From 721e72c599598bee6d31b8fa52b6efe30c372e6f Mon Sep 17 00:00:00 2001 From: liaozhaorun Date: Sun, 4 May 2025 22:16:39 +0800 Subject: [PATCH] =?UTF-8?q?Classify2=E8=B5=9A=E9=92=B1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- main/train/Classify2.ipynb | 48 +- .../catboost_info/catboost_training.json | 170 ++- .../catboost_info/learn/events.out.tfevents | Bin 6340 -> 14392 bytes main/train/catboost_info/learn_error.tsv | 170 ++- .../catboost_info/test/events.out.tfevents | Bin 6340 -> 14392 bytes main/train/catboost_info/test_error.tsv | 170 ++- main/train/catboost_info/time_left.tsv | 170 ++- main/train/predictions_test.tsv | 1092 ++++++++--------- 8 files changed, 1042 insertions(+), 778 deletions(-) diff --git a/main/train/Classify2.ipynb b/main/train/Classify2.ipynb index 35b0692..34a5dba 100644 --- a/main/train/Classify2.ipynb +++ b/main/train/Classify2.ipynb @@ -1450,7 +1450,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 133, "id": "8f134d435f71e9e2", "metadata": { "ExecuteTime": { @@ -1529,11 +1529,11 @@ " 'loss_function': 'CrossEntropy', # 适用于二分类\n", " 'eval_metric': 'Precision', # 评估指标\n", " 'iterations': 500,\n", - " 'learning_rate': 0.03,\n", + " 'learning_rate': 0.05,\n", " 'depth': 8, # 控制模型复杂度\n", - " 'l2_leaf_reg': 1, # L2 正则化\n", + " 'l2_leaf_reg': 3, # L2 正则化\n", " 'verbose': 500,\n", - " 'early_stopping_rounds': 50,\n", + " 'early_stopping_rounds': 100,\n", " # 'one_hot_max_size': 50,\n", " # 'class_weights': [0.6, 1.2]\n", " 'task_type': 'GPU'\n", @@ -1553,7 +1553,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 138, "id": "c6eb5cd4-e714-420a-ac48-39af3e11ee81", "metadata": { "ExecuteTime": { @@ -1566,15 +1566,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "train data size: 363894\n", - "原始样本数: 363894, 去除标签为空后样本数: 363894\n", + "train data size: 36400\n", + "原始样本数: 36400, 去除标签为空后样本数: 36400\n", "cat_features: [7]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2c891d9511d34cd69044024e529641fc", + "model_id": "4301941223d144c89c9302df7bb676ce", "version_major": 2, "version_minor": 0 }, @@ -1589,10 +1589,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "0:\tlearn: 0.6250000\ttest: 0.0000000\tbest: 0.0000000 (0)\ttotal: 11.5ms\tremaining: 5.74s\n", - "bestTest = 0.5761589404\n", - "bestIteration = 1\n", - "Shrink model to first 2 iterations.\n" + "0:\tlearn: 0.6421053\ttest: 0.1200000\tbest: 0.1200000 (0)\ttotal: 98.9ms\tremaining: 49.3s\n", + "bestTest = 0.8\n", + "bestIteration = 17\n", + "Shrink model to first 18 iterations.\n" ] } ], @@ -1604,12 +1604,12 @@ "# feature_contri = [2 if feat.startswith('act_factor') or 'buy' in feat or 'sell' in feat else 1 for feat in feature_columns]\n", "# light_params['feature_contri'] = feature_contri\n", "# print(f'feature_contri: {feature_contri}')\n", - "model, scaler, pca = train_model(train_data.dropna(subset=['label']).groupby('trade_date', group_keys=False).apply(lambda x: x.nsmallest(500, 'total_mv')), feature_columns)\n" + "model, scaler, pca = train_model(train_data.dropna(subset=['label']).groupby('trade_date', group_keys=False).apply(lambda x: x.nsmallest(50, 'total_mv')), feature_columns)\n" ] }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 139, "id": "5d1522a7538db91b", "metadata": { "ExecuteTime": { @@ -1649,7 +1649,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 140, "id": "340a82b9", "metadata": {}, "outputs": [ @@ -1657,19 +1657,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "59971\n", - "0 10.03\n", + "53077\n", + "0 2.98\n", "1 8.26\n", "2 10.03\n", "3 6.06\n", "4 6.06\n", " ... \n", - "179989 -0.82\n", - "179990 5.03\n", - "179991 5.78\n", - "179992 5.44\n", - "179993 2.34\n", - "Name: pct_chg, Length: 179994, dtype: float64\n" + "168084 5.03\n", + "168085 -0.98\n", + "168086 5.44\n", + "168087 3.01\n", + "168088 -0.24\n", + "Name: pct_chg, Length: 168089, dtype: float64\n" ] } ], @@ -1680,7 +1680,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 141, "id": "7e9023cc", "metadata": {}, "outputs": [], diff --git a/main/train/catboost_info/catboost_training.json b/main/train/catboost_info/catboost_training.json index 84c5869..21d11a3 100644 --- a/main/train/catboost_info/catboost_training.json +++ b/main/train/catboost_info/catboost_training.json @@ -1,56 +1,122 @@ { "meta":{"test_sets":["test"],"test_metrics":[{"best_value":"Max","name":"Precision"},{"best_value":"Min","name":"CrossEntropy"}],"learn_metrics":[{"best_value":"Max","name":"Precision"},{"best_value":"Min","name":"CrossEntropy"}],"launch_mode":"Train","parameters":"","iteration_count":500,"learn_sets":["learn"],"name":"experiment"}, "iterations":[ 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zu{mx-Sat+*D*rK&7xy*}VA+Yv?SC`(dH1}h2e9k}>_%lnKSoxx*N0)*4anA-yF?COnD2;XcPjI)GSv=NdyBB_ z4rJk_J4BA(v{}z2@u2b}2d2Zk@}AH)I^BKt0P-0Tm6eVedQN~+DhEe0)h?N9G>S7z zf!vUAn`ABuIy;1`?MdZJam)!&_QpUmmOX*2IeCl7jq3v{vFt_VmN@2F)smpvjAbt% zPj{p8_2@o1mc6Omah}Pn%B$RsWp5xymiLm(OIJq>W7&twV{)dq7pKMQIRW|r`5=$V z3Xww3dE1xD^HwvxeWkSP8qVwsWckJ(k~x{*qUVjykIJOCKl|86f@MD-9~V7dQ7i`lId&?Q>yF0gIqA!& z9Qu&yuzeG63}aaa3xho@sG*}Jh9B2Agi`hd4FB^7r5HfsI2H`=JvU!kT-GWX+Yi|L*=wJVHW=Y=ls%P diff --git a/main/train/catboost_info/test_error.tsv b/main/train/catboost_info/test_error.tsv index 5d39a10..416aa54 100644 --- a/main/train/catboost_info/test_error.tsv +++ b/main/train/catboost_info/test_error.tsv @@ -1,53 +1,119 @@ iter Precision CrossEntropy -0 0 0.6749635417 -1 0.5761589404 0.6578907986 -2 0.5324074074 0.6421141059 -3 0.5692307692 0.6273825521 -4 0.5459770115 0.6136391493 -5 0.512295082 0.6007397135 -6 0.5177865613 0.5887243056 -7 0.5065502183 0.5778295139 -8 0.5581395349 0.5673727431 -9 0.5114155251 0.5576199219 -10 0.513368984 0.5486960937 -11 0.51 0.540409158 -12 0.5502183406 0.5328111545 -13 0.5307017544 0.5257847222 -14 0.5376884422 0.519156684 -15 0.5444444444 0.5129134983 -16 0.5294117647 0.5070878038 -17 0.5124378109 0.5016838976 -18 0.5402843602 0.496865842 -19 0.5286343612 0.4922393663 -20 0.5281385281 0.4880423177 -21 0.5309734513 0.4839259549 -22 0.5428571429 0.4801421441 -23 0.5341365462 0.4764766927 -24 0.520661157 0.4732766059 -25 0.5182186235 0.4702747396 -26 0.5294117647 0.4675844618 -27 0.5254901961 0.4648925781 -28 0.5234042553 0.4623679253 -29 0.5263157895 0.4600269097 -30 0.51953125 0.4579359809 -31 0.531598513 0.4559443576 -32 0.5243445693 0.4540597222 -33 0.5296442688 0.4522280816 -34 0.528 0.4504705295 -35 0.5267489712 0.4488604601 -36 0.5316455696 0.4473857639 -37 0.5283842795 0.446012283 -38 0.5130434783 0.4447833333 -39 0.5169491525 0.4436203125 -40 0.5147679325 0.4424763889 -41 0.5244444444 0.4414494792 -42 0.5330396476 0.4404545139 -43 0.5283842795 0.4395882378 -44 0.5319148936 0.438713151 -45 0.52 0.4378839844 -46 0.527027027 0.4371599826 -47 0.5363636364 0.436516276 -48 0.5272727273 0.4358205295 -49 0.5253456221 0.4352218316 -50 0.5211267606 0.4346873698 -51 0.5192307692 0.4341709635 +0 0.12 0.6594913737 +1 0 0.6304362522 +2 0 0.6035512695 +3 0.3333333333 0.5795352105 +4 0.5263157895 0.5591463216 +5 0.3333333333 0.540188151 +6 0.2222222222 0.5237671441 +7 0.3333333333 0.5084826931 +8 0.3125 0.4955966797 +9 0.25 0.4841406793 +10 0.1666666667 0.4736386176 +11 0 0.4643907878 +12 0.125 0.4563280165 +13 0.5555555556 0.4490027941 +14 0.7142857143 0.4425872938 +15 0.6 0.4368164334 +16 0.75 0.4317668457 +17 0.8 0.4277447374 +18 0.3846153846 0.4239844835 +19 0.4615384615 0.4201444227 +20 0.4166666667 0.416756429 +21 0.3333333333 0.4137484809 +22 0.4285714286 0.4109760471 +23 0.375 0.4086826986 +24 0.5 0.4065253906 +25 0.5 0.4043982476 +26 0.375 0.4028764106 +27 0.4285714286 0.4015186632 +28 0.5 0.3997085232 +29 0.5 0.3982244466 +30 0.4285714286 0.3970369737 +31 0.375 0.3956321886 +32 0.375 0.3947504883 +33 0.375 0.3937069499 +34 0.3333333333 0.3932520888 +35 0.3333333333 0.3928204481 +36 0.3684210526 0.3921121691 +37 0.3333333333 0.3916260851 +38 0.3333333333 0.3911342231 +39 0.380952381 0.3904462891 +40 0.380952381 0.390167806 +41 0.3846153846 0.3895910102 +42 0.4137931034 0.3890837131 +43 0.4137931034 0.3885024414 +44 0.4137931034 0.3879628092 +45 0.4 0.3877528754 +46 0.3636363636 0.3875401747 +47 0.3513513514 0.3873875597 +48 0.3488372093 0.3871630859 +49 0.3863636364 0.3873189833 +50 0.3913043478 0.3872931315 +51 0.3571428571 0.3872769097 +52 0.3720930233 0.387190701 +53 0.3617021277 0.3868662923 +54 0.3863636364 0.3872360297 +55 0.3863636364 0.3871567383 +56 0.3720930233 0.3870482042 +57 0.3695652174 0.3868121745 +58 0.3617021277 0.3867534451 +59 0.3617021277 0.3865920139 +60 0.3333333333 0.3864595269 +61 0.3846153846 0.3865724826 +62 0.3859649123 0.3864565701 +63 0.4035087719 0.386326199 +64 0.4230769231 0.3862506782 +65 0.4230769231 0.3862313368 +66 0.4230769231 0.385976888 +67 0.387755102 0.386124566 +68 0.38 0.3858969184 +69 0.38 0.3858519151 +70 0.38 0.3859381239 +71 0.387755102 0.3860583496 +72 0.3725490196 0.3857856988 +73 0.3846153846 0.3859902344 +74 0.3773584906 0.3859985623 +75 0.3818181818 0.3859373101 +76 0.3818181818 0.3858856608 +77 0.3818181818 0.386057373 +78 0.4032258065 0.3860869683 +79 0.393442623 0.3860341254 +80 0.3870967742 0.3861741265 +81 0.380952381 0.3866146918 +82 0.390625 0.3866864692 +83 0.3823529412 0.3868192817 +84 0.3880597015 0.3866136882 +85 0.4078947368 0.3865292697 +86 0.4230769231 0.3863948568 +87 0.4197530864 0.3865127767 +88 0.4197530864 0.3865546061 +89 0.4197530864 0.3864517144 +90 0.4024390244 0.386520752 +91 0.4 0.3865970052 +92 0.4 0.3865461155 +93 0.4 0.3866591254 +94 0.4022988506 0.3867526584 +95 0.4175824176 0.3869412435 +96 0.4222222222 0.3870782606 +97 0.4183673469 0.3872464464 +98 0.4183673469 0.3871889377 +99 0.4329896907 0.387300944 +100 0.4270833333 0.3874012316 +101 0.4226804124 0.387583686 +102 0.4141414141 0.3879282498 +103 0.4141414141 0.3878271484 +104 0.387755102 0.387887424 +105 0.4257425743 0.3880032281 +106 0.4285714286 0.3881157769 +107 0.41 0.3882778863 +108 0.40625 0.3884315592 +109 0.4174757282 0.3883866102 +110 0.4 0.3882190755 +111 0.4117647059 0.3881155599 +112 0.4077669903 0.3880919868 +113 0.4245283019 0.388188151 +114 0.4509803922 0.3881395128 +115 0.4347826087 0.3886143934 +116 0.4226804124 0.388562066 +117 0.4387755102 0.3886107856 diff --git a/main/train/catboost_info/time_left.tsv b/main/train/catboost_info/time_left.tsv index c7a6902..e1d1220 100644 --- a/main/train/catboost_info/time_left.tsv +++ b/main/train/catboost_info/time_left.tsv @@ -1,53 +1,119 @@ iter Passed Remaining -0 11 5738 -1 23 5826 -2 34 5760 -3 49 6147 -4 60 5967 -5 70 5801 -6 82 5812 -7 94 5815 -8 105 5763 -9 117 5779 -10 130 5800 -11 144 5864 -12 156 5851 -13 167 5811 -14 178 5785 -15 189 5746 -16 201 5714 -17 210 5638 -18 220 5579 -19 229 5519 -20 239 5472 -21 250 5440 -22 261 5421 -23 272 5398 -24 282 5372 -25 292 5338 -26 302 5294 -27 311 5251 -28 321 5219 -29 330 5179 -30 339 5141 -31 349 5110 -32 360 5107 -33 371 5090 -34 381 5063 -35 390 5035 -36 404 5063 -37 414 5044 -38 424 5021 -39 434 4993 -40 443 4966 -41 453 4942 -42 462 4916 -43 471 4889 -44 480 4860 -45 491 4848 -46 501 4836 -47 511 4817 -48 521 4800 -49 531 4786 -50 543 4787 -51 553 4769 +0 98 49344 +1 126 31532 +2 223 37075 +3 318 39520 +4 418 41447 +5 507 41751 +6 596 42000 +7 689 42384 +8 779 42504 +9 868 42547 +10 960 42709 +11 1015 41302 +12 1109 41578 +13 1200 41659 +14 1292 41806 +15 1384 41867 +16 1476 41963 +17 1572 42116 +18 1668 42242 +19 1760 42262 +20 1854 42293 +21 1946 42282 +22 2038 42267 +23 2134 42338 +24 2228 42338 +25 2323 42355 +26 2415 42315 +27 2507 42272 +28 2598 42203 +29 2690 42158 +30 2781 42083 +31 2871 41998 +32 2963 41939 +33 3055 41879 +34 3145 41796 +35 3237 41726 +36 3328 41650 +37 3420 41586 +38 3515 41551 +39 3605 41461 +40 3698 41406 +41 3788 41317 +42 3879 41230 +43 3968 41132 +44 4062 41075 +45 4152 40987 +46 4245 40921 +47 4337 40843 +48 4426 40746 +49 4519 40676 +50 4610 40589 +51 4703 40519 +52 4795 40441 +53 4891 40402 +54 4985 40333 +55 5078 40267 +56 5172 40203 +57 5264 40117 +58 5358 40049 +59 5450 39968 +60 5542 39888 +61 5634 39804 +62 5725 39715 +63 5817 39629 +64 5909 39548 +65 6000 39460 +66 6098 39411 +67 6192 39339 +68 6290 39292 +69 6387 39237 +70 6480 39155 +71 6573 39073 +72 6664 38982 +73 6754 38885 +74 6846 38799 +75 6935 38695 +76 7027 38604 +77 7122 38533 +78 7213 38440 +79 7306 38358 +80 7394 38250 +81 7490 38183 +82 7581 38088 +83 7672 37995 +84 7767 37922 +85 7857 37826 +86 7951 37747 +87 8041 37647 +88 8132 37554 +89 8223 37463 +90 8314 37369 +91 8405 37274 +92 8431 36899 +93 8526 36829 +94 8621 36754 +95 8713 36667 +96 8803 36574 +97 8896 36493 +98 8990 36417 +99 9086 36347 +100 9176 36252 +101 9267 36161 +102 9363 36088 +103 9470 36060 +104 9563 35975 +105 9654 35885 +106 9746 35797 +107 9839 35713 +108 9933 35632 +109 10026 35547 +110 10120 35467 +111 10209 35370 +112 10301 35278 +113 10398 35208 +114 10489 35118 +115 10581 35029 +116 10675 34945 +117 10766 34853 diff --git a/main/train/predictions_test.tsv b/main/train/predictions_test.tsv index 83e340a..0390733 100644 --- a/main/train/predictions_test.tsv +++ b/main/train/predictions_test.tsv @@ -1,547 +1,547 @@ trade_date,score,ts_code -2023-01-03,0.48226594534536116,002199.SZ -2023-01-04,0.4846963460055454,600455.SH -2023-01-05,0.484066758302247,600455.SH -2023-01-06,0.4836991523056096,000691.SZ -2023-01-09,0.48826858051553096,603499.SH -2023-01-10,0.4836991523056096,000691.SZ -2023-01-11,0.4836991523056096,000691.SZ -2023-01-12,0.4836991523056096,000691.SZ -2023-01-13,0.4836991523056096,000691.SZ -2023-01-16,0.4836991523056096,000691.SZ -2023-01-17,0.48529065189550796,002209.SZ -2023-01-18,0.4862977683098593,002816.SZ -2023-01-19,0.4838904603935819,600455.SH 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-2023-03-02,0.48785568693739423,603860.SH -2023-03-03,0.4807748812763611,002848.SZ -2023-03-06,0.4822576865396272,603685.SH -2023-03-07,0.4807748812763611,002848.SZ -2023-03-08,0.4801699503281892,002848.SZ -2023-03-09,0.4784448762072318,002856.SZ -2023-03-10,0.4784448762072318,002856.SZ -2023-03-13,0.490212277126357,002828.SZ -2023-03-14,0.4762849532204718,603272.SH -2023-03-15,0.47809830881745946,002828.SZ -2023-03-16,0.48264834351591096,002848.SZ -2023-03-17,0.4809462883316799,002848.SZ -2023-03-20,0.48289611422998446,002828.SZ -2023-03-21,0.48785568693739423,600539.SH -2023-03-22,0.48266178586259906,603729.SH -2023-03-23,0.4836991523056096,600539.SH -2023-03-24,0.4836991523056096,600539.SH -2023-03-27,0.48264834351591096,002499.SZ -2023-03-28,0.48264834351591096,002499.SZ -2023-03-29,0.48264834351591096,002499.SZ -2023-03-31,0.48264834351591096,002499.SZ -2023-04-03,0.48264834351591096,002499.SZ -2023-04-04,0.48264834351591096,002499.SZ -2023-04-06,0.48264834351591096,002499.SZ 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