The Paper Desk · 纸上谈兵实验室 English

← 返回简报列表

策略研究2026-10-22 · 文件更新于 2026-10-22 20:18(UTC+8)
这是团队内部研究日志的原文,用于纸面(虚拟资金)实验。文中的方向判断和「预案」只针对模拟账户,不是投资建议或交易信号。内部文件路径和个人信息已隐去。

ETH 候选策略 vs 买入持有(含 0.6% 成本与资金费)——样本外检验

0. 合格规则(看结果前写进脚本 QUAL 并固定)

主口径:永续含资金费(日线候选用永续日线,4h 候选用永续 4h),评估区间 2020-12-11 ~ 2026-10-21/22(UTC+8)。样本外 = 后 1/3,即 2024-11-06 起。设持有收益为 R_h,判定如下:

编号 条件
Q1 样本外收益 ≥ R_h − 0.2×|R_h|(持有为正时就是 ≥ 80% 的持有收益;为负时允许比持有多亏 20%)
Q2 样本外最大回撤 ≤ 60% × 持有同期最大回撤,并且全样本最大回撤 ≤ 60% × 持有的
Q3 剔除 2020-12~2021-05(UTC+8 自然月)后,两种口径都要满足 Q1 的收益条件和 Q2 的回撤条件:(a) 从 2021-06-01 起逐根连乘(持仓可带入);(b) 只算 2021-06-01 后新开的仓(之前开的仓整笔剔除;买入持有和纯波动率目标没有"新开仓",按 2021-06-01 开盘重新买入、付开仓成本)
Q4 复核口径的样本外也要满足 Q1 和 Q2:日线候选看现货日线,4h 候选看永续 4h 不含资金费(现货 4h 只有 333 天)
Q5 邻域稳健:事先定的参数网格里,样本外同时满足 Q1、Q2 的组合 ≥ 50%

Q1~Q5 全部通过才判"符合"。全样本已平仓 < 30 笔的,追加"样本不足";1.2% 来回成本下样本外 Q1 不再成立的,追加"脆弱"。

如实说明:规则阈值在第一次运行前就写死了,之后没有改过。第一次运行后我修了一处基准定义的 bug:Q3(b) 原先把买入持有"整笔剔除",算出来是 0%,没有意义,改成 2021-06-01 重新买入。阈值和参数都没动。

1. 结论(先说结果)

按事先固定的规则,没有任何候选判"符合"。 我没有为了凑候选去放宽规则。最接近的是 D1_DONCHIAN_ATR 55/27/2:Q1~Q4 全部通过,只有 Q5 邻域没过,而且笔数不足。

候选 主口径 OOS 收益 vs 持有 OOS 最大回撤 vs 持有 全样本最大回撤 vs 持有 笔数(全/OOS) 资金费/毛收益 2020-12~2021-05 占比(对数) 判定
C1 日线 SMA200 趋势持有 +7.7% vs −13.5% −40.9% vs −69.0% −63.0% vs −80.4% ✗ 16/6 样本不足 31.0% 窗口内 −29.0%(SMA200 刚热身完,5 月入场就碰上下跌) 不符合(Q2 全样本回撤、Q3 未过)
C2 4h EMA200 趋势持有 +91.7% vs −13.3% −41.5% vs −69.6% −49.6% vs −81.9% ✗(比例 0.606,差 0.6 个百分点) 172/53 10.9% 61.2%(窗口内 +245.8%) 不符合(Q2 全样本、Q3 剔除后回撤比例 0.606、Q5 邻域 25%)
C3 日线波动率目标 + SMA100(tv 0.6) +44.2% vs −13.5% −37.8% vs −69.0% −57.3% vs −80.4% ✗ 40/11 27.4% 窗口内 +25.3% 不符合(Q2 全样本、Q3 未过;邻域 81%,方向本身还算稳)
C4 日线纯波动率目标(无趋势) −20.6% vs −13.5% ✗ −66.7% vs −69.0% ✗ −77.0% vs −80.4% ✗ 始终在场 24.9% — 不符合(几乎全部未过;没有趋势过滤,降波动换不来回撤)
C5 日线唐奇安 20/10/3 +67.1% vs −13.5% −50.2% vs −69.0% ✗ −50.2% vs −80.4% ✗ 29/9 样本不足 13.4% 62.0%(窗口内 +210.2%) 不符合(回撤 Q2/Q3/Q4、邻域 37.5%)
D D1_DONCHIAN_ATR 55/27/2(程序定义) +81.9% vs −13.5% −17.5% vs −69.0% −38.2% vs −80.4% 23/6 样本不足 16.5%(占名义 33.4%) 47.3%(窗口内 +71.9%) 不符合:只有 Q5 邻域没过(37.5% < 50%);样本不足;另有参数事后选择偏差(见 §3)

要点:

  1. 样本外"跑赢持有"不难,"回撤明显更小"才是难点。 后 1/3(2024-11-06 起)持有本身是 −13.5%,回撤 −69%,长线持多的规则大多都能跑赢;可一旦要求全样本和剔除牛市窗口后回撤都 ≤ 持有的 60%(约 −48%),大部分候选就卡在 2021-11~2022-06 那段下跌里,回撤在 −50%~−63%。
  2. C2(4h EMA200)离及格最近,但规则判它不及格。 剔除窗口后回撤比例 0.606,阈值 0.6;邻域 4 组只有 1 组通过(EMA100/300/600 的样本外回撤 −43%~−56%),默认参数 EMA200 恰好是最好的那组,这是典型的"点状最优"。
  3. D 55/27/2 数字最好看,但有两个硬伤。 一是全样本只有 23 笔、样本外只有 6 笔。二是这组参数本来就是程序用截至 10/21 的数据选出来的,所以这里的"样本外"对参数选择来说并不是真样本外。用程序自己的选参流程做真正的 walk-forward(表 D),55/27/2 直到 2026-07 才第一次被选中;按选参流程实际交易的结果是现货 +112.3%(0.6% 成本,2023-07 起)对持有 +30.6%,回撤 −29.2% 对 −67.4%,仍然明显更好,但没有固定 55/27/2 那么亮眼(同期 +131.4%,回撤 −15.8%)。
  4. 资金费是实打实的成本。 永续买入持有从 2020-12 起,资金费累计占名义 63.6%:不计资金费 +336.3%,计入后 +130.2%。候选因为只有部分时间在场,资金费吃掉毛收益的 11%~31%。所以如果要落地,现货口径比永续更合适。
  5. 0.5% 风险 / 名义 ≤ 10% 版本:回撤都在 −6% 以内,收益也随之缩到个位数到 +31%。 例如 D 永续 +8.3%,回撤 −1.7%;C2 +31.2%,回撤 −6.0%。最差单笔账户损失 −0.6%~−1.1%(C1 永续最差一笔 −1.1%,超过 0.5% 的预算,原因是均线离场没有硬止损,止损距离只是代理值)。

2. 方法与口径

3. D1_DONCHIAN_ATR 55/27/2 单列

4. 各候选"可能错在哪"

5. 试验计数(脚本计数器,已与 JSON 核对)

6. 建议(仅为建议,需主管审核、Codex 批准)

  1. 不把任何候选定为"可替代持有"的策略。D1_DONCHIAN_ATR 继续只做模拟盘观察,以表 D 的选参流程结果作为预期,不以固定 55/27/2 的回测作为预期。
  2. 如果要讨论 D1_DONCHIAN_ATR 的实盘仓位,建议参考 0.5%/10% 版本(全样本回撤 −1.7%),不要用程序现在的 8%/100%:其平均仓位约 92%(表 D),实际接近满仓,满仓版全样本回撤是 −38.2%。这只是参数建议,不要直接改程序。
  3. 下一步要攒样本,可以用 BTC 和其他主流币做跨品种检验(同一规则、同一判定标准),而不是继续在 ETH 上调参。

附:完整表格(由 〔内部文件〕 从 JSON 生成)

表A 数据与口径

数据集 根数 评估起点(UTC+8) 最后一根开盘(UTC+8) 剔除未收盘 资金费
永续日线·含资金费 2192 2020-12-11 00:00 2026-10-21 00:00 0 计
永续4h·含资金费 13152 2020-12-11 00:00 2026-10-22 12:00 0 计
现货日线 2000 2021-11-27 00:00 2026-10-21 00:00 0 不计
永续4h·不含资金费 13152 2020-12-11 00:00 2026-10-22 12:00 0 不计
永续日线·不含资金费 2192 2020-12-11 00:00 2026-10-21 00:00 0 不计

样本外切分:2024-11-06(UTC+8)起为后 1/3(按永续评估区间 2020-12-11~2026-10-21 计算,现货用同一日期以便同期对比)。资金费记录 6576 条。

表B 买入持有基准

口径 全样本 全样本MDD 前2/3 后1/3(OOS) OOS MDD 2020-12~2021-05 剔除后·逐根 剔除后MDD 剔除后·2021-06-01重新买入 资金费占名义
永续日线·含资金费 +130.2% -80.4% +166.0% -13.5% -69.0% +279.8% -39.4% -80.4% -39.6% 63.6%
永续4h·含资金费 +131.2% -81.9% +166.5% -13.3% -69.6% +280.5% -39.2% -81.9% -39.4% 63.6%
现货日线 -40.1% -79.1% -40.1% +0.1% -67.4% 不在样本内 -40.1% -79.1% -7.6% —
永续4h·不含资金费 +337.1% -81.2% +336.6% +0.1% -68.0% +371.6% -7.3% -81.2% -7.6% —
永续日线·不含资金费 +336.3% -79.6% +336.6% -0.1% -67.5% +371.5% -7.5% -79.6% -7.8% —

表C 判定总表(主口径=永续含资金费;复核口径=日线看现货、4h 看永续不含资金费)

候选 OOS收益 vs 持有 OOS MDD vs 持有 全样本MDD vs 持有 剔除·逐根 收益/MDD vs 持有 剔除·只算之后开仓 收益/MDD vs 持有 复核口径OOS 邻域通过率 笔数(全/OOS) 资金费/毛收益 判定
C1_日线SMA趋势持有 +7.7% vs -13.5% ✓ -40.9% vs -69.0% ✓ -63.0% vs -80.4% ✗ +44.6%/-49.5% vs -39.4%/-80.4% ✗ +106.9%/-49.5% vs -39.6%/-80.4% ✗ +17.5%/-39.6% vs +0.1%/-67.4% ✓ 50.0% ✓ 16/6(样本不足) 31.0% 不符合;未过:Q2_full_dd、Q3_exwin_bar、Q3_exwin_trade
C2_4h_EMA趋势持有 +91.7% vs -13.3% ✓ -41.5% vs -69.6% ✓ -49.6% vs -81.9% ✗ +119.6%/-49.6% vs -39.2%/-81.9% ✗ +119.6%/-49.6% vs -39.4%/-81.9% ✗ +106.1%/-40.8% vs +0.1%/-68.0% ✓ 25.0% ✗ 172/53 10.9% 不符合;未过:Q2_full_dd、Q3_exwin_bar、Q3_exwin_trade、Q5邻域
C3_日线波动率目标+SMA趋势 +44.2% vs -13.5% ✓ -37.8% vs -69.0% ✓ -57.3% vs -80.4% ✗ +6.7%/-57.3% vs -39.4%/-80.4% ✗ +9.6%/-57.3% vs -39.6%/-80.4% ✗ +64.9%/-36.7% vs +0.1%/-67.4% ✓ 81.2% ✓ 40/11 27.4% 不符合;未过:Q2_full_dd、Q3_exwin_bar、Q3_exwin_trade
C4_日线纯波动率目标 -20.6% vs -13.5% ✗ -66.7% vs -69.0% ✗ -77.0% vs -80.4% ✗ -31.7%/-77.0% vs -39.4%/-80.4% ✗ -31.7%/-77.0% vs -39.6%/-80.4% ✗ -6.0%/-65.1% vs +0.1%/-67.4% ✗ 0.0% ✗ 0/0(样本不足) 24.9% 不符合;未过:Q1_oos_ret、Q2_oos_dd、Q2_full_dd、Q3_exwin_bar、Q3_exwin_trade、Q4复核、Q5邻域
C5_日线唐奇安20/10/3 +67.1% vs -13.5% ✓ -50.2% vs -69.0% ✗ -50.2% vs -80.4% ✗ +100.4%/-50.2% vs -39.4%/-80.4% ✗ +100.4%/-50.2% vs -39.6%/-80.4% ✗ +81.1%/-49.0% vs +0.1%/-67.4% ✗ 37.5% ✗ 29/9(样本不足) 13.4% 不符合;未过:Q2_oos_dd、Q2_full_dd、Q3_exwin_bar、Q3_exwin_trade、Q4复核、Q5邻域
D_D1_DONCHIAN_ATR_55/27/2 +81.9% vs -13.5% ✓ -17.5% vs -69.0% ✓ -38.2% vs -80.4% ✓ +82.9%/-37.2% vs -39.4%/-80.4% ✓ +82.9%/-37.2% vs -39.6%/-80.4% ✓ +90.6%/-17.5% vs +0.1%/-67.4% ✓ 37.5% ✗ 23/6(样本不足) 16.5% 不符合;未过:Q5邻域

C1_日线SMA趋势持有

规则:日线收盘 > SMA(n日) 则次日开盘持有现货/永续多单,收盘跌破则次日开盘平仓;满仓 1x,不加杠杆。默认参数(事先固定):{"n": 200}。

年份(UTC+8) 永续日线·含资金费 策略 同期持有 现货日线 策略 同期持有 永续日线·不含资金费 策略 同期持有
2020 +0.0% +30.1% UNKNOWN UNKNOWN +0.0% +31.6%
2021 -28.0% +297.9% -7.1% -7.1% -22.8% +414.5%
2022 -13.2% -68.1% -13.0% -68.2% -13.0% -68.2%
2023 +37.6% +72.3% +50.3% +91.1% +51.0% +91.3%
2024 +20.3% +26.6% +38.3% +48.5% +38.2% +48.3%
2025 -13.9% -19.2% -10.2% -12.6% -10.2% -12.6%
2026 +15.4% -20.8% +16.9% -18.2% +16.7% -18.2%
指标 永续日线·含资金费 现货日线 永续日线·不含资金费
全样本收益 +2.8% +76.3% +47.0%
前2/3 / 后1/3 -4.6% / +7.7% +50.0% / +17.5% +25.2% / +17.3%
最大回撤(峰→谷→修复,持续天数) -63.0%(2021-05-12→2021-07-25→2024-02-27,1021天) -44.0%(2024-03-11→2025-07-05→2025-08-13,520天) -62.2%(2021-05-12→2021-07-25→2024-01-11,974天)
OOS 最大回撤(持续) -40.9%(247天,修复:2025-08-11) -39.6%(245天,修复:2025-08-09) -39.7%(245天,修复:2025-08-09)
2020-12~2021-05 收益 / 占总对数收益 -29.0% / 不适用(窗口内亏损) 不在样本内 -27.5% / 不适用(窗口内亏损)
剔除后·逐根连乘 +44.6%(MDD -49.5%) +76.3%(MDD -44.0%) +102.8%(MDD -44.0%)
剔除后·只算之后开仓 +106.9%(MDD -49.5%) +67.1%(MDD -44.0%) +188.7%(MDD -44.0%)
已平仓笔数 / OOS开仓笔数 16 / 6(样本不足) 13 / 6(样本不足) 16 / 6(样本不足)
胜率 / 平均每笔 25.0% / +2.0% 30.8% / +5.0% 31.2% / +4.8%
在场时间 / 平均仓位 46.6% / 1.00 45.3% / 1.00 46.6% / 1.00
资金费合计(账户) / 毛收益合计 -35.6% / +114.8%,占 31.0% -0.0% / +102.0%,占 0.0% -0.0% / +114.8%,占 0.0%
资金费占名义(持仓期费率累加) 35.6% 0.0% 0.0%
1.2%来回成本:全样本 / OOS -6.9% / +4.2% +62.6% / +13.8% +33.2% / +13.6%
0.5%风险/名义≤10%:全样本 / MDD / OOS +10.5% / -5.3% / +2.0% +10.5% / -4.6% / +2.9% +14.0% / -4.6% / +2.9%
0.5%风险版 最差单笔(账户) -1.1% -0.7% -0.7%
最近3个月 +15.4% +16.9% +16.7%

邻域参数(永续日线·含资金费,OOS 后1/3,持有 OOS -13.5% / MDD -69.0%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"n": 100} +63.9% -38.0% +31.0% -73.5% 40 ✓
{"n": 150} +16.3% -49.0% +53.7% -62.9% 21 ✗
{"n": 200} +7.7% -40.9% +2.8% -63.0% 16 ✓
{"n": 250} -29.5% -42.0% +35.3% -53.8% 16 ✗

邻域参数(现货日线,OOS 后1/3,持有 OOS +0.1% / MDD -67.4%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"n": 100} +79.7% -36.9% +22.3% -55.9% 35 ✓
{"n": 150} +28.1% -47.5% +34.7% -53.5% 17 ✗
{"n": 200} +17.5% -39.6% +76.3% -44.0% 13 ✓
{"n": 250} -22.9% -40.9% -7.7% -48.6% 16 ✗

C2_4h_EMA趋势持有

规则:4h 收盘 > EMA(n根4h) 则下一根开盘持多,跌破则下一根开盘平;满仓 1x。默认参数(事先固定):{"n": 200}。

年份(UTC+8) 永续4h·含资金费 策略 同期持有 永续4h·不含资金费 策略 同期持有
2020 +28.2% +30.1% +29.7% +31.6%
2021 +200.0% +298.7% +274.8% +414.5%
2022 -23.4% -68.2% -23.1% -68.2%
2023 +34.7% +72.3% +44.6% +91.3%
2024 +28.4% +26.6% +43.8% +48.3%
2025 +38.2% -19.2% +43.0% -12.6%
2026 +7.8% -20.6% +8.7% -18.1%
指标 永续4h·含资金费 永续4h·不含资金费
全样本收益 +659.6% +1110.2%
前2/3 / 后1/3 +296.2% / +91.7% +487.1% / +106.1%
最大回撤(峰→谷→修复,持续天数) -49.6%(2021-11-10→2023-01-06→2024-03-06,847天) -48.9%(2021-11-10→2023-01-06→2024-02-29,841天)
OOS 最大回撤(持续) -41.5%(426天,修复:未修复) -40.8%(425天,修复:未修复)
2020-12~2021-05 收益 / 占总对数收益 +245.8% / 61.2% +322.8% / 57.8%
剔除后·逐根连乘 +119.6%(MDD -49.6%) +186.2%(MDD -48.9%)
剔除后·只算之后开仓 +119.6%(MDD -49.6%) +186.2%(MDD -48.9%)
已平仓笔数 / OOS开仓笔数 172 / 53 172 / 53
胜率 / 平均每笔 16.9% / +2.0% 17.4% / +2.4%
在场时间 / 平均仓位 50.5% / 1.00 50.5% / 1.00
资金费合计(账户) / 毛收益合计 -46.6% / +428.8%,占 10.9% -0.0% / +428.8%,占 0.0%
资金费占名义(持仓期费率累加) 46.6% 0.0%
1.2%来回成本:全样本 / OOS +169.5% / +39.4% +329.4% / +49.9%
0.5%风险/名义≤10%:全样本 / MDD / OOS +31.2% / -6.0% / +8.3% +37.4% / -5.8% / +9.1%
0.5%风险版 最差单笔(账户) -0.7% -0.7%
最近3个月 +25.1% +26.1%

邻域参数(永续4h·含资金费,OOS 后1/3,持有 OOS -13.3% / MDD -69.6%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"n": 100} +3.8% -55.7% +99.7% -62.2% 294 ✗
{"n": 200} +91.7% -41.5% +659.6% -49.6% 172 ✓
{"n": 300} +44.7% -43.2% +125.9% -62.9% 165 ✗
{"n": 600} -11.7% -54.2% -20.0% -75.2% 110 ✗

C3_日线波动率目标+SMA趋势

规则:收盘 > SMA(slow日) 时仓位 = min(1, tv / 20日实现波动率年化),否则空仓;仓位变化 ≥0.2 才调仓。默认参数(事先固定):{"slow": 100, "tv": 0.6}。

年份(UTC+8) 永续日线·含资金费 策略 同期持有 现货日线 策略 同期持有 永续日线·不含资金费 策略 同期持有
2020 +0.0% +30.1% UNKNOWN UNKNOWN +0.0% +31.6%
2021 +29.7% +297.9% -13.3% -7.1% +46.5% +414.5%
2022 -35.3% -68.1% -34.8% -68.2% -35.8% -68.2%
2023 +38.0% +72.3% +49.3% +91.1% +50.1% +91.3%
2024 -3.4% +26.6% +14.6% +48.5% +9.4% +48.3%
2025 +15.4% -19.2% +20.3% -12.6% +20.4% -12.6%
2026 +3.5% -20.8% +5.1% -18.2% +5.0% -18.2%
指标 永续日线·含资金费 现货日线 永续日线·不含资金费
全样本收益 +33.6% +22.4% +95.2%
前2/3 / 后1/3 -7.3% / +44.2% -25.8% / +64.9% +24.1% / +57.3%
最大回撤(峰→谷→修复,持续天数) -57.3%(2024-03-11→2025-06-22→未修复,954天) -50.7%(2024-03-11→2025-06-22→2025-08-23,530天) -52.9%(2024-03-11→2025-06-22→未修复,954天)
OOS 最大回撤(持续) -37.8%(423天,修复:未修复) -36.7%(423天,修复:未修复) -36.7%(423天,修复:未修复)
2020-12~2021-05 收益 / 占总对数收益 +25.3% / 77.8% 不在样本内 +36.3% / 46.3%
剔除后·逐根连乘 +6.7%(MDD -57.3%) +22.4%(MDD -50.7%) +43.2%(MDD -52.9%)
剔除后·只算之后开仓 +9.6%(MDD -57.3%) +52.9%(MDD -51.4%) +47.0%(MDD -52.9%)
已平仓笔数 / OOS开仓笔数 40 / 11 35 / 11 40 / 11
胜率 / 平均每笔 17.5% / +0.8% 14.3% / +0.8% 17.5% / +2.1%
在场时间 / 平均仓位 53.3% / 0.89 49.8% / 0.95 53.3% / 0.89
资金费合计(账户) / 毛收益合计 -37.8% / +137.8%,占 27.4% -0.0% / +75.5%,占 0.0% -0.0% / +137.8%,占 0.0%
资金费占名义(持仓期费率累加) 46.5% 0.0% 0.0%
1.2%来回成本:全样本 / OOS +7.0% / +35.3% -0.3% / +54.7% +56.3% / +47.5%
0.5%风险/名义≤10%:全样本 / MDD / OOS +5.2% / -5.8% / +3.6% +5.9% / -5.4% / +4.8% +8.2% / -5.4% / +4.3%
0.5%风险版 最差单笔(账户) -1.0% -1.0% -1.0%
最近3个月 +22.8% +24.4% +24.2%

邻域参数(永续日线·含资金费,OOS 后1/3,持有 OOS -13.5% / MDD -69.0%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"slow": 50, "tv": 0.4} +89.5% -23.1% +242.7% -47.1% 56 ✓
{"slow": 50, "tv": 0.6} +110.7% -30.0% +275.7% -54.7% 56 ✓
{"slow": 50, "tv": 0.8} +134.9% -31.1% +358.1% -54.2% 56 ✓
{"slow": 50, "tv": 1.0} +134.0% -31.1% +319.7% -56.3% 56 ✓
{"slow": 100, "tv": 0.4} +34.9% -34.1% +53.5% -46.9% 40 ✓
{"slow": 100, "tv": 0.6} +44.2% -37.8% +33.6% -57.3% 40 ✓
{"slow": 100, "tv": 0.8} +63.2% -37.8% +62.0% -61.5% 40 ✓
{"slow": 100, "tv": 1.0} +63.9% -38.0% +56.2% -65.7% 40 ✓
{"slow": 150, "tv": 0.4} +12.8% -34.3% +80.1% -42.7% 21 ✓
{"slow": 150, "tv": 0.6} +8.8% -48.4% +68.4% -52.9% 21 ✗
{"slow": 150, "tv": 0.8} +14.1% -48.6% +79.0% -55.7% 21 ✗
{"slow": 150, "tv": 1.0} +16.3% -49.0% +71.4% -57.0% 21 ✗
{"slow": 200, "tv": 0.4} +9.1% -28.3% +51.3% -37.7% 16 ✓
{"slow": 200, "tv": 0.6} +7.0% -38.1% +48.1% -47.8% 16 ✓
{"slow": 200, "tv": 0.8} +7.7% -40.9% +39.2% -49.5% 16 ✓
{"slow": 200, "tv": 1.0} +7.7% -40.9% +19.7% -56.9% 16 ✓

邻域参数(现货日线,OOS 后1/3,持有 OOS +0.1% / MDD -67.4%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"slow": 50, "tv": 0.4} +96.6% -23.0% +92.8% -45.3% 49 ✓
{"slow": 50, "tv": 0.6} +135.2% -27.4% +69.6% -52.3% 49 ✓
{"slow": 50, "tv": 0.8} +151.6% -30.6% +77.2% -52.1% 49 ✓
{"slow": 50, "tv": 1.0} +150.8% -30.6% +69.9% -52.8% 49 ✓
{"slow": 100, "tv": 0.4} +49.6% -33.0% +35.7% -43.1% 35 ✓
{"slow": 100, "tv": 0.6} +64.9% -36.7% +22.4% -50.7% 35 ✓
{"slow": 100, "tv": 0.8} +78.7% -36.7% +25.9% -55.1% 35 ✓
{"slow": 100, "tv": 1.0} +79.7% -36.9% +25.4% -54.9% 35 ✓
{"slow": 150, "tv": 0.4} +25.6% -33.1% +55.4% -38.5% 17 ✓
{"slow": 150, "tv": 0.6} +20.8% -46.8% +36.3% -48.9% 17 ✗
{"slow": 150, "tv": 0.8} +25.2% -47.0% +32.0% -53.3% 17 ✗
{"slow": 150, "tv": 1.0} +28.1% -47.5% +34.7% -53.5% 17 ✗
{"slow": 200, "tv": 0.4} +20.8% -26.9% +92.8% -33.1% 13 ✓
{"slow": 200, "tv": 0.6} +15.7% -36.9% +75.6% -42.4% 13 ✓
{"slow": 200, "tv": 0.8} +17.5% -39.6% +76.3% -44.0% 13 ✓
{"slow": 200, "tv": 1.0} +17.5% -39.6% +76.3% -44.0% 13 ✓

C4_日线纯波动率目标

规则:始终持多,仓位 = min(1, tv / 20日实现波动率年化);变化 ≥0.2 才调仓(无趋势过滤)。默认参数(事先固定):{"tv": 0.6}。

年份(UTC+8) 永续日线·含资金费 策略 同期持有 现货日线 策略 同期持有 永续日线·不含资金费 策略 同期持有
2020 +22.9% +30.1% UNKNOWN UNKNOWN +24.1% +31.6%
2021 +207.0% +297.9% -4.6% -7.1% +257.3% +414.5%
2022 -64.2% -68.1% -64.2% -68.2% -64.1% -68.2%
2023 +69.6% +72.3% +87.9% +91.1% +88.2% +91.3%
2024 +19.9% +26.6% +46.7% +48.5% +39.8% +48.3%
2025 -28.3% -19.2% -22.9% -12.6% -22.9% -12.6%
2026 -15.2% -20.8% -13.6% -18.2% -12.7% -18.2%
指标 永续日线·含资金费 现货日线 永续日线·不含资金费
全样本收益 +67.0% -37.2% +181.9%
前2/3 / 后1/3 +110.4% / -20.6% -33.2% / -6.0% +210.7% / -9.3%
最大回撤(峰→谷→修复,持续天数) -77.0%(2021-11-10→2026-06-06→未修复,1806天) -71.2%(2021-12-01→2022-06-18→2025-08-23,1361天) -71.9%(2021-11-10→2022-06-18→未修复,1806天)
OOS 最大回撤(持续) -66.7%(423天,修复:未修复) -65.1%(423天,修复:未修复) -65.1%(423天,修复:未修复)
2020-12~2021-05 收益 / 占总对数收益 +144.4% / 174.2% 不在样本内 +175.8% / 97.9%
剔除后·逐根连乘 -31.7%(MDD -77.0%) -37.2%(MDD -71.2%) +2.2%(MDD -71.9%)
剔除后·只算之后开仓 -31.7%(MDD -77.0%) +5.7%(MDD -71.8%) +2.1%(MDD -71.9%)
已平仓笔数 / OOS开仓笔数 始终在场(连续调仓,无独立交易可计) 始终在场(连续调仓,无独立交易可计) 始终在场(连续调仓,无独立交易可计)
胜率 / 平均每笔 UNKNOWN / UNKNOWN UNKNOWN / UNKNOWN UNKNOWN / UNKNOWN
在场时间 / 平均仓位 100.0% / 0.86 100.0% / 0.90 100.0% / 0.86
资金费合计(账户) / 毛收益合计 -52.2% / +209.5%,占 24.9% -0.0% / +37.3%,占 0.0% -0.0% / +209.5%,占 0.0%
资金费占名义(持仓期费率累加) 63.6% 0.0% 0.0%
1.2%来回成本:全样本 / OOS +60.2% / -21.7%(脆弱) -39.4% / -7.3%(脆弱) +170.3% / -10.6%(脆弱)
0.5%风险/名义≤10%:全样本 / MDD / OOS +5.5% / -4.1% / +0.3% +1.1% / -3.8% / +0.9% +7.4% / -4.0% / +0.8%
0.5%风险版 最差单笔(账户) +5.5% +1.1% +7.4%
最近3个月 +23.3% +24.8% +24.6%

邻域参数(永续日线·含资金费,OOS 后1/3,持有 OOS -13.5% / MDD -69.0%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"tv": 0.4} -17.3% -59.9% +73.1% -65.4% 0 ✗
{"tv": 0.6} -20.6% -66.7% +67.0% -77.0% 0 ✗
{"tv": 0.8} -13.5% -69.0% +96.5% -79.8% 0 ✗
{"tv": 1.0} -6.2% -61.2% +147.8% -73.0% 0 ✗

邻域参数(现货日线,OOS 后1/3,持有 OOS +0.1% / MDD -67.4%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"tv": 0.4} -2.0% -58.2% -16.8% -63.6% 0 ✗
{"tv": 0.6} -6.0% -65.1% -37.2% -71.2% 0 ✗
{"tv": 0.8} +0.1% -67.4% -42.4% -78.4% 0 ✗
{"tv": 1.0} +5.8% -59.4% -23.7% -71.5% 0 ✗

C5_日线唐奇安20/10/3

规则:程序定义 qi_strategies.donchian_state:收盘 > 前 n 根最高价入场;收盘 < 前 m 根最低价,或 < 持仓最高收盘 − k×ATR14(Wilder) 离场;次根开盘成交。默认参数(事先固定):{"n": 20, "m": 10, "k": 3}。

年份(UTC+8) 永续日线·含资金费 策略 同期持有 现货日线 策略 同期持有 永续日线·不含资金费 策略 同期持有
2020 +30.1% +30.1% UNKNOWN UNKNOWN +31.6% +31.6%
2021 +223.8% +297.9% +0.0% -7.1% +293.7% +414.5%
2022 -11.9% -68.1% -12.3% -68.2% -12.2% -68.2%
2023 +1.4% +72.3% +8.1% +91.1% +8.6% +91.3%
2024 +32.3% +26.6% +35.9% +48.5% +45.7% +48.3%
2025 +13.4% -19.2% +16.6% -12.6% +16.9% -12.6%
2026 +10.3% -20.8% +12.7% -18.2% +11.5% -18.2%
指标 永续日线·含资金费 现货日线 永续日线·不含资金费
全样本收益 +521.6% +69.2% +838.5%
前2/3 / 后1/3 +271.9% / +67.1% -6.6% / +81.1% +422.3% / +79.7%
最大回撤(峰→谷→修复,持续天数) -50.2%(2025-08-24→2026-07-17→未修复,423天) -49.0%(2025-08-24→2026-07-17→未修复,423天) -49.4%(2025-08-24→2026-07-17→未修复,423天)
OOS 最大回撤(持续) -50.2%(423天,修复:未修复) -49.0%(423天,修复:未修复) -49.4%(423天,修复:未修复)
2020-12~2021-05 收益 / 占总对数收益 +210.2% / 62.0% 不在样本内 +271.0% / 58.6%
剔除后·逐根连乘 +100.4%(MDD -50.2%) +69.2%(MDD -49.0%) +153.0%(MDD -49.4%)
剔除后·只算之后开仓 +100.4%(MDD -50.2%) +145.2%(MDD -49.0%) +153.0%(MDD -49.4%)
已平仓笔数 / OOS开仓笔数 29 / 9(样本不足) 25 / 9(样本不足) 29 / 9(样本不足)
胜率 / 平均每笔 51.7% / +8.8% 44.0% / +3.3% 51.7% / +11.0%
在场时间 / 平均仓位 43.1% / 1.00 39.9% / 1.00 43.1% / 1.00
资金费合计(账户) / 毛收益合计 -41.1% / +307.2%,占 13.4% -0.0% / +100.2%,占 0.0% -0.0% / +307.2%,占 0.0%
资金费占名义(持仓期费率累加) 41.1% 0.0% 0.0%
1.2%来回成本:全样本 / OOS +422.4% / +57.9% +45.7% / +71.1% +688.8% / +69.8%
0.5%风险/名义≤10%:全样本 / MDD / OOS +15.1% / -3.9% / +3.3% +3.9% / -2.4% / +3.7% +18.0% / -3.8% / +3.7%
0.5%风险版 最差单笔(账户) -0.9% -0.9% -0.9%
最近3个月 +31.7% +32.7% +32.7%

邻域参数(永续日线·含资金费,OOS 后1/3,持有 OOS -13.5% / MDD -69.0%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"n": 10, "m": 5, "k": 2} +66.6% -45.1% +417.1% -45.1% 52 ✗
{"n": 10, "m": 5, "k": 3} +57.9% -45.1% +497.5% -45.1% 49 ✗
{"n": 10, "m": 5, "k": 4} +57.9% -45.1% +497.5% -45.1% 49 ✗
{"n": 10, "m": 5, "k": 5} +57.9% -45.1% +497.5% -45.1% 49 ✗
{"n": 20, "m": 10, "k": 2} +87.0% -40.5% +296.6% -44.5% 34 ✓
{"n": 20, "m": 10, "k": 3} +67.1% -50.2% +521.6% -50.2% 29 ✗
{"n": 20, "m": 10, "k": 4} +83.2% -45.4% +564.8% -49.9% 28 ✗
{"n": 20, "m": 10, "k": 5} +83.2% -45.4% +564.8% -49.9% 28 ✗
{"n": 30, "m": 15, "k": 2} +86.1% -34.1% +448.7% -38.2% 27 ✓
{"n": 30, "m": 15, "k": 3} +72.5% -41.9% +438.2% -47.3% 22 ✗
{"n": 30, "m": 15, "k": 4} +54.7% -41.9% +222.2% -55.6% 22 ✗
{"n": 30, "m": 15, "k": 5} +54.7% -41.9% +412.1% -54.0% 20 ✗
{"n": 55, "m": 27, "k": 2} +81.9% -17.5% +214.3% -38.2% 23 ✓
{"n": 55, "m": 27, "k": 3} +63.3% -23.8% +205.1% -54.4% 18 ✓
{"n": 55, "m": 27, "k": 4} +42.8% -25.6% +57.4% -79.3% 17 ✓
{"n": 55, "m": 27, "k": 5} +34.7% -31.4% +218.7% -64.7% 14 ✓

邻域参数(现货日线,OOS 后1/3,持有 OOS +0.1% / MDD -67.4%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"n": 10, "m": 5, "k": 2} +76.6% -44.5% +85.0% -44.5% 44 ✗
{"n": 10, "m": 5, "k": 3} +67.7% -44.5% +70.3% -44.5% 43 ✗
{"n": 10, "m": 5, "k": 4} +67.7% -44.5% +70.3% -44.5% 43 ✗
{"n": 10, "m": 5, "k": 5} +67.7% -44.5% +70.3% -44.5% 43 ✗
{"n": 20, "m": 10, "k": 2} +96.5% -40.2% +86.5% -40.3% 28 ✓
{"n": 20, "m": 10, "k": 3} +81.1% -49.0% +69.2% -49.0% 25 ✗
{"n": 20, "m": 10, "k": 4} +98.4% -44.1% +67.2% -53.0% 24 ✗
{"n": 20, "m": 10, "k": 5} +98.4% -44.1% +67.2% -53.0% 24 ✗
{"n": 30, "m": 15, "k": 2} +95.3% -34.0% +191.6% -34.0% 21 ✓
{"n": 30, "m": 15, "k": 3} +84.8% -41.2% +108.0% -46.4% 18 ✗
{"n": 30, "m": 15, "k": 4} +65.9% -41.2% +23.0% -55.1% 19 ✗
{"n": 30, "m": 15, "k": 5} +65.9% -41.2% +52.1% -55.1% 18 ✗
{"n": 55, "m": 27, "k": 2} +90.6% -17.5% +99.3% -28.6% 17 ✓
{"n": 55, "m": 27, "k": 3} +74.8% -23.1% +68.1% -35.3% 14 ✓
{"n": 55, "m": 27, "k": 4} +54.2% -25.4% -12.2% -58.1% 15 ✓
{"n": 55, "m": 27, "k": 5} +45.8% -29.7% +5.5% -58.0% 13 ✓

D_D1_DONCHIAN_ATR_55/27/2

规则:同上(程序 GRID_D1 中 n=55, m=n//2=27, k=2);本报告用满仓 1x 与 0.5%/10% 两种仓位,程序实盘用 8% 风险/100% 上限 + 40% 账户回撤停机(未复现该账户层守卫)。默认参数(事先固定):{"n": 55, "m": 27, "k": 2}。

年份(UTC+8) 永续日线·含资金费 策略 同期持有 现货日线 策略 同期持有 永续日线·不含资金费 策略 同期持有
2020 +9.1% +30.1% UNKNOWN UNKNOWN +10.2% +31.6%
2021 +100.0% +297.9% +0.0% -7.1% +139.0% +414.5%
2022 -18.6% -68.1% -18.3% -68.2% -18.3% -68.2%
2023 -2.1% +72.3% +6.9% +91.1% +2.1% +91.3%
2024 +20.8% +26.6% +49.2% +48.5% +30.6% +48.3%
2025 +33.4% -19.2% +35.4% -12.6% +35.5% -12.6%
2026 +12.2% -20.8% +13.0% -18.2% +13.1% -18.2%
指标 永续日线·含资金费 现货日线 永续日线·不含资金费
全样本收益 +214.3% +99.3% +339.5%
前2/3 / 后1/3 +72.8% / +81.9% +4.5% / +90.6% +129.8% / +91.3%
最大回撤(峰→谷→修复,持续天数) -38.2%(2021-01-10→2021-01-21→2021-05-06,116天) -28.6%(2022-04-03→2023-03-15→2024-02-29,697天) -37.6%(2021-01-10→2021-01-21→2021-02-18,39天)
OOS 最大回撤(持续) -17.5%(394天,修复:2026-09-11) -17.5%(394天,修复:2026-09-11) -17.3%(394天,修复:2026-09-11)
2020-12~2021-05 收益 / 占总对数收益 +71.9% / 47.3% 不在样本内 +102.7% / 47.7%
剔除后·逐根连乘 +82.9%(MDD -37.2%) +99.3%(MDD -28.6%) +116.8%(MDD -33.6%)
剔除后·只算之后开仓 +82.9%(MDD -37.2%) +159.2%(MDD -34.6%) +116.8%(MDD -33.6%)
已平仓笔数 / OOS开仓笔数 23 / 6(样本不足) 17 / 6(样本不足) 23 / 6(样本不足)
胜率 / 平均每笔 60.9% / +6.0% 52.9% / +4.8% 65.2% / +7.6%
在场时间 / 平均仓位 25.4% / 1.00 22.5% / 1.00 25.4% / 1.00
资金费合计(账户) / 毛收益合计 -33.4% / +202.2%,占 16.5% -0.0% / +94.4%,占 0.0% -0.0% / +202.2%,占 0.0%
资金费占名义(持仓期费率累加) 33.4% 0.0% 0.0%
1.2%来回成本:全样本 / OOS +173.7% / +75.5% +80.0% / +83.9% +282.7% / +84.6%
0.5%风险/名义≤10%:全样本 / MDD / OOS +8.3% / -1.7% / +4.2% +6.0% / -1.7% / +4.5% +10.0% / -1.5% / +4.5%
0.5%风险版 最差单笔(账户) -0.6% -0.6% -0.6%
最近3个月 +21.6% +22.6% +22.5%

邻域参数(永续日线·含资金费,OOS 后1/3,持有 OOS -13.5% / MDD -69.0%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"n": 10, "m": 5, "k": 2} +66.6% -45.1% +417.1% -45.1% 52 ✗
{"n": 10, "m": 5, "k": 3} +57.9% -45.1% +497.5% -45.1% 49 ✗
{"n": 10, "m": 5, "k": 4} +57.9% -45.1% +497.5% -45.1% 49 ✗
{"n": 10, "m": 5, "k": 5} +57.9% -45.1% +497.5% -45.1% 49 ✗
{"n": 20, "m": 10, "k": 2} +87.0% -40.5% +296.6% -44.5% 34 ✓
{"n": 20, "m": 10, "k": 3} +67.1% -50.2% +521.6% -50.2% 29 ✗
{"n": 20, "m": 10, "k": 4} +83.2% -45.4% +564.8% -49.9% 28 ✗
{"n": 20, "m": 10, "k": 5} +83.2% -45.4% +564.8% -49.9% 28 ✗
{"n": 30, "m": 15, "k": 2} +86.1% -34.1% +448.7% -38.2% 27 ✓
{"n": 30, "m": 15, "k": 3} +72.5% -41.9% +438.2% -47.3% 22 ✗
{"n": 30, "m": 15, "k": 4} +54.7% -41.9% +222.2% -55.6% 22 ✗
{"n": 30, "m": 15, "k": 5} +54.7% -41.9% +412.1% -54.0% 20 ✗
{"n": 55, "m": 27, "k": 2} +81.9% -17.5% +214.3% -38.2% 23 ✓
{"n": 55, "m": 27, "k": 3} +63.3% -23.8% +205.1% -54.4% 18 ✓
{"n": 55, "m": 27, "k": 4} +42.8% -25.6% +57.4% -79.3% 17 ✓
{"n": 55, "m": 27, "k": 5} +34.7% -31.4% +218.7% -64.7% 14 ✓

邻域参数(现货日线,OOS 后1/3,持有 OOS +0.1% / MDD -67.4%):

参数 OOS收益 OOS MDD 全样本收益 全样本MDD 笔数 过Q1&Q2
{"n": 10, "m": 5, "k": 2} +76.6% -44.5% +85.0% -44.5% 44 ✗
{"n": 10, "m": 5, "k": 3} +67.7% -44.5% +70.3% -44.5% 43 ✗
{"n": 10, "m": 5, "k": 4} +67.7% -44.5% +70.3% -44.5% 43 ✗
{"n": 10, "m": 5, "k": 5} +67.7% -44.5% +70.3% -44.5% 43 ✗
{"n": 20, "m": 10, "k": 2} +96.5% -40.2% +86.5% -40.3% 28 ✓
{"n": 20, "m": 10, "k": 3} +81.1% -49.0% +69.2% -49.0% 25 ✗
{"n": 20, "m": 10, "k": 4} +98.4% -44.1% +67.2% -53.0% 24 ✗
{"n": 20, "m": 10, "k": 5} +98.4% -44.1% +67.2% -53.0% 24 ✗
{"n": 30, "m": 15, "k": 2} +95.3% -34.0% +191.6% -34.0% 21 ✓
{"n": 30, "m": 15, "k": 3} +84.8% -41.2% +108.0% -46.4% 18 ✗
{"n": 30, "m": 15, "k": 4} +65.9% -41.2% +23.0% -55.1% 19 ✗
{"n": 30, "m": 15, "k": 5} +65.9% -41.2% +52.1% -55.1% 18 ✗
{"n": 55, "m": 27, "k": 2} +90.6% -17.5% +99.3% -28.6% 17 ✓
{"n": 55, "m": 27, "k": 3} +74.8% -23.1% +68.1% -35.3% 14 ✓
{"n": 55, "m": 27, "k": 4} +54.2% -25.4% -12.2% -58.1% 15 ✓
{"n": 55, "m": 27, "k": 5} +45.8% -29.7% +5.5% -58.0% 13 ✓

表D 程序自身选参流程的 walk-forward(qi_strategies.walk_forward,GRID_D1 16组,训练730/测试182,按1.2%成本选参;程序仓位 8%风险/上限100%/40%回撤停机;不计资金费)

数据 OOS起点 WF·1.2%成本 WF·0.6%成本 WF MDD(0.6%) WF笔数 固定55/27/2·0.6% 固定55/27/2 MDD 固定55/27/2 笔数 同期持有 持有MDD 当前最新选参
现货日线 2023-07-10 +94.0% +112.3% -29.2% 16 +131.4% -15.8% 11 +30.6% -67.4% [55, 27, 2]
永续日线·含资金费 2022-12-30 +62.6% +83.5% -30.4% 23 +101.8% -21.2% 15 +102.8% -67.5% [55, 27, 2]

表E 试验计数(脚本计数器)


更正说明(2026-10-22 20:18 UTC+8)