模型优化历史

最新数据结论
结论:数据质量较好,可进入待确认上线。 质量:可考虑上线。依据:独立测试、收益/PF、walk-forward 均通过
更新时间
2026-07-15 07:34:12
总优化次数
698
已上线 / 影子 / 拒绝 / 失败
4 / 78 / 517 / 96
最新状态
已拒绝
最新候选质量
可考虑上线
当前服务模型
15m, 1h / 12h (48 x 15m) / TP 6.00% / SL 3.50% / threshold 0.20
当前准确率 / 下界
0.00% / 0.00%
当前收益 / PF
0.00% / 0.00
严格口径
独立阈值测试 + 固定 walk-forward
批准建议
只看“可考虑上线”候选

“可考虑上线”要求独立测试口径有效、平均收益为正、PF 不低于当前模型、walk-forward 稳定且没有明显覆盖率问题。 “旧口径不可批准”表示该记录没有分离阈值选择和最终测试,不能作为上线依据。

当前服务模型

生效时间状态参数准确率下界平均收益PF来源文件登记事件登记时间登记原因
服务#82026-07-08T15:04:17.063240+00:00当前服务中15m, 1h / 12h (48 x 15m) / TP 6.00% / SL 3.50% / threshold 0.200.00%0.00%0.00%0.00opt_0654_01of07_crypto_direction_model_15m_1h_12h_tp60_sl35.joblibmanual_live_switch2026-07-08T15:04:17.063240+00:00user_requested_opt_0654_01of07_live_switch历史影子回放
区间 2026-05-27 ~ 2026-06-26
请求 30 天
总收益 127.39%
年化 0.00%
最大回撤 26.12%
PF 1.36
交易 894 / 覆盖 43.85%

每轮质量汇总

#结束时间状态质量候选准确率下界平均收益PF覆盖率下界变化收益变化PF变化质量理由系统原因
优化#698-1/62026-07-14T21:49:54.601475+00:00已拒绝可考虑上线可以考虑上线
可以放入待确认清单,但仍需先看影子观察结果。依据:独立测试、收益/PF、walk-forward 均通过
15m+1h::24h::tp0.050::sl0.030准确率 77.85%
下界 70.76%
覆盖 39.01%
n=158
平均收益 3.16%
PF 5.64
收益变化 -
独立测试、收益/PF、walk-forward 均通过
旧口径基准未参与比较
fast_stage_no_promising_candidates
优化#6972026-07-14T19:52:11.166896+00:00失败training_failedtraining_failed
training_failed; RuntimeError: All 6 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; RuntimeError: All 6 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: All 6 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; RuntimeError: All 6 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.050/sl0.030: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/12h/tp0.060/sl0.035: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo; 15m+1h/24h/tp0.040/sl0.025: NetworkError: binance GET https://api.binance.com/api/v3/exchangeInfo
优化#6962026-07-14T19:46:22.398514+00:00失败training_failedtraining_failed
training_failed; RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: RequestTimeout: binance GET https://api.binance.com/api/v3/exchangeInfo; RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: RequestTimeout: binance GET https://api.binance.com/api/v3/exchangeInfo
15m+1h::24h::tp0.050::sl0.030--training_failed; RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: RequestTimeout: binance GET https://api.binance.com/api/v3/exchangeInfo; RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.050/sl0.030: RequestTimeout: binance GET https://api.binance.com/api/v3/exchangeInfo
优化#695-1/82026-07-14T18:43:25.749851+00:00已拒绝危险,不建议危险,不建议
不要上线,也不建议重点观察。依据:PF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%
15m+1h::24h::tp0.060::sl0.035准确率 28.54%
下界 27.34%
覆盖 54.02%
n=5248
平均收益 -0.86%
PF 0.66
收益变化 -5.55%
PF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;PF 比当前模型低 10.37;平均收益比当前模型低 5.55%
average_return_delta=-0.008583<0
优化#694-1/82026-07-14T14:51:25.374678+00:00已拒绝危险,不建议危险,不建议
不要上线,也不建议重点观察。依据:PF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%
15m+1h::24h::tp0.060::sl0.035准确率 20.77%
下界 17.88%
覆盖 7.16%
n=679
平均收益 -1.60%
PF 0.44
收益变化 -6.28%
PF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;PF 比当前模型低 10.60;平均收益比当前模型低 6.28%
average_return_delta=-0.015972<0
优化#693-1/92026-07-14T12:38:41.176061+00:00影子观察危险,不建议危险,不建议
不要上线,也不建议重点观察。依据:准确率下界 < 50%;PF 比当前模型低 9.94;平均收益比当前模型低 4.51%
15m+1h::12h::tp0.050::sl0.030准确率 40.54%
下界 39.32%
覆盖 48.70%
n=6239
平均收益 0.17%
PF 1.09
收益变化 -4.51%
准确率下界 < 50%;PF 比当前模型低 9.94;平均收益比当前模型低 4.51%
shadow_observation_required_before_manual_approval
优化#692-1/82026-07-14T10:43:49.700884+00:00已拒绝只建议影子观察只建议影子观察
只放入影子观察,不要直接上线。依据:PF 比当前模型低 8.16;平均收益比当前模型低 2.23%
15m+1h::24h::tp0.060::sl0.035准确率 63.41%
下界 52.61%
覆盖 0.99%
n=82
平均收益 2.45%
PF 2.88
收益变化 -2.23%
PF 比当前模型低 8.16;平均收益比当前模型低 2.23%
independent_final_threshold_samples=82<required=200
优化#691-1/82026-07-14T08:15:55.749733+00:00影子观察只建议影子观察只建议影子观察
只放入影子观察,不要直接上线。依据:PF 比当前模型低 9.13;平均收益比当前模型低 3.18%
15m+1h::12h::tp0.060::sl0.035准确率 53.46%
下界 50.16%
覆盖 11.02%
n=881
平均收益 1.51%
PF 1.91
收益变化 -3.18%
PF 比当前模型低 9.13;平均收益比当前模型低 3.18%
live_feedback_guard:new_live_signal_samples=1<required=200; live_feedback_guard:live_lower_bound_delta=-0.083358<required=0.000000; quality_suggested_shadow_observation
优化#690-1/62026-07-13T05:58:11.540950+00:00已拒绝可考虑上线可以考虑上线
可以放入待确认清单,但仍需先看影子观察结果。依据:独立测试、收益/PF、walk-forward 均通过
15m+1h::24h::tp0.050::sl0.030准确率 86.07%
下界 82.84%
覆盖 90.97%
n=524
平均收益 3.82%
PF 9.92
收益变化 -
独立测试、收益/PF、walk-forward 均通过
旧口径基准未参与比较
fast_stage_no_promising_candidates
优化#6892026-07-13T03:43:07.638062+00:00失败training_failedtraining_failed
training_failed; RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.060/sl0.035: BinanceApiCooldown: Binance API cooldown active for 528s (data_fetch.binance.request); RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.060/sl0.035: BinanceApiCooldown: Binance API cooldown active for 528s (data_fetch.binance.request)
15m+1h::24h::tp0.060::sl0.035--training_failed; RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.060/sl0.035: BinanceApiCooldown: Binance API cooldown active for 528s (data_fetch.binance.request); RuntimeError: All 1 timeframe/horizon candidates failed. 15m+1h/24h/tp0.060/sl0.035: BinanceApiCooldown: Binance API cooldown active for 528s (data_fetch.binance.request)
优化#688-3/32026-07-13T02:37:28.849518+00:00影子观察可考虑上线可以考虑上线
可以放入待确认清单,但仍需先看影子观察结果。依据:独立测试、收益/PF、walk-forward 均通过
15m+1h::24h::tp0.050::sl0.030准确率 85.70%
下界 84.26%
覆盖 32.63%
n=2454
平均收益 3.79%
PF 9.62
收益变化 -
独立测试、收益/PF、walk-forward 均通过
旧口径基准未参与比较
shadow_observation_required_before_manual_approval
优化#687-1/82026-07-13T00:13:11.735290+00:00已拒绝只建议影子观察只建议影子观察
只放入影子观察,不要直接上线。依据:PF 比当前模型低 7.03;平均收益比当前模型低 1.54%
15m+1h::12h::tp0.060::sl0.035准确率 70.71%
下界 67.58%
覆盖 11.10%
n=857
平均收益 3.15%
PF 4.01
收益变化 -1.54%
PF 比当前模型低 7.03;平均收益比当前模型低 1.54%
validation_schema_version=0<required=2
优化#686-1/82026-07-12T22:35:34.646881+00:00已拒绝只建议影子观察只建议影子观察
只放入影子观察,不要直接上线。依据:PF 比当前模型低 0.21;平均收益比当前模型低 0.02%
15m+1h::24h::tp0.060::sl0.035准确率 86.70%
下界 84.09%
覆盖 12.99%
n=752
平均收益 4.67%
PF 10.83
收益变化 -0.02%
PF 比当前模型低 0.21;平均收益比当前模型低 0.02%
validation_schema_version=0<required=2
优化#685-1/82026-07-12T20:06:56.028112+00:00已拒绝只建议影子观察只建议影子观察
只放入影子观察,不要直接上线。依据:PF 比当前模型低 1.42;平均收益比当前模型低 0.90%
15m+1h::24h::tp0.050::sl0.030准确率 85.70%
下界 84.26%
覆盖 32.63%
n=2454
平均收益 3.79%
PF 9.62
收益变化 -0.90%
PF 比当前模型低 1.42;平均收益比当前模型低 0.90%
validation_schema_version=0<required=2
优化#684-1/82026-07-12T17:11:56.375563+00:00已拒绝只建议影子观察只建议影子观察
只放入影子观察,不要直接上线。依据:质量一般,建议继续观察
15m+1h::12h::tp0.060::sl0.035准确率 88.98%
下界 82.34%
覆盖 1.59%
n=127
平均收益 4.88%
PF 13.41
收益变化 +0.20%
质量一般,建议继续观察
validation_schema_version=0<required=2; independent_final_threshold_samples=127<required=200
优化#683-1/82026-07-12T14:43:56.054696+00:00已拒绝危险,不建议危险,不建议
不要上线,也不建议重点观察。依据:coverage close to 100%, threshold is not selective
15m+1h::24h::tp0.060::sl0.035准确率 72.30%
下界 71.07%
覆盖 100.00%
n=5188
平均收益 3.30%
PF 4.34
收益变化 -1.39%
coverage close to 100%, threshold is not selective
validation_schema_version=0<required=2
优化#6822026-07-12T11:14:41.607233+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6812026-07-12T10:05:35.551360+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6802026-07-12T08:59:26.121025+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6792026-07-12T07:43:47.872763+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6782026-07-12T06:33:39.183645+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6772026-07-12T05:22:32.957908+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6762026-07-12T04:13:02.086837+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6752026-07-12T02:23:46.155139+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6742026-07-12T00:56:14.490368+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6732026-07-11T23:47:10.279402+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6722026-07-11T22:37:11.133247+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6712026-07-11T21:27:25.605404+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6702026-07-11T20:16:41.828648+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
优化#6692026-07-11T19:28:04.839330+00:00失败training_failedtraining_failed
training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.
15m+1h::24h::tp0.050::sl0.030; 15m+1h::24h::tp0.060::sl0.035; 15m+1h::12h::tp0.040::sl0.025; 15m+1h::12h::tp0.050::sl0.030; 15m+1h::12h::tp0.060::sl0.035; 15m+1h::24h::tp0.040::sl0.025--training_failed; RuntimeError: Not enough samples for independent threshold selection and final evaluation.; RuntimeError: Not enough samples for independent threshold selection and final evaluation.

Fast Stage 候选明细

时间质量候选预筛通过准确率下界平均收益PF覆盖率阈值口径质量理由拒绝原因
2026-07-14T21:49:54.601475+00:00可考虑上线15m+1h::24h::tp0.050::sl0.03077.85%70.76%3.16%5.6439.01%
n=158
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=158<required=200
2026-07-14T21:49:54.601475+00:00可考虑上线15m+1h::24h::tp0.060::sl0.03585.64%79.91%4.57%9.9058.93%
n=188
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=188<required=200
2026-07-14T21:49:54.601475+00:00危险,不建议15m+1h::12h::tp0.040::sl0.02529.02%23.79%-0.68%0.6365.72%
n=255
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;平均收益比当前模型低 0.68%average_return=-0.006837<required=0.000000; profit_factor=0.625191<required=1.500000; average_return_delta=-0.006837<0
2026-07-14T21:49:54.601475+00:00危险,不建议15m+1h::12h::tp0.050::sl0.03042.37%36.24%0.32%1.1858.71%
n=236
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%profit_factor=1.180782<required=1.500000
2026-07-14T21:49:54.601475+00:00危险,不建议15m+1h::12h::tp0.060::sl0.03542.57%35.96%0.47%1.2388.99%
n=202
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%profit_factor=1.231479<required=1.500000
2026-07-14T21:49:54.601475+00:00可考虑上线15m+1h::24h::tp0.040::sl0.02570.18%61.23%1.99%3.6019.83%
n=114
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=114<required=200
2026-07-14T18:43:25.749851+00:00不建议上线15m+1h::24h::tp0.050::sl0.03054.35%44.20%1.28%1.9118.51%
n=92
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%independent_final_threshold_samples=92<required=200; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.819599<required=1.000000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.819599<required=1.000000
2026-07-14T18:43:25.749851+00:00可考虑上线15m+1h::24h::tp0.060::sl0.03581.21%76.52%4.14%7.1874.58%
n=314
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T18:43:25.749851+00:00危险,不建议15m+1h::12h::tp0.040::sl0.02531.44%25.78%-0.53%0.7049.04%
n=229
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;平均收益比当前模型低 0.53%average_return=-0.005263<required=0.000000; profit_factor=0.701281<required=1.500000; average_return_delta=-0.005263<0
2026-07-14T18:43:25.749851+00:00危险,不建议15m+1h::12h::tp0.050::sl0.03043.85%36.93%0.44%1.2563.18%
n=187
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%independent_final_threshold_samples=187<required=200; profit_factor=1.254103<required=1.500000
2026-07-14T18:43:25.749851+00:00可考虑上线15m+1h::12h::tp0.060::sl0.03566.67%58.79%2.76%3.3253.57%
n=150
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=150<required=200
2026-07-14T18:43:25.749851+00:00危险,不建议15m+1h::24h::tp0.040::sl0.02526.99%23.46%-0.82%0.57100.00%
n=552
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;coverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.507866<required=1.000000; walk_forward_mean_average_return=-0.008146<=0; coverage=1.000000>=max=0.950000; average_return=-0.008155<required=0.000000; profit_factor=0.565380<required=1.500000; average_return_delta=-0.008155<0; walk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.507866<required=1.000000; walk_forward_mean_average_return=-0.008146<=0
2026-07-14T14:51:25.374678+00:00危险,不建议15m+1h::24h::tp0.050::sl0.03047.32%38.32%0.72%1.4420.82%
n=112
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%independent_final_threshold_samples=112<required=200; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.853115<required=1.000000; profit_factor=1.442555<required=1.500000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.853115<required=1.000000
2026-07-14T14:51:25.374678+00:00可考虑上线15m+1h::24h::tp0.060::sl0.03580.62%74.98%4.09%6.9162.88%
n=227
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T14:51:25.374678+00:00危险,不建议15m+1h::12h::tp0.040::sl0.02550.94%46.47%0.74%1.59100.00%
n=477
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%;coverage close to 100%, threshold is not selectivecoverage=1.000000>=max=0.950000
2026-07-14T14:51:25.374678+00:00可考虑上线15m+1h::12h::tp0.050::sl0.03060.51%53.51%1.77%2.4667.24%
n=195
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=195<required=200
2026-07-14T14:51:25.374678+00:00可考虑上线15m+1h::12h::tp0.060::sl0.03570.47%64.59%3.12%3.9672.36%
n=254
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T14:51:25.374678+00:00危险,不建议15m+1h::24h::tp0.040::sl0.02522.99%15.40%-1.08%0.4613.24%
n=87
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;平均收益比当前模型低 1.08%independent_final_threshold_samples=87<required=200; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.551840<required=1.000000; walk_forward_mean_average_return=-0.004697<=0; average_return=-0.010757<required=0.000000; profit_factor=0.456472<required=1.500000; average_return_delta=-0.010757<0; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.551840<required=1.000000; walk_forward_mean_average_return=-0.004697<=0
2026-07-14T12:38:41.176061+00:00危险,不建议15m+1h::24h::tp0.050::sl0.03039.44%28.89%0.08%1.0512.10%
n=71
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%independent_final_threshold_samples=71<required=200; profit_factor=1.045678<required=1.500000
2026-07-14T12:38:41.176061+00:00可考虑上线15m+1h::24h::tp0.060::sl0.03575.40%70.81%3.59%5.0989.57%
n=378
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T12:38:41.176061+00:00不建议上线15m+1h::12h::tp0.040::sl0.02570.00%48.10%1.98%3.574.26%
n=20
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%independent_final_threshold_samples=20<required=200; walk_forward_profitable_folds=1<required=2; walk_forward_mean_average_return=-0.000116<=0; walk_forward_profitable_folds=1<required=2; walk_forward_mean_average_return=-0.000116<=0
2026-07-14T12:38:41.176061+00:00可考虑上线15m+1h::12h::tp0.050::sl0.03083.90%78.26%3.64%8.3758.74%
n=205
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T12:38:41.176061+00:00可考虑上线15m+1h::12h::tp0.060::sl0.03574.27%67.90%3.49%4.8093.21%
n=206
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T12:38:41.176061+00:00危险,不建议15m+1h::24h::tp0.040::sl0.02541.09%34.53%0.10%1.07100.00%
n=202
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%;coverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.412656<required=1.000000; walk_forward_mean_average_return=-0.009493<=0; coverage=1.000000>=max=0.950000; profit_factor=1.066573<required=1.500000; walk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.412656<required=1.000000; walk_forward_mean_average_return=-0.009493<=0
2026-07-14T10:43:49.700884+00:00可考虑上线15m+1h::24h::tp0.050::sl0.03070.18%57.34%2.54%3.7810.50%
n=57
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=57<required=200; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.926372<required=1.000000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.926372<required=1.000000
2026-07-14T10:43:49.700884+00:00可考虑上线15m+1h::24h::tp0.060::sl0.03568.69%62.19%2.96%3.6449.54%
n=214
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T10:43:49.700884+00:00可考虑上线15m+1h::12h::tp0.040::sl0.02579.46%71.07%2.60%5.9226.73%
n=112
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=112<required=200; walk_forward_profitable_folds=1<required=2; walk_forward_profitable_folds=1<required=2
2026-07-14T10:43:49.700884+00:00可考虑上线15m+1h::12h::tp0.050::sl0.03085.34%81.19%3.76%9.3573.65%
n=341
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过lockbox:lockbox_deflated_sharpe_probability_below_minimum
2026-07-14T10:43:49.700884+00:00可考虑上线15m+1h::12h::tp0.060::sl0.03590.82%85.95%5.06%16.4377.78%
n=196
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=196<required=200
2026-07-14T10:43:49.700884+00:00危险,不建议15m+1h::24h::tp0.040::sl0.02537.40%33.64%-0.14%0.9187.46%
n=607
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;平均收益比当前模型低 0.14%walk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.528246<required=1.000000; walk_forward_mean_average_return=-0.008901<=0; average_return=-0.001392<required=0.000000; profit_factor=0.913486<required=1.500000; average_return_delta=-0.001392<0; walk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.528246<required=1.000000; walk_forward_mean_average_return=-0.008901<=0
2026-07-14T08:15:55.749733+00:00危险,不建议15m+1h::24h::tp0.050::sl0.03059.28%55.33%1.67%2.34100.00%
n=609
select_on_first_half_of_holdout_evaluate_on_second_halfcoverage close to 100%, threshold is not selectivecoverage=1.000000>=max=0.950000
2026-07-14T08:15:55.749733+00:00可考虑上线15m+1h::24h::tp0.060::sl0.03585.89%81.65%4.59%10.1171.21%
n=319
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T08:15:55.749733+00:00不建议上线15m+1h::12h::tp0.040::sl0.02557.89%44.98%1.19%2.1011.80%
n=57
select_on_first_half_of_holdout_evaluate_on_second_half准确率下界 < 50%independent_final_threshold_samples=57<required=200
2026-07-14T08:15:55.749733+00:00可考虑上线15m+1h::12h::tp0.050::sl0.03074.84%69.80%2.92%4.7884.13%
n=318
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-14T08:15:55.749733+00:00可考虑上线15m+1h::12h::tp0.060::sl0.03589.27%84.29%4.91%13.8268.33%
n=205
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-13T05:58:11.540950+00:00可考虑上线15m+1h::24h::tp0.050::sl0.03086.07%82.84%3.82%9.9290.97%
n=524
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.820526<required=1.000000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.820526<required=1.000000
2026-07-13T05:58:11.540950+00:00危险,不建议15m+1h::24h::tp0.060::sl0.03588.00%84.67%4.79%12.18100.00%
n=450
select_on_first_half_of_holdout_evaluate_on_second_halfcoverage close to 100%, threshold is not selectivecoverage=1.000000>=max=0.950000
2026-07-13T05:58:11.540950+00:00危险,不建议15m+1h::12h::tp0.040::sl0.02535.85%31.67%-0.24%0.85100.00%
n=477
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;coverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.698245<required=1.000000; walk_forward_mean_average_return=-0.007605<=0; coverage=1.000000>=max=0.950000; average_return=-0.002398<required=0.000000; profit_factor=0.854543<required=1.500000; average_return_delta=-0.002398<0; walk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.698245<required=1.000000; walk_forward_mean_average_return=-0.007605<=0
2026-07-13T05:58:11.540950+00:00危险,不建议15m+1h::12h::tp0.050::sl0.03069.28%64.01%2.47%3.62100.00%
n=319
select_on_first_half_of_holdout_evaluate_on_second_halfcoverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.941368<required=1.000000; coverage=1.000000>=max=0.950000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.941368<required=1.000000
2026-07-13T05:58:11.540950+00:00危险,不建议15m+1h::12h::tp0.060::sl0.03566.81%60.56%2.78%3.34100.00%
n=235
select_on_first_half_of_holdout_evaluate_on_second_halfcoverage close to 100%, threshold is not selectivecoverage=1.000000>=max=0.950000
2026-07-13T05:58:11.540950+00:00危险,不建议15m+1h::24h::tp0.040::sl0.02520.75%12.00%-1.22%0.407.63%
n=53
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;平均收益比当前模型低 1.22%independent_final_threshold_samples=53<required=200; average_return=-0.012209<required=0.000000; profit_factor=0.400500<required=1.500000; average_return_delta=-0.012209<0
2026-07-13T00:13:11.735290+00:00危险,不建议15m+1h::24h::tp0.050::sl0.03080.86%77.31%3.40%6.7995.86%
n=533
select_on_first_half_of_holdout_evaluate_on_second_halfcoverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.608659<required=1.000000; coverage=0.958633>=max=0.950000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.608659<required=1.000000
2026-07-13T00:13:11.735290+00:00可考虑上线15m+1h::24h::tp0.060::sl0.03596.02%92.02%5.55%40.1039.55%
n=176
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过independent_final_threshold_samples=176<required=200; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.907005<required=1.000000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.907005<required=1.000000
2026-07-13T00:13:11.735290+00:00危险,不建议15m+1h::12h::tp0.040::sl0.02526.90%23.15%-0.82%0.56100.00%
n=487
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;coverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.535089<required=1.000000; walk_forward_mean_average_return=-0.009004<=0; coverage=1.000000>=max=0.950000; average_return=-0.008215<required=0.000000; profit_factor=0.562705<required=1.500000; average_return_delta=-0.008215<0; walk_forward_profitable_folds=0<required=2; walk_forward_median_pf=0.535089<required=1.000000; walk_forward_mean_average_return=-0.009004<=0
2026-07-13T00:13:11.735290+00:00危险,不建议15m+1h::12h::tp0.050::sl0.03028.67%23.84%-0.78%0.65100.00%
n=300
select_on_first_half_of_holdout_evaluate_on_second_halfPF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%;coverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.935283<required=1.000000; coverage=1.000000>=max=0.950000; average_return=-0.007767<required=0.000000; profit_factor=0.645347<required=1.500000; average_return_delta=-0.007767<0; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.935283<required=1.000000
2026-07-13T00:13:11.735290+00:00可考虑上线15m+1h::12h::tp0.060::sl0.03583.33%78.70%4.35%8.3175.76%
n=300
select_on_first_half_of_holdout_evaluate_on_second_half独立测试、收益/PF、walk-forward 均通过-
2026-07-13T00:13:11.735290+00:00危险,不建议15m+1h::24h::tp0.040::sl0.02576.67%70.50%2.41%5.02100.00%
n=210
select_on_first_half_of_holdout_evaluate_on_second_halfcoverage close to 100%, threshold is not selectivewalk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.604058<required=1.000000; coverage=1.000000>=max=0.950000; walk_forward_profitable_folds=1<required=2; walk_forward_median_pf=0.604058<required=1.000000

Full Stage 候选明细

时间质量候选准确率下界平均收益PF覆盖率WF盈利折WF收益WF中位PF阈值口径质量理由
2026-07-14T18:43:25.749851+00:00危险,不建议15m+1h::24h::tp0.060::sl0.03528.54%27.34%-0.86%0.6654.02%
n=5248
-0.00%--缺少独立阈值测试记录,旧口径不可批准;PF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%
2026-07-14T14:51:25.374678+00:00危险,不建议15m+1h::24h::tp0.060::sl0.03520.77%17.88%-1.60%0.447.16%
n=679
-0.00%--缺少独立阈值测试记录,旧口径不可批准;PF < 1,亏损交易总额大于盈利交易总额;平均单笔收益 <= 0;准确率下界 < 50%
2026-07-14T12:38:41.176061+00:00危险,不建议15m+1h::12h::tp0.050::sl0.03040.54%39.32%0.17%1.0948.70%
n=6239
-0.00%--缺少独立阈值测试记录,旧口径不可批准;准确率下界 < 50%
2026-07-14T10:43:49.700884+00:00危险,不建议15m+1h::24h::tp0.060::sl0.03563.41%52.61%2.45%2.880.99%
n=82
-0.00%--缺少独立阈值测试记录,旧口径不可批准
2026-07-14T08:15:55.749733+00:00危险,不建议15m+1h::12h::tp0.060::sl0.03553.46%50.16%1.51%1.9111.02%
n=881
-0.00%--缺少独立阈值测试记录,旧口径不可批准
2026-07-13T02:37:28.849518+00:00危险,不建议15m+1h::24h::tp0.050::sl0.03085.70%84.26%3.79%9.6232.63%
n=2454
-0.00%--缺少独立阈值测试记录,旧口径不可批准
2026-07-13T00:13:11.735290+00:00危险,不建议15m+1h::12h::tp0.060::sl0.03570.71%67.58%3.15%4.0111.10%
n=857
-0.00%--缺少独立阈值测试记录,旧口径不可批准