Qlib CSI300 沪深300

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total ​

params ​

{'predict_dates': [{'start': '2026-07-10', 'end': '2026-07-10'}], '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_20260712_14 754546108666542800 (Recorders: 6/6)

Recorder: a7bf867573cb4097b2578ec5a1003f94

	Model: {'id': 'a7bf867573cb4097b2578ec5a1003f94', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.049, 'ICIR': 0.331, 'Rank IC': 0.065, 'Rank ICIR': 0.448}, 'data_train_vec': ['2020-07-12', '2025-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.448', 'recency_weight': '0.123', 'weight': '0.024'}

Recorder: 6bede71a55134b5798209144f45d1da7

	Model: {'id': '6bede71a55134b5798209144f45d1da7', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.031, 'ICIR': 0.191, 'Rank IC': 0.064, 'Rank ICIR': 0.378}, 'data_train_vec': ['2021-07-12', '2025-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.378', 'recency_weight': '0.173', 'weight': '0.024'}

Recorder: b02f4d72d67f453f985c1c10c97ec5b9

	Model: {'id': 'b02f4d72d67f453f985c1c10c97ec5b9', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.024, 'ICIR': 0.157, 'Rank IC': 0.062, 'Rank ICIR': 0.392}, 'data_train_vec': ['2022-07-12', '2025-07-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.392', 'recency_weight': '0.246', 'weight': '0.036'}

Recorder: 9c7292d3be3b40138e2e98cc8f2a5aec

	Model: {'id': '9c7292d3be3b40138e2e98cc8f2a5aec', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.037, 'ICIR': 0.257, 'Rank IC': 0.067, 'Rank ICIR': 0.438}, 'data_train_vec': ['2023-07-12', '2025-10-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.438', 'recency_weight': '0.351', 'weight': '0.065'}

Recorder: bed9df61ca6645d6af620bdc39f81152

	Model: {'id': 'bed9df61ca6645d6af620bdc39f81152', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.029, 'ICIR': 0.225, 'Rank IC': 0.048, 'Rank ICIR': 0.34}, 'data_train_vec': ['2024-07-12', '2026-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.340', 'recency_weight': '0.500', 'weight': '0.055'}

Recorder: 95db16cefe044b25b327362977f819ce

	Model: {'id': '95db16cefe044b25b327362977f819ce', 'model': 'CatBoostModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.054, 'ICIR': 0.337, 'Rank IC': 0.035, 'Rank ICIR': 0.178}, 'data_train_vec': ['2025-07-12', '2026-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.178', 'recency_weight': '0.707', 'weight': '0.021'}

Experiment: EXP_LGBModel_Alpha158_csi300_custom_step0_s_20260712_14 476785472344051870 (Recorders: 6/6)

Recorder: b8bceab17438487fab3467842463ae8a

	Model: {'id': 'b8bceab17438487fab3467842463ae8a', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.049, 'ICIR': 0.333, 'Rank IC': 0.068, 'Rank ICIR': 0.447}, 'data_train_vec': ['2020-07-12', '2025-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.447', 'recency_weight': '0.123', 'weight': '0.024'}

Recorder: 5c25cebca9b949ef89085b056d4c5e23

	Model: {'id': '5c25cebca9b949ef89085b056d4c5e23', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.034, 'ICIR': 0.207, 'Rank IC': 0.061, 'Rank ICIR': 0.388}, 'data_train_vec': ['2021-07-12', '2025-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.388', 'recency_weight': '0.173', 'weight': '0.025'}

Recorder: eb29e750a63a46b5a16b5fb3d9acc9d3

	Model: {'id': 'eb29e750a63a46b5a16b5fb3d9acc9d3', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.028, 'ICIR': 0.163, 'Rank IC': 0.067, 'Rank ICIR': 0.424}, 'data_train_vec': ['2022-07-12', '2025-07-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.424', 'recency_weight': '0.246', 'weight': '0.042'}

Recorder: 544338cb0e384e648c8195ea856a7dcd

	Model: {'id': '544338cb0e384e648c8195ea856a7dcd', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.046, 'ICIR': 0.286, 'Rank IC': 0.069, 'Rank ICIR': 0.465}, 'data_train_vec': ['2023-07-12', '2025-10-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.465', 'recency_weight': '0.351', 'weight': '0.073'}

Recorder: 7deb0d3b8f714a23aa25469fae5d4618

	Model: {'id': '7deb0d3b8f714a23aa25469fae5d4618', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.037, 'ICIR': 0.273, 'Rank IC': 0.039, 'Rank ICIR': 0.298}, 'data_train_vec': ['2024-07-12', '2026-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.298', 'recency_weight': '0.500', 'weight': '0.043'}

Recorder: 83029536cae642e68104d459c2d766ea

	Model: {'id': '83029536cae642e68104d459c2d766ea', 'model': 'LGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.078, 'ICIR': 0.371, 'Rank IC': 0.061, 'Rank ICIR': 0.309}, 'data_train_vec': ['2025-07-12', '2026-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.309', 'recency_weight': '0.707', 'weight': '0.065'}

Experiment: EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_14 755079687110511087 (Recorders: 6/6)

Recorder: 129f0e2c025a4f7abc81fdd638c200e1

	Model: {'id': '129f0e2c025a4f7abc81fdd638c200e1', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.039, 'ICIR': 0.265, 'Rank IC': 0.06, 'Rank ICIR': 0.418}, 'data_train_vec': ['2020-07-12', '2025-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.418', 'recency_weight': '0.123', 'weight': '0.021'}

Recorder: 056b9fa20f45477fbcfb7ecd766f9b7e

	Model: {'id': '056b9fa20f45477fbcfb7ecd766f9b7e', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.012, 'ICIR': 0.076, 'Rank IC': 0.045, 'Rank ICIR': 0.297}, 'data_train_vec': ['2021-07-12', '2025-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.297', 'recency_weight': '0.173', 'weight': '0.015'}

Recorder: 680677bc73ce402cbbecca7cb50b6a5b

	Model: {'id': '680677bc73ce402cbbecca7cb50b6a5b', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.011, 'ICIR': 0.071, 'Rank IC': 0.046, 'Rank ICIR': 0.329}, 'data_train_vec': ['2022-07-12', '2025-07-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.329', 'recency_weight': '0.246', 'weight': '0.026'}

Recorder: 65f92eefd0554f008d4b76fc2c9b0ddf

	Model: {'id': '65f92eefd0554f008d4b76fc2c9b0ddf', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.033, 'ICIR': 0.232, 'Rank IC': 0.05, 'Rank ICIR': 0.379}, 'data_train_vec': ['2023-07-12', '2025-10-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.379', 'recency_weight': '0.351', 'weight': '0.048'}

Recorder: 491a8e704aed4b05af097312b02b2936

	Model: {'id': '491a8e704aed4b05af097312b02b2936', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.032, 'ICIR': 0.21, 'Rank IC': 0.028, 'Rank ICIR': 0.2}, 'data_train_vec': ['2024-07-12', '2026-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.200', 'recency_weight': '0.500', 'weight': '0.019'}

Recorder: 8113d0cdb3e04b21b4da7e921986af4f

	Model: {'id': '8113d0cdb3e04b21b4da7e921986af4f', 'model': 'LinearModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.08, 'ICIR': 0.433, 'Rank IC': 0.072, 'Rank ICIR': 0.44}, 'data_train_vec': ['2025-07-12', '2026-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.440', 'recency_weight': '0.707', 'weight': '0.131'}

Experiment: EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14 317272975187970729 (Recorders: 6/6)

Recorder: fb1d3e87d2b04509aa4dfc5c247944cc

	Model: {'id': 'fb1d3e87d2b04509aa4dfc5c247944cc', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.038, 'ICIR': 0.257, 'Rank IC': 0.064, 'Rank ICIR': 0.439}, 'data_train_vec': ['2020-07-12', '2025-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.439', 'recency_weight': '0.123', 'weight': '0.023'}

Recorder: 4f337e2e01044cffa00349f29d4406ab

	Model: {'id': '4f337e2e01044cffa00349f29d4406ab', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.028, 'ICIR': 0.169, 'Rank IC': 0.06, 'Rank ICIR': 0.376}, 'data_train_vec': ['2021-07-12', '2025-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.376', 'recency_weight': '0.173', 'weight': '0.024'}

Recorder: d21941fd11664994ae9140c49032af01

	Model: {'id': 'd21941fd11664994ae9140c49032af01', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.022, 'ICIR': 0.138, 'Rank IC': 0.063, 'Rank ICIR': 0.418}, 'data_train_vec': ['2022-07-12', '2025-07-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.418', 'recency_weight': '0.246', 'weight': '0.041'}

Recorder: feed3d6345e14318af1822ceaf7d7ac1

	Model: {'id': 'feed3d6345e14318af1822ceaf7d7ac1', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.029, 'ICIR': 0.205, 'Rank IC': 0.057, 'Rank ICIR': 0.398}, 'data_train_vec': ['2023-07-12', '2025-10-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.398', 'recency_weight': '0.351', 'weight': '0.053'}

Recorder: 9c7bf01da669477388c530ef04c738b1

	Model: {'id': '9c7bf01da669477388c530ef04c738b1', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.025, 'ICIR': 0.18, 'Rank IC': 0.036, 'Rank ICIR': 0.285}, 'data_train_vec': ['2024-07-12', '2026-01-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.285', 'recency_weight': '0.500', 'weight': '0.039'}

Recorder: eb6210f9fb8c4bb6ada0fe3ecf8923bb

	Model: {'id': 'eb6210f9fb8c4bb6ada0fe3ecf8923bb', 'model': 'XGBModel', 'dataset': 'Alpha158', 'ic_info': {'IC': 0.048, 'ICIR': 0.348, 'Rank IC': 0.046, 'Rank ICIR': 0.308}, 'data_train_vec': ['2025-07-12', '2026-04-11'], 'train_time_vec': ['2026-07-12', '2026-07-12'], 'rank_icir': '0.308', 'recency_weight': '0.707', 'weight': '0.064'}

total.csv ​

datetimeinstrumentscoreexp_nameridweightreal_labelerrorabs_error
25402026-07-10SH6039861.6030138731002808EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
18332026-07-10SH6001761.3602194786071777EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
5602026-07-10SH6883961.3452905416488647EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
6162026-07-10SZ0023841.2416400909423828EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
4962026-07-10SH6039861.230311632156372EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
26362026-07-10SH6005221.141329050064087EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
4802026-07-10SH6882561.12276029586792EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
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8332026-07-10SH6005841.06789231300354EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
23842026-07-10SZ0024601.0652636289596558EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
22962026-07-10SH6039861.047023057937622EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
26022026-07-10SH6001761.041685700416565EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
25582026-07-10SH6880821.040168046951294EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
4862026-07-10SH6880821.036720633506775EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
4912026-07-10SH6880121.022813320159912EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
4922026-07-10SH6880080.9553743600845337EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
6062026-07-10SZ3004760.9464618563652039EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
4842026-07-10SH6881260.9019343256950378EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
8272026-07-10SH6004600.8881170153617859EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
31022026-07-10SH6016980.8828412890434265EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14fb1d3e87d2b04509aa4dfc5c247944cc0.023
49012026-07-10SH6016980.8736902210121347EXP_CatBoostModel_Alpha158_csi300_custom_step0_s_20260712_14a7bf867573cb4097b2578ec5a1003f940.024
32062026-07-10SH6016980.8708400726318359EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14d21941fd11664994ae9140c49032af010.041
8012026-07-10SH6001830.8237369656562805EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
5902026-07-10SZ3003080.8197543621063232EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
19792026-07-10SH6005220.8119316101074219EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
6042026-07-10SZ3005020.7969392538070679EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
22982026-07-10SH6037990.7948191165924072EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
332026-07-10SH6001760.7891891598701477EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_14491a8e704aed4b05af097312b02b29360.019
24082026-07-10SZ3004330.784920871257782EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
6112026-07-10SZ3004080.7736486792564392EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
4882026-07-10SH6880410.7711111307144165EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
8982026-07-10SZ3012690.7668520212173462EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
19842026-07-10SH6004600.7631508111953735EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
24112026-07-10SZ3004080.7557095885276794EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
24972026-07-10SZ0007250.7508084774017334EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
8022026-07-10SH6001760.7474319934844971EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
6032026-07-10SZ3006610.7228940725326538EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
19762026-07-10SH6005840.7121771574020386EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
4902026-07-10SH6032600.7013397812843323EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
26542026-07-10SZ3004080.6959401369094849EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
18322026-07-10SH6001830.6939563751220703EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_149c7bf01da669477388c530ef04c738b10.039
26272026-07-10SH6004600.6782543063163757EXP_XGBModel_Alpha158_csi300_custom_step0_s_20260712_14eb6210f9fb8c4bb6ada0fe3ecf8923bb0.064
5832026-07-10SZ0024630.6769282817840576EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
6022026-07-10SZ3002740.6764391660690308EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_148113d0cdb3e04b21b4da7e921986af4f0.131
7402026-07-10SH6039860.6629300713539124EXP_LinearModel_Alpha158_csi300_custom_step0_s_20260712_14491a8e704aed4b05af097312b02b29360.019
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