mirror of
https://github.com/RIOT-OS/RIOT.git
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2c89b7acd3
The Makefile rule to regenerate model.h has been left in place, but just adding the header to the test allows to build the application without heaving emlearn installed, which is convenient for the CI. Actual users of emlearn will like still want to generate the header.
7795 lines
331 KiB
C
7795 lines
331 KiB
C
#ifndef MODEL_H
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#define MODEL_H
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#ifdef __cplusplus
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extern "C" {
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#endif
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// !!! This file is generated using emlearn !!!
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#include <eml_trees.h>
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EmlTreesNode model_nodes[1546] = {
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{ 21, 0.5, 1, 47 },
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{ 58, 5.5, 2, 31 },
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{ 52, 10.5, 3, 19 },
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{ 50, 2.0, 4, 11 },
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{ 35, 12.5, 5, 8 },
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{ 62, 8.0, 6, 7 },
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{ -1, 5, -1, -1 },
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{ -1, 2, -1, -1 },
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{ 29, 5.0, 9, 10 },
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{ -1, 1, -1, -1 },
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{ -1, 4, -1, -1 },
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{ 46, 1.0, 12, 18 },
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{ 16, 0.5, 13, 17 },
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{ 28, 6.5, 14, 9 },
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{ 50, 12.5, 15, 16 },
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{ -1, 6, -1, -1 },
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{ -1, 0, -1, -1 },
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{ -1, 8, -1, -1 },
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{ 9, 2.5, 15, 17 },
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{ 38, 0.5, 20, 26 },
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{ 46, 1.5, 21, 15 },
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{ 27, 15.0, 22, 25 },
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{ 59, 13.0, 23, 6 },
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{ 19, 11.5, 24, 10 },
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{ 34, 8.0, 7, 15 },
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{ 3, 10.5, 6, 9 },
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{ 54, 0.5, 27, 30 },
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{ 6, 5.5, 10, 28 },
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{ 42, 8.0, 29, 6 },
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{ -1, 7, -1, -1 },
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{ 61, 3.5, 6, 15 },
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{ 4, 7.5, 32, 39 },
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{ 9, 1.5, 33, 37 },
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{ 28, 2.5, 15, 34 },
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{ 62, 7.0, 35, 9 },
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{ 58, 8.5, 6, 36 },
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{ 51, 15.5, 29, 7 },
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{ 10, 12.5, 38, 7 },
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{ -1, 3, -1, -1 },
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{ 18, 7.0, 40, 41 },
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{ 54, 1.5, 29, 38 },
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{ 42, 4.5, 42, 44 },
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{ 38, 3.5, 6, 43 },
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{ 13, 0.5, 38, 6 },
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{ 6, 1.0, 45, 6 },
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{ 28, 14.0, 46, 38 },
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{ 53, 2.5, 9, 7 },
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{ 36, 0.5, 48, 60 },
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{ 50, 8.5, 49, 55 },
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{ 42, 9.5, 50, 53 },
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{ 5, 12.5, 51, 52 },
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{ -1, 9, -1, -1 },
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{ 21, 12.5, 6, 51 },
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{ 25, 0.5, 10, 54 },
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{ 20, 7.0, 16, 15 },
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{ 33, 0.5, 56, 58 },
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{ 53, 3.5, 17, 57 },
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{ 43, 7.0, 51, 7 },
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{ 1, 2.5, 59, 6 },
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{ 45, 1.5, 17, 16 },
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{ 30, 1.5, 61, 123 },
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{ 51, 13.5, 62, 102 },
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{ 34, 1.5, 63, 81 },
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{ 54, 4.5, 64, 76 },
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{ 35, 8.5, 65, 72 },
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{ 19, 8.0, 66, 69 },
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{ 45, 9.0, 67, 68 },
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{ 30, 0.5, 51, 7 },
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{ 2, 2.5, 17, 38 },
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{ 10, 10.0, 70, 71 },
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{ 58, 1.0, 9, 51 },
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{ 44, 11.0, 6, 38 },
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{ 61, 12.5, 73, 7 },
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{ 29, 1.5, 74, 75 },
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{ 50, 3.0, 38, 17 },
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{ 38, 0.5, 17, 29 },
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{ 17, 14.0, 77, 7 },
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{ 26, 8.5, 78, 80 },
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{ 8, 1.5, 79, 7 },
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{ 43, 6.5, 38, 17 },
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{ 11, 12.5, 17, 38 },
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{ 59, 6.5, 82, 90 },
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{ 29, 7.5, 83, 87 },
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{ 41, 2.5, 84, 86 },
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{ 14, 5.0, 85, 51 },
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{ 43, 7.5, 17, 9 },
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{ 46, 0.5, 17, 10 },
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{ 52, 13.5, 88, 9 },
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{ 59, 1.5, 89, 17 },
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{ 34, 14.0, 9, 10 },
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{ 38, 0.5, 91, 97 },
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{ 9, 6.5, 92, 95 },
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{ 19, 2.0, 93, 94 },
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{ 43, 4.0, 51, 17 },
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{ 40, 2.0, 17, 10 },
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{ 49, 0.5, 38, 96 },
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{ 35, 14.5, 6, 7 },
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{ 43, 7.0, 98, 100 },
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{ 25, 0.5, 38, 99 },
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{ 50, 13.5, 51, 6 },
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{ 58, 0.5, 10, 101 },
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{ 9, 5.0, 29, 17 },
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{ 54, 0.5, 103, 116 },
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{ 60, 7.5, 104, 110 },
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{ 36, 14.5, 105, 108 },
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{ 5, 10.5, 106, 51 },
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{ 35, 12.5, 107, 9 },
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{ 59, 13.5, 10, 29 },
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{ 43, 15.5, 29, 109 },
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{ 12, 4.0, 10, 29 },
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{ 27, 11.0, 111, 113 },
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{ 27, 7.5, 112, 15 },
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{ 38, 3.0, 7, 10 },
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{ 18, 7.5, 9, 114 },
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{ 14, 8.0, 115, 17 },
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{ 4, 14.5, 9, 9 },
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{ 20, 1.5, 117, 118 },
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{ 27, 7.0, 15, 17 },
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{ 26, 9.5, 119, 121 },
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{ 2, 0.5, 120, 7 },
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{ 42, 9.5, 38, 7 },
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{ 50, 4.0, 122, 9 },
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{ 34, 2.5, 17, 7 },
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{ 13, 3.5, 124, 128 },
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{ 43, 0.5, 125, 126 },
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{ 33, 4.0, 51, 10 },
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{ 37, 5.0, 127, 10 },
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{ 29, 13.0, 17, 29 },
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{ 36, 8.5, 129, 138 },
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{ 35, 0.5, 130, 135 },
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{ 4, 7.5, 9, 131 },
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{ 36, 4.5, 132, 133 },
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{ 63, 4.0, 51, 7 },
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{ 61, 7.0, 29, 134 },
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{ 46, 2.0, 7, 9 },
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{ 21, 8.5, 6, 136 },
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{ 17, 0.5, 137, 51 },
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{ 10, 8.5, 51, 29 },
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{ 26, 10.5, 139, 148 },
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{ 19, 9.0, 140, 145 },
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{ 43, 2.5, 141, 143 },
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{ 5, 10.0, 51, 142 },
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{ 21, 14.5, 29, 38 },
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{ 38, 0.5, 144, 29 },
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{ 60, 5.5, 29, 17 },
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{ 26, 3.0, 17, 146 },
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{ 11, 8.0, 51, 147 },
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{ 22, 5.5, 9, 9 },
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{ 33, 1.5, 149, 153 },
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{ 36, 11.5, 29, 150 },
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{ 42, 2.5, 151, 152 },
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{ 35, 8.5, 9, 51 },
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{ 59, 8.5, 29, 17 },
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{ 13, 14.5, 154, 155 },
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{ 37, 6.5, 29, 10 },
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{ 27, 11.0, 10, 9 },
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{ 19, 12.5, 157, 272 },
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{ 33, 3.5, 158, 245 },
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{ 34, 1.5, 159, 194 },
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{ 18, 4.5, 160, 167 },
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{ 45, 6.5, 161, 164 },
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{ 50, 6.0, 162, 7 },
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{ 57, 0.5, 163, 38 },
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{ 58, 3.5, 9, 29 },
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{ 30, 0.5, 165, 166 },
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{ 55, 1.5, 38, 7 },
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{ 21, 13.0, 38, 7 },
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{ 45, 6.5, 168, 179 },
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{ 26, 5.5, 169, 174 },
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{ 36, 1.5, 51, 170 },
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{ 53, 1.0, 171, 172 },
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{ 5, 9.0, 17, 29 },
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{ 2, 4.5, 173, 7 },
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{ 13, 12.5, 7, 7 },
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{ 20, 1.5, 175, 176 },
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{ 14, 13.0, 6, 29 },
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{ 17, 6.5, 177, 7 },
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{ 9, 9.0, 178, 17 },
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{ 43, 7.0, 51, 7 },
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{ 29, 11.5, 180, 188 },
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{ 51, 14.0, 181, 186 },
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{ 35, 10.5, 182, 184 },
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{ 43, 6.0, 183, 17 },
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{ 36, 5.0, 6, 38 },
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{ 54, 2.0, 29, 185 },
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{ 2, 2.5, 17, 38 },
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{ 50, 6.5, 187, 7 },
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{ 28, 15.5, 17, 38 },
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{ 5, 15.0, 189, 29 },
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{ 58, 0.5, 190, 191 },
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{ 43, 4.5, 9, 17 },
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{ 51, 11.0, 192, 193 },
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{ 21, 7.0, 38, 51 },
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{ 17, 10.5, 7, 38 },
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{ 17, 3.5, 195, 225 },
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{ 19, 1.5, 196, 203 },
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{ 29, 0.5, 197, 199 },
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{ 12, 9.5, 15, 198 },
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{ 5, 4.5, 38, 7 },
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{ 54, 1.5, 200, 201 },
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{ 3, 4.0, 9, 29 },
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{ 29, 10.5, 202, 51 },
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{ 27, 9.0, 17, 38 },
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{ 38, 0.5, 204, 216 },
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{ 21, 9.0, 205, 210 },
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{ 44, 12.0, 206, 208 },
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{ 35, 13.0, 15, 207 },
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{ 36, 10.5, 7, 6 },
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{ 58, 6.5, 209, 38 },
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{ 34, 9.5, 29, 15 },
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{ 37, 4.0, 211, 214 },
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{ 51, 14.5, 212, 213 },
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{ 6, 9.0, 17, 38 },
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{ 5, 1.0, 10, 29 },
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{ 7, 7.0, 215, 10 },
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{ 4, 10.0, 51, 17 },
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{ 26, 10.5, 217, 219 },
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{ 14, 1.0, 218, 29 },
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{ 51, 12.5, 38, 29 },
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{ 11, 11.5, 220, 223 },
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{ 36, 8.5, 221, 222 },
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{ 11, 9.5, 16, 6 },
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{ 2, 2.5, 9, 51 },
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{ 29, 5.5, 15, 224 },
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{ 36, 11.0, 16, 10 },
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{ 21, 0.5, 226, 230 },
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{ 2, 4.5, 17, 227 },
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{ 5, 0.5, 228, 6 },
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{ 51, 12.0, 229, 7 },
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{ 26, 2.0, 29, 38 },
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{ 37, 7.5, 231, 238 },
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{ 60, 2.0, 29, 232 },
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{ 42, 1.0, 233, 235 },
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{ 19, 1.0, 51, 234 },
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{ 25, 2.5, 38, 6 },
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{ 44, 2.0, 236, 237 },
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{ 51, 4.5, 17, 7 },
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{ 17, 4.5, 17, 17 },
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{ 36, 14.5, 239, 242 },
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{ 21, 7.0, 240, 51 },
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{ 58, 4.5, 17, 241 },
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{ 19, 4.5, 6, 38 },
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{ 30, 4.0, 243, 10 },
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{ 42, 2.5, 244, 29 },
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{ 60, 9.5, 6, 17 },
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{ 43, 6.5, 246, 257 },
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{ 35, 5.5, 247, 250 },
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{ 27, 11.5, 16, 248 },
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{ 18, 8.0, 9, 249 },
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{ 37, 11.5, 6, 15 },
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{ 46, 6.0, 251, 254 },
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{ 30, 6.0, 252, 10 },
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{ 26, 12.0, 253, 6 },
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{ 44, 11.5, 15, 9 },
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{ 61, 5.5, 6, 255 },
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{ 52, 7.0, 15, 256 },
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{ 43, 4.5, 16, 15 },
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{ 33, 8.5, 258, 268 },
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{ 62, 0.5, 259, 15 },
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{ 44, 15.0, 260, 266 },
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{ 25, 9.0, 261, 6 },
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{ 42, 13.0, 262, 264 },
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{ 38, 2.0, 10, 263 },
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{ 53, 10.5, 29, 16 },
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{ 38, 6.0, 265, 16 },
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{ 58, 0.5, 17, 15 },
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{ 60, 12.5, 10, 267 },
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{ 41, 1.0, 9, 10 },
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{ 12, 14.0, 269, 29 },
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{ 45, 15.5, 270, 271 },
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{ 14, 10.0, 10, 29 },
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{ 43, 12.0, 6, 15 },
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{ 42, 7.5, 273, 294 },
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{ 9, 2.5, 274, 288 },
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{ 36, 3.5, 275, 276 },
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{ 33, 3.5, 51, 6 },
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{ 33, 4.0, 277, 286 },
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{ 28, 3.5, 6, 278 },
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{ 54, 10.0, 279, 282 },
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{ 10, 13.5, 280, 6 },
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{ 51, 5.0, 281, 9 },
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{ 34, 7.5, 9, 17 },
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{ 4, 10.0, 283, 285 },
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{ 62, 13.0, 9, 284 },
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{ 27, 8.0, 7, 9 },
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{ 5, 0.5, 9, 51 },
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{ 60, 7.0, 9, 287 },
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{ 27, 15.5, 10, 9 },
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{ 61, 5.0, 289, 292 },
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{ 6, 0.5, 290, 6 },
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{ 51, 9.5, 29, 291 },
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{ 27, 10.5, 38, 6 },
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{ 27, 13.5, 293, 38 },
|
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{ 12, 8.5, 7, 51 },
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{ 46, 0.5, 295, 308 },
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{ 12, 15.5, 296, 305 },
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{ 38, 1.0, 297, 10 },
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{ 28, 6.5, 298, 300 },
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{ 34, 10.5, 7, 299 },
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{ 9, 1.5, 15, 17 },
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{ 43, 15.0, 301, 304 },
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{ 34, 1.0, 51, 302 },
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{ 53, 1.0, 303, 17 },
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{ 9, 0.5, 29, 17 },
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{ 17, 1.5, 9, 17 },
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{ 51, 14.0, 306, 9 },
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{ 50, 6.0, 10, 307 },
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{ 44, 3.0, 7, 17 },
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{ 41, 5.5, 309, 10 },
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{ 54, 7.5, 310, 313 },
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{ 44, 12.5, 311, 10 },
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{ 36, 7.5, 16, 312 },
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{ 21, 3.5, 15, 17 },
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{ 58, 5.5, 15, 17 },
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{ 33, 2.5, 315, 411 },
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{ 21, 1.5, 316, 334 },
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{ 5, 5.5, 317, 330 },
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{ 2, 2.5, 318, 322 },
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|
{ 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 },
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|
{ 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, 51 },
|
|
{ 38, 1.0, 7, 51 },
|
|
{ 30, 1.5, 381, 385 },
|
|
{ 5, 11.0, 382, 384 },
|
|
{ 26, 10.0, 383, 16 },
|
|
{ 46, 7.0, 7, 38 },
|
|
{ 43, 7.5, 38, 7 },
|
|
{ 51, 15.0, 16, 7 },
|
|
{ 12, 14.5, 387, 398 },
|
|
{ 43, 3.5, 388, 392 },
|
|
{ 20, 4.5, 389, 390 },
|
|
{ 12, 2.5, 17, 51 },
|
|
{ 58, 14.0, 391, 38 },
|
|
{ 37, 12.5, 17, 51 },
|
|
{ 14, 14.0, 393, 29 },
|
|
{ 20, 11.5, 394, 396 },
|
|
{ 46, 8.5, 395, 51 },
|
|
{ 33, 1.5, 17, 10 },
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|
{ 44, 1.5, 7, 397 },
|
|
{ 42, 12.5, 9, 17 },
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|
{ 54, 1.5, 399, 404 },
|
|
{ 10, 8.5, 400, 402 },
|
|
{ 10, 6.5, 9, 401 },
|
|
{ 41, 0.5, 9, 17 },
|
|
{ 34, 8.0, 17, 403 },
|
|
{ 21, 10.5, 9, 17 },
|
|
{ 27, 9.5, 405, 406 },
|
|
{ 34, 10.5, 7, 51 },
|
|
{ 3, 12.0, 407, 409 },
|
|
{ 59, 5.0, 15, 408 },
|
|
{ 28, 10.5, 51, 17 },
|
|
{ 19, 7.0, 38, 410 },
|
|
{ 50, 7.0, 9, 7 },
|
|
{ 2, 1.5, 412, 438 },
|
|
{ 54, 2.5, 413, 432 },
|
|
{ 38, 0.5, 414, 425 },
|
|
{ 61, 4.5, 415, 420 },
|
|
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|
|
{ 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 */
|