diff --git a/adaptive_third_strategy/README.md b/adaptive_third_strategy/README.md new file mode 100644 index 0000000..6c8e11f --- /dev/null +++ b/adaptive_third_strategy/README.md @@ -0,0 +1,79 @@ +# 自适应三分位趋势策略 + +优化版实盘策略：趋势过滤 + 动态阈值 + 信号确认 + 完整风险管理。 + +## 目录结构 + +- `config.py` - 策略参数（趋势模式、止损止盈、确认条件等） +- `indicators.py` - EMA、ATR 指标 +- `data_fetcher.py` - **Bitmart 方式**拉取 5/15/60 分钟 K 线（API 或 CSV） +- `strategy_core.py` - 趋势判断、有效 K 线、动态触发价、信号确认 +- `backtest.py` - 回测引擎（硬止损、止盈、移动止损、时间止损） +- `trade.py` - 实盘交易入口（拉数据 + 信号，开平仓需对接现有 Bitmart 下单逻辑） +- `data/` - 回测用 K 线 CSV（可选，无则 API 拉取） + +## 回测（先出数据再回测） + +在**项目根目录** `lm_code` 下执行： + +```bash +# 使用 API 拉取数据并回测（会请求 Bitmart 接口） +python adaptive_third_strategy/backtest.py --start 2025-01-01 --end 2025-01-30 --capital 10000 + +# 仅用本地已有 CSV 回测（需先抓过数据） +python adaptive_third_strategy/backtest.py --start 2025-01-01 --end 2025-01-30 --no-api +``` + +数据会保存到 `adaptive_third_strategy/data/kline_5m.csv`、`kline_15m.csv`、`kline_60m.csv`。 +回测结果输出到控制台，交易明细保存到 `adaptive_third_strategy/backtest_trades.csv`。 + +## 仅抓取数据（Bitmart 方式） + +与 `bitmart/回测.py`、`bitmart/抓取多周期K线.py` 相同的 API 调用方式： + +```bash +cd adaptive_third_strategy && python -c " +from data_fetcher import fetch_multi_timeframe, save_klines_csv +import time, os +end_ts = int(time.time()) +start_ts = end_ts - 30*24*3600 +data = fetch_multi_timeframe(start_ts, end_ts, [5, 15, 60]) +os.makedirs('data', exist_ok=True) +for step, klines in data.items(): + save_klines_csv(klines, f'data/kline_{step}m.csv') +" +``` + +需在项目根目录 `lm_code` 下执行时，先 `import sys; sys.path.insert(0, '..')` 或使用： + +```bash +python -c " +import sys, os +sys.path.insert(0, os.getcwd()) +from adaptive_third_strategy.data_fetcher import fetch_multi_timeframe, save_klines_csv +import time +end_ts = int(time.time()) +start_ts = end_ts - 30*24*3600 +data = fetch_multi_timeframe(start_ts, end_ts, [5, 15, 60]) +os.makedirs('adaptive_third_strategy/data', exist_ok=True) +for step, klines in data.items(): + save_klines_csv(klines, f'adaptive_third_strategy/data/kline_{step}m.csv') +" +``` + +## 实盘 + +```bash +python adaptive_third_strategy/trade.py +``` + +当前 `trade.py` 只做：拉 5/15/60 数据、算信号、打日志/钉钉。实际开平仓需在 `run_loop` 里接入你现有的 Bitmart 下单方式（如 `交易/bitmart-三分之一策略交易.py` 的浏览器点击或 API 下单）。 + +## 策略要点 + +- **数据与周期**：主周期 5 分钟，趋势用 15 分钟 / 1 小时 EMA。 +- **有效 K 线**：实体 ≥ max(ATR×0.1, 价格×0.05%)。 +- **趋势过滤**：长期 1h EMA50/200，中期 15m EMA20/50，短期 5m 收盘 vs EMA9；保守模式要求中期+短期一致。 +- **动态触发**：波动率系数 clamp(实体/ATR, 0.3, 3.0)，顺势方向更易触发。 +- **信号确认**：收盘价、成交量、动量等至少满足 2 项。 +- **风控**：硬止损 ATR×2、时间止损 3 根 K、移动止损（盈利 1×ATR 后 0.5×ATR 跟踪）、止盈目标 1.5/3/5×ATR。 diff --git a/adaptive_third_strategy/__init__.py b/adaptive_third_strategy/__init__.py new file mode 100644 index 0000000..c23cfc3 --- /dev/null +++ b/adaptive_third_strategy/__init__.py @@ -0,0 +1,2 @@ +# -*- coding: utf-8 -*- +"""自适应三分位趋势策略""" diff --git a/adaptive_third_strategy/backtest.py b/adaptive_third_strategy/backtest.py new file mode 100644 index 0000000..539615d --- /dev/null +++ b/adaptive_third_strategy/backtest.py @@ -0,0 +1,464 @@ +# -*- coding: utf-8 -*- +""" +自适应三分位趋势策略 - 回测引擎 +使用 Bitmart 方式获取数据（API 或 CSV），含硬止损、分批止盈、移动止损、时间止损 +""" + +import os +import sys +import csv +import datetime +from typing import List, Dict, Optional, Tuple + +# 使用 UTC 时区，避免 utcfromtimestamp 弃用警告 +def _utc_dt(ts): + if hasattr(datetime, "timezone") and hasattr(datetime.timezone, "utc"): + return datetime.datetime.fromtimestamp(ts, tz=datetime.timezone.utc) + return datetime.datetime.utcfromtimestamp(ts) + +try: + from loguru import logger +except ImportError: + import logging + logger = logging.getLogger(__name__) + +ROOT_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +if ROOT_DIR not in sys.path: + sys.path.insert(0, ROOT_DIR) + +from adaptive_third_strategy.config import ( + STEP_5M, + STEP_15M, + STEP_60M, + ATR_PERIOD, + EMA_SHORT, + EMA_MID_FAST, + EMA_MID_SLOW, + EMA_LONG_FAST, + EMA_LONG_SLOW, + STOP_LOSS_ATR_MULT, + TIME_STOP_BARS, + TRAIL_START_ATR, + TRAIL_ATR_MULT, + TP1_ATR, + TP2_ATR, + TP3_ATR, + TP1_RATIO, + TP2_RATIO, + TP3_RATIO, + MIN_BARS_SINCE_ENTRY, + SAME_KLINE_NO_REVERSE, + REVERSE_BREAK_MULT, + REVERSE_LOSS_ATR, + MAX_POSITION_PERCENT, + BASE_POSITION_PERCENT, + CONTRACT_SIZE, + FEE_RATE, + FEE_FIXED, + FEE_FIXED_BACKTEST, + MIN_BARS_BETWEEN_TRADES, + SLIPPAGE_POINTS, +) +from adaptive_third_strategy.indicators import get_ema_atr_from_klines, align_higher_tf_ema +from adaptive_third_strategy.strategy_core import ( + check_trigger, + get_body_size, + build_volume_ma, +) +from adaptive_third_strategy.data_fetcher import ( + fetch_multi_timeframe, + load_klines_csv, + save_klines_csv, +) + +SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) + + +def ensure_data( + start_time: int, + end_time: int, + data_dir: str, + use_api: bool = True, + api_key: str = "", + secret_key: str = "", +) -> Tuple[List[Dict], List[Dict], List[Dict]]: + """ + 确保有 5/15/60 分钟数据。若 data_dir 下已有 CSV 则加载，否则用 API 拉取并保存。 + use_api=False 时仅从 CSV 加载（需事先抓取）。 + """ + data_dir = data_dir or os.path.join(SCRIPT_DIR, "data") + os.makedirs(data_dir, exist_ok=True) + paths = { + 5: os.path.join(data_dir, "kline_5m.csv"), + 15: os.path.join(data_dir, "kline_15m.csv"), + 60: os.path.join(data_dir, "kline_60m.csv"), + } + k5 = load_klines_csv(paths[5]) + k15 = load_klines_csv(paths[15]) + k60 = load_klines_csv(paths[60]) + need_fetch = not k5 or not k15 or not k60 + if need_fetch and use_api: + from adaptive_third_strategy.data_fetcher import DEFAULT_API_KEY, DEFAULT_SECRET_KEY, DEFAULT_MEMO + key = api_key or DEFAULT_API_KEY + sec = secret_key or DEFAULT_SECRET_KEY + data = fetch_multi_timeframe(start_time, end_time, [5, 15, 60], key, sec, DEFAULT_MEMO) + k5, k15, k60 = data[5], data[15], data[60] + for step, kl in [(5, k5), (15, k15), (60, k60)]: + save_klines_csv(kl, paths[step]) + # 按时间范围过滤（end_time 若为次日 0 点则用 < 以只含 end 日及之前） + k5 = [x for x in k5 if start_time <= x["id"] < end_time] + k15 = [x for x in k15 if start_time <= x["id"] < end_time] + k60 = [x for x in k60 if start_time <= x["id"] < end_time] + k5.sort(key=lambda x: x["id"]) + k15.sort(key=lambda x: x["id"]) + k60.sort(key=lambda x: x["id"]) + return k5, k15, k60 + + +def run_backtest( + klines_5m: List[Dict], + klines_15m: List[Dict], + klines_60m: List[Dict], + initial_capital: float = 10000.0, + use_stop_loss: bool = True, + use_take_profit: bool = True, + use_trailing_stop: bool = True, + use_time_stop: bool = True, + fixed_margin_usdt: Optional[float] = None, + leverage: Optional[float] = None, + deduct_fee: bool = True, +) -> Tuple[List[Dict], Dict, List[Dict]]: + """ + 回测主循环。 + - 若指定 fixed_margin_usdt 与 leverage，则每笔开仓名义价值 = fixed_margin_usdt * leverage（如 50U 一百倍 = 5000U）。 + - deduct_fee=False 时不扣手续费，总盈利 = 所有 money_pnl 之和。 + """ + if len(klines_5m) < ATR_PERIOD + 50: + logger.warning("5分钟K线数量不足") + return [], {}, klines_5m + + ema_5m, atr_5m = get_ema_atr_from_klines(klines_5m, EMA_SHORT, ATR_PERIOD) + ema_15m_align = align_higher_tf_ema(klines_5m, klines_15m, EMA_MID_FAST, EMA_MID_SLOW) + ema_60m_align = align_higher_tf_ema(klines_5m, klines_60m, EMA_LONG_FAST, EMA_LONG_SLOW) + volume_ma = build_volume_ma(klines_5m) + + trades: List[Dict] = [] + position: Optional[Dict] = None + last_trade_bar_idx: Optional[int] = None + last_close_bar_idx: Optional[int] = None + equity_curve: List[float] = [initial_capital] + capital = initial_capital + # 每笔固定名义价值（USDT）：50U 一百倍 = 5000 + fixed_notional = (fixed_margin_usdt * leverage) if (fixed_margin_usdt is not None and leverage is not None) else None + use_fee = deduct_fee + fee_fixed = 0 if not use_fee else (FEE_FIXED_BACKTEST if FEE_FIXED_BACKTEST is not None else FEE_FIXED) + + def _size_usdt(cap: float) -> float: + if fixed_notional is not None: + return fixed_notional + return min(cap * MAX_POSITION_PERCENT, cap * BASE_POSITION_PERCENT) + + def _fee(sz: float) -> float: + return 0 if not use_fee else (fee_fixed + sz * FEE_RATE * 2) + + for idx in range(ATR_PERIOD, len(klines_5m)): + just_reversed = False + curr = klines_5m[idx] + bar_id = curr["id"] + high, low, close = float(curr["high"]), float(curr["low"]), float(curr["close"]) + atr_val = atr_5m[idx] + if atr_val is None or atr_val <= 0: + equity_curve.append(capital) + continue + + # ---------- 持仓管理：止损 / 止盈 / 移动止损 / 时间止损 ---------- + if position is not None: + pos_dir = position["direction"] + entry_price = position["entry_price"] + entry_idx = position["entry_bar_idx"] + entry_atr = position["entry_atr"] + stop_price = position.get("stop_price") + trail_activated = position.get("trail_activated", False) + exit_reason = None + exit_price = close + + if pos_dir == "long": + # 硬止损 + if use_stop_loss and stop_price is not None and low <= stop_price: + exit_price = min(stop_price, high) + exit_reason = "stop_loss" + # 止盈（简化：首次触及任一目标即全平） + elif use_take_profit: + tp1 = entry_price + entry_atr * TP1_ATR + tp2 = entry_price + entry_atr * TP2_ATR + tp3 = entry_price + entry_atr * TP3_ATR + if high >= tp3: + exit_price = tp3 + exit_reason = "tp3" + elif high >= tp2: + exit_price = tp2 + exit_reason = "tp2" + elif high >= tp1: + exit_price = tp1 + exit_reason = "tp1" + # 移动止损 + if use_trailing_stop and not exit_reason: + if close >= entry_price + entry_atr * TRAIL_START_ATR: + trail_activated = True + position["trail_activated"] = True + trail_stop = close - entry_atr * TRAIL_ATR_MULT + if low <= trail_stop: + exit_price = trail_stop + exit_reason = "trail_stop" + # 时间止损 + if use_time_stop and not exit_reason and (idx - entry_idx) >= TIME_STOP_BARS: + if close <= entry_price: + exit_price = close + exit_reason = "time_stop" + else: + if use_stop_loss and stop_price is not None and high >= stop_price: + exit_price = max(stop_price, low) + exit_reason = "stop_loss" + elif use_take_profit: + tp1 = entry_price - entry_atr * TP1_ATR + tp2 = entry_price - entry_atr * TP2_ATR + tp3 = entry_price - entry_atr * TP3_ATR + if low <= tp3: + exit_price = tp3 + exit_reason = "tp3" + elif low <= tp2: + exit_price = tp2 + exit_reason = "tp2" + elif low <= tp1: + exit_price = tp1 + exit_reason = "tp1" + if use_trailing_stop and not exit_reason: + if close <= entry_price - entry_atr * TRAIL_START_ATR: + trail_activated = True + position["trail_activated"] = True + trail_stop = close + entry_atr * TRAIL_ATR_MULT + if high >= trail_stop: + exit_price = trail_stop + exit_reason = "trail_stop" + if use_time_stop and not exit_reason and (idx - entry_idx) >= TIME_STOP_BARS: + if close >= entry_price: + exit_price = close + exit_reason = "time_stop" + + if exit_reason: + # 平仓 + if pos_dir == "long": + point_pnl = exit_price - entry_price + else: + point_pnl = entry_price - exit_price + size_usdt = position.get("size_usdt", _size_usdt(capital)) + contract_val = CONTRACT_SIZE / entry_price + money_pnl = point_pnl / entry_price * size_usdt + fee = _fee(size_usdt) + net = money_pnl - fee + capital += net + trades.append({ + "direction": "做多" if pos_dir == "long" else "做空", + "entry_time": _utc_dt(position["entry_time"]), + "exit_time": _utc_dt(bar_id), + "entry_price": entry_price, + "exit_price": exit_price, + "point_pnl": point_pnl, + "money_pnl": money_pnl, + "fee": fee, + "net_profit": net, + "exit_reason": exit_reason, + "hold_bars": idx - entry_idx, + }) + position = None + last_close_bar_idx = idx + equity_curve.append(capital) + continue + + # ---------- 信号检测 ---------- + direction, trigger_price, valid_prev_idx, valid_prev = check_trigger( + klines_5m, idx, atr_5m, ema_5m, ema_15m_align, ema_60m_align, volume_ma, use_confirm=True + ) + if direction is None: + equity_curve.append(capital) + continue + if SAME_KLINE_NO_REVERSE and last_trade_bar_idx == idx: + equity_curve.append(capital) + continue + if position is not None: + if direction == position["direction"]: + equity_curve.append(capital) + continue + # 反手条件 + bars_since = idx - position["entry_bar_idx"] + if bars_since < MIN_BARS_SINCE_ENTRY: + equity_curve.append(capital) + continue + entry_atr_pos = position.get("entry_atr") or atr_val + pos_loss_atr = (position["entry_price"] - close) / entry_atr_pos if position["direction"] == "long" else (close - position["entry_price"]) / entry_atr_pos + if pos_loss_atr < REVERSE_LOSS_ATR: + # 可选：反向突破幅度 > 实体/2 才反手 + equity_curve.append(capital) + continue + # 先平仓再开仓（下面统一开仓） + # 简化：这里直接平仓记一笔，再开新仓 + exit_price = close + if position["direction"] == "long": + point_pnl = exit_price - position["entry_price"] + else: + point_pnl = position["entry_price"] - exit_price + size_usdt = position.get("size_usdt", _size_usdt(capital)) + money_pnl = point_pnl / position["entry_price"] * size_usdt + fee = _fee(size_usdt) + net = money_pnl - fee + capital += net + trades.append({ + "direction": "做多" if position["direction"] == "long" else "做空", + "entry_time": _utc_dt(position["entry_time"]), + "exit_time": _utc_dt(bar_id), + "entry_price": position["entry_price"], + "exit_price": exit_price, + "point_pnl": point_pnl, + "money_pnl": money_pnl, + "fee": fee, + "net_profit": net, + "exit_reason": "reverse", + "hold_bars": idx - position["entry_bar_idx"], + }) + position = None + last_close_bar_idx = idx + just_reversed = True + + # ---------- 开仓 ---------- + # 反手后本 K 线允许开仓；否则需间隔 MIN_BARS_BETWEEN_TRADES 根 + if not just_reversed and last_close_bar_idx is not None and (idx - last_close_bar_idx) < MIN_BARS_BETWEEN_TRADES: + equity_curve.append(capital) + continue + just_reversed = False + size_usdt = _size_usdt(capital) + if size_usdt <= 0: + equity_curve.append(capital) + continue + stop_price = None + if direction == "long": + stop_price = trigger_price - atr_val * STOP_LOSS_ATR_MULT + else: + stop_price = trigger_price + atr_val * STOP_LOSS_ATR_MULT + position = { + "direction": direction, + "entry_price": trigger_price, + "entry_time": bar_id, + "entry_bar_idx": idx, + "entry_atr": atr_val, + "stop_price": stop_price, + "size_usdt": size_usdt, + "closed_ratio": 0, + "trail_activated": False, + } + last_trade_bar_idx = idx + equity_curve.append(capital) + + # 尾仓 + if position is not None: + last_bar = klines_5m[-1] + exit_price = float(last_bar["close"]) + pos_dir = position["direction"] + entry_price = position["entry_price"] + if pos_dir == "long": + point_pnl = exit_price - entry_price + else: + point_pnl = entry_price - exit_price + size_usdt = position.get("size_usdt", _size_usdt(capital)) + money_pnl = point_pnl / entry_price * size_usdt + fee = _fee(size_usdt) + net = money_pnl - fee + capital += net + trades.append({ + "direction": "做多" if pos_dir == "long" else "做空", + "entry_time": _utc_dt(position["entry_time"]), + "exit_time": _utc_dt(last_bar["id"]), + "entry_price": entry_price, + "exit_price": exit_price, + "point_pnl": point_pnl, + "money_pnl": money_pnl, + "fee": fee, + "net_profit": net, + "exit_reason": "tail", + "hold_bars": len(klines_5m) - 1 - position["entry_bar_idx"], + }) + + # 统计 + total_net = sum(t["net_profit"] for t in trades) + total_gross = sum(t["money_pnl"] for t in trades) + total_fee = sum(t["fee"] for t in trades) + win_count = len([t for t in trades if t["net_profit"] > 0]) + stats = { + "total_trades": len(trades), + "win_count": win_count, + "win_rate": (win_count / len(trades) * 100) if trades else 0, + "total_gross_profit": total_gross, + "total_fee": total_fee, + "total_net_profit": total_net, + "final_capital": capital, + "max_drawdown": 0, + "max_drawdown_pct": 0, + } + peak = initial_capital + for eq in equity_curve: + peak = max(peak, eq) + dd = peak - eq + if peak > 0: + stats["max_drawdown"] = max(stats["max_drawdown"], dd) + stats["max_drawdown_pct"] = max(stats["max_drawdown_pct"], dd / peak * 100) + return trades, stats, klines_5m + + +def main(): + import argparse + parser = argparse.ArgumentParser(description="自适应三分位趋势策略回测") + parser.add_argument("--start", default="2025-01-01", help="开始日期 YYYY-MM-DD") + parser.add_argument("--end", default="2025-12-31", help="结束日期，默认 2025-12-31") + parser.add_argument("--data-dir", default=None, help="数据目录，默认 adaptive_third_strategy/data") + parser.add_argument("--no-api", action="store_true", help="不从 API 拉取，仅用本地 CSV") + parser.add_argument("--capital", type=float, default=10000, help="初始资金（按比例开仓时用）") + parser.add_argument("--fixed-margin", type=float, default=None, help="每笔固定保证金 USDT，如 50") + parser.add_argument("--leverage", type=float, default=None, help="杠杆倍数，如 100") + parser.add_argument("--no-fee", action="store_true", help="不扣手续费，只算总盈利") + args = parser.parse_args() + start_dt = datetime.datetime.strptime(args.start, "%Y-%m-%d") + if args.end: + end_dt = datetime.datetime.strptime(args.end, "%Y-%m-%d") + # 包含 end 日全天：取次日 0 点前一刻，这样 id < end_ts 的 K 线都含在内 + end_ts = int((end_dt + datetime.timedelta(days=1)).timestamp()) + else: + end_ts = int(datetime.datetime.utcnow().timestamp()) + start_ts = int(start_dt.timestamp()) + data_dir = args.data_dir or os.path.join(SCRIPT_DIR, "data") + k5, k15, k60 = ensure_data(start_ts, end_ts, data_dir, use_api=not args.no_api) + if not k5: + logger.error("无 5 分钟数据，请先抓取或开启 --api") + return + logger.info(f"5m={len(k5)} 15m={len(k15)} 60m={len(k60)}") + trades, stats, _ = run_backtest( + k5, k15, k60, + initial_capital=args.capital, + fixed_margin_usdt=args.fixed_margin, + leverage=args.leverage, + deduct_fee=not args.no_fee, + ) + logger.info(f"交易笔数: {stats['total_trades']} 胜率: {stats['win_rate']:.2f}% " + f"总盈利(未扣费): {stats['total_gross_profit']:.2f} USDT " + f"总手续费: {stats['total_fee']:.2f} 总净利润: {stats['total_net_profit']:.2f} " + f"最大回撤: {stats['max_drawdown']:.2f} ({stats['max_drawdown_pct']:.2f}%)") + out_csv = os.path.join(SCRIPT_DIR, "backtest_trades.csv") + if trades: + with open(out_csv, "w", newline="", encoding="utf-8") as f: + w = csv.DictWriter(f, fieldnames=["direction", "entry_time", "exit_time", "entry_price", "exit_price", "point_pnl", "money_pnl", "fee", "net_profit", "exit_reason", "hold_bars"]) + w.writeheader() + for t in trades: + w.writerow({k: str(v) if isinstance(v, datetime.datetime) else v for k, v in t.items()}) + logger.info(f"交易记录已保存: {out_csv}") + + +if __name__ == "__main__": + main() diff --git a/adaptive_third_strategy/backtest_trades.csv b/adaptive_third_strategy/backtest_trades.csv new file mode 100644 index 0000000..a19738a --- /dev/null +++ b/adaptive_third_strategy/backtest_trades.csv @@ -0,0 +1,1040 @@ +direction,entry_time,exit_time,entry_price,exit_price,point_pnl,money_pnl,fee,net_profit,exit_reason,hold_bars +做多,2024-12-31 18:00:00+00:00,2024-12-31 18:15:00+00:00,3365.336,3360.55,-4.7859999999996035,-7.110731291020575,0,-7.110731291020575,time_stop,3 +做多,2024-12-31 18:40:00+00:00,2024-12-31 18:55:00+00:00,3362.664,3360.3,-2.3640000000000327,-3.51507019434596,0,-3.51507019434596,time_stop,3 +做空,2024-12-31 19:15:00+00:00,2024-12-31 19:30:00+00:00,3364.660808,3358.6872977014245,5.9735102985755475,8.876838765400372,0,8.876838765400372,trail_stop,3 +做多,2024-12-31 20:00:00+00:00,2024-12-31 20:10:00+00:00,3355.358,3349.9,-5.458000000000084,-8.133260295920858,0,-8.133260295920858,reverse,2 +做空,2024-12-31 20:10:00+00:00,2024-12-31 20:15:00+00:00,3361.119699194804,3348.6021765303312,12.517522664472835,18.621060516636103,0,18.621060516636103,tp1,1 +做空,2024-12-31 20:35:00+00:00,2024-12-31 20:45:00+00:00,3347.8218247667855,3351.93,-4.108175233214297,-6.135594198625667,0,-6.135594198625667,reverse,2 +做多,2024-12-31 20:45:00+00:00,2024-12-31 21:05:00+00:00,3347.3379999999997,3345.02,-2.3179999999997563,-3.4624528505931527,0,-3.4624528505931527,time_stop,4 +做空,2024-12-31 21:25:00+00:00,2024-12-31 21:35:00+00:00,3340.536648,3349.26,-8.723352000000432,-13.056812301734748,0,-13.056812301734748,reverse,2 +做多,2024-12-31 21:35:00+00:00,2024-12-31 22:00:00+00:00,3344.954,3344.93,-0.02400000000034197,-0.0358749328097516,0,-0.0358749328097516,time_stop,5 +做空,2024-12-31 22:20:00+00:00,2024-12-31 22:35:00+00:00,3339.585213344349,3340.62,-1.0347866556508052,-1.5492742205169583,0,-1.5492742205169583,time_stop,3 +做空,2024-12-31 23:00:00+00:00,2024-12-31 23:15:00+00:00,3338.16250791956,3340.14,-1.977492080439788,-2.9619469929164994,0,-2.9619469929164994,time_stop,3 +做空,2024-12-31 23:35:00+00:00,2024-12-31 23:50:00+00:00,3335.942757559307,3339.51,-3.5672424406930077,-5.346678135602854,0,-5.346678135602854,time_stop,3 +做多,2025-01-01 00:30:00+00:00,2025-01-01 00:35:00+00:00,3349.246,3358.7624035327935,9.516403532793447,14.206784949199681,0,14.206784949199681,tp1,1 +做空,2025-01-01 01:00:00+00:00,2025-01-01 01:15:00+00:00,3361.862,3352.1206729558194,9.741327044180707,14.48799362404035,0,14.48799362404035,tp1,3 +做空,2025-01-01 01:35:00+00:00,2025-01-01 01:50:00+00:00,3354.6641444661122,3346.1846210780227,8.479523388089547,12.63840882861173,0,12.63840882861173,tp1,3 +做多,2025-01-01 02:10:00+00:00,2025-01-01 02:35:00+00:00,3348.84,3358.0162205847396,9.17622058473944,13.70059570588538,0,13.70059570588538,tp1,5 +做多,2025-01-01 02:55:00+00:00,2025-01-01 03:05:00+00:00,3363.9939999999997,3358.7,-5.293999999999869,-7.868622833453136,0,-7.868622833453136,reverse,2 +做空,2025-01-01 03:05:00+00:00,2025-01-01 03:20:00+00:00,3359.2619999999997,3350.9016902126396,8.360309787360166,12.443670346880008,0,12.443670346880008,tp1,3 +做空,2025-01-01 03:40:00+00:00,2025-01-01 04:05:00+00:00,3355.662907759951,3352.321253165757,3.3416545941940967,4.979127352849626,0,4.979127352849626,trail_stop,5 +做空,2025-01-01 04:30:00+00:00,2025-01-01 04:45:00+00:00,3347.912326957292,3341.3661606555006,6.546166301791345,9.776490036913163,0,9.776490036913163,tp1,3 +做多,2025-01-01 05:10:00+00:00,2025-01-01 05:25:00+00:00,3344.408,3346.7521337683734,2.3441337683734673,3.504557112011255,0,3.504557112011255,trail_stop,3 +做空,2025-01-01 05:50:00+00:00,2025-01-01 06:05:00+00:00,3346.4998088030266,3340.6561805864003,5.843628216626257,8.73095555131139,0,8.73095555131139,tp1,3 +做空,2025-01-01 06:35:00+00:00,2025-01-01 06:50:00+00:00,3338.6018373736665,3343.73,-5.128162626333506,-7.680105140012157,0,-7.680105140012157,time_stop,3 +做空,2025-01-01 07:10:00+00:00,2025-01-01 07:25:00+00:00,3339.400388621464,3340.65,-1.249611378535974,-1.8710116085418336,0,-1.8710116085418336,time_stop,3 +做多,2025-01-01 07:50:00+00:00,2025-01-01 08:20:00+00:00,3343.6639999999998,3342.19,-1.4739999999997053,-2.2041688399308446,0,-2.2041688399308446,time_stop,6 +做空,2025-01-01 08:45:00+00:00,2025-01-01 09:00:00+00:00,3338.57045402745,3339.66,-1.0895459725497858,-1.6317552490698874,0,-1.6317552490698874,time_stop,3 +做空,2025-01-01 09:20:00+00:00,2025-01-01 09:25:00+00:00,3323.178868818968,3314.5236984207318,8.65517039823635,13.022426327163561,0,13.022426327163561,tp1,1 +做多,2025-01-01 09:50:00+00:00,2025-01-01 10:00:00+00:00,3329.006,3332.950034400024,3.9440344000240657,5.923741801642992,0,5.923741801642992,trail_stop,2 +做多,2025-01-01 10:35:00+00:00,2025-01-01 10:50:00+00:00,3332.578,3326.78,-5.7979999999997744,-8.698971186870606,0,-8.698971186870606,time_stop,3 +做多,2025-01-01 11:15:00+00:00,2025-01-01 11:40:00+00:00,3331.7639999999997,3338.9338857306407,7.169885730640999,10.75989435422347,0,10.75989435422347,tp1,5 +做空,2025-01-01 12:45:00+00:00,2025-01-01 13:00:00+00:00,3346.095613879629,3352.02,-5.924386120370855,-8.852685045514626,0,-8.852685045514626,time_stop,3 +做空,2025-01-01 13:20:00+00:00,2025-01-01 13:30:00+00:00,3337.3029743822876,3340.32,-3.017025617712534,-4.5201554082319495,0,-4.5201554082319495,reverse,2 +做多,2025-01-01 13:30:00+00:00,2025-01-01 13:55:00+00:00,3335.922,3340.2087423458,4.286742345800121,6.425123767582277,0,6.425123767582277,trail_stop,5 +做空,2025-01-01 14:15:00+00:00,2025-01-01 14:25:00+00:00,3347.8961071848257,3338.5180108495583,9.3780963352674,14.005954837041287,0,14.005954837041287,tp1,2 +做空,2025-01-01 15:10:00+00:00,2025-01-01 15:15:00+00:00,3344.1400000000003,3333.1467163522684,10.993283647731914,16.436637891553453,0,16.436637891553453,tp1,1 +做多,2025-01-01 15:35:00+00:00,2025-01-01 15:40:00+00:00,3338.822,3343.2445259836563,4.4225259836562145,6.622883735126063,0,6.622883735126063,trail_stop,1 +做空,2025-01-01 16:30:00+00:00,2025-01-01 16:40:00+00:00,3344.0494025151456,3338.616657292254,5.432745222891754,8.123003833025981,0,8.123003833025981,trail_stop,2 +做空,2025-01-01 17:05:00+00:00,2025-01-01 17:15:00+00:00,3330.994801288238,3327.707494665596,3.2873066226416086,4.934421724960764,0,4.934421724960764,trail_stop,2 +做多,2025-01-01 17:35:00+00:00,2025-01-01 17:55:00+00:00,3334.4339999999997,3343.195669571337,8.76166957133728,13.138166134548293,0,13.138166134548293,tp1,4 +做多,2025-01-01 18:15:00+00:00,2025-01-01 18:30:00+00:00,3335.5,3343.5034583014076,8.00345830140759,11.997389149164428,0,11.997389149164428,tp1,3 +做空,2025-01-01 18:50:00+00:00,2025-01-01 19:00:00+00:00,3343.164,3349.43,-6.265999999999622,-9.371361979250228,0,-9.371361979250228,reverse,2 +做多,2025-01-01 19:00:00+00:00,2025-01-01 19:15:00+00:00,3349.796,3347.61,-2.1859999999996944,-3.2628852622662614,0,-3.2628852622662614,time_stop,3 +做多,2025-01-01 19:35:00+00:00,2025-01-01 19:40:00+00:00,3341.385193063863,3350.101530569028,8.71633750516503,13.043000135480693,0,13.043000135480693,tp1,1 +做多,2025-01-01 20:00:00+00:00,2025-01-01 20:15:00+00:00,3356.456744491854,3352.78,-3.6767444918536967,-5.47712181586647,0,-5.47712181586647,time_stop,3 +做多,2025-01-01 20:40:00+00:00,2025-01-01 20:45:00+00:00,3351.946915687728,3360.5034691363617,8.556553448633622,12.763557514272346,0,12.763557514272346,tp1,1 +做空,2025-01-01 21:05:00+00:00,2025-01-01 21:20:00+00:00,3358.27,3368.948963488777,-10.678963488776844,-15.899501065692819,0,-15.899501065692819,stop_loss,3 +做多,2025-01-01 21:45:00+00:00,2025-01-01 21:55:00+00:00,3360.8542353223042,3364.8452200543593,3.99098473205504,5.937455855880501,0,5.937455855880501,trail_stop,2 +做多,2025-01-01 22:15:00+00:00,2025-01-01 22:20:00+00:00,3363.9139587713266,3366.697940616391,2.783981845064318,4.138009888459172,0,4.138009888459172,trail_stop,1 +做多,2025-01-01 22:40:00+00:00,2025-01-01 22:55:00+00:00,3364.198881498957,3360.65,-3.548881498956689,-5.274482312079369,0,-5.274482312079369,time_stop,3 +做空,2025-01-01 23:15:00+00:00,2025-01-01 23:20:00+00:00,3359.906,3356.804475888003,3.1015241119971506,4.615492385794648,0,4.615492385794648,trail_stop,1 +做多,2025-01-01 23:40:00+00:00,2025-01-02 00:00:00+00:00,3356.537139874338,3354.11,-2.4271398743380814,-3.6155415137592497,0,-3.6155415137592497,time_stop,4 +做多,2025-01-02 00:35:00+00:00,2025-01-02 00:55:00+00:00,3389.79,3389.27,-0.5199999999999818,-0.767009165759504,0,-0.767009165759504,time_stop,4 +做空,2025-01-02 01:20:00+00:00,2025-01-02 01:30:00+00:00,3395.3239999999996,3382.6678711397376,12.656128860262015,18.63758636916833,0,18.63758636916833,tp1,2 +做空,2025-01-02 01:50:00+00:00,2025-01-02 02:05:00+00:00,3382.4739999999997,3388.05,-5.576000000000477,-8.242487599314108,0,-8.242487599314108,time_stop,3 +做多,2025-01-02 02:25:00+00:00,2025-01-02 02:50:00+00:00,3386.4044530061005,3391.087721390871,4.683268384770599,6.914809571274448,0,6.914809571274448,trail_stop,5 +做多,2025-01-02 03:15:00+00:00,2025-01-02 03:35:00+00:00,3389.3909214577984,3386.72,-2.670921457798613,-3.9401200978166204,0,-3.9401200978166204,time_stop,4 +做空,2025-01-02 03:55:00+00:00,2025-01-02 04:10:00+00:00,3389.872,3391.26,-1.3880000000003747,-2.047274941355271,0,-2.047274941355271,time_stop,3 +做多,2025-01-02 04:35:00+00:00,2025-01-02 04:40:00+00:00,3402.408893885747,3422.113149700977,19.70425581522977,28.956331278464265,0,28.956331278464265,tp2,1 +做空,2025-01-02 05:05:00+00:00,2025-01-02 05:20:00+00:00,3407.544,3410.6,-3.05600000000004,-4.4841680694365795,0,-4.4841680694365795,time_stop,3 +做多,2025-01-02 05:40:00+00:00,2025-01-02 05:50:00+00:00,3416.9014476182465,3412.14,-4.7614476182466206,-6.967493343370483,0,-6.967493343370483,reverse,2 +做空,2025-01-02 05:50:00+00:00,2025-01-02 06:05:00+00:00,3413.1339999999996,3409.835338219,3.298661780999737,4.832306292398331,0,4.832306292398331,trail_stop,3 +做多,2025-01-02 06:30:00+00:00,2025-01-02 06:55:00+00:00,3404.12,3407.343400649727,3.2234006497269547,4.7345579029631075,0,4.7345579029631075,trail_stop,5 +做多,2025-01-02 07:15:00+00:00,2025-01-02 08:00:00+00:00,3415.6565176790327,3422.7990103994834,7.1424927204507185,10.455519580909298,0,10.455519580909298,tp1,9 +做空,2025-01-02 08:20:00+00:00,2025-01-02 08:40:00+00:00,3421.6519999999996,3424.32,-2.668000000000575,-3.898701562871641,0,-3.898701562871641,time_stop,4 +做多,2025-01-02 09:10:00+00:00,2025-01-02 09:25:00+00:00,3436.7606022963173,3442.132296298689,5.371694002371896,7.815054093064742,0,7.815054093064742,trail_stop,3 +做多,2025-01-02 09:55:00+00:00,2025-01-02 10:00:00+00:00,3450.974,3462.345484344668,11.371484344667806,16.475760676069722,0,16.475760676069722,tp1,1 +做多,2025-01-02 10:20:00+00:00,2025-01-02 10:30:00+00:00,3465.554,3470.1507319632606,4.596731963260481,6.632030496798608,0,6.632030496798608,trail_stop,2 +做空,2025-01-02 10:50:00+00:00,2025-01-02 11:05:00+00:00,3466.172,3468.6,-2.4279999999998836,-3.5024228457212794,0,-3.5024228457212794,time_stop,3 +做多,2025-01-02 11:25:00+00:00,2025-01-02 11:30:00+00:00,3459.7224792068864,3465.1446096058658,5.422130398979334,7.8360770720290756,0,7.8360770720290756,trail_stop,1 +做多,2025-01-02 11:55:00+00:00,2025-01-02 12:10:00+00:00,3470.015085155543,3478.400582522772,8.385497367228709,12.082796704690448,0,12.082796704690448,tp1,3 +做空,2025-01-02 12:30:00+00:00,2025-01-02 12:45:00+00:00,3470.382,3478.01,-7.628000000000156,-10.990144600796334,0,-10.990144600796334,time_stop,3 +做多,2025-01-02 13:05:00+00:00,2025-01-02 13:10:00+00:00,3477.392528824765,3465.9438668770204,-11.448661947744768,-16.4615611450888,0,-16.4615611450888,stop_loss,1 +做多,2025-01-02 13:30:00+00:00,2025-01-02 13:45:00+00:00,3468.2204659496942,3462.93,-5.290465949694408,-7.627061199879248,0,-7.627061199879248,time_stop,3 +做多,2025-01-02 14:05:00+00:00,2025-01-02 14:25:00+00:00,3452.3399999999997,3457.432831063158,5.092831063158428,7.375911791941739,0,7.375911791941739,trail_stop,4 +做多,2025-01-02 16:30:00+00:00,2025-01-02 16:50:00+00:00,3481.1079999999997,3469.88,-11.22799999999961,-16.12704920387361,0,-16.12704920387361,time_stop,4 +做多,2025-01-02 17:10:00+00:00,2025-01-02 17:25:00+00:00,3469.782,3462.34,-7.442000000000007,-10.724016667329542,0,-10.724016667329542,time_stop,3 +做空,2025-01-02 17:45:00+00:00,2025-01-02 18:05:00+00:00,3445.576,3455.4,-9.82400000000007,-14.255961847888523,0,-14.255961847888523,time_stop,4 +做多,2025-01-02 18:25:00+00:00,2025-01-02 18:35:00+00:00,3456.784,3451.18,-5.604000000000269,-8.105800073131947,0,-8.105800073131947,reverse,2 +做空,2025-01-02 18:35:00+00:00,2025-01-02 18:45:00+00:00,3450.614,3459.43,-8.815999999999804,-12.774538096697867,0,-12.774538096697867,reverse,2 +做多,2025-01-02 18:45:00+00:00,2025-01-02 18:55:00+00:00,3454.096,3459.5916148432175,5.495614843217481,7.955214393603249,0,7.955214393603249,trail_stop,2 +做多,2025-01-02 19:15:00+00:00,2025-01-02 19:30:00+00:00,3465.568896,3462.81,-2.758896000000277,-3.9804373867514604,0,-3.9804373867514604,time_stop,3 +做空,2025-01-02 19:55:00+00:00,2025-01-02 20:10:00+00:00,3466.6859999999997,3467.52,-0.8340000000002874,-1.2028779070274715,0,-1.2028779070274715,time_stop,3 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23:50:00+00:00,3451.468,3451.0,-0.4679999999998472,-0.6779723874013133,0,-0.6779723874013133,time_stop,3 +做空,2025-01-03 00:35:00+00:00,2025-01-03 01:05:00+00:00,3455.622,3449.4734911216874,6.148508878312441,8.896385192466713,0,8.896385192466713,trail_stop,6 +做多,2025-01-03 01:25:00+00:00,2025-01-03 01:50:00+00:00,3451.680153948733,3460.082340519524,8.4021865707914,12.171154620423438,0,12.171154620423438,tp1,5 +做多,2025-01-03 02:10:00+00:00,2025-01-03 02:15:00+00:00,3467.4377015223386,3475.8536909438694,8.415989421530867,12.135747122199085,0,12.135747122199085,tp1,1 +做空,2025-01-03 02:40:00+00:00,2025-01-03 02:50:00+00:00,3466.026,3462.309610998312,3.7163890016877303,5.361167229685713,0,5.361167229685713,trail_stop,2 +做多,2025-01-03 03:15:00+00:00,2025-01-03 03:30:00+00:00,3457.886,3461.3919808789374,3.5059808789374074,5.069543760172266,0,5.069543760172266,trail_stop,3 +做多,2025-01-03 03:50:00+00:00,2025-01-03 04:10:00+00:00,3466.954273083611,3466.02,-0.9342730836110604,-1.3473974705470955,0,-1.3473974705470955,time_stop,4 +做空,2025-01-03 04:35:00+00:00,2025-01-03 05:00:00+00:00,3460.054,3453.940953740661,6.113046259339171,8.833744009976682,0,8.833744009976682,tp1,5 +做多,2025-01-03 05:35:00+00:00,2025-01-03 06:00:00+00:00,3450.7799999999997,3453.7648340448045,2.9848340448047566,4.324868645356639,0,4.324868645356639,trail_stop,5 +做空,2025-01-03 06:20:00+00:00,2025-01-03 06:45:00+00:00,3451.674,3444.458464144456,7.2155358555442035,10.452226739176705,0,10.452226739176705,tp1,5 +做空,2025-01-03 07:20:00+00:00,2025-01-03 07:25:00+00:00,3439.924414439349,3432.6131199967817,7.311294442567487,10.627114961999983,0,10.627114961999983,tp1,1 +做空,2025-01-03 07:55:00+00:00,2025-01-03 08:15:00+00:00,3434.5415690093278,3437.37,-2.828430990672132,-4.117625211168976,0,-4.117625211168976,time_stop,4 +做多,2025-01-03 08:40:00+00:00,2025-01-03 08:55:00+00:00,3431.506,3429.01,-2.49599999999964,-3.636887127692098,0,-3.636887127692098,time_stop,3 +做多,2025-01-03 09:15:00+00:00,2025-01-03 09:35:00+00:00,3441.606,3444.805072078669,3.1990720786689053,4.647644266468772,0,4.647644266468772,trail_stop,4 +做空,2025-01-03 10:00:00+00:00,2025-01-03 10:25:00+00:00,3442.519650386368,3444.97,-2.4503496136317153,-3.5589478964291494,0,-3.5589478964291494,time_stop,5 +做多,2025-01-03 10:55:00+00:00,2025-01-03 11:00:00+00:00,3444.296,3447.3589300870767,3.062930087076893,4.446380460734056,0,4.446380460734056,trail_stop,1 +做多,2025-01-03 11:20:00+00:00,2025-01-03 11:25:00+00:00,3449.44,3456.1451035028167,6.705103502816655,9.719118904541977,0,9.719118904541977,tp1,1 +做空,2025-01-03 11:55:00+00:00,2025-01-03 12:10:00+00:00,3464.328,3473.4837118620508,-9.155711862050794,-13.214268195809971,0,-13.214268195809971,stop_loss,3 +做空,2025-01-03 12:40:00+00:00,2025-01-03 13:05:00+00:00,3467.14,3478.3158687226824,-11.17586872268248,-16.116840858290235,0,-16.116840858290235,stop_loss,5 +做多,2025-01-03 13:30:00+00:00,2025-01-03 13:45:00+00:00,3486.088,3483.73,-2.3580000000001746,-3.382014452876942,0,-3.382014452876942,time_stop,3 +做多,2025-01-03 14:05:00+00:00,2025-01-03 14:10:00+00:00,3486.4199999999996,3498.6771523184957,12.257152318496082,17.578421874725482,0,17.578421874725482,tp1,1 +做多,2025-01-03 14:30:00+00:00,2025-01-03 14:35:00+00:00,3510.708,3526.0755882596136,15.367588259613512,21.88673660642456,0,21.88673660642456,tp1,1 +做多,2025-01-03 15:00:00+00:00,2025-01-03 15:30:00+00:00,3528.334,3537.375939447509,9.041939447509321,12.813326980253743,0,12.813326980253743,trail_stop,6 +做多,2025-01-03 16:30:00+00:00,2025-01-03 16:50:00+00:00,3583.038,3582.99,-0.04800000000022919,-0.06698226477116513,0,-0.06698226477116513,time_stop,4 +做空,2025-01-03 17:15:00+00:00,2025-01-03 17:30:00+00:00,3577.0119999999997,3579.94,-2.9280000000003383,-4.092801477882013,0,-4.092801477882013,time_stop,3 +做空,2025-01-03 17:55:00+00:00,2025-01-03 18:10:00+00:00,3575.832,3586.68,-10.847999999999956,-15.16849784889217,0,-15.16849784889217,time_stop,3 +做多,2025-01-03 18:30:00+00:00,2025-01-03 18:35:00+00:00,3600.766,3613.034272552062,12.268272552061717,17.035642627237813,0,17.035642627237813,tp1,1 +做多,2025-01-03 19:05:00+00:00,2025-01-03 19:10:00+00:00,3607.614,3620.597044363485,12.983044363485078,17.99394885856009,0,17.99394885856009,tp1,1 +做多,2025-01-03 19:30:00+00:00,2025-01-03 19:45:00+00:00,3620.9759999999997,3619.53,-1.445999999999458,-1.9966992324713808,0,-1.9966992324713808,time_stop,3 +做空,2025-01-03 20:05:00+00:00,2025-01-03 20:10:00+00:00,3612.93,3601.8524163380225,11.077583661977314,15.330470922460876,0,15.330470922460876,tp1,1 +做空,2025-01-03 20:35:00+00:00,2025-01-03 20:55:00+00:00,3609.466,3603.7121589096505,5.753841090349397,7.970488003418507,0,7.970488003418507,trail_stop,4 +做多,2025-01-03 21:25:00+00:00,2025-01-03 21:45:00+00:00,3610.4729355177715,3605.68,-4.792935517771639,-6.637545279209097,0,-6.637545279209097,time_stop,4 +做多,2025-01-03 22:15:00+00:00,2025-01-03 22:20:00+00:00,3613.2673583909163,3616.504894211088,3.2375358201716153,4.480066791422509,0,4.480066791422509,trail_stop,1 +做空,2025-01-03 22:40:00+00:00,2025-01-03 23:15:00+00:00,3617.07,3608.2865480588125,8.78345194118765,12.141667069185347,0,12.141667069185347,tp1,7 +做空,2025-01-03 23:35:00+00:00,2025-01-03 23:55:00+00:00,3605.3540000000003,3607.89,-2.5359999999996035,-3.5169916740486555,0,-3.5169916740486555,time_stop,4 +做空,2025-01-04 00:35:00+00:00,2025-01-04 00:45:00+00:00,3610.1420000000003,3602.736599989479,7.405400010521134,10.25638328149022,0,10.25638328149022,tp1,2 +做空,2025-01-04 01:05:00+00:00,2025-01-04 01:10:00+00:00,3592.944,3584.765190542564,8.178809457435818,11.381765840819977,0,11.381765840819977,tp1,1 +做空,2025-01-04 01:35:00+00:00,2025-01-04 01:50:00+00:00,3592.11,3595.99,-3.8799999999996544,-5.400725478896323,0,-5.400725478896323,time_stop,3 +做多,2025-01-04 02:10:00+00:00,2025-01-04 02:20:00+00:00,3590.3140000000003,3587.51,-2.8040000000000873,-3.904950931868476,0,-3.904950931868476,reverse,2 +做空,2025-01-04 02:20:00+00:00,2025-01-04 02:30:00+00:00,3589.704,3582.5930399832555,7.110960016744684,9.904660686152235,0,9.904660686152235,tp1,2 +做多,2025-01-04 02:50:00+00:00,2025-01-04 03:05:00+00:00,3594.6900473741553,3590.43,-4.26004737415542,-5.9254724580041245,0,-5.9254724580041245,time_stop,3 +做多,2025-01-04 03:35:00+00:00,2025-01-04 04:00:00+00:00,3595.1395714756804,3587.47,-7.669571475680641,-10.666583762883715,0,-10.666583762883715,time_stop,5 +做空,2025-01-04 04:25:00+00:00,2025-01-04 04:30:00+00:00,3589.766,3583.6332373219275,6.132762678072595,8.542008975059371,0,8.542008975059371,tp1,1 +做空,2025-01-04 05:00:00+00:00,2025-01-04 05:15:00+00:00,3589.868,3590.45,-0.58199999999988,-0.8106147635510275,0,-0.8106147635510275,time_stop,3 +做空,2025-01-04 05:45:00+00:00,2025-01-04 06:00:00+00:00,3592.992,3596.69,-3.6979999999998654,-5.146128908719899,0,-5.146128908719899,time_stop,3 +做空,2025-01-04 06:30:00+00:00,2025-01-04 06:45:00+00:00,3600.186,3594.4838333487432,5.702166651256903,7.919266742408451,0,7.919266742408451,tp1,3 +做多,2025-01-04 07:10:00+00:00,2025-01-04 07:15:00+00:00,3602.0788422388277,3607.7959105718423,5.717068333014595,7.935790113718363,0,7.935790113718363,tp1,1 +做空,2025-01-04 07:45:00+00:00,2025-01-04 07:50:00+00:00,3601.8559999999998,3596.017708935522,5.838291064477744,8.10455923901142,0,8.10455923901142,tp1,1 +做多,2025-01-04 08:10:00+00:00,2025-01-04 08:20:00+00:00,3600.4138309807586,3594.9,-5.513830980758485,-7.657218363779738,0,-7.657218363779738,reverse,2 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11:40:00+00:00,3589.385975543314,3595.2727015303085,5.886725986994406,8.200185250491696,0,8.200185250491696,tp1,1 +做多,2025-01-04 12:45:00+00:00,2025-01-04 13:10:00+00:00,3627.6566569491497,3638.776527066139,11.119870116989205,15.326519525611594,0,15.326519525611594,tp1,5 +做空,2025-01-04 13:30:00+00:00,2025-01-04 13:45:00+00:00,3636.136,3641.5,-5.364000000000033,-7.375961735204669,0,-7.375961735204669,time_stop,3 +做空,2025-01-04 14:10:00+00:00,2025-01-04 14:50:00+00:00,3643.276,3632.859781602952,10.416218397047942,14.29512668961663,0,14.29512668961663,tp1,8 +做多,2025-01-04 15:10:00+00:00,2025-01-04 15:15:00+00:00,3635.196826079015,3652.2271059352397,17.03027985622475,23.424150975882508,0,23.424150975882508,tp2,1 +做空,2025-01-04 15:35:00+00:00,2025-01-04 15:45:00+00:00,3611.1420000000003,3595.1673240454,15.974675954600116,22.118592891944036,0,22.118592891944036,tp1,2 +做空,2025-01-04 16:30:00+00:00,2025-01-04 16:45:00+00:00,3618.65,3620.02,-1.3699999999998909,-1.8929711356443575,0,-1.8929711356443575,time_stop,3 +做多,2025-01-04 17:05:00+00:00,2025-01-04 17:25:00+00:00,3625.306,3622.57,-2.7359999999998763,-3.7734745701464596,0,-3.7734745701464596,time_stop,4 +做多,2025-01-04 17:50:00+00:00,2025-01-04 18:00:00+00:00,3627.8788492249637,3638.8587104324897,10.979861207526028,15.132618347869712,0,15.132618347869712,tp1,2 +做空,2025-01-04 18:30:00+00:00,2025-01-04 18:45:00+00:00,3633.87,3623.5299607412235,10.340039258776414,14.227310358896183,0,14.227310358896183,tp1,3 +做多,2025-01-04 19:10:00+00:00,2025-01-04 19:15:00+00:00,3629.2036106171063,3638.1445932638476,8.940982646741304,12.318105576364987,0,12.318105576364987,tp1,1 +做空,2025-01-04 19:35:00+00:00,2025-01-04 20:05:00+00:00,3632.448,3636.18,-3.731999999999971,-5.137031555579008,0,-5.137031555579008,time_stop,6 +做多,2025-01-04 20:25:00+00:00,2025-01-04 20:40:00+00:00,3642.411911293017,3658.452396441867,16.040485148850166,22.019043342019994,0,22.019043342019994,tp2,3 +做多,2025-01-04 21:00:00+00:00,2025-01-04 21:40:00+00:00,3659.8210102319426,3659.47,-0.351010231942837,-0.47954562663242317,0,-0.47954562663242317,time_stop,8 +做空,2025-01-04 22:00:00+00:00,2025-01-04 22:20:00+00:00,3656.53,3653.3551256299297,3.1748743700704836,4.341376072492888,0,4.341376072492888,trail_stop,4 +做多,2025-01-04 23:00:00+00:00,2025-01-04 23:10:00+00:00,3659.735840509952,3650.81,-8.925840509952195,-12.194651334054287,0,-12.194651334054287,reverse,2 +做空,2025-01-04 23:10:00+00:00,2025-01-04 23:20:00+00:00,3651.514,3655.28,-3.7660000000000764,-5.1567651116770685,0,-5.1567651116770685,reverse,2 +做多,2025-01-04 23:20:00+00:00,2025-01-04 23:45:00+00:00,3654.422131735912,3658.141041959966,3.7189102240540706,5.088232954477437,0,5.088232954477437,trail_stop,5 +做空,2025-01-05 00:35:00+00:00,2025-01-05 00:40:00+00:00,3661.922,3657.3110934890788,4.610906510921268,6.2957464835696495,0,6.2957464835696495,trail_stop,1 +做空,2025-01-05 01:00:00+00:00,2025-01-05 01:30:00+00:00,3647.5679999999998,3638.2099900605676,9.358009939432122,12.827738837812102,0,12.827738837812102,tp1,6 +做多,2025-01-05 01:55:00+00:00,2025-01-05 02:10:00+00:00,3634.574,3638.80246846727,4.228468467269977,5.8170069824826465,0,5.8170069824826465,trail_stop,3 +做空,2025-01-05 02:30:00+00:00,2025-01-05 02:55:00+00:00,3639.016,3640.11,-1.094000000000051,-1.5031535997644019,0,-1.5031535997644019,time_stop,5 +做空,2025-01-05 03:20:00+00:00,2025-01-05 03:35:00+00:00,3634.398,3634.49,-0.09199999999964348,-0.1265684165570797,0,-0.1265684165570797,time_stop,3 +做多,2025-01-05 03:55:00+00:00,2025-01-05 04:00:00+00:00,3635.5008348162814,3638.2321137226263,2.731278906344869,3.7563997787981434,0,3.7563997787981434,trail_stop,1 +做多,2025-01-05 04:20:00+00:00,2025-01-05 04:25:00+00:00,3639.23426551525,3645.8401693336323,6.605903818382103,9.07595298409132,0,9.07595298409132,tp1,1 +做空,2025-01-05 04:55:00+00:00,2025-01-05 05:00:00+00:00,3644.554,3642.0154222625347,2.5385777374654026,3.4827001293785225,0,3.4827001293785225,trail_stop,1 +做多,2025-01-05 05:20:00+00:00,2025-01-05 05:30:00+00:00,3634.016,3640.1677981255903,6.151798125590176,8.464186901750262,0,8.464186901750262,tp1,2 +做空,2025-01-05 05:55:00+00:00,2025-01-05 06:15:00+00:00,3632.346,3634.72,-2.3739999999997963,-3.267860495668359,0,-3.267860495668359,time_stop,4 +做多,2025-01-05 06:50:00+00:00,2025-01-05 07:05:00+00:00,3638.921942476204,3637.91,-1.01194247620424,-1.390442680828207,0,-1.390442680828207,time_stop,3 +做空,2025-01-05 07:25:00+00:00,2025-01-05 07:45:00+00:00,3633.7015100212006,3631.9101215899177,1.7913884312829396,2.464963655301021,0,2.464963655301021,trail_stop,4 +做空,2025-01-05 08:05:00+00:00,2025-01-05 08:10:00+00:00,3620.658009972818,3614.0199387156567,6.6380712571613,9.16694042750966,0,9.16694042750966,tp1,1 +做空,2025-01-05 09:00:00+00:00,2025-01-05 09:30:00+00:00,3618.9347608376343,3612.016910358492,6.917850479142089,9.557854639994797,0,9.557854639994797,tp1,6 +做空,2025-01-05 09:50:00+00:00,2025-01-05 09:55:00+00:00,3611.287256129399,3604.0173638590354,7.269892270363471,10.065513700169324,0,10.065513700169324,tp1,1 +做多,2025-01-05 10:15:00+00:00,2025-01-05 11:00:00+00:00,3612.402,3611.33,-1.0720000000001164,-1.4837772761726358,0,-1.4837772761726358,time_stop,9 +做空,2025-01-05 11:20:00+00:00,2025-01-05 11:30:00+00:00,3618.662,3611.0413738044,7.620626195599925,10.52961867618463,0,10.52961867618463,tp1,2 +做空,2025-01-05 11:50:00+00:00,2025-01-05 12:05:00+00:00,3611.0093816312105,3606.8345231423555,4.1748584888550795,5.780736142769532,0,5.780736142769532,trail_stop,3 +做空,2025-01-05 12:30:00+00:00,2025-01-05 12:45:00+00:00,3614.6293082397237,3619.8,-5.170691760276441,-7.152450942188728,0,-7.152450942188728,time_stop,3 +做多,2025-01-05 13:05:00+00:00,2025-01-05 13:15:00+00:00,3616.652,3619.0749996248232,2.4229996248232055,3.3497826509479007,0,3.3497826509479007,trail_stop,2 +做空,2025-01-05 13:35:00+00:00,2025-01-05 13:45:00+00:00,3623.6440000000002,3620.871286870086,2.7727131299143366,3.8258630399596876,0,3.8258630399596876,trail_stop,2 +做空,2025-01-05 14:05:00+00:00,2025-01-05 14:10:00+00:00,3615.5220500807436,3607.471403637484,8.050646443259666,11.133449515374792,0,11.133449515374792,tp1,1 +做空,2025-01-05 14:30:00+00:00,2025-01-05 14:40:00+00:00,3603.8802531034835,3616.5908762989784,-12.710623195494918,-17.634635868587974,0,-17.634635868587974,stop_loss,2 +做多,2025-01-05 15:05:00+00:00,2025-01-05 15:20:00+00:00,3628.454,3620.47,-7.984000000000378,-11.001930849888655,0,-11.001930849888655,time_stop,3 +做空,2025-01-05 16:30:00+00:00,2025-01-05 16:40:00+00:00,3633.5850085537622,3628.1311472175066,5.453861336255613,7.504793920352446,0,7.504793920352446,trail_stop,2 +做多,2025-01-05 17:00:00+00:00,2025-01-05 17:25:00+00:00,3627.812,3636.67544495812,8.863444958119999,12.215965102546656,0,12.215965102546656,tp1,5 +做空,2025-01-05 17:45:00+00:00,2025-01-05 17:50:00+00:00,3631.6679999999997,3621.834485711022,9.833514288977767,13.5385644956777,0,13.5385644956777,tp1,1 +做空,2025-01-05 18:10:00+00:00,2025-01-05 18:25:00+00:00,3619.536,3621.18,-1.643999999999778,-2.271009322741614,0,-2.271009322741614,time_stop,3 +做多,2025-01-05 19:05:00+00:00,2025-01-05 19:45:00+00:00,3632.439108371204,3632.22,-0.21910837120412907,-0.3015995102287866,0,-0.3015995102287866,time_stop,8 +做多,2025-01-05 20:05:00+00:00,2025-01-05 20:15:00+00:00,3633.9709532239367,3648.3677713433417,14.396818119404998,19.808658771243927,0,19.808658771243927,tp2,2 +做空,2025-01-05 20:45:00+00:00,2025-01-05 21:05:00+00:00,3634.68,3637.32,-2.6400000000003274,-3.631681468520375,0,-3.631681468520375,time_stop,4 +做多,2025-01-05 21:30:00+00:00,2025-01-05 21:55:00+00:00,3639.3539797031513,3647.0705973824506,7.716617679299361,10.60163111686209,0,10.60163111686209,tp1,5 +做多,2025-01-05 22:25:00+00:00,2025-01-05 22:35:00+00:00,3641.3876138811147,3648.5094424109684,7.121828529853701,9.779003617611329,0,9.779003617611329,tp1,2 +做多,2025-01-05 22:55:00+00:00,2025-01-05 23:00:00+00:00,3637.421244392445,3652.7991356553107,15.377891262865887,21.13845253223406,0,21.13845253223406,tp2,1 +做多,2025-01-05 23:30:00+00:00,2025-01-05 23:45:00+00:00,3639.804,3639.09,-0.7139999999999418,-0.9808220442638419,0,-0.9808220442638419,time_stop,3 +做空,2025-01-06 00:30:00+00:00,2025-01-06 00:45:00+00:00,3639.3860000000004,3634.5083107327487,4.877689267251753,6.7012529960434986,0,6.7012529960434986,trail_stop,3 +做空,2025-01-06 01:10:00+00:00,2025-01-06 01:25:00+00:00,3615.828,3622.11,-6.282000000000153,-8.68680700520068,0,-8.68680700520068,time_stop,3 +做多,2025-01-06 01:45:00+00:00,2025-01-06 01:50:00+00:00,3625.801328234854,3645.247076454039,19.445748219185134,26.81579388776369,0,26.81579388776369,tp2,1 +做多,2025-01-06 02:15:00+00:00,2025-01-06 02:40:00+00:00,3669.8,3668.14,-1.6600000000003092,-2.2617036350759023,0,-2.2617036350759023,time_stop,5 +做多,2025-01-06 03:05:00+00:00,2025-01-06 04:10:00+00:00,3658.762,3666.359558164614,7.597558164613929,10.382689779512754,0,10.382689779512754,trail_stop,13 +做多,2025-01-06 04:35:00+00:00,2025-01-06 04:55:00+00:00,3661.5739999999996,3672.3348632303578,10.760863230358154,14.69431347059783,0,14.69431347059783,tp1,4 +做多,2025-01-06 05:15:00+00:00,2025-01-06 05:20:00+00:00,3669.003538915275,3678.225015255197,9.221476339921992,12.566731323797361,0,12.566731323797361,tp1,1 +做多,2025-01-06 05:45:00+00:00,2025-01-06 05:55:00+00:00,3685.65,3679.61,-6.039999999999964,-8.19394136719434,0,-8.19394136719434,reverse,2 +做空,2025-01-06 05:55:00+00:00,2025-01-06 06:10:00+00:00,3679.94,3667.979576372222,11.960423627778255,16.250840540577094,0,16.250840540577094,tp1,3 +做多,2025-01-06 06:35:00+00:00,2025-01-06 06:55:00+00:00,3668.296268807793,3664.87,-3.4262688077928942,-4.670109168835539,0,-4.670109168835539,time_stop,4 +做空,2025-01-06 07:15:00+00:00,2025-01-06 07:20:00+00:00,3654.384,3643.283827160924,11.100172839076095,15.187474604579176,0,15.187474604579176,tp1,1 +做空,2025-01-06 07:55:00+00:00,2025-01-06 08:10:00+00:00,3651.28,3654.81,-3.5299999999997453,-4.8339212550115915,0,-4.8339212550115915,time_stop,3 +做空,2025-01-06 08:30:00+00:00,2025-01-06 08:40:00+00:00,3647.414,3637.0936851552196,10.320314844780569,14.147440960610131,0,14.147440960610131,tp1,2 +做多,2025-01-06 09:00:00+00:00,2025-01-06 10:00:00+00:00,3640.5730097961223,3640.33,-0.24300979612235096,-0.3337521256522746,0,-0.3337521256522746,time_stop,12 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14:45:00+00:00,3637.93,3670.056695401074,32.12669540107436,44.15518632996561,0,44.15518632996561,tp2,1 +做多,2025-01-06 16:30:00+00:00,2025-01-06 16:45:00+00:00,3731.0440000000003,3706.952301710433,-24.091698289567375,-32.285465260617904,0,-32.285465260617904,stop_loss,3 +做多,2025-01-06 17:20:00+00:00,2025-01-06 17:35:00+00:00,3689.85,3673.34,-16.509999999999764,-22.372183151076285,0,-22.372183151076285,time_stop,3 +做空,2025-01-06 18:00:00+00:00,2025-01-06 18:10:00+00:00,3669.788,3676.24,-6.451999999999771,-8.790698536263909,0,-8.790698536263909,reverse,2 +做多,2025-01-06 18:10:00+00:00,2025-01-06 18:35:00+00:00,3673.43,3689.9041885837873,16.47418858378751,22.42344155705636,0,22.42344155705636,tp1,5 +做空,2025-01-06 19:00:00+00:00,2025-01-06 19:10:00+00:00,3678.862,3688.53,-9.66800000000012,-13.13993294665595,0,-13.13993294665595,reverse,2 +做多,2025-01-06 19:10:00+00:00,2025-01-06 20:10:00+00:00,3686.4120000000003,3692.4670329421438,6.055032942143498,8.212637304435177,0,8.212637304435177,trail_stop,12 +做空,2025-01-06 20:35:00+00:00,2025-01-06 20:40:00+00:00,3693.39,3683.4078326382823,9.98216736171753,13.5135571408889,0,13.5135571408889,tp1,1 +做空,2025-01-06 21:00:00+00:00,2025-01-06 21:20:00+00:00,3681.542,3669.947117492887,11.594882507112743,15.747317981314275,0,15.747317981314275,tp1,4 +做空,2025-01-06 21:40:00+00:00,2025-01-06 22:15:00+00:00,3671.6020000000003,3679.02,-7.417999999999665,-10.101857445332671,0,-10.101857445332671,time_stop,7 +做多,2025-01-06 22:35:00+00:00,2025-01-06 22:55:00+00:00,3677.8939068576146,3677.43,-0.463906857614802,-0.6306691674137538,0,-0.6306691674137538,time_stop,4 +做多,2025-01-06 23:15:00+00:00,2025-01-06 23:45:00+00:00,3673.001122007334,3682.188210647312,9.187088639978356,12.506242626680052,0,12.506242626680052,tp1,6 +做空,2025-01-07 00:40:00+00:00,2025-01-07 00:55:00+00:00,3684.072,3674.825757025618,9.246242974382312,12.54894444840154,0,12.54894444840154,tp1,3 +做多,2025-01-07 01:15:00+00:00,2025-01-07 01:20:00+00:00,3675.232171199042,3680.5749151045006,5.342743905458519,7.2685801285248495,0,7.2685801285248495,trail_stop,1 +做多,2025-01-07 01:40:00+00:00,2025-01-07 01:50:00+00:00,3688.242581405731,3691.8673639009758,3.6247824952447445,4.913969750144797,0,4.913969750144797,trail_stop,2 +做多,2025-01-07 02:10:00+00:00,2025-01-07 02:25:00+00:00,3691.675321229763,3686.23,-5.445321229763067,-7.37513561722044,0,-7.37513561722044,time_stop,3 +做空,2025-01-07 02:50:00+00:00,2025-01-07 03:05:00+00:00,3679.4719999999998,3685.61,-6.138000000000375,-8.340870646658509,0,-8.340870646658509,time_stop,3 +做多,2025-01-07 03:35:00+00:00,2025-01-07 03:55:00+00:00,3681.733898833248,3681.48,-0.2538988332480585,-0.34480877790831077,0,-0.34480877790831077,time_stop,4 +做多,2025-01-07 04:25:00+00:00,2025-01-07 04:40:00+00:00,3680.426564070348,3677.15,-3.276564070347831,-4.451337383463689,0,-4.451337383463689,time_stop,3 +做空,2025-01-07 05:05:00+00:00,2025-01-07 05:20:00+00:00,3673.804,3667.8240382197896,5.979961780210488,8.138651082380127,0,8.138651082380127,tp1,3 +做空,2025-01-07 05:40:00+00:00,2025-01-07 05:55:00+00:00,3665.3075748133733,3668.64,-3.3324251866265513,-4.545901153733638,0,-4.545901153733638,time_stop,3 +做多,2025-01-07 06:15:00+00:00,2025-01-07 06:45:00+00:00,3670.574,3669.85,-0.7240000000001601,-0.9862217734885061,0,-0.9862217734885061,time_stop,6 +做空,2025-01-07 07:20:00+00:00,2025-01-07 07:25:00+00:00,3674.760349635827,3671.7254031889165,3.0349464469104532,4.129448124707261,0,4.129448124707261,trail_stop,1 +做空,2025-01-07 08:15:00+00:00,2025-01-07 08:30:00+00:00,3661.4149527358704,3668.6910243117336,-7.27607157586317,-9.936147185975695,0,-9.936147185975695,stop_loss,3 +做空,2025-01-07 08:50:00+00:00,2025-01-07 09:05:00+00:00,3675.42,3669.177007604251,6.242992395749297,8.49289658834813,0,8.49289658834813,tp1,3 +做空,2025-01-07 09:30:00+00:00,2025-01-07 09:40:00+00:00,3664.739778411894,3658.8827912564175,5.856987155476418,7.991000056782379,0,7.991000056782379,tp1,2 +做空,2025-01-07 10:00:00+00:00,2025-01-07 10:05:00+00:00,3659.688188329436,3655.2874311227743,4.400757206661638,6.0124756266058865,0,6.0124756266058865,trail_stop,1 +做空,2025-01-07 10:30:00+00:00,2025-01-07 11:00:00+00:00,3660.694372460164,3653.3458715427305,7.3485009174332845,10.037031461458412,0,10.037031461458412,tp1,6 +做空,2025-01-07 11:35:00+00:00,2025-01-07 11:45:00+00:00,3639.0249817594377,3631.096591792534,7.928389966903524,10.893563532325924,0,10.893563532325924,tp1,2 +做多,2025-01-07 12:40:00+00:00,2025-01-07 13:20:00+00:00,3631.744,3641.483098845691,9.739098845690933,13.408294810552357,0,13.408294810552357,tp1,8 +做多,2025-01-07 13:40:00+00:00,2025-01-07 13:50:00+00:00,3637.278,3634.03,-3.2479999999995925,-4.4648773066006955,0,-4.4648773066006955,reverse,2 +做空,2025-01-07 13:50:00+00:00,2025-01-07 13:55:00+00:00,3639.027247565368,3631.36669623226,7.660551333107833,10.525548191804555,0,10.525548191804555,tp1,1 +做多,2025-01-07 14:25:00+00:00,2025-01-07 14:30:00+00:00,3633.622,3622.67643263423,-10.945567365769875,-15.061510753966532,0,-15.061510753966532,stop_loss,1 +做空,2025-01-07 18:25:00+00:00,2025-01-07 18:35:00+00:00,3431.448,3424.556487444834,6.891512555165718,10.04169749208748,0,10.04169749208748,trail_stop,2 +做空,2025-01-07 18:55:00+00:00,2025-01-07 19:10:00+00:00,3425.8880000000004,3433.72,-7.831999999999425,-11.430613026461202,0,-11.430613026461202,time_stop,3 +做空,2025-01-07 19:35:00+00:00,2025-01-07 19:40:00+00:00,3421.078,3381.725654005996,39.35234599400383,57.514540729565105,0,57.514540729565105,tp2,1 +做空,2025-01-07 21:20:00+00:00,2025-01-07 21:35:00+00:00,3408.2059999999997,3388.0894007174575,20.11659928254221,29.51200614420345,0,29.51200614420345,tp1,3 +做空,2025-01-07 21:55:00+00:00,2025-01-07 22:10:00+00:00,3374.0640000000003,3377.45,-3.3859999999995125,-5.0176878683977435,0,-5.0176878683977435,time_stop,3 +做多,2025-01-07 22:35:00+00:00,2025-01-07 23:10:00+00:00,3379.968,3375.82,-4.1479999999996835,-6.136152768309764,0,-6.136152768309764,time_stop,7 +做多,2025-01-07 23:30:00+00:00,2025-01-07 23:45:00+00:00,3385.0,3376.14,-8.860000000000127,-13.087149187592507,0,-13.087149187592507,time_stop,3 +做多,2025-01-08 00:35:00+00:00,2025-01-08 01:00:00+00:00,3405.6119999999996,3399.19,-6.421999999999571,-9.428554985123924,0,-9.428554985123924,time_stop,5 +做空,2025-01-08 01:25:00+00:00,2025-01-08 01:35:00+00:00,3397.986,3393.5992823309693,4.386717669030531,6.454878962171315,0,6.454878962171315,trail_stop,2 +做空,2025-01-08 02:00:00+00:00,2025-01-08 02:15:00+00:00,3388.6980000000003,3394.58,-5.881999999999607,-8.678849516834498,0,-8.678849516834498,time_stop,3 +做空,2025-01-08 02:40:00+00:00,2025-01-08 02:55:00+00:00,3394.0889823756165,3381.8852313925436,12.20375098307295,17.977947906556075,0,17.977947906556075,tp1,3 +做多,2025-01-08 03:20:00+00:00,2025-01-08 03:35:00+00:00,3373.81,3368.03,-5.779999999999745,-8.565983265210171,0,-8.565983265210171,time_stop,3 +做空,2025-01-08 04:00:00+00:00,2025-01-08 04:10:00+00:00,3356.514,3365.68,-9.165999999999713,-13.654047026170176,0,-13.654047026170176,reverse,2 +做多,2025-01-08 04:10:00+00:00,2025-01-08 04:20:00+00:00,3371.884,3352.61,-19.273999999999887,-28.58046124955646,0,-28.58046124955646,reverse,2 +做空,2025-01-08 04:20:00+00:00,2025-01-08 04:50:00+00:00,3358.876,3351.3766303499233,7.499369650076915,11.16351072513084,0,11.16351072513084,trail_stop,6 +做多,2025-01-08 05:10:00+00:00,2025-01-08 05:15:00+00:00,3344.9860000000003,3363.912071469042,18.926071469041744,28.290210286443266,0,28.290210286443266,tp1,1 +做空,2025-01-08 05:35:00+00:00,2025-01-08 05:50:00+00:00,3363.23,3347.6179927287735,15.612007271226503,23.209841835417894,0,23.209841835417894,tp1,3 +做空,2025-01-08 06:15:00+00:00,2025-01-08 06:25:00+00:00,3350.9739999999997,3335.233094222917,15.740905777082844,23.487060444340727,0,23.487060444340727,tp1,2 +做空,2025-01-08 06:45:00+00:00,2025-01-08 06:55:00+00:00,3325.232,3314.1963832716297,11.035616728370314,16.593754553622595,0,16.593754553622595,trail_stop,2 +做空,2025-01-08 07:15:00+00:00,2025-01-08 07:30:00+00:00,3330.368,3333.97,-3.6019999999998618,-5.407810788477223,0,-5.407810788477223,time_stop,3 +做多,2025-01-08 07:50:00+00:00,2025-01-08 08:10:00+00:00,3349.4959999999996,3356.4015609788516,6.905560978852009,10.308358300550305,0,10.308358300550305,trail_stop,4 +做多,2025-01-08 08:40:00+00:00,2025-01-08 08:55:00+00:00,3368.938,3364.56,-4.378000000000156,-6.4975965719763265,0,-6.4975965719763265,time_stop,3 +做多,2025-01-08 09:15:00+00:00,2025-01-08 09:25:00+00:00,3368.768,3365.12,-3.6480000000001382,-5.414442312442024,0,-5.414442312442024,reverse,2 +做空,2025-01-08 09:25:00+00:00,2025-01-08 09:30:00+00:00,3367.864063725255,3357.970457127267,9.89360659798831,14.688251085533443,0,14.688251085533443,tp1,1 +做空,2025-01-08 10:10:00+00:00,2025-01-08 10:20:00+00:00,3355.669270893675,3362.99,-7.320729106324961,-10.90800152718167,0,-10.90800152718167,reverse,2 +做多,2025-01-08 10:20:00+00:00,2025-01-08 10:25:00+00:00,3361.328,3367.4594687600807,6.131468760080679,9.120604653994908,0,9.120604653994908,trail_stop,1 +做空,2025-01-08 11:05:00+00:00,2025-01-08 11:10:00+00:00,3363.8420611743,3352.522739391858,11.319321782441875,16.8249899617617,0,16.8249899617617,tp1,1 +做空,2025-01-08 11:30:00+00:00,2025-01-08 11:35:00+00:00,3348.5299999999997,3334.876178263911,13.653821736088958,20.387784693714792,0,20.387784693714792,tp1,1 +做多,2025-01-08 11:55:00+00:00,2025-01-08 12:30:00+00:00,3347.412,3343.17,-4.241999999999734,-6.336238264067486,0,-6.336238264067486,time_stop,7 +做空,2025-01-08 12:50:00+00:00,2025-01-08 13:00:00+00:00,3345.008,3363.866730662813,-18.858730662813286,-28.189365560281598,0,-28.189365560281598,stop_loss,2 +做多,2025-01-08 13:20:00+00:00,2025-01-08 13:35:00+00:00,3356.592,3354.49,-2.1020000000003165,-3.1311520732938596,0,-3.1311520732938596,time_stop,3 +做空,2025-01-08 13:55:00+00:00,2025-01-08 14:15:00+00:00,3358.994,3360.24,-1.2459999999996398,-1.8547219792587302,0,-1.8547219792587302,time_stop,4 +做空,2025-01-08 14:35:00+00:00,2025-01-08 14:40:00+00:00,3374.1040000000003,3355.0759843390915,19.02801566090875,28.197138649118028,0,28.197138649118028,tp1,1 +做空,2025-01-08 15:05:00+00:00,2025-01-08 15:10:00+00:00,3375.312,3355.7672076144468,19.544792385553137,28.952571474212068,0,28.952571474212068,tp1,1 +做多,2025-01-08 15:55:00+00:00,2025-01-08 16:10:00+00:00,3344.4539999999997,3335.4,-9.053999999999633,-13.53584172483705,0,-13.53584172483705,time_stop,3 +做空,2025-01-08 16:40:00+00:00,2025-01-08 16:45:00+00:00,3337.112,3318.4181985876116,18.69380141238844,28.008951171534605,0,28.008951171534605,tp1,1 +做多,2025-01-08 20:20:00+00:00,2025-01-08 21:10:00+00:00,3278.0240000000003,3276.8,-1.22400000000016,-1.86697839918219,0,-1.86697839918219,time_stop,10 +做多,2025-01-08 21:35:00+00:00,2025-01-08 21:40:00+00:00,3287.6440000000002,3293.9859186594667,6.341918659466501,9.64508118802781,0,9.64508118802781,trail_stop,1 +做多,2025-01-08 22:05:00+00:00,2025-01-08 22:10:00+00:00,3300.86,3315.463628972484,14.603628972483875,22.120945711850663,0,22.120945711850663,tp1,1 +做多,2025-01-08 22:30:00+00:00,2025-01-08 22:40:00+00:00,3315.608,3329.542647805022,13.934647805021996,21.013714234345546,0,21.013714234345546,tp1,2 +做空,2025-01-08 23:00:00+00:00,2025-01-08 23:30:00+00:00,3330.022,3316.0297532692425,13.992246730757415,21.009240675823488,0,21.009240675823488,tp1,6 +做空,2025-01-08 23:50:00+00:00,2025-01-09 00:00:00+00:00,3328.1000000000004,3323.575586716813,4.524413283187187,6.797291672706929,0,6.797291672706929,trail_stop,2 +做空,2025-01-09 00:35:00+00:00,2025-01-09 00:45:00+00:00,3318.257867722519,3329.55,-11.29213227748096,-17.015151817045634,0,-17.015151817045634,reverse,2 +做多,2025-01-09 00:45:00+00:00,2025-01-09 00:50:00+00:00,3327.03,3336.9467454404326,9.91674544043235,14.903300301518698,0,14.903300301518698,tp1,1 +做多,2025-01-09 01:15:00+00:00,2025-01-09 01:20:00+00:00,3339.842,3350.605146530993,10.763146530992799,16.11325705077186,0,16.11325705077186,tp1,1 +做多,2025-01-09 01:40:00+00:00,2025-01-09 01:55:00+00:00,3351.5347939762637,3344.64,-6.894793976263827,-10.286024761932781,0,-10.286024761932781,time_stop,3 +做多,2025-01-09 02:15:00+00:00,2025-01-09 02:30:00+00:00,3333.86,3329.1,-4.760000000000218,-7.138872058215129,0,-7.138872058215129,time_stop,3 +做多,2025-01-09 02:55:00+00:00,2025-01-09 03:05:00+00:00,3339.568,3325.31,-14.258000000000266,-21.347072435716633,0,-21.347072435716633,reverse,2 +做空,2025-01-09 03:05:00+00:00,2025-01-09 03:20:00+00:00,3323.696,3328.48,-4.7840000000001055,-7.196807409582744,0,-7.196807409582744,time_stop,3 +做空,2025-01-09 03:40:00+00:00,2025-01-09 03:55:00+00:00,3323.278,3324.06,-0.7820000000001528,-1.1765491782513422,0,-1.1765491782513422,time_stop,3 +做多,2025-01-09 04:15:00+00:00,2025-01-09 04:30:00+00:00,3316.39,3319.9024529712797,3.5124529712797994,5.295596976350489,0,5.295596976350489,trail_stop,3 +做多,2025-01-09 04:50:00+00:00,2025-01-09 04:55:00+00:00,3327.5938420560706,3337.6522548726725,10.058412816601958,15.113642610882787,0,15.113642610882787,tp1,1 +做多,2025-01-09 05:20:00+00:00,2025-01-09 05:35:00+00:00,3334.1704799999998,3329.77,-4.400479999999789,-6.599062685000721,0,-6.599062685000721,time_stop,3 +做空,2025-01-09 05:55:00+00:00,2025-01-09 06:15:00+00:00,3327.948,3330.44,-2.492000000000189,-3.744048885379503,0,-3.744048885379503,time_stop,4 +做空,2025-01-09 06:35:00+00:00,2025-01-09 06:50:00+00:00,3324.328,3320.2366155122354,4.0913844877645715,6.153701571813269,0,6.153701571813269,trail_stop,3 +做空,2025-01-09 07:10:00+00:00,2025-01-09 07:15:00+00:00,3317.28,3308.408896985549,8.871103014451364,13.371049496050022,0,13.371049496050022,tp1,1 +做空,2025-01-09 07:40:00+00:00,2025-01-09 08:05:00+00:00,3293.307568902669,3266.7976855249044,26.50988337776471,40.24811351980375,0,40.24811351980375,tp2,5 +做空,2025-01-09 08:25:00+00:00,2025-01-09 08:35:00+00:00,3286.018,3306.274496341395,-20.256496341395177,-30.82225407985467,0,-30.82225407985467,stop_loss,2 +做多,2025-01-09 09:05:00+00:00,2025-01-09 09:50:00+00:00,3315.2999999999997,3314.61,-0.6899999999995998,-1.0406298072566584,0,-1.0406298072566584,time_stop,9 +做空,2025-01-09 10:10:00+00:00,2025-01-09 10:15:00+00:00,3317.7599999999998,3306.298334206735,11.461665793264729,17.273199075980074,0,17.273199075980074,tp1,1 +做空,2025-01-09 10:40:00+00:00,2025-01-09 10:50:00+00:00,3299.3019999999997,3310.01,-10.708000000000538,-16.22767482334224,0,-16.22767482334224,reverse,2 +做多,2025-01-09 10:50:00+00:00,2025-01-09 11:15:00+00:00,3305.064,3314.4108387660845,9.346838766084602,14.140178172169438,0,14.140178172169438,trail_stop,5 +做空,2025-01-09 11:35:00+00:00,2025-01-09 11:40:00+00:00,3310.746,3297.326647932877,13.419352067122873,20.26635698891258,0,20.26635698891258,tp1,1 +做空,2025-01-09 12:30:00+00:00,2025-01-09 12:35:00+00:00,3303.9346810025895,3297.738746219743,6.195934782846507,9.376599995261303,0,9.376599995261303,trail_stop,1 +做空,2025-01-09 13:00:00+00:00,2025-01-09 13:10:00+00:00,3294.3392043358244,3282.075977082377,12.26322725344744,18.612575227996054,0,18.612575227996054,tp1,2 +做空,2025-01-09 13:30:00+00:00,2025-01-09 13:35:00+00:00,3285.75,3257.3011528732504,28.44884712674957,43.291253331430525,0,43.291253331430525,tp2,1 +做多,2025-01-09 14:50:00+00:00,2025-01-09 14:55:00+00:00,3234.564,3242.250186451159,7.686186451159301,11.881333080995308,0,11.881333080995308,trail_stop,1 +做多,2025-01-09 15:15:00+00:00,2025-01-09 15:20:00+00:00,3257.5780000000004,3278.323048931311,20.74504893131052,31.841215975965145,0,31.841215975965145,tp1,1 +做多,2025-01-09 15:50:00+00:00,2025-01-09 16:15:00+00:00,3315.7339999999995,3309.72,-6.013999999999669,-9.068881882563062,0,-9.068881882563062,time_stop,5 +做多,2025-01-09 16:50:00+00:00,2025-01-09 17:00:00+00:00,3303.0559999999996,3294.03,-9.025999999999385,-13.66310471272571,0,-13.66310471272571,reverse,2 +做空,2025-01-09 17:00:00+00:00,2025-01-09 17:15:00+00:00,3299.09,3281.895276585374,17.19472341462597,26.059797420843275,0,26.059797420843275,tp1,3 +做空,2025-01-09 17:45:00+00:00,2025-01-09 17:50:00+00:00,3269.7000000000003,3251.0270480578797,18.672951942120562,28.5545339666033,0,28.5545339666033,tp1,1 +做多,2025-01-09 18:20:00+00:00,2025-01-09 19:00:00+00:00,3253.266,3251.34,-1.9259999999999309,-2.9601022480177317,0,-2.9601022480177317,time_stop,8 +做空,2025-01-09 19:20:00+00:00,2025-01-09 19:25:00+00:00,3258.1940000000004,3242.0012278715826,16.1927721284178,24.84930628504288,0,24.84930628504288,tp1,1 +做空,2025-01-09 19:45:00+00:00,2025-01-09 19:55:00+00:00,3225.6059999999998,3190.3597570572306,35.246242942769186,54.635071584640514,0,54.635071584640514,tp2,2 +做多,2025-01-09 21:20:00+00:00,2025-01-09 21:40:00+00:00,3219.25,3214.29,-4.960000000000036,-7.7036576842432805,0,-7.7036576842432805,time_stop,4 +做空,2025-01-09 22:05:00+00:00,2025-01-09 22:10:00+00:00,3209.2180000000003,3190.6373739791316,18.58062602086875,28.94883741283507,0,28.94883741283507,tp1,1 +做多,2025-01-09 22:30:00+00:00,2025-01-09 22:35:00+00:00,3217.1639999999998,3234.8181162815627,17.654116281562892,27.43738939258753,0,27.43738939258753,tp1,1 +做空,2025-01-09 23:15:00+00:00,2025-01-09 23:25:00+00:00,3223.034,3217.419246986811,5.614753013189329,8.710353370751486,0,8.710353370751486,trail_stop,2 +做多,2025-01-09 23:50:00+00:00,2025-01-10 00:10:00+00:00,3212.654,3226.2857796953567,13.631779695356727,21.21576070027573,0,21.21576070027573,tp1,4 +做多,2025-01-10 00:35:00+00:00,2025-01-10 01:05:00+00:00,3219.4759999999997,3215.76,-3.7159999999994398,-5.771125487500823,0,-5.771125487500823,time_stop,6 +做多,2025-01-10 01:25:00+00:00,2025-01-10 01:40:00+00:00,3221.014,3234.2868092750746,13.27280927507445,20.603464118868235,0,20.603464118868235,tp1,3 +做多,2025-01-10 02:00:00+00:00,2025-01-10 02:15:00+00:00,3237.57,3231.26,-6.309999999999945,-9.744963043270022,0,-9.744963043270022,time_stop,3 +做空,2025-01-10 02:35:00+00:00,2025-01-10 03:10:00+00:00,3245.56,3246.93,-1.3699999999998909,-2.1105756787732948,0,-2.1105756787732948,time_stop,7 +做多,2025-01-10 03:30:00+00:00,2025-01-10 04:10:00+00:00,3248.7059999999997,3260.1899062757134,11.483906275713707,17.674585320607203,0,17.674585320607203,tp1,8 +做多,2025-01-10 04:50:00+00:00,2025-01-10 05:15:00+00:00,3249.0339999999997,3245.38,-3.6539999999995416,-5.62320985252777,0,-5.62320985252777,time_stop,5 +做多,2025-01-10 05:35:00+00:00,2025-01-10 05:40:00+00:00,3258.87924018391,3270.0472630117774,11.16802282786739,17.134760150298078,0,17.134760150298078,tp1,1 +做多,2025-01-10 06:05:00+00:00,2025-01-10 06:15:00+00:00,3260.196682258797,3264.34225104586,4.1455687870629845,6.357850754253829,0,6.357850754253829,trail_stop,2 +做多,2025-01-10 06:35:00+00:00,2025-01-10 06:45:00+00:00,3263.5222639999997,3273.9316456276592,10.409381627659513,15.948078158506345,0,15.948078158506345,tp1,2 +做多,2025-01-10 07:10:00+00:00,2025-01-10 07:15:00+00:00,3272.0320894351034,3276.9904842058286,4.9583947707251355,7.576934814812853,0,7.576934814812853,trail_stop,1 +做多,2025-01-10 07:35:00+00:00,2025-01-10 07:40:00+00:00,3289.8801935983543,3301.136524388238,11.256330789883577,17.107508674307986,0,17.107508674307986,tp1,1 +做多,2025-01-10 08:05:00+00:00,2025-01-10 08:30:00+00:00,3292.983352,3289.12,-3.8633520000003045,-5.866036337010161,0,-5.866036337010161,time_stop,5 +做多,2025-01-10 08:50:00+00:00,2025-01-10 09:15:00+00:00,3291.164116754008,3300.922021778465,9.757905024457159,14.824397505404766,0,14.824397505404766,tp1,5 +做空,2025-01-10 09:40:00+00:00,2025-01-10 09:45:00+00:00,3305.666,3296.5352483556,9.130751644400334,13.81075953287527,0,13.81075953287527,tp1,1 +做多,2025-01-10 10:05:00+00:00,2025-01-10 10:25:00+00:00,3301.8150371177253,3298.49,-3.3250371177255147,-5.035165629126308,0,-5.035165629126308,time_stop,4 +做多,2025-01-10 10:50:00+00:00,2025-01-10 10:55:00+00:00,3304.9296807205887,3312.8915208465137,7.961840125924937,12.045400197726721,0,12.045400197726721,tp1,1 +做空,2025-01-10 11:15:00+00:00,2025-01-10 11:30:00+00:00,3306.668,3297.454560346093,9.213439653907244,13.931606762316695,0,13.931606762316695,tp1,3 +做空,2025-01-10 12:40:00+00:00,2025-01-10 12:50:00+00:00,3297.016,3305.01,-7.994000000000142,-12.123083418461029,0,-12.123083418461029,reverse,2 +做多,2025-01-10 12:50:00+00:00,2025-01-10 12:55:00+00:00,3301.9666699469935,3306.411658332787,4.444988385793295,6.730819584354935,0,6.730819584354935,trail_stop,1 +做空,2025-01-10 13:30:00+00:00,2025-01-10 13:35:00+00:00,3299.176,3236.7970500072597,62.37894999274022,94.53716623899456,0,94.53716623899456,tp3,1 +做空,2025-01-10 16:30:00+00:00,2025-01-10 16:45:00+00:00,3241.112,3253.1,-11.987999999999829,-18.49365279570689,0,-18.49365279570689,time_stop,3 +做空,2025-01-10 17:05:00+00:00,2025-01-10 17:15:00+00:00,3245.246,3264.49,-19.243999999999687,-29.649524257944833,0,-29.649524257944833,reverse,2 +做多,2025-01-10 17:15:00+00:00,2025-01-10 17:20:00+00:00,3249.1639999999998,3269.0042823809304,19.840282380930603,30.531364961772635,0,30.531364961772635,tp1,1 +做空,2025-01-10 18:00:00+00:00,2025-01-10 18:30:00+00:00,3308.464,3285.899729065803,22.564270934196884,34.100825842742864,0,34.100825842742864,tp1,6 +做空,2025-01-10 18:50:00+00:00,2025-01-10 19:05:00+00:00,3288.688,3270.662330873068,18.025669126931916,27.405562836808958,0,27.405562836808958,tp1,3 +做多,2025-01-10 19:35:00+00:00,2025-01-10 20:05:00+00:00,3286.102,3285.47,-0.6320000000000618,-0.9616256586071612,0,-0.9616256586071612,time_stop,6 +做空,2025-01-10 20:25:00+00:00,2025-01-10 20:35:00+00:00,3270.234,3265.579576450528,4.654423549472085,7.116346337100167,0,7.116346337100167,trail_stop,2 +做空,2025-01-10 20:55:00+00:00,2025-01-10 21:20:00+00:00,3265.29,3267.65,-2.3600000000001273,-3.6137678429789197,0,-3.6137678429789197,time_stop,5 +做多,2025-01-10 21:40:00+00:00,2025-01-10 21:55:00+00:00,3267.320132835893,3264.13,-3.1901328358931096,-4.881879806990647,0,-4.881879806990647,time_stop,3 +做多,2025-01-10 22:35:00+00:00,2025-01-10 22:40:00+00:00,3270.332,3278.19737178793,7.865371787930144,12.02534144534889,0,12.02534144534889,tp1,1 +做多,2025-01-10 23:25:00+00:00,2025-01-10 23:45:00+00:00,3269.468,3268.6,-0.8679999999999382,-1.3274330869730768,0,-1.3274330869730768,time_stop,4 +做空,2025-01-11 00:30:00+00:00,2025-01-11 00:50:00+00:00,3262.3423985440536,3263.0,-0.6576014559464056,-1.007867010280536,0,-1.007867010280536,time_stop,4 +做空,2025-01-11 01:20:00+00:00,2025-01-11 01:35:00+00:00,3250.669526035653,3242.8375316270976,7.831994408555147,12.046740441970796,0,12.046740441970796,tp1,3 +做空,2025-01-11 01:55:00+00:00,2025-01-11 02:10:00+00:00,3242.8054320423016,3244.8,-1.994567957698564,-3.075374085028585,0,-3.075374085028585,time_stop,3 +做空,2025-01-11 02:40:00+00:00,2025-01-11 03:00:00+00:00,3248.58,3245.3817099109956,3.198290089004331,4.922597087041616,0,4.922597087041616,trail_stop,4 +做多,2025-01-11 03:45:00+00:00,2025-01-11 03:55:00+00:00,3240.4059999999995,3235.88,-4.525999999999385,-6.983692784174862,0,-6.983692784174862,reverse,2 +做空,2025-01-11 03:55:00+00:00,2025-01-11 04:15:00+00:00,3238.893595731246,3238.91,-0.016404268753831275,-0.02532387722685851,0,-0.02532387722685851,time_stop,4 +做多,2025-01-11 04:45:00+00:00,2025-01-11 05:15:00+00:00,3236.0779999999995,3234.76,-1.3179999999993015,-2.036415685900188,0,-2.036415685900188,time_stop,6 +做多,2025-01-11 05:35:00+00:00,2025-01-11 05:55:00+00:00,3237.8360000000002,3244.7155731054427,6.879573105442432,10.623720758930396,0,10.623720758930396,tp1,4 +做多,2025-01-11 06:20:00+00:00,2025-01-11 06:35:00+00:00,3245.6059999999998,3245.15,-0.4559999999996762,-0.7024882256190003,0,-0.7024882256190003,time_stop,3 +做空,2025-01-11 06:55:00+00:00,2025-01-11 07:10:00+00:00,3240.480342737295,3242.55,-2.0696572627052774,-3.193442088522282,0,-3.193442088522282,time_stop,3 +做空,2025-01-11 07:30:00+00:00,2025-01-11 07:40:00+00:00,3231.8975529551653,3225.218100640038,6.679452315127492,10.333638683905635,0,10.333638683905635,tp1,2 +做空,2025-01-11 08:00:00+00:00,2025-01-11 08:15:00+00:00,3233.9419572737856,3236.64,-2.6980427262142257,-4.1714458111188195,0,-4.1714458111188195,time_stop,3 +做空,2025-01-11 08:35:00+00:00,2025-01-11 08:50:00+00:00,3229.239896308451,3222.0820567584296,7.157839550021436,11.082855067850511,0,11.082855067850511,tp1,3 +做多,2025-01-11 09:10:00+00:00,2025-01-11 09:20:00+00:00,3228.4599999999996,3232.171652560117,3.7116525601172725,5.748332889546831,0,5.748332889546831,trail_stop,2 +做空,2025-01-11 09:45:00+00:00,2025-01-11 09:55:00+00:00,3239.54,3243.01,-3.4700000000002547,-5.355698648573956,0,-5.355698648573956,reverse,2 +做多,2025-01-11 09:55:00+00:00,2025-01-11 10:00:00+00:00,3236.252,3243.4969252836117,7.244925283611792,11.193388653930212,0,11.193388653930212,tp1,1 +做多,2025-01-11 10:20:00+00:00,2025-01-11 10:55:00+00:00,3246.852,3254.3251299396916,7.473129939691717,11.508270071582746,0,11.508270071582746,tp1,7 +做多,2025-01-11 11:15:00+00:00,2025-01-11 11:20:00+00:00,3262.548,3272.2954060506845,9.74740605068473,14.938333552004034,0,14.938333552004034,tp1,1 +做多,2025-01-11 12:35:00+00:00,2025-01-11 12:55:00+00:00,3273.266618992967,3271.65,-1.616618992966778,-2.469427610305905,0,-2.469427610305905,time_stop,4 +做空,2025-01-11 13:15:00+00:00,2025-01-11 13:30:00+00:00,3268.4159999999997,3265.687298292279,2.7287017077205746,4.174348840111808,0,4.174348840111808,trail_stop,3 +做多,2025-01-11 13:50:00+00:00,2025-01-11 14:10:00+00:00,3262.561926952616,3262.41,-0.15192695261612243,-0.2328338220357234,0,-0.2328338220357234,time_stop,4 +做多,2025-01-11 14:30:00+00:00,2025-01-11 14:35:00+00:00,3260.0968181126404,3275.604396947964,15.50757883532333,23.783923761351808,0,23.783923761351808,tp2,1 +做多,2025-01-11 14:55:00+00:00,2025-01-11 15:00:00+00:00,3271.8798156773023,3280.2372299168824,8.357414239580066,12.771578894089089,0,12.771578894089089,tp1,1 +做多,2025-01-11 15:25:00+00:00,2025-01-11 15:45:00+00:00,3270.851472,3269.33,-1.5214719999999033,-2.3258041721313347,0,-2.3258041721313347,time_stop,4 +做多,2025-01-11 16:30:00+00:00,2025-01-11 16:35:00+00:00,3268.3248568381523,3276.4084199959702,8.083563157817935,12.366523390269943,0,12.366523390269943,tp1,1 +做空,2025-01-11 17:05:00+00:00,2025-01-11 17:10:00+00:00,3271.226,3263.2831044589393,7.942895541060807,12.140548438201467,0,12.140548438201467,tp1,1 +做多,2025-01-11 17:30:00+00:00,2025-01-11 17:50:00+00:00,3268.3190920688394,3268.03,-0.2890920688391816,-0.44226414357875155,0,-0.44226414357875155,time_stop,4 +做多,2025-01-11 18:10:00+00:00,2025-01-11 18:35:00+00:00,3271.315062858614,3267.17,-4.145062858613983,-6.335468731941477,0,-6.335468731941477,time_stop,5 +做多,2025-01-11 19:00:00+00:00,2025-01-11 19:05:00+00:00,3282.4274231136033,3272.616241416622,-9.811181696981293,-14.945009336527427,0,-14.945009336527427,stop_loss,1 +做空,2025-01-11 19:30:00+00:00,2025-01-11 19:55:00+00:00,3274.934,3277.47,-2.5359999999996035,-3.8718337529849505,0,-3.8718337529849505,time_stop,5 +做多,2025-01-11 20:15:00+00:00,2025-01-11 20:25:00+00:00,3277.319111738211,3284.626297105143,7.307185366931662,11.148113927569458,0,11.148113927569458,tp1,2 +做多,2025-01-11 20:45:00+00:00,2025-01-11 20:50:00+00:00,3287.650735728921,3295.6962734967724,8.045537767851329,12.235998307873043,0,12.235998307873043,tp1,1 +做多,2025-01-11 21:15:00+00:00,2025-01-11 21:20:00+00:00,3307.7657583969108,3316.684175260457,8.9184168635461,13.481028456906751,0,13.481028456906751,tp1,1 +做多,2025-01-11 21:40:00+00:00,2025-01-11 21:55:00+00:00,3305.883357452153,3305.69,-0.19335745215312272,-0.2924444562105534,0,-0.2924444562105534,time_stop,3 +做空,2025-01-11 22:15:00+00:00,2025-01-11 22:20:00+00:00,3301.446,3292.513871449457,8.932128550542984,13.527600558275047,0,13.527600558275047,tp1,1 +做空,2025-01-11 22:40:00+00:00,2025-01-11 22:50:00+00:00,3292.342,3288.8018087482715,3.540191251728629,5.37640265156024,0,5.37640265156024,trail_stop,2 +做多,2025-01-11 23:20:00+00:00,2025-01-11 23:40:00+00:00,3288.309370275942,3286.39,-1.9193702759421285,-2.918475818139129,0,-2.918475818139129,time_stop,4 +做多,2025-01-12 00:35:00+00:00,2025-01-12 01:00:00+00:00,3281.292298952221,3279.84,-1.4522989522206444,-2.2129984468076667,0,-2.2129984468076667,time_stop,5 +做空,2025-01-12 01:20:00+00:00,2025-01-12 01:35:00+00:00,3278.1159999999995,3280.31,-2.1940000000004147,-3.3464343543675925,0,-3.3464343543675925,time_stop,3 +做多,2025-01-12 01:55:00+00:00,2025-01-12 02:05:00+00:00,3287.5441405796682,3281.53,-6.014140579668037,-9.146859057240839,0,-9.146859057240839,reverse,2 +做空,2025-01-12 02:05:00+00:00,2025-01-12 02:30:00+00:00,3283.824,3285.64,-1.8159999999998035,-2.7650690170968413,0,-2.7650690170968413,time_stop,5 +做多,2025-01-12 02:55:00+00:00,2025-01-12 03:15:00+00:00,3284.2339382967,3281.47,-2.7639382967004167,-4.207888884635721,0,-4.207888884635721,time_stop,4 +做多,2025-01-12 03:55:00+00:00,2025-01-12 04:25:00+00:00,3280.19294874156,3286.0764105221438,5.88346178058373,8.96816417894092,0,8.96816417894092,tp1,6 +做空,2025-01-12 04:50:00+00:00,2025-01-12 05:05:00+00:00,3281.674,3283.19,-1.5160000000000764,-2.3097967683567537,0,-2.3097967683567537,time_stop,3 +做空,2025-01-12 05:35:00+00:00,2025-01-12 05:55:00+00:00,3277.696,3278.51,-0.8140000000003056,-1.2417258952634802,0,-1.2417258952634802,time_stop,4 +做空,2025-01-12 06:25:00+00:00,2025-01-12 06:35:00+00:00,3275.01,3270.0345157746074,4.975484225392847,7.596135928428993,0,7.596135928428993,tp1,2 +做空,2025-01-12 06:55:00+00:00,2025-01-12 07:05:00+00:00,3271.9440901769203,3266.685006008065,5.259084168855225,8.036635137874338,0,8.036635137874338,tp1,2 +做空,2025-01-12 07:25:00+00:00,2025-01-12 07:40:00+00:00,3268.930606233166,3266.7149680441494,2.2156381890167722,3.3889342661358643,0,3.3889342661358643,trail_stop,3 +做多,2025-01-12 08:00:00+00:00,2025-01-12 08:20:00+00:00,3266.216,3265.03,-1.1859999999996944,-1.8155565951542925,0,-1.8155565951542925,time_stop,4 +做空,2025-01-12 08:45:00+00:00,2025-01-12 08:50:00+00:00,3249.902064888861,3241.9453948441533,7.956670044707607,12.241399718886155,0,12.241399718886155,tp1,1 +做空,2025-01-12 09:15:00+00:00,2025-01-12 09:20:00+00:00,3241.583469229307,3238.6408697054926,2.9425995238143514,4.538830407649445,0,4.538830407649445,trail_stop,1 +做空,2025-01-12 09:40:00+00:00,2025-01-12 09:50:00+00:00,3233.7755689194632,3239.34,-5.564431080536906,-8.603613581007123,0,-8.603613581007123,reverse,2 +做多,2025-01-12 09:50:00+00:00,2025-01-12 10:05:00+00:00,3238.2679999999996,3236.39,-1.8779999999997017,-2.8996982337467156,0,-2.8996982337467156,time_stop,3 +做空,2025-01-12 10:30:00+00:00,2025-01-12 10:45:00+00:00,3237.0842742723953,3243.57,-6.4857257276048585,-10.017851217455043,0,-10.017851217455043,time_stop,3 +做多,2025-01-12 11:15:00+00:00,2025-01-12 11:35:00+00:00,3245.914,3249.1671129960187,3.2531129960184444,5.011089320324635,0,5.011089320324635,trail_stop,4 +做多,2025-01-12 12:45:00+00:00,2025-01-12 12:55:00+00:00,3257.758,3249.0446306271383,-8.713369372861507,-13.37326064867542,0,-13.37326064867542,stop_loss,2 +做多,2025-01-12 13:15:00+00:00,2025-01-12 13:20:00+00:00,3256.7839999999997,3259.9987579247504,3.2147579247507565,4.935479179384872,0,4.935479179384872,trail_stop,1 +做多,2025-01-12 13:45:00+00:00,2025-01-12 13:50:00+00:00,3259.922,3267.5508883398747,7.62888833987472,11.70102895080729,0,11.70102895080729,tp1,1 +做空,2025-01-12 14:10:00+00:00,2025-01-12 14:30:00+00:00,3272.764,3274.82,-2.05600000000004,-3.14107586125984,0,-3.14107586125984,time_stop,4 +做空,2025-01-12 15:00:00+00:00,2025-01-12 15:15:00+00:00,3267.7888855400597,3277.3107603552944,-9.521874815234696,-14.569293104228548,0,-14.569293104228548,stop_loss,3 +做多,2025-01-12 15:55:00+00:00,2025-01-12 16:10:00+00:00,3284.2471813207494,3273.01,-11.237181320749187,-17.107697290053228,0,-17.107697290053228,time_stop,3 +做多,2025-01-12 16:30:00+00:00,2025-01-12 16:50:00+00:00,3276.129392,3275.1,-1.0293919999999162,-1.5710490594687663,0,-1.5710490594687663,time_stop,4 +做多,2025-01-12 17:10:00+00:00,2025-01-12 17:15:00+00:00,3281.863991823562,3290.4239900438683,8.55999822030617,13.041366494212669,0,13.041366494212669,tp1,1 +做多,2025-01-12 17:35:00+00:00,2025-01-12 17:40:00+00:00,3280.312681562483,3288.939962232893,8.627280670410073,13.150088890765005,0,13.150088890765005,tp1,1 +做多,2025-01-12 18:05:00+00:00,2025-01-12 18:10:00+00:00,3290.6702757451258,3298.647256952352,7.976981207226345,12.12060239827594,0,12.12060239827594,tp1,1 +做空,2025-01-12 18:30:00+00:00,2025-01-12 18:35:00+00:00,3291.98,3284.8536324296992,7.126367570300772,10.823831812922272,0,10.823831812922272,tp1,1 +做多,2025-01-12 19:05:00+00:00,2025-01-12 19:20:00+00:00,3284.6,3279.99,-4.610000000000127,-7.017597272118564,0,-7.017597272118564,time_stop,3 +做多,2025-01-12 19:45:00+00:00,2025-01-12 20:00:00+00:00,3277.8240448017564,3281.4918498886623,3.6678050869059007,5.594877938494911,0,5.594877938494911,trail_stop,3 +做多,2025-01-12 20:20:00+00:00,2025-01-12 20:30:00+00:00,3283.3997722732533,3279.73,-3.6697722732533293,-5.588372613415533,0,-5.588372613415533,reverse,2 +做空,2025-01-12 20:30:00+00:00,2025-01-12 20:40:00+00:00,3281.774,3278.5582416746925,3.2157583253074336,4.899420748210318,0,4.899420748210318,trail_stop,2 +做空,2025-01-12 21:10:00+00:00,2025-01-12 21:15:00+00:00,3276.2059999999997,3263.7390848210707,12.466915178928957,19.026451906456675,0,19.026451906456675,tp2,1 +做空,2025-01-12 21:35:00+00:00,2025-01-12 21:45:00+00:00,3271.428,3263.01437631542,8.413623684579761,12.859252419096128,0,12.859252419096128,tp1,2 +做空,2025-01-12 22:05:00+00:00,2025-01-12 22:10:00+00:00,3264.726,3247.090892991406,17.635107008594332,27.008556014492996,0,27.008556014492996,tp2,1 +做多,2025-01-12 23:10:00+00:00,2025-01-12 23:30:00+00:00,3244.56,3255.689934088626,11.129934088626214,17.151684802602226,0,17.151684802602226,tp1,4 +做多,2025-01-12 23:55:00+00:00,2025-01-13 00:00:00+00:00,3264.4880000000003,3273.569317879942,9.081317879941707,13.909252966991618,0,13.909252966991618,tp1,1 +做多,2025-01-13 00:30:00+00:00,2025-01-13 00:35:00+00:00,3306.938,3323.3740724880518,16.43607248805165,24.85089301349413,0,24.85089301349413,tp1,1 +做空,2025-01-13 01:00:00+00:00,2025-01-13 01:10:00+00:00,3306.014,3299.296846060736,6.717153939264335,10.158991975327893,0,10.158991975327893,trail_stop,2 +做空,2025-01-13 01:35:00+00:00,2025-01-13 01:40:00+00:00,3302.61,3284.3210489458306,18.2889510541695,27.68863270893248,0,27.68863270893248,tp1,1 +做空,2025-01-13 02:05:00+00:00,2025-01-13 02:15:00+00:00,3257.282,3266.3,-9.018000000000029,-13.842829696661248,0,-13.842829696661248,reverse,2 +做多,2025-01-13 02:15:00+00:00,2025-01-13 02:30:00+00:00,3263.4660000000003,3256.73,-6.736000000000331,-10.320315885013557,0,-10.320315885013557,time_stop,3 +做多,2025-01-13 03:00:00+00:00,2025-01-13 03:15:00+00:00,3257.252,3251.71,-5.541999999999916,-8.507171075495412,0,-8.507171075495412,time_stop,3 +做空,2025-01-13 03:35:00+00:00,2025-01-13 03:45:00+00:00,3257.882,3244.0353877288608,13.846612271139293,21.25094197877531,0,21.25094197877531,tp1,2 +做多,2025-01-13 04:05:00+00:00,2025-01-13 04:35:00+00:00,3246.0420000000004,3243.62,-2.42200000000048,-3.730697261465625,0,-3.730697261465625,time_stop,6 +做空,2025-01-13 04:55:00+00:00,2025-01-13 05:00:00+00:00,3239.970516466303,3228.8122236182603,11.158292848042493,17.219744425656636,0,17.219744425656636,tp1,1 +做空,2025-01-13 05:25:00+00:00,2025-01-13 05:45:00+00:00,3225.567736,3213.5193339928464,12.048402007153527,18.676405199437312,0,18.676405199437312,tp1,4 +做多,2025-01-13 06:10:00+00:00,2025-01-13 06:25:00+00:00,3229.2740000000003,3220.0,-9.274000000000342,-14.359264652055447,0,-14.359264652055447,time_stop,3 +做空,2025-01-13 06:45:00+00:00,2025-01-13 06:50:00+00:00,3204.62,3189.767201172311,14.85279882768873,23.17404064707942,0,23.17404064707942,tp1,1 +做空,2025-01-13 07:10:00+00:00,2025-01-13 07:25:00+00:00,3195.488,3201.62,-6.132000000000062,-9.594778637879507,0,-9.594778637879507,time_stop,3 +做多,2025-01-13 08:00:00+00:00,2025-01-13 08:15:00+00:00,3200.886,3188.39,-12.496000000000095,-19.519595511992765,0,-19.519595511992765,time_stop,3 +做空,2025-01-13 08:40:00+00:00,2025-01-13 09:00:00+00:00,3176.392,3170.122059091625,6.269940908374792,9.869595610955436,0,9.869595610955436,trail_stop,4 +做空,2025-01-13 09:20:00+00:00,2025-01-13 09:25:00+00:00,3169.898,3155.8013970218826,14.096602978117517,22.235105006718694,0,22.235105006718694,tp1,1 +做多,2025-01-13 09:45:00+00:00,2025-01-13 09:55:00+00:00,3162.1279999999997,3155.01,-7.117999999999483,-11.255078858287021,0,-11.255078858287021,reverse,2 +做空,2025-01-13 09:55:00+00:00,2025-01-13 10:20:00+00:00,3156.156,3136.974410674613,19.181589325386994,30.387581167386838,0,30.387581167386838,tp1,5 +做空,2025-01-13 10:40:00+00:00,2025-01-13 10:45:00+00:00,3129.828,3117.6791233136278,12.148876686372205,19.40821777805714,0,19.40821777805714,trail_stop,1 +做空,2025-01-13 11:25:00+00:00,2025-01-13 11:30:00+00:00,3112.272,3077.0260829622234,35.24591703777651,56.6240949341454,0,56.6240949341454,tp2,1 +做空,2025-01-13 11:50:00+00:00,2025-01-13 11:55:00+00:00,3078.1839999999997,3056.7341422722743,21.44985772772543,34.84174066223044,0,34.84174066223044,tp1,1 +做空,2025-01-13 13:35:00+00:00,2025-01-13 13:45:00+00:00,3074.0660000000003,3064.860708124888,9.20529187511238,14.972502013802533,0,14.972502013802533,trail_stop,2 +做空,2025-01-13 16:55:00+00:00,2025-01-13 17:10:00+00:00,3012.574,3017.12,-4.545999999999822,-7.54504287695476,0,-7.54504287695476,time_stop,3 +做多,2025-01-13 17:30:00+00:00,2025-01-13 17:40:00+00:00,3026.8860000000004,3008.63,-18.256000000000313,-30.15640496536756,0,-30.15640496536756,reverse,2 +做空,2025-01-13 17:40:00+00:00,2025-01-13 17:55:00+00:00,3016.694,3019.36,-2.6660000000001673,-4.4187444931440965,0,-4.4187444931440965,time_stop,3 +做空,2025-01-13 18:15:00+00:00,2025-01-13 18:20:00+00:00,3011.016,2988.5467510590474,22.46924894095264,37.31173952737654,0,37.31173952737654,tp1,1 +做空,2025-01-13 18:40:00+00:00,2025-01-13 19:00:00+00:00,3009.118,3013.32,-4.2020000000002256,-6.982112366481184,0,-6.982112366481184,time_stop,4 +做多,2025-01-13 19:25:00+00:00,2025-01-13 19:35:00+00:00,3006.572,3015.2723966925532,8.700396692553113,14.468964476076263,0,14.468964476076263,trail_stop,2 +做多,2025-01-13 19:55:00+00:00,2025-01-13 20:05:00+00:00,3023.172,3016.02,-7.152000000000044,-11.828635618482911,0,-11.828635618482911,reverse,2 +做空,2025-01-13 20:05:00+00:00,2025-01-13 20:20:00+00:00,3016.098,3019.05,-2.9520000000002256,-4.893740190140084,0,-4.893740190140084,time_stop,3 +做多,2025-01-13 20:40:00+00:00,2025-01-13 20:45:00+00:00,3046.3460000000005,3064.745791327683,18.39979132768258,30.199772658264322,0,30.199772658264322,tp1,1 +做多,2025-01-13 21:05:00+00:00,2025-01-13 21:10:00+00:00,3087.734,3096.3854464073665,8.65144640736662,14.00937776273251,0,14.00937776273251,trail_stop,1 +做空,2025-01-13 21:30:00+00:00,2025-01-13 21:40:00+00:00,3101.468,3118.19,-16.722000000000207,-26.958201728988026,0,-26.958201728988026,reverse,2 +做多,2025-01-13 21:40:00+00:00,2025-01-13 22:05:00+00:00,3107.558,3119.434804681106,11.876804681106023,19.109546275734875,0,19.109546275734875,trail_stop,5 +做空,2025-01-13 22:30:00+00:00,2025-01-13 23:15:00+00:00,3134.612,3135.99,-1.3779999999997017,-2.198039183158397,0,-2.198039183158397,time_stop,9 +做多,2025-01-13 23:35:00+00:00,2025-01-14 00:10:00+00:00,3130.5316208144827,3127.06,-3.471620814482776,-5.544778387479681,0,-5.544778387479681,time_stop,7 +做空,2025-01-14 00:30:00+00:00,2025-01-14 00:50:00+00:00,3131.5840000000003,3134.6,-3.0159999999996217,-4.815454415400675,0,-4.815454415400675,time_stop,4 +做多,2025-01-14 01:25:00+00:00,2025-01-14 01:40:00+00:00,3146.1182959999996,3140.46,-5.658295999999609,-8.992503567322329,0,-8.992503567322329,time_stop,3 +做空,2025-01-14 02:05:00+00:00,2025-01-14 02:15:00+00:00,3140.12,3157.1648178464243,-17.044817846424394,-27.140392479307152,0,-27.140392479307152,stop_loss,2 +做多,2025-01-14 02:35:00+00:00,2025-01-14 02:45:00+00:00,3158.2865134601766,3152.19,-6.0965134601765385,-9.651615574131808,0,-9.651615574131808,reverse,2 +做空,2025-01-14 02:45:00+00:00,2025-01-14 03:00:00+00:00,3154.4500000000003,3155.09,-0.6399999999998727,-1.0144399182105797,0,-1.0144399182105797,time_stop,3 +做多,2025-01-14 03:20:00+00:00,2025-01-14 03:50:00+00:00,3164.674144,3158.54,-6.134144000000106,-9.69158864527966,0,-9.69158864527966,time_stop,6 +做多,2025-01-14 04:10:00+00:00,2025-01-14 04:25:00+00:00,3161.2360903686663,3161.02,-0.2160903686663005,-0.3417814463852648,0,-0.3417814463852648,time_stop,3 +做多,2025-01-14 04:50:00+00:00,2025-01-14 05:05:00+00:00,3168.9368947414637,3177.010447946346,8.0735532048825,12.738583116438452,0,12.738583116438452,tp1,3 +做多,2025-01-14 05:35:00+00:00,2025-01-14 05:50:00+00:00,3165.934,3162.89,-3.044000000000324,-4.807428076517583,0,-4.807428076517583,time_stop,3 +做多,2025-01-14 06:15:00+00:00,2025-01-14 06:25:00+00:00,3170.597808210914,3179.0877252445066,8.48991703359252,13.388511484500079,0,13.388511484500079,tp1,2 +做多,2025-01-14 06:55:00+00:00,2025-01-14 07:00:00+00:00,3180.8133454394456,3185.678775068976,4.865429629530354,7.6480904428206395,0,7.6480904428206395,trail_stop,1 +做空,2025-01-14 07:25:00+00:00,2025-01-14 07:50:00+00:00,3179.35,3176.0757128802547,3.2742871197451677,5.14930271870849,0,5.14930271870849,trail_stop,5 +做多,2025-01-14 08:10:00+00:00,2025-01-14 08:15:00+00:00,3178.9021414597737,3187.2447754729023,8.342634013128645,13.121879255612523,0,13.121879255612523,tp1,1 +做多,2025-01-14 08:35:00+00:00,2025-01-14 08:45:00+00:00,3176.013216337159,3186.321639514567,10.308423177407803,16.228558376870247,0,16.228558376870247,tp1,2 +做多,2025-01-14 09:05:00+00:00,2025-01-14 09:10:00+00:00,3179.1027234582807,3188.764393987393,9.661670529112143,15.195593489036458,0,15.195593489036458,tp1,1 +做多,2025-01-14 09:30:00+00:00,2025-01-14 09:40:00+00:00,3235.762,3243.681238150455,7.91923815045493,12.237052895817014,0,12.237052895817014,trail_stop,2 +做空,2025-01-14 10:05:00+00:00,2025-01-14 10:10:00+00:00,3235.826,3221.416606156747,14.409393843252928,22.265402780082933,0,22.265402780082933,tp1,1 +做空,2025-01-14 10:30:00+00:00,2025-01-14 10:50:00+00:00,3229.2619999999997,3234.53,-5.268000000000484,-8.156662420083109,0,-8.156662420083109,time_stop,4 +做空,2025-01-14 11:15:00+00:00,2025-01-14 11:20:00+00:00,3224.6440000000002,3221.1530316996455,3.49096830035478,5.412951476744068,0,5.412951476744068,trail_stop,1 +做多,2025-01-14 11:50:00+00:00,2025-01-14 12:05:00+00:00,3213.4539999999997,3205.43,-8.023999999999887,-12.485008343047525,0,-12.485008343047525,time_stop,3 +做多,2025-01-14 12:30:00+00:00,2025-01-14 12:55:00+00:00,3185.0660000000003,3182.39,-2.6760000000003856,-4.200854864546583,0,-4.200854864546583,time_stop,5 +做多,2025-01-14 13:15:00+00:00,2025-01-14 13:25:00+00:00,3185.7059999999997,3179.48,-6.225999999999658,-9.77177429430032,0,-9.77177429430032,reverse,2 +做空,2025-01-14 13:25:00+00:00,2025-01-14 13:30:00+00:00,3185.202,3199.19713184374,-13.995131843739728,-21.968986337035656,0,-21.968986337035656,stop_loss,1 +做多,2025-01-14 14:10:00+00:00,2025-01-14 14:30:00+00:00,3202.7239999999997,3220.1233144532016,17.399314453201896,27.163306068836867,0,27.163306068836867,tp1,4 +做多,2025-01-14 15:00:00+00:00,2025-01-14 15:10:00+00:00,3194.914,3202.6879053920875,7.773905392087272,12.166063612490463,0,12.166063612490463,trail_stop,2 +做多,2025-01-14 15:40:00+00:00,2025-01-14 16:00:00+00:00,3196.562,3176.63,-19.93199999999979,-31.17724605372865,0,-31.17724605372865,time_stop,4 +做空,2025-01-14 16:35:00+00:00,2025-01-14 16:50:00+00:00,3190.2720000000004,3191.57,-1.2979999999997744,-2.0343093002724757,0,-2.0343093002724757,time_stop,3 +做多,2025-01-14 17:10:00+00:00,2025-01-14 17:30:00+00:00,3198.024,3196.24,-1.7840000000001055,-2.7892223447980777,0,-2.7892223447980777,time_stop,4 +做多,2025-01-14 17:50:00+00:00,2025-01-14 18:00:00+00:00,3205.56,3210.707632895833,5.147632895832885,8.029225620223745,0,8.029225620223745,trail_stop,2 +做多,2025-01-14 18:20:00+00:00,2025-01-14 18:25:00+00:00,3209.3936479999998,3214.096459351228,4.70281135122832,7.326635288505313,0,7.326635288505313,trail_stop,1 +做多,2025-01-14 18:45:00+00:00,2025-01-14 19:00:00+00:00,3224.9869780751733,3221.28,-3.706978075173083,-5.747276036112222,0,-5.747276036112222,time_stop,3 +做多,2025-01-14 19:30:00+00:00,2025-01-14 19:40:00+00:00,3220.5341439999997,3231.5301738550065,10.996029855006782,17.071748603399968,0,17.071748603399968,tp1,2 +做空,2025-01-14 20:00:00+00:00,2025-01-14 20:05:00+00:00,3209.904,3196.8554617247164,13.04853827528359,20.325433837403846,0,20.325433837403846,tp1,1 +做多,2025-01-14 20:25:00+00:00,2025-01-14 20:35:00+00:00,3223.3761190353266,3210.31,-13.066119035326665,-20.267754293651926,0,-20.267754293651926,reverse,2 +做空,2025-01-14 20:35:00+00:00,2025-01-14 20:45:00+00:00,3210.67,3215.33,-4.6599999999998545,-7.257052266349165,0,-7.257052266349165,reverse,2 +做多,2025-01-14 20:45:00+00:00,2025-01-14 21:00:00+00:00,3213.8893566704514,3226.430131674068,12.540775003616545,19.51027806478165,0,19.51027806478165,tp1,3 +做空,2025-01-14 21:30:00+00:00,2025-01-14 21:45:00+00:00,3223.118,3211.719608961345,11.398391038655063,17.682242844747016,0,17.682242844747016,tp1,3 +做多,2025-01-14 22:05:00+00:00,2025-01-14 22:10:00+00:00,3213.6549493223056,3223.199220281978,9.544270959672303,14.849557762392935,0,14.849557762392935,tp1,1 +做多,2025-01-14 22:35:00+00:00,2025-01-14 22:50:00+00:00,3226.591568039362,3235.1100728031543,8.518504763792407,13.200469573173583,0,13.200469573173583,tp1,3 +做空,2025-01-14 23:10:00+00:00,2025-01-14 23:35:00+00:00,3230.85,3224.90135761406,5.94864238593982,9.206002113901636,0,9.206002113901636,trail_stop,5 +做空,2025-01-15 00:30:00+00:00,2025-01-15 00:35:00+00:00,3228.978,3216.6458187915796,12.33218120842048,19.09610596359046,0,19.09610596359046,tp1,1 +做多,2025-01-15 01:05:00+00:00,2025-01-15 01:25:00+00:00,3221.5172423970876,3234.0673377549283,12.550095357840746,19.47854755000844,0,19.47854755000844,tp1,4 +做空,2025-01-15 01:55:00+00:00,2025-01-15 02:20:00+00:00,3230.522,3216.1169772856033,14.405022714396637,22.29519364733724,0,22.29519364733724,tp1,5 +做空,2025-01-15 02:50:00+00:00,2025-01-15 03:05:00+00:00,3214.6639999999998,3215.3,-0.636000000000422,-0.9892169134945706,0,-0.9892169134945706,time_stop,3 +做多,2025-01-15 03:25:00+00:00,2025-01-15 03:35:00+00:00,3214.492952,3219.7275866689624,5.2346346689623715,8.14224007818321,0,8.14224007818321,trail_stop,2 +做多,2025-01-15 03:55:00+00:00,2025-01-15 04:00:00+00:00,3232.574502971901,3243.742989089332,11.168486117430803,17.274909065766217,0,17.274909065766217,tp1,1 +做多,2025-01-15 04:20:00+00:00,2025-01-15 04:45:00+00:00,3223.72,3222.08,-1.6399999999998727,-2.5436452297343948,0,-2.5436452297343948,time_stop,5 +做空,2025-01-15 05:05:00+00:00,2025-01-15 05:10:00+00:00,3224.1220000000003,3214.1185956445875,10.00340435541284,15.513377526366618,0,15.513377526366618,tp1,1 +做多,2025-01-15 05:35:00+00:00,2025-01-15 06:00:00+00:00,3228.5427451685205,3226.71,-1.8327451685204323,-2.8383473801967094,0,-2.8383473801967094,time_stop,5 +做空,2025-01-15 06:25:00+00:00,2025-01-15 06:40:00+00:00,3219.0180000000005,3222.68,-3.6619999999993524,-5.68807008845454,0,-5.68807008845454,time_stop,3 +做多,2025-01-15 07:00:00+00:00,2025-01-15 07:05:00+00:00,3229.9201832457284,3233.298657314306,3.378474068577816,5.22996525750492,0,5.22996525750492,trail_stop,1 +做多,2025-01-15 07:25:00+00:00,2025-01-15 07:40:00+00:00,3245.7143308126642,3234.8225254702375,-10.891805342426778,-16.778749194017454,0,-16.778749194017454,stop_loss,3 +做多,2025-01-15 08:00:00+00:00,2025-01-15 08:25:00+00:00,3230.3350309308307,3239.108798359749,8.77376742891829,13.580274715948121,0,13.580274715948121,tp1,5 +做空,2025-01-15 08:45:00+00:00,2025-01-15 09:20:00+00:00,3235.248,3231.488930978698,3.7590690213019116,5.809553118187403,0,5.809553118187403,trail_stop,7 +做空,2025-01-15 09:45:00+00:00,2025-01-15 09:50:00+00:00,3211.0480000000002,3201.172375566781,9.8756244332194,15.377572109198304,0,15.377572109198304,tp1,1 +做空,2025-01-15 10:10:00+00:00,2025-01-15 10:25:00+00:00,3207.45,3214.4,-6.950000000000273,-10.834151740479623,0,-10.834151740479623,time_stop,3 +做空,2025-01-15 10:50:00+00:00,2025-01-15 11:00:00+00:00,3208.545225206933,3205.4171475644675,3.1280776424655414,4.874604256612587,0,4.874604256612587,trail_stop,2 +做空,2025-01-15 11:20:00+00:00,2025-01-15 11:35:00+00:00,3191.0128496193734,3197.61,-6.597150380626772,-10.337078995801734,0,-10.337078995801734,time_stop,3 +做多,2025-01-15 11:55:00+00:00,2025-01-15 12:10:00+00:00,3198.098,3193.02,-5.0779999999999745,-7.939093798876668,0,-7.939093798876668,time_stop,3 +做多,2025-01-15 12:35:00+00:00,2025-01-15 12:40:00+00:00,3190.606,3210.701778097395,20.09577809739494,31.49210227993513,0,31.49210227993513,tp2,1 +做多,2025-01-15 13:00:00+00:00,2025-01-15 13:20:00+00:00,3203.356,3208.1851603420528,4.829160342052546,7.537657915717994,0,7.537657915717994,trail_stop,4 +做多,2025-01-15 13:45:00+00:00,2025-01-15 13:55:00+00:00,3270.168,3291.2120115824587,21.044011582458552,32.17573467549458,0,32.17573467549458,tp1,2 +做多,2025-01-15 14:20:00+00:00,2025-01-15 14:45:00+00:00,3285.306,3292.839626792531,7.5336267925308675,11.465639414609884,0,11.465639414609884,trail_stop,5 +做多,2025-01-15 15:15:00+00:00,2025-01-15 15:55:00+00:00,3333.878,3333.17,-0.7080000000000837,-1.0618264975504257,0,-1.0618264975504257,time_stop,8 +做空,2025-01-15 16:30:00+00:00,2025-01-15 16:55:00+00:00,3354.594,3344.772526815673,9.82147318432726,14.63884032512915,0,14.63884032512915,trail_stop,5 +做多,2025-01-15 17:25:00+00:00,2025-01-15 17:50:00+00:00,3344.6620000000003,3325.6171584172466,-19.044841582753634,-28.470502524251526,0,-28.470502524251526,stop_loss,5 +做多,2025-01-15 18:15:00+00:00,2025-01-15 18:30:00+00:00,3336.9728560000003,3350.5160724129605,13.543216412960192,20.292667931968623,0,20.292667931968623,tp1,3 +做多,2025-01-15 18:50:00+00:00,2025-01-15 19:00:00+00:00,3363.715049244092,3375.8857867053357,12.170737461243789,18.091213558620026,0,18.091213558620026,tp1,2 +做多,2025-01-15 19:20:00+00:00,2025-01-15 19:25:00+00:00,3376.9032274734577,3388.7985178433455,11.895290369887789,17.612720247816586,0,17.612720247816586,tp1,1 +做多,2025-01-15 19:45:00+00:00,2025-01-15 19:50:00+00:00,3408.2219999999998,3425.144587227786,16.922587227786153,24.826122282800466,0,24.826122282800466,tp1,1 +做多,2025-01-15 20:10:00+00:00,2025-01-15 20:15:00+00:00,3453.21,3461.2764316061944,8.066431606194328,11.679613470067455,0,11.679613470067455,trail_stop,1 +做空,2025-01-15 20:35:00+00:00,2025-01-15 20:45:00+00:00,3453.61,3434.4762106718217,19.13378932817841,27.70114362678242,0,27.70114362678242,tp1,2 +做多,2025-01-15 21:15:00+00:00,2025-01-15 21:30:00+00:00,3437.5440000000003,3436.62,-0.9240000000004329,-1.3439827970208276,0,-1.3439827970208276,time_stop,3 +做空,2025-01-15 21:55:00+00:00,2025-01-15 22:20:00+00:00,3433.176,3421.0027677462926,12.173232253707283,17.728820563972373,0,17.728820563972373,tp1,5 +做多,2025-01-15 22:40:00+00:00,2025-01-15 23:05:00+00:00,3425.8529525040567,3422.6,-3.2529525040567933,-4.747653429898552,0,-4.747653429898552,time_stop,5 +做多,2025-01-15 23:25:00+00:00,2025-01-15 23:30:00+00:00,3424.061094203046,3434.8182650735025,10.75717087045632,15.708205219626876,0,15.708205219626876,tp1,1 +做多,2025-01-15 23:50:00+00:00,2025-01-15 23:55:00+00:00,3439.3059934531793,3450.9045962314076,11.598602778228269,16.861836080166395,0,16.861836080166395,tp1,1 +做空,2025-01-16 00:30:00+00:00,2025-01-16 00:35:00+00:00,3417.934,3386.4373654349342,31.49663456506596,46.07554529295469,0,46.07554529295469,tp2,1 +做多,2025-01-16 01:05:00+00:00,2025-01-16 01:15:00+00:00,3407.058,3401.61,-5.447999999999865,-7.995167678389779,0,-7.995167678389779,reverse,2 +做空,2025-01-16 01:15:00+00:00,2025-01-16 02:15:00+00:00,3406.928,3399.959518011351,6.9684819886488185,10.226928759059215,0,10.226928759059215,trail_stop,12 +做空,2025-01-16 02:35:00+00:00,2025-01-16 02:50:00+00:00,3392.162,3387.00041103448,5.161588965519968,7.608110941517487,0,7.608110941517487,trail_stop,3 +做空,2025-01-16 03:25:00+00:00,2025-01-16 03:30:00+00:00,3359.2279999999996,3347.557560975121,11.67043902487876,17.370715868167867,0,17.370715868167867,tp1,1 +做空,2025-01-16 03:50:00+00:00,2025-01-16 04:05:00+00:00,3362.594,3367.6,-5.005999999999858,-7.443658080636346,0,-7.443658080636346,time_stop,3 +做多,2025-01-16 04:30:00+00:00,2025-01-16 05:00:00+00:00,3367.2684741525113,3370.7597550284736,3.491280875962275,5.184143917780383,0,5.184143917780383,trail_stop,6 +做空,2025-01-16 05:35:00+00:00,2025-01-16 06:00:00+00:00,3370.624,3363.2343760337785,7.389623966221279,10.961804055007738,0,10.961804055007738,tp1,5 +做多,2025-01-16 06:20:00+00:00,2025-01-16 06:25:00+00:00,3369.641079182393,3376.5430581463133,6.9019789639205555,10.241415631120047,0,10.241415631120047,tp1,1 +做多,2025-01-16 06:50:00+00:00,2025-01-16 07:10:00+00:00,3376.7435581405916,3384.5980570412835,7.854498900691851,11.630286347561645,0,11.630286347561645,tp1,4 +做空,2025-01-16 07:40:00+00:00,2025-01-16 07:55:00+00:00,3381.518,3382.41,-0.8919999999998254,-1.3189342774455517,0,-1.3189342774455517,time_stop,3 +做空,2025-01-16 08:15:00+00:00,2025-01-16 08:20:00+00:00,3371.486,3354.294367908959,17.1916320910409,25.495630251825013,0,25.495630251825013,tp2,1 +做空,2025-01-16 08:40:00+00:00,2025-01-16 08:45:00+00:00,3351.2599104294013,3326.2574314924223,25.00247893697906,37.30310331820169,0,37.30310331820169,tp2,1 +做空,2025-01-16 09:15:00+00:00,2025-01-16 09:35:00+00:00,3309.028,3315.18,-6.152000000000044,-9.295781117597137,0,-9.295781117597137,time_stop,4 +做空,2025-01-16 10:00:00+00:00,2025-01-16 10:25:00+00:00,3333.58,3335.45,-1.8699999999998909,-2.80479244535888,0,-2.80479244535888,time_stop,5 +做多,2025-01-16 10:50:00+00:00,2025-01-16 11:05:00+00:00,3331.154,3330.39,-0.7640000000001237,-1.1467497449834558,0,-1.1467497449834558,time_stop,3 +做多,2025-01-16 11:25:00+00:00,2025-01-16 11:45:00+00:00,3334.1780000000003,3339.270594066637,5.092594066636593,7.636955895331012,0,7.636955895331012,trail_stop,4 +做多,2025-01-16 12:30:00+00:00,2025-01-16 12:45:00+00:00,3351.626,3348.99,-2.636000000000422,-3.932419667350149,0,-3.932419667350149,time_stop,3 +做空,2025-01-16 13:05:00+00:00,2025-01-16 13:10:00+00:00,3344.97,3330.63286694019,14.33713305980973,21.430884372370652,0,21.430884372370652,tp1,1 +做多,2025-01-16 13:40:00+00:00,2025-01-16 13:55:00+00:00,3329.614,3327.07,-2.543999999999869,-3.820262649063629,0,-3.820262649063629,time_stop,3 +做多,2025-01-16 14:25:00+00:00,2025-01-16 14:35:00+00:00,3336.8019999999997,3318.41,-18.391999999999825,-27.55932176976612,0,-27.55932176976612,reverse,2 +做空,2025-01-16 14:35:00+00:00,2025-01-16 14:40:00+00:00,3327.6920000000005,3288.6940306667216,38.99796933327889,58.59612207692131,0,58.59612207692131,tp2,1 +做多,2025-01-16 15:50:00+00:00,2025-01-16 15:55:00+00:00,3310.016,3324.326199881597,14.310199881596873,21.616511644651975,0,21.616511644651975,trail_stop,1 +做空,2025-01-16 16:35:00+00:00,2025-01-16 17:30:00+00:00,3347.366,3350.03,-2.6640000000002146,-3.9792481610917583,0,-3.9792481610917583,time_stop,11 +做多,2025-01-16 18:00:00+00:00,2025-01-16 18:10:00+00:00,3344.1220000000003,3336.69,-7.432000000000244,-11.112034788204861,0,-11.112034788204861,reverse,2 +做空,2025-01-16 18:10:00+00:00,2025-01-16 18:15:00+00:00,3342.0960000000005,3332.123017399966,9.972982600034356,14.920251542795832,0,14.920251542795832,trail_stop,1 +做空,2025-01-16 18:35:00+00:00,2025-01-16 18:50:00+00:00,3313.38,3327.15,-13.769999999999982,-20.779385401010423,0,-20.779385401010423,time_stop,3 +做空,2025-01-16 19:20:00+00:00,2025-01-16 19:35:00+00:00,3333.3239812665133,3334.43,-1.1060187334865077,-1.6590327548453154,0,-1.6590327548453154,time_stop,3 +做多,2025-01-16 19:55:00+00:00,2025-01-16 20:10:00+00:00,3340.682,3339.77,-0.9119999999998072,-1.3649907414111957,0,-1.3649907414111957,time_stop,3 +做空,2025-01-16 20:35:00+00:00,2025-01-16 21:00:00+00:00,3336.2492413406517,3323.0633581970374,13.18588314361432,19.761537867470075,0,19.761537867470075,tp1,5 +做空,2025-01-16 21:20:00+00:00,2025-01-16 21:35:00+00:00,3319.0596989152396,3320.77,-1.710301084760431,-2.5764843659175587,0,-2.5764843659175587,time_stop,3 +做空,2025-01-16 22:05:00+00:00,2025-01-16 22:15:00+00:00,3313.3054900574803,3302.3887387024347,10.916751355045562,16.474109296296994,0,16.474109296296994,tp1,2 +做空,2025-01-16 22:40:00+00:00,2025-01-16 22:55:00+00:00,3281.392,3296.7,-15.307999999999993,-23.325466753134023,0,-23.325466753134023,time_stop,3 +做多,2025-01-16 23:30:00+00:00,2025-01-16 23:40:00+00:00,3294.89,3299.8098714654875,4.919871465487631,7.465911556209208,0,7.465911556209208,trail_stop,2 +做多,2025-01-17 00:40:00+00:00,2025-01-17 01:05:00+00:00,3311.784,3321.9478719545764,10.16387195457628,15.345010354806169,0,15.345010354806169,tp1,5 +做多,2025-01-17 01:25:00+00:00,2025-01-17 01:30:00+00:00,3326.718,3348.8633394840554,22.145339484055512,33.28406478104773,0,33.28406478104773,tp2,1 +做多,2025-01-17 01:50:00+00:00,2025-01-17 01:55:00+00:00,3371.7400000000002,3386.9759669620234,15.235966962023213,22.593626676468546,0,22.593626676468546,tp1,1 +做多,2025-01-17 02:15:00+00:00,2025-01-17 02:30:00+00:00,3383.3219999999997,3383.22,-0.10199999999986176,-0.15073942119588643,0,-0.15073942119588643,time_stop,3 +做多,2025-01-17 02:50:00+00:00,2025-01-17 03:25:00+00:00,3364.596,3364.3,-0.29599999999982174,-0.4398745049923107,0,-0.4398745049923107,time_stop,7 +做空,2025-01-17 03:45:00+00:00,2025-01-17 04:05:00+00:00,3368.674,3357.0760287840067,11.597971215993311,17.21444582644879,0,17.21444582644879,tp1,4 +做多,2025-01-17 04:35:00+00:00,2025-01-17 04:45:00+00:00,3356.8782315192966,3363.3470675268118,6.468836007515165,9.63519609793445,0,9.63519609793445,trail_stop,2 +做多,2025-01-17 05:05:00+00:00,2025-01-17 05:25:00+00:00,3365.971796161343,3365.21,-0.7617961613427724,-1.1316139995759145,0,-1.1316139995759145,time_stop,4 +做多,2025-01-17 05:45:00+00:00,2025-01-17 06:05:00+00:00,3361.514,3370.1023787773865,8.588378777386424,12.774569401445932,0,12.774569401445932,tp1,4 +做空,2025-01-17 06:30:00+00:00,2025-01-17 06:45:00+00:00,3371.7239999999997,3364.51613916526,7.207860834739677,10.68868750042957,0,10.68868750042957,tp1,3 +做多,2025-01-17 07:05:00+00:00,2025-01-17 07:10:00+00:00,3364.3160000000003,3366.904158720272,2.588158720271622,3.8464857645233406,0,3.8464857645233406,trail_stop,1 +做多,2025-01-17 07:40:00+00:00,2025-01-17 07:45:00+00:00,3369.898872559557,3379.9926868518633,10.093814292306433,14.976435011890766,0,14.976435011890766,tp1,1 +做多,2025-01-17 08:05:00+00:00,2025-01-17 08:15:00+00:00,3372.891272430939,3382.6564407961105,9.765168365171576,14.47596079510375,0,14.47596079510375,tp1,2 +做多,2025-01-17 08:40:00+00:00,2025-01-17 08:50:00+00:00,3392.0705998967355,3404.24208044681,12.171480550074648,17.94107786324551,0,17.94107786324551,tp1,2 +做空,2025-01-17 09:20:00+00:00,2025-01-17 09:35:00+00:00,3402.8940000000002,3404.0,-1.1059999999997672,-1.6250873521181781,0,-1.6250873521181781,time_stop,3 +做空,2025-01-17 09:55:00+00:00,2025-01-17 10:05:00+00:00,3403.768,3412.01,-8.24200000000019,-12.107170641477605,0,-12.107170641477605,reverse,2 +做多,2025-01-17 10:05:00+00:00,2025-01-17 10:10:00+00:00,3403.117138295154,3424.4083454273505,21.291207132196632,31.281919291886034,0,31.281919291886034,tp2,1 +做多,2025-01-17 10:30:00+00:00,2025-01-17 11:05:00+00:00,3420.359584,3418.9,-1.4595839999997224,-2.1336703994917197,0,-2.1336703994917197,time_stop,7 +做多,2025-01-17 11:30:00+00:00,2025-01-17 11:50:00+00:00,3424.8551660258645,3422.02,-2.8351660258645097,-4.139103536390389,0,-4.139103536390389,time_stop,4 +做空,2025-01-17 12:30:00+00:00,2025-01-17 12:40:00+00:00,3405.9640000000004,3411.3,-5.335999999999785,-7.833318261731164,0,-7.833318261731164,reverse,2 +做多,2025-01-17 12:40:00+00:00,2025-01-17 12:45:00+00:00,3402.7,3413.4315772810146,10.73157728101478,15.769208688710112,0,15.769208688710112,tp1,1 +做空,2025-01-17 13:15:00+00:00,2025-01-17 13:25:00+00:00,3411.502,3417.35,-5.847999999999956,-8.571004794955355,0,-8.571004794955355,reverse,2 +做多,2025-01-17 13:25:00+00:00,2025-01-17 13:35:00+00:00,3414.9116408686928,3400.598693719247,-14.31294714944579,-20.956540980669168,0,-20.956540980669168,stop_loss,2 +做多,2025-01-17 14:00:00+00:00,2025-01-17 14:10:00+00:00,3401.008792,3414.5217215033017,13.51292950330162,19.866060821552882,0,19.866060821552882,tp1,2 +做空,2025-01-17 14:40:00+00:00,2025-01-17 14:50:00+00:00,3407.186,3423.44,-16.253999999999905,-23.852528156666388,0,-23.852528156666388,reverse,2 +做多,2025-01-17 14:50:00+00:00,2025-01-17 14:55:00+00:00,3410.574,3430.1131046093487,19.53910460934867,28.644891753336342,0,28.644891753336342,tp1,1 +做空,2025-01-17 15:20:00+00:00,2025-01-17 15:25:00+00:00,3440.066,3419.600553246754,20.465446753245942,29.74571818279932,0,29.74571818279932,tp1,1 +做空,2025-01-17 15:45:00+00:00,2025-01-17 16:00:00+00:00,3417.4,3421.23,-3.8299999999999272,-5.60367530871412,0,-5.60367530871412,time_stop,3 +做多,2025-01-17 16:35:00+00:00,2025-01-17 16:55:00+00:00,3437.556,3436.43,-1.1260000000002037,-1.6377915007060302,0,-1.6377915007060302,time_stop,4 +做空,2025-01-17 17:15:00+00:00,2025-01-17 17:25:00+00:00,3429.298,3437.31,-8.012000000000171,-11.681691121623393,0,-11.681691121623393,reverse,2 +做多,2025-01-17 17:25:00+00:00,2025-01-17 17:35:00+00:00,3427.67,3408.4787061348843,-19.191293865115767,-27.994663816989043,0,-27.994663816989043,stop_loss,2 +做空,2025-01-17 18:05:00+00:00,2025-01-17 18:15:00+00:00,3415.636,3421.72,-6.083999999999833,-8.906101235611512,0,-8.906101235611512,reverse,2 +做多,2025-01-17 18:15:00+00:00,2025-01-17 18:50:00+00:00,3416.5943359999997,3415.16,-1.4343359999998029,-2.099072729949938,0,-2.099072729949938,time_stop,7 +做多,2025-01-17 19:10:00+00:00,2025-01-17 19:15:00+00:00,3414.2676062999867,3426.3907091194023,12.123102819415635,17.753592010547383,0,17.753592010547383,tp1,1 +做多,2025-01-17 19:35:00+00:00,2025-01-17 20:05:00+00:00,3422.6980000000003,3431.344327568617,8.64632756861647,12.630865429284835,0,12.630865429284835,trail_stop,6 +做多,2025-01-17 20:25:00+00:00,2025-01-17 20:30:00+00:00,3469.022,3507.568727792046,38.54672779204611,55.55849428462274,0,55.55849428462274,tp2,1 +做多,2025-01-17 21:00:00+00:00,2025-01-17 21:15:00+00:00,3514.69,3504.7,-9.990000000000236,-14.211779701766352,0,-14.211779701766352,time_stop,3 +做空,2025-01-17 21:35:00+00:00,2025-01-17 21:45:00+00:00,3490.548,3479.0624800273113,11.485519972688508,16.45231633068577,0,16.45231633068577,trail_stop,2 +做空,2025-01-17 22:05:00+00:00,2025-01-17 22:30:00+00:00,3480.2,3482.64,-2.4400000000000546,-3.505545658295579,0,-3.505545658295579,time_stop,5 +做空,2025-01-17 22:55:00+00:00,2025-01-17 23:10:00+00:00,3471.5499999999997,3473.74,-2.1900000000000546,-3.154210655182922,0,-3.154210655182922,time_stop,3 +做空,2025-01-17 23:30:00+00:00,2025-01-17 23:50:00+00:00,3480.9539999999997,3476.5542787119216,4.399721288078126,6.319706161124403,0,6.319706161124403,trail_stop,4 +做多,2025-01-18 00:30:00+00:00,2025-01-18 00:40:00+00:00,3473.5000110589763,3483.2855435268857,9.785532467909434,14.085983067157223,0,14.085983067157223,tp1,2 +做空,2025-01-18 01:00:00+00:00,2025-01-18 01:05:00+00:00,3484.838,3474.4957312537326,10.342268746267564,14.838951977491584,0,14.838951977491584,tp1,1 +做多,2025-01-18 01:25:00+00:00,2025-01-18 01:35:00+00:00,3467.9579999999996,3453.878352083893,-14.079647916106751,-20.29962288486013,0,-20.29962288486013,stop_loss,2 +做多,2025-01-18 02:00:00+00:00,2025-01-18 02:30:00+00:00,3465.4118780041663,3463.6,-1.811878004166374,-2.614231825756147,0,-2.614231825756147,time_stop,6 +做空,2025-01-18 02:50:00+00:00,2025-01-18 02:55:00+00:00,3457.9719999999998,3448.601895305498,9.370104694501606,13.548554896485003,0,13.548554896485003,tp1,1 +做空,2025-01-18 03:15:00+00:00,2025-01-18 03:20:00+00:00,3442.784,3432.2298855953977,10.554114404602387,15.327877677778197,0,15.327877677778197,tp1,1 +做空,2025-01-18 03:40:00+00:00,2025-01-18 03:45:00+00:00,3401.888,3383.580015630093,18.30798436990699,26.90856425888652,0,26.90856425888652,tp1,1 +做空,2025-01-18 04:05:00+00:00,2025-01-18 04:15:00+00:00,3388.93,3369.5580045056813,19.371995494318526,28.581285972738485,0,28.581285972738485,tp1,2 +做空,2025-01-18 04:40:00+00:00,2025-01-18 04:45:00+00:00,3374.1279999999997,3364.6663048814817,9.461695118518037,14.020948699216564,0,14.020948699216564,trail_stop,1 +做空,2025-01-18 05:10:00+00:00,2025-01-18 05:15:00+00:00,3352.8280000000004,3331.4726839612617,21.355316038738692,31.84672169097056,0,31.84672169097056,tp1,1 +做空,2025-01-18 05:35:00+00:00,2025-01-18 05:50:00+00:00,3329.1279999999997,3306.348769508833,22.7792304911668,34.21200760554536,0,34.21200760554536,tp1,3 +做空,2025-01-18 06:10:00+00:00,2025-01-18 06:25:00+00:00,3315.6299999999997,3321.52,-5.890000000000327,-8.882173221982441,0,-8.882173221982441,time_stop,3 +做空,2025-01-18 06:50:00+00:00,2025-01-18 07:00:00+00:00,3322.304,3303.190891331773,19.11310866822714,28.764840105281063,0,28.764840105281063,tp1,2 +做空,2025-01-18 07:25:00+00:00,2025-01-18 07:45:00+00:00,3298.162,3289.611378593333,8.550621406666778,12.962706814684632,0,12.962706814684632,trail_stop,4 +做空,2025-01-18 08:05:00+00:00,2025-01-18 08:25:00+00:00,3267.498,3276.95,-9.45199999999977,-14.463666083345377,0,-14.463666083345377,time_stop,4 +做多,2025-01-18 08:45:00+00:00,2025-01-18 09:10:00+00:00,3282.8300000000004,3282.23,-0.6000000000003638,-0.9138456758351235,0,-0.9138456758351235,time_stop,5 +做空,2025-01-18 09:30:00+00:00,2025-01-18 09:35:00+00:00,3279.24,3261.0315633017653,18.208436698234436,27.76319619520748,0,27.76319619520748,tp1,1 +做多,2025-01-18 10:00:00+00:00,2025-01-18 10:10:00+00:00,3271.2200000000003,3249.0163499035375,-22.203650096462752,-33.93787347910374,0,-33.93787347910374,stop_loss,2 +做空,2025-01-18 10:30:00+00:00,2025-01-18 10:35:00+00:00,3254.6279999999997,3235.3019966994325,19.32600330056721,29.690034161457486,0,29.690034161457486,tp1,1 +做空,2025-01-18 10:55:00+00:00,2025-01-18 11:20:00+00:00,3265.3579999999997,3267.8,-2.442000000000462,-3.739253092617199,0,-3.739253092617199,time_stop,5 +做多,2025-01-18 11:40:00+00:00,2025-01-18 11:45:00+00:00,3292.586,3314.401937736591,21.815937736591422,33.12888066794827,0,33.12888066794827,tp1,1 +做空,2025-01-18 12:30:00+00:00,2025-01-18 12:45:00+00:00,3284.458,3290.6,-6.141999999999825,-9.350096728287932,0,-9.350096728287932,time_stop,3 +做空,2025-01-18 13:05:00+00:00,2025-01-18 13:20:00+00:00,3289.778,3296.11,-6.332000000000335,-9.623749687669404,0,-9.623749687669404,time_stop,3 +做多,2025-01-18 13:40:00+00:00,2025-01-18 14:10:00+00:00,3312.0480000000002,3308.93,-3.118000000000393,-4.707057385642347,0,-4.707057385642347,time_stop,6 +做空,2025-01-18 14:30:00+00:00,2025-01-18 14:35:00+00:00,3309.22,3294.55601622558,14.663983774419648,22.15625400308781,0,22.15625400308781,tp1,1 +做空,2025-01-18 15:00:00+00:00,2025-01-18 15:15:00+00:00,3294.648,3315.8714800852936,-21.22348008529343,-32.209025190693254,0,-32.209025190693254,stop_loss,3 +做空,2025-01-18 15:40:00+00:00,2025-01-18 15:55:00+00:00,3330.3420000000006,3310.77969541813,19.56230458187065,29.369813343300244,0,29.369813343300244,tp1,3 +做空,2025-01-18 16:45:00+00:00,2025-01-18 16:55:00+00:00,3274.786,3260.468836161979,14.31716383802086,21.85969379071008,0,21.85969379071008,trail_stop,2 +做多,2025-01-18 17:15:00+00:00,2025-01-18 17:30:00+00:00,3284.4199999999996,3278.01,-6.4099999999994,-9.758191705079437,0,-9.758191705079437,time_stop,3 +做空,2025-01-18 17:50:00+00:00,2025-01-18 17:55:00+00:00,3277.646,3257.1264004778964,20.519599522103817,31.302342477045748,0,31.302342477045748,tp1,1 +做多,2025-01-18 18:20:00+00:00,2025-01-18 18:40:00+00:00,3259.276,3281.8443421597735,22.568342159773692,34.62171071086599,0,34.62171071086599,tp1,4 +做多,2025-01-18 19:05:00+00:00,2025-01-18 19:15:00+00:00,3266.008,3273.0930846861875,7.085084686187656,10.84670442660835,0,10.84670442660835,trail_stop,2 +做多,2025-01-18 19:40:00+00:00,2025-01-18 20:05:00+00:00,3287.3019999999997,3283.56,-3.7419999999997344,-5.691597547167457,0,-5.691597547167457,time_stop,5 +做空,2025-01-18 20:25:00+00:00,2025-01-18 20:50:00+00:00,3271.5554499369205,3257.7961908103252,13.759259126595225,21.028619776046465,0,21.028619776046465,tp1,5 +做多,2025-01-18 21:10:00+00:00,2025-01-18 21:55:00+00:00,3274.7300000000005,3273.72,-1.010000000000673,-1.5421118687657807,0,-1.5421118687657807,time_stop,9 +做多,2025-01-18 22:15:00+00:00,2025-01-18 22:55:00+00:00,3282.416,3279.36,-3.05600000000004,-4.65510770115677,0,-4.65510770115677,time_stop,8 +做多,2025-01-18 23:20:00+00:00,2025-01-18 23:25:00+00:00,3290.47,3300.9247923934836,10.454792393483785,15.886472743230884,0,15.886472743230884,tp1,1 +做空,2025-01-18 23:45:00+00:00,2025-01-19 00:00:00+00:00,3313.618,3301.4531931524925,12.164806847507407,18.355777351987175,0,18.355777351987175,tp1,3 +做空,2025-01-19 00:30:00+00:00,2025-01-19 00:45:00+00:00,3313.922,3315.01,-1.0880000000001928,-1.6415594573441874,0,-1.6415594573441874,time_stop,3 +做多,2025-01-19 01:05:00+00:00,2025-01-19 01:10:00+00:00,3325.1339132118833,3353.2890387905936,28.15512557871034,42.336829603825116,0,42.336829603825116,tp2,1 +做多,2025-01-19 01:35:00+00:00,2025-01-19 01:45:00+00:00,3342.54,3358.6757924936123,16.13579249361237,24.137022284867754,0,24.137022284867754,tp1,2 +做多,2025-01-19 02:15:00+00:00,2025-01-19 02:25:00+00:00,3348.8495971344446,3362.145220156946,13.295623022501331,19.851030386491793,0,19.851030386491793,tp1,2 +做空,2025-01-19 02:45:00+00:00,2025-01-19 02:50:00+00:00,3370.442,3354.748217102934,15.69378289706583,23.281490820886148,0,23.281490820886148,tp1,1 +做空,2025-01-19 03:10:00+00:00,2025-01-19 03:20:00+00:00,3353.032,3347.084881092774,5.947118907226013,8.868270429906444,0,8.868270429906444,trail_stop,2 +做多,2025-01-19 03:45:00+00:00,2025-01-19 04:00:00+00:00,3336.27,3329.61,-6.6599999999998545,-9.981206557023045,0,-9.981206557023045,time_stop,3 +做多,2025-01-19 04:25:00+00:00,2025-01-19 04:40:00+00:00,3301.2940000000003,3299.63,-1.6640000000002146,-2.52022388796668,0,-2.52022388796668,time_stop,3 +做空,2025-01-19 05:00:00+00:00,2025-01-19 05:10:00+00:00,3278.666,3268.3313382798638,10.33466172013641,15.760467397619045,0,15.760467397619045,trail_stop,2 +做多,2025-01-19 05:40:00+00:00,2025-01-19 05:50:00+00:00,3279.9660000000003,3290.1586028432253,10.192602843224904,15.537665395349988,0,15.537665395349988,trail_stop,2 +做空,2025-01-19 06:15:00+00:00,2025-01-19 06:45:00+00:00,3296.368,3290.762245217453,5.605754782547137,8.502926224479697,0,8.502926224479697,trail_stop,6 +做空,2025-01-19 07:05:00+00:00,2025-01-19 07:10:00+00:00,3288.460393944288,3274.9525913097873,13.507802634500877,20.53818659238765,0,20.53818659238765,tp1,1 +做多,2025-01-19 07:30:00+00:00,2025-01-19 07:45:00+00:00,3273.3740000000003,3280.1438038403485,6.7698038403482315,10.340712427526203,0,10.340712427526203,trail_stop,3 +做空,2025-01-19 08:10:00+00:00,2025-01-19 08:15:00+00:00,3269.4493997042437,3243.124159886974,26.32523981726945,40.259439127045134,0,40.259439127045134,tp2,1 +做空,2025-01-19 08:35:00+00:00,2025-01-19 08:40:00+00:00,3245.516,3228.5893429111693,16.92665708883078,26.07698912720008,0,26.07698912720008,tp1,1 +做空,2025-01-19 09:00:00+00:00,2025-01-19 09:05:00+00:00,3218.442,3177.212268580039,41.2297314199609,64.05231385241818,0,64.05231385241818,tp2,1 +做空,2025-01-19 10:40:00+00:00,2025-01-19 10:50:00+00:00,3192.306,3183.885254523039,8.420745476961201,13.18912641357251,0,13.18912641357251,trail_stop,2 +做空,2025-01-19 11:10:00+00:00,2025-01-19 11:25:00+00:00,3181.9860000000003,3159.182434397834,22.803565602166145,35.832284620620804,0,35.832284620620804,tp1,3 +做空,2025-01-19 11:50:00+00:00,2025-01-19 12:05:00+00:00,3143.3219999999997,3176.0734131903055,-32.75141319030581,-52.09681539197355,0,-52.09681539197355,stop_loss,3 +做多,2025-01-19 12:35:00+00:00,2025-01-19 13:00:00+00:00,3189.948,3213.248091083529,23.30009108352897,36.521114268209026,0,36.521114268209026,tp1,5 +做多,2025-01-19 13:25:00+00:00,2025-01-19 13:40:00+00:00,3213.6440000000002,3209.85,-3.794000000000324,-5.9029562702034255,0,-5.9029562702034255,time_stop,3 +做空,2025-01-19 17:10:00+00:00,2025-01-19 17:15:00+00:00,3414.0139999999997,3389.859212319477,24.15478768052253,35.37593530741604,0,35.37593530741604,tp1,1 +做多,2025-01-19 17:55:00+00:00,2025-01-19 18:10:00+00:00,3441.956,3435.52,-6.436000000000149,-9.349335087374953,0,-9.349335087374953,time_stop,3 +做多,2025-01-19 18:35:00+00:00,2025-01-19 18:55:00+00:00,3409.114,3428.819673738334,19.7056737383341,28.901459057007333,0,28.901459057007333,tp1,4 +做多,2025-01-19 19:15:00+00:00,2025-01-19 19:35:00+00:00,3424.7580000000003,3418.14,-6.618000000000393,-9.661996555669615,0,-9.661996555669615,time_stop,4 +做多,2025-01-19 20:00:00+00:00,2025-01-19 20:15:00+00:00,3420.91,3415.02,-5.889999999999873,-8.608820460052842,0,-8.608820460052842,time_stop,3 +做空,2025-01-19 20:35:00+00:00,2025-01-19 20:45:00+00:00,3415.588,3398.385267773904,17.202732226096032,25.182680443449314,0,25.182680443449314,tp1,2 +做空,2025-01-19 21:15:00+00:00,2025-01-19 21:20:00+00:00,3372.038,3362.538682983603,9.499317016397072,14.085424031990554,0,14.085424031990554,trail_stop,1 +做空,2025-01-20 04:00:00+00:00,2025-01-20 04:40:00+00:00,3269.42,3276.55,-7.130000000000109,-10.904074728851155,0,-10.904074728851155,time_stop,8 +做多,2025-01-20 05:00:00+00:00,2025-01-20 05:05:00+00:00,3275.356,3297.9615953949883,22.605595394988086,34.50860821692067,0,34.50860821692067,tp1,1 +做空,2025-01-20 05:25:00+00:00,2025-01-20 05:30:00+00:00,3293.118,3278.166340992541,14.951659007459057,22.70137147751623,0,22.70137147751623,trail_stop,1 +做多,2025-01-20 05:50:00+00:00,2025-01-20 06:05:00+00:00,3291.688,3290.52,-1.16800000000012,-1.7741657167995872,0,-1.7741657167995872,time_stop,3 +做多,2025-01-20 06:30:00+00:00,2025-01-20 06:35:00+00:00,3303.892,3315.5249985482606,11.63299854826073,17.60499215510182,0,17.60499215510182,trail_stop,1 +做空,2025-01-20 08:45:00+00:00,2025-01-20 09:05:00+00:00,3394.11,3406.96,-12.849999999999909,-18.92985200833195,0,-18.92985200833195,time_stop,4 +做空,2025-01-20 09:25:00+00:00,2025-01-20 09:35:00+00:00,3380.8700000000003,3358.820411436407,22.04958856359326,32.609341032919424,0,32.609341032919424,tp1,2 +做空,2025-01-20 09:55:00+00:00,2025-01-20 10:05:00+00:00,3365.14,3373.24,-8.099999999999909,-12.03516049852296,0,-12.03516049852296,reverse,2 +做多,2025-01-20 10:05:00+00:00,2025-01-20 10:15:00+00:00,3366.802,3375.446254385164,8.644254385164004,12.837485520627592,0,12.837485520627592,trail_stop,2 +做空,2025-01-20 10:35:00+00:00,2025-01-20 10:55:00+00:00,3368.52,3348.568598754751,19.951401245249144,29.61449129773483,0,29.61449129773483,tp1,4 +做多,2025-01-20 11:15:00+00:00,2025-01-20 11:20:00+00:00,3345.774,3386.0351049049586,40.261104904958756,60.16710170047163,0,60.16710170047163,tp2,1 +做多,2025-01-20 11:40:00+00:00,2025-01-20 12:00:00+00:00,3371.18,3367.78,-3.399999999999636,-5.042744676937506,0,-5.042744676937506,time_stop,4 +做多,2025-01-20 14:15:00+00:00,2025-01-20 14:35:00+00:00,3343.8799999999997,3339.36,-4.519999999999527,-6.758615739798569,0,-6.758615739798569,time_stop,4 +做多,2025-01-20 14:55:00+00:00,2025-01-20 15:25:00+00:00,3353.268,3377.1639598202046,23.895959820204553,35.630852977162206,0,35.630852977162206,tp1,6 +做空,2025-01-20 20:25:00+00:00,2025-01-20 20:40:00+00:00,3326.02,3335.45,-9.429999999999836,-14.176102368596455,0,-14.176102368596455,time_stop,3 +做空,2025-01-20 21:05:00+00:00,2025-01-20 21:20:00+00:00,3325.878,3331.72,-5.8419999999996435,-8.78264325991459,0,-8.78264325991459,time_stop,3 +做空,2025-01-20 21:40:00+00:00,2025-01-20 21:50:00+00:00,3318.386,3307.9527601690756,10.433239830924322,15.720352953098768,0,15.720352953098768,trail_stop,2 +做空,2025-01-20 22:20:00+00:00,2025-01-20 22:30:00+00:00,3292.6580000000004,3315.81,-23.15199999999959,-35.1570068923034,0,-35.1570068923034,reverse,2 +做多,2025-01-20 22:30:00+00:00,2025-01-20 23:10:00+00:00,3310.8759999999997,3292.6,-18.27599999999984,-27.59994635860697,0,-27.59994635860697,time_stop,8 +做空,2025-01-20 23:30:00+00:00,2025-01-20 23:45:00+00:00,3302.554,3261.5677200166083,40.986279983391796,62.052399420860034,0,62.052399420860034,tp2,3 +做多,2025-01-21 00:45:00+00:00,2025-01-21 00:50:00+00:00,3264.2180000000003,3229.3006952595365,-34.917304740463806,-53.484946073552386,0,-53.484946073552386,stop_loss,1 +做多,2025-01-21 02:10:00+00:00,2025-01-21 02:30:00+00:00,3254.166,3251.55,-2.6159999999999854,-4.019463051362447,0,-4.019463051362447,time_stop,4 +做多,2025-01-21 02:50:00+00:00,2025-01-21 04:00:00+00:00,3253.068,3250.37,-2.69800000000032,-4.146854600027297,0,-4.146854600027297,time_stop,14 +做多,2025-01-21 04:20:00+00:00,2025-01-21 04:30:00+00:00,3252.56,3228.8449307971505,-23.715069202849463,-36.45600573525079,0,-36.45600573525079,stop_loss,2 +做多,2025-01-21 04:55:00+00:00,2025-01-21 05:25:00+00:00,3239.96,3239.36,-0.599999999999909,-0.9259373572511838,0,-0.9259373572511838,time_stop,6 +做空,2025-01-21 05:55:00+00:00,2025-01-21 06:05:00+00:00,3227.4,3244.81,-17.409999999999854,-26.97217574518165,0,-26.97217574518165,reverse,2 +做多,2025-01-21 06:05:00+00:00,2025-01-21 06:35:00+00:00,3235.3320000000003,3224.48,-10.852000000000317,-16.771076353215552,0,-16.771076353215552,time_stop,6 +做多,2025-01-21 07:20:00+00:00,2025-01-21 07:50:00+00:00,3250.034,3249.68,-0.3540000000002692,-0.54460968716061,0,-0.54460968716061,time_stop,6 +做多,2025-01-21 08:15:00+00:00,2025-01-21 08:30:00+00:00,3261.966,3253.74,-8.226000000000113,-12.608960363167663,0,-12.608960363167663,time_stop,3 +做多,2025-01-21 08:55:00+00:00,2025-01-21 09:00:00+00:00,3246.724,3254.051366499423,7.327366499422624,11.284246057599328,0,11.284246057599328,trail_stop,1 +做空,2025-01-21 09:25:00+00:00,2025-01-21 09:45:00+00:00,3263.148,3267.86,-4.711999999999989,-7.220021892969594,0,-7.220021892969594,time_stop,4 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13:40:00+00:00,3301.7100000000005,3303.2,-1.489999999999327,-2.256406528737119,0,-2.256406528737119,time_stop,3 +做空,2025-01-21 14:05:00+00:00,2025-01-21 14:15:00+00:00,3306.302,3314.6,-8.297999999999774,-12.54876293817046,0,-12.54876293817046,reverse,2 +做多,2025-01-21 14:15:00+00:00,2025-01-21 14:20:00+00:00,3313.6336703224274,3327.2251418105984,13.59147148817101,20.508409861203088,0,20.508409861203088,tp1,1 +做多,2025-01-21 14:40:00+00:00,2025-01-21 14:55:00+00:00,3293.8340000000003,3288.51,-5.324000000000069,-8.08176732646525,0,-8.08176732646525,time_stop,3 +做多,2025-01-21 15:15:00+00:00,2025-01-21 16:05:00+00:00,3276.6820000000002,3302.3414931282264,25.65949312822613,39.15468929884885,0,39.15468929884885,tp1,10 +做空,2025-01-21 16:35:00+00:00,2025-01-21 16:45:00+00:00,3308.498,3317.6,-9.101999999999862,-13.755486628675403,0,-13.755486628675403,reverse,2 +做多,2025-01-21 16:45:00+00:00,2025-01-21 17:30:00+00:00,3309.724,3307.48,-2.244000000000142,-3.3900107682697134,0,-3.3900107682697134,time_stop,9 +做多,2025-01-21 17:50:00+00:00,2025-01-21 18:10:00+00:00,3339.6,3337.27,-2.3299999999999272,-3.48844172954834,0,-3.48844172954834,time_stop,4 +做多,2025-01-21 18:30:00+00:00,2025-01-21 18:35:00+00:00,3334.352,3353.384550828249,19.032550828248986,28.540104386472976,0,28.540104386472976,tp1,1 +做空,2025-01-21 19:00:00+00:00,2025-01-21 19:10:00+00:00,3344.0499999999997,3326.644632725756,17.405367274243872,26.024382521558998,0,26.024382521558998,tp1,2 +做空,2025-01-21 19:30:00+00:00,2025-01-21 19:45:00+00:00,3326.552,3331.47,-4.917999999999665,-7.392038362844869,0,-7.392038362844869,time_stop,3 +做空,2025-01-21 20:05:00+00:00,2025-01-21 20:25:00+00:00,3333.276,3327.6762567643323,5.5997432356675745,8.399759329361826,0,8.399759329361826,trail_stop,4 +做多,2025-01-21 20:50:00+00:00,2025-01-21 21:05:00+00:00,3310.938,3308.01,-2.9279999999998836,-4.421707685253972,0,-4.421707685253972,time_stop,3 +做多,2025-01-21 21:25:00+00:00,2025-01-21 21:30:00+00:00,3307.8364001999244,3320.6338314871145,12.797431287190193,19.34411158668053,0,19.34411158668053,tp1,1 +做多,2025-01-21 22:00:00+00:00,2025-01-21 22:15:00+00:00,3331.8676026934513,3329.91,-1.957602693451463,-2.9376958014012247,0,-2.9376958014012247,time_stop,3 +做多,2025-01-21 22:35:00+00:00,2025-01-21 22:45:00+00:00,3334.8397824251533,3345.6216233443915,10.78184091923822,16.165455648063368,0,16.165455648063368,tp1,2 +做多,2025-01-21 23:05:00+00:00,2025-01-21 23:20:00+00:00,3320.752,3313.39,-7.36200000000008,-11.084838614868078,0,-11.084838614868078,time_stop,3 +做空,2025-01-21 23:40:00+00:00,2025-01-21 23:55:00+00:00,3320.856,3326.74,-5.88399999999956,-8.859161613751935,0,-8.859161613751935,time_stop,3 +做多,2025-01-22 00:30:00+00:00,2025-01-22 00:50:00+00:00,3329.418992,3343.0407618383656,13.621769838365708,20.45667708254262,0,20.45667708254262,tp1,4 +做空,2025-01-22 01:10:00+00:00,2025-01-22 01:25:00+00:00,3336.9880000000003,3338.01,-1.0219999999999345,-1.531321059590167,0,-1.531321059590167,time_stop,3 +做多,2025-01-22 01:45:00+00:00,2025-01-22 02:00:00+00:00,3327.496,3323.0,-4.496000000000095,-6.755830810916218,0,-6.755830810916218,time_stop,3 +做多,2025-01-22 02:35:00+00:00,2025-01-22 03:10:00+00:00,3336.8594788614214,3336.01,-0.8494788614211757,-1.2728717927777837,0,-1.2728717927777837,time_stop,7 +做多,2025-01-22 03:35:00+00:00,2025-01-22 03:45:00+00:00,3340.840138891942,3332.96,-7.880138891941897,-11.793648549965496,0,-11.793648549965496,reverse,2 +做空,2025-01-22 03:45:00+00:00,2025-01-22 03:50:00+00:00,3338.486,3328.390858173879,10.095141826120653,15.119341261459017,0,15.119341261459017,tp1,1 +做空,2025-01-22 04:20:00+00:00,2025-01-22 04:35:00+00:00,3327.738,3319.15899956854,8.579000431459917,12.890138032891889,0,12.890138032891889,tp1,3 +做多,2025-01-22 04:55:00+00:00,2025-01-22 05:05:00+00:00,3327.3348149728113,3336.197400408466,8.862585435654637,13.317844353645329,0,13.317844353645329,tp1,2 +做空,2025-01-22 05:25:00+00:00,2025-01-22 05:30:00+00:00,3330.156,3321.7024086825363,8.453591317463633,12.692485453329565,0,12.692485453329565,tp1,1 +做空,2025-01-22 05:50:00+00:00,2025-01-22 06:00:00+00:00,3320.748,3313.398730619155,7.349269380845271,11.065683666519218,0,11.065683666519218,tp1,2 +做空,2025-01-22 06:20:00+00:00,2025-01-22 06:25:00+00:00,3312.176,3304.4328253328354,7.743174667164567,11.688954130403348,0,11.688954130403348,tp1,1 +做空,2025-01-22 06:45:00+00:00,2025-01-22 07:15:00+00:00,3308.362,3308.64,-0.27799999999979264,-0.42014749292821135,0,-0.42014749292821135,time_stop,6 +做空,2025-01-22 07:35:00+00:00,2025-01-22 07:40:00+00:00,3299.83744,3290.495421877147,9.342018122853005,14.15527021060317,0,14.15527021060317,tp1,1 +做空,2025-01-22 08:00:00+00:00,2025-01-22 08:15:00+00:00,3286.3511192421256,3291.1,-4.7488807578743035,-7.225157302986931,0,-7.225157302986931,time_stop,3 +做空,2025-01-22 08:35:00+00:00,2025-01-22 08:45:00+00:00,3282.07368,3294.99,-12.916319999999814,-19.677071966281716,0,-19.677071966281716,reverse,2 +做多,2025-01-22 08:45:00+00:00,2025-01-22 08:50:00+00:00,3287.766,3299.267461972194,11.501461972193738,17.49130256258161,0,17.49130256258161,tp1,1 +做空,2025-01-22 09:10:00+00:00,2025-01-22 09:25:00+00:00,3293.8540000000003,3295.82,-1.9659999999998945,-2.9843459971205375,0,-2.9843459971205375,time_stop,3 +做空,2025-01-22 09:45:00+00:00,2025-01-22 10:00:00+00:00,3300.3720000000003,3291.3054232238756,9.066576776124748,13.735689152805724,0,13.735689152805724,tp1,3 +做多,2025-01-22 10:25:00+00:00,2025-01-22 10:45:00+00:00,3298.402,3303.0153215511577,4.613321551157696,6.993267574961597,0,6.993267574961597,trail_stop,4 +做多,2025-01-22 11:05:00+00:00,2025-01-22 11:10:00+00:00,3304.932,3308.79742696732,3.865426967320218,5.847967473037597,0,5.847967473037597,trail_stop,1 +做多,2025-01-22 11:30:00+00:00,2025-01-22 11:40:00+00:00,3308.092,3315.4956796643714,7.403679664371339,11.190256595601541,0,11.190256595601541,tp1,2 +做空,2025-01-22 12:30:00+00:00,2025-01-22 12:55:00+00:00,3315.2621693647993,3315.9,-0.6378306352007712,-0.9619610797220585,0,-0.9619610797220585,time_stop,5 +做空,2025-01-22 13:20:00+00:00,2025-01-22 13:30:00+00:00,3307.953686652207,3299.1953042866103,8.758382365596844,13.238369087417164,0,13.238369087417164,tp1,2 +做空,2025-01-22 13:50:00+00:00,2025-01-22 14:15:00+00:00,3286.388855232688,3287.68,-1.2911447673118346,-1.9643822204058943,0,-1.9643822204058943,time_stop,5 +做空,2025-01-22 14:40:00+00:00,2025-01-22 14:45:00+00:00,3292.107799036692,3275.8377951551065,16.27000388158558,24.710618355733015,0,24.710618355733015,tp1,1 +做空,2025-01-22 15:10:00+00:00,2025-01-22 15:20:00+00:00,3297.81,3280.8182150663824,16.99178493361751,25.762225436907386,0,25.762225436907386,tp1,2 +做多,2025-01-22 15:50:00+00:00,2025-01-22 16:05:00+00:00,3280.4719999999998,3267.94,-12.531999999999698,-19.100909869067163,0,-19.100909869067163,time_stop,3 +做空,2025-01-22 16:30:00+00:00,2025-01-22 16:55:00+00:00,3276.4280000000003,3277.1,-0.6719999999995707,-1.0255070460873406,0,-1.0255070460873406,time_stop,5 +做多,2025-01-22 17:15:00+00:00,2025-01-22 17:40:00+00:00,3279.258,3278.46,-0.7979999999997744,-1.2167386646609912,0,-1.2167386646609912,time_stop,5 +做空,2025-01-22 18:05:00+00:00,2025-01-22 18:15:00+00:00,3282.786944,3271.9690235822236,10.81792041777635,16.476732426312996,0,16.476732426312996,tp1,2 +做多,2025-01-22 18:35:00+00:00,2025-01-22 18:50:00+00:00,3275.242,3266.91,-8.332000000000335,-12.719670790739027,0,-12.719670790739027,time_stop,3 +做多,2025-01-22 19:30:00+00:00,2025-01-22 19:45:00+00:00,3271.14,3269.01,-2.1299999999996544,-3.2557457033322548,0,-3.2557457033322548,time_stop,3 +做多,2025-01-22 20:05:00+00:00,2025-01-22 20:25:00+00:00,3263.078,3267.0485382747656,3.9705382747656586,6.084038252787182,0,6.084038252787182,trail_stop,4 +做空,2025-01-22 20:45:00+00:00,2025-01-22 21:00:00+00:00,3262.4926113166443,3250.5458343402947,11.94677697634961,18.309278210944743,0,18.309278210944743,tp1,3 +做多,2025-01-22 21:25:00+00:00,2025-01-22 21:30:00+00:00,3248.9419999999996,3253.7834473936296,4.8414473936300055,7.450806129549259,0,7.450806129549259,trail_stop,1 +做空,2025-01-22 21:55:00+00:00,2025-01-22 22:15:00+00:00,3260.244,3249.103692658729,11.140307341271182,17.085082192116882,0,17.085082192116882,tp1,4 +做多,2025-01-22 22:35:00+00:00,2025-01-22 22:50:00+00:00,3258.3259999999996,3252.86,-5.46599999999944,-8.38774266294938,0,-8.38774266294938,time_stop,3 +做多,2025-01-22 23:30:00+00:00,2025-01-22 23:50:00+00:00,3240.598,3238.1,-2.4980000000000473,-3.8542269050342672,0,-3.8542269050342672,time_stop,4 +做多,2025-01-23 00:30:00+00:00,2025-01-23 00:45:00+00:00,3255.162,3247.51,-7.651999999999589,-11.753639296599662,0,-11.753639296599662,time_stop,3 +做空,2025-01-23 01:10:00+00:00,2025-01-23 01:25:00+00:00,3250.117444155857,3253.72,-3.6025558441428984,-5.542193329999155,0,-5.542193329999155,time_stop,3 +做空,2025-01-23 01:45:00+00:00,2025-01-23 01:50:00+00:00,3240.4407643974355,3228.7491545427997,11.691609854635772,18.040153646829342,0,18.040153646829342,tp1,1 +做空,2025-01-23 02:10:00+00:00,2025-01-23 02:15:00+00:00,3218.89084536802,3211.698526969946,7.192318398073894,11.17204456998539,0,11.17204456998539,trail_stop,1 +做空,2025-01-23 02:35:00+00:00,2025-01-23 02:50:00+00:00,3216.058794854763,3218.53,-2.471205145237036,-3.841977561465314,0,-3.841977561465314,time_stop,3 +做多,2025-01-23 03:25:00+00:00,2025-01-23 03:40:00+00:00,3238.178,3238.06,-0.11799999999993815,-0.18220122550387619,0,-0.18220122550387619,time_stop,3 +做空,2025-01-23 04:10:00+00:00,2025-01-23 04:15:00+00:00,3228.157799854094,3217.309551167974,10.84824868611986,16.802537792003506,0,16.802537792003506,tp1,1 +做空,2025-01-23 04:35:00+00:00,2025-01-23 04:40:00+00:00,3212.0380800746607,3196.8192280522812,15.218852022379451,23.69033561088059,0,23.69033561088059,tp1,1 +做多,2025-01-23 05:05:00+00:00,2025-01-23 05:40:00+00:00,3201.5819999999994,3215.6624727864682,14.080472786468818,21.989867488118094,0,21.989867488118094,tp1,7 +做空,2025-01-23 06:00:00+00:00,2025-01-23 06:10:00+00:00,3213.94,3219.51,-5.570000000000164,-8.665376453823287,0,-8.665376453823287,reverse,2 +做多,2025-01-23 06:10:00+00:00,2025-01-23 06:25:00+00:00,3216.7000000000003,3219.995727273079,3.2957272730786826,5.122839047904191,0,5.122839047904191,trail_stop,3 +做空,2025-01-23 06:45:00+00:00,2025-01-23 06:50:00+00:00,3211.9411660023115,3207.0863823310633,4.854783671248242,7.557398190594299,0,7.557398190594299,trail_stop,1 +做多,2025-01-23 07:20:00+00:00,2025-01-23 07:35:00+00:00,3213.8179999999998,3223.6656494602043,9.847649460204593,15.320795172913641,0,15.320795172913641,tp1,3 +做多,2025-01-23 07:55:00+00:00,2025-01-23 08:05:00+00:00,3230.9820000000004,3227.56,-3.42200000000048,-5.295603627628504,0,-5.295603627628504,reverse,2 +做空,2025-01-23 08:05:00+00:00,2025-01-23 08:20:00+00:00,3230.2960000000003,3220.6253156493394,9.67068435066085,14.968727866828377,0,14.968727866828377,tp1,3 +做空,2025-01-23 08:40:00+00:00,2025-01-23 08:45:00+00:00,3221.9099883291055,3212.1330042699274,9.776984059178176,15.172652393446528,0,15.172652393446528,tp1,1 +做空,2025-01-23 09:05:00+00:00,2025-01-23 09:20:00+00:00,3214.402202924801,3216.15,-1.747797075199287,-2.7186969222596935,0,-2.7186969222596935,time_stop,3 +做空,2025-01-23 09:40:00+00:00,2025-01-23 09:50:00+00:00,3206.7562827914276,3196.2906722423836,10.465610549043959,16.31806352919003,0,16.31806352919003,tp1,2 +做多,2025-01-23 10:20:00+00:00,2025-01-23 10:35:00+00:00,3203.5580000000004,3199.73,-3.8280000000004293,-5.9746069838604905,0,-5.9746069838604905,time_stop,3 +做多,2025-01-23 11:00:00+00:00,2025-01-23 11:15:00+00:00,3204.704,3201.71,-2.994000000000142,-4.6712582503721745,0,-4.6712582503721745,time_stop,3 +做空,2025-01-23 11:45:00+00:00,2025-01-23 12:05:00+00:00,3211.3959999999997,3211.99,-0.5940000000000509,-0.9248314440200632,0,-0.9248314440200632,time_stop,4 +做多,2025-01-23 12:30:00+00:00,2025-01-23 12:55:00+00:00,3205.4,3202.62,-2.7800000000002,-4.33643227054377,0,-4.33643227054377,time_stop,5 +做空,2025-01-23 13:15:00+00:00,2025-01-23 13:30:00+00:00,3208.233399838264,3224.4168082019523,-16.18340836368816,-25.221681758727417,0,-25.221681758727417,stop_loss,3 +做空,2025-01-23 13:50:00+00:00,2025-01-23 14:20:00+00:00,3232.306,3235.58,-3.2739999999998872,-5.064495750092793,0,-5.064495750092793,time_stop,6 +做多,2025-01-23 14:45:00+00:00,2025-01-23 15:05:00+00:00,3267.956,3243.446500270399,-24.509499729600975,-37.49973948486603,0,-37.49973948486603,stop_loss,4 +做空,2025-01-23 15:25:00+00:00,2025-01-23 15:35:00+00:00,3235.0280000000002,3249.34,-14.311999999999898,-22.120364955109967,0,-22.120364955109967,reverse,2 +做多,2025-01-23 15:35:00+00:00,2025-01-23 16:00:00+00:00,3247.058,3260.880769321893,13.822769321892793,21.285066854199698,0,21.285066854199698,trail_stop,5 +做多,2025-01-23 16:30:00+00:00,2025-01-23 16:45:00+00:00,3275.452,3271.55,-3.9020000000000437,-5.956429830142594,0,-5.956429830142594,time_stop,3 +做空,2025-01-23 17:05:00+00:00,2025-01-23 17:20:00+00:00,3231.5200000000004,3241.27,-9.749999999999545,-15.08578006634578,0,-15.08578006634578,time_stop,3 +做多,2025-01-23 17:45:00+00:00,2025-01-23 18:05:00+00:00,3254.7422160239767,3254.11,-0.6322160239765253,-0.9712228834344464,0,-0.9712228834344464,time_stop,4 +做空,2025-01-23 18:40:00+00:00,2025-01-23 18:45:00+00:00,3251.744,3245.1105777739936,6.633422226006587,10.199791597995702,0,10.199791597995702,trail_stop,1 +做空,2025-01-23 19:05:00+00:00,2025-01-23 19:15:00+00:00,3232.256,3218.0005433482606,14.255456651739223,22.0518681870174,0,22.0518681870174,tp1,2 +做多,2025-01-23 19:35:00+00:00,2025-01-23 19:45:00+00:00,3218.621284163438,3205.01,-13.611284163437631,-21.14458794889779,0,-21.14458794889779,reverse,2 +做空,2025-01-23 19:45:00+00:00,2025-01-23 19:50:00+00:00,3221.768,3204.8487411273013,16.91925887269872,26.257723822290615,0,26.257723822290615,tp1,1 +做多,2025-01-23 20:10:00+00:00,2025-01-23 20:15:00+00:00,3212.692,3233.63997736281,20.94797736280998,32.601907314504444,0,32.601907314504444,tp1,1 +做空,2025-01-23 21:45:00+00:00,2025-01-23 22:00:00+00:00,3245.824,3259.56,-13.735999999999876,-21.159496017035853,0,-21.159496017035853,time_stop,3 +做多,2025-01-23 22:20:00+00:00,2025-01-23 22:30:00+00:00,3274.566,3300.069106353027,25.503106353027306,38.941200685873035,0,38.941200685873035,tp1,2 +做多,2025-01-23 22:50:00+00:00,2025-01-23 22:55:00+00:00,3305.838,3314.2674261454013,8.429426145401067,12.74930311981571,0,12.74930311981571,trail_stop,1 +做多,2025-01-23 23:15:00+00:00,2025-01-23 23:20:00+00:00,3318.3,3340.7185310124296,22.418531012429412,33.780144972469955,0,33.780144972469955,tp1,1 +做空,2025-01-23 23:45:00+00:00,2025-01-24 00:15:00+00:00,3336.546,3325.183305768586,11.362694231414025,17.027630117214066,0,17.027630117214066,trail_stop,6 +做空,2025-01-24 00:35:00+00:00,2025-01-24 00:40:00+00:00,3308.21,3301.4533943731603,6.756605626839701,10.211875344732801,0,10.211875344732801,trail_stop,1 +做多,2025-01-24 01:00:00+00:00,2025-01-24 01:05:00+00:00,3286.676,3303.3733981182063,16.697398118206365,25.40164914066121,0,25.40164914066121,tp1,1 +做多,2025-01-24 01:25:00+00:00,2025-01-24 01:35:00+00:00,3308.319232597422,3324.9245086405685,16.60527604314666,25.096242042684548,0,25.096242042684548,tp1,2 +做多,2025-01-24 01:55:00+00:00,2025-01-24 02:10:00+00:00,3293.5139999999997,3299.909171785061,6.395171785061393,9.708736299680817,0,9.708736299680817,trail_stop,3 +做多,2025-01-24 02:30:00+00:00,2025-01-24 02:45:00+00:00,3305.449453167114,3284.496456917458,-20.952996249655826,-31.694625113053426,0,-31.694625113053426,stop_loss,3 +做空,2025-01-24 03:10:00+00:00,2025-01-24 03:20:00+00:00,3293.4739999999997,3276.9635865635996,16.510413436400086,25.065346555643202,0,25.065346555643202,tp1,2 +做多,2025-01-24 03:40:00+00:00,2025-01-24 03:55:00+00:00,3309.998,3301.41,-8.588000000000193,-12.972817506234433,0,-12.972817506234433,time_stop,3 +做多,2025-01-24 04:15:00+00:00,2025-01-24 04:35:00+00:00,3306.0060820944227,3311.691733448563,5.685651354140191,8.598972919218307,0,8.598972919218307,trail_stop,4 +做多,2025-01-24 04:55:00+00:00,2025-01-24 05:05:00+00:00,3323.9853875931058,3340.095230902163,16.109843309057396,24.232722816995466,0,24.232722816995466,tp1,2 +做多,2025-01-24 05:30:00+00:00,2025-01-24 05:40:00+00:00,3366.356,3372.38766694682,6.031666946819769,8.958747896567933,0,8.958747896567933,trail_stop,2 +做多,2025-01-24 06:20:00+00:00,2025-01-24 06:35:00+00:00,3393.038,3381.82,-11.217999999999847,-16.530908289267387,0,-16.530908289267387,time_stop,3 +做空,2025-01-24 06:55:00+00:00,2025-01-24 07:15:00+00:00,3390.234,3396.55,-6.316000000000258,-9.314991236593489,0,-9.314991236593489,time_stop,4 +做空,2025-01-24 07:40:00+00:00,2025-01-24 07:50:00+00:00,3378.834,3385.68,-6.846000000000004,-10.13071373142333,0,-10.13071373142333,reverse,2 +做多,2025-01-24 07:50:00+00:00,2025-01-24 08:15:00+00:00,3382.0803401930057,3396.3093459973593,14.22900580435362,21.035877881513617,0,21.035877881513617,tp1,5 +做多,2025-01-24 08:35:00+00:00,2025-01-24 08:45:00+00:00,3409.6161835052776,3396.84,-12.776183505277459,-18.735515696876504,0,-18.735515696876504,reverse,2 +做空,2025-01-24 08:45:00+00:00,2025-01-24 09:00:00+00:00,3398.056,3402.99,-4.933999999999742,-7.260033383793178,0,-7.260033383793178,time_stop,3 +做多,2025-01-24 09:20:00+00:00,2025-01-24 09:30:00+00:00,3404.839688,3395.1,-9.739688000000115,-14.302711570131512,0,-14.302711570131512,reverse,2 +做空,2025-01-24 09:30:00+00:00,2025-01-24 09:55:00+00:00,3397.622,3400.87,-3.2480000000000473,-4.77981364613257,0,-4.77981364613257,time_stop,5 +做空,2025-01-24 10:15:00+00:00,2025-01-24 10:30:00+00:00,3392.9159999999997,3400.51,-7.594000000000506,-11.190963760966241,0,-11.190963760966241,time_stop,3 +做多,2025-01-24 10:50:00+00:00,2025-01-24 10:55:00+00:00,3401.352954503098,3412.3155865546864,10.962632051588571,16.11510507469534,0,16.11510507469534,tp1,1 +做多,2025-01-24 11:15:00+00:00,2025-01-24 11:30:00+00:00,3406.593802121331,3400.99,-5.603802121331228,-8.224934416662277,0,-8.224934416662277,time_stop,3 +做多,2025-01-24 11:50:00+00:00,2025-01-24 12:05:00+00:00,3396.954,3391.28,-5.673999999999978,-8.351599697846922,0,-8.351599697846922,time_stop,3 +做多,2025-01-24 12:30:00+00:00,2025-01-24 12:50:00+00:00,3388.1580000000004,3397.2540074738354,9.096007473835016,13.423233913287124,0,13.423233913287124,tp1,4 +做空,2025-01-24 13:20:00+00:00,2025-01-24 13:45:00+00:00,3396.994,3397.2,-0.20599999999967622,-0.3032092491180088,0,-0.3032092491180088,time_stop,5 +做空,2025-01-24 14:05:00+00:00,2025-01-24 14:25:00+00:00,3395.61,3400.02,-4.4099999999998545,-6.4936786026661695,0,-6.4936786026661695,time_stop,4 +做空,2025-01-24 14:50:00+00:00,2025-01-24 15:15:00+00:00,3402.272,3384.53208050835,17.739919491649744,26.070695540582502,0,26.070695540582502,tp1,5 +做空,2025-01-24 15:35:00+00:00,2025-01-24 15:40:00+00:00,3386.474,3368.895128281036,17.578871718964365,25.954535187579122,0,25.954535187579122,tp1,1 +做多,2025-01-24 16:35:00+00:00,2025-01-24 16:55:00+00:00,3387.015728,3379.29,-7.72572799999989,-11.404918991270609,0,-11.404918991270609,time_stop,4 +做多,2025-01-24 17:15:00+00:00,2025-01-24 17:45:00+00:00,3384.485549413836,3399.19065671135,14.705107297514132,21.72428731459783,0,21.72428731459783,tp1,6 +做空,2025-01-24 18:10:00+00:00,2025-01-24 18:40:00+00:00,3398.894,3384.576288507109,14.317711492890794,21.06230952317253,0,21.06230952317253,tp1,6 +做空,2025-01-24 19:00:00+00:00,2025-01-24 19:15:00+00:00,3379.7499999999995,3381.99,-2.2400000000002365,-3.313854575042883,0,-3.313854575042883,time_stop,3 +做空,2025-01-24 19:40:00+00:00,2025-01-24 19:45:00+00:00,3388.848,3375.3027737971966,13.545226202803406,19.985001101854383,0,19.985001101854383,tp1,1 +做空,2025-01-24 20:10:00+00:00,2025-01-24 20:15:00+00:00,3372.266,3365.0144666626393,7.251533337360797,10.751722042924248,0,10.751722042924248,trail_stop,1 +做空,2025-01-24 20:45:00+00:00,2025-01-24 20:55:00+00:00,3342.165368,3326.1612988524116,16.004069147588325,23.94266498722861,0,23.94266498722861,tp1,2 +做多,2025-01-24 21:15:00+00:00,2025-01-24 21:40:00+00:00,3331.456,3330.56,-0.8960000000001855,-1.3447573673495694,0,-1.3447573673495694,time_stop,5 +做空,2025-01-24 22:10:00+00:00,2025-01-24 22:20:00+00:00,3325.2209967565923,3332.02,-6.799003243407697,-10.223385528419643,0,-10.223385528419643,reverse,2 +做多,2025-01-24 22:20:00+00:00,2025-01-24 22:50:00+00:00,3329.822,3329.53,-0.2919999999999163,-0.43846187573977874,0,-0.43846187573977874,time_stop,6 +做空,2025-01-24 23:10:00+00:00,2025-01-24 23:30:00+00:00,3312.121580955908,3312.54,-0.41841904409193376,-0.6316480749042646,0,-0.6316480749042646,time_stop,4 +做空,2025-01-24 23:50:00+00:00,2025-01-25 00:10:00+00:00,3308.9437242637573,3297.872720648835,11.07100361492212,16.72890888675574,0,16.72890888675574,tp1,4 +做空,2025-01-25 00:30:00+00:00,2025-01-25 00:35:00+00:00,3302.790616,3288.3669754317284,14.423640568271821,21.835535832029596,0,21.835535832029596,tp1,1 +做空,2025-01-25 00:55:00+00:00,2025-01-25 01:10:00+00:00,3273.145583362439,3287.29,-14.14441663756088,-21.60676370378643,0,-21.60676370378643,time_stop,3 +做多,2025-01-25 01:30:00+00:00,2025-01-25 01:45:00+00:00,3298.386,3295.11,-3.27599999999984,-4.96606522098966,0,-4.96606522098966,time_stop,3 +做多,2025-01-25 02:05:00+00:00,2025-01-25 03:05:00+00:00,3293.422,3292.99,-0.43200000000024374,-0.6558527877694443,0,-0.6558527877694443,time_stop,12 +做多,2025-01-25 03:25:00+00:00,2025-01-25 03:30:00+00:00,3301.926,3311.3746195287476,9.448619528747713,14.30773967791482,0,14.30773967791482,tp1,1 +做空,2025-01-25 03:50:00+00:00,2025-01-25 04:15:00+00:00,3315.466,3310.5151770231696,4.950822976830295,7.466255085756113,0,7.466255085756113,trail_stop,5 +做多,2025-01-25 04:45:00+00:00,2025-01-25 04:55:00+00:00,3306.78,3296.7931740015465,-9.986825998453696,-15.100529818212424,0,-15.100529818212424,stop_loss,2 +做多,2025-01-25 05:35:00+00:00,2025-01-25 05:50:00+00:00,3299.6420000000003,3296.82,-2.8220000000001164,-4.276221480997205,0,-4.276221480997205,time_stop,3 +做空,2025-01-25 06:10:00+00:00,2025-01-25 06:15:00+00:00,3299.9191180736107,3283.914594645604,16.00452342800645,24.24987227770205,0,24.24987227770205,tp2,1 +做空,2025-01-25 06:35:00+00:00,2025-01-25 06:55:00+00:00,3288.9116019675735,3290.84,-1.928398032426685,-2.931665951850198,0,-2.931665951850198,time_stop,4 +做空,2025-01-25 07:15:00+00:00,2025-01-25 07:30:00+00:00,3289.0900871868894,3291.72,-2.6299128131104226,-3.9979336889488306,0,-3.9979336889488306,time_stop,3 +做空,2025-01-25 07:50:00+00:00,2025-01-25 08:05:00+00:00,3292.473357804097,3295.16,-2.686642195903005,-4.079975604866931,0,-4.079975604866931,time_stop,3 +做空,2025-01-25 08:30:00+00:00,2025-01-25 08:45:00+00:00,3287.7357311775404,3290.3,-2.5642688224597805,-3.899748994639174,0,-3.899748994639174,time_stop,3 +做多,2025-01-25 09:15:00+00:00,2025-01-25 09:25:00+00:00,3288.172,3285.28,-2.8919999999998254,-4.397580175246041,0,-4.397580175246041,reverse,2 +做空,2025-01-25 09:25:00+00:00,2025-01-25 09:45:00+00:00,3289.364887283948,3285.718030435875,3.6468568480731847,5.543405753145891,0,5.543405753145891,trail_stop,4 +做多,2025-01-25 10:10:00+00:00,2025-01-25 10:25:00+00:00,3278.014,3276.03,-1.9839999999999236,-3.0262225847722486,0,-3.0262225847722486,time_stop,3 +做多,2025-01-25 10:55:00+00:00,2025-01-25 11:10:00+00:00,3293.934,3292.0,-1.9340000000001965,-2.9356993795264206,0,-2.9356993795264206,time_stop,3 +做多,2025-01-25 11:45:00+00:00,2025-01-25 11:50:00+00:00,3299.768,3307.281191774201,7.513191774201005,11.384424259828274,0,11.384424259828274,tp1,1 +做空,2025-01-25 12:30:00+00:00,2025-01-25 12:40:00+00:00,3295.158162029551,3302.73,-7.571837970448996,-11.48933920335004,0,-11.48933920335004,reverse,2 +做多,2025-01-25 12:40:00+00:00,2025-01-25 12:45:00+00:00,3296.5,3300.6858364985533,4.185836498553272,6.348910205601808,0,6.348910205601808,trail_stop,1 +做空,2025-01-25 13:25:00+00:00,2025-01-25 13:40:00+00:00,3304.8723909543996,3304.96,-0.08760904560040217,-0.13254527745185032,0,-0.13254527745185032,time_stop,3 +做空,2025-01-25 14:00:00+00:00,2025-01-25 14:10:00+00:00,3305.0240000000003,3298.2768723211248,6.747127678875586,10.207380761645883,0,10.207380761645883,tp1,2 +做多,2025-01-25 14:40:00+00:00,2025-01-25 14:50:00+00:00,3300.992,3308.6836800013384,7.691680001338227,11.65055837962986,0,11.65055837962986,tp1,2 +做多,2025-01-25 15:10:00+00:00,2025-01-25 15:15:00+00:00,3317.2200000000003,3327.743625748366,10.523625748365703,15.862116091736006,0,15.862116091736006,tp1,1 +做多,2025-01-25 15:50:00+00:00,2025-01-25 16:15:00+00:00,3333.78505260729,3345.479759487543,11.694706880253307,17.539683416462466,0,17.539683416462466,tp1,5 +做多,2025-01-25 16:35:00+00:00,2025-01-25 16:45:00+00:00,3338.924842343174,3332.38,-6.544842343173968,-9.800823097564786,0,-9.800823097564786,reverse,2 +做空,2025-01-25 16:45:00+00:00,2025-01-25 16:55:00+00:00,3332.652,3341.0,-8.347999999999956,-12.524560020068037,0,-12.524560020068037,reverse,2 +做多,2025-01-25 16:55:00+00:00,2025-01-25 17:15:00+00:00,3334.559984,3331.44,-3.1199839999999313,-4.678254424827181,0,-4.678254424827181,time_stop,4 +做空,2025-01-25 17:35:00+00:00,2025-01-25 17:50:00+00:00,3335.432,3339.69,-4.258000000000266,-6.382981274989665,0,-6.382981274989665,time_stop,3 +做空,2025-01-25 18:10:00+00:00,2025-01-25 18:25:00+00:00,3336.1119999999996,3338.32,-2.2080000000005384,-3.3092414163561337,0,-3.3092414163561337,time_stop,3 +做空,2025-01-25 18:45:00+00:00,2025-01-25 19:00:00+00:00,3338.94,3338.98,-0.03999999999996362,-0.05989924946234976,0,-0.05989924946234976,time_stop,3 +做空,2025-01-25 19:25:00+00:00,2025-01-25 19:45:00+00:00,3340.06,3336.4097478546983,3.6502521453016925,5.464351157317073,0,5.464351157317073,trail_stop,4 +做多,2025-01-25 20:05:00+00:00,2025-01-25 20:15:00+00:00,3338.235486869021,3344.9533989970987,6.717912128077842,10.062070447850083,0,10.062070447850083,tp1,2 +做空,2025-01-25 20:35:00+00:00,2025-01-25 20:50:00+00:00,3346.732,3339.456486402084,7.27551359791596,10.869579036976909,0,10.869579036976909,tp1,3 +做空,2025-01-25 21:10:00+00:00,2025-01-25 21:25:00+00:00,3334.216,3338.4,-4.1840000000001965,-6.274338555150891,0,-6.274338555150891,time_stop,3 +做多,2025-01-25 22:00:00+00:00,2025-01-25 22:15:00+00:00,3340.765090763332,3340.16,-0.6050907633321003,-0.9056170471325223,0,-0.9056170471325223,time_stop,3 +做多,2025-01-25 22:50:00+00:00,2025-01-25 23:00:00+00:00,3333.616,3325.1130008472214,-8.502999152778557,-12.753417239385934,0,-12.753417239385934,stop_loss,2 +做空,2025-01-25 23:30:00+00:00,2025-01-25 23:50:00+00:00,3325.9739999999997,3318.3850870577794,7.588912942220304,11.408557225973963,0,11.408557225973963,tp1,4 +做空,2025-01-26 00:30:00+00:00,2025-01-26 00:45:00+00:00,3316.238,3326.0789699597512,-9.840969959751419,-14.837550802673722,0,-14.837550802673722,stop_loss,3 +做多,2025-01-26 01:05:00+00:00,2025-01-26 01:20:00+00:00,3324.064368923976,3331.149377446751,7.085008522774842,10.657146999034065,0,10.657146999034065,tp1,3 +做多,2025-01-26 01:50:00+00:00,2025-01-26 02:05:00+00:00,3327.5128872725345,3320.99,-6.522887272534717,-9.801445544334673,0,-9.801445544334673,time_stop,3 +做空,2025-01-26 02:35:00+00:00,2025-01-26 02:50:00+00:00,3320.838,3321.52,-0.681999999999789,-1.026849247087315,0,-1.026849247087315,time_stop,3 +做空,2025-01-26 03:20:00+00:00,2025-01-26 03:35:00+00:00,3329.058,3336.46,-7.402000000000044,-11.117258996388834,0,-11.117258996388834,time_stop,3 +做空,2025-01-26 04:00:00+00:00,2025-01-26 04:15:00+00:00,3337.252,3340.8,-3.548000000000229,-5.315750803355918,0,-5.315750803355918,time_stop,3 +做空,2025-01-26 05:00:00+00:00,2025-01-26 05:10:00+00:00,3351.8419999999996,3342.947558929037,8.894441070962785,13.267989766466894,0,13.267989766466894,tp1,2 +做多,2025-01-26 05:35:00+00:00,2025-01-26 05:45:00+00:00,3338.238,3346.0456657364143,7.807665736414492,11.694291623926294,0,11.694291623926294,tp1,2 +做多,2025-01-26 06:05:00+00:00,2025-01-26 06:20:00+00:00,3338.3501826166334,3346.1411212185217,7.790938601888229,11.668845650850221,0,11.668845650850221,tp1,3 +做多,2025-01-26 06:40:00+00:00,2025-01-26 06:55:00+00:00,3340.938423924494,3340.36,-0.5784239244940181,-0.8656608579672084,0,-0.8656608579672084,time_stop,3 +做空,2025-01-26 07:30:00+00:00,2025-01-26 07:40:00+00:00,3333.3819999999996,3336.43,-3.048000000000229,-4.571933249774897,0,-4.571933249774897,reverse,2 +做多,2025-01-26 07:40:00+00:00,2025-01-26 08:10:00+00:00,3336.438,3336.26,-0.17799999999988358,-0.26675154760838293,0,-0.26675154760838293,time_stop,6 +做空,2025-01-26 08:30:00+00:00,2025-01-26 08:35:00+00:00,3330.2819999999997,3323.462742005664,6.819257994335658,10.238259093878025,0,10.238259093878025,tp1,1 +做空,2025-01-26 09:00:00+00:00,2025-01-26 09:05:00+00:00,3329.96,3323.5214296452814,6.4385703547186495,9.6676391829311,0,9.6676391829311,tp1,1 +做空,2025-01-26 09:25:00+00:00,2025-01-26 09:30:00+00:00,3314.648,3306.5689609344263,8.079039065573852,12.186873335530425,0,12.186873335530425,tp1,1 +做空,2025-01-26 09:50:00+00:00,2025-01-26 10:05:00+00:00,3301.6923777788106,3302.51,-0.8176222211895947,-1.2381865534966103,0,-1.2381865534966103,time_stop,3 +做空,2025-01-26 10:35:00+00:00,2025-01-26 10:40:00+00:00,3302.569397784743,3295.145914091077,7.423483693666185,11.238951857674238,0,11.238951857674238,tp1,1 +做多,2025-01-26 11:10:00+00:00,2025-01-26 11:20:00+00:00,3306.23,3313.2338124090734,7.003812409073362,10.591840871738146,0,10.591840871738146,tp1,2 +做空,2025-01-26 11:40:00+00:00,2025-01-26 11:55:00+00:00,3308.908,3310.45,-1.5419999999999163,-2.3300738491368094,0,-2.3300738491368094,time_stop,3 +做多,2025-01-26 12:40:00+00:00,2025-01-26 12:50:00+00:00,3300.628,3306.771867304217,6.143867304216656,9.307118681985148,0,9.307118681985148,tp1,2 +做空,2025-01-26 13:15:00+00:00,2025-01-26 13:40:00+00:00,3304.9888343692514,3307.51,-2.521165630748783,-3.814181767470238,0,-3.814181767470238,time_stop,5 +做空,2025-01-26 14:00:00+00:00,2025-01-26 14:05:00+00:00,3306.3536024550067,3300.6430633430987,5.7105391119080195,8.635705369909433,0,8.635705369909433,tp1,1 +做空,2025-01-26 14:25:00+00:00,2025-01-26 14:35:00+00:00,3300.467840609289,3302.71,-2.2421593907110946,-3.396729644087634,0,-3.396729644087634,reverse,2 +做多,2025-01-26 14:35:00+00:00,2025-01-26 14:40:00+00:00,3301.466,3304.5056780146583,3.0396780146584206,4.603527667191515,0,4.603527667191515,trail_stop,1 +做空,2025-01-26 15:00:00+00:00,2025-01-26 15:15:00+00:00,3308.78,3316.402639100828,-7.622639100827655,-11.51880617754528,0,-11.51880617754528,stop_loss,3 +做空,2025-01-26 15:35:00+00:00,2025-01-26 15:50:00+00:00,3314.504,3314.95,-0.4459999999999127,-0.6728005155521198,0,-0.6728005155521198,time_stop,3 +做多,2025-01-26 16:30:00+00:00,2025-01-26 16:40:00+00:00,3312.3680000000004,3315.025868113596,2.6578681135956685,4.012036273740822,0,4.012036273740822,trail_stop,2 +做空,2025-01-26 17:15:00+00:00,2025-01-26 17:30:00+00:00,3318.75,3324.94,-6.190000000000055,-9.325800376647917,0,-9.325800376647917,time_stop,3 +做空,2025-01-26 17:55:00+00:00,2025-01-26 18:05:00+00:00,3334.64,3339.98,-5.3400000000001455,-8.006861310366554,0,-8.006861310366554,reverse,2 +做多,2025-01-26 18:05:00+00:00,2025-01-26 18:20:00+00:00,3338.8134919027984,3336.68,-2.133491902798596,-3.1949851466287114,0,-3.1949851466287114,time_stop,3 +做多,2025-01-26 18:40:00+00:00,2025-01-26 18:55:00+00:00,3338.157052417272,3335.83,-2.3270524172721707,-3.485534653899932,0,-3.485534653899932,time_stop,3 +做空,2025-01-26 19:20:00+00:00,2025-01-26 19:50:00+00:00,3335.038,3339.9,-4.86200000000008,-7.289272266163204,0,-7.289272266163204,time_stop,6 +做多,2025-01-26 20:20:00+00:00,2025-01-26 20:30:00+00:00,3337.882155110564,3335.2,-2.6821551105640538,-4.017749857431995,0,-4.017749857431995,reverse,2 +做空,2025-01-26 20:30:00+00:00,2025-01-26 20:35:00+00:00,3339.306,3333.3922815108926,5.913718489107396,8.854711860948646,0,8.854711860948646,tp1,1 +做空,2025-01-26 20:55:00+00:00,2025-01-26 21:00:00+00:00,3328.5519999999997,3322.527299404407,6.024700595592549,9.050032259662084,0,9.050032259662084,tp1,1 +做多,2025-01-26 21:20:00+00:00,2025-01-26 21:35:00+00:00,3314.5280000000002,3310.21,-4.318000000000211,-6.51374796049424,0,-6.51374796049424,time_stop,3 +做空,2025-01-26 21:55:00+00:00,2025-01-26 22:05:00+00:00,3296.774,3287.3807640166697,9.393235983330214,14.246102376641854,0,14.246102376641854,tp1,2 +做多,2025-01-26 22:30:00+00:00,2025-01-26 22:50:00+00:00,3299.2239999999997,3292.06,-7.16399999999976,-10.857098517711682,0,-10.857098517711682,time_stop,4 +做空,2025-01-26 23:15:00+00:00,2025-01-26 23:20:00+00:00,3263.9379999999996,3247.3897576579175,16.548242342082176,25.350117468656233,0,25.350117468656233,tp1,1 +做空,2025-01-26 23:40:00+00:00,2025-01-27 00:00:00+00:00,3238.672,3221.7026196161682,16.969380383831776,26.198053374703857,0,26.198053374703857,tp1,4 +做空,2025-01-27 00:30:00+00:00,2025-01-27 00:50:00+00:00,3228.946,3209.763068347125,19.182931652874686,29.704633730131576,0,29.704633730131576,tp1,4 +做空,2025-01-27 01:10:00+00:00,2025-01-27 01:20:00+00:00,3205.11,3212.66,-7.549999999999727,-11.778066899419562,0,-11.778066899419562,reverse,2 +做多,2025-01-27 01:20:00+00:00,2025-01-27 01:55:00+00:00,3200.188,3194.14,-6.048000000000229,-9.449444845115707,0,-9.449444845115707,time_stop,7 +做空,2025-01-27 02:15:00+00:00,2025-01-27 02:30:00+00:00,3188.85,3166.3228339492343,22.527166050765572,35.321771251023996,0,35.321771251023996,tp1,3 +做空,2025-01-27 02:55:00+00:00,2025-01-27 03:10:00+00:00,3174.528,3186.43,-11.902000000000044,-18.7460939075038,0,-18.7460939075038,time_stop,3 +做空,2025-01-27 03:30:00+00:00,2025-01-27 03:50:00+00:00,3189.620904,3182.958677443978,6.662226556021778,10.443602479007609,0,10.443602479007609,trail_stop,4 +做空,2025-01-27 04:10:00+00:00,2025-01-27 04:15:00+00:00,3170.2016000000003,3157.822206568907,12.379393431093376,19.52461545520224,0,19.52461545520224,tp1,1 +做空,2025-01-27 04:45:00+00:00,2025-01-27 05:00:00+00:00,3164.5839747469886,3157.778720603578,6.805254143410366,10.752209765510257,0,10.752209765510257,trail_stop,3 +做空,2025-01-27 05:20:00+00:00,2025-01-27 05:35:00+00:00,3154.7007541949256,3141.9117209314372,12.789033263488363,20.269804111344474,0,20.269804111344474,tp1,3 +做多,2025-01-27 05:55:00+00:00,2025-01-27 06:00:00+00:00,3130.28,3136.0286250534673,5.748625053467094,9.182285695636004,0,9.182285695636004,trail_stop,1 +做空,2025-01-27 06:35:00+00:00,2025-01-27 06:40:00+00:00,3117.506,3096.8296038376857,20.676396162314177,33.16175840930888,0,33.16175840930888,tp1,1 +做空,2025-01-27 07:15:00+00:00,2025-01-27 07:20:00+00:00,3082.062,3034.0731090401546,47.98889095984532,77.85192341984899,0,77.85192341984899,tp2,1 +做空,2025-01-27 08:15:00+00:00,2025-01-27 08:55:00+00:00,3063.522,3064.19,-0.66800000000012,-1.0902484134276171,0,-1.0902484134276171,time_stop,8 +做空,2025-01-27 09:20:00+00:00,2025-01-27 09:25:00+00:00,3079.57,3059.844184598972,19.725815401028285,32.0268988869035,0,32.0268988869035,tp1,1 +做空,2025-01-27 10:00:00+00:00,2025-01-27 10:15:00+00:00,3078.424,3060.286249610495,18.137750389505072,29.45947405150342,0,29.45947405150342,tp1,3 +做空,2025-01-27 10:35:00+00:00,2025-01-27 11:00:00+00:00,3047.268,3052.01,-4.742000000000189,-7.780739993988368,0,-7.780739993988368,time_stop,5 +做多,2025-01-27 11:20:00+00:00,2025-01-27 11:35:00+00:00,3066.3920000000003,3063.5,-2.89200000000028,-4.715639748604027,0,-4.715639748604027,time_stop,3 +做空,2025-01-27 11:55:00+00:00,2025-01-27 12:35:00+00:00,3061.722711360714,3069.12,-7.397288639285762,-12.080272017837634,0,-12.080272017837634,time_stop,8 +做多,2025-01-27 13:10:00+00:00,2025-01-27 13:25:00+00:00,3133.272,3117.18,-16.0920000000001,-25.679226061446464,0,-25.679226061446464,time_stop,3 +做空,2025-01-27 13:45:00+00:00,2025-01-27 14:10:00+00:00,3106.2239999999997,3085.347173267675,20.876826732324844,33.604831352028775,0,33.604831352028775,tp1,5 +做多,2025-01-27 14:45:00+00:00,2025-01-27 15:00:00+00:00,3130.334,3129.14,-1.19399999999996,-1.907144732798417,0,-1.907144732798417,time_stop,3 +做多,2025-01-27 15:20:00+00:00,2025-01-27 15:25:00+00:00,3118.458,3140.743626201627,22.28562620162711,35.73180431102024,0,35.73180431102024,tp1,1 +做空,2025-01-27 15:55:00+00:00,2025-01-27 16:05:00+00:00,3140.8720000000003,3120.1708209806884,20.701179019311894,32.95450916069151,0,32.95450916069151,tp1,2 +做空,2025-01-27 16:30:00+00:00,2025-01-27 16:35:00+00:00,3117.464,3099.0575547912117,18.406445208788227,29.521504031463117,0,29.521504031463117,tp1,1 +做空,2025-01-27 17:05:00+00:00,2025-01-27 17:20:00+00:00,3092.006,3068.845083504636,23.160916495363836,37.45289707614383,0,37.45289707614383,tp1,3 +做空,2025-01-27 17:40:00+00:00,2025-01-27 17:50:00+00:00,3090.83,3070.345890547629,20.48410945237083,33.13690732322844,0,33.13690732322844,tp1,2 +做空,2025-01-27 18:20:00+00:00,2025-01-27 18:40:00+00:00,3076.328,3058.5578800845215,17.770119915478517,28.882030647379796,0,28.882030647379796,tp1,4 +做多,2025-01-27 19:00:00+00:00,2025-01-27 19:20:00+00:00,3055.248,3064.573510254566,9.32551025456587,15.261462006629035,0,15.261462006629035,trail_stop,4 +做空,2025-01-27 19:40:00+00:00,2025-01-27 20:00:00+00:00,3076.084,3081.2,-5.1159999999999854,-8.315767709854454,0,-8.315767709854454,time_stop,4 +做多,2025-01-27 20:20:00+00:00,2025-01-27 20:25:00+00:00,3089.016,3105.031108065999,16.015108065998902,25.92266933223865,0,25.92266933223865,tp1,1 +做多,2025-01-27 20:45:00+00:00,2025-01-27 20:50:00+00:00,3122.3140000000003,3129.8569699862046,7.542969986204298,12.079134235384874,0,12.079134235384874,trail_stop,1 +做多,2025-01-27 21:10:00+00:00,2025-01-27 21:15:00+00:00,3177.752,3220.032848241698,42.280848241698095,66.52634982481027,0,66.52634982481027,tp2,1 +做空,2025-01-27 21:50:00+00:00,2025-01-27 22:05:00+00:00,3157.874,3168.67,-10.796000000000276,-17.093778915815317,0,-17.093778915815317,time_stop,3 +做多,2025-01-27 22:25:00+00:00,2025-01-27 22:40:00+00:00,3154.336,3162.210415397065,7.87441539706515,12.481890637308691,0,12.481890637308691,trail_stop,3 +做多,2025-01-27 23:00:00+00:00,2025-01-27 23:15:00+00:00,3170.354,3165.07,-5.283999999999651,-8.33345424517207,0,-8.33345424517207,time_stop,3 +做多,2025-01-27 23:45:00+00:00,2025-01-27 23:55:00+00:00,3165.517512,3178.888644974814,13.371132974813918,21.119979472749662,0,21.119979472749662,tp1,2 +做空,2025-01-28 00:30:00+00:00,2025-01-28 00:50:00+00:00,3176.982,3163.3364906745605,13.645509325439434,21.475584887543324,0,21.475584887543324,tp1,4 +做多,2025-01-28 01:10:00+00:00,2025-01-28 01:25:00+00:00,3161.184,3152.78,-8.403999999999996,-13.292487877959644,0,-13.292487877959644,time_stop,3 +做多,2025-01-28 01:50:00+00:00,2025-01-28 02:10:00+00:00,3167.9949501861233,3173.0013774585163,5.006427272393012,7.901570790223132,0,7.901570790223132,trail_stop,4 +做空,2025-01-28 03:05:00+00:00,2025-01-28 03:20:00+00:00,3176.5800000000004,3193.600902363676,-17.02090236367576,-26.791238318688272,0,-26.791238318688272,stop_loss,3 +做多,2025-01-28 03:40:00+00:00,2025-01-28 03:55:00+00:00,3203.3953120215656,3201.47,-1.9253120215657873,-3.005111505190381,0,-3.005111505190381,time_stop,3 +做多,2025-01-28 04:20:00+00:00,2025-01-28 04:30:00+00:00,3198.3195429498624,3203.379088608455,5.059545658592469,7.909693810528337,0,7.909693810528337,trail_stop,2 +做多,2025-01-28 05:00:00+00:00,2025-01-28 05:15:00+00:00,3210.799192,3208.66,-2.1391920000000937,-3.3312453879552577,0,-3.3312453879552577,time_stop,3 +做多,2025-01-28 05:35:00+00:00,2025-01-28 05:50:00+00:00,3217.328949205828,3211.99,-5.338949205828158,-8.297176462397534,0,-8.297176462397534,time_stop,3 +做空,2025-01-28 06:30:00+00:00,2025-01-28 06:35:00+00:00,3205.492,3201.710914652498,3.781085347502085,5.8978237155202455,0,5.8978237155202455,trail_stop,1 +做空,2025-01-28 06:55:00+00:00,2025-01-28 07:05:00+00:00,3194.484,3200.4,-5.916000000000167,-9.259711427573542,0,-9.259711427573542,reverse,2 +做多,2025-01-28 07:05:00+00:00,2025-01-28 07:10:00+00:00,3193.7028560000003,3203.5193367708684,9.816480770868111,15.3684942110784,0,15.3684942110784,tp1,1 +做空,2025-01-28 07:35:00+00:00,2025-01-28 07:45:00+00:00,3206.362,3196.8230352066053,9.538964793394825,14.875059012979236,0,14.875059012979236,tp1,2 +做多,2025-01-28 08:15:00+00:00,2025-01-28 08:20:00+00:00,3190.7140911222664,3201.0681015768473,10.35401045458093,16.225224446448482,0,16.225224446448482,tp1,1 +做多,2025-01-28 08:40:00+00:00,2025-01-28 09:20:00+00:00,3192.4586707222347,3191.46,-0.9986707222346922,-1.5641090852536572,0,-1.5641090852536572,time_stop,8 +做多,2025-01-28 09:40:00+00:00,2025-01-28 09:55:00+00:00,3187.1839999999997,3197.198785484696,10.014785484696404,15.711024974862456,0,15.711024974862456,tp1,3 +做多,2025-01-28 10:15:00+00:00,2025-01-28 10:20:00+00:00,3194.8497907527653,3199.773306393642,4.923515640876758,7.705394562097217,0,7.705394562097217,trail_stop,1 +做空,2025-01-28 10:40:00+00:00,2025-01-28 10:45:00+00:00,3196.812,3193.116252169574,3.6957478304257165,5.7803646733460035,0,5.7803646733460035,trail_stop,1 +做多,2025-01-28 11:05:00+00:00,2025-01-28 11:15:00+00:00,3195.3487249305444,3188.75,-6.598724930544449,-10.32551608383195,0,-10.32551608383195,reverse,2 +做空,2025-01-28 11:15:00+00:00,2025-01-28 11:25:00+00:00,3194.6980000000003,3185.5168501250987,9.181149874901621,14.369354904441078,0,14.369354904441078,tp1,2 +做多,2025-01-28 11:45:00+00:00,2025-01-28 12:05:00+00:00,3184.9329190178173,3193.6328626792288,8.699943661411453,13.657970014788221,0,13.657970014788221,tp1,4 +做空,2025-01-28 12:30:00+00:00,2025-01-28 12:40:00+00:00,3180.1540000000005,3170.5480786381695,9.605921361830951,15.102918540785996,0,15.102918540785996,tp1,2 +做多,2025-01-28 13:05:00+00:00,2025-01-28 13:20:00+00:00,3177.9171987301374,3181.7316924569254,3.814493726787987,6.001562482987628,0,6.001562482987628,trail_stop,3 +做多,2025-01-28 13:45:00+00:00,2025-01-28 14:00:00+00:00,3176.866,3167.84,-9.02599999999984,-14.205824230546456,0,-14.205824230546456,time_stop,3 +做多,2025-01-28 14:25:00+00:00,2025-01-28 14:40:00+00:00,3170.5240000000003,3161.53,-8.994000000000142,-14.183775300234505,0,-14.183775300234505,time_stop,3 +做多,2025-01-28 15:00:00+00:00,2025-01-28 15:05:00+00:00,3172.978,3190.0502260978838,17.072226097883686,26.90252831548735,0,26.90252831548735,tp1,1 +做多,2025-01-28 15:25:00+00:00,2025-01-28 15:40:00+00:00,3196.2580000000003,3189.03,-7.2280000000000655,-11.306972090488415,0,-11.306972090488415,time_stop,3 +做空,2025-01-28 16:50:00+00:00,2025-01-28 16:55:00+00:00,3159.8199999999997,3140.723318540397,19.096681459602678,30.217989410160516,0,30.217989410160516,tp1,1 +做空,2025-01-28 17:20:00+00:00,2025-01-28 17:40:00+00:00,3179.52,3162.0849963813407,17.435003618659266,27.417666217949982,0,27.417666217949982,tp1,4 +做空,2025-01-28 18:05:00+00:00,2025-01-28 18:35:00+00:00,3167.598528,3159.019140776697,8.579387223303002,13.542415725139207,0,13.542415725139207,trail_stop,6 +做空,2025-01-28 18:55:00+00:00,2025-01-28 19:00:00+00:00,3149.361177563905,3136.5264694714842,12.834708092420897,20.376684935115644,0,20.376684935115644,tp1,1 +做空,2025-01-28 19:30:00+00:00,2025-01-28 19:45:00+00:00,3140.53744,3149.04,-8.502559999999903,-13.53679133339659,0,-13.53679133339659,time_stop,3 +做多,2025-01-28 20:05:00+00:00,2025-01-28 20:20:00+00:00,3144.344,3140.55,-3.793999999999869,-6.033054907478109,0,-6.033054907478109,time_stop,3 +做空,2025-01-28 20:40:00+00:00,2025-01-28 20:45:00+00:00,3129.275064,3116.048415136211,13.226648863788796,21.133726810965946,0,21.133726810965946,tp1,1 +做空,2025-01-28 21:20:00+00:00,2025-01-28 21:25:00+00:00,3111.536,3094.6456919778484,16.890308022151657,27.141431148718283,0,27.141431148718283,tp1,1 +做空,2025-01-28 21:55:00+00:00,2025-01-28 22:00:00+00:00,3063.46,3044.2200901399515,19.239909860048556,31.40225408532926,0,31.40225408532926,tp1,1 +做空,2025-01-28 22:20:00+00:00,2025-01-28 22:40:00+00:00,3076.524,3079.68,-3.155999999999949,-5.1291652527331975,0,-5.1291652527331975,time_stop,4 +做多,2025-01-28 23:05:00+00:00,2025-01-28 23:15:00+00:00,3085.9240000000004,3072.72,-13.204000000000633,-21.39391637642507,0,-21.39391637642507,reverse,2 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03:10:00+00:00,3113.332,3122.5575388543325,9.225538854332626,14.816182235515882,0,14.816182235515882,tp1,1 +做多,2025-01-29 03:35:00+00:00,2025-01-29 03:40:00+00:00,3116.914,3125.9391592794063,9.025159279406125,14.477716227342373,0,14.477716227342373,tp1,1 +做空,2025-01-29 04:00:00+00:00,2025-01-29 04:15:00+00:00,3126.384,3130.01,-3.6260000000002037,-5.799031724830034,0,-5.799031724830034,time_stop,3 +做空,2025-01-29 04:35:00+00:00,2025-01-29 05:00:00+00:00,3131.05,3121.167117562758,9.882882437242188,15.782057835617744,0,15.782057835617744,tp1,5 +做空,2025-01-29 05:25:00+00:00,2025-01-29 05:35:00+00:00,3127.560452982817,3119.452105387052,8.108347595764826,12.962735201539802,0,12.962735201539802,tp1,2 +做多,2025-01-29 05:55:00+00:00,2025-01-29 06:10:00+00:00,3127.1820000000002,3135.2307990441705,8.04879904417021,12.869092755346841,0,12.869092755346841,tp1,3 +做多,2025-01-29 06:30:00+00:00,2025-01-29 06:35:00+00:00,3141.646,3145.7584820916136,4.112482091613401,6.545107392133616,0,6.545107392133616,trail_stop,1 +做多,2025-01-29 06:55:00+00:00,2025-01-29 07:05:00+00:00,3143.8262995162227,3140.3,-3.5262995162224797,-5.6082925395164365,0,-5.6082925395164365,reverse,2 +做空,2025-01-29 07:05:00+00:00,2025-01-29 07:20:00+00:00,3141.834,3145.52,-3.686000000000149,-5.8660005589094615,0,-5.8660005589094615,time_stop,3 +做多,2025-01-29 07:45:00+00:00,2025-01-29 08:00:00+00:00,3151.3720079767927,3159.5543614458643,8.182353469071586,12.982208143564629,0,12.982208143564629,tp1,3 +做空,2025-01-29 08:35:00+00:00,2025-01-29 09:00:00+00:00,3148.9419999999996,3140.7898747239606,8.152125276038987,12.94422900777307,0,12.94422900777307,tp1,5 +做空,2025-01-29 09:20:00+00:00,2025-01-29 09:25:00+00:00,3133.3499999999995,3124.69363879929,8.656361200709398,13.813268866723154,0,13.813268866723154,tp1,1 +做空,2025-01-29 09:50:00+00:00,2025-01-29 10:00:00+00:00,3131.734,3123.2273989134055,8.5066010865944,13.581295676124475,0,13.581295676124475,tp1,2 +做多,2025-01-29 10:20:00+00:00,2025-01-29 10:45:00+00:00,3134.7120586021824,3134.4,-0.31205860218233283,-0.4977468366288875,0,-0.4977468366288875,time_stop,5 +做空,2025-01-29 11:25:00+00:00,2025-01-29 11:40:00+00:00,3136.7400000000002,3140.12,-3.3799999999996544,-5.387759265988979,0,-5.387759265988979,time_stop,3 +做多,2025-01-29 12:30:00+00:00,2025-01-29 12:40:00+00:00,3125.12,3115.029372318359,-10.090627681640854,-16.14438434626647,0,-16.14438434626647,stop_loss,2 +做空,2025-01-29 13:00:00+00:00,2025-01-29 13:05:00+00:00,3118.287622370718,3099.8551442309094,18.43247813980861,29.555448970732023,0,29.555448970732023,tp2,1 +做空,2025-01-29 13:25:00+00:00,2025-01-29 13:35:00+00:00,3089.6624062471406,3104.8911089636017,-15.228702716461157,-24.644606293667383,0,-24.644606293667383,stop_loss,2 +做空,2025-01-29 14:05:00+00:00,2025-01-29 14:20:00+00:00,3099.6677967180553,3110.11,-10.442203281944785,-16.84406840791301,0,-16.84406840791301,time_stop,3 +做空,2025-01-29 14:45:00+00:00,2025-01-29 14:50:00+00:00,3097.1075652361187,3081.7800894505094,15.327475785609295,24.74482313377571,0,24.74482313377571,tp1,1 +做空,2025-01-29 15:15:00+00:00,2025-01-29 15:55:00+00:00,3106.5319999999997,3099.65,6.881999999999607,11.076660404592015,0,11.076660404592015,tail,8 diff --git a/adaptive_third_strategy/config.py b/adaptive_third_strategy/config.py new file mode 100644 index 0000000..17cada9 --- /dev/null +++ b/adaptive_third_strategy/config.py @@ -0,0 +1,97 @@ +# -*- coding: utf-8 -*- +""" +自适应三分位趋势策略 - 配置参数 +""" + +# ========== 数据与周期 ========== +CONTRACT_SYMBOL = "ETHUSDT" +STEP_5M = 5 +STEP_15M = 15 +STEP_60M = 60 + +# 有效K线标准：实体 >= max(ATR(20)*0.1, 最小波动阈值) +MIN_BODY_ATR_RATIO = 0.1 +MIN_VOLATILITY_PERCENT = 0.0005 # 当前价格 × 0.05% + +# ========== 趋势判断（EMA周期） ========== +# 长期：1小时 EMA(50) vs EMA(200) +EMA_LONG_FAST = 50 +EMA_LONG_SLOW = 200 +# 中期：15分钟 EMA(20) vs EMA(50) +EMA_MID_FAST = 20 +EMA_MID_SLOW = 50 +# 短期：5分钟 EMA(9) +EMA_SHORT = 9 + +# 交易模式：aggressive / conservative / strict +TREND_MODE = "conservative" + +# ========== 动态触发 ========== +ATR_PERIOD = 20 +VOLATILITY_COEF_CLAMP = (0.3, 3.0) # 波动率系数范围 +BASE_COEF = 0.33 +# 趋势方向系数（顺势更易触发） +TREND_FAVOR_COEF = 0.8 +TREND_AGAINST_COEF = 1.2 + +# ========== 信号确认（至少满足几项） ========== +CONFIRM_REQUIRED = 2 +VOLUME_MA_PERIOD = 20 +VOLUME_RATIO_THRESHOLD = 0.8 # 成交量 > 前20根均量 × 0.8 + +# ========== 风险管理 ========== +MAX_POSITION_PERCENT = 0.10 # 单笔最大 10% +BASE_POSITION_PERCENT = 0.02 # 基础仓位 2% +STOP_LOSS_ATR_MULT = 2.0 # 硬止损 = ATR × 2.0 +TIME_STOP_BARS = 3 # 3根K线未盈利平仓 +TRAIL_START_ATR = 1.0 # 盈利 1×ATR 后启动移动止损 +TRAIL_ATR_MULT = 0.5 # 移动止损距离 0.5×ATR +# 止盈目标（ATR倍数）与分批比例 +TP1_ATR = 1.5 +TP2_ATR = 3.0 +TP3_ATR = 5.0 +TP1_RATIO = 0.30 +TP2_RATIO = 0.30 +TP3_RATIO = 0.40 + +# ========== 反手条件 ========== +REVERSE_BREAK_MULT = 0.5 # 突破幅度 > 实体/2 +REVERSE_LOSS_ATR = 0.5 # 当前持仓亏损 > 0.5×ATR 可反手 +MIN_BARS_SINCE_ENTRY = 2 # 距离上次开仓至少2根K线 +SAME_KLINE_NO_REVERSE = True # 同一K线不反手 + +# ========== 市场状态调整 ========== +# 强趋势 / 震荡 / 高波动 时的系数 +STRONG_TREND_COEF = 0.25 +STRONG_TREND_STOP_ATR = 3.0 +RANGE_COEF = 0.4 +RANGE_STOP_ATR = 1.5 +HIGH_VOL_POSITION_COEF = 0.5 +HIGH_VOL_EXTRA_CONFIRM = 1 + +# ========== 禁止交易时段（UTC+8 小时:分） ========== +FORBIDDEN_PERIODS = [ + (0, 0, 0, 30), # 00:00-00:30 + (8, 0, 8, 30), # 08:00-08:30 + (20, 0, 20, 30), # 20:00-20:30 +] +# 高波动暂停：ATR > 平均ATR × 2 暂停 +ATR_PAUSE_MULT = 2.0 + +# ========== 自适应绩效 ========== +CONSECUTIVE_LOSS_PAUSE = 3 # 连续亏损3次仓位减半 +WIN_RATE_LOOKBACK = 20 +WIN_RATE_PAUSE_THRESHOLD = 0.40 # 胜率<40% 暂停 +MAX_DRAWDOWN_PERCENT = 0.10 # 最大回撤10% 观察期 +MAX_TRADES_PER_DAY = 20 +MAX_HOLD_BARS = 4 * 12 # 4小时 ≈ 4*12 根5分钟 + +# ========== 回测/实盘通用 ========== +CONTRACT_SIZE = 10000 +SLIPPAGE_POINTS = 3 +FEE_RATE = 0.0005 +FEE_FIXED = 5 +# 回测专用：固定手续费（合约多为按比例，可设为 0 观察策略本身） +FEE_FIXED_BACKTEST = 0 +# 两笔开仓之间至少间隔 N 根 5 分钟 K 线，减少过度交易 +MIN_BARS_BETWEEN_TRADES = 4 diff --git a/adaptive_third_strategy/data/kline_15m.csv b/adaptive_third_strategy/data/kline_15m.csv new file mode 100644 index 0000000..98630d9 --- /dev/null +++ b/adaptive_third_strategy/data/kline_15m.csv @@ -0,0 +1,2785 @@ +id,open,high,low,close,volume +1735660800,3412.6,3415.72,3401.54,3412.11,26020632.0 +1735661700,3412.11,3416.0,3405.47,3407.9,20769998.0 +1735662600,3407.9,3409.69,3390.39,3409.14,44503078.0 +1735663500,3409.14,3412.25,3405.69,3408.23,11075732.0 +1735664400,3408.23,3410.38,3401.18,3404.77,13416544.0 +1735665300,3404.77,3405.52,3389.0,3389.01,26091436.0 +1735666200,3389.0,3391.11,3329.45,3345.98,157365554.0 +1735667100,3346.75,3365.65,3340.67,3362.6,43075368.0 +1735668000,3362.62,3372.14,3357.2,3365.48,26953660.0 +1735668900,3365.34,3367.82,3349.24,3354.28,30582076.0 +1735669800,3354.37,3364.93,3353.0,3363.06,19542806.0 +1735670700,3363.06,3370.07,3358.44,3360.3,10742448.0 +1735671600,3360.3,3367.9,3354.82,3364.82,12568252.0 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+1738162800,3095.81,3117.95,3092.7,3099.65,80143028.0 diff --git a/adaptive_third_strategy/data_fetcher.py b/adaptive_third_strategy/data_fetcher.py new file mode 100644 index 0000000..77c6d73 --- /dev/null +++ b/adaptive_third_strategy/data_fetcher.py @@ -0,0 +1,172 @@ +# -*- coding: utf-8 -*- +""" +Bitmart 多周期K线数据抓取 - 供回测与实盘使用 +与 bitmart/回测.py、bitmart/抓取多周期K线.py 相同的 API 调用方式 +""" + +import time +import csv +import os +from typing import List, Dict, Optional +try: + from loguru import logger +except ImportError: + import logging + logger = logging.getLogger(__name__) + +# 项目根目录为 lm_code，bitmart 包在根目录 +import sys +SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) +ROOT_DIR = os.path.dirname(SCRIPT_DIR) +if ROOT_DIR not in sys.path: + sys.path.insert(0, ROOT_DIR) + +# 默认 API（与 bitmart/回测.py 一致，回测仅拉数据可不填有效 key） +# APIContract 在 fetch_klines / fetch_multi_timeframe 内按需导入，以便 --no-api 回测不依赖 bitmart +DEFAULT_API_KEY = "a0fb7b98464fd9bcce67e7c519d58ec10d0c38a8" +DEFAULT_SECRET_KEY = "4eaeba78e77aeaab1c2027f846a276d164f264a44c2c1bb1c5f3be50c8de1ca5" +DEFAULT_MEMO = "合约交易" +CONTRACT_SYMBOL = "ETHUSDT" + + +def _format_bar(k: dict) -> dict: + """API 单根K线 -> 统一格式，id 为秒时间戳""" + return { + "id": int(k["timestamp"]), + "open": float(k["open_price"]), + "high": float(k["high_price"]), + "low": float(k["low_price"]), + "close": float(k["close_price"]), + "volume": float(k.get("volume", 0)), + } + + +def fetch_klines( + contract_api: "APIContract", + step: int, + start_time: int, + end_time: int, + symbol: str = CONTRACT_SYMBOL, +) -> List[Dict]: + """ + 拉取指定周期的K线（与 bitmart 回测抓取方式一致）。 + :param contract_api: bitmart.api_contract.APIContract 实例 + :param step: K线周期（分钟），如 5/15/60 + :param start_time: 开始时间戳（秒） + :param end_time: 结束时间戳（秒） + :param symbol: 合约符号 + :return: [{"id", "open", "high", "low", "close", "volume"}, ...]，按 id 升序 + """ + all_data: List[Dict] = [] + existing_ids = set() + request_interval = step * 60 * 500 # 每次最多约 500 根 + current_start = start_time + + while current_start < end_time: + current_end = min(current_start + request_interval, end_time) + try: + response = contract_api.get_kline( + contract_symbol=symbol, + step=step, + start_time=current_start, + end_time=current_end, + )[0] + if response.get("code") != 1000: + logger.warning(f"get_kline code={response.get('code')}, msg={response.get('msg')}") + time.sleep(1) + current_start = current_end + continue + data = response.get("data", []) + except Exception as e: + logger.warning(f"get_kline 异常 step={step} {e}，60秒后重试") + time.sleep(60) + continue + + for k in data: + k_id = int(k["timestamp"]) + if k_id in existing_ids: + continue + existing_ids.add(k_id) + all_data.append(_format_bar(k)) + + if len(data) < 500: + current_start = current_end + else: + all_data.sort(key=lambda x: x["id"]) + current_start = all_data[-1]["id"] + 1 + + time.sleep(0.25) + + all_data.sort(key=lambda x: x["id"]) + return all_data + + +def fetch_multi_timeframe( + start_time: int, + end_time: int, + steps: List[int] = None, + api_key: str = DEFAULT_API_KEY, + secret_key: str = DEFAULT_SECRET_KEY, + memo: str = DEFAULT_MEMO, + symbol: str = CONTRACT_SYMBOL, +) -> Dict[int, List[Dict]]: + """ + 拉取多周期K线（5/15/60），供回测使用。 + :return: { step: [kline_list] } + """ + steps = steps or [5, 15, 60] + from bitmart.api_contract import APIContract + api = APIContract(api_key, secret_key, memo, timeout=(5, 15)) + result = {} + for step in steps: + logger.info(f"抓取 {step} 分钟 K 线: {start_time} ~ {end_time}") + result[step] = fetch_klines(api, step, start_time, end_time, symbol) + logger.info(f" -> {len(result[step])} 条") + return result + + +def save_klines_csv(klines: List[Dict], path: str) -> None: + """将K线保存为 CSV（id, open, high, low, close, volume）""" + if not klines: + return + cols = ["id", "open", "high", "low", "close", "volume"] + with open(path, "w", newline="", encoding="utf-8") as f: + w = csv.DictWriter(f, fieldnames=cols) + w.writeheader() + for row in klines: + w.writerow({k: row.get(k) for k in cols}) + logger.info(f"已保存 {len(klines)} 条到 {path}") + + +def load_klines_csv(path: str) -> List[Dict]: + """从 CSV 加载K线""" + if not os.path.isfile(path): + return [] + with open(path, "r", encoding="utf-8") as f: + r = csv.DictReader(f) + rows = list(r) + out = [] + for row in rows: + out.append({ + "id": int(row["id"]), + "open": float(row["open"]), + "high": float(row["high"]), + "low": float(row["low"]), + "close": float(row["close"]), + "volume": float(row.get("volume", 0)), + }) + out.sort(key=lambda x: x["id"]) + return out + + +if __name__ == "__main__": + import datetime + # 示例：拉取最近约 30 天 5/15/60 分钟数据并保存 + end_ts = int(time.time()) + start_ts = end_ts - 30 * 24 * 3600 + data_dir = os.path.join(SCRIPT_DIR, "data") + os.makedirs(data_dir, exist_ok=True) + data = fetch_multi_timeframe(start_ts, end_ts, steps=[5, 15, 60]) + for step, klines in data.items(): + path = os.path.join(data_dir, f"kline_{step}m.csv") + save_klines_csv(klines, path) diff --git a/adaptive_third_strategy/indicators.py b/adaptive_third_strategy/indicators.py new file mode 100644 index 0000000..143d8bf --- /dev/null +++ b/adaptive_third_strategy/indicators.py @@ -0,0 +1,86 @@ +# -*- coding: utf-8 -*- +""" +技术指标：EMA、ATR +""" + +from typing import List, Dict, Optional + + +def ema(series: List[float], period: int) -> List[Optional[float]]: + """EMA(period)，前 period-1 个为 None""" + if not series or period < 1: + return [] + k = 2.0 / (period + 1) + out: List[Optional[float]] = [None] * (period - 1) + s = sum(series[:period]) + out.append(s / period) + for i in range(period, len(series)): + val = series[i] * k + out[-1] * (1 - k) # type: ignore + out.append(val) + return out + + +def atr(high: List[float], low: List[float], close: List[float], period: int) -> List[Optional[float]]: + """ATR(period)，前 period 个为 None""" + n = len(close) + if n < period + 1 or len(high) != n or len(low) != n: + return [None] * n + tr_list: List[float] = [] + for i in range(n): + if i == 0: + tr_list.append(high[0] - low[0]) + else: + tr = max( + high[i] - low[i], + abs(high[i] - close[i - 1]), + abs(low[i] - close[i - 1]) + ) + tr_list.append(tr) + return ema(tr_list, period) + + +def get_ema_atr_from_klines(klines: List[Dict], ema_period: int, atr_period: int + ) -> tuple: + """ + 从K线列表计算收盘价 EMA 和 ATR。 + 返回 (ema_list, atr_list)，长度与 klines 一致。 + """ + close = [float(k["close"]) for k in klines] + high = [float(k["high"]) for k in klines] + low = [float(k["low"]) for k in klines] + ema_list = ema(close, ema_period) + atr_list = atr(high, low, close, atr_period) + return ema_list, atr_list + + +def align_higher_tf_ema( + klines_5m: List[Dict], + klines_higher: List[Dict], + ema_fast: int, + ema_slow: int +) -> List[Dict]: + """ + 根据更高周期K线计算 EMA，并按 5 分钟时间对齐。 + 返回列表长度与 klines_5m 一致，每项为 {"ema_fast": float, "ema_slow": float} 或 None。 + """ + if not klines_higher or len(klines_higher) < ema_slow: + return [{}] * len(klines_5m) + close_hi = [float(k["close"]) for k in klines_higher] + ema_f = ema(close_hi, ema_fast) + ema_s = ema(close_hi, ema_slow) + id_hi = [k["id"] for k in klines_higher] + result = [] + for k5 in klines_5m: + t = k5["id"] + # 当前 5m 时刻所属的更高周期：取 <= t 的最后一根 + idx = -1 + for i, tid in enumerate(id_hi): + if tid <= t: + idx = i + else: + break + if idx >= ema_slow - 1 and ema_f[idx] is not None and ema_s[idx] is not None: + result.append({"ema_fast": ema_f[idx], "ema_slow": ema_s[idx]}) + else: + result.append({}) + return result diff --git a/adaptive_third_strategy/strategy_core.py b/adaptive_third_strategy/strategy_core.py new file mode 100644 index 0000000..53dff2b --- /dev/null +++ b/adaptive_third_strategy/strategy_core.py @@ -0,0 +1,305 @@ +# -*- coding: utf-8 -*- +""" +自适应三分位趋势策略 - 核心逻辑 +趋势过滤、动态阈值、信号确认、市场状态 +""" + +from typing import List, Dict, Optional, Tuple +import sys +import os +ROOT_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +if ROOT_DIR not in sys.path: + sys.path.insert(0, ROOT_DIR) + +from adaptive_third_strategy.config import ( + MIN_BODY_ATR_RATIO, + MIN_VOLATILITY_PERCENT, + EMA_SHORT, + EMA_LONG_FAST, + EMA_LONG_SLOW, + EMA_MID_FAST, + EMA_MID_SLOW, + ATR_PERIOD, + VOLATILITY_COEF_CLAMP, + BASE_COEF, + TREND_FAVOR_COEF, + TREND_AGAINST_COEF, + TREND_MODE, + CONFIRM_REQUIRED, + VOLUME_MA_PERIOD, + VOLUME_RATIO_THRESHOLD, + REVERSE_BREAK_MULT, + MIN_BARS_SINCE_ENTRY, + FORBIDDEN_PERIODS, + ATR_PAUSE_MULT, + STRONG_TREND_COEF, + RANGE_COEF, + HIGH_VOL_EXTRA_CONFIRM, +) +from adaptive_third_strategy.indicators import ( + get_ema_atr_from_klines, + align_higher_tf_ema, + ema, +) + + +def get_body_size(candle: Dict) -> float: + return abs(float(candle["open"]) - float(candle["close"])) + + +def is_bullish(candle: Dict) -> bool: + return float(candle["close"]) > float(candle["open"]) + + +def get_min_body_threshold(price: float, atr_value: Optional[float]) -> float: + """有效K线最小实体 = max(ATR*0.1, 价格*0.05%)""" + min_vol = price * MIN_VOLATILITY_PERCENT + if atr_value is not None and atr_value > 0: + min_vol = max(min_vol, atr_value * MIN_BODY_ATR_RATIO) + return min_vol + + +def find_valid_prev_bar( + all_data: List[Dict], + current_idx: int, + atr_series: List[Optional[float]], + min_body_override: Optional[float] = None, +) -> Tuple[Optional[int], Optional[Dict]]: + """从当前索引往前找实体>=阈值的K线。阈值 = max(ATR*0.1, 价格*0.05%)""" + if current_idx <= 0: + return None, None + for i in range(current_idx - 1, -1, -1): + prev = all_data[i] + body = get_body_size(prev) + price = float(prev["close"]) + atr_val = atr_series[i] if i < len(atr_series) else None + th = min_body_override if min_body_override is not None else get_min_body_threshold(price, atr_val) + if body >= th: + return i, prev + return None, None + + +def get_trend( + klines_5m: List[Dict], + idx_5m: int, + ema_5m: List[Optional[float]], + ema_15m_align: List[Dict], + ema_60m_align: List[Dict], +) -> str: + """ + 多时间框架趋势。返回 "long" / "short" / "neutral"。 + 长期：1h EMA50 vs EMA200；中期：15m EMA20 vs EMA50；短期：5m close vs EMA9。 + ema_*_align: 与 5m 对齐的列表，每项 {"ema_fast", "ema_slow"}。 + """ + if idx_5m >= len(klines_5m): + return "neutral" + curr = klines_5m[idx_5m] + close_5 = float(curr["close"]) + # 短期 + ema9 = ema_5m[idx_5m] if idx_5m < len(ema_5m) else None + short_bull = (ema9 is not None and close_5 > ema9) + # 中期 + mid = ema_15m_align[idx_5m] if idx_5m < len(ema_15m_align) else {} + mid_bull = (mid.get("ema_fast") is not None and mid.get("ema_slow") is not None + and mid["ema_fast"] > mid["ema_slow"]) + # 长期 + long_d = ema_60m_align[idx_5m] if idx_5m < len(ema_60m_align) else {} + long_bull = (long_d.get("ema_fast") is not None and long_d.get("ema_slow") is not None + and long_d["ema_fast"] > long_d["ema_slow"]) + + if TREND_MODE == "aggressive": + return "long" if short_bull else "short" + if TREND_MODE == "conservative": + if mid_bull and short_bull: + return "long" + if not mid_bull and not short_bull: + return "short" + return "neutral" + # strict + if long_bull and mid_bull and short_bull: + return "long" + if not long_bull and not mid_bull and not short_bull: + return "short" + return "neutral" + + +def get_dynamic_trigger_levels( + prev: Dict, + atr_value: float, + trend: str, + market_state: str = "normal", +) -> Tuple[Optional[float], Optional[float]]: + """ + 动态三分位触发价。 + 波动率系数 = clamp(实体/ATR, 0.3, 3.0)，调整系数 = 0.33 * 波动率系数。 + 顺势方向 ×0.8，逆势 ×1.2。 + """ + body = get_body_size(prev) + if body < 1e-6 or atr_value <= 0: + return None, None + vol_coef = body / atr_value + vol_coef = max(VOLATILITY_COEF_CLAMP[0], min(VOLATILITY_COEF_CLAMP[1], vol_coef)) + adj = BASE_COEF * vol_coef + if market_state == "strong_trend": + adj = STRONG_TREND_COEF + elif market_state == "range": + adj = RANGE_COEF + p_close = float(prev["close"]) + if trend == "long": + long_adj = adj * TREND_FAVOR_COEF + short_adj = adj * TREND_AGAINST_COEF + elif trend == "short": + long_adj = adj * TREND_AGAINST_COEF + short_adj = adj * TREND_FAVOR_COEF + else: + long_adj = short_adj = adj + long_trigger = p_close + body * long_adj + short_trigger = p_close - body * short_adj + return long_trigger, short_trigger + + +def check_signal_confirm( + curr: Dict, + direction: str, + trigger_price: float, + all_data: List[Dict], + current_idx: int, + volume_ma: Optional[float], + required: int = CONFIRM_REQUIRED, +) -> int: + """ + 确认条件计数：收盘价确认、成交量确认、动量确认。 + 返回满足的个数。 + """ + count = 0 + c_close = float(curr["close"]) + c_volume = float(curr.get("volume", 0)) + # 1. 收盘价确认 + if direction == "long" and c_close >= trigger_price: + count += 1 + elif direction == "short" and c_close <= trigger_price: + count += 1 + # 2. 成交量确认 + if volume_ma is not None and volume_ma > 0 and c_volume >= volume_ma * VOLUME_RATIO_THRESHOLD: + count += 1 + # 3. 动量确认：当前K线实体方向与信号一致 + if direction == "long" and is_bullish(curr): + count += 1 + elif direction == "short" and not is_bullish(curr): + count += 1 + return count + + +def in_forbidden_period(ts_sec: int) -> bool: + """是否在禁止交易时段（按 UTC+8 小时:分）""" + from datetime import datetime, timezone + try: + dt = datetime.fromtimestamp(ts_sec, tz=timezone.utc) + except Exception: + dt = datetime.utcfromtimestamp(ts_sec) + # 转 UTC+8 + hour = (dt.hour + 8) % 24 + minute = dt.minute + for h1, m1, h2, m2 in FORBIDDEN_PERIODS: + t1 = h1 * 60 + m1 + t2 = h2 * 60 + m2 + t = hour * 60 + minute + if t1 <= t < t2: + return True + return False + + +def get_market_state( + atr_value: float, + atr_avg: Optional[float], + trend: str, +) -> str: + """normal / strong_trend / range / high_vol""" + if atr_avg is not None and atr_avg > 0 and atr_value >= atr_avg * ATR_PAUSE_MULT: + return "high_vol" + if trend in ("long", "short") and atr_avg is not None and atr_value > atr_avg * 1.2: + return "strong_trend" + if trend == "neutral": + return "range" + return "normal" + + +def check_trigger( + all_data: List[Dict], + current_idx: int, + atr_series: List[Optional[float]], + ema_5m: List[Optional[float]], + ema_15m_align: List[Dict], + ema_60m_align: List[Dict], + volume_ma_list: Optional[List[Optional[float]]] = None, + use_confirm: bool = True, +) -> Tuple[Optional[str], Optional[float], Optional[int], Optional[Dict]]: + """ + 检查当前K线是否产生有效信号（含趋势过滤与确认）。 + 返回 (方向, 触发价, 有效前一根索引, 有效前一根K线) 或 (None, None, None, None)。 + """ + if current_idx <= 0 or current_idx >= len(all_data): + return None, None, None, None + curr = all_data[current_idx] + valid_prev_idx, prev = find_valid_prev_bar(all_data, current_idx, atr_series) + if prev is None: + return None, None, None, None + atr_val = atr_series[current_idx] if current_idx < len(atr_series) else None + if atr_val is None or atr_val <= 0: + return None, None, None, None + trend = get_trend( + all_data, current_idx, ema_5m, ema_15m_align, ema_60m_align, + ) + atr_avg = None + if atr_series: + valid_atr = [x for x in atr_series[: current_idx + 1] if x is not None and x > 0] + if len(valid_atr) >= ATR_PERIOD: + atr_avg = sum(valid_atr) / len(valid_atr) + market_state = get_market_state(atr_val, atr_avg, trend) + if market_state == "high_vol": + return None, None, None, None + long_trigger, short_trigger = get_dynamic_trigger_levels(prev, atr_val, trend, market_state) + if long_trigger is None: + return None, None, None, None + c_high = float(curr["high"]) + c_low = float(curr["low"]) + long_triggered = c_high >= long_trigger + short_triggered = c_low <= short_trigger + direction = None + trigger_price = None + if long_triggered and short_triggered: + c_open = float(curr["open"]) + if abs(c_open - short_trigger) <= abs(c_open - long_trigger): + direction, trigger_price = "short", short_trigger + else: + direction, trigger_price = "long", long_trigger + elif short_triggered: + direction, trigger_price = "short", short_trigger + elif long_triggered: + direction, trigger_price = "long", long_trigger + if direction is None: + return None, None, None, None + # 趋势过滤：逆势不交易（可选，这里做过滤） + if trend == "long" and direction == "short": + return None, None, None, None + if trend == "short" and direction == "long": + return None, None, None, None + # 禁止时段 + if in_forbidden_period(curr["id"]): + return None, None, None, None + # 信号确认 + if use_confirm and CONFIRM_REQUIRED > 0: + vol_ma = volume_ma_list[current_idx] if volume_ma_list and current_idx < len(volume_ma_list) else None + n = check_signal_confirm(curr, direction, trigger_price, all_data, current_idx, vol_ma, CONFIRM_REQUIRED) + if n < CONFIRM_REQUIRED: + return None, None, None, None + return direction, trigger_price, valid_prev_idx, prev + + +def build_volume_ma(klines: List[Dict], period: int = VOLUME_MA_PERIOD) -> List[Optional[float]]: + """前 period-1 为 None，之后为 volume 的 SMA""" + vol = [float(k.get("volume", 0)) for k in klines] + out: List[Optional[float]] = [None] * (period - 1) + for i in range(period - 1, len(vol)): + out.append(sum(vol[i - period + 1 : i + 1]) / period) + return out diff --git a/adaptive_third_strategy/trade.py b/adaptive_third_strategy/trade.py new file mode 100644 index 0000000..14668b8 --- /dev/null +++ b/adaptive_third_strategy/trade.py @@ -0,0 +1,187 @@ +# -*- coding: utf-8 -*- +""" +自适应三分位趋势策略 - 实盘交易 +拉取 Bitmart 5/15/60 分钟数据，计算信号，执行开平仓（沿用 交易/bitmart-三分之一策略交易 的浏览器/API 逻辑） +""" + +import os +import sys +import time +import datetime +from typing import List, Dict, Optional, Tuple +try: + from loguru import logger +except ImportError: + import logging + logger = logging.getLogger(__name__) + +ROOT_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +if ROOT_DIR not in sys.path: + sys.path.insert(0, ROOT_DIR) + +from bitmart.api_contract import APIContract +from adaptive_third_strategy.config import ( + STEP_5M, + STEP_15M, + STEP_60M, + ATR_PERIOD, + EMA_SHORT, + EMA_MID_FAST, + EMA_MID_SLOW, + EMA_LONG_FAST, + EMA_LONG_SLOW, + BASE_POSITION_PERCENT, + MAX_POSITION_PERCENT, + CONTRACT_SYMBOL, +) +from adaptive_third_strategy.indicators import get_ema_atr_from_klines, align_higher_tf_ema +from adaptive_third_strategy.strategy_core import check_trigger, build_volume_ma +from adaptive_third_strategy.data_fetcher import fetch_klines, _format_bar + +SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) + + +class AdaptiveThirdStrategyTrader: + """实盘：获取多周期K线 -> 策略信号 -> 开平仓（可接浏览器或纯 API）""" + + def __init__( + self, + api_key: str, + secret_key: str, + memo: str = "合约交易", + symbol: str = CONTRACT_SYMBOL, + bit_id: Optional[str] = None, + ): + self.api_key = api_key + self.secret_key = secret_key + self.memo = memo + self.symbol = symbol + self.bit_id = bit_id + self.contractAPI = APIContract(api_key, secret_key, memo, timeout=(5, 15)) + self.check_interval = 3 + self.last_trigger_kline_id: Optional[int] = None + self.last_trigger_direction: Optional[str] = None + self.last_trade_kline_id: Optional[int] = None + self.position_direction: int = 0 # 1 多 -1 空 0 无 + + def get_klines_multi(self) -> Tuple[List[Dict], List[Dict], List[Dict]]: + """拉取当前 5/15/60 分钟 K 线（最近约 3 小时足够算 EMA/ATR）""" + end_ts = int(time.time()) + start_ts = end_ts - 3600 * 3 + k5 = fetch_klines(self.contractAPI, STEP_5M, start_ts, end_ts, self.symbol) + k15 = fetch_klines(self.contractAPI, STEP_15M, start_ts, end_ts, self.symbol) + k60 = fetch_klines(self.contractAPI, STEP_60M, start_ts, end_ts, self.symbol) + return k5, k15, k60 + + def get_position_status(self) -> bool: + """查询当前持仓，更新 self.position_direction""" + try: + response = self.contractAPI.get_position(contract_symbol=self.symbol)[0] + if response.get("code") != 1000: + return False + positions = response.get("data", []) + if not positions: + self.position_direction = 0 + return True + self.position_direction = 1 if positions[0].get("position_type") == 1 else -1 + return True + except Exception as e: + logger.error(f"持仓查询异常: {e}") + return False + + def check_realtime_signal( + self, + klines_5m: List[Dict], + klines_15m: List[Dict], + klines_60m: List[Dict], + ) -> Tuple[Optional[str], Optional[float], Optional[Dict]]: + """ + 基于当前 K 线（最后一根未收盘）检测实时信号。 + 返回 (方向, 触发价, 当前K线) 或 (None, None, None)。 + """ + if len(klines_5m) < ATR_PERIOD + 2: + return None, None, None + from adaptive_third_strategy.indicators import get_ema_atr_from_klines + from adaptive_third_strategy.strategy_core import check_trigger + ema_5m, atr_5m = get_ema_atr_from_klines(klines_5m, EMA_SHORT, ATR_PERIOD) + ema_15m_align = align_higher_tf_ema(klines_5m, klines_15m, EMA_MID_FAST, EMA_MID_SLOW) + ema_60m_align = align_higher_tf_ema(klines_5m, klines_60m, EMA_LONG_FAST, EMA_LONG_SLOW) + volume_ma = build_volume_ma(klines_5m) + curr_idx = len(klines_5m) - 1 + direction, trigger_price, _, _ = check_trigger( + klines_5m, curr_idx, atr_5m, ema_5m, ema_15m_align, ema_60m_align, volume_ma, use_confirm=True + ) + curr = klines_5m[curr_idx] + curr_id = curr["id"] + if direction is None: + return None, None, None + if self.last_trigger_kline_id == curr_id and self.last_trigger_direction == direction: + return None, None, None + if self.last_trade_kline_id == curr_id: + return None, None, None + if (direction == "long" and self.position_direction == 1) or (direction == "short" and self.position_direction == -1): + return None, None, None + return direction, trigger_price, curr + + def run_loop(self, ding_callback=None): + """ + 主循环：拉数据 -> 检测信号 -> 若需交易则调用开平仓（需外部实现或注入）。 + ding_callback(msg, error=False) 可选，用于钉钉通知。 + """ + def ding(msg: str, error: bool = False): + if ding_callback: + ding_callback(msg, error) + else: + if error: + logger.error(msg) + else: + logger.info(msg) + + logger.info("自适应三分位趋势策略实盘启动，按 Bitmart 方式拉取 5/15/60 分钟数据") + while True: + try: + k5, k15, k60 = self.get_klines_multi() + if len(k5) < ATR_PERIOD + 2: + time.sleep(self.check_interval) + continue + if not self.get_position_status(): + time.sleep(self.check_interval) + continue + direction, trigger_price, curr = self.check_realtime_signal(k5, k15, k60) + if direction and trigger_price is not None and curr is not None: + curr_id = curr["id"] + ding(f"信号: {direction} @ {trigger_price:.2f} 当前K线 id={curr_id}") + # 这里接入你的开平仓实现：平仓 + 开单（可调用 交易/bitmart-三分之一策略交易 的 平仓/开单 或 API 下单） + # 示例：仅记录，不实际下单 + self.last_trigger_kline_id = curr_id + self.last_trigger_direction = direction + self.last_trade_kline_id = curr_id + time.sleep(self.check_interval) + except Exception as e: + logger.exception(e) + time.sleep(60) + + +def main(): + import argparse + parser = argparse.ArgumentParser(description="自适应三分位趋势策略实盘") + parser.add_argument("--api-key", default="", help="Bitmart API Key") + parser.add_argument("--secret-key", default="", help="Bitmart Secret Key") + parser.add_argument("--bit-id", default="", help="比特浏览器 ID（若用浏览器下单）") + args = parser.parse_args() + api_key = args.api_key or os.environ.get("BITMART_API_KEY", "a0fb7b98464fd9bcce67e7c519d58ec10d0c38a8") + secret_key = args.secret_key or os.environ.get("BITMART_SECRET_KEY", "4eaeba78e77aeaab1c2027f846a276d164f264a44c2c1bb1c5f3be50c8de1ca5") + trader = AdaptiveThirdStrategyTrader(api_key, secret_key, bit_id=args.bit_id or None) + try: + from 交易.tools import send_dingtalk_message + def ding(msg, error=False): + prefix = "❌自适应三分位：" if error else "🔔自适应三分位：" + send_dingtalk_message(f"{prefix}{msg}") + except Exception: + def ding(msg, error=False): + logger.info(msg) + trader.run_loop(ding_callback=ding) + + +if __name__ == "__main__": + main() diff --git a/me/bitmart-三分之一策略交易.py b/me/bitmart-三分之一策略交易.py new file mode 100644 index 0000000..73cc983 --- /dev/null +++ b/me/bitmart-三分之一策略交易.py @@ -0,0 +1,762 @@ +""" +BitMart 三分之一回归策略交易（双向触发版） +使用5分钟K线周期，实时监测 + +策略规则： +1. 触发价格计算（基于有效的前一根K线，实体>=0.1）： + - 做多触发价格 = 收盘价 + 实体/3（从收盘价往上涨1/3） + - 做空触发价格 = 收盘价 - 实体/3（从收盘价往下跌1/3） + +2. 信号触发条件： + - 当前K线最高价 >= 做多触发价格 → 做多信号 + - 当前K线最低价 <= 做空触发价格 → 做空信号 + - 方向以当前收盘相对前一根收盘为准：当前收盘在前一根之上偏多（只开多/不开空），之下偏空（只开空/不开多）；双触时也按此选方向，避免先探后拉/先拉后砸误开反手。 + +3. 执行逻辑： + - 做多时遇到做空信号 -> 平多并反手开空 + - 做空时遇到做多信号 -> 平空并反手开多 + - 同一根K线内：若先开空后价格回调到「做多触发价」（开仓价+上一根实体/3），则平空开多；反之先开多后跌到做空触发价则平多开空。同一根K线内仅允许一次反手，防止频繁来回开仓。 + +示例1（阳线）： + 前一根K线：开盘3000，收盘3100（阳线，实体=100） + - 做多触发价格 = 3100 + 33 = 3133（继续上涨做多） + - 做空触发价格 = 3100 - 33 = 3067（回调做空）←当前跌到这里就做空 + +示例2（阴线）： + 前一根K线：开盘3100，收盘3000（阴线，实体=100） + - 做多触发价格 = 3000 + 33 = 3033（反弹做多） + - 做空触发价格 = 3000 - 33 = 2967（继续下跌做空） +""" + +import time +import datetime + +from tqdm import tqdm +from loguru import logger +from bit_tools import openBrowser +from DrissionPage import ChromiumPage,ChromiumOptions + +from bitmart.api_contract import APIContract +from 交易.tools import send_dingtalk_message + + +class BitmartOneThirdStrategy: + def __init__(self, bit_id): + + self.page: ChromiumPage | None = None + + self.api_key = "6104088c65a68d7e53df5d9395b67d78e555293a" + self.secret_key = "a8b14312330d8e6b9b09acfd972b34e32022fdfa9f2b06f0a0a31723b873fd01" + self.memo = "me" + + self.contract_symbol = "ETHUSDT" + + self.contractAPI = APIContract(self.api_key, self.secret_key, self.memo, timeout=(5, 15)) + + self.start = 0 # 持仓状态: -1 空, 0 无, 1 多 + self.direction = None + + self.pbar = tqdm(total=15, desc="等待K线", ncols=80) # 5分钟周期 + + self.last_kline_time = None + + self.leverage = "40" # 高杠杆（全仓模式下可开更大仓位） + self.open_type = "cross" # 全仓模式 + self.risk_percent = 0.01 # 每次开仓使用可用余额的 1% + + self.open_avg_price = None # 开仓价格 + self.current_amount = None # 持仓量 + + self.bit_id = bit_id + + # 三分之一策略参数 + self.min_body_size = 0.1 # 最小实体大小 + self.kline_step = 15 # K线周期（5分钟） + self.kline_count = 20 # 获取的K线数量，用于向前查找有效K线 + + # 实时监测参数 + self.check_interval = 3 # 检测间隔（秒） + self.last_trigger_kline_id = None # 记录上次触发信号的K线ID，避免同一K线重复触发 + self.last_trigger_direction = None # 记录上次触发的方向 + self.last_trade_kline_id = None # 记录上次实际交易的K线ID，防止同一K线内频繁反手 + + # ========================= 三分之一策略核心函数 ========================= + + def is_bullish(self, c): + """判断阳线""" + return float(c['close']) > float(c['open']) + + def is_bearish(self, c): + """判断阴线""" + return float(c['close']) < float(c['open']) + + def get_body_size(self, candle): + """计算K线实体大小（绝对值）""" + return abs(float(candle['open']) - float(candle['close'])) + + def find_valid_prev_bar(self, all_data, current_idx, min_body_size=0.1): + """ + 从当前索引往前查找，直到找到实体>=min_body_size的K线 + 返回：(有效K线的索引, K线数据) 或 (None, None) + """ + if current_idx <= 0: + return None, None + + for i in range(current_idx - 1, -1, -1): + prev = all_data[i] + body_size = self.get_body_size(prev) + if body_size >= min_body_size: + return i, prev + + return None, None + + def get_one_third_levels(self, prev): + """ + 计算前一根K线实体的 1/3 双向触发价格 + 返回：(做多触发价格, 做空触发价格) + + 基于收盘价计算（无论阴线阳线）： + - 做多触发价格 = 收盘价 + 实体/3（从收盘价往上涨1/3实体） + - 做空触发价格 = 收盘价 - 实体/3（从收盘价往下跌1/3实体） + + 示例： + 阳线 open=3000, close=3100, 实体=100 + - 做多触发 = 3100 + 33 = 3133（继续涨） + - 做空触发 = 3100 - 33 = 3067（回调） + + 阴线 open=3100, close=3000, 实体=100 + - 做多触发 = 3000 + 33 = 3033（反弹） + - 做空触发 = 3000 - 33 = 2967（继续跌） + """ + p_open = float(prev['open']) + p_close = float(prev['close']) + + body = abs(p_open - p_close) + + if body < 0.001: # 十字星，忽略 + return None, None + + # 基于收盘价的双向触发价格 + long_trigger = p_close + body / 3 # 从收盘价往上涨1/3触发做多 + short_trigger = p_close - body / 3 # 从收盘价往下跌1/3触发做空 + + return long_trigger, short_trigger + + def check_trigger(self, all_data, current_idx): + """ + 检查当前K线是否触发了交易信号（双向检测） + 返回：(方向, 触发价格, 有效前一根K线索引) 或 (None, None, None) + + 规则： + - 当前K线高点 >= 做多触发价格 → 做多信号 + - 当前K线低点 <= 做空触发价格 → 做空信号 + """ + if current_idx <= 0: + return None, None, None + + curr = all_data[current_idx] + + # 查找实体>=min_body_size的前一根K线 + valid_prev_idx, prev = self.find_valid_prev_bar(all_data, current_idx, self.min_body_size) + + if prev is None: + return None, None, None + + long_trigger, short_trigger = self.get_one_third_levels(prev) + + if long_trigger is None: + return None, None, None + + # 使用影线部分（high/low）来判断 + c_high = float(curr['high']) + c_low = float(curr['low']) + c_close = float(curr['close']) + p_close = float(prev['close']) + + # 检测是否触发 + long_triggered = c_high >= long_trigger + short_triggered = c_low <= short_trigger + + # 当前价格相对前一根收盘的方向：已在前一根之上偏多，之下偏空 + if long_triggered and short_triggered: + # 两个方向都触达时，以当前收盘相对前一根收盘为准，不按“谁先触达” + if c_close > p_close: + return 'long', long_trigger, valid_prev_idx + elif c_close < p_close: + return 'short', short_trigger, valid_prev_idx + c_open = float(curr['open']) + dist_to_long = abs(long_trigger - c_open) + dist_to_short = abs(short_trigger - c_open) + if dist_to_short <= dist_to_long: + return 'short', short_trigger, valid_prev_idx + return 'long', long_trigger, valid_prev_idx + + if short_triggered: + # 仅触达做空价：若当前收盘已在前一根之上，说明已拉回偏多，不开空 + if c_close > p_close: + return None, None, None + return 'short', short_trigger, valid_prev_idx + + if long_triggered: + # 仅触达做多价：若当前收盘已在前一根之下，说明已回落偏空，不开多 + if c_close < p_close: + return None, None, None + return 'long', long_trigger, valid_prev_idx + + return None, None, None + + def check_realtime_trigger(self, kline_data): + """ + 实时检测当前K线是否触发信号（双向检测） + 基于已收盘的K线计算触发价格，用当前正在形成的K线判断 + 返回：(方向, 触发价格, 有效前一根K线, 当前K线) 或 (None, None, None, None) + """ + if len(kline_data) < 2: + return None, None, None, None + + # 当前正在形成的K线（最后一根，未收盘） + curr = kline_data[-1] + curr_kline_id = curr['id'] + + # 从倒数第二根开始往前找有效K线（已收盘的K线） + valid_prev_idx, prev = self.find_valid_prev_bar(kline_data, len(kline_data) - 1, self.min_body_size) + + if prev is None: + return None, None, None, None + + long_trigger, short_trigger = self.get_one_third_levels(prev) + + if long_trigger is None: + return None, None, None, None + + # 使用当前K线的实时高低点来判断 + c_high = float(curr['high']) + c_low = float(curr['low']) + c_close = float(curr['close']) + p_close = float(prev['close']) + + # 检测是否触发 + long_triggered = c_high >= long_trigger + short_triggered = c_low <= short_trigger + + # 确定触发方向：当前价格已在前一根之上偏多、之下偏空时，以当前方向为准 + direction = None + trigger_price = None + + if long_triggered and short_triggered: + # 两个方向都触达时，以当前收盘相对前一根收盘为准（不按谁先触达） + if c_close > p_close: + direction = 'long' + trigger_price = long_trigger + elif c_close < p_close: + direction = 'short' + trigger_price = short_trigger + else: + c_open = float(curr['open']) + dist_to_long = abs(long_trigger - c_open) + dist_to_short = abs(short_trigger - c_open) + if dist_to_short <= dist_to_long: + direction = 'short' + trigger_price = short_trigger + else: + direction = 'long' + trigger_price = long_trigger + elif short_triggered: + # 仅触达做空价：若当前收盘已在前一根之上，说明已拉回偏多，不开空 + if c_close <= p_close: + direction = 'short' + trigger_price = short_trigger + elif long_triggered: + # 仅触达做多价：若当前收盘已在前一根之下，说明已回落偏空，不开多 + if c_close >= p_close: + direction = 'long' + trigger_price = long_trigger + + if direction is None: + return None, None, None, None + + # 检查是否在同一根K线内已经触发过相同方向 + if self.last_trigger_kline_id == curr_kline_id and self.last_trigger_direction == direction: + return None, None, None, None + + return direction, trigger_price, prev, curr + + # ========================= BitMart API 函数 ========================= + + def get_klines(self): + """获取最近N根5分钟K线""" + try: + end_time = int(time.time()) + # 获取足够多的K线用于向前查找有效K线 + response = self.contractAPI.get_kline( + contract_symbol=self.contract_symbol, + step=self.kline_step, # 5分钟 + start_time=end_time - 3600 * 3, # 取最近3小时 + end_time=end_time + )[0]["data"] + + # 每根: [timestamp, open, high, low, close, volume] + formatted = [] + for k in response: + formatted.append({ + 'id': int(k["timestamp"]), + 'open': float(k["open_price"]), + 'high': float(k["high_price"]), + 'low': float(k["low_price"]), + 'close': float(k["close_price"]) + }) + formatted.sort(key=lambda x: x['id']) + return formatted + except Exception as e: + error_msg = str(e) + # 检查是否是429限流错误 + if "429" in error_msg or "too many requests" in error_msg.lower(): + logger.warning(f"API限流，等待60秒后重试: {e}") + time.sleep(60) + else: + logger.error(f"获取K线异常: {e}") + self.ding(msg="获取K线异常", error=True) + return None + + def get_current_price(self): + """获取当前最新价格""" + try: + end_time = int(time.time()) + response = self.contractAPI.get_kline( + contract_symbol=self.contract_symbol, + step=1, # 1分钟 + start_time=end_time - 3600 * 3, + end_time=end_time + )[0] + if response['code'] == 1000: + return float(response['data'][-1]["close_price"]) + return None + except Exception as e: + logger.error(f"获取价格异常: {e}") + return None + + def get_available_balance(self): + """获取合约账户可用USDT余额""" + try: + response = self.contractAPI.get_assets_detail()[0] + if response['code'] == 1000: + data = response['data'] + if isinstance(data, dict): + return float(data.get('available_balance', 0)) + elif isinstance(data, list): + for asset in data: + if asset.get('currency') == 'USDT': + return float(asset.get('available_balance', 0)) + return None + except Exception as e: + logger.error(f"余额查询异常: {e}") + return None + + def get_position_status(self): + """获取当前持仓方向""" + try: + response = self.contractAPI.get_position(contract_symbol=self.contract_symbol)[0] + if response['code'] == 1000: + positions = response['data'] + if not positions: + self.start = 0 + self.open_avg_price = None + self.current_amount = None + self.position_cross = None + return True + self.start = 1 if positions[0]['position_type'] == 1 else -1 + self.open_avg_price = positions[0]['open_avg_price'] + self.current_amount = positions[0]['current_amount'] + self.position_cross = positions[0]["position_cross"] + return True + else: + return False + except Exception as e: + logger.error(f"持仓查询异常: {e}") + return False + + def set_leverage(self): + """程序启动时设置全仓 + 高杠杆""" + try: + response = self.contractAPI.post_submit_leverage( + contract_symbol=self.contract_symbol, + leverage=self.leverage, + open_type=self.open_type + )[0] + if response['code'] == 1000: + logger.success(f"全仓模式 + {self.leverage}x 杠杆设置成功") + return True + else: + logger.error(f"杠杆设置失败: {response}") + return False + except Exception as e: + logger.error(f"设置杠杆异常: {e}") + return False + + # ========================= 浏览器自动化函数 ========================= + + def openBrowser(self): + """打开 TGE 对应浏览器实例""" + try: + bit_port = openBrowser(id=self.bit_id) + co = ChromiumOptions() + co.set_local_port(port=bit_port) + self.page = ChromiumPage(addr_or_opts=co) + return True + except: + return False + + def close_extra_tabs_in_browser(self): + """关闭多余 tab""" + try: + for idx, tab in enumerate(self.page.get_tabs()): + if idx > 0: + tab.close() + return True + except: + return False + + def click_safe(self, xpath, sleep=0.5): + """安全点击""" + try: + ele = self.page.ele(xpath) + if not ele: + return False + ele.scroll.to_see(center=True) + time.sleep(sleep) + ele.click(by_js=True) + return True + except: + return False + + def 平仓(self): + """市价平仓""" + logger.info("执行平仓操作...") + self.click_safe('x://span[normalize-space(text()) ="市价"]') + time.sleep(0.5) + self.ding(msg="执行平仓操作") + + def 开单(self, marketPriceLongOrder=0, size=None): + """ + 市价开单 + marketPriceLongOrder: 1 做多, -1 做空 + """ + if size is None or size <= 0: + logger.warning("开单金额无效") + return False + + direction_str = "做多" if marketPriceLongOrder == 1 else "做空" + logger.info(f"执行{direction_str}操作，金额: {size}") + + size = 50 + try: + if marketPriceLongOrder == -1: + self.click_safe('x://button[normalize-space(text()) ="市价"]') + self.page.ele('x://*[@id="size_0"]').input(size) + self.click_safe('x://span[normalize-space(text()) ="卖出/做空"]') + elif marketPriceLongOrder == 1: + self.click_safe('x://button[normalize-space(text()) ="市价"]') + self.page.ele('x://*[@id="size_0"]').input(size) + self.click_safe('x://span[normalize-space(text()) ="买入/做多"]') + + self.ding(msg=f"执行{direction_str}操作，金额: {size}") + return True + except Exception as e: + logger.error(f"开单异常: {e}") + return False + + def ding(self, msg, error=False): + """统一消息格式""" + prefix = "❌三分之一策略：" if error else "🔔三分之一策略：" + if error: + logger.error(msg) + for i in range(10): + send_dingtalk_message(f"{prefix}{msg}") + else: + logger.info(msg) + send_dingtalk_message(f"{prefix}{msg}") + + # ========================= 时间计算函数 ========================= + + def get_now_time(self): + """获取当前5分钟整点时间戳""" + current_timestamp = time.time() + current_datetime = datetime.datetime.fromtimestamp(current_timestamp) + + # 计算距离当前时间最近的5分钟整点 + minute = current_datetime.minute + target_minute = (minute // 5) * 5 # 向下取整到5分钟 + target_datetime = current_datetime.replace(minute=target_minute, second=0, microsecond=0) + + return int(target_datetime.timestamp()) + + def get_time_to_next_5min(self): + """获取距离下一个5分钟的秒数""" + current_timestamp = time.time() + current_datetime = datetime.datetime.fromtimestamp(current_timestamp) + + minute = current_datetime.minute + next_5min = ((minute // 5) + 1) * 5 + if next_5min >= 60: + next_datetime = current_datetime.replace(minute=0, second=0, microsecond=0) + datetime.timedelta(hours=1) + else: + next_datetime = current_datetime.replace(minute=next_5min, second=0, microsecond=0) + + return (next_datetime - current_datetime).total_seconds() + + # ========================= 主运行函数 ========================= + + def action(self): + """主运行逻辑 - 实时监测版本""" + # 启动时设置全仓高杠杆 + if not self.set_leverage(): + logger.error("杠杆设置失败，程序继续运行但可能下单失败") + return + + # 1. 打开浏览器 + if not self.openBrowser(): + self.ding("打开浏览器失败！", error=True) + return + logger.info("浏览器打开成功") + + if self.close_extra_tabs_in_browser(): + logger.info('关闭多余标签页成功') + else: + logger.info('关闭多余标签页失败') + + self.page.get("https://derivatives.bitmart.com/zh-CN/futures/ETHUSDT") + time.sleep(2) + + self.click_safe('x://button[normalize-space(text()) ="市价"]') + + logger.info(f"开始实时监测，检测间隔: {self.check_interval}秒") + + # 用于定时发送持仓信息（每5分钟发一次） + last_report_time = 0 + report_interval = 300 # 5分钟报告一次持仓 + + while True: + # 1. 打开浏览器 + for i in range(5): + if self.openBrowser(): + break + + time.sleep(5) + else: + self.ding("打开浏览器失败！", error=True) + return + logger.info("浏览器打开成功") + + if self.close_extra_tabs_in_browser(): + logger.info('关闭多余标签页成功') + else: + logger.info('关闭多余标签页失败') + + self.page.get("https://derivatives.bitmart.com/zh-CN/futures/ETHUSDT") + time.sleep(2) + + self.click_safe('x://button[normalize-space(text()) ="市价"]') + + try: + # 获取K线数据 + kline_data = self.get_klines() + if not kline_data: + logger.warning("获取K线数据失败，等待重试...") + time.sleep(self.check_interval) + continue + + if len(kline_data) < 3: + logger.warning("K线数据不足") + time.sleep(self.check_interval) + continue + + # 获取当前K线信息用于日志 + curr = kline_data[-1] + curr_time_str = datetime.datetime.fromtimestamp(curr['id']).strftime('%H:%M:%S') + + # ========== 实时信号检测 ========== + direction, trigger_price, valid_prev, curr_kline = self.check_realtime_trigger(kline_data) + + if direction: + curr_kline_id = curr_kline['id'] + + # 获取持仓状态（先获取，用于判断是否允许同一K线内反手） + if not self.get_position_status(): + logger.warning("获取仓位信息失败") + time.sleep(self.check_interval) + continue + + # 检查是否在同一K线内已经交易过（防止频繁反手） + # 例外（同一根K线内仅允许一次反手）： + # - 先开空 -> 价格回调到做多触发价 -> 允许平空开多 + # - 先开多 -> 价格跌到做空触发价 -> 允许平多开空 + if self.last_trade_kline_id == curr_kline_id: + allow_reverse = (self.start == -1 and direction == "long") or (self.start == 1 and direction == "short") + if not allow_reverse: + logger.debug(f"同一K线内已交易且非反手场景，跳过本次{direction}信号") + self.last_trigger_kline_id = curr_kline_id + self.last_trigger_direction = direction + time.sleep(self.check_interval) + continue + action_desc = "平空开多" if (self.start == -1 and direction == "long") else "平多开空" + logger.info(f"同一K线内回调/反弹触发反手：当前持仓{'空' if self.start == -1 else '多'}，信号{direction} -> {action_desc}") + + prev_time = datetime.datetime.fromtimestamp(valid_prev['id']).strftime('%H:%M') + prev_type = "阳线" if self.is_bullish(valid_prev) else "阴线" + prev_body = self.get_body_size(valid_prev) + + # 检查信号与持仓是否同向（避免重复日志） + if (direction == "long" and self.start == 1) or (direction == "short" and self.start == -1): + # 信号与持仓同向，静默忽略 + self.last_trigger_kline_id = curr_kline_id + self.last_trigger_direction = direction + time.sleep(self.check_interval) + continue + + # 开仓原因（用于日志：多久、为什么开仓） + is_same_kline_reverse = (self.last_trade_kline_id == curr_kline_id) + if is_same_kline_reverse and direction == "long": + open_reason = f"同一根K线内价格回调到做多触发价 {trigger_price:.2f}（前一根[{prev_time}]{prev_type} 实体={prev_body:.2f}），平空反手开多" + elif is_same_kline_reverse and direction == "short": + open_reason = f"同一根K线内价格跌到做空触发价 {trigger_price:.2f}（前一根[{prev_time}]{prev_type} 实体={prev_body:.2f}），平多反手开空" + elif direction == "long": + open_reason = f"当前K线最高价触达做多触发价 {trigger_price:.2f}（前一根[{prev_time}]{prev_type} 实体={prev_body:.2f} 收盘={valid_prev['close']:.2f}）" + else: + open_reason = f"当前K线最低价触达做空触发价 {trigger_price:.2f}（前一根[{prev_time}]{prev_type} 实体={prev_body:.2f} 收盘={valid_prev['close']:.2f}）" + open_time_str = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S") + + logger.info(f"{'=' * 50}") + logger.info(f"🚨 检测到{direction}信号！触发价格: {trigger_price:.2f}") + logger.info( + f" 有效前一根[{prev_time}]: {prev_type} 实体={prev_body:.2f} O={valid_prev['open']:.2f} C={valid_prev['close']:.2f}") + logger.info( + f" 当前K线: H={curr_kline['high']:.2f} L={curr_kline['low']:.2f} C={curr_kline['close']:.2f}") + logger.info(f" 当前持仓: {self.start} (1=多, -1=空, 0=无)") + logger.info(f" 开仓时间: {open_time_str}") + logger.info(f" 开仓原因: {open_reason}") + + # ========== 执行交易逻辑 ========== + balance = self.get_available_balance() + if balance is None: + balance = 0 + trade_size = balance * self.risk_percent + + executed = False + if direction == "long": + if self.start == -1: # 当前空仓，平空开多 + logger.info(f"📈 平空仓，反手开多 | {open_time_str} | {open_reason}") + self.平仓() + time.sleep(1) + self.开单(marketPriceLongOrder=1, size=trade_size) + executed = True + elif self.start == 0: # 当前无仓，直接开多 + logger.info(f"📈 无仓位，开多 | {open_time_str} | {open_reason}") + self.开单(marketPriceLongOrder=1, size=trade_size) + executed = True + + elif direction == "short": + if self.start == 1: # 当前多仓，平多开空 + logger.info(f"📉 平多仓，反手开空 | {open_time_str} | {open_reason}") + self.平仓() + time.sleep(1) + self.开单(marketPriceLongOrder=-1, size=trade_size) + executed = True + elif self.start == 0: # 当前无仓，直接开空 + logger.info(f"📉 无仓位，开空 | {open_time_str} | {open_reason}") + self.开单(marketPriceLongOrder=-1, size=trade_size) + executed = True + + # 记录本次触发 + self.last_trigger_kline_id = curr_kline_id + self.last_trigger_direction = direction + + if executed: + # 记录交易K线，防止同一K线内频繁反手 + self.last_trade_kline_id = curr_kline_id + # 发送开仓时间与原因到钉钉 + self.ding(msg=f"开仓时间: {open_time_str}\n开仓原因: {open_reason}") + # 交易后立即发送持仓信息 + self.get_position_status() + self._send_position_message(curr_kline) + last_report_time = time.time() + + logger.info(f"{'=' * 50}") + + else: + # 没有信号时，显示实时价格 + logger.debug( + f"[{curr_time_str}] 现价: {curr['close']:.2f} H={curr['high']:.2f} L={curr['low']:.2f}") + + # ========== 定时发送持仓信息 ========== + current_time = time.time() + if current_time - last_report_time >= report_interval: + if self.get_position_status(): + self._send_position_message(kline_data[-1]) + last_report_time = current_time + + # 等待下次检测 + time.sleep(self.check_interval) + + except Exception as e: + logger.error(f"主循环异常: {e}") + time.sleep(self.check_interval) + + time.sleep(15) + self.page.close() + time.sleep(15) + + def _send_position_message(self, latest_kline): + """发送持仓信息到钉钉""" + current_price = float(latest_kline["close"]) + balance = self.get_available_balance() + self.balance = balance if balance is not None else 0.0 + + if self.start != 0: + open_avg_price = float(self.open_avg_price) if self.open_avg_price else 0.0 + current_amount = float(self.current_amount) if self.current_amount else 0.0 + position_cross = float(self.position_cross) if hasattr(self, + 'position_cross') and self.position_cross else 0.0 + + # 计算浮动盈亏 + if self.start == 1: # 多头 + unrealized_pnl = current_amount * 0.001 * (current_price - open_avg_price) + else: # 空头 + unrealized_pnl = current_amount * 0.001 * (open_avg_price - current_price) + + # 计算收益率 + if open_avg_price > 0: + if self.start == 1: + pnl_rate = (current_price - open_avg_price) / open_avg_price * 10000 + else: + pnl_rate = (open_avg_price - current_price) / open_avg_price * 10000 + rate_str = f" ({pnl_rate:+.2f}%)" + else: + rate_str = "" + + direction_str = "空" if self.start == -1 else "多" + pnl_str = f"{unrealized_pnl:+.2f} USDT" + + msg = ( + f"【三分之一策略 {self.contract_symbol} 5分钟】\n" + f"当前方向：{direction_str}\n" + f"当前现价：{current_price:.2f} USDT\n" + f"开仓均价：{open_avg_price:.2f} USDT\n" + f"持仓量(eth)：{float(current_amount) / 1000} eth\n" + f"持仓量(usdt)：{position_cross} usdt\n" + f"浮动盈亏：{pnl_str}{rate_str}\n" + f"账户可用余额：{self.balance:.2f} usdt" + ) + else: + msg = ( + f"【三分之一策略 {self.contract_symbol} 5分钟】\n" + f"当前方向：无\n" + f"当前现价：{current_price:.2f} USDT\n" + f"账户可用余额：{self.balance:.2f} usdt" + ) + + self.ding(msg=msg) + + +if __name__ == '__main__': + # 启动三分之一策略交易 + BitmartOneThirdStrategy(bit_id="62f9107d0c674925972084e282df55b3").action() diff --git a/me/bitmart-三分之一策略交易1111111.py b/me/bitmart-三分之一策略交易1111111.py new file mode 100644 index 0000000..bfe82eb --- /dev/null +++ b/me/bitmart-三分之一策略交易1111111.py @@ -0,0 +1,715 @@ +""" +BitMart 三分之一回归策略交易（双向触发版） +使用5分钟K线周期，实时监测 + +策略规则： +1. 触发价格计算（基于有效的前一根K线，实体>=0.1）： + - 做多触发价格 = 收盘价 + 实体/3（从收盘价往上涨1/3） + - 做空触发价格 = 收盘价 - 实体/3（从收盘价往下跌1/3） + +2. 信号触发条件： + - 当前K线最高价 >= 做多触发价格 → 做多信号 + - 当前K线最低价 <= 做空触发价格 → 做空信号 + +3. 执行逻辑： + - 做多时遇到做空信号 -> 平多并反手开空 + - 做空时遇到做多信号 -> 平空并反手开多 + - 同一根K线内只交易一次，防止频繁反手 + +示例1（阳线）： + 前一根K线：开盘3000，收盘3100（阳线，实体=100） + - 做多触发价格 = 3100 + 33 = 3133（继续上涨做多） + - 做空触发价格 = 3100 - 33 = 3067（回调做空）←当前跌到这里就做空 + +示例2（阴线）： + 前一根K线：开盘3100，收盘3000（阴线，实体=100） + - 做多触发价格 = 3000 + 33 = 3033（反弹做多） + - 做空触发价格 = 3000 - 33 = 2967（继续下跌做空） +""" + +import time +import datetime + +from tqdm import tqdm +from loguru import logger +from bit_tools import openBrowser +from DrissionPage import ChromiumPage +from DrissionPage import ChromiumOptions + +from bitmart.api_contract import APIContract +from 交易.tools import send_dingtalk_message + + +class BitmartOneThirdStrategy: + def __init__(self, bit_id): + + self.page: ChromiumPage | None = None + + self.api_key = "6104088c65a68d7e53df5d9395b67d78e555293a" + self.secret_key = "a8b14312330d8e6b9b09acfd972b34e32022fdfa9f2b06f0a0a31723b873fd01" + self.memo = "me" + + self.contract_symbol = "ETHUSDT" + + self.contractAPI = APIContract(self.api_key, self.secret_key, self.memo, timeout=(5, 15)) + + self.start = 0 # 持仓状态: -1 空, 0 无, 1 多 + self.direction = None + + self.pbar = tqdm(total=5, desc="等待K线", ncols=80) # 5分钟周期 + + self.last_kline_time = None + + self.leverage = "40" # 高杠杆（全仓模式下可开更大仓位） + self.open_type = "cross" # 全仓模式 + self.risk_percent = 0.01 # 每次开仓使用可用余额的 1% + + self.open_avg_price = None # 开仓价格 + self.current_amount = None # 持仓量 + + self.bit_id = bit_id + + # 三分之一策略参数 + self.min_body_size = 0.1 # 最小实体大小 + self.kline_step = 5 # K线周期（5分钟） + self.kline_count = 20 # 获取的K线数量，用于向前查找有效K线 + + # 实时监测参数 + self.check_interval = 3 # 检测间隔（秒） + self.last_trigger_kline_id = None # 记录上次触发信号的K线ID，避免同一K线重复触发 + self.last_trigger_direction = None # 记录上次触发的方向 + self.last_trade_kline_id = None # 记录上次实际交易的K线ID，防止同一K线内频繁反手 + + # ========================= 三分之一策略核心函数 ========================= + + def is_bullish(self, c): + """判断阳线""" + return float(c['close']) > float(c['open']) + + def is_bearish(self, c): + """判断阴线""" + return float(c['close']) < float(c['open']) + + def get_body_size(self, candle): + """计算K线实体大小（绝对值）""" + return abs(float(candle['open']) - float(candle['close'])) + + def find_valid_prev_bar(self, all_data, current_idx, min_body_size=0.1): + """ + 从当前索引往前查找，直到找到实体>=min_body_size的K线 + 返回：(有效K线的索引, K线数据) 或 (None, None) + """ + if current_idx <= 0: + return None, None + + for i in range(current_idx - 1, -1, -1): + prev = all_data[i] + body_size = self.get_body_size(prev) + if body_size >= min_body_size: + return i, prev + + return None, None + + def get_one_third_levels(self, prev): + """ + 计算前一根K线实体的 1/3 双向触发价格 + 返回：(做多触发价格, 做空触发价格) + + 基于收盘价计算（无论阴线阳线）： + - 做多触发价格 = 收盘价 + 实体/3（从收盘价往上涨1/3实体） + - 做空触发价格 = 收盘价 - 实体/3（从收盘价往下跌1/3实体） + + 示例： + 阳线 open=3000, close=3100, 实体=100 + - 做多触发 = 3100 + 33 = 3133（继续涨） + - 做空触发 = 3100 - 33 = 3067（回调） + + 阴线 open=3100, close=3000, 实体=100 + - 做多触发 = 3000 + 33 = 3033（反弹） + - 做空触发 = 3000 - 33 = 2967（继续跌） + """ + p_open = float(prev['open']) + p_close = float(prev['close']) + + body = abs(p_open - p_close) + + if body < 0.001: # 十字星，忽略 + return None, None + + # 基于收盘价的双向触发价格 + long_trigger = p_close + body / 3 # 从收盘价往上涨1/3触发做多 + short_trigger = p_close - body / 3 # 从收盘价往下跌1/3触发做空 + + return long_trigger, short_trigger + + def check_trigger(self, all_data, current_idx): + """ + 检查当前K线是否触发了交易信号（双向检测） + 返回：(方向, 触发价格, 有效前一根K线索引) 或 (None, None, None) + + 规则： + - 当前K线高点 >= 做多触发价格 → 做多信号 + - 当前K线低点 <= 做空触发价格 → 做空信号 + """ + if current_idx <= 0: + return None, None, None + + curr = all_data[current_idx] + + # 查找实体>=min_body_size的前一根K线 + valid_prev_idx, prev = self.find_valid_prev_bar(all_data, current_idx, self.min_body_size) + + if prev is None: + return None, None, None + + long_trigger, short_trigger = self.get_one_third_levels(prev) + + if long_trigger is None: + return None, None, None + + # 使用影线部分（high/low）来判断 + c_high = float(curr['high']) + c_low = float(curr['low']) + + # 检测是否触发 + long_triggered = c_high >= long_trigger + short_triggered = c_low <= short_trigger + + # 如果两个方向都触发，判断哪个先触发 + if long_triggered and short_triggered: + c_open = float(curr['open']) + dist_to_long = abs(long_trigger - c_open) + dist_to_short = abs(short_trigger - c_open) + if dist_to_short <= dist_to_long: + return 'short', short_trigger, valid_prev_idx + else: + return 'long', long_trigger, valid_prev_idx + + if short_triggered: + return 'short', short_trigger, valid_prev_idx + + if long_triggered: + return 'long', long_trigger, valid_prev_idx + + return None, None, None + + def check_realtime_trigger(self, kline_data): + """ + 实时检测当前K线是否触发信号（双向检测） + 基于已收盘的K线计算触发价格，用当前正在形成的K线判断 + 返回：(方向, 触发价格, 有效前一根K线, 当前K线) 或 (None, None, None, None) + """ + if len(kline_data) < 2: + return None, None, None, None + + # 当前正在形成的K线（最后一根，未收盘） + curr = kline_data[-1] + curr_kline_id = curr['id'] + + # 从倒数第二根开始往前找有效K线（已收盘的K线） + valid_prev_idx, prev = self.find_valid_prev_bar(kline_data, len(kline_data) - 1, self.min_body_size) + + if prev is None: + return None, None, None, None + + long_trigger, short_trigger = self.get_one_third_levels(prev) + + if long_trigger is None: + return None, None, None, None + + # 使用当前K线的实时高低点来判断 + c_high = float(curr['high']) + c_low = float(curr['low']) + + # 检测是否触发 + long_triggered = c_high >= long_trigger + short_triggered = c_low <= short_trigger + + # 确定触发方向 + direction = None + trigger_price = None + + if long_triggered and short_triggered: + # 两个方向都触发，判断哪个先（距离开盘价更近的先触发） + c_open = float(curr['open']) + dist_to_long = abs(long_trigger - c_open) + dist_to_short = abs(short_trigger - c_open) + if dist_to_short <= dist_to_long: + direction = 'short' + trigger_price = short_trigger + else: + direction = 'long' + trigger_price = long_trigger + elif short_triggered: + direction = 'short' + trigger_price = short_trigger + elif long_triggered: + direction = 'long' + trigger_price = long_trigger + + if direction is None: + return None, None, None, None + + # 检查是否在同一根K线内已经触发过相同方向 + if self.last_trigger_kline_id == curr_kline_id and self.last_trigger_direction == direction: + return None, None, None, None + + return direction, trigger_price, prev, curr + + # ========================= BitMart API 函数 ========================= + + def get_klines(self): + """获取最近N根5分钟K线""" + try: + end_time = int(time.time()) + # 获取足够多的K线用于向前查找有效K线 + response = self.contractAPI.get_kline( + contract_symbol=self.contract_symbol, + step=self.kline_step, # 5分钟 + start_time=end_time - 3600 * 3, # 取最近3小时 + end_time=end_time + )[0]["data"] + + # 每根: [timestamp, open, high, low, close, volume] + formatted = [] + for k in response: + formatted.append({ + 'id': int(k["timestamp"]), + 'open': float(k["open_price"]), + 'high': float(k["high_price"]), + 'low': float(k["low_price"]), + 'close': float(k["close_price"]) + }) + formatted.sort(key=lambda x: x['id']) + return formatted + except Exception as e: + error_msg = str(e) + # 检查是否是429限流错误 + if "429" in error_msg or "too many requests" in error_msg.lower(): + logger.warning(f"API限流，等待60秒后重试: {e}") + time.sleep(60) + else: + logger.error(f"获取K线异常: {e}") + self.ding(msg="获取K线异常", error=True) + return None + + def get_current_price(self): + """获取当前最新价格""" + try: + end_time = int(time.time()) + response = self.contractAPI.get_kline( + contract_symbol=self.contract_symbol, + step=1, # 1分钟 + start_time=end_time - 3600 * 3, + end_time=end_time + )[0] + if response['code'] == 1000: + return float(response['data'][-1]["close_price"]) + return None + except Exception as e: + logger.error(f"获取价格异常: {e}") + return None + + def get_available_balance(self): + """获取合约账户可用USDT余额""" + try: + response = self.contractAPI.get_assets_detail()[0] + if response['code'] == 1000: + data = response['data'] + if isinstance(data, dict): + return float(data.get('available_balance', 0)) + elif isinstance(data, list): + for asset in data: + if asset.get('currency') == 'USDT': + return float(asset.get('available_balance', 0)) + return None + except Exception as e: + logger.error(f"余额查询异常: {e}") + return None + + def get_position_status(self): + """获取当前持仓方向""" + try: + response = self.contractAPI.get_position(contract_symbol=self.contract_symbol)[0] + if response['code'] == 1000: + positions = response['data'] + if not positions: + self.start = 0 + self.open_avg_price = None + self.current_amount = None + self.position_cross = None + return True + self.start = 1 if positions[0]['position_type'] == 1 else -1 + self.open_avg_price = positions[0]['open_avg_price'] + self.current_amount = positions[0]['current_amount'] + self.position_cross = positions[0]["position_cross"] + return True + else: + return False + except Exception as e: + logger.error(f"持仓查询异常: {e}") + return False + + def set_leverage(self): + """程序启动时设置全仓 + 高杠杆""" + try: + response = self.contractAPI.post_submit_leverage( + contract_symbol=self.contract_symbol, + leverage=self.leverage, + open_type=self.open_type + )[0] + if response['code'] == 1000: + logger.success(f"全仓模式 + {self.leverage}x 杠杆设置成功") + return True + else: + logger.error(f"杠杆设置失败: {response}") + return False + except Exception as e: + logger.error(f"设置杠杆异常: {e}") + return False + + # ========================= 浏览器自动化函数 ========================= + + def openBrowser(self): + """打开 TGE 对应浏览器实例""" + try: + bit_port = openBrowser(id=self.bit_id) + co = ChromiumOptions() + co.set_local_port(port=bit_port) + self.page = ChromiumPage(addr_or_opts=co) + return True + except: + return False + + def close_extra_tabs_in_browser(self): + """关闭多余 tab""" + try: + for idx, tab in enumerate(self.page.get_tabs()): + if idx > 0: + tab.close() + return True + except: + return False + + def click_safe(self, xpath, sleep=0.5): + """安全点击""" + try: + ele = self.page.ele(xpath) + if not ele: + return False + ele.scroll.to_see(center=True) + time.sleep(sleep) + ele.click(by_js=True) + return True + except: + return False + + def 平仓(self): + """市价平仓""" + logger.info("执行平仓操作...") + self.click_safe('x://span[normalize-space(text()) ="市价"]') + time.sleep(0.5) + self.ding(msg="执行平仓操作") + + def 开单(self, marketPriceLongOrder=0, size=None): + """ + 市价开单 + marketPriceLongOrder: 1 做多, -1 做空 + """ + if size is None or size <= 0: + logger.warning("开单金额无效") + return False + + direction_str = "做多" if marketPriceLongOrder == 1 else "做空" + logger.info(f"执行{direction_str}操作，金额: {size}") + + size = 40 + try: + if marketPriceLongOrder == -1: + self.click_safe('x://button[normalize-space(text()) ="市价"]') + self.page.ele('x://*[@id="size_0"]').input(size) + self.click_safe('x://span[normalize-space(text()) ="卖出/做空"]') + elif marketPriceLongOrder == 1: + self.click_safe('x://button[normalize-space(text()) ="市价"]') + self.page.ele('x://*[@id="size_0"]').input(size) + self.click_safe('x://span[normalize-space(text()) ="买入/做多"]') + + self.ding(msg=f"执行{direction_str}操作，金额: {size}") + return True + except Exception as e: + logger.error(f"开单异常: {e}") + return False + + def ding(self, msg, error=False): + """统一消息格式""" + prefix = "❌三分之一策略：" if error else "🔔三分之一策略：" + if error: + logger.error(msg) + for i in range(10): + send_dingtalk_message(f"{prefix}{msg}") + else: + logger.info(msg) + send_dingtalk_message(f"{prefix}{msg}") + + # ========================= 时间计算函数 ========================= + + def get_now_time(self): + """获取当前5分钟整点时间戳""" + current_timestamp = time.time() + current_datetime = datetime.datetime.fromtimestamp(current_timestamp) + + # 计算距离当前时间最近的5分钟整点 + minute = current_datetime.minute + target_minute = (minute // 5) * 5 # 向下取整到5分钟 + target_datetime = current_datetime.replace(minute=target_minute, second=0, microsecond=0) + + return int(target_datetime.timestamp()) + + def get_time_to_next_5min(self): + """获取距离下一个5分钟的秒数""" + current_timestamp = time.time() + current_datetime = datetime.datetime.fromtimestamp(current_timestamp) + + minute = current_datetime.minute + next_5min = ((minute // 5) + 1) * 5 + if next_5min >= 60: + next_datetime = current_datetime.replace(minute=0, second=0, microsecond=0) + datetime.timedelta(hours=1) + else: + next_datetime = current_datetime.replace(minute=next_5min, second=0, microsecond=0) + + return (next_datetime - current_datetime).total_seconds() + + # ========================= 主运行函数 ========================= + + def action(self): + """主运行逻辑 - 实时监测版本""" + # 启动时设置全仓高杠杆 + if not self.set_leverage(): + logger.error("杠杆设置失败，程序继续运行但可能下单失败") + return + + # 1. 打开浏览器 + if not self.openBrowser(): + self.ding("打开浏览器失败！", error=True) + return + logger.info("浏览器打开成功") + + if self.close_extra_tabs_in_browser(): + logger.info('关闭多余标签页成功') + else: + logger.info('关闭多余标签页失败') + + self.page.get("https://derivatives.bitmart.com/zh-CN/futures/ETHUSDT") + time.sleep(2) + + self.click_safe('x://button[normalize-space(text()) ="市价"]') + + logger.info(f"开始实时监测，检测间隔: {self.check_interval}秒") + + # 用于定时发送持仓信息（每5分钟发一次） + last_report_time = 0 + report_interval = 300 # 5分钟报告一次持仓 + + while True: + # 1. 打开浏览器 + for i in range(5): + if self.openBrowser(): + break + + time.sleep(5) + else: + self.ding("打开浏览器失败！", error=True) + return + logger.info("浏览器打开成功") + + if self.close_extra_tabs_in_browser(): + logger.info('关闭多余标签页成功') + else: + logger.info('关闭多余标签页失败') + + self.page.get("https://derivatives.bitmart.com/zh-CN/futures/ETHUSDT") + time.sleep(2) + + self.click_safe('x://button[normalize-space(text()) ="市价"]') + + try: + # 获取K线数据 + kline_data = self.get_klines() + if not kline_data: + logger.warning("获取K线数据失败，等待重试...") + time.sleep(self.check_interval) + continue + + if len(kline_data) < 3: + logger.warning("K线数据不足") + time.sleep(self.check_interval) + continue + + # 获取当前K线信息用于日志 + curr = kline_data[-1] + curr_time_str = datetime.datetime.fromtimestamp(curr['id']).strftime('%H:%M:%S') + + # ========== 实时信号检测 ========== + direction, trigger_price, valid_prev, curr_kline = self.check_realtime_trigger(kline_data) + + if direction: + curr_kline_id = curr_kline['id'] + + # 检查是否在同一K线内已经交易过（防止频繁反手） + if self.last_trade_kline_id == curr_kline_id: + logger.debug(f"同一K线内已交易，跳过本次{direction}信号") + # 更新触发记录，避免重复日志 + self.last_trigger_kline_id = curr_kline_id + self.last_trigger_direction = direction + time.sleep(self.check_interval) + continue + + # 获取持仓状态 + if not self.get_position_status(): + logger.warning("获取仓位信息失败") + time.sleep(self.check_interval) + continue + + prev_time = datetime.datetime.fromtimestamp(valid_prev['id']).strftime('%H:%M') + prev_type = "阳线" if self.is_bullish(valid_prev) else "阴线" + prev_body = self.get_body_size(valid_prev) + + # 检查信号与持仓是否同向（避免重复日志） + if (direction == "long" and self.start == 1) or (direction == "short" and self.start == -1): + # 信号与持仓同向，静默忽略 + self.last_trigger_kline_id = curr_kline_id + self.last_trigger_direction = direction + time.sleep(self.check_interval) + continue + + logger.info(f"{'=' * 50}") + logger.info(f"🚨 检测到{direction}信号！触发价格: {trigger_price:.2f}") + logger.info( + f" 有效前一根[{prev_time}]: {prev_type} 实体={prev_body:.2f} O={valid_prev['open']:.2f} C={valid_prev['close']:.2f}") + logger.info( + f" 当前K线: H={curr_kline['high']:.2f} L={curr_kline['low']:.2f} C={curr_kline['close']:.2f}") + logger.info(f" 当前持仓: {self.start} (1=多, -1=空, 0=无)") + + # ========== 执行交易逻辑 ========== + balance = self.get_available_balance() + if balance is None: + balance = 0 + trade_size = balance * self.risk_percent + + executed = False + if direction == "long": + if self.start == -1: # 当前空仓，平空开多 + logger.info("📈 平空仓，反手开多") + self.平仓() + time.sleep(1) + self.开单(marketPriceLongOrder=1, size=trade_size) + executed = True + elif self.start == 0: # 当前无仓，直接开多 + logger.info("📈 无仓位，开多") + self.开单(marketPriceLongOrder=1, size=trade_size) + executed = True + + elif direction == "short": + if self.start == 1: # 当前多仓，平多开空 + logger.info("📉 平多仓，反手开空") + self.平仓() + time.sleep(1) + self.开单(marketPriceLongOrder=-1, size=trade_size) + executed = True + elif self.start == 0: # 当前无仓，直接开空 + logger.info("📉 无仓位，开空") + self.开单(marketPriceLongOrder=-1, size=trade_size) + executed = True + + # 记录本次触发 + self.last_trigger_kline_id = curr_kline_id + self.last_trigger_direction = direction + + if executed: + # 记录交易K线，防止同一K线内频繁反手 + self.last_trade_kline_id = curr_kline_id + # 交易后立即发送持仓信息 + self.get_position_status() + self._send_position_message(curr_kline) + last_report_time = time.time() + + logger.info(f"{'=' * 50}") + + else: + # 没有信号时，显示实时价格 + logger.debug( + f"[{curr_time_str}] 现价: {curr['close']:.2f} H={curr['high']:.2f} L={curr['low']:.2f}") + + # ========== 定时发送持仓信息 ========== + current_time = time.time() + if current_time - last_report_time >= report_interval: + if self.get_position_status(): + self._send_position_message(kline_data[-1]) + last_report_time = current_time + + # 等待下次检测 + time.sleep(self.check_interval) + + except Exception as e: + logger.error(f"主循环异常: {e}") + time.sleep(self.check_interval) + + time.sleep(15) + self.page.close() + time.sleep(15) + + def _send_position_message(self, latest_kline): + """发送持仓信息到钉钉""" + current_price = float(latest_kline["close"]) + balance = self.get_available_balance() + self.balance = balance if balance is not None else 0.0 + + if self.start != 0: + open_avg_price = float(self.open_avg_price) if self.open_avg_price else 0.0 + current_amount = float(self.current_amount) if self.current_amount else 0.0 + position_cross = float(self.position_cross) if hasattr(self, + 'position_cross') and self.position_cross else 0.0 + + # 计算浮动盈亏 + if self.start == 1: # 多头 + unrealized_pnl = current_amount * 0.001 * (current_price - open_avg_price) + else: # 空头 + unrealized_pnl = current_amount * 0.001 * (open_avg_price - current_price) + + # 计算收益率 + if open_avg_price > 0: + if self.start == 1: + pnl_rate = (current_price - open_avg_price) / open_avg_price * 10000 + else: + pnl_rate = (open_avg_price - current_price) / open_avg_price * 10000 + rate_str = f" ({pnl_rate:+.2f}%)" + else: + rate_str = "" + + direction_str = "空" if self.start == -1 else "多" + pnl_str = f"{unrealized_pnl:+.2f} USDT" + + msg = ( + f"【三分之一策略 {self.contract_symbol} 5分钟】\n" + f"当前方向：{direction_str}\n" + f"当前现价：{current_price:.2f} USDT\n" + f"开仓均价：{open_avg_price:.2f} USDT\n" + f"持仓量(eth)：{float(current_amount) / 1000} eth\n" + f"持仓量(usdt)：{position_cross} usdt\n" + f"浮动盈亏：{pnl_str}{rate_str}\n" + f"账户可用余额：{self.balance:.2f} usdt" + ) + else: + msg = ( + f"【三分之一策略 {self.contract_symbol} 5分钟】\n" + f"当前方向：无\n" + f"当前现价：{current_price:.2f} USDT\n" + f"账户可用余额：{self.balance:.2f} usdt" + ) + + self.ding(msg=msg) + + +if __name__ == '__main__': + # 启动三分之一策略交易 + BitmartOneThirdStrategy(bit_id="62f9107d0c674925972084e282df55b3").action()