- 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 | 0.5470774019 | 0.6925856518 |
| 3 | 1 | 0.5485192475 | 0.6920296194 |
| 4 | 2 | 0.5508078912 | 0.6915437145 |
| 5 | 3 | 0.5511969607 | 0.6911042525 |
| 6 | 4 | 0.5528218977 | 0.6906429178 |
| 7 | 5 | 0.553096535 | 0.6902328044 |
| 8 | 6 | 0.5537144688 | 0.6899070645 |
| 9 | 7 | 0.552730352 | 0.6895966245 |
| 10 | 8 | 0.5539204467 | 0.6892625204 |
| 11 | 9 | 0.554561267 | 0.6889386437 |
| 12 | 10 | 0.554561267 | 0.6886345552 |
| 13 | 11 | 0.5548587907 | 0.6883728473 |
| 14 | 12 | 0.5552020872 | 0.6881185803 |
| 15 | 13 | 0.5564150684 | 0.6879043975 |
| 16 | 14 | 0.5559802261 | 0.6877314929 |
| 17 | 15 | 0.5564150684 | 0.6875118582 |
| 18 | 16 | 0.5569414565 | 0.6872755986 |
| 19 | 17 | 0.5561862041 | 0.6870435386 |
| 20 | 18 | 0.5561633176 | 0.6868442431 |
| 21 | 19 | 0.5575593903 | 0.6866694237 |
| 22 | 20 | 0.5575593903 | 0.686503203 |
| 23 | 21 | 0.557124548 | 0.6863452751 |
| 24 | 22 | 0.5569185701 | 0.6862172686 |
| 25 | 23 | 0.5573762988 | 0.6860730724 |
| 26 | 24 | 0.5571703209 | 0.6859302623 |
| 27 | 25 | 0.5570101158 | 0.6858087212 |
| 28 | 26 | 0.5571474344 | 0.6857036471 |
| 29 | 27 | 0.5571932073 | 0.6855803136 |
| 30 | 28 | 0.5572160937 | 0.6854590307 |
| 31 | 29 | 0.5568041379 | 0.6853245403 |
| 32 | 30 | 0.5570558887 | 0.6852010211 |
| 33 | 31 | 0.5570330022 | 0.6850648161 |
| 34 | 32 | 0.5578340276 | 0.6849486439 |
| 35 | 33 | 0.5576738225 | 0.6848167763 |
| 36 | 34 | 0.5577424818 | 0.6847064338 |
| 37 | 35 | 0.5582917563 | 0.6846073419 |
| 38 | 36 | 0.5587037122 | 0.6845016816 |
| 39 | 37 | 0.5587494851 | 0.6844106082 |
| 40 | 38 | 0.5591156681 | 0.6843432648 |
| 41 | 39 | 0.5589325766 | 0.6842678359 |
| 42 | 40 | 0.5590012359 | 0.6841515192 |
| 43 | 41 | 0.5590698952 | 0.6840610381 |
| 44 | 42 | 0.5593445324 | 0.6839565281 |
| 45 | 43 | 0.5592529867 | 0.6838539206 |
| 46 | 44 | 0.559321646 | 0.6837417759 |
| 47 | 45 | 0.559687829 | 0.6836669298 |
| 48 | 46 | 0.5603744221 | 0.6835634424 |
| 49 | 47 | 0.5599853527 | 0.6834698484 |
| 50 | 48 | 0.5601913306 | 0.6833860083 |
| 51 | 49 | 0.5602599899 | 0.6833086288 |
| 52 | 50 | 0.5606490594 | 0.683239475 |
| 53 | 51 | 0.5609694695 | 0.6831625258 |
| 54 | 52 | 0.5611983339 | 0.683056699 |
| 55 | 53 | 0.5617018355 | 0.6829611591 |
| 56 | 54 | 0.5619993592 | 0.6828690012 |
| 57 | 55 | 0.5620451321 | 0.6827776665 |
| 58 | 56 | 0.5624342015 | 0.6826927644 |
| 59 | 57 | 0.5626401794 | 0.6825957686 |
| 60 | 58 | 0.5626630659 | 0.6825449467 |
| 61 | 59 | 0.5627088387 | 0.6824559998 |
| 62 | 60 | 0.562983476 | 0.6823684725 |
| 63 | 61 | 0.5632352268 | 0.6822923813 |
| 64 | 62 | 0.5630521353 | 0.6822333406 |
| 65 | 63 | 0.5634412047 | 0.6821367311 |
| 66 | 64 | 0.5636242962 | 0.6820867227 |
| 67 | 65 | 0.563715842 | 0.6820256999 |
| 68 | 66 | 0.5638531606 | 0.6819329129 |
| 69 | 67 | 0.5638989335 | 0.6818706983 |
| 70 | 68 | 0.5639447064 | 0.6818045601 |
| 71 | 69 | 0.564082025 | 0.68171304 |
| 72 | 70 | 0.5640362521 | 0.6816251881 |
| 73 | 71 | 0.5645168673 | 0.6815203712 |
| 74 | 72 | 0.564448208 | 0.6814559429 |
| 75 | 73 | 0.5646541859 | 0.6813334168 |
| 76 | 74 | 0.5649059367 | 0.6812138418 |
| 77 | 75 | 0.5649059367 | 0.6811428702 |
| 78 | 76 | 0.565180574 | 0.6810679335 |
| 79 | 77 | 0.5653407791 | 0.6810189357 |
| 80 | 78 | 0.5655696434 | 0.6809239905 |
| 81 | 79 | 0.5651119147 | 0.6808452293 |
| 82 | 80 | 0.5653407791 | 0.6807843648 |
| 83 | 81 | 0.565180574 | 0.6807084812 |
| 84 | 82 | 0.5654780977 | 0.6806237044 |
| 85 | 83 | 0.5656840756 | 0.680541791 |
| 86 | 84 | 0.5653636655 | 0.6804402561 |
| 87 | 85 | 0.565546757 | 0.6803841011 |
| 88 | 86 | 0.5657298485 | 0.6803302076 |
| 89 | 87 | 0.5663248959 | 0.6802294187 |
| 90 | 88 | 0.5660273722 | 0.6801427052 |
| 91 | 89 | 0.5664393281 | 0.680092343 |
| 92 | 90 | 0.5666224196 | 0.6800188515 |
| 93 | 91 | 0.567377672 | 0.6799633931 |
| 94 | 92 | 0.5676523092 | 0.6799142593 |
| 95 | 93 | 0.5677667414 | 0.6798218244 |
| 96 | 94 | 0.5679727194 | 0.6797624264 |
| 97 | 95 | 0.5682702431 | 0.6796825487 |
| 98 | 96 | 0.5683160159 | 0.6796119175 |
| 99 | 97 | 0.5681786973 | 0.6795251979 |
| 100 | 98 | 0.5684533346 | 0.6794647206 |
| 101 | 99 | 0.5690026091 | 0.6793963783 |
| 102 | 100 | 0.5689797226 | 0.6793126045 |
| 103 | 101 | 0.569208587 | 0.6792105367 |
| 104 | 102 | 0.5693687921 | 0.6791494493 |
| 105 | 103 | 0.5695518836 | 0.6790732211 |
| 106 | 104 | 0.5698265208 | 0.6789905315 |
| 107 | 105 | 0.5698951801 | 0.67895488 |
| 108 | 106 | 0.5700324987 | 0.6788948137 |
| 109 | 107 | 0.5704902275 | 0.6788457101 |
| 110 | 108 | 0.5704902275 | 0.6787737664 |
| 111 | 109 | 0.5708106376 | 0.6786897689 |
| 112 | 110 | 0.5709021834 | 0.6786357569 |
| 113 | 111 | 0.5711768206 | 0.6785404316 |
| 114 | 112 | 0.5714972307 | 0.6784635222 |
| 115 | 113 | 0.5716345494 | 0.6783830081 |
| 116 | 114 | 0.5716803222 | 0.6783261377 |
| 117 | 115 | 0.5717947544 | 0.6782551829 |
| 118 | 116 | 0.5717260951 | 0.6782039946 |
| 119 | 117 | 0.5719549595 | 0.6781381441 |
| 120 | 118 | 0.5720007324 | 0.6780959678 |
| 121 | 119 | 0.5721609374 | 0.6780580972 |
| 122 | 120 | 0.5722982561 | 0.6779909469 |
| 123 | 121 | 0.5722753696 | 0.6779155506 |
| 124 | 122 | 0.5726186662 | 0.67787157 |
| 125 | 123 | 0.5729161899 | 0.6778021605 |
| 126 | 124 | 0.5732594864 | 0.6777441308 |
| 127 | 125 | 0.5737172152 | 0.6776640278 |
| 128 | 126 | 0.5741062846 | 0.6775768826 |
| 129 | 127 | 0.5738545338 | 0.6775322572 |
| 130 | 128 | 0.5738545338 | 0.6774381457 |
| 131 | 129 | 0.5739460796 | 0.6773933791 |
| 132 | 130 | 0.5738545338 | 0.6773073305 |
| 133 | 131 | 0.5746555591 | 0.6772430348 |
| 134 | 132 | 0.5745640134 | 0.6771630132 |
| 135 | 133 | 0.5747242184 | 0.6770868641 |
| 136 | 134 | 0.5749988557 | 0.6770144627 |
| 137 | 135 | 0.5747699913 | 0.6769488704 |
| 138 | 136 | 0.5751590607 | 0.6768712881 |
| 139 | 137 | 0.5755939031 | 0.6767999464 |
| 140 | 138 | 0.5755710166 | 0.6767315844 |
| 141 | 139 | 0.5758914267 | 0.6766580612 |