From 52fa7b0bb3a2a153fa31b6088beddd12426739bc Mon Sep 17 00:00:00 2001 From: "2569718930@qq.com" <2569718930@qq.com> Date: Wed, 6 May 2026 18:50:10 +0800 Subject: [PATCH] =?UTF-8?q?=E7=A7=BB=E9=99=A4=E5=9F=8E=E5=B8=82=E5=BF=AB?= =?UTF-8?q?=E6=8D=B7=E8=B7=B3=E8=BD=AC=E6=A0=8F=20sticky=20=E5=9B=BA?= =?UTF-8?q?=E5=AE=9A=E6=95=88=E6=9E=9C=EF=BC=8C=E6=9B=B4=E6=96=B0=20LGBM?= =?UTF-8?q?=20=E6=A8=A1=E5=9E=8B=E8=87=B3=201247=20=E6=A0=B7=E6=9C=AC?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit scan-ai-city-jumpbar 不再吸附顶部，anchor scroll-margin 同步清理。 LGBM 模型用 prod DB 重训练：1247 样本 → 验证 MAE 2.63°C vs DEB 2.75°C。 Tested: tsc + ruff 全过 --- artifacts/models/lgbm_daily_high.txt | 2157 ++++++++++++++--- artifacts/models/lgbm_daily_high_schema.json | 30 +- .../dashboard/ScanTerminalList.module.css | 6 - 3 files changed, 1900 insertions(+), 293 deletions(-) diff --git a/artifacts/models/lgbm_daily_high.txt b/artifacts/models/lgbm_daily_high.txt index 799712b2..3785b31b 100644 --- a/artifacts/models/lgbm_daily_high.txt +++ b/artifacts/models/lgbm_daily_high.txt @@ -6,385 +6,1981 @@ label_index=0 max_feature_idx=26 objective=regression feature_names=actual_high_lag_1 actual_high_lag_2 actual_high_lag_3 actual_high_lag_7 actual_high_mean_7 actual_high_mean_14 actual_high_trend_3 open_meteo ecmwf gfs gem jma icon mgm nws deb_prediction model_median model_spread current_temp max_so_far humidity wind_speed_kt visibility_mi local_hour month weekday peak_status_code -feature_infos=[2:33] [5.5999999046325684:28] [5.5999999046325684:28] [5.4000000953674316:27.100000381469727] [7.5714287757873535:27.857143402099609] [8.9142856597900391:26.328571319580078] [-14:11] [7.5:30.899999618530273] [7.5:30.899999618530273] [8.1999998092651367:32.900001525878906] [8.1999998092651367:30.700000762939453] [8.3000001907348633:30.799999237060547] [7.5:30.899999618530273] none none [7.9000000953674316:30.899999618530273] 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+leaf_count=12 7 189 5 15 5 8 19 149 285 4 381 5 19 28 +internal_value=-0.000314961 0.0142758 -0.00337356 0.00158424 0.0812831 7.19273e-05 0.00280833 -0.00951474 0.0109407 0.0841417 -0.0100629 -0.0595237 -0.0396059 -0.0497014 +internal_weight=1131 196 935 537 10 527 493 196 297 12 398 17 34 47 +internal_count=1131 196 935 537 10 527 493 196 297 12 398 17 34 47 is_linear=0 shrinkage=0.05 @@ -392,15 +1988,32 @@ shrinkage=0.05 end of trees feature_importances: -max_so_far=12 -actual_high_lag_2=11 -gem=8 -current_temp=7 -open_meteo=6 -actual_high_lag_7=4 -actual_high_trend_3=2 -gfs=2 -humidity=1 +max_so_far=254 +actual_high_lag_1=153 +current_temp=140 +deb_prediction=117 +open_meteo=116 +ecmwf=64 +model_median=59 +actual_high_lag_7=53 +gem=51 +icon=51 +jma=50 +model_spread=50 +actual_high_trend_3=49 +gfs=39 +actual_high_lag_2=36 +wind_speed_kt=32 +nws=30 +actual_high_mean_7=28 +actual_high_lag_3=24 +actual_high_mean_14=24 +visibility_mi=10 +local_hour=10 +humidity=7 +weekday=7 +month=1 +peak_status_code=1 parameters: [boosting: gbdt] @@ -411,7 +2024,7 @@ parameters: [data_sample_strategy: bagging] [data: ] [valid: ] -[num_iterations: 20] +[num_iterations: 104] [learning_rate: 0.05] [num_leaves: 15] [num_threads: 0] diff --git a/artifacts/models/lgbm_daily_high_schema.json b/artifacts/models/lgbm_daily_high_schema.json index 9f2460ab..61cf167c 100644 --- a/artifacts/models/lgbm_daily_high_schema.json +++ b/artifacts/models/lgbm_daily_high_schema.json @@ -42,25 +42,25 @@ "nws" ], "model_path": "artifacts\\models\\lgbm_daily_high.txt", - "sample_count": 20, - "train_count": 8, - "validation_count": 12, + "sample_count": 1247, + "train_count": 998, + "validation_count": 249, "metrics": { "validation": { - "sample_count": 12, - "lgbm_mae": 5.867, - "deb_mae": 1.825, - "best_single_mae": 0.567, - "median_mae": 1.7 + "sample_count": 249, + "lgbm_mae": 2.626, + "deb_mae": 2.745, + "best_single_mae": 1.733, + "median_mae": 2.866 }, "full_sample": { - "sample_count": 20, - "lgbm_mae": 2.66, - "deb_mae": 1.68, - "best_single_mae": 0.775, - "median_mae": 1.695 + "sample_count": 1247, + "lgbm_mae": 0.953, + "deb_mae": 1.872, + "best_single_mae": 1.052, + "median_mae": 1.952 } }, - "generated_at": "2026-04-18T19:27:39.228210Z", - "trained_at": "2026-04-18T19:27:39.228210Z" + "generated_at": "2026-05-06T10:45:04.319587Z", + "trained_at": "2026-05-06T10:45:04.319587Z" } \ No newline at end of file diff --git a/frontend/components/dashboard/ScanTerminalList.module.css b/frontend/components/dashboard/ScanTerminalList.module.css index b776ad98..a0165dd9 100644 --- a/frontend/components/dashboard/ScanTerminalList.module.css +++ b/frontend/components/dashboard/ScanTerminalList.module.css @@ -545,9 +545,6 @@ } .root :global(.scan-ai-city-jumpbar) { - position: sticky; - top: 0; - z-index: 8; display: flex; gap: 8px; margin: 0 0 12px; @@ -583,9 +580,6 @@ background: rgba(77, 163, 255, 0.18); } -.root :global(.scan-ai-city-anchor) { - scroll-margin-top: 66px; -} .root :global(.scan-ai-city-card:not(.collapsed)) { overflow: visible;