Dollar Carry Trade
Reglas de negociación
Ordenar cada mes el diferencial anual observado moneda extranjera menos USD. Con IsUsdBase=true, carry = QuoteRate − BaseRate; en otro caso, BaseRate − QuoteRate. Seleccionar K valores inferiores y K superiores; se necesitan al menos 2×K pares elegibles. Mantener USD largo frente al carry bajo y corto frente al alto. Estar largo en USD implica comprar el par si USD es la base y venderlo si USD es la cotizada. Cada lado recibe la mitad del presupuesto bruto en USD. La orientación no puede cambiar entre publicaciones.
Se evalúan únicamente velas cerradas sincronizadas. Las estadísticas cuentan fechas UTC distintas; las velas intradía sustituyen el valor de la misma fecha. Se rebalancea una vez en la primera vela conjunta apta de cada mes; los datos incompletos retrasan la decisión. Los empates se ordenan por Security.Id.
Las observaciones deben publicarse antes del cierre de la vela de señal. En intradía solo cuentan fechas UTC anteriores; una vela diaria completa aporta su propia fecha. Los datos CSV futuros no pueden anticipar decisiones.
El límite de publicación es el último CloseTime real entre las velas completas sincronizadas. Una sesión puede terminar antes de que transcurra todo el intervalo configurado.
Datos de entrada
RatesFile es CSV obligatorio: SecurityId,PublishedAt,BaseRate,QuoteRate,UsdPerUnit. PublishedAt: UTC yyyy-MM-ddTHH:mm:ssZ; ambas tasas en iguales unidades decimales anuales. UsdPerUnit es el valor USD positivo de una unidad negociada. Solo vale la última publicación con antigüedad <= MaxRateAgeDays. Se rechazan duplicados de título/publicación. Las tasas no se fabrican con velas.
Añadir la columna booleana obligatoria IsUsdBase al encabezado y cada fila (true o false).
Parámetros
| Parámetro | Predeterminado |
|---|---|
Universe |
obligatorio |
Capital |
100000 |
Leverage |
1 |
MinTradeUsd |
100 |
CandleType |
TimeSpan.FromMinutes(5).TimeFrame() |
K |
3 |
RatesFile |
obligatorio |
MaxRateAgeDays |
45 |
Ejecución
Capital es presupuesto USD fijo y Leverage controla exposición bruta. Usar RatesFile.UsdPerUnit para cantidades y MinTradeUsd. Redondear hacia cero a VolumeStep, conciliar ejecuciones reales y esperar órdenes pendientes. Respetar MinVolume/MaxVolume y dividir ajustes grandes entre velas posteriores. La liquidación completa omite MinTradeUsd. Sin stop-loss ni toma de beneficios.
Verificación
Ambos lenguajes se prueban con ejecuciones BTC/TON incluidas y fixtures explícitas de tasas, informes, puntuaciones, textos e historial. Las fixtures de calendario trasladan OHLC/volumen y fijan cotizaciones; no son historia de mercado plurianual. Se verifican fórmulas independientes, dirección/tamaño de órdenes, ejecuciones reales, posiciones residuales y fechas prohibidas. Dos grupos, K=1 y AssetDecile=1 son perfiles de mecánica declarados, no prueba del universo completo. Sin promesas de rentabilidad.
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()