BTC Difficulty Adjustments
交易规则
必须提供带 Time,Difficulty 表头的 DifficultyHistoryFile。发布时间必须是严格递增且以 Z 结尾的 ISO UTC 时间,难度必须为正。启动时读取文件;缺失或格式错误会明确报错。不会从市场价格推导挖矿难度。
每根已完成蜡烛仅使用发布时间不晚于其 OpenTime 的观测。首条记录建立基准,难度不变时不产生信号。变化为 100*(difficulty/previous-1)。ThresholdMode=false 时上涨买入、下降卖出。阈值模式仅在 abs(change)>=Threshold 时行动:下降买入、上涨卖出。最新满足条件的已知变化决定方向。空仓开 Volume,反转下单 Volume+abs(Position)。未完成订单阻止重叠决策,无自动止损。
参数
| 参数 | 默认值 |
|---|---|
CandleType |
1d |
ThresholdMode |
false |
Threshold |
10 |
DifficultyHistoryFile |
必填 |
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using System.Globalization;
using System.IO;
using System.Linq;
using Ecng.Common;
using StockSharp.Algo;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>Trades published Bitcoin difficulty adjustments without substituting price momentum.</summary>
public class BtcDifficultyAdjustmentsStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<bool> _thresholdMode;
private readonly StrategyParam<decimal> _threshold;
private readonly StrategyParam<string> _difficultyHistoryFile;
private readonly List<(DateTime time, decimal difficulty)> _observations = [];
private int _cursor;
private decimal? _previous;
private DateTime _lastTime;
private Order _pending;
/// <summary>Finished decision candle interval.</summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>Use contrarian thresholded adjustments.</summary>
public bool ThresholdMode
{
get => _thresholdMode.Value;
set => _thresholdMode.Value = value;
}
/// <summary>Minimum absolute difficulty change in percent.</summary>
public decimal Threshold
{
get => _threshold.Value;
set => _threshold.Value = value;
}
/// <summary>Required Time,Difficulty CSV with UTC publication timestamps.</summary>
public string DifficultyHistoryFile
{
get => _difficultyHistoryFile.Value;
set => _difficultyHistoryFile.Value = value;
}
/// <summary>Initializes the published difficulty strategy parameters.</summary>
public BtcDifficultyAdjustmentsStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromDays(1).TimeFrame())
.SetDisplay("CandleType", "Finished decision candle interval", "Parameters");
_thresholdMode = Param(nameof(ThresholdMode), false)
.SetDisplay("ThresholdMode", "Use contrarian thresholded adjustments", "Parameters");
_threshold = Param(nameof(Threshold), 10m).SetGreaterThanZero()
.SetDisplay("Threshold", "Minimum absolute difficulty change in percent", "Parameters");
_difficultyHistoryFile = Param(nameof(DifficultyHistoryFile), string.Empty)
.SetDisplay("DifficultyHistoryFile", "Required Time,Difficulty CSV with UTC publication timestamps", "Parameters");
OrderRegistering += order => _pending = order;
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities() => [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_observations.Clear();
_cursor = 0;
_previous = null;
_lastTime = default;
_pending = null;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
if (string.IsNullOrWhiteSpace(DifficultyHistoryFile) || !File.Exists(DifficultyHistoryFile))
throw new InvalidOperationException("DifficultyHistoryFile must identify an existing Time,Difficulty CSV.");
_observations.Clear();
var lines = File.ReadAllLines(DifficultyHistoryFile);
if (lines.Length < 3 || lines[0].Trim() != "Time,Difficulty")
throw new FormatException("DifficultyHistoryFile requires Time,Difficulty and at least two observations.");
foreach (var line in lines.Skip(1).Where(l => !string.IsNullOrWhiteSpace(l)))
{
var cells = line.Split(',');
if (cells.Length != 2 || !cells[0].Trim().EndsWith("Z", StringComparison.OrdinalIgnoreCase))
throw new FormatException("DifficultyHistoryFile timestamps must be ISO UTC values ending in Z.");
var stamp = DateTime.Parse(cells[0], CultureInfo.InvariantCulture, DateTimeStyles.RoundtripKind);
var value = decimal.Parse(cells[1], CultureInfo.InvariantCulture);
if (value <= 0m || _observations.Count > 0 && stamp <= _observations[^1].time)
throw new FormatException("DifficultyHistoryFile requires positive values and strictly increasing timestamps.");
_observations.Add((stamp, value));
}
if (_observations.Count < 2)
throw new FormatException("DifficultyHistoryFile requires at least two observations.");
base.OnStarted2(time);
var candles = SubscribeCandles(CandleType);
candles.Bind(ProcessCandle).Start();
var area = CreateChartArea();
if (area is not null)
{
DrawCandles(area, candles);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle)
{
if (candle.State != CandleStates.Finished || candle.OpenTime <= _lastTime)
return;
_lastTime = candle.OpenTime;
Sides? signal = null;
while (_cursor < _observations.Count && _observations[_cursor].time <= candle.OpenTime)
{
var value = _observations[_cursor++].difficulty;
if (_previous is decimal prior && value != prior)
{
var change = (value / prior - 1m) * 100m;
signal = !ThresholdMode || Math.Abs(change) >= Threshold
? ThresholdMode ? change < 0m ? Sides.Buy : Sides.Sell : change > 0m ? Sides.Buy : Sides.Sell
: null;
}
_previous = value;
}
if (signal is null || !IsFormedAndOnlineAndAllowTrading()
|| _pending is not null && _pending.State is not (OrderStates.Done or OrderStates.Failed))
return;
if (signal == Sides.Buy && Position <= 0m)
BuyMarket(Volume + Math.Abs(Position));
else if (signal == Sides.Sell && Position >= 0m)
SellMarket(Volume + Math.Abs(Position));
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
clr.AddReference("StockSharp.BusinessEntities")
import math
from collections import deque
from System import TimeSpan, DateTime, DateTimeKind, Decimal, Nullable
from StockSharp.Messages import DataType, CandleStates, Sides, OrderStates, Unit, UnitTypes
from StockSharp.BusinessEntities import Subscription
from StockSharp.Algo.Strategies import Strategy
from System.IO import File
from System.Globalization import CultureInfo, DateTimeStyles
class btc_difficulty_adjustments_strategy(Strategy):
def __init__(self):
super(btc_difficulty_adjustments_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromDays(1))).SetDisplay(
"CandleType", "Finished decision candle interval", "Parameters")
self._threshold_mode = self.Param("ThresholdMode", False).SetDisplay(
"ThresholdMode", "Use contrarian thresholded adjustments", "Parameters")
self._threshold = self.Param("Threshold", 10.0).SetGreaterThanZero().SetDisplay(
"Threshold", "Minimum absolute difficulty change in percent", "Parameters")
self._difficulty_history_file = self.Param("DifficultyHistoryFile", "").SetDisplay(
"DifficultyHistoryFile", "Required Time,Difficulty CSV with UTC publication timestamps", "Parameters")
self._reset_state()
self.OrderRegistering += self._remember_order
@property
def CandleType(self):
return self._candle_type.Value
@CandleType.setter
def CandleType(self, value):
self._candle_type.Value = value
@property
def ThresholdMode(self):
return self._threshold_mode.Value
@ThresholdMode.setter
def ThresholdMode(self, value):
self._threshold_mode.Value = value
@property
def Threshold(self):
return self._threshold.Value
@Threshold.setter
def Threshold(self, value):
self._threshold.Value = value
@property
def DifficultyHistoryFile(self):
return self._difficulty_history_file.Value
@DifficultyHistoryFile.setter
def DifficultyHistoryFile(self, value):
self._difficulty_history_file.Value = value
def _reset_state(self):
self._observations = []
self._cursor = 0
self._previous = None
self._last_time = DateTime.MinValue
self._pending = None
def _remember_order(self, order):
self._pending = order
def OnReseted(self):
super(btc_difficulty_adjustments_strategy, self).OnReseted()
self._reset_state()
def GetWorkingSecurities(self):
return [(self.Security, self.CandleType)]
def OnStarted2(self, time):
if not self.DifficultyHistoryFile or not File.Exists(self.DifficultyHistoryFile):
raise ValueError("DifficultyHistoryFile must identify an existing Time,Difficulty CSV.")
lines = list(File.ReadAllLines(self.DifficultyHistoryFile))
if len(lines) < 3 or lines[0].strip() != "Time,Difficulty":
raise ValueError("DifficultyHistoryFile requires Time,Difficulty and at least two observations.")
self._observations = []
for line in lines[1:]:
if not line.strip():
continue
cells = line.split(",")
if len(cells) != 2 or not cells[0].strip().upper().endswith("Z"):
raise ValueError("DifficultyHistoryFile timestamps must be ISO UTC values ending in Z.")
stamp = DateTime.Parse(cells[0], CultureInfo.InvariantCulture, DateTimeStyles.RoundtripKind)
value = Decimal.Parse(cells[1], CultureInfo.InvariantCulture)
if value <= 0 or (self._observations and stamp <= self._observations[-1][0]):
raise ValueError("DifficultyHistoryFile requires positive values and strictly increasing timestamps.")
self._observations.append((stamp, value))
if len(self._observations) < 2:
raise ValueError("DifficultyHistoryFile requires at least two observations.")
super(btc_difficulty_adjustments_strategy, self).OnStarted2(time)
candles = self.SubscribeCandles(self.CandleType)
candles.Bind(self._process).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, candles)
self.DrawOwnTrades(area)
def _process(self, candle):
if candle.State != CandleStates.Finished or candle.OpenTime <= self._last_time:
return
self._last_time = candle.OpenTime
side = None
while self._cursor < len(self._observations) and self._observations[self._cursor][0] <= candle.OpenTime:
value = self._observations[self._cursor][1]
self._cursor += 1
if self._previous is not None and value != self._previous:
change = (value / self._previous - Decimal(1)) * Decimal(100)
if not self.ThresholdMode or abs(change) >= self.Threshold:
side = (Sides.Buy if change < 0 else Sides.Sell) if self.ThresholdMode else (Sides.Buy if change > 0 else Sides.Sell)
else:
side = None
self._previous = value
if side is None or not self.IsFormedAndOnlineAndAllowTrading():
return
if self._pending is not None and self._pending.State not in (OrderStates.Done, OrderStates.Failed):
return
if side == Sides.Buy and self.Position <= 0:
self.BuyMarket(self.Volume + abs(self.Position))
elif side == Sides.Sell and self.Position >= 0:
self.SellMarket(self.Volume + abs(self.Position))
def CreateClone(self):
return btc_difficulty_adjustments_strategy()