return 5; + } + } + } + } + } + } else { + if (features[36] < 0.5) { + if (features[50] < 8.5) { + if (features[42] < 9.5) { + if (features[5] < 12.5) { + return 9; + } else { + if (features[21] < 12.5) { + return 5; + } else { + return 9; + } + } + } else { + if (features[25] < 0.5) { + return 4; + } else { + if (features[20] < 7.0) { + return 0; + } else { + return 6; + } + } + } + } else { + if (features[33] < 0.5) { + if (features[53] < 3.5) { + return 8; + } else { + if (features[43] < 7.0) { + return 9; + } else { + return 2; + } + } + } else { + if (features[1] < 2.5) { + if (features[45] < 1.5) { + return 8; + } else { + return 0; + } + } else { + return 5; + } + } + } + } else { + if (features[30] < 1.5) { + if (features[51] < 13.5) { + if (features[34] < 1.5) { + if (features[54] < 4.5) { + if (features[35] < 8.5) { + if (features[19] < 8.0) { + if (features[45] < 9.0) { + if (features[30] < 0.5) { + return 9; + } else { + return 2; + } + } else { + if (features[2] < 2.5) { + return 8; + } else { + return 3; + } + } + } else { + if (features[10] < 10.0) { + if (features[58] < 1.0) { + return 1; + } else { + return 9; + } + } else { + if (features[44] < 11.0) { + return 5; + } else { + return 3; + } + } + } + } else { + if (features[61] < 12.5) { + if (features[29] < 1.5) { + if (features[50] < 3.0) { + return 3; + } else { + return 8; + } + } else { + if (features[38] < 0.5) { + return 8; + } else { + return 7; + } + } + } else { + return 2; + } + } + } else { + if (features[17] < 14.0) { + if (features[26] < 8.5) { + if (features[8] < 1.5) { + if (features[43] < 6.5) { + return 3; + } else { + return 8; + } + } else { + return 2; + } + } else { + if (features[11] < 12.5) { + return 8; + } else { + return 3; + } + } + } else { + return 2; + } + } + } else { + if (features[59] < 6.5) { + if (features[29] < 7.5) { + if (features[41] < 2.5) { + if (features[14] < 5.0) { + if (features[43] < 7.5) { + return 8; + } else { + return 1; + } + } else { + return 9; + } + } else { + if (features[46] < 0.5) { + return 8; + } else { + return 4; + } + } + } else { + if (features[52] < 13.5) { + if (features[59] < 1.5) { + if (features[34] < 14.0) { + return 1; + } else { + return 4; + } + } else { + return 8; + } + } else { + return 1; + } + } + } else { + if (features[38] < 0.5) { + if (features[9] < 6.5) { + if (features[19] < 2.0) { + if (features[43] < 4.0) { + return 9; + } else { + return 8; + } + } else { + if (features[40] < 2.0) { + return 8; + } else { + return 4; + } + } + } else { + if (features[49] < 0.5) { + return 3; + } else { + if (features[35] < 14.5) { + return 5; + } else { + return 2; + } + } + } + } else { + if (features[43] < 7.0) { + if (features[25] < 0.5) { + return 3; + } else { + if (features[50] < 13.5) { + return 9; + } else { + return 5; + } + } + } else { + if (features[58] < 0.5) { + return 4; + } else { + if (features[9] < 5.0) { + return 7; + } else { + return 8; + } + } + } + } + } + } + } else { + if (features[54] < 0.5) { + if (features[60] < 7.5) { + if (features[36] < 14.5) { + if (features[5] < 10.5) { + if (features[35] < 12.5) { + if (features[59] < 13.5) { + return 4; + } else { + return 7; + } + } else { + return 1; + } + } else { + return 9; + } + } else { + if (features[43] < 15.5) { + return 7; + } else { + if (features[12] < 4.0) { + return 4; + } else { + return 7; + } + } + } + } else { + if (features[27] < 11.0) { + if (features[27] < 7.5) { + if (features[38] < 3.0) { + return 2; + } else { + return 4; + } + } else { + return 6; + } + } else { + if (features[18] < 7.5) { + return 1; + } else { + if (features[14] < 8.0) { + if (features[4] < 14.5) { + return 1; + } else { + return 1; + } + } else { + return 8; + } + } + } + } + } else { + if (features[20] < 1.5) { + if (features[27] < 7.0) { + return 6; + } else { + return 8; + } + } else { + if (features[26] < 9.5) { + if (features[2] < 0.5) { + if (features[42] < 9.5) { + return 3; + } else { + return 2; + } + } else { + return 2; + } + } else { + if (features[50] < 4.0) { + if (features[34] < 2.5) { + return 8; + } else { + return 2; + } + } else { + return 1; + } + } + } + } + } + } else { + if (features[13] < 3.5) { + if (features[43] < 0.5) { + if (features[33] < 4.0) { + return 9; + } else { + return 4; + } + } else { + if (features[37] < 5.0) { + if (features[29] < 13.0) { + return 8; + } else { + return 7; + } + } else { + return 4; + } + } + } else { + if (features[36] < 8.5) { + if (features[35] < 0.5) { + if (features[4] < 7.5) { + return 1; + } else { + if (features[36] < 4.5) { + if (features[63] < 4.0) { + return 9; + } else { + return 2; + } + } else { + if (features[61] < 7.0) { + return 7; + } else { + if (features[46] < 2.0) { + return 2; + } else { + return 1; + } + } + } + } + } else { + if (features[21] < 8.5) { + return 5; + } else { + if (features[17] < 0.5) { + if (features[10] < 8.5) { + return 9; + } else { + return 7; + } + } else { + return 9; + } + } + } + } else { + if (features[26] < 10.5) { + if (features[19] < 9.0) { + if (features[43] < 2.5) { + if (features[5] < 10.0) { + return 9; + } else { + if (features[21] < 14.5) { + return 7; + } else { + return 3; + } + } + } else { + if (features[38] < 0.5) { + if (features[60] < 5.5) { + return 7; + } else { + return 8; + } + } else { + return 7; + } + } + } else { + if (features[26] < 3.0) { + return 8; + } else { + if (features[11] < 8.0) { + return 9; + } else { + if (features[22] < 5.5) { + return 1; + } else { + return 1; + } + } + } + } + } else { + if (features[33] < 1.5) { + if (features[36] < 11.5) { + return 7; + } else { + if (features[42] < 2.5) { + if (features[35] < 8.5) { + return 1; + } else { + return 9; + } + } else { + if (features[59] < 8.5) { + return 7; + } else { + return 8; + } + } + } + } else { + if (features[13] < 14.5) { + if (features[37] < 6.5) { + return 7; + } else { + return 4; + } + } else { + if (features[27] < 11.0) { + return 4; + } else { + return 1; + } + } + } + } + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_1(const float *features, int32_t features_length) { + if (features[19] < 12.5) { + if (features[33] < 3.5) { + if (features[34] < 1.5) { + if (features[18] < 4.5) { + if (features[45] < 6.5) { + if (features[50] < 6.0) { + if (features[57] < 0.5) { + if (features[58] < 3.5) { + return 1; + } else { + return 7; + } + } else { + return 3; + } + } else { + return 2; + } + } else { + if (features[30] < 0.5) { + if (features[55] < 1.5) { + return 3; + } else { + return 2; + } + } else { + if (features[21] < 13.0) { + return 3; + } else { + return 2; + } + } + } + } else { + if (features[45] < 6.5) { + if (features[26] < 5.5) { + if (features[36] < 1.5) { + return 9; + } else { + if (features[53] < 1.0) { + if (features[5] < 9.0) { + return 8; + } else { + return 7; + } + } else { + if (features[2] < 4.5) { + if (features[13] < 12.5) { + return 2; + } else { + return 2; + } + } else { + return 2; + } + } + } + } else { + if (features[20] < 1.5) { + if (features[14] < 13.0) { + return 5; + } else { + return 7; + } + } else { + if (features[17] < 6.5) { + if (features[9] < 9.0) { + if (features[43] < 7.0) { + return 9; + } else { + return 2; + } + } else { + return 8; + } + } else { + return 2; + } + } + } + } else { + if (features[29] < 11.5) { + if (features[51] < 14.0) { + if (features[35] < 10.5) { + if (features[43] < 6.0) { + if (features[36] < 5.0) { + return 5; + } else { + return 3; + } + } else { + return 8; + } + } else { + if (features[54] < 2.0) { + return 7; + } else { + if (features[2] < 2.5) { + return 8; + } else { + return 3; + } + } + } + } else { + if (features[50] < 6.5) { + if (features[28] < 15.5) { + return 8; + } else { + return 3; + } + } else { + return 2; + } + } + } else { + if (features[5] < 15.0) { + if (features[58] < 0.5) { + if (features[43] < 4.5) { + return 1; + } else { + return 8; + } + } else { + if (features[51] < 11.0) { + if (features[21] < 7.0) { + return 3; + } else { + return 9; + } + } else { + if (features[17] < 10.5) { + return 2; + } else { + return 3; + } + } + } + } else { + return 7; + } + } + } + } + } else { + if (features[17] < 3.5) { + if (features[19] < 1.5) { + if (features[29] < 0.5) { + if (features[12] < 9.5) { + return 6; + } else { + if (features[5] < 4.5) { + return 3; + } else { + return 2; + } + } + } else { + if (features[54] < 1.5) { + if (features[3] < 4.0) { + return 1; + } else { + return 7; + } + } else { + if (features[29] < 10.5) { + if (features[27] < 9.0) { + return 8; + } else { + return 3; + } + } else { + return 9; + } + } + } + } else { + if (features[38] < 0.5) { + if (features[21] < 9.0) { + if (features[44] < 12.0) { + if (features[35] < 13.0) { + return 6; + } else { + if (features[36] < 10.5) { + return 2; + } else { + return 5; + } + } + } else { + if (features[58] < 6.5) { + if (features[34] < 9.5) { + return 7; + } else { + return 6; + } + } else { + return 3; + } + } + } else { + if (features[37] < 4.0) { + if (features[51] < 14.5) { + if (features[6] < 9.0) { + return 8; + } else { + return 3; + } + } else { + if (features[5] < 1.0) { + return 4; + } else { + return 7; + } + } + } else { + if (features[7] < 7.0) { + if (features[4] < 10.0) { + return 9; + } else { + return 8; + } + } else { + return 4; + } + } + } + } else { + if (features[26] < 10.5) { + if (features[14] < 1.0) { + if (features[51] < 12.5) { + return 3; + } else { + return 7; + } + } else { + return 7; + } + } else { + if (features[11] < 11.5) { + if (features[36] < 8.5) { + if (features[11] < 9.5) { + return 0; + } else { + return 5; + } + } else { + if (features[2] < 2.5) { + return 1; + } else { + return 9; + } + } + } else { + if (features[29] < 5.5) { + return 6; + } else { + if (features[36] < 11.0) { + return 0; + } else { + return 4; + } + } + } + } + } + } + } else { + if (features[21] < 0.5) { + if (features[2] < 4.5) { + return 8; + } else { + if (features[5] < 0.5) { + if (features[51] < 12.0) { + if (features[26] < 2.0) { + return 7; + } else { + return 3; + } + } else { + return 2; + } + } else { + return 5; + } + } + } else { + if (features[37] < 7.5) { + if (features[60] < 2.0) { + return 7; + } else { + if (features[42] < 1.0) { + if (features[19] < 1.0) { + return 9; + } else { + if (features[25] < 2.5) { + return 3; + } else { + return 5; + } + } + } else { + if (features[44] < 2.0) { + if (features[51] < 4.5) { + return 8; + } else { + return 2; + } + } else { + if (features[17] < 4.5) { + return 8; + } else { + return 8; + } + } + } + } + } else { + if (features[36] < 14.5) { + if (features[21] < 7.0) { + if (features[58] < 4.5) { + return 8; + } else { + if (features[19] < 4.5) { + return 5; + } else { + return 3; + } + } + } else { + return 9; + } + } else { + if (features[30] < 4.0) { + if (features[42] < 2.5) { + if (features[60] < 9.5) { + return 5; + } else { + return 8; + } + } else { + return 7; + } + } else { + return 4; + } + } + } + } + } + } + } else { + if (features[43] < 6.5) { + if (features[35] < 5.5) { + if (features[27] < 11.5) { + return 0; + } else { + if (features[18] < 8.0) { + return 1; + } else { + if (features[37] < 11.5) { + return 5; + } else { + return 6; + } + } + } + } else { + if (features[46] < 6.0) { + if (features[30] < 6.0) { + if (features[26] < 12.0) { + if (features[44] < 11.5) { + return 6; + } else { + return 1; + } + } else { + return 5; + } + } else { + return 4; + } + } else { + if (features[61] < 5.5) { + return 5; + } else { + if (features[52] < 7.0) { + return 6; + } else { + if (features[43] < 4.5) { + return 0; + } else { + return 6; + } + } + } + } + } + } else { + if (features[33] < 8.5) { + if (features[62] < 0.5) { + if (features[44] < 15.0) { + if (features[25] < 9.0) { + if (features[42] < 13.0) { + if (features[38] < 2.0) { + return 4; + } else { + if (features[53] < 10.5) { + return 7; + } else { + return 0; + } + } + } else { + if (features[38] < 6.0) { + if (features[58] < 0.5) { + return 8; + } else { + return 6; + } + } else { + return 0; + } + } + } else { + return 5; + } + } else { + if (features[60] < 12.5) { + return 4; + } else { + if (features[41] < 1.0) { + return 1; + } else { + return 4; + } + } + } + } else { + return 6; + } + } else { + if (features[12] < 14.0) { + if (features[45] < 15.5) { + if (features[14] < 10.0) { + return 4; + } else { + return 7; + } + } else { + if (features[43] < 12.0) { + return 5; + } else { + return 6; + } + } + } else { + return 7; + } + } + } + } + } else { + if (features[42] < 7.5) { + if (features[9] < 2.5) { + if (features[36] < 3.5) { + if (features[33] < 3.5) { + return 9; + } else { + return 5; + } + } else { + if (features[33] < 4.0) { + if (features[28] < 3.5) { + return 5; + } else { + if (features[54] < 10.0) { + if (features[10] < 13.5) { + if (features[51] < 5.0) { + if (features[34] < 7.5) { + return 1; + } else { + return 8; + } + } else { + return 1; + } + } else { + return 5; + } + } else { + if (features[4] < 10.0) { + if (features[62] < 13.0) { + return 1; + } else { + if (features[27] < 8.0) { + return 2; + } else { + return 1; + } + } + } else { + if (features[5] < 0.5) { + return 1; + } else { + return 9; + } + } + } + } + } else { + if (features[60] < 7.0) { + return 1; + } else { + if (features[27] < 15.5) { + return 4; + } else { + return 1; + } + } + } + } + } else { + if (features[61] < 5.0) { + if (features[6] < 0.5) { + if (features[51] < 9.5) { + return 7; + } else { + if (features[27] < 10.5) { + return 3; + } else { + return 5; + } + } + } else { + return 5; + } + } else { + if (features[27] < 13.5) { + if (features[12] < 8.5) { + return 2; + } else { + return 9; + } + } else { + return 3; + } + } + } + } else { + if (features[46] < 0.5) { + if (features[12] < 15.5) { + if (features[38] < 1.0) { + if (features[28] < 6.5) { + if (features[34] < 10.5) { + return 2; + } else { + if (features[9] < 1.5) { + return 6; + } else { + return 8; + } + } + } else { + if (features[43] < 15.0) { + if (features[34] < 1.0) { + return 9; + } else { + if (features[53] < 1.0) { + if (features[9] < 0.5) { + return 7; + } else { + return 8; + } + } else { + return 8; + } + } + } else { + if (features[17] < 1.5) { + return 1; + } else { + return 8; + } + } + } + } else { + return 4; + } + } else { + if (features[51] < 14.0) { + if (features[50] < 6.0) { + return 4; + } else { + if (features[44] < 3.0) { + return 2; + } else { + return 8; + } + } + } else { + return 1; + } + } + } else { + if (features[41] < 5.5) { + if (features[54] < 7.5) { + if (features[44] < 12.5) { + if (features[36] < 7.5) { + return 0; + } else { + if (features[21] < 3.5) { + return 6; + } else { + return 8; + } + } + } else { + return 4; + } + } else { + if (features[58] < 5.5) { + return 6; + } else { + return 8; + } + } + } else { + return 4; + } + } + } + } + } + + +static inline int32_t model_predict_tree_2(const float *features, int32_t features_length) { + if (features[33] < 2.5) { + if (features[21] < 1.5) { + if (features[5] < 5.5) { + if (features[2] < 2.5) { + if (features[42] < 8.5) { + if (features[43] < 6.5) { + return 2; + } else { + if (features[19] < 6.5) { + return 8; + } else { + return 1; + } + } + } else { + if (features[59] < 2.0) { + return 4; + } else { + return 6; + } + } + } else { + if (features[27] < 8.5) { + return 2; + } else { + if (features[19] < 15.0) { + if (features[46] < 4.5) { + if (features[44] < 2.5) { + return 2; + } else { + if (features[37] < 14.0) { + if (features[43] < 11.0) { + return 5; + } else { + return 8; + } + } else { + return 7; + } + } + } else { + if (features[26] < 12.5) { + return 3; + } else { + return 5; + } + } + } else { + if (features[10] < 13.5) { + return 1; + } else { + return 2; + } + } + } + } + } else { + if (features[6] < 15.5) { + if (features[61] < 5.0) { + return 5; + } else { + if (features[18] < 9.5) { + if (features[58] < 4.5) { + return 6; + } else { + return 3; + } + } else { + return 5; + } + } + } else { + return 7; + } + } + } else { + if (features[61] < 0.5) { + if (features[38] < 0.5) { + if (features[29] < 10.5) { + if (features[14] < 5.5) { + if (features[50] < 9.5) { + if (features[20] < 14.5) { + if (features[20] < 6.5) { + return 8; + } else { + if (features[21] < 12.5) { + return 3; + } else { + return 4; + } + } + } else { + if (features[17] < 2.5) { + return 1; + } else { + return 3; + } + } + } else { + if (features[22] < 3.0) { + return 8; + } else { + return 7; + } + } + } else { + if (features[4] < 13.5) { + if (features[53] < 1.5) { + return 9; + } else { + return 5; + } + } else { + return 3; + } + } + } else { + if (features[60] < 7.5) { + if (features[6] < 10.5) { + if (features[18] < 8.5) { + return 7; + } else { + return 9; + } + } else { + return 7; + } + } else { + if (features[37] < 7.5) { + return 8; + } else { + if (features[5] < 6.0) { + return 0; + } else { + return 9; + } + } + } + } + } else { + if (features[27] < 10.5) { + if (features[36] < 2.0) { + return 9; + } else { + if (features[12] < 3.0) { + if (features[52] < 10.0) { + return 7; + } else { + return 4; + } + } else { + return 7; + } + } + } else { + if (features[53] < 0.5) { + if (features[36] < 9.5) { + if (features[52] < 5.0) { + return 7; + } else { + return 9; + } + } else { + return 7; + } + } else { + return 9; + } + } + } + } else { + if (features[35] < 11.5) { + if (features[51] < 13.5) { + if (features[21] < 10.5) { + if (features[2] < 2.5) { + if (features[20] < 14.5) { + if (features[26] < 11.0) { + return 3; + } else { + if (features[36] < 11.0) { + return 9; + } else { + return 8; + } + } + } else { + return 1; + } + } else { + if (features[63] < 0.5) { + if (features[62] < 7.5) { + if (features[34] < 4.0) { + return 3; + } else { + return 3; + } + } else { + return 5; + } + } else { + if (features[27] < 13.0) { + return 9; + } else { + return 1; + } + } + } + } else { + if (features[30] < 0.5) { + if (features[2] < 0.5) { + if (features[3] < 5.0) { + return 1; + } else { + return 3; + } + } else { + if (features[27] < 11.5) { + if (features[29] < 11.5) { + return 3; + } else { + return 2; + } + } else { + if (features[4] < 12.5) { + return 9; + } else { + return 3; + } + } + } + } else { + if (features[60] < 10.5) { + if (features[37] < 15.5) { + return 9; + } else { + return 1; + } + } else { + if (features[3] < 5.0) { + if (features[11] < 13.5) { + return 1; + } else { + return 9; + } + } else { + if (features[38] < 1.0) { + return 2; + } else { + return 9; + } + } + } + } + } + } else { + if (features[30] < 1.5) { + if (features[5] < 11.0) { + if (features[26] < 10.0) { + if (features[46] < 7.0) { + return 2; + } else { + return 3; + } + } else { + return 0; + } + } else { + if (features[43] < 7.5) { + return 3; + } else { + return 2; + } + } + } else { + if (features[51] < 15.0) { + return 0; + } else { + return 2; + } + } + } + } else { + if (features[12] < 14.5) { + if (features[43] < 3.5) { + if (features[20] < 4.5) { + if (features[12] < 2.5) { + return 8; + } else { + return 9; + } + } else { + if (features[58] < 14.0) { + if (features[37] < 12.5) { + return 8; + } else { + return 9; + } + } else { + return 3; + } + } + } else { + if (features[14] < 14.0) { + if (features[20] < 11.5) { + if (features[46] < 8.5) { + if (features[33] < 1.5) { + return 8; + } else { + return 4; + } + } else { + return 9; + } + } else { + if (features[44] < 1.5) { + return 2; + } else { + if (features[42] < 12.5) { + return 1; + } else { + return 8; + } + } + } + } else { + return 7; + } + } + } else { + if (features[54] < 1.5) { + if (features[10] < 8.5) { + if (features[10] < 6.5) { + return 1; + } else { + if (features[41] < 0.5) { + return 1; + } else { + return 8; + } + } + } else { + if (features[34] < 8.0) { + return 8; + } else { + if (features[21] < 10.5) { + return 1; + } else { + return 8; + } + } + } + } else { + if (features[27] < 9.5) { + if (features[34] < 10.5) { + return 2; + } else { + return 9; + } + } else { + if (features[3] < 12.0) { + if (features[59] < 5.0) { + return 6; + } else { + if (features[28] < 10.5) { + return 9; + } else { + return 8; + } + } + } else { + if (features[19] < 7.0) { + return 3; + } else { + if (features[50] < 7.0) { + return 1; + } else { + return 2; + } + } + } + } + } + } + } + } + } + } else { + if (features[2] < 1.5) { + if (features[54] < 2.5) { + if (features[38] < 0.5) { + if (features[61] < 4.5) { + if (features[44] < 13.5) { + if (features[18] < 11.5) { + return 1; + } else { + if (features[37] < 7.0) { + return 8; + } else { + return 5; + } + } + } else { + if (features[17] < 1.0) { + return 4; + } else { + if (features[19] < 12.0) { + return 6; + } else { + return 4; + } + } + } + } else { + if (features[12] < 13.5) { + if (features[19] < 3.5) { + return 0; + } else { + if (features[14] < 3.0) { + return 6; + } else { + if (features[43] < 8.0) { + return 8; + } else { + return 2; + } + } + } + } else { + if (features[5] < 3.0) { + return 8; + } else { + return 1; + } + } + } + } else { + if (features[13] < 13.5) { + if (features[53] < 15.0) { + if (features[52] < 7.0) { + if (features[12] < 9.0) { + return 4; + } else { + return 7; + } + } else { + return 4; + } + } else { + return 0; + } + } else { + if (features[59] < 6.5) { + return 1; + } else { + if (features[20] < 2.5) { + if (features[26] < 10.5) { + return 7; + } else { + return 0; + } + } else { + return 4; + } + } + } + } + } else { + if (features[17] < 4.5) { + if (features[51] < 8.5) { + if (features[20] < 11.0) { + return 0; + } else { + return 1; + } + } else { + if (features[20] < 9.5) { + if (features[18] < 9.0) { + if (features[61] < 13.5) { + return 0; + } else { + return 6; + } + } else { + return 6; + } + } else { + return 0; + } + } + } else { + return 0; + } + } + } else { + if (features[36] < 0.5) { + if (features[6] < 2.0) { + if (features[60] < 3.0) { + return 8; + } else { + return 0; + } + } else { + return 5; + } + } else { + if (features[26] < 6.5) { + if (features[21] < 14.5) { + return 7; + } else { + return 3; + } + } else { + if (features[5] < 3.5) { + if (features[44] < 10.5) { + if (features[20] < 6.0) { + return 6; + } else { + if (features[52] < 15.0) { + return 8; + } else { + return 2; + } + } + } else { + if (features[10] < 13.0) { + return 4; + } else { + return 6; + } + } + } else { + if (features[19] < 15.0) { + if (features[21] < 9.5) { + if (features[11] < 4.5) { + return 8; + } else { + if (features[42] < 14.0) { + return 5; + } else { + if (features[18] < 14.5) { + return 5; + } else { + return 6; + } + } + } + } else { + if (features[26] < 10.0) { + return 9; + } else { + return 8; + } + } + } else { + return 1; + } + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_3(const float *features, int32_t features_length) { + if (features[21] < 0.5) { + if (features[2] < 4.5) { + if (features[30] < 0.5) { + if (features[20] < 9.5) { + if (features[50] < 1.5) { + if (features[25] < 9.5) { + return 5; + } else { + return 1; + } + } else { + if (features[35] < 1.5) { + if (features[42] < 15.5) { + return 6; + } else { + return 4; + } + } else { + if (features[63] < 2.5) { + if (features[55] < 4.5) { + return 6; + } else { + if (features[34] < 10.5) { + return 1; + } else { + return 6; + } + } + } else { + return 1; + } + } + } + } else { + if (features[51] < 12.5) { + if (features[33] < 3.0) { + if (features[17] < 5.0) { + return 1; + } else { + return 2; + } + } else { + return 4; + } + } else { + if (features[62] < 0.5) { + return 1; + } else { + return 8; + } + } + } + } else { + if (features[62] < 0.5) { + if (features[11] < 13.5) { + return 4; + } else { + if (features[17] < 4.0) { + if (features[30] < 2.5) { + return 6; + } else { + if (features[34] < 14.5) { + if (features[51] < 4.0) { + return 4; + } else { + return 0; + } + } else { + return 5; + } + } + } else { + return 4; + } + } + } else { + if (features[28] < 14.0) { + return 6; + } else { + return 3; + } + } + } + } else { + if (features[54] < 1.5) { + if (features[6] < 0.5) { + if (features[37] < 14.0) { + if (features[60] < 0.5) { + return 7; + } else { + if (features[57] < 1.5) { + return 5; + } else { + return 2; + } + } + } else { + if (features[3] < 15.0) { + return 3; + } else { + return 7; + } + } + } else { + return 5; + } + } else { + if (features[50] < 9.5) { + if (features[25] < 2.5) { + if (features[63] < 4.5) { + if (features[4] < 7.5) { + if (features[27] < 12.0) { + return 2; + } else { + return 9; + } + } else { + return 3; + } + } else { + return 1; + } + } else { + return 5; + } + } else { + if (features[29] < 2.0) { + if (features[19] < 1.5) { + return 6; + } else { + if (features[34] < 13.0) { + return 2; + } else { + return 6; + } + } + } else { + if (features[61] < 11.5) { + return 3; + } else { + if (features[38] < 2.5) { + return 5; + } else { + return 6; + } + } + } + } + } + } + } else { + if (features[28] < 0.5) { + if (features[18] < 10.5) { + if (features[50] < 5.0) { + if (features[45] < 14.5) { + if (features[3] < 13.5) { + return 7; + } else { + return 2; + } + } else { + return 4; + } + } else { + if (features[3] < 15.5) { + return 0; + } else { + return 2; + } + } + } else { + if (features[36] < 6.0) { + return 0; + } else { + if (features[34] < 8.5) { + return 9; + } else { + return 4; + } + } + } + } else { + if (features[43] < 2.5) { + if (features[4] < 14.5) { + if (features[21] < 10.5) { + if (features[26] < 6.0) { + if (features[59] < 11.5) { + return 1; + } else { + if (features[62] < 8.5) { + return 3; + } else { + if (features[50] < 2.0) { + return 9; + } else { + return 1; + } + } + } + } else { + if (features[20] < 15.5) { + if (features[35] < 6.5) { + if (features[26] < 15.5) { + return 5; + } else { + if (features[58] < 5.0) { + return 7; + } else { + return 5; + } + } + } else { + if (features[44] < 0.5) { + return 9; + } else { + if (features[30] < 5.0) { + return 8; + } else { + return 4; + } + } + } + } else { + return 8; + } + } + } else { + if (features[41] < 1.5) { + if (features[18] < 4.0) { + if (features[20] < 14.5) { + if (features[33] < 4.0) { + if (features[19] < 3.0) { + return 3; + } else { + return 2; + } + } else { + return 7; + } + } else { + if (features[2] < 5.5) { + return 1; + } else { + if (features[14] < 2.0) { + return 9; + } else { + return 3; + } + } + } + } else { + if (features[52] < 11.0) { + if (features[27] < 1.5) { + if (features[13] < 15.5) { + return 3; + } else { + return 1; + } + } else { + if (features[37] < 15.5) { + return 9; + } else { + return 9; + } + } + } else { + if (features[61] < 6.0) { + if (features[60] < 7.5) { + return 8; + } else { + return 9; + } + } else { + if (features[63] < 3.0) { + return 1; + } else { + return 2; + } + } + } + } + } else { + if (features[17] < 0.5) { + if (features[45] < 13.5) { + return 8; + } else { + return 9; + } + } else { + if (features[42] < 12.5) { + return 5; + } else { + return 0; + } + } + } + } + } else { + if (features[26] < 4.5) { + if (features[9] < 3.5) { + if (features[26] < 0.5) { + return 3; + } else { + if (features[22] < 4.5) { + if (features[36] < 14.0) { + if (features[26] < 2.0) { + return 8; + } else { + return 2; + } + } else { + return 3; + } + } else { + return 9; + } + } + } else { + return 3; + } + } else { + if (features[21] < 10.0) { + if (features[21] < 3.5) { + return 3; + } else { + if (features[12] < 11.5) { + return 5; + } else { + if (features[60] < 14.0) { + return 3; + } else { + return 1; + } + } + } + } else { + if (features[36] < 15.0) { + if (features[13] < 10.0) { + return 0; + } else { + if (features[10] < 7.0) { + if (features[10] < 1.5) { + return 1; + } else { + return 8; + } + } else { + return 9; + } + } + } else { + return 1; + } + } + } + } + } else { + if (features[61] < 0.5) { + if (features[5] < 1.5) { + if (features[25] < 0.5) { + if (features[60] < 6.5) { + if (features[20] < 14.0) { + return 4; + } else { + return 7; + } + } else { + if (features[26] < 7.5) { + return 1; + } else { + return 4; + } + } + } else { + if (features[20] < 14.5) { + return 4; + } else { + if (features[19] < 12.5) { + return 4; + } else { + return 1; + } + } + } + } else { + if (features[19] < 3.5) { + if (features[35] < 3.0) { + return 9; + } else { + if (features[3] < 15.5) { + return 7; + } else { + if (features[29] < 2.5) { + if (features[29] < 1.5) { + return 7; + } else { + return 8; + } + } else { + if (features[60] < 7.5) { + return 7; + } else { + return 3; + } + } + } + } + } else { + if (features[10] < 13.5) { + if (features[50] < 8.0) { + if (features[1] < 1.0) { + if (features[2] < 0.5) { + return 4; + } else { + return 7; + } + } else { + return 3; + } + } else { + if (features[19] < 15.0) { + if (features[13] < 11.5) { + return 7; + } else { + return 8; + } + } else { + return 1; + } + } + } else { + return 8; + } + } + } + } else { + if (features[27] < 6.5) { + if (features[45] < 8.0) { + if (features[20] < 1.0) { + return 4; + } else { + if (features[18] < 14.5) { + return 2; + } else { + if (features[12] < 15.5) { + return 2; + } else { + return 8; + } + } + } + } else { + if (features[42] < 10.5) { + if (features[46] < 5.0) { + if (features[4] < 14.0) { + if (features[51] < 8.0) { + return 7; + } else { + return 2; + } + } else { + return 8; + } + } else { + return 9; + } + } else { + if (features[2] < 1.0) { + return 4; + } else { + return 6; + } + } + } + } else { + if (features[19] < 10.5) { + if (features[21] < 5.5) { + if (features[54] < 1.5) { + return 1; + } else { + return 2; + } + } else { + if (features[20] < 10.5) { + return 8; + } else { + if (features[25] < 0.5) { + if (features[4] < 10.0) { + return 1; + } else { + return 3; + } + } else { + if (features[27] < 9.0) { + return 0; + } else { + return 9; + } + } + } + } + } else { + if (features[52] < 14.5) { + if (features[10] < 0.5) { + if (features[43] < 14.0) { + return 4; + } else { + return 6; + } + } else { + if (features[59] < 15.5) { + if (features[43] < 15.0) { + return 8; + } else { + return 1; + } + } else { + if (features[43] < 15.5) { + return 8; + } else { + return 2; + } + } + } + } else { + if (features[49] < 1.0) { + if (features[20] < 15.5) { + if (features[51] < 8.5) { + return 4; + } else { + return 1; + } + } else { + return 1; + } + } else { + if (features[2] < 6.0) { + if (features[10] < 6.5) { + return 1; + } else { + return 8; + } + } else { + return 8; + } + } + } + } + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_4(const float *features, int32_t features_length) { + if (features[42] < 8.5) { + if (features[46] < 3.5) { + if (features[10] < 9.5) { + if (features[19] < 8.5) { + if (features[45] < 9.5) { + if (features[53] < 0.5) { + if (features[25] < 5.0) { + if (features[19] < 7.5) { + return 7; + } else { + return 3; + } + } else { + if (features[3] < 12.0) { + return 4; + } else { + return 7; + } + } + } else { + if (features[5] < 8.0) { + return 4; + } else { + return 3; + } + } + } else { + if (features[25] < 0.5) { + if (features[54] < 8.5) { + return 3; + } else { + return 2; + } + } else { + if (features[37] < 11.0) { + return 8; + } else { + if (features[59] < 6.0) { + return 9; + } else { + return 4; + } + } + } + } + } else { + if (features[38] < 0.5) { + if (features[59] < 0.5) { + if (features[12] < 14.5) { + if (features[14] < 9.5) { + if (features[18] < 2.0) { + return 1; + } else { + return 4; + } + } else { + return 9; + } + } else { + return 1; + } + } else { + if (features[30] < 2.0) { + if (features[27] < 8.0) { + if (features[45] < 4.0) { + return 2; + } else { + if (features[26] < 11.0) { + return 1; + } else { + return 5; + } + } + } else { + if (features[45] < 14.5) { + if (features[28] < 5.5) { + return 8; + } else { + return 1; + } + } else { + return 6; + } + } + } else { + if (features[33] < 1.0) { + return 7; + } else { + return 4; + } + } + } + } else { + if (features[53] < 11.5) { + if (features[6] < 7.5) { + if (features[50] < 4.5) { + return 4; + } else { + return 7; + } + } else { + return 9; + } + } else { + return 1; + } + } + } + } else { + if (features[54] < 2.5) { + if (features[27] < 8.5) { + if (features[53] < 1.0) { + if (features[26] < 10.5) { + return 7; + } else { + if (features[5] < 9.0) { + if (features[57] < 2.5) { + return 4; + } else { + return 5; + } + } else { + if (features[19] < 4.5) { + return 5; + } else { + if (features[35] < 10.5) { + return 7; + } else { + return 8; + } + } + } + } + } else { + if (features[53] < 12.5) { + if (features[29] < 1.5) { + return 5; + } else { + if (features[17] < 4.5) { + if (features[29] < 6.5) { + return 0; + } else { + return 3; + } + } else { + return 9; + } + } + } else { + return 3; + } + } + } else { + if (features[22] < 0.5) { + if (features[45] < 7.5) { + if (features[52] < 5.5) { + if (features[18] < 9.5) { + return 7; + } else { + if (features[57] < 0.5) { + return 4; + } else { + return 5; + } + } + } else { + if (features[11] < 11.5) { + if (features[2] < 12.5) { + return 3; + } else { + return 5; + } + } else { + if (features[18] < 9.5) { + return 8; + } else { + return 5; + } + } + } + } else { + if (features[18] < 5.0) { + return 3; + } else { + if (features[21] < 12.0) { + return 5; + } else { + return 9; + } + } + } + } else { + if (features[60] < 0.5) { + if (features[30] < 2.0) { + if (features[26] < 11.5) { + return 7; + } else { + return 9; + } + } else { + return 7; + } + } else { + if (features[34] < 8.5) { + if (features[36] < 15.0) { + if (features[20] < 6.5) { + return 9; + } else { + return 9; + } + } else { + if (features[51] < 7.0) { + return 9; + } else { + return 8; + } + } + } else { + return 5; + } + } + } + } + } else { + if (features[5] < 12.5) { + if (features[26] < 8.0) { + if (features[58] < 2.0) { + return 3; + } else { + if (features[59] < 4.5) { + return 8; + } else { + if (features[45] < 12.0) { + return 2; + } else { + return 3; + } + } + } + } else { + if (features[17] < 7.0) { + if (features[34] < 5.0) { + return 1; + } else { + if (features[27] < 8.5) { + return 8; + } else { + return 9; + } + } + } else { + if (features[21] < 7.5) { + return 2; + } else { + return 3; + } + } + } + } else { + if (features[29] < 10.0) { + return 3; + } else { + if (features[34] < 4.0) { + return 8; + } else { + return 9; + } + } + } + } + } + } else { + if (features[36] < 5.5) { + if (features[21] < 10.0) { + if (features[20] < 11.0) { + if (features[29] < 6.5) { + if (features[42] < 3.0) { + return 5; + } else { + return 0; + } + } else { + return 5; + } + } else { + if (features[18] < 7.0) { + return 3; + } else { + return 9; + } + } + } else { + if (features[5] < 13.0) { + if (features[28] < 3.5) { + return 0; + } else { + if (features[58] < 11.0) { + return 9; + } else { + if (features[9] < 10.0) { + return 9; + } else { + return 3; + } + } + } + } else { + if (features[25] < 1.5) { + return 9; + } else { + return 1; + } + } + } + } else { + if (features[43] < 5.5) { + if (features[18] < 12.5) { + if (features[20] < 7.5) { + if (features[53] < 14.5) { + if (features[30] < 6.5) { + if (features[52] < 3.0) { + return 9; + } else { + return 3; + } + } else { + return 4; + } + } else { + return 3; + } + } else { + if (features[54] < 15.5) { + if (features[2] < 1.5) { + if (features[35] < 2.5) { + return 3; + } else { + return 1; + } + } else { + return 3; + } + } else { + return 9; + } + } + } else { + if (features[29] < 13.5) { + if (features[61] < 9.0) { + if (features[13] < 12.0) { + return 5; + } else { + return 3; + } + } else { + if (features[54] < 10.5) { + if (features[19] < 4.0) { + return 8; + } else { + return 5; + } + } else { + if (features[5] < 3.0) { + return 9; + } else { + return 3; + } + } + } + } else { + if (features[5] < 11.0) { + return 9; + } else { + if (features[58] < 5.5) { + return 1; + } else { + return 5; + } + } + } + } + } else { + if (features[36] < 12.5) { + return 2; + } else { + if (features[45] < 8.5) { + if (features[12] < 7.5) { + return 8; + } else { + if (features[26] < 9.5) { + return 2; + } else { + return 4; + } + } + } else { + if (features[21] < 3.0) { + if (features[5] < 0.5) { + return 8; + } else { + return 4; + } + } else { + return 8; + } + } + } + } + } + } + } else { + if (features[30] < 2.5) { + if (features[46] < 5.5) { + if (features[38] < 0.5) { + if (features[27] < 9.5) { + if (features[21] < 0.5) { + if (features[53] < 7.5) { + if (features[33] < 8.0) { + return 5; + } else { + return 4; + } + } else { + return 6; + } + } else { + if (features[28] < 2.5) { + return 0; + } else { + if (features[22] < 0.5) { + if (features[19] < 14.0) { + return 2; + } else { + return 5; + } + } else { + if (features[44] < 7.5) { + if (features[25] < 2.0) { + return 2; + } else { + return 8; + } + } else { + if (features[26] < 15.5) { + return 8; + } else { + return 4; + } + } + } + } + } + } else { + if (features[10] < 6.5) { + if (features[5] < 1.5) { + if (features[34] < 9.5) { + return 1; + } else { + return 6; + } + } else { + if (features[10] < 1.5) { + return 1; + } else { + if (features[34] < 5.5) { + return 8; + } else { + if (features[11] < 15.5) { + return 8; + } else { + return 1; + } + } + } + } + } else { + if (features[62] < 4.5) { + if (features[19] < 15.5) { + if (features[37] < 13.0) { + if (features[41] < 1.5) { + return 8; + } else { + return 8; + } + } else { + return 9; + } + } else { + if (features[58] < 9.0) { + if (features[43] < 15.5) { + return 6; + } else { + return 1; + } + } else { + if (features[28] < 10.0) { + return 2; + } else { + return 8; + } + } + } + } else { + if (features[28] < 13.5) { + return 2; + } else { + return 8; + } + } + } + } + } else { + if (features[26] < 11.5) { + if (features[53] < 1.5) { + return 7; + } else { + return 0; + } + } else { + return 4; + } + } + } else { + if (features[9] < 1.5) { + if (features[13] < 4.5) { + if (features[20] < 13.5) { + if (features[60] < 11.5) { + if (features[33] < 6.5) { + return 6; + } else { + return 4; + } + } else { + return 6; + } + } else { + return 4; + } + } else { + if (features[52] < 6.5) { + return 8; + } else { + if (features[58] < 1.5) { + return 4; + } else { + return 3; + } + } + } + } else { + if (features[21] < 6.0) { + if (features[44] < 1.5) { + return 3; + } else { + return 2; + } + } else { + return 8; + } + } + } + } else { + if (features[10] < 9.5) { + if (features[44] < 14.5) { + if (features[35] < 11.5) { + if (features[4] < 13.0) { + if (features[37] < 10.0) { + return 0; + } else { + if (features[41] < 5.5) { + return 6; + } else { + return 2; + } + } + } else { + if (features[2] < 2.5) { + if (features[54] < 2.0) { + return 4; + } else { + return 0; + } + } else { + return 2; + } + } + } else { + if (features[53] < 5.5) { + if (features[12] < 8.5) { + return 8; + } else { + return 7; + } + } else { + return 5; + } + } + } else { + if (features[19] < 3.0) { + return 7; + } else { + return 4; + } + } + } else { + if (features[46] < 0.5) { + if (features[25] < 2.0) { + if (features[61] < 1.0) { + return 7; + } else { + return 8; + } + } else { + return 0; + } + } else { + if (features[44] < 14.0) { + return 0; + } else { + return 7; + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_5(const float *features, int32_t features_length) { + if (features[30] < 2.5) { + if (features[9] < 0.5) { + if (features[33] < 8.5) { + if (features[54] < 8.5) { + if (features[44] < 9.5) { + if (features[10] < 12.5) { + if (features[28] < 4.5) { + if (features[27] < 14.5) { + if (features[29] < 9.0) { + return 6; + } else { + return 0; + } + } else { + return 0; + } + } else { + if (features[42] < 11.0) { + if (features[26] < 13.5) { + if (features[58] < 11.5) { + return 1; + } else { + return 3; + } + } else { + if (features[21] < 6.5) { + return 5; + } else { + return 4; + } + } + } else { + if (features[25] < 1.5) { + if (features[52] < 15.5) { + return 8; + } else { + return 2; + } + } else { + return 6; + } + } + } + } else { + if (features[60] < 12.5) { + return 5; + } else { + if (features[53] < 13.0) { + return 9; + } else { + if (features[18] < 10.5) { + return 3; + } else { + if (features[5] < 10.0) { + return 8; + } else { + return 5; + } + } + } + } + } + } else { + if (features[60] < 4.5) { + if (features[43] < 7.0) { + if (features[11] < 14.0) { + return 9; + } else { + return 5; + } + } else { + if (features[50] < 7.5) { + if (features[36] < 14.5) { + return 1; + } else { + return 7; + } + } else { + return 5; + } + } + } else { + if (features[20] < 13.5) { + if (features[34] < 15.5) { + if (features[35] < 5.5) { + if (features[43] < 6.5) { + return 5; + } else { + return 2; + } + } else { + if (features[26] < 15.5) { + return 8; + } else { + return 4; + } + } + } else { + if (features[11] < 15.5) { + if (features[26] < 6.0) { + return 7; + } else { + return 4; + } + } else { + return 6; + } + } + } else { + if (features[41] < 6.5) { + if (features[12] < 15.5) { + if (features[2] < 6.0) { + return 1; + } else { + return 3; + } + } else { + if (features[62] < 11.5) { + return 1; + } else { + return 2; + } + } + } else { + if (features[2] < 1.0) { + return 4; + } else { + return 7; + } + } + } + } + } + } else { + if (features[43] < 3.5) { + if (features[52] < 11.5) { + if (features[26] < 15.5) { + if (features[4] < 11.5) { + return 9; + } else { + if (features[11] < 14.5) { + if (features[29] < 9.5) { + return 3; + } else { + return 9; + } + } else { + if (features[27] < 12.0) { + return 5; + } else { + return 8; + } + } + } + } else { + return 6; + } + } else { + return 1; + } + } else { + if (features[43] < 11.5) { + if (features[42] < 9.0) { + if (features[60] < 14.5) { + if (features[62] < 12.0) { + if (features[34] < 7.5) { + return 2; + } else { + return 1; + } + } else { + return 2; + } + } else { + return 1; + } + } else { + return 6; + } + } else { + if (features[25] < 4.5) { + return 6; + } else { + if (features[60] < 12.5) { + return 8; + } else { + return 6; + } + } + } + } + } + } else { + if (features[43] < 4.0) { + return 6; + } else { + if (features[52] < 4.5) { + return 7; + } else { + return 4; + } + } + } + } else { + if (features[34] < 1.5) { + if (features[37] < 2.0) { + if (features[5] < 7.0) { + if (features[44] < 15.5) { + if (features[21] < 5.5) { + return 2; + } else { + if (features[59] < 12.5) { + if (features[44] < 8.5) { + return 2; + } else { + return 3; + } + } else { + return 2; + } + } + } else { + return 8; + } + } else { + if (features[58] < 13.5) { + if (features[9] < 2.5) { + return 2; + } else { + return 5; + } + } else { + if (features[14] < 2.0) { + if (features[21] < 5.0) { + return 5; + } else { + return 2; + } + } else { + return 3; + } + } + } + } else { + if (features[29] < 13.5) { + if (features[62] < 12.0) { + if (features[26] < 6.5) { + if (features[60] < 4.5) { + return 7; + } else { + if (features[53] < 4.5) { + return 2; + } else { + if (features[3] < 14.5) { + return 3; + } else { + return 3; + } + } + } + } else { + if (features[11] < 6.5) { + return 8; + } else { + if (features[51] < 9.5) { + if (features[3] < 14.5) { + return 5; + } else { + return 3; + } + } else { + if (features[54] < 5.5) { + return 8; + } else { + return 3; + } + } + } + } + } else { + return 2; + } + } else { + if (features[37] < 12.5) { + if (features[2] < 11.0) { + return 9; + } else { + return 2; + } + } else { + if (features[6] < 1.0) { + return 2; + } else { + return 3; + } + } + } + } + } else { + if (features[26] < 12.5) { + if (features[38] < 0.5) { + if (features[9] < 3.5) { + if (features[29] < 13.5) { + if (features[42] < 5.0) { + return 3; + } else { + if (features[34] < 2.5) { + if (features[59] < 14.5) { + return 8; + } else { + return 2; + } + } else { + return 8; + } + } + } else { + if (features[12] < 12.5) { + if (features[52] < 6.0) { + return 8; + } else { + return 0; + } + } else { + return 9; + } + } + } else { + if (features[3] < 14.5) { + if (features[58] < 15.5) { + if (features[20] < 1.0) { + return 5; + } else { + if (features[9] < 4.5) { + return 2; + } else { + return 8; + } + } + } else { + return 2; + } + } else { + if (features[22] < 2.5) { + if (features[42] < 15.5) { + return 2; + } else { + if (features[35] < 14.5) { + return 8; + } else { + return 2; + } + } + } else { + return 7; + } + } + } + } else { + if (features[44] < 11.5) { + if (features[25] < 3.0) { + if (features[43] < 10.5) { + if (features[1] < 0.5) { + if (features[11] < 14.5) { + return 3; + } else { + return 8; + } + } else { + return 3; + } + } else { + return 7; + } + } else { + if (features[21] < 6.5) { + return 6; + } else { + return 9; + } + } + } else { + return 7; + } + } + } else { + if (features[61] < 6.5) { + if (features[58] < 4.5) { + if (features[25] < 7.0) { + return 8; + } else { + if (features[59] < 13.5) { + if (features[25] < 13.0) { + return 1; + } else { + return 4; + } + } else { + return 5; + } + } + } else { + if (features[20] < 8.5) { + if (features[11] < 2.0) { + return 9; + } else { + if (features[21] < 11.0) { + return 5; + } else { + if (features[42] < 0.5) { + return 9; + } else { + return 7; + } + } + } + } else { + if (features[58] < 12.5) { + if (features[14] < 1.0) { + if (features[9] < 4.0) { + return 1; + } else { + return 3; + } + } else { + return 8; + } + } else { + return 4; + } + } + } + } else { + if (features[28] < 4.5) { + if (features[22] < 1.0) { + return 6; + } else { + return 8; + } + } else { + if (features[44] < 5.0) { + if (features[59] < 11.5) { + return 8; + } else { + if (features[29] < 14.5) { + return 5; + } else { + return 9; + } + } + } else { + if (features[59] < 15.5) { + return 8; + } else { + if (features[21] < 6.0) { + return 2; + } else { + return 8; + } + } + } + } + } + } + } + } + } else { + if (features[33] < 2.5) { + if (features[36] < 13.5) { + if (features[42] < 13.5) { + if (features[53] < 1.0) { + if (features[34] < 2.5) { + if (features[6] < 10.5) { + return 9; + } else { + return 7; + } + } else { + return 7; + } + } else { + if (features[10] < 0.5) { + if (features[13] < 13.0) { + if (features[50] < 4.0) { + return 9; + } else { + if (features[49] < 5.5) { + return 2; + } else { + return 4; + } + } + } else { + return 1; + } + } else { + if (features[21] < 4.5) { + return 5; + } else { + if (features[18] < 2.5) { + return 2; + } else { + if (features[44] < 11.0) { + return 9; + } else { + if (features[4] < 12.0) { + return 1; + } else { + return 2; + } + } + } + } + } + } + } else { + return 0; + } + } else { + if (features[38] < 0.5) { + if (features[60] < 1.5) { + return 7; + } else { + if (features[11] < 13.5) { + if (features[12] < 15.0) { + return 8; + } else { + return 2; + } + } else { + if (features[27] < 13.0) { + return 4; + } else { + return 9; + } + } + } + } else { + if (features[61] < 6.0) { + return 7; + } else { + if (features[14] < 4.5) { + return 9; + } else { + return 1; + } + } + } + } + } else { + if (features[58] < 0.5) { + if (features[13] < 3.5) { + return 4; + } else { + if (features[36] < 4.0) { + return 0; + } else { + if (features[22] < 2.0) { + return 4; + } else { + if (features[11] < 5.5) { + return 1; + } else { + return 7; + } + } + } + } + } else { + if (features[35] < 8.5) { + if (features[28] < 9.0) { + if (features[13] < 1.5) { + return 4; + } else { + return 0; + } + } else { + if (features[19] < 1.5) { + return 5; + } else { + return 3; + } + } + } else { + if (features[26] < 13.5) { + return 7; + } else { + if (features[18] < 8.0) { + return 7; + } else { + if (features[52] < 10.5) { + return 4; + } else { + return 5; + } + } + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_6(const float *features, int32_t features_length) { + if (features[28] < 2.5) { + if (features[13] < 3.5) { + if (features[10] < 4.0) { + if (features[33] < 4.0) { + return 6; + } else { + return 4; + } + } else { + if (features[59] < 15.5) { + if (features[30] < 1.0) { + if (features[42] < 9.5) { + if (features[51] < 15.5) { + return 1; + } else { + return 5; + } + } else { + return 6; + } + } else { + if (features[35] < 6.5) { + return 0; + } else { + return 4; + } + } + } else { + if (features[5] < 0.5) { + return 2; + } else { + if (features[54] < 1.5) { + return 5; + } else { + return 3; + } + } + } + } + } else { + if (features[5] < 12.5) { + if (features[36] < 3.5) { + if (features[60] < 4.5) { + if (features[26] < 9.5) { + return 0; + } else { + return 5; + } + } else { + if (features[9] < 5.0) { + return 0; + } else { + if (features[2] < 7.5) { + return 2; + } else { + return 0; + } + } + } + } else { + if (features[42] < 12.0) { + if (features[44] < 14.5) { + if (features[10] < 12.0) { + return 7; + } else { + if (features[61] < 6.5) { + return 9; + } else { + return 2; + } + } + } else { + return 5; + } + } else { + return 6; + } + } + } else { + if (features[3] < 11.5) { + if (features[53] < 2.0) { + return 7; + } else { + return 0; + } + } else { + return 5; + } + } + } + } else { + if (features[30] < 0.5) { + if (features[26] < 6.5) { + if (features[43] < 2.5) { + if (features[62] < 12.0) { + if (features[34] < 5.5) { + if (features[59] < 6.0) { + return 1; + } else { + if (features[42] < 9.0) { + if (features[19] < 13.5) { + if (features[21] < 15.5) { + return 3; + } else { + return 3; + } + } else { + return 9; + } + } else { + if (features[36] < 11.0) { + if (features[46] < 4.0) { + return 5; + } else { + return 3; + } + } else { + return 9; + } + } + } + } else { + return 8; + } + } else { + if (features[27] < 10.0) { + if (features[27] < 3.5) { + return 2; + } else { + return 9; + } + } else { + return 1; + } + } + } else { + if (features[58] < 8.5) { + if (features[44] < 12.5) { + if (features[63] < 0.5) { + if (features[43] < 10.5) { + if (features[45] < 6.0) { + if (features[21] < 4.5) { + return 6; + } else { + return 8; + } + } else { + return 8; + } + } else { + if (features[51] < 12.5) { + if (features[9] < 0.5) { + return 8; + } else { + return 7; + } + } else { + if (features[37] < 9.0) { + return 2; + } else { + return 7; + } + } + } + } else { + return 2; + } + } else { + if (features[35] < 4.0) { + return 2; + } else { + if (features[4] < 15.5) { + if (features[21] < 10.5) { + return 1; + } else { + if (features[59] < 13.5) { + return 1; + } else { + return 8; + } + } + } else { + if (features[61] < 0.5) { + return 7; + } else { + return 1; + } + } + } + } + } else { + if (features[51] < 13.5) { + if (features[36] < 7.5) { + return 2; + } else { + if (features[34] < 0.5) { + if (features[21] < 6.0) { + return 5; + } else { + if (features[18] < 0.5) { + return 3; + } else { + return 2; + } + } + } else { + if (features[27] < 10.0) { + if (features[3] < 15.0) { + return 2; + } else { + return 7; + } + } else { + if (features[18] < 7.5) { + return 3; + } else { + return 8; + } + } + } + } + } else { + if (features[38] < 1.5) { + if (features[3] < 13.5) { + if (features[17] < 1.0) { + if (features[18] < 9.0) { + return 2; + } else { + return 5; + } + } else { + return 2; + } + } else { + return 2; + } + } else { + return 7; + } + } + } + } + } else { + if (features[9] < 0.5) { + if (features[42] < 14.5) { + if (features[43] < 1.5) { + if (features[2] < 6.5) { + if (features[2] < 0.5) { + if (features[35] < 7.5) { + return 1; + } else { + if (features[41] < 1.5) { + return 9; + } else { + return 8; + } + } + } else { + if (features[36] < 15.5) { + if (features[27] < 14.0) { + return 9; + } else { + return 5; + } + } else { + return 8; + } + } + } else { + if (features[35] < 6.0) { + return 5; + } else { + if (features[60] < 14.5) { + return 9; + } else { + if (features[52] < 0.5) { + return 9; + } else { + return 5; + } + } + } + } + } else { + if (features[37] < 12.5) { + if (features[19] < 13.5) { + if (features[35] < 12.5) { + if (features[59] < 6.0) { + return 1; + } else { + return 5; + } + } else { + if (features[26] < 7.5) { + return 7; + } else { + return 8; + } + } + } else { + if (features[52] < 6.5) { + return 6; + } else { + if (features[11] < 12.0) { + return 1; + } else { + return 1; + } + } + } + } else { + if (features[44] < 7.0) { + if (features[5] < 5.0) { + return 6; + } else { + return 8; + } + } else { + if (features[3] < 11.5) { + if (features[38] < 2.0) { + return 1; + } else { + return 4; + } + } else { + return 7; + } + } + } + } + } else { + if (features[49] < 1.5) { + if (features[12] < 15.0) { + if (features[43] < 15.5) { + if (features[22] < 2.5) { + return 6; + } else { + return 8; + } + } else { + if (features[35] < 14.0) { + return 4; + } else { + return 6; + } + } + } else { + if (features[44] < 14.0) { + return 1; + } else { + if (features[17] < 1.0) { + return 4; + } else { + return 1; + } + } + } + } else { + if (features[6] < 0.5) { + if (features[37] < 6.0) { + return 1; + } else { + return 4; + } + } else { + return 8; + } + } + } + } else { + if (features[25] < 4.5) { + if (features[21] < 4.5) { + if (features[5] < 0.5) { + if (features[17] < 4.5) { + if (features[43] < 8.0) { + return 9; + } else { + return 1; + } + } else { + return 2; + } + } else { + if (features[5] < 15.0) { + if (features[44] < 10.5) { + return 5; + } else { + return 1; + } + } else { + return 5; + } + } + } else { + if (features[62] < 7.5) { + if (features[6] < 3.0) { + if (features[42] < 1.0) { + if (features[36] < 14.0) { + return 9; + } else { + return 8; + } + } else { + if (features[43] < 15.5) { + return 8; + } else { + return 7; + } + } + } else { + return 9; + } + } else { + return 9; + } + } + } else { + if (features[61] < 10.0) { + if (features[21] < 11.5) { + if (features[43] < 13.0) { + return 5; + } else { + return 8; + } + } else { + if (features[2] < 8.5) { + return 7; + } else { + return 4; + } + } + } else { + if (features[12] < 13.0) { + if (features[34] < 1.0) { + return 3; + } else { + if (features[11] < 8.5) { + return 9; + } else { + if (features[50] < 6.5) { + return 5; + } else { + return 6; + } + } + } + } else { + return 2; + } + } + } + } + } + } else { + if (features[60] < 2.5) { + if (features[17] < 6.5) { + if (features[35] < 5.5) { + if (features[44] < 7.0) { + return 5; + } else { + return 7; + } + } else { + if (features[26] < 13.5) { + return 7; + } else { + return 4; + } + } + } else { + if (features[3] < 15.0) { + return 9; + } else { + return 7; + } + } + } else { + if (features[33] < 1.5) { + if (features[42] < 4.5) { + if (features[36] < 15.5) { + if (features[44] < 11.5) { + if (features[25] < 7.5) { + if (features[26] < 0.5) { + if (features[20] < 13.0) { + return 3; + } else { + return 9; + } + } else { + if (features[28] < 8.5) { + return 9; + } else { + return 9; + } + } + } else { + if (features[5] < 7.0) { + return 5; + } else { + return 9; + } + } + } else { + if (features[62] < 2.5) { + if (features[38] < 3.5) { + return 9; + } else { + return 7; + } + } else { + if (features[22] < 2.0) { + return 8; + } else { + return 1; + } + } + } + } else { + if (features[26] < 5.0) { + return 7; + } else { + if (features[44] < 10.5) { + return 9; + } else { + if (features[30] < 3.5) { + return 8; + } else { + return 1; + } + } + } + } + } else { + if (features[38] < 2.5) { + if (features[26] < 1.5) { + if (features[21] < 15.0) { + return 8; + } else { + return 2; + } + } else { + return 8; + } + } else { + if (features[60] < 9.0) { + return 7; + } else { + if (features[43] < 6.5) { + if (features[18] < 12.5) { + return 3; + } else { + return 9; + } + } else { + return 6; + } + } + } + } + } else { + if (features[19] < 2.5) { + if (features[10] < 10.0) { + return 7; + } else { + if (features[18] < 8.0) { + return 9; + } else { + if (features[51] < 9.5) { + return 5; + } else { + return 4; + } + } + } + } else { + if (features[54] < 0.5) { + if (features[53] < 8.0) { + if (features[25] < 1.5) { + if (features[37] < 9.5) { + return 8; + } else { + return 7; + } + } else { + return 4; + } + } else { + if (features[53] < 9.5) { + return 9; + } else { + return 5; + } + } + } else { + if (features[13] < 15.5) { + if (features[62] < 7.0) { + if (features[60] < 14.5) { + return 2; + } else { + if (features[22] < 1.0) { + return 6; + } else { + return 0; + } + } + } else { + return 3; + } + } else { + return 1; + } + } + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_7(const float *features, int32_t features_length) { + if (features[38] < 0.5) { + if (features[54] < 1.5) { + if (features[21] < 0.5) { + if (features[17] < 0.5) { + if (features[42] < 5.0) { + if (features[5] < 2.0) { + return 1; + } else { + return 5; + } + } else { + if (features[4] < 15.5) { + if (features[27] < 15.0) { + return 6; + } else { + return 1; + } + } else { + return 6; + } + } + } else { + if (features[20] < 4.5) { + if (features[34] < 15.5) { + return 5; + } else { + if (features[12] < 9.5) { + return 5; + } else { + return 6; + } + } + } else { + if (features[52] < 11.0) { + if (features[61] < 7.0) { + return 1; + } else { + if (features[17] < 10.0) { + return 2; + } else { + return 8; + } + } + } else { + return 5; + } + } + } + } else { + if (features[60] < 0.5) { + return 7; + } else { + if (features[50] < 8.5) { + if (features[59] < 14.5) { + if (features[12] < 14.0) { + if (features[61] < 1.0) { + if (features[13] < 3.5) { + return 4; + } else { + if (features[35] < 3.5) { + return 7; + } else { + return 3; + } + } + } else { + if (features[29] < 14.5) { + if (features[50] < 3.5) { + return 4; + } else { + return 8; + } + } else { + if (features[33] < 3.0) { + return 9; + } else { + return 1; + } + } + } + } else { + if (features[28] < 7.0) { + if (features[3] < 6.0) { + return 5; + } else { + if (features[51] < 13.5) { + return 8; + } else { + return 9; + } + } + } else { + if (features[22] < 7.5) { + return 1; + } else { + return 2; + } + } + } + } else { + if (features[53] < 1.0) { + if (features[19] < 12.5) { + if (features[18] < 14.5) { + if (features[44] < 15.0) { + return 8; + } else { + return 7; + } + } else { + return 4; + } + } else { + return 1; + } + } else { + if (features[26] < 6.5) { + if (features[13] < 12.5) { + if (features[36] < 13.0) { + return 9; + } else { + return 1; + } + } else { + return 3; + } + } else { + if (features[17] < 5.5) { + if (features[53] < 10.5) { + return 9; + } else { + return 8; + } + } else { + return 5; + } + } + } + } + } else { + if (features[62] < 2.5) { + if (features[19] < 15.5) { + if (features[49] < 7.5) { + if (features[18] < 2.5) { + if (features[50] < 13.5) { + return 3; + } else { + return 8; + } + } else { + if (features[25] < 4.5) { + return 8; + } else { + return 6; + } + } + } else { + if (features[18] < 13.5) { + return 2; + } else { + if (features[52] < 14.5) { + return 9; + } else { + return 4; + } + } + } + } else { + if (features[2] < 13.5) { + if (features[29] < 14.5) { + if (features[1] < 1.5) { + return 1; + } else { + return 8; + } + } else { + if (features[25] < 0.5) { + return 8; + } else { + return 5; + } + } + } else { + if (features[57] < 1.0) { + return 5; + } else { + return 8; + } + } + } + } else { + if (features[17] < 3.0) { + if (features[27] < 7.0) { + return 2; + } else { + return 1; + } + } else { + return 1; + } + } + } + } + } + } else { + if (features[19] < 14.5) { + if (features[14] < 1.5) { + if (features[46] < 0.5) { + if (features[26] < 14.5) { + if (features[10] < 2.5) { + if (features[52] < 6.5) { + return 8; + } else { + return 1; + } + } else { + if (features[2] < 0.5) { + if (features[59] < 4.0) { + return 2; + } else { + return 8; + } + } else { + return 2; + } + } + } else { + return 6; + } + } else { + if (features[9] < 4.5) { + if (features[42] < 13.5) { + if (features[12] < 10.5) { + if (features[27] < 4.5) { + return 3; + } else { + if (features[14] < 0.5) { + return 2; + } else { + return 5; + } + } + } else { + if (features[49] < 4.0) { + if (features[5] < 4.5) { + return 8; + } else { + return 2; + } + } else { + return 3; + } + } + } else { + if (features[22] < 1.5) { + return 6; + } else { + return 8; + } + } + } else { + if (features[52] < 7.0) { + if (features[3] < 14.5) { + return 8; + } else { + return 3; + } + } else { + return 2; + } + } + } + } else { + if (features[26] < 2.0) { + if (features[62] < 4.0) { + return 3; + } else { + return 2; + } + } else { + if (features[60] < 12.5) { + if (features[20] < 10.5) { + return 8; + } else { + return 1; + } + } else { + return 8; + } + } + } + } else { + if (features[34] < 13.5) { + if (features[9] < 1.0) { + if (features[61] < 13.5) { + if (features[41] < 0.5) { + return 1; + } else { + return 8; + } + } else { + if (features[41] < 1.5) { + return 1; + } else { + return 8; + } + } + } else { + if (features[37] < 1.0) { + return 2; + } else { + if (features[5] < 6.0) { + if (features[62] < 0.5) { + return 9; + } else { + return 8; + } + } else { + return 3; + } + } + } + } else { + if (features[43] < 10.5) { + if (features[12] < 12.5) { + return 1; + } else { + return 8; + } + } else { + return 6; + } + } + } + } + } else { + if (features[33] < 3.5) { + if (features[60] < 8.5) { + if (features[19] < 9.5) { + if (features[12] < 6.0) { + if (features[36] < 11.0) { + if (features[13] < 10.0) { + return 5; + } else { + return 9; + } + } else { + return 7; + } + } else { + if (features[46] < 6.5) { + if (features[27] < 15.5) { + if (features[2] < 1.5) { + if (features[20] < 8.0) { + return 7; + } else { + return 4; + } + } else { + return 7; + } + } else { + if (features[51] < 8.0) { + return 9; + } else { + return 7; + } + } + } else { + return 3; + } + } + } else { + if (features[4] < 7.5) { + if (features[43] < 8.0) { + return 1; + } else { + return 7; + } + } else { + return 9; + } + } + } else { + if (features[29] < 11.5) { + if (features[26] < 9.5) { + if (features[30] < 1.5) { + if (features[10] < 3.5) { + if (features[13] < 1.5) { + return 6; + } else { + return 4; + } + } else { + if (features[18] < 15.5) { + if (features[59] < 9.5) { + if (features[9] < 2.0) { + return 1; + } else { + return 3; + } + } else { + if (features[62] < 9.0) { + return 3; + } else { + return 3; + } + } + } else { + return 8; + } + } + } else { + if (features[21] < 12.5) { + if (features[37] < 13.0) { + return 4; + } else { + return 7; + } + } else { + return 9; + } + } + } else { + if (features[10] < 8.5) { + if (features[50] < 2.0) { + return 5; + } else { + return 6; + } + } else { + if (features[28] < 1.5) { + if (features[35] < 3.0) { + return 0; + } else { + return 6; + } + } else { + if (features[25] < 1.5) { + if (features[43] < 7.5) { + if (features[30] < 4.0) { + return 3; + } else { + return 9; + } + } else { + return 8; + } + } else { + if (features[4] < 7.0) { + if (features[28] < 11.5) { + return 5; + } else { + return 9; + } + } else { + if (features[38] < 1.5) { + return 8; + } else { + return 5; + } + } + } + } + } + } + } else { + if (features[52] < 7.5) { + if (features[57] < 0.5) { + if (features[18] < 2.0) { + return 3; + } else { + if (features[54] < 3.5) { + if (features[33] < 1.5) { + if (features[10] < 15.5) { + return 9; + } else { + return 9; + } + } else { + if (features[53] < 10.5) { + return 9; + } else { + return 5; + } + } + } else { + if (features[51] < 11.5) { + return 9; + } else { + if (features[35] < 12.0) { + return 9; + } else { + return 8; + } + } + } + } + } else { + if (features[17] < 5.5) { + return 9; + } else { + return 5; + } + } + } else { + if (features[18] < 10.0) { + if (features[45] < 6.5) { + return 6; + } else { + if (features[50] < 0.5) { + if (features[35] < 10.5) { + return 1; + } else { + return 7; + } + } else { + if (features[45] < 13.5) { + return 2; + } else { + return 3; + } + } + } + } else { + if (features[58] < 4.5) { + if (features[14] < 8.5) { + if (features[4] < 14.0) { + if (features[45] < 14.5) { + return 0; + } else { + return 1; + } + } else { + return 3; + } + } else { + return 9; + } + } else { + if (features[5] < 11.5) { + return 9; + } else { + return 5; + } + } + } + } + } + } + } else { + if (features[61] < 0.5) { + if (features[2] < 1.5) { + if (features[18] < 4.0) { + return 7; + } else { + return 4; + } + } else { + if (features[50] < 9.5) { + if (features[19] < 1.0) { + return 7; + } else { + if (features[18] < 10.5) { + return 7; + } else { + if (features[59] < 13.0) { + return 5; + } else { + if (features[2] < 6.0) { + return 4; + } else { + return 5; + } + } + } + } + } else { + if (features[26] < 4.0) { + return 7; + } else { + return 0; + } + } + } + } else { + if (features[36] < 0.5) { + if (features[58] < 0.5) { + if (features[43] < 7.5) { + return 6; + } else { + return 4; + } + } else { + if (features[57] < 0.5) { + return 0; + } else { + return 5; + } + } + } else { + if (features[50] < 8.5) { + if (features[19] < 5.0) { + if (features[2] < 1.5) { + return 7; + } else { + return 5; + } + } else { + if (features[21] < 15.5) { + return 4; + } else { + if (features[53] < 12.0) { + return 4; + } else { + return 1; + } + } + } + } else { + if (features[18] < 9.5) { + if (features[28] < 7.5) { + return 4; + } else { + return 3; + } + } else { + if (features[34] < 11.5) { + if (features[38] < 4.5) { + return 6; + } else { + return 5; + } + } else { + return 6; + } + } + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_8(const float *features, int32_t features_length) { + if (features[58] < 4.5) { + if (features[42] < 8.5) { + if (features[30] < 0.5) { + if (features[10] < 8.5) { + if (features[41] < 1.0) { + if (features[19] < 6.5) { + return 7; + } else { + if (features[46] < 0.5) { + return 1; + } else { + if (features[62] < 0.5) { + if (features[42] < 3.0) { + return 8; + } else { + return 4; + } + } else { + if (features[43] < 8.0) { + return 1; + } else { + return 6; + } + } + } + } + } else { + if (features[10] < 1.0) { + return 4; + } else { + return 2; + } + } + } else { + if (features[4] < 15.5) { + if (features[45] < 7.0) { + if (features[19] < 3.0) { + return 2; + } else { + if (features[16] < 1.0) { + if (features[36] < 15.0) { + return 7; + } else { + return 9; + } + } else { + return 1; + } + } + } else { + if (features[62] < 4.0) { + if (features[11] < 7.5) { + if (features[42] < 5.0) { + return 9; + } else { + return 3; + } + } else { + if (features[27] < 4.0) { + return 7; + } else { + return 8; + } + } + } else { + return 3; + } + } + } else { + if (features[34] < 6.5) { + if (features[14] < 6.5) { + if (features[21] < 11.0) { + if (features[45] < 7.0) { + return 2; + } else { + return 3; + } + } else { + if (features[5] < 12.0) { + return 2; + } else { + return 8; + } + } + } else { + return 7; + } + } else { + if (features[2] < 4.5) { + if (features[12] < 12.5) { + return 5; + } else { + if (features[58] < 1.0) { + return 4; + } else { + return 5; + } + } + } else { + return 7; + } + } + } + } + } else { + if (features[59] < 13.5) { + if (features[36] < 7.5) { + if (features[53] < 15.0) { + return 9; + } else { + if (features[59] < 6.0) { + return 1; + } else { + return 9; + } + } + } else { + if (features[59] < 1.0) { + if (features[11] < 5.5) { + return 1; + } else { + if (features[13] < 15.5) { + if (features[45] < 13.5) { + return 9; + } else { + return 4; + } + } else { + return 1; + } + } + } else { + if (features[33] < 1.0) { + if (features[18] < 12.5) { + if (features[25] < 1.0) { + if (features[2] < 2.5) { + return 7; + } else { + return 2; + } + } else { + if (features[34] < 1.0) { + return 3; + } else { + return 9; + } + } + } else { + return 8; + } + } else { + if (features[26] < 13.0) { + if (features[51] < 6.5) { + if (features[27] < 8.0) { + return 7; + } else { + return 1; + } + } else { + return 9; + } + } else { + if (features[58] < 1.0) { + return 4; + } else { + return 5; + } + } + } + } + } + } else { + if (features[26] < 12.0) { + if (features[60] < 11.0) { + return 7; + } else { + if (features[44] < 4.5) { + return 9; + } else { + return 8; + } + } + } else { + if (features[3] < 12.0) { + if (features[5] < 12.0) { + return 7; + } else { + return 9; + } + } else { + return 4; + } + } + } + } + } else { + if (features[62] < 0.5) { + if (features[36] < 0.5) { + if (features[18] < 10.0) { + if (features[61] < 0.5) { + return 0; + } else { + return 4; + } + } else { + if (features[10] < 7.5) { + if (features[5] < 0.5) { + if (features[43] < 5.0) { + return 0; + } else { + return 6; + } + } else { + return 0; + } + } else { + return 0; + } + } + } else { + if (features[35] < 11.5) { + if (features[43] < 6.0) { + if (features[60] < 13.5) { + return 8; + } else { + if (features[25] < 2.0) { + return 3; + } else { + if (features[50] < 12.5) { + return 6; + } else { + return 0; + } + } + } + } else { + if (features[26] < 4.5) { + return 7; + } else { + if (features[50] < 8.5) { + return 4; + } else { + if (features[27] < 6.5) { + return 4; + } else { + if (features[53] < 8.0) { + return 0; + } else { + return 4; + } + } + } + } + } + } else { + if (features[30] < 0.5) { + if (features[21] < 1.0) { + if (features[51] < 10.0) { + if (features[5] < 2.5) { + return 6; + } else { + return 4; + } + } else { + if (features[61] < 2.0) { + return 1; + } else { + return 6; + } + } + } else { + if (features[51] < 15.5) { + if (features[3] < 5.0) { + return 1; + } else { + if (features[37] < 10.0) { + return 8; + } else { + return 7; + } + } + } else { + if (features[17] < 2.0) { + if (features[27] < 9.5) { + return 4; + } else { + return 1; + } + } else { + return 8; + } + } + } + } else { + if (features[14] < 1.5) { + if (features[13] < 1.5) { + return 4; + } else { + if (features[4] < 13.5) { + if (features[10] < 10.0) { + return 8; + } else { + return 6; + } + } else { + if (features[44] < 6.0) { + return 5; + } else { + return 7; + } + } + } + } else { + if (features[5] < 11.5) { + if (features[38] < 4.0) { + return 8; + } else { + return 4; + } + } else { + return 7; + } + } + } + } + } + } else { + if (features[49] < 2.5) { + if (features[5] < 2.5) { + if (features[29] < 5.5) { + return 6; + } else { + if (features[30] < 2.5) { + return 6; + } else { + return 0; + } + } + } else { + if (features[21] < 1.0) { + return 6; + } else { + if (features[22] < 0.5) { + if (features[29] < 3.5) { + if (features[34] < 10.0) { + return 8; + } else { + return 1; + } + } else { + if (features[28] < 10.5) { + if (features[26] < 8.0) { + return 2; + } else { + return 0; + } + } else { + return 1; + } + } + } else { + if (features[43] < 14.0) { + return 8; + } else { + return 2; + } + } + } + } + } else { + if (features[35] < 14.5) { + if (features[26] < 7.0) { + return 2; + } else { + return 6; + } + } else { + return 1; + } + } + } + } + } else { + if (features[42] < 1.5) { + if (features[21] < 0.5) { + if (features[5] < 0.5) { + if (features[19] < 12.0) { + if (features[46] < 5.5) { + return 2; + } else { + return 3; + } + } else { + return 1; + } + } else { + if (features[10] < 9.5) { + if (features[2] < 11.0) { + return 5; + } else { + return 3; + } + } else { + if (features[58] < 6.5) { + if (features[36] < 9.5) { + return 5; + } else { + return 3; + } + } else { + return 5; + } + } + } + } else { + if (features[61] < 0.5) { + if (features[52] < 7.0) { + if (features[26] < 9.5) { + return 7; + } else { + if (features[2] < 9.0) { + if (features[29] < 9.0) { + return 4; + } else { + return 7; + } + } else { + return 4; + } + } + } else { + if (features[10] < 14.5) { + if (features[11] < 11.5) { + return 3; + } else { + return 9; + } + } else { + if (features[37] < 0.5) { + return 9; + } else { + return 5; + } + } + } + } else { + if (features[62] < 8.5) { + if (features[13] < 15.5) { + if (features[18] < 5.5) { + if (features[13] < 1.5) { + return 2; + } else { + if (features[11] < 3.0) { + return 9; + } else { + return 3; + } + } + } else { + if (features[43] < 6.5) { + if (features[61] < 5.5) { + if (features[59] < 13.5) { + return 9; + } else { + return 5; + } + } else { + if (features[19] < 15.0) { + return 9; + } else { + return 5; + } + } + } else { + if (features[4] < 5.5) { + return 8; + } else { + return 2; + } + } + } + } else { + if (features[29] < 13.5) { + if (features[38] < 6.5) { + if (features[45] < 4.5) { + if (features[18] < 4.5) { + return 3; + } else { + return 2; + } + } else { + return 3; + } + } else { + if (features[50] < 7.5) { + return 3; + } else { + return 9; + } + } + } else { + if (features[46] < 8.5) { + return 9; + } else { + return 3; + } + } + } + } else { + if (features[53] < 3.5) { + if (features[54] < 8.0) { + return 2; + } else { + return 9; + } + } else { + if (features[3] < 14.5) { + if (features[43] < 2.0) { + return 9; + } else { + return 2; + } + } else { + return 2; + } + } + } + } + } + } else { + if (features[50] < 9.5) { + if (features[53] < 3.5) { + if (features[19] < 12.5) { + if (features[14] < 3.5) { + if (features[2] < 13.5) { + if (features[22] < 4.5) { + if (features[28] < 12.5) { + if (features[21] < 13.0) { + return 8; + } else { + return 7; + } + } else { + return 7; + } + } else { + return 4; + } + } else { + return 5; + } + } else { + return 7; + } + } else { + return 1; + } + } else { + if (features[45] < 10.5) { + if (features[52] < 15.5) { + return 2; + } else { + return 3; + } + } else { + if (features[58] < 8.0) { + return 1; + } else { + return 5; + } + } + } + } else { + if (features[36] < 0.5) { + if (features[21] < 1.0) { + if (features[53] < 6.0) { + return 5; + } else { + return 2; + } + } else { + if (features[43] < 8.5) { + return 0; + } else { + if (features[13] < 15.5) { + return 2; + } else { + return 8; + } + } + } + } else { + if (features[43] < 11.5) { + if (features[35] < 11.0) { + if (features[21] < 11.5) { + if (features[37] < 12.0) { + if (features[1] < 0.5) { + if (features[42] < 9.0) { + return 2; + } else { + return 6; + } + } else { + return 5; + } + } else { + return 3; + } + } else { + if (features[18] < 6.5) { + return 3; + } else { + return 9; + } + } + } else { + if (features[1] < 1.5) { + if (features[29] < 15.5) { + if (features[46] < 7.5) { + if (features[57] < 1.5) { + return 8; + } else { + return 3; + } + } else { + return 6; + } + } else { + return 9; + } + } else { + if (features[53] < 7.5) { + if (features[12] < 6.0) { + return 8; + } else { + return 7; + } + } else { + return 2; + } + } + } + } else { + if (features[34] < 10.0) { + if (features[62] < 0.5) { + if (features[29] < 3.5) { + if (features[27] < 12.5) { + return 2; + } else { + if (features[35] < 15.5) { + return 5; + } else { + return 7; + } + } + } else { + if (features[45] < 3.0) { + return 8; + } else { + if (features[51] < 13.0) { + return 8; + } else { + return 1; + } + } + } + } else { + return 2; + } + } else { + if (features[25] < 1.5) { + if (features[29] < 8.5) { + if (features[50] < 14.0) { + return 1; + } else { + return 7; + } + } else { + return 7; + } + } else { + if (features[42] < 14.5) { + if (features[5] < 2.0) { + return 7; + } else { + return 8; + } + } else { + if (features[19] < 12.5) { + return 6; + } else { + return 1; + } + } + } + } + } + } + } + } + } + } + + +static inline int32_t model_predict_tree_9(const float *features, int32_t features_length) { + if (features[26] < 5.5) { + if (features[60] < 6.5) { + if (features[52] < 14.5) { + if (features[29] < 0.5) { + if (features[17] < 6.0) { + if (features[44] < 7.5) { + return 8; + } else { + if (features[9] < 2.5) { + return 7; + } else { + return 3; + } + } + } else { + return 5; + } + } else { + if (features[21] < 2.0) { + if (features[42] < 7.5) { + return 8; + } else { + return 7; + } + } else { + if (features[19] < 10.0) { + if (features[11] < 1.0) { + return 1; + } else { + return 7; + } + } else { + return 8; + } + } + } + } else { + if (features[38] < 5.0) { + if (features[4] < 14.5) { + if (features[6] < 3.5) { + return 8; + } else { + return 3; + } + } else { + return 3; + } + } else { + return 9; + } + } + } else { + if (features[38] < 0.5) { + if (features[9] < 1.5) { + if (features[51] < 13.5) { + if (features[58] < 3.5) { + if (features[3] < 12.5) { + if (features[12] < 13.5) { + if (features[3] < 2.0) { + return 2; + } else { + return 8; + } + } else { + if (features[58] < 0.5) { + return 1; + } else { + return 8; + } + } + } else { + return 1; + } + } else { + if (features[19] < 7.5) { + if (features[13] < 4.5) { + return 8; + } else { + return 3; + } + } else { + if (features[55] < 1.5) { + if (features[37] < 11.0) { + return 8; + } else { + if (features[2] < 9.0) { + return 9; + } else { + return 5; + } + } + } else { + if (features[37] < 8.0) { + return 1; + } else { + return 2; + } + } + } + } + } else { + if (features[35] < 9.5) { + return 2; + } else { + if (features[49] < 1.5) { + if (features[36] < 10.0) { + return 2; + } else { + return 1; + } + } else { + if (features[26] < 2.0) { + return 2; + } else { + if (features[2] < 6.0) { + return 1; + } else { + return 8; + } + } + } + } + } + } else { + if (features[20] < 3.5) { + if (features[13] < 5.0) { + return 9; + } else { + if (features[11] < 11.0) { + return 8; + } else { + return 5; + } + } + } else { + if (features[45] < 7.5) { + if (features[4] < 0.5) { + return 8; + } else { + if (features[30] < 1.5) { + if (features[26] < 3.5) { + return 2; + } else { + if (features[10] < 15.5) { + return 2; + } else { + return 2; + } + } + } else { + return 8; + } + } + } else { + if (features[60] < 12.5) { + if (features[46] < 1.5) { + return 3; + } else { + return 2; + } + } else { + if (features[34] < 0.5) { + return 3; + } else { + if (features[10] < 14.0) { + return 3; + } else { + return 8; + } + } + } + } + } + } + } else { + if (features[46] < 3.5) { + if (features[52] < 15.5) { + if (features[19] < 8.5) { + return 7; + } else { + if (features[10] < 8.0) { + return 4; + } else { + if (features[21] < 13.0) { + return 8; + } else { + return 9; + } + } + } + } else { + return 2; + } + } else { + if (features[19] < 8.5) { + if (features[37] < 10.5) { + return 9; + } else { + if (features[58] < 2.5) { + if (features[46] < 5.5) { + return 8; + } else { + if (features[17] < 1.5) { + return 9; + } else { + if (features[17] < 4.0) { + return 6; + } else { + return 3; + } + } + } + } else { + if (features[20] < 11.5) { + if (features[52] < 0.5) { + return 9; + } else { + return 3; + } + } else { + return 3; + } + } + } + } else { + if (features[10] < 15.5) { + return 9; + } else { + if (features[30] < 4.0) { + return 3; + } else { + return 9; + } + } + } + } + } + } + } else { + if (features[42] < 3.5) { + if (features[20] < 0.5) { + if (features[21] < 1.0) { + if (features[2] < 2.0) { + return 4; + } else { + return 5; + } + } else { + if (features[60] < 14.5) { + if (features[5] < 5.0) { + if (features[43] < 4.0) { + return 9; + } else { + return 4; + } + } else { + if (features[38] < 7.5) { + if (features[25] < 3.5) { + return 7; + } else { + return 9; + } + } else { + return 5; + } + } + } else { + return 8; + } + } + } else { + if (features[21] < 8.5) { + if (features[60] < 13.5) { + if (features[52] < 2.5) { + if (features[58] < 6.0) { + return 8; + } else { + return 7; + } + } else { + if (features[25] < 0.5) { + if (features[13] < 12.0) { + if (features[27] < 15.0) { + return 5; + } else { + if (features[17] < 2.5) { + return 1; + } else { + return 5; + } + } + } else { + return 3; + } + } else { + if (features[25] < 13.5) { + if (features[59] < 12.5) { + return 4; + } else { + return 5; + } + } else { + return 4; + } + } + } + } else { + if (features[34] < 14.0) { + if (features[44] < 11.5) { + if (features[35] < 1.0) { + return 5; + } else { + if (features[46] < 0.5) { + return 2; + } else { + if (features[29] < 5.0) { + return 3; + } else { + return 9; + } + } + } + } else { + if (features[53] < 14.5) { + return 1; + } else { + if (features[11] < 10.0) { + return 8; + } else { + return 1; + } + } + } + } else { + if (features[11] < 6.5) { + return 5; + } else { + return 4; + } + } + } + } else { + if (features[17] < 1.5) { + if (features[3] < 5.5) { + if (features[20] < 12.5) { + return 9; + } else { + return 1; + } + } else { + if (features[43] < 2.5) { + return 9; + } else { + if (features[18] < 6.5) { + if (features[60] < 9.5) { + return 7; + } else { + return 3; + } + } else { + if (features[12] < 11.5) { + return 4; + } else { + if (features[42] < 0.5) { + return 1; + } else { + return 8; + } + } + } + } + } + } else { + if (features[51] < 11.5) { + if (features[59] < 2.0) { + if (features[27] < 15.5) { + return 1; + } else { + return 9; + } + } else { + if (features[42] < 1.5) { + return 9; + } else { + return 8; + } + } + } else { + if (features[11] < 14.5) { + return 4; + } else { + if (features[53] < 8.0) { + return 7; + } else { + return 8; + } + } + } + } + } + } + } else { + if (features[13] < 4.5) { + if (features[3] < 4.5) { + if (features[28] < 0.5) { + if (features[44] < 9.5) { + if (features[44] < 7.5) { + return 4; + } else { + return 6; + } + } else { + if (features[41] < 0.5) { + if (features[5] < 1.5) { + return 6; + } else { + return 4; + } + } else { + return 4; + } + } + } else { + return 4; + } + } else { + if (features[54] < 1.5) { + if (features[51] < 15.5) { + if (features[25] < 0.5) { + if (features[2] < 0.5) { + if (features[50] < 7.0) { + return 6; + } else { + return 4; + } + } else { + if (features[33] < 3.5) { + return 8; + } else { + return 7; + } + } + } else { + if (features[2] < 2.5) { + if (features[33] < 4.0) { + return 6; + } else { + return 4; + } + } else { + if (features[27] < 8.5) { + if (features[37] < 7.0) { + return 6; + } else { + return 0; + } + } else { + return 7; + } + } + } + } else { + if (features[37] < 6.5) { + return 1; + } else { + if (features[17] < 0.5) { + return 6; + } else { + return 4; + } + } + } + } else { + if (features[10] < 15.5) { + if (features[4] < 7.5) { + if (features[17] < 4.5) { + if (features[55] < 8.0) { + if (features[12] < 10.0) { + return 6; + } else { + return 0; + } + } else { + return 1; + } + } else { + return 0; + } + } else { + return 6; + } + } else { + if (features[36] < 7.5) { + return 2; + } else { + if (features[35] < 13.5) { + return 3; + } else { + return 8; + } + } + } + } + } + } else { + if (features[44] < 5.5) { + if (features[52] < 2.5) { + if (features[3] < 15.0) { + if (features[25] < 6.0) { + if (features[4] < 15.5) { + return 8; + } else { + if (features[46] < 6.0) { + return 8; + } else { + return 9; + } + } + } else { + return 0; + } + } else { + if (features[36] < 3.5) { + return 5; + } else { + return 7; + } + } + } else { + if (features[6] < 1.5) { + if (features[33] < 0.5) { + if (features[27] < 7.5) { + if (features[42] < 9.5) { + return 9; + } else { + return 0; + } + } else { + if (features[17] < 7.0) { + return 8; + } else { + if (features[3] < 11.0) { + return 9; + } else { + return 8; + } + } + } + } else { + if (features[36] < 8.0) { + return 0; + } else { + return 6; + } + } + } else { + if (features[19] < 11.0) { + if (features[21] < 11.5) { + return 5; + } else { + return 8; + } + } else { + return 1; + } + } + } + } else { + if (features[60] < 8.5) { + if (features[12] < 5.0) { + return 4; + } else { + if (features[38] < 0.5) { + if (features[2] < 10.5) { + if (features[22] < 4.0) { + return 1; + } else { + return 0; + } + } else { + return 5; + } + } else { + if (features[61] < 4.0) { + return 7; + } else { + if (features[35] < 11.0) { + return 1; + } else { + return 4; + } + } + } + } + } else { + if (features[12] < 12.5) { + if (features[46] < 3.5) { + if (features[35] < 10.0) { + return 6; + } else { + return 8; + } + } else { + return 0; + } + } else { + if (features[28] < 2.0) { + return 0; + } else { + if (features[11] < 15.5) { + if (features[53] < 5.5) { + return 4; + } else { + if (features[33] < 2.0) { + return 8; + } else { + return 1; + } + } + } else { + if (features[52] < 14.0) { + if (features[42] < 10.5) { + return 8; + } else { + return 1; + } + } else { + return 1; + } + } + } + } + } + } + } + } + } + } + + +int32_t model_predict(const float *features, int32_t features_length) { + + int32_t votes[10] = {0,}; + int32_t _class = -1; + + _class = model_predict_tree_0(features, features_length); votes[_class] += 1; + _class = model_predict_tree_1(features, features_length); votes[_class] += 1; + _class = model_predict_tree_2(features, features_length); votes[_class] += 1; + _class = model_predict_tree_3(features, features_length); votes[_class] += 1; + _class = model_predict_tree_4(features, features_length); votes[_class] += 1; + _class = model_predict_tree_5(features, features_length); votes[_class] += 1; + _class = model_predict_tree_6(features, features_length); votes[_class] += 1; + _class = model_predict_tree_7(features, features_length); votes[_class] += 1; + _class = model_predict_tree_8(features, features_length); votes[_class] += 1; + _class = model_predict_tree_9(features, features_length); votes[_class] += 1; + + int32_t most_voted_class = -1; + int32_t most_voted_votes = 0; + for (int32_t i=0; i<10; i++) { + + if (votes[i] > most_voted_votes) { + most_voted_class = i; + most_voted_votes = votes[i]; + } + } + return most_voted_class; + } +#ifdef __cplusplus +} +#endif +#endif /* MODEL_H */