- 删除测试脚本: test_2026_classification.py, test_lagllama.py, test_timesfm.py, test_ttm.py - 删除2019相关文件: analyze_2019_*, apply_2019_*, dlinear_2019_*, three_models_2019_* - 添加集成模型相关代码和分析脚本 - 添加N-BEATS模型和CatBoost分类模型
4.0 KiB
4.0 KiB
| 1 | iter | Accuracy | Logloss |
|---|---|---|---|
| 2 | 0 | 0.5215327622 | 0.6929069842 |
| 3 | 1 | 0.5201435517 | 0.6926980686 |
| 4 | 2 | 0.5235008104 | 0.6925995058 |
| 5 | 3 | 0.5243111831 | 0.6923741119 |
| 6 | 4 | 0.5240796481 | 0.6922359346 |
| 7 | 5 | 0.5217642973 | 0.6921532273 |
| 8 | 6 | 0.5241954156 | 0.6920533177 |
| 9 | 7 | 0.520838157 | 0.6919667553 |
| 10 | 8 | 0.520838157 | 0.6919667553 |
| 11 | 9 | 0.520838157 | 0.6918984047 |
| 12 | 10 | 0.5213012271 | 0.6918473786 |
| 13 | 11 | 0.5217642973 | 0.691760433 |
| 14 | 12 | 0.5231535078 | 0.6917269838 |
| 15 | 13 | 0.5210696921 | 0.6916992448 |
| 16 | 14 | 0.522343135 | 0.6916911046 |
| 17 | 15 | 0.5213012271 | 0.6916992139 |
| 18 | 16 | 0.5204908544 | 0.6917199845 |
| 19 | 17 | 0.5226904376 | 0.6917129587 |
| 20 | 18 | 0.5225746701 | 0.6916992772 |
| 21 | 19 | 0.5207223894 | 0.6917050845 |
| 22 | 20 | 0.5247742533 | 0.6916027729 |
| 23 | 21 | 0.5239638805 | 0.6916046624 |
| 24 | 22 | 0.5241954156 | 0.6916203654 |
| 25 | 23 | 0.5243111831 | 0.6916491893 |
| 26 | 24 | 0.5244269507 | 0.6916666458 |
| 27 | 25 | 0.5235008104 | 0.691666967 |
| 28 | 26 | 0.5229219727 | 0.6916827648 |
| 29 | 27 | 0.5245427182 | 0.6917018334 |
| 30 | 28 | 0.5222273674 | 0.6916998315 |
| 31 | 29 | 0.5224589025 | 0.6917500551 |
| 32 | 30 | 0.5222273674 | 0.691867972 |
| 33 | 31 | 0.5215327622 | 0.6918745283 |
| 34 | 32 | 0.5214169947 | 0.691873578 |
| 35 | 33 | 0.5215327622 | 0.6918621914 |
| 36 | 34 | 0.5222273674 | 0.691870106 |
| 37 | 35 | 0.5219958324 | 0.6919348629 |
| 38 | 36 | 0.5245427182 | 0.6920133967 |
| 39 | 37 | 0.5246584858 | 0.6920145372 |
| 40 | 38 | 0.5247742533 | 0.6920231409 |
| 41 | 39 | 0.5248900208 | 0.6920429941 |
| 42 | 40 | 0.5248900208 | 0.6920318228 |
| 43 | 41 | 0.5252373235 | 0.6920202842 |
| 44 | 42 | 0.525353091 | 0.6920430337 |
| 45 | 43 | 0.5247742533 | 0.6920265347 |
| 46 | 44 | 0.525353091 | 0.6920697067 |
| 47 | 45 | 0.5263949988 | 0.692116771 |
| 48 | 46 | 0.5259319287 | 0.692098178 |
| 49 | 47 | 0.5260476962 | 0.692152499 |
| 50 | 48 | 0.5262792313 | 0.6922137468 |
| 51 | 49 | 0.5270896041 | 0.6922167687 |
| 52 | 50 | 0.5272053716 | 0.6922875182 |
| 53 | 51 | 0.526858069 | 0.6923662256 |
| 54 | 52 | 0.526858069 | 0.6923707756 |
| 55 | 53 | 0.5270896041 | 0.6923776257 |
| 56 | 54 | 0.5259319287 | 0.692400255 |
| 57 | 55 | 0.5266265339 | 0.692269877 |
| 58 | 56 | 0.5260476962 | 0.6922932744 |
| 59 | 57 | 0.5266265339 | 0.6923264029 |
| 60 | 58 | 0.5263949988 | 0.692314059 |
| 61 | 59 | 0.5263949988 | 0.6923015601 |
| 62 | 60 | 0.5263949988 | 0.6923592968 |
| 63 | 61 | 0.5267423015 | 0.6923476579 |
| 64 | 62 | 0.5265107664 | 0.692348824 |
| 65 | 63 | 0.5259319287 | 0.6923600086 |
| 66 | 64 | 0.5254688585 | 0.692372751 |
| 67 | 65 | 0.5260476962 | 0.6924455742 |
| 68 | 66 | 0.5255846261 | 0.6924748157 |
| 69 | 67 | 0.5273211392 | 0.6924789867 |
| 70 | 68 | 0.5267423015 | 0.6924876711 |
| 71 | 69 | 0.5266265339 | 0.692489792 |
| 72 | 70 | 0.5266265339 | 0.6924869911 |
| 73 | 71 | 0.5267423015 | 0.6925206162 |
| 74 | 72 | 0.5262792313 | 0.6925313913 |
| 75 | 73 | 0.5258161611 | 0.6925367884 |
| 76 | 74 | 0.5265107664 | 0.6925626459 |
| 77 | 75 | 0.5273211392 | 0.6925711713 |
| 78 | 76 | 0.526858069 | 0.6926776812 |
| 79 | 77 | 0.5274369067 | 0.6926884897 |
| 80 | 78 | 0.5266265339 | 0.6926819413 |
| 81 | 79 | 0.5272053716 | 0.692682082 |
| 82 | 80 | 0.5270896041 | 0.6927326486 |
| 83 | 81 | 0.5266265339 | 0.69272742 |
| 84 | 82 | 0.5272053716 | 0.6927260891 |
| 85 | 83 | 0.5267423015 | 0.6927850957 |
| 86 | 84 | 0.5266265339 | 0.6928797523 |
| 87 | 85 | 0.526858069 | 0.6928753106 |
| 88 | 86 | 0.525353091 | 0.6929332764 |
| 89 | 87 | 0.5265107664 | 0.6929225447 |
| 90 | 88 | 0.5262792313 | 0.6929127979 |
| 91 | 89 | 0.5278999768 | 0.6929168776 |
| 92 | 90 | 0.5261634638 | 0.6930123071 |
| 93 | 91 | 0.5260476962 | 0.6930271402 |
| 94 | 92 | 0.525353091 | 0.693074147 |
| 95 | 93 | 0.5257003936 | 0.693098238 |
| 96 | 94 | 0.5252373235 | 0.6931168231 |
| 97 | 95 | 0.5252373235 | 0.6930889734 |
| 98 | 96 | 0.5265107664 | 0.6931814079 |
| 99 | 97 | 0.5265107664 | 0.6935736538 |
| 100 | 98 | 0.5257003936 | 0.6935709125 |
| 101 | 99 | 0.5262792313 | 0.6935839531 |
| 102 | 100 | 0.5250057884 | 0.6936165151 |
| 103 | 101 | 0.5250057884 | 0.6936424871 |
| 104 | 102 | 0.5246584858 | 0.6936432847 |
| 105 | 103 | 0.5245427182 | 0.6936493519 |
| 106 | 104 | 0.5248900208 | 0.6936865636 |
| 107 | 105 | 0.5252373235 | 0.693675143 |
| 108 | 106 | 0.5255846261 | 0.6936874053 |
| 109 | 107 | 0.5254688585 | 0.693689784 |
| 110 | 108 | 0.5251215559 | 0.6936707742 |
| 111 | 109 | 0.5241954156 | 0.6937073345 |
| 112 | 110 | 0.5243111831 | 0.6937614267 |
| 113 | 111 | 0.5219958324 | 0.6937989599 |
| 114 | 112 | 0.5218800648 | 0.6938027615 |
| 115 | 113 | 0.5232692753 | 0.6939119665 |
| 116 | 114 | 0.5235008104 | 0.6939374584 |
| 117 | 115 | 0.5229219727 | 0.6939266092 |
| 118 | 116 | 0.5222273674 | 0.6939398216 |
| 119 | 117 | 0.5221115999 | 0.6939581303 |
| 120 | 118 | 0.522343135 | 0.6940189884 |
| 121 | 119 | 0.5224589025 | 0.6940203223 |
| 122 | 120 | 0.5228062051 | 0.6940373975 |
| 123 | 121 | 0.5216485298 | 0.6940836851 |
| 124 | 122 | 0.5217642973 | 0.6940971538 |
| 125 | 123 | 0.5222273674 | 0.6941038908 |
| 126 | 124 | 0.5222273674 | 0.6941318899 |
| 127 | 125 | 0.5245427182 | 0.6941318581 |
| 128 | 126 | 0.5240796481 | 0.6939774214 |
| 129 | 127 | 0.5246584858 | 0.6939790446 |
| 130 | 128 | 0.5244269507 | 0.6939875313 |
| 131 | 129 | 0.5239638805 | 0.6940065251 |
| 132 | 130 | 0.5237323455 | 0.6940062666 |
| 133 | 131 | 0.5231535078 | 0.6940655128 |
| 134 | 132 | 0.5226904376 | 0.6940488902 |
| 135 | 133 | 0.5221115999 | 0.6940625077 |
| 136 | 134 | 0.5225746701 | 0.6940868198 |
| 137 | 135 | 0.5229219727 | 0.6940640084 |
| 138 | 136 | 0.5232692753 | 0.6941097371 |
| 139 | 137 | 0.5244269507 | 0.6940823091 |
| 140 | 138 | 0.5237323455 | 0.6941720366 |
| 141 | 139 | 0.5235008104 | 0.6942806828 |