Dollar Carry Trade
取引規則
毎月、観測された外貨年利率から米ドル年利率を引いた値を順位付けします。IsUsdBase=true なら carry = QuoteRate − BaseRate、それ以外は BaseRate − QuoteRate です。最低 K 組と最高 K 組を選び、最低 2×K 組が必要です。低 carry 通貨に対して米ドルを買い、高 carry 通貨に対して米ドルを売ります。米ドルが基軸側なら米ドル買いは通貨ペアの買い、決済側なら売りです。両側に米ドル総予算の半分ずつを配分します。改訂で通貨ペアの向きを変更できません。
時刻が一致する確定足だけを評価します。統計は異なる UTC 日付を数え、同じ日の後続足が日次価格を更新します。毎月最初の条件を満たす同期確定足で一度リバランスします。データ不足時は延期し、同点は Security.Id 順に並べます。
全観測値はシグナル足の終値時刻までに公表されている必要があります。日中足では当日 UTC 日付より前の日足価格だけを使い、確定日足では自身の日付を使えます。将来の CSV 日付で判断を先取りしません。
公表情報の締切は、同期した確定足の実際の CloseTime の最大値です。取引セッションは設定足の全期間が経過する前に終了する場合があります。
入力データ
RatesFile は必須 CSV:SecurityId,PublishedAt,BaseRate,QuoteRate,UsdPerUnit。PublishedAt は UTC yyyy-MM-ddTHH:mm:ssZ、金利は同じ年率の小数単位です。UsdPerUnit はネイティブ取引単位当たりの正の米ドル価値です。公表済み最新値で経過日数 <= MaxRateAgeDays のものだけを使い、銘柄・公表時刻の重複を拒否します。金利を足の形から生成しません。
この戦略では見出しと各行に必須ブール列 IsUsdBase(true または false)を追加します。
パラメーター
| パラメーター | 初期値 |
|---|---|
Universe |
必須 |
Capital |
100000 |
Leverage |
1 |
MinTradeUsd |
100 |
CandleType |
TimeSpan.FromMinutes(5).TimeFrame() |
K |
3 |
RatesFile |
必須 |
MaxRateAgeDays |
45 |
約定と保有数量
Capital は固定米ドル予算、Leverage は総エクスポージャーを制御します。数量と MinTradeUsd には RatesFile.UsdPerUnit を使います。VolumeStep に従いゼロ方向へ丸め、実約定と照合して未完了注文を待ちます。MinVolume/MaxVolume を守り、大きな調整を後続足へ分割します。全決済は MinTradeUsd を迂回します。ストップロスや利食い注文はありません。
検証
両言語を同梱 BTC/TON 約定データと明示的な金利・財務・評価・文章・事前履歴データで検証します。カレンダー検証はアーカイブの OHLC・出来高の日付を移し、決まった約定気配を与えたもので、複数年の市場履歴ではありません。独立計算、注文方向・数量、実約定、残高、禁止判断日を確認します。2区分、K=1、AssetDecile=1 は明示的な機構検証設定であり、全本番銘柄群の証明ではありません。収益を保証しません。
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.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>Dollar Carry Trade with point-in-time inputs and execution-based portfolio accounting.</summary>
public class DollarCarryTradeStrategy : Strategy
{
private readonly StrategyParam<IEnumerable<Security>> _universe;
private readonly StrategyParam<decimal> _capital;
private readonly StrategyParam<decimal> _leverage;
private readonly StrategyParam<decimal> _minTradeUsd;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _k;
private readonly StrategyParam<string> _ratesFile;
private readonly StrategyParam<int> _maxRateAgeDays;
private Security[] _securities = [];
private readonly Dictionary<Security, (DateTime time, decimal price, DateTime closed)> _latest = [];
private readonly Dictionary<Security, decimal> _targets = [];
private readonly List<Order> _pending = [];
private int _lastRebalance;
private DateTime? _lastBar;
private sealed record Rate(Security Security, DateTime Published, decimal BaseRate, decimal QuoteRate, decimal UsdPerUnit, bool IsUsdBase);
private readonly List<Rate> _rates = [];
private readonly Dictionary<Security, decimal> _usdPrices = [];
/// <summary>Explicit execution securities with valid native volume metadata.</summary>
public IEnumerable<Security> Universe { get => _universe.Value; set => _universe.Value = value; }
/// <summary>Fixed capital budget in USD.</summary>
public decimal Capital { get => _capital.Value; set => _capital.Value = value; }
/// <summary>Gross target exposure divided by the capital budget.</summary>
public decimal Leverage { get => _leverage.Value; set => _leverage.Value = value; }
/// <summary>Minimum USD adjustment; complete liquidation bypasses this filter.</summary>
public decimal MinTradeUsd { get => _minTradeUsd.Value; set => _minTradeUsd.Value = value; }
/// <summary>Finished execution candle type.</summary>
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
/// <summary>Currencies on each side of the USD carry portfolio.</summary>
public int K { get => _k.Value; set => _k.Value = value; }
/// <summary>Required point-in-time interest rates, USD unit values and pair orientation.</summary>
public string RatesFile { get => _ratesFile.Value; set => _ratesFile.Value = value; }
/// <summary>Maximum age of the published rate snapshot in calendar days.</summary>
public int MaxRateAgeDays { get => _maxRateAgeDays.Value; set => _maxRateAgeDays.Value = value; }
/// <summary>Initialize the strategy parameters.</summary>
public DollarCarryTradeStrategy()
{
_universe = Param<IEnumerable<Security>>(nameof(Universe)).SetRequired()
.SetDisplay("Universe", "Explicit execution securities with valid native volume metadata", "Parameters");
_capital = Param(nameof(Capital), 100000m).SetGreaterThanZero()
.SetDisplay("Capital", "Fixed capital budget in USD", "Parameters");
_leverage = Param(nameof(Leverage), 1m).SetGreaterThanZero()
.SetDisplay("Leverage", "Gross target exposure divided by the capital budget", "Parameters");
_minTradeUsd = Param(nameof(MinTradeUsd), 100m).SetRange(0m, decimal.MaxValue)
.SetDisplay("MinTradeUsd", "Minimum USD adjustment; complete liquidation bypasses this filter", "Parameters");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("CandleType", "Finished execution candle type", "Parameters");
_k = Param(nameof(K), 3).SetRange(1, int.MaxValue)
.SetDisplay("K", "Currencies on each side of the USD carry portfolio", "Parameters");
_ratesFile = Param<string>(nameof(RatesFile)).SetRequired()
.SetDisplay("RatesFile", "Required point-in-time interest rates, USD unit values and pair orientation", "Parameters");
_maxRateAgeDays = Param(nameof(MaxRateAgeDays), 45).SetRange(1, int.MaxValue)
.SetDisplay("MaxRateAgeDays", "Maximum age of the published rate snapshot in calendar days", "Parameters");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> (Universe ?? []).Where(s => s is not null).DistinctBy(s => s.Id, StringComparer.OrdinalIgnoreCase).Select(s => (s, CandleType));
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_securities = [];
_latest.Clear();
_targets.Clear();
_pending.Clear();
_lastRebalance = 0;
_lastBar = null;
_rates.Clear();
_usdPrices.Clear();
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
_securities = (Universe ?? []).ToArray();
if (_securities.Length == 0 || _securities.Any(s => s is null || string.IsNullOrWhiteSpace(s.Id))
|| _securities.Select(s => s.Id).Distinct(StringComparer.OrdinalIgnoreCase).Count() != _securities.Length)
throw new InvalidOperationException("Universe must contain distinct execution securities.");
foreach (var security in _securities)
{
if (security.VolumeStep is not > 0m || security.MinVolume is not > 0m || security.MaxVolume is not > 0m)
throw new InvalidOperationException("Every security needs positive VolumeStep, MinVolume and MaxVolume.");
}
LoadRates();
base.OnStarted2(time);
foreach (var security in _securities)
SubscribeCandles(CandleType, security: security).Bind(candle => ProcessCandle(security, candle)).Start();
}
private void ProcessCandle(Security security, ICandleMessage candle)
{
if (candle.State != CandleStates.Finished || candle.ClosePrice <= 0m) return;
_latest[security] = (candle.OpenTime, candle.ClosePrice, candle.CloseTime);
if (_latest.Count != _securities.Length || _latest.Values.Any(v => v.time != candle.OpenTime)
|| _lastBar == candle.OpenTime || !IsFormedAndOnlineAndAllowTrading()) return;
_lastBar = candle.OpenTime;
var month = candle.OpenTime.Year * 100 + candle.OpenTime.Month;
if (_lastRebalance != month && SelectTargets(candle.OpenTime, _latest.Values.Max(v => v.closed)))
_lastRebalance = month;
ReconcileTargets();
}
private decimal Budget => Capital * Leverage;
private decimal UnitPrice(Security security) => _usdPrices[security];
private decimal Units(Security security, decimal notional)
=> Math.Floor(notional / UnitPrice(security) / security.VolumeStep.Value) * security.VolumeStep.Value;
private void ReconcileTargets()
{
if (_pending.Any(o => o.State is not (OrderStates.Done or OrderStates.Failed))) return;
_pending.Clear();
foreach (var security in _securities)
{
if (!_targets.TryGetValue(security, out var target)) continue;
var delta = target - GetPositionValue(security, Portfolio).GetValueOrDefault();
if (delta == 0m || (target != 0m && Math.Abs(delta) * UnitPrice(security) < MinTradeUsd)) continue;
var step = security.VolumeStep.Value;
var quantity = Math.Floor(Math.Min(Math.Abs(delta), security.MaxVolume.Value) / step) * step;
if (quantity < security.MinVolume.Value) continue;
var order = new Order
{
Security = security, Portfolio = Portfolio, Type = OrderTypes.Market,
Side = delta > 0m ? Sides.Buy : Sides.Sell, Volume = quantity, Comment = "0366Rebalance",
};
_pending.Add(order);
RegisterOrder(order);
}
}
private static DateTime ParseUtc(string value)
=> DateTime.ParseExact(value.Trim(), "yyyy-MM-dd'T'HH:mm:ss'Z'", CultureInfo.InvariantCulture, DateTimeStyles.AssumeUniversal | DateTimeStyles.AdjustToUniversal);
private static IEnumerable<string[]> ReadRows(string path, string header, int fields)
{
using var lines = File.ReadLines(path).GetEnumerator();
if (!lines.MoveNext() || lines.Current.Trim() != header)
throw new InvalidOperationException("Invalid CSV header: expected " + header + ".");
while (lines.MoveNext())
{
if (string.IsNullOrWhiteSpace(lines.Current)) continue;
var row = lines.Current.Split(',');
if (row.Length != fields) throw new InvalidOperationException("Invalid CSV field count.");
yield return row;
}
}
private void LoadRates()
{
var keys = new HashSet<(Security, DateTime)>();
foreach (var row in ReadRows(RatesFile, "SecurityId,PublishedAt,BaseRate,QuoteRate,UsdPerUnit,IsUsdBase", 6))
{
var security = _securities.SingleOrDefault(s => string.Equals(s.Id, row[0].Trim(), StringComparison.OrdinalIgnoreCase));
if (security is null) continue;
var published = ParseUtc(row[1]);
var baseRate = decimal.Parse(row[2], CultureInfo.InvariantCulture);
var quoteRate = decimal.Parse(row[3], CultureInfo.InvariantCulture);
var usd = decimal.Parse(row[4], CultureInfo.InvariantCulture);
if (usd <= 0m || !keys.Add((security, published)))
throw new InvalidOperationException("Rate snapshots need positive USD unit values and unique publication timestamps.");
_rates.Add(new(security, published, baseRate, quoteRate, usd, bool.Parse(row[5].Trim())));
}
if (_rates.GroupBy(r => r.Security).Any(g => g.Select(r => r.IsUsdBase).Distinct().Count() != 1))
throw new InvalidOperationException("A currency pair cannot change its USD base/quote orientation.");
}
private bool SelectTargets(DateTime time, DateTime asOf)
{
var ranked = _securities.Select(s => _rates.Where(r => r.Security == s && r.Published <= asOf)
.OrderByDescending(r => r.Published).FirstOrDefault())
.Where(r => r is not null && (asOf - r.Published).TotalDays <= MaxRateAgeDays)
.OrderBy(r => r.IsUsdBase ? r.QuoteRate - r.BaseRate : r.BaseRate - r.QuoteRate)
.ThenBy(r => r.Security.Id, StringComparer.Ordinal).ToArray();
if (ranked.Length < 2 * K) return false;
foreach (var rate in ranked) _usdPrices[rate.Security] = rate.UsdPerUnit;
foreach (var security in _securities) _targets[security] = 0m;
foreach (var rate in ranked.Take(K)) _targets[rate.Security] = (rate.IsUsdBase ? 1m : -1m) * Units(rate.Security, Budget / (2m * K));
foreach (var rate in ranked.TakeLast(K)) _targets[rate.Security] = (rate.IsUsdBase ? -1m : 1m) * Units(rate.Security, Budget / (2m * K));
return true;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.BusinessEntities")
clr.AddReference("StockSharp.Algo.Strategies")
from System import Boolean, DateTime, Decimal, Int32, Math, TimeSpan, InvalidOperationException
from System.Collections.Generic import IEnumerable
from System.Globalization import CultureInfo, DateTimeStyles
from System.IO import File, Path
from StockSharp.Algo.Strategies import Strategy
from StockSharp.BusinessEntities import Order, Security
from StockSharp.Messages import CandleStates, DataType, OrderStates, OrderTypes, Sides
class dollar_carry_trade_strategy(Strategy):
"""Dollar Carry Trade with point-in-time inputs and execution-based portfolio accounting."""
def __init__(self):
super(dollar_carry_trade_strategy, self).__init__()
self._universe = self.Param[IEnumerable[Security]]("Universe", None).SetRequired() \
.SetDisplay("Universe", "Explicit execution securities with valid native volume metadata", "Parameters")
self._capital = self.Param("Capital", Decimal(100000)).SetGreaterThanZero() \
.SetDisplay("Capital", "Fixed capital budget in USD", "Parameters")
self._leverage = self.Param("Leverage", Decimal(1)).SetGreaterThanZero() \
.SetDisplay("Leverage", "Gross target exposure divided by the capital budget", "Parameters")
self._min_trade_usd = self.Param("MinTradeUsd", Decimal(100)).SetRange(Decimal(0), Decimal.MaxValue) \
.SetDisplay("MinTradeUsd", "Minimum USD adjustment; complete liquidation bypasses this filter", "Parameters")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))) \
.SetDisplay("CandleType", "Finished execution candle type", "Parameters")
self._k = self.Param("K", 3).SetRange(1, 2147483647) \
.SetDisplay("K", "Currencies on each side of the USD carry portfolio", "Parameters")
self._rates_file = self.Param[str]("RatesFile", None).SetRequired() \
.SetDisplay("RatesFile", "Required point-in-time interest rates, USD unit values and pair orientation", "Parameters")
self._max_rate_age_days = self.Param("MaxRateAgeDays", 45).SetRange(1, 2147483647) \
.SetDisplay("MaxRateAgeDays", "Maximum age of the published rate snapshot in calendar days", "Parameters")
self._clear_state()
def _clear_state(self):
self._securities = []
self._latest = {}
self._targets = {}
self._pending = []
self._last_rebalance = 0
self._last_bar = None
self._rates = []
self._usd_prices = {}
@property
def Universe(self):
return self._universe.Value
@Universe.setter
def Universe(self, value):
self._universe.Value = value
@property
def Capital(self):
return self._capital.Value
@Capital.setter
def Capital(self, value):
self._capital.Value = value
@property
def Leverage(self):
return self._leverage.Value
@Leverage.setter
def Leverage(self, value):
self._leverage.Value = value
@property
def MinTradeUsd(self):
return self._min_trade_usd.Value
@MinTradeUsd.setter
def MinTradeUsd(self, value):
self._min_trade_usd.Value = value
@property
def CandleType(self):
return self._candle_type.Value
@CandleType.setter
def CandleType(self, value):
self._candle_type.Value = value
@property
def K(self):
return self._k.Value
@K.setter
def K(self, value):
self._k.Value = value
@property
def RatesFile(self):
return self._rates_file.Value
@RatesFile.setter
def RatesFile(self, value):
self._rates_file.Value = value
@property
def MaxRateAgeDays(self):
return self._max_rate_age_days.Value
@MaxRateAgeDays.setter
def MaxRateAgeDays(self, value):
self._max_rate_age_days.Value = value
def GetWorkingSecurities(self):
return [(s, self.CandleType) for s in self.Universe] if self.Universe is not None else []
def OnReseted(self):
super(dollar_carry_trade_strategy, self).OnReseted()
self._clear_state()
def OnStarted2(self, time):
self._securities = list(self.Universe) if self.Universe is not None else []
if not self._securities or any(s is None or not s.Id for s in self._securities) or len(set(s.Id.upper() for s in self._securities)) != len(self._securities):
raise InvalidOperationException("Universe must contain distinct execution securities.")
for security in self._securities:
if security.VolumeStep is None or security.MinVolume is None or security.MaxVolume is None or security.VolumeStep <= 0 or security.MinVolume <= 0 or security.MaxVolume <= 0:
raise InvalidOperationException("Every security needs positive VolumeStep, MinVolume and MaxVolume.")
self._load_rates()
super(dollar_carry_trade_strategy, self).OnStarted2(time)
for security in self._securities:
self.SubscribeCandles(self.CandleType, True, security).Bind(lambda candle, s=security: self._process_candle(s, candle)).Start()
def _process_candle(self, security, candle):
if candle.State != CandleStates.Finished or candle.ClosePrice <= 0:
return
self._latest[security] = (candle.OpenTime, candle.ClosePrice, candle.CloseTime)
if len(self._latest) != len(self._securities) or any(value[0] != candle.OpenTime for value in self._latest.values()) or self._last_bar == candle.OpenTime or not self.IsFormedAndOnlineAndAllowTrading():
return
self._last_bar = candle.OpenTime
month = candle.OpenTime.Year * 100 + candle.OpenTime.Month
if self._last_rebalance != month and self._select_targets(candle.OpenTime, max(value[2] for value in self._latest.values())):
self._last_rebalance = month
self._reconcile_targets()
def _budget(self):
return self.Capital * self.Leverage
def _unit_price(self, security):
return self._usd_prices[security]
def _units(self, security, notional):
return Math.Floor(notional / self._unit_price(security) / security.VolumeStep) * security.VolumeStep
def _reconcile_targets(self):
if any(o.State != OrderStates.Done and o.State != OrderStates.Failed for o in self._pending):
return
self._pending = []
for security in self._securities:
if security not in self._targets:
continue
target = self._targets[security]
position = self.GetPositionValue(security, self.Portfolio)
delta = target - (position if position is not None else Decimal(0))
if delta == 0 or (target != 0 and abs(delta) * self._unit_price(security) < self.MinTradeUsd):
continue
quantity = Math.Floor(min(abs(delta), security.MaxVolume) / security.VolumeStep) * security.VolumeStep
if quantity < security.MinVolume:
continue
order = Order()
order.Security = security
order.Portfolio = self.Portfolio
order.Type = OrderTypes.Market
order.Side = Sides.Buy if delta > 0 else Sides.Sell
order.Volume = quantity
order.Comment = "0366Rebalance"
self._pending.append(order)
self.RegisterOrder(order)
@staticmethod
def _parse_utc(value):
return DateTime.ParseExact(value.strip(), "yyyy-MM-dd'T'HH:mm:ss'Z'", CultureInfo.InvariantCulture, DateTimeStyles.AssumeUniversal | DateTimeStyles.AdjustToUniversal)
@staticmethod
def _read_rows(path, header, fields):
lines = list(File.ReadLines(path))
if not lines or lines[0].strip() != header:
raise InvalidOperationException("Invalid CSV header: expected " + header + ".")
for line in lines[1:]:
if not line.strip():
continue
row = line.split(",")
if len(row) != fields:
raise InvalidOperationException("Invalid CSV field count.")
yield row
def _load_rates(self):
keys = set()
for row in self._read_rows(self.RatesFile, "SecurityId,PublishedAt,BaseRate,QuoteRate,UsdPerUnit,IsUsdBase", 6):
security = next((s for s in self._securities if s.Id.upper() == row[0].strip().upper()), None)
if security is None:
continue
published = self._parse_utc(row[1])
base_rate, quote_rate, usd = [Decimal.Parse(x, CultureInfo.InvariantCulture) for x in row[2:5]]
if usd <= 0 or (security, published) in keys:
raise InvalidOperationException("Rate snapshots need positive USD unit values and unique publication timestamps.")
keys.add((security, published))
self._rates.append((security, published, base_rate, quote_rate, usd, Boolean.Parse(row[5].strip())))
for security in self._securities:
if len(set(r[5] for r in self._rates if r[0] == security)) > 1:
raise InvalidOperationException("A currency pair cannot change its USD base/quote orientation.")
def _select_targets(self, time, as_of):
ranked = []
for security in self._securities:
available = [r for r in self._rates if r[0] == security and r[1] <= as_of]
rate = max(available, key=lambda r: r[1]) if available else None
if rate is not None and (as_of - rate[1]).TotalDays <= self.MaxRateAgeDays:
ranked.append(rate)
ranked.sort(key=lambda r: (r[3] - r[2] if r[5] else r[2] - r[3], r[0].Id))
if len(ranked) < 2 * self.K:
return False
for rate in ranked:
self._usd_prices[rate[0]] = rate[4]
self._targets = {s: Decimal(0) for s in self._securities}
for rate in ranked[:self.K]:
self._targets[rate[0]] = (Decimal(1) if rate[5] else Decimal(-1)) * self._units(rate[0], self._budget() / Decimal(2 * self.K))
for rate in ranked[-self.K:]:
self._targets[rate[0]] = (Decimal(-1) if rate[5] else Decimal(1)) * self._units(rate[0], self._budget() / Decimal(2 * self.K))
return True
def CreateClone(self):
return dollar_carry_trade_strategy()