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Chan/research/out/parity_slices/SOL_5m.csv
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UbuntuandCursor 7e339d2a54 research: 影子交易器落在 Hummingbot 上，并修掉 Bitget 连接器的换根延迟 
1m 腿的滑点余量只有几个 bp，所以要测的必须是生产路径的滑点——换个运行时
测出来的数就不作数。框架因此从「滑点已知后再定」提前到测量阶段就定为
Hummingbot（Spot/Perp 连接器均 v2.0，Bitget 是 Foundation Partner）。

新增 research/live/。前置测量：

- bench_compute.py 本机算力，1m 单币 0.318s、三币串行 1.38s
- venue_parity.py Binance 与 Bitget 同根信号重合仅 14.6~42.6%
- signal_sensitivity.py 0.25bp 扰动就换掉一半信号
- aggregate_robustness.py 但总体期望不降——脆的是信号身份，不是 alpha
- bitget_baseline.py 因此改用 Bitget 原生基线定预算：余量 BTC -0.13bp、
  ETH +4.02bp、SOL +2.92bp。BTC 本就为负，只作延迟测量的参照物

运行时选型：

- parity_env.py 容器与本机信号逐一相同（下标、中枢数、checksum 全等），
  容器内 0.26s/币反而更快。故 chanlun 直接挂载进容器，不必另起信号服务。
  装进现有 .venv 那条路走不通：Hummingbot 要 numba>=0.61.2 与
  aiohttp<3.14，与本机 Python 3.14 冲突
- latency_ccxt.py / latency_hummingbot.py / latency_compare.py 初测显示
  Hummingbot 比 ccxt.pro 慢约 1030ms，90 根逐根配对里 80~97% 更慢
- probe_ws_action.py 否掉「丢弃 snapshot」的猜测：换根首条就是 update
- probe_hb_vs_raw.py 与 latency_attribute.py 四路归因——容器网络 2~18ms、
  Hummingbot 处理 -10~-30ms，1350~1480ms 全落在解析方式上
- probe_ws_payload.py 定位根因：Bitget 换根会推一条带两根的消息
  [上一根, 新一根]，而上游取 data["data"][0] 拿到的是上一根，新一根要等
  下一条单元素消息

修复：

- patched_candles.py 处理消息里的全部元素。不能简单改成 [-1]——那样上一根
  的收盘价会永远停在换根前约 1 秒的那次推送上，而信号对 0.25bp 都敏感
- verify_patch.py 60 根配对验证：拿回 1060~1090ms，与原始 WS 只差 5~14ms
  已贴理论下限，19 根已收盘 K 线 OHLCV 逐根未变。折算 ETH 省 0.54bp、
  SOL 省 0.42bp。此 bug 值得向上游反馈

影子交易器：

- shadow_hb.py 不下单，读连接器真实盘口按仓位吃单深度算成交价，与次根开盘价
  （回测 entry_delay=1 的口径）相减，分解成延迟漂移、盘口价差、深度冲击。
  盘口 10Hz 滚动缓冲 30 秒，把延迟变成自变量：每个信号记 0.5/1/2/5s 与实际
  算完时刻各一个滑点值，本机算得慢也不影响能读出的曲线
- shadow_signal.py 信号计算隔离到子进程。0.26s 是纯 CPU 且 chanlun 受 GIL
  限制，放进 asyncio 循环会把行情处理一起卡住
- shadow_report.py 首日延迟门槛与滑点曲线报表

不用 paper trade 测滑点：它的成交由 Hummingbot 自己的撮合模型模拟，
测出来是模型行为而非市场行为。

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-08-27 23:51:57 +08:00

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1787826000000,2026-08-27 18:20:00+08:00,104.3110000000,104.4550000000,104.1000000000,104.2040000000,9075.2000000000
1787826300000,2026-08-27 18:25:00+08:00,104.2040000000,104.2040000000,103.0380000000,103.9320000000,117891.0000000000
1787826600000,2026-08-27 18:30:00+08:00,103.9320000000,104.0270000000,103.6470000000,103.8390000000,20496.6000000000
1787826900000,2026-08-27 18:35:00+08:00,103.8390000000,103.8850000000,103.2630000000,103.3490000000,23580.3000000000
1787827200000,2026-08-27 18:40:00+08:00,103.3490000000,104.1460000000,103.3490000000,104.0630000000,13359.2000000000
1787827500000,2026-08-27 18:45:00+08:00,104.0630000000,104.2000000000,103.8310000000,103.8920000000,8382.5000000000
1787827800000,2026-08-27 18:50:00+08:00,103.8920000000,104.0000000000,103.8310000000,103.9860000000,5801.4000000000
1787828100000,2026-08-27 18:55:00+08:00,103.9860000000,104.0810000000,103.9360000000,104.0580000000,11496.9000000000
1787828400000,2026-08-27 19:00:00+08:00,104.0580000000,104.5860000000,103.9250000000,104.3950000000,37203.8000000000
1787828700000,2026-08-27 19:05:00+08:00,104.3950000000,104.6300000000,104.2940000000,104.3660000000,11859.3000000000
1787829000000,2026-08-27 19:10:00+08:00,104.3660000000,104.4140000000,104.1630000000,104.3400000000,5628.1000000000
1787829300000,2026-08-27 19:15:00+08:00,104.3400000000,104.5970000000,104.3300000000,104.5880000000,9925.7000000000
1787829600000,2026-08-27 19:20:00+08:00,104.5880000000,104.8880000000,104.5350000000,104.6730000000,18517.2000000000
1787829900000,2026-08-27 19:25:00+08:00,104.6730000000,104.6970000000,103.9370000000,104.0070000000,15351.9000000000
1787830200000,2026-08-27 19:30:00+08:00,104.0070000000,104.1600000000,103.7100000000,104.0120000000,13272.3000000000
1787830500000,2026-08-27 19:35:00+08:00,104.0120000000,104.0160000000,103.5620000000,103.6670000000,14459.2000000000
1787830800000,2026-08-27 19:40:00+08:00,103.6670000000,103.9500000000,103.5650000000,103.8850000000,19409.3000000000
1787831100000,2026-08-27 19:45:00+08:00,103.8850000000,103.9130000000,103.6710000000,103.6820000000,7604.9000000000
1787831400000,2026-08-27 19:50:00+08:00,103.6820000000,103.9240000000,103.3280000000,103.9220000000,14174.0000000000
1787831700000,2026-08-27 19:55:00+08:00,103.9220000000,103.9470000000,103.8370000000,103.8890000000,2831.5000000000
1787832000000,2026-08-27 20:00:00+08:00,103.8890000000,104.2500000000,103.8790000000,104.1200000000,7127.8000000000
1787832300000,2026-08-27 20:05:00+08:00,104.1200000000,104.1960000000,103.9190000000,104.1960000000,3958.0000000000
1787832600000,2026-08-27 20:10:00+08:00,104.1960000000,104.3960000000,104.0800000000,104.1900000000,13990.2000000000
1787832900000,2026-08-27 20:15:00+08:00,104.1900000000,104.2970000000,104.0530000000,104.0560000000,15560.8000000000
1787833200000,2026-08-27 20:20:00+08:00,104.0560000000,104.2190000000,104.0560000000,104.2180000000,175.4000000000
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