Qlib CSI300 沪深300

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total ​

params ​

{'predict_dates': [{'start': '2026-04-20', 'end': '2026-04-20'}], 'provider_uri': '~/.qlib/qlib_data/cn_data/', 'trade_buy_offset': 0, 'trade_sell_offset': 1, 'top_num_list': [3, 5, 10, 20], 'selection_score_quantile': 0.7, 'selection_min_pos_ratio': 0.5, 'selection_volatility_quantile': 0.6, 'selection_overheat_quantile': 0.7, 'selection_fallback_count': 10, 'selection_weight_score': 1.0, 'selection_weight_pos_ratio': 0.35, 'selection_weight_momentum': 0.2, 'selection_weight_volatility': 0.25, 'selection_weight_overheat': 0.15, 'recency_halflife_days': 180, 'backtest_fee_rate': 0.002, 'uri_folder': '~/.qlibAssistant/mlruns/', 'analysis_folder': '~/.qlibAssistant/analysis/', 'pfx_name': 'p', 'sfx_name': 's', 'model_name': 'Linear', 'dataset_name': 'Alpha158', 'stock_pool': 'csi300', 'step': 60, 'rolling_type': 'expanding', 'model_filter': ['.*'], 'rec_filter': [{'ic': 0.01}, {'icir': 0.01}, {'rankic': 0.01}, {'rankicir': 0.01}]}

model info ​

Experiment: EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_12 863303756039498230 (Recorders: 6/6)

Recorder: 10168c9c3f7e416a90f5777d099b1662

	Model: {'id': '10168c9c3f7e416a90f5777d099b1662', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.066, 'ICIR': 0.435, 'Rank IC': 0.058, 'Rank ICIR': 0.343}, 'data_train_vec': ['2020-04-20', '2024-10-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.343', 'recency_weight': '0.121', 'weight': '0.017'}

Recorder: 41eeafb1e0b34cddb359a9dde563506d

	Model: {'id': '41eeafb1e0b34cddb359a9dde563506d', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.043, 'ICIR': 0.295, 'Rank IC': 0.046, 'Rank ICIR': 0.308}, 'data_train_vec': ['2021-04-20', '2025-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.308', 'recency_weight': '0.173', 'weight': '0.019'}

Recorder: 5fd03d51db864681ba7bb27bbdf7a75f

	Model: {'id': '5fd03d51db864681ba7bb27bbdf7a75f', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.029, 'ICIR': 0.182, 'Rank IC': 0.044, 'Rank ICIR': 0.271}, 'data_train_vec': ['2022-04-20', '2025-04-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.271', 'recency_weight': '0.244', 'weight': '0.021'}

Recorder: 4aa90458c00f474a894d411d2f525716

	Model: {'id': '4aa90458c00f474a894d411d2f525716', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.053, 'ICIR': 0.344, 'Rank IC': 0.062, 'Rank ICIR': 0.373}, 'data_train_vec': ['2023-04-20', '2025-07-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.373', 'recency_weight': '0.347', 'weight': '0.056'}

Recorder: 82041d8d6a4b4606982af355def7afff

	Model: {'id': '82041d8d6a4b4606982af355def7afff', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.029, 'ICIR': 0.215, 'Rank IC': 0.028, 'Rank ICIR': 0.223}, 'data_train_vec': ['2024-04-20', '2025-10-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.223', 'recency_weight': '0.494', 'weight': '0.029'}

Recorder: c080ea6d46044ca68540f8af6f23d4f9

	Model: {'id': 'c080ea6d46044ca68540f8af6f23d4f9', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.062, 'ICIR': 0.379, 'Rank IC': 0.067, 'Rank ICIR': 0.355}, 'data_train_vec': ['2025-04-20', '2026-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.355', 'recency_weight': '0.704', 'weight': '0.103'}

Experiment: EXP_LGBModel_Alpha158_csi300_custom_step0_s_20260420_12 272683149383357719 (Recorders: 6/6)

Recorder: 58cc858c8c82481e83d26ae9e33bcfc5

	Model: {'id': '58cc858c8c82481e83d26ae9e33bcfc5', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.057, 'ICIR': 0.36, 'Rank IC': 0.056, 'Rank ICIR': 0.321}, 'data_train_vec': ['2020-04-20', '2024-10-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.321', 'recency_weight': '0.121', 'weight': '0.015'}

Recorder: c7da8ae7c8e240958db7906f70d57cee

	Model: {'id': 'c7da8ae7c8e240958db7906f70d57cee', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.035, 'ICIR': 0.239, 'Rank IC': 0.046, 'Rank ICIR': 0.295}, 'data_train_vec': ['2021-04-20', '2025-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.295', 'recency_weight': '0.173', 'weight': '0.017'}

Recorder: 3dc930103dc44ffe856cf9d1ef11916b

	Model: {'id': '3dc930103dc44ffe856cf9d1ef11916b', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.016, 'ICIR': 0.106, 'Rank IC': 0.039, 'Rank ICIR': 0.239}, 'data_train_vec': ['2022-04-20', '2025-04-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.239', 'recency_weight': '0.244', 'weight': '0.016'}

Recorder: 15aca0c49ff74a80b43663eee428d667

	Model: {'id': '15aca0c49ff74a80b43663eee428d667', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.022, 'ICIR': 0.147, 'Rank IC': 0.056, 'Rank ICIR': 0.374}, 'data_train_vec': ['2023-04-20', '2025-07-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.374', 'recency_weight': '0.347', 'weight': '0.056'}

Recorder: 5be41dd2d72842529b803cdfe663e3f9

	Model: {'id': '5be41dd2d72842529b803cdfe663e3f9', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.016, 'ICIR': 0.109, 'Rank IC': 0.028, 'Rank ICIR': 0.202}, 'data_train_vec': ['2024-04-20', '2025-10-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.202', 'recency_weight': '0.494', 'weight': '0.023'}

Recorder: b9096f0f09e64b6bb087753a77251287

	Model: {'id': 'b9096f0f09e64b6bb087753a77251287', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.061, 'ICIR': 0.401, 'Rank IC': 0.072, 'Rank ICIR': 0.439}, 'data_train_vec': ['2025-04-20', '2026-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.439', 'recency_weight': '0.704', 'weight': '0.158'}

Experiment: EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_12 850775071027156856 (Recorders: 5/6)

Recorder: 81ca2bd806004d839818794b653ed310

	Model: {'id': '81ca2bd806004d839818794b653ed310', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.049, 'ICIR': 0.363, 'Rank IC': 0.06, 'Rank ICIR': 0.445}, 'data_train_vec': ['2020-04-20', '2024-10-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.445', 'recency_weight': '0.121', 'weight': '0.028'}

Recorder: 65a90149cfce4ad19b0c2ea55a7418e5

	Model: {'id': '65a90149cfce4ad19b0c2ea55a7418e5', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.037, 'ICIR': 0.286, 'Rank IC': 0.051, 'Rank ICIR': 0.434}, 'data_train_vec': ['2021-04-20', '2025-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.434', 'recency_weight': '0.173', 'weight': '0.038'}

Recorder: 288df51fa0e54a3cbed444cdfb51d652

	Model: {'id': '288df51fa0e54a3cbed444cdfb51d652', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.03, 'ICIR': 0.197, 'Rank IC': 0.051, 'Rank ICIR': 0.357}, 'data_train_vec': ['2022-04-20', '2025-04-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.357', 'recency_weight': '0.244', 'weight': '0.036'}

Recorder: 1d79b437d9fa492582d98d8442937594

	Model: {'id': '1d79b437d9fa492582d98d8442937594', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.014, 'ICIR': 0.091, 'Rank IC': 0.036, 'Rank ICIR': 0.266}, 'data_train_vec': ['2023-04-20', '2025-07-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.266', 'recency_weight': '0.347', 'weight': '0.029'}

Recorder: 9e337589139c4234b10e3f173f495274

	Model: {'id': '9e337589139c4234b10e3f173f495274', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.058, 'ICIR': 0.369, 'Rank IC': 0.05, 'Rank ICIR': 0.301}, 'data_train_vec': ['2025-04-20', '2026-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.301', 'recency_weight': '0.704', 'weight': '0.074'}

Experiment: EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_12 611360761565380044 (Recorders: 6/6)

Recorder: 412386fb2d804f99a30456316172272c

	Model: {'id': '412386fb2d804f99a30456316172272c', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.049, 'ICIR': 0.328, 'Rank IC': 0.061, 'Rank ICIR': 0.374}, 'data_train_vec': ['2020-04-20', '2024-10-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.374', 'recency_weight': '0.121', 'weight': '0.020'}

Recorder: 1f06714132ff4635b314e1e66502a755

	Model: {'id': '1f06714132ff4635b314e1e66502a755', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.036, 'ICIR': 0.242, 'Rank IC': 0.047, 'Rank ICIR': 0.323}, 'data_train_vec': ['2021-04-20', '2025-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.323', 'recency_weight': '0.173', 'weight': '0.021'}

Recorder: 36ff2d045ced4c559d5587c47a9a2c79

	Model: {'id': '36ff2d045ced4c559d5587c47a9a2c79', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.027, 'ICIR': 0.166, 'Rank IC': 0.041, 'Rank ICIR': 0.273}, 'data_train_vec': ['2022-04-20', '2025-04-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.273', 'recency_weight': '0.244', 'weight': '0.021'}

Recorder: 580644a131c843e19edd650b5f591fd0

	Model: {'id': '580644a131c843e19edd650b5f591fd0', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.044, 'ICIR': 0.289, 'Rank IC': 0.065, 'Rank ICIR': 0.425}, 'data_train_vec': ['2023-04-20', '2025-07-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.425', 'recency_weight': '0.347', 'weight': '0.073'}

Recorder: 24a2a292319b494795ebe2e319adea2f

	Model: {'id': '24a2a292319b494795ebe2e319adea2f', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.03, 'ICIR': 0.232, 'Rank IC': 0.031, 'Rank ICIR': 0.251}, 'data_train_vec': ['2024-04-20', '2025-10-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.251', 'recency_weight': '0.494', 'weight': '0.036'}

Recorder: 00d225416a7d47b3b0cbc1f2f1bf1eae

	Model: {'id': '00d225416a7d47b3b0cbc1f2f1bf1eae', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.047, 'ICIR': 0.318, 'Rank IC': 0.055, 'Rank ICIR': 0.337}, 'data_train_vec': ['2025-04-20', '2026-01-19'], 'train_time_vec': ['2026-04-20', '2026-04-20'], 'rank_icir': '0.337', 'recency_weight': '0.704', 'weight': '0.093'}

total.csv ​

datetimeinstrumentscoreexp_nameridweightreal_labelerrorabs_error
30802026-04-20SH6016980.678055465221405EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1236ff2d045ced4c559d5587c47a9a2c790.021
46772026-04-20SH6016980.669229877897044EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1210168c9c3f7e416a90f5777d099b16620.017
28452026-04-20SH6016980.6469926834106445EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_12412386fb2d804f99a30456316172272c0.02
50272026-04-20SH6881260.6069526556858438EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1241eeafb1e0b34cddb359a9dde563506d0.019
27372026-04-20SH6881260.5906178951263428EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_121f06714132ff4635b314e1e66502a7550.021
45112026-04-20SH6016980.517728955010183EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1241eeafb1e0b34cddb359a9dde563506d0.019
47772026-04-20SH6016980.4966591802679702EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_125fd03d51db864681ba7bb27bbdf7a75f0.021
23922026-04-20SZ3002740.4928734600543976EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1224a2a292319b494795ebe2e319adea2f0.036
46272026-04-20SH6881260.4752771720985093EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1210168c9c3f7e416a90f5777d099b16620.017
27882026-04-20SH6016980.47001031041145325EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_121f06714132ff4635b314e1e66502a7550.021
63762026-04-20SH6016980.44952037100894154EXP_LGBModel_Alpha158_csi300_custom_step0_s_20260420_1258cc858c8c82481e83d26ae9e33bcfc50.015
21972026-04-20SH6039930.428110271692276EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1200d225416a7d47b3b0cbc1f2f1bf1eae0.093
25952026-04-20SH6005220.4259592592716217EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_121f06714132ff4635b314e1e66502a7550.021
49132026-04-20SH6881260.41914219062418895EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_125fd03d51db864681ba7bb27bbdf7a75f0.021
22842026-04-20SZ3012360.40249115228652954EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1200d225416a7d47b3b0cbc1f2f1bf1eae0.093
30302026-04-20SH6881260.374281644821167EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1236ff2d045ced4c559d5587c47a9a2c790.021
66682026-04-20SH6016980.3699496916539632EXP_LGBModel_Alpha158_csi300_custom_step0_s_20260420_12c7da8ae7c8e240958db7906f70d57cee0.017
28212026-04-20SH6881260.34566953778266907EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_12412386fb2d804f99a30456316172272c0.02
37802026-04-20SH6016980.34211793060206874EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_124aa90458c00f474a894d411d2f5257160.056
5972026-04-20SZ3005020.32721197605133057EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_129e337589139c4234b10e3f173f4952740.074
5832026-04-20SH6005220.31362757086753845EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_12412386fb2d804f99a30456316172272c0.02
23072026-04-20SZ3003080.2948237955570221EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1200d225416a7d47b3b0cbc1f2f1bf1eae0.093
25462026-04-20SZ3004330.2906046509742737EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1224a2a292319b494795ebe2e319adea2f0.036
61532026-04-20SH6005220.2899742178937454EXP_LGBModel_Alpha158_csi300_custom_step0_s_20260420_12c7da8ae7c8e240958db7906f70d57cee0.017
18372026-04-20SH6016980.27928346395492554EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1224a2a292319b494795ebe2e319adea2f0.036
10392026-04-20SH6881260.2643425762653351EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_1281ca2bd806004d839818794b653ed3100.028
31982026-04-20SZ3004330.25920820236206055EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1236ff2d045ced4c559d5587c47a9a2c790.021
32862026-04-20SZ0009770.256379634141922EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_121f06714132ff4635b314e1e66502a7550.021
41962026-04-20SZ3003080.25296849462239857EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1282041d8d6a4b4606982af355def7afff0.029
45652026-04-20SH6005220.2429588938025952EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1210168c9c3f7e416a90f5777d099b16620.017
23102026-04-20SZ0023840.24118830263614655EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1200d225416a7d47b3b0cbc1f2f1bf1eae0.093
25422026-04-20SZ3005020.239175945520401EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1224a2a292319b494795ebe2e319adea2f0.036
4972026-04-20SH6051170.23871111869812012EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_129e337589139c4234b10e3f173f4952740.074
45082026-04-20SH6005220.2386206852330453EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1241eeafb1e0b34cddb359a9dde563506d0.019
24292026-04-20SH6882230.2382974922657013EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1224a2a292319b494795ebe2e319adea2f0.036
22972026-04-20SZ3005020.23585939407348633EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1200d225416a7d47b3b0cbc1f2f1bf1eae0.093
63982026-04-20SH6005220.23097690538226806EXP_LGBModel_Alpha158_csi300_custom_step0_s_20260420_1258cc858c8c82481e83d26ae9e33bcfc50.015
63372026-04-20SZ0024750.23020592404674386EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_12c080ea6d46044ca68540f8af6f23d4f90.103
8232026-04-20SH6005880.22986701130867004EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_129e337589139c4234b10e3f173f4952740.074
34252026-04-20SH6005220.22549927234649658EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1236ff2d045ced4c559d5587c47a9a2c790.021
2372026-04-20SH6881260.22200366854667664EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_12288df51fa0e54a3cbed444cdfb51d6520.036
8262026-04-20SH6005700.2160477340221405EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_129e337589139c4234b10e3f173f4952740.074
41792026-04-20SH6016980.2151580213641465EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260420_1282041d8d6a4b4606982af355def7afff0.029
32712026-04-20SZ3007820.21399587392807007EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_121f06714132ff4635b314e1e66502a7550.021
1722026-04-20SH6019160.2098703682422638EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_121d79b437d9fa492582d98d84429375940.029
66382026-04-20SH6016980.2049432169605329EXP_LGBModel_Alpha158_csi300_custom_step0_s_20260420_123dc930103dc44ffe856cf9d1ef11916b0.016
24132026-04-20SZ0024750.2035226970911026EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260420_1224a2a292319b494795ebe2e319adea2f0.036
16542026-04-20SH6881260.20000958442687988EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260420_1265a90149cfce4ad19b0c2ea55a7418e50.038
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