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 @@ { 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0.9282296651 0.2982289825 +113 0.9263657957 0.2976258126 +114 0.9270588235 0.2971854328 +115 0.9270588235 0.2968307339 +116 0.9285714286 0.2962460795 +117 0.9292237443 0.2956911496 diff --git a/main/train/catboost_info/test/events.out.tfevents b/main/train/catboost_info/test/events.out.tfevents index 2e2ad54..85ac422 100644 Binary files a/main/train/catboost_info/test/events.out.tfevents and b/main/train/catboost_info/test/events.out.tfevents differ 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 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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 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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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