Momentum Asset Growth
交易规则
用最新已发布年度报告和上一年相同财务日期计算资产增长 = TotalAssets[current] / TotalAssets[previous] − 1。仅保留增长最高的 AssetDecile 组,即 floor(财务有效数量 / AssetDecile) 个。在该子集中,用截至决策月月初向前 SkipMonths 个完整月之前的 MomLook + 1 个日收盘价计算 MomLook 日动量。做多最高 Quintile 组、做空最低组;筛选后至少需要 Quintile 个预热完整证券。每月审核,一月除外。一月保留原仓,不重新分配也不强制平仓。
仅处理时间戳一致的已完成蜡烛。统计按不同 UTC 日期计数,同一天的盘中收盘值会被后续值替换。每月在第一个满足条件的同步收盘信号上再平衡一次;数据不足时延迟。相同分数按 Security.Id 排序。
所有观测必须在信号蜡烛收盘前发布。日内执行仅使用当前 UTC 日期之前的日价格;完整日蜡烛可计入自身日期。未来 CSV 日期不得提前预热决策。
发布截止时刻为同步完成蜡烛中最晚的实际 CloseTime。交易时段可能早于所设完整蜡烛间隔结束。
输入数据
FundamentalsFile 为必填 CSV:SecurityId,PeriodEnd,PublishedAt,TotalAssets,NetIncome,OperatingCashFlow,BookEquity,SharesOutstanding。PeriodEnd 为 yyyy-MM-dd,PublishedAt 为 yyyy-MM-ddTHH:mm:ssZ(UTC)。资产和股数必须为正。只选信号时已公布的最新财年及其最新修订。拒绝重复修订和期末之前的公布时间。禁止从蜡烛价格伪造财务数据。
PriceHistoryFile 为可选的正值日收盘价 CSV:SecurityId,Date,Close;日期格式 yyyy-MM-dd。当前或未来日期不能提前预热决策,实时已完成蜡烛覆盖对应 UTC 日期。禁止重复日期。执行历史较短时可用于长周期预热。
参数
| 参数 | 默认值 |
|---|---|
Universe |
必填 |
Capital |
100000 |
Leverage |
1 |
MinTradeUsd |
200 |
CandleType |
TimeSpan.FromDays(1).TimeFrame() |
PriceHistoryFile |
可选 — 未提供 |
MomLook |
252 |
SkipMonths |
1 |
AssetDecile |
10 |
Quintile |
5 |
MaxReportAgeDays |
550 |
FundamentalsFile |
必填 |
成交与仓位
必须显式设置 Universe。价格与 Capital 采用 USD,每个价格单位对应一个交易单位。Capital 是固定预算,Leverage 控制总敞口。不添加止损或止盈。
多头和空头各分配 Capital × Leverage 的一半,各篮子内等额分配。按信号收盘价换算数量,并按 VolumeStep 向零取整。根据实际成交仓位调整,等待未完成订单,遵守 MinVolume/MaxVolume,并在后续蜡烛继续大额调整。MinTradeUsd 过滤小额调整,但完整平仓不受此过滤限制。
验证
两种语言均使用随附 BTC/TON 执行数据和明确的利率、财务、评分、文本及预热测试数据。日历测试重新定位归档 OHLC/成交量并提供确定性报价,并非多年市场历史。检查独立公式、订单方向/数量、真实成交、剩余仓位及禁止决策日期。两组、K=1 和 AssetDecile=1 是明确的机制测试配置,不能证明完整生产证券池。无盈利承诺。
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>Momentum Asset Growth with point-in-time inputs and execution-based portfolio accounting.</summary>
public class MomentumAssetGrowthStrategy : 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<string> _priceHistoryFile;
private readonly StrategyParam<int> _momLook;
private readonly StrategyParam<int> _skipMonths;
private readonly StrategyParam<int> _assetDecile;
private readonly StrategyParam<int> _quintile;
private readonly StrategyParam<int> _maxReportAgeDays;
private readonly StrategyParam<string> _fundamentalsFile;
private Security[] _securities = [];
private readonly Dictionary<Security, (DateTime time, decimal price, DateTime closed)> _latest = [];
private readonly Dictionary<Security, SortedDictionary<DateTime, decimal>> _history = [];
private readonly Dictionary<Security, decimal> _targets = [];
private readonly List<Order> _pending = [];
private int _lastRebalance;
private DateTime? _lastBar;
private sealed record Report(string Id, DateTime Period, DateTime Published, decimal Assets, decimal Income, decimal CashFlow);
private readonly List<Report> _reports = [];
/// <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>Optional daily close CSV; future dates cannot prefill a decision.</summary>
public string PriceHistoryFile { get => _priceHistoryFile.Value; set => _priceHistoryFile.Value = value; }
/// <summary>Completed daily returns ending before the skipped calendar months.</summary>
public int MomLook { get => _momLook.Value; set => _momLook.Value = value; }
/// <summary>Recent whole calendar months excluded from momentum.</summary>
public int SkipMonths { get => _skipMonths.Value; set => _skipMonths.Value = value; }
/// <summary>Number of asset-growth buckets; only the highest is eligible.</summary>
public int AssetDecile { get => _assetDecile.Value; set => _assetDecile.Value = value; }
/// <summary>Number of momentum buckets within the growth subset.</summary>
public int Quintile { get => _quintile.Value; set => _quintile.Value = value; }
/// <summary>Maximum age of the latest fiscal year end in calendar days.</summary>
public int MaxReportAgeDays { get => _maxReportAgeDays.Value; set => _maxReportAgeDays.Value = value; }
/// <summary>Required point-in-time annual financial reports.</summary>
public string FundamentalsFile { get => _fundamentalsFile.Value; set => _fundamentalsFile.Value = value; }
/// <summary>Initialize the strategy parameters.</summary>
public MomentumAssetGrowthStrategy()
{
_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), 200m).SetRange(0m, decimal.MaxValue)
.SetDisplay("MinTradeUsd", "Minimum USD adjustment; complete liquidation bypasses this filter", "Parameters");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(1440).TimeFrame())
.SetDisplay("CandleType", "Finished execution candle type", "Parameters");
_priceHistoryFile = Param<string>(nameof(PriceHistoryFile))
.SetDisplay("PriceHistoryFile", "Optional daily close CSV; future dates cannot prefill a decision", "Parameters");
_momLook = Param(nameof(MomLook), 252).SetRange(1, int.MaxValue)
.SetDisplay("MomLook", "Completed daily returns ending before the skipped calendar months", "Parameters");
_skipMonths = Param(nameof(SkipMonths), 1).SetRange(0, 24)
.SetDisplay("SkipMonths", "Recent whole calendar months excluded from momentum", "Parameters");
_assetDecile = Param(nameof(AssetDecile), 10).SetRange(1, int.MaxValue)
.SetDisplay("AssetDecile", "Number of asset-growth buckets; only the highest is eligible", "Parameters");
_quintile = Param(nameof(Quintile), 5).SetRange(2, int.MaxValue)
.SetDisplay("Quintile", "Number of momentum buckets within the growth subset", "Parameters");
_maxReportAgeDays = Param(nameof(MaxReportAgeDays), 550).SetRange(1, int.MaxValue)
.SetDisplay("MaxReportAgeDays", "Maximum age of the latest fiscal year end in calendar days", "Parameters");
_fundamentalsFile = Param<string>(nameof(FundamentalsFile)).SetRequired()
.SetDisplay("FundamentalsFile", "Required point-in-time annual financial reports", "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();
_history.Clear();
_targets.Clear();
_pending.Clear();
_lastRebalance = 0;
_lastBar = null;
_reports.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.");
_history[security] = [];
}
LoadPriceHistory();
LoadReports();
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);
_history[security][candle.OpenTime.Date] = candle.ClosePrice;
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) => _latest[security].price;
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 = "0378Rebalance",
};
_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 DateTime LastClosedDate(DateTime time)
=> CandleType.Arg is TimeSpan frame && frame == TimeSpan.FromDays(1) ? time.Date : time.Date.AddDays(-1);
private decimal[] Daily(Security security, DateTime time, int count, DateTime cutoff)
=> _history[security].Where(x => x.Key <= LastClosedDate(time) && x.Key < cutoff).Select(x => x.Value).TakeLast(count).ToArray();
private void LoadPriceHistory()
{
if (string.IsNullOrWhiteSpace(PriceHistoryFile)) return;
foreach (var row in ReadRows(PriceHistoryFile, "SecurityId,Date,Close", 3))
{
var security = _securities.SingleOrDefault(s => string.Equals(s.Id, row[0].Trim(), StringComparison.OrdinalIgnoreCase));
if (security is null) continue;
var date = DateTime.ParseExact(row[1].Trim(), "yyyy-MM-dd", CultureInfo.InvariantCulture);
var price = decimal.Parse(row[2], CultureInfo.InvariantCulture);
if (price <= 0m || !_history[security].TryAdd(date, price))
throw new InvalidOperationException("Daily prices must be positive and unique per security and UTC date.");
}
}
private void LoadReports()
{
var keys = new HashSet<(string, DateTime, DateTime)>();
foreach (var row in ReadRows(FundamentalsFile, "SecurityId,PeriodEnd,PublishedAt,TotalAssets,NetIncome,OperatingCashFlow,BookEquity,SharesOutstanding", 8))
{
var id = row[0].Trim();
if (!_securities.Any(s => string.Equals(s.Id, id, StringComparison.OrdinalIgnoreCase))) continue;
var period = DateTime.ParseExact(row[1].Trim(), "yyyy-MM-dd", CultureInfo.InvariantCulture);
var published = ParseUtc(row[2]);
var values = row.Skip(3).Select(x => decimal.Parse(x, CultureInfo.InvariantCulture)).ToArray();
if (values[0] <= 0m || values[4] <= 0m || published.Date < period || !keys.Add((id.ToUpperInvariant(), period, published)))
throw new InvalidOperationException("Reports need positive assets/shares, causal publication dates and unique revisions.");
_reports.Add(new(id, period, published, values[0], values[1], values[2]));
}
}
private Report FindReport(Security security, DateTime asOf, DateTime? period = null)
=> _reports.Where(r => string.Equals(r.Id, security.Id, StringComparison.OrdinalIgnoreCase)
&& r.Published <= asOf && r.Period <= asOf.Date && (period is null || r.Period == period))
.OrderByDescending(r => r.Period).ThenByDescending(r => r.Published).FirstOrDefault();
private bool SelectTargets(DateTime time, DateTime asOf)
{
if (time.Month == 1) return false;
var growth = new List<(Security security, decimal score)>();
foreach (var security in _securities)
{
var latest = FindReport(security, asOf);
if (latest is null || (time.Date - latest.Period).TotalDays > MaxReportAgeDays) continue;
var previous = FindReport(security, asOf, latest.Period.AddYears(-1));
if (previous is null) continue;
growth.Add((security, latest.Assets / previous.Assets - 1m));
}
if (growth.Count < AssetDecile) return false;
var eligible = growth.OrderByDescending(x => x.score).ThenBy(x => x.security.Id, StringComparer.Ordinal)
.Take(growth.Count / AssetDecile).Select(x => x.security);
var cutoff = new DateTime(time.Year, time.Month, 1).AddMonths(-SkipMonths);
var momentum = new List<(Security security, decimal score)>();
foreach (var security in eligible)
{
var prices = Daily(security, time, MomLook + 1, cutoff);
if (prices.Length == MomLook + 1) momentum.Add((security, prices[^1] / prices[0] - 1m));
}
if (momentum.Count < Quintile) return false;
var ranked = momentum.OrderByDescending(x => x.score).ThenBy(x => x.security.Id, StringComparer.Ordinal).Select(x => x.security).ToArray();
var count = ranked.Length / Quintile;
SetBasketTargets(ranked.Take(count), ranked.TakeLast(count), Budget);
return true;
}
private void SetBasketTargets(IEnumerable<Security> longBasket, IEnumerable<Security> shortBasket, decimal grossCapital)
{
var longs = longBasket.ToArray();
var shorts = shortBasket.ToArray();
foreach (var security in _securities) _targets[security] = 0m;
foreach (var security in longs) _targets[security] = Units(security, grossCapital / (2m * longs.Length));
foreach (var security in shorts) _targets[security] = -Units(security, grossCapital / (2m * shorts.Length));
}
}
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 momentum_asset_growth_strategy(Strategy):
"""Momentum Asset Growth with point-in-time inputs and execution-based portfolio accounting."""
def __init__(self):
super(momentum_asset_growth_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(200)).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(1440))) \
.SetDisplay("CandleType", "Finished execution candle type", "Parameters")
self._price_history_file = self.Param[str]("PriceHistoryFile", None) \
.SetDisplay("PriceHistoryFile", "Optional daily close CSV; future dates cannot prefill a decision", "Parameters")
self._mom_look = self.Param("MomLook", 252).SetRange(1, 2147483647) \
.SetDisplay("MomLook", "Completed daily returns ending before the skipped calendar months", "Parameters")
self._skip_months = self.Param("SkipMonths", 1).SetRange(0, 24) \
.SetDisplay("SkipMonths", "Recent whole calendar months excluded from momentum", "Parameters")
self._asset_decile = self.Param("AssetDecile", 10).SetRange(1, 2147483647) \
.SetDisplay("AssetDecile", "Number of asset-growth buckets; only the highest is eligible", "Parameters")
self._quintile = self.Param("Quintile", 5).SetRange(2, 2147483647) \
.SetDisplay("Quintile", "Number of momentum buckets within the growth subset", "Parameters")
self._max_report_age_days = self.Param("MaxReportAgeDays", 550).SetRange(1, 2147483647) \
.SetDisplay("MaxReportAgeDays", "Maximum age of the latest fiscal year end in calendar days", "Parameters")
self._fundamentals_file = self.Param[str]("FundamentalsFile", None).SetRequired() \
.SetDisplay("FundamentalsFile", "Required point-in-time annual financial reports", "Parameters")
self._clear_state()
def _clear_state(self):
self._securities = []
self._latest = {}
self._history = {}
self._targets = {}
self._pending = []
self._last_rebalance = 0
self._last_bar = None
self._reports = []
@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 PriceHistoryFile(self):
return self._price_history_file.Value
@PriceHistoryFile.setter
def PriceHistoryFile(self, value):
self._price_history_file.Value = value
@property
def MomLook(self):
return self._mom_look.Value
@MomLook.setter
def MomLook(self, value):
self._mom_look.Value = value
@property
def SkipMonths(self):
return self._skip_months.Value
@SkipMonths.setter
def SkipMonths(self, value):
self._skip_months.Value = value
@property
def AssetDecile(self):
return self._asset_decile.Value
@AssetDecile.setter
def AssetDecile(self, value):
self._asset_decile.Value = value
@property
def Quintile(self):
return self._quintile.Value
@Quintile.setter
def Quintile(self, value):
self._quintile.Value = value
@property
def MaxReportAgeDays(self):
return self._max_report_age_days.Value
@MaxReportAgeDays.setter
def MaxReportAgeDays(self, value):
self._max_report_age_days.Value = value
@property
def FundamentalsFile(self):
return self._fundamentals_file.Value
@FundamentalsFile.setter
def FundamentalsFile(self, value):
self._fundamentals_file.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(momentum_asset_growth_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._history[security] = {}
self._load_price_history()
self._load_reports()
super(momentum_asset_growth_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)
self._history[security][candle.OpenTime.Date] = candle.ClosePrice
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._latest[security][1]
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 = "0378Rebalance"
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 _last_closed_date(self, time):
return time.Date if self.CandleType.Arg == TimeSpan.FromDays(1) else time.Date.AddDays(-1)
def _daily(self, security, time, count, cutoff):
dates = [d for d in sorted(self._history[security]) if d <= self._last_closed_date(time) and d < cutoff]
return [self._history[security][d] for d in dates[-count:]]
def _load_price_history(self):
if not self.PriceHistoryFile:
return
for row in self._read_rows(self.PriceHistoryFile, "SecurityId,Date,Close", 3):
security = next((s for s in self._securities if s.Id.upper() == row[0].strip().upper()), None)
if security is None:
continue
date = DateTime.ParseExact(row[1].strip(), "yyyy-MM-dd", CultureInfo.InvariantCulture)
price = Decimal.Parse(row[2], CultureInfo.InvariantCulture)
if price <= 0 or date in self._history[security]:
raise InvalidOperationException("Daily prices must be positive and unique per security and UTC date.")
self._history[security][date] = price
def _load_reports(self):
keys = set()
for row in self._read_rows(self.FundamentalsFile, "SecurityId,PeriodEnd,PublishedAt,TotalAssets,NetIncome,OperatingCashFlow,BookEquity,SharesOutstanding", 8):
identifier = row[0].strip().upper()
if not any(s.Id.upper() == identifier for s in self._securities):
continue
period = DateTime.ParseExact(row[1].strip(), "yyyy-MM-dd", CultureInfo.InvariantCulture)
published = self._parse_utc(row[2])
values = [Decimal.Parse(x, CultureInfo.InvariantCulture) for x in row[3:]]
key = (identifier, period, published)
if values[0] <= 0 or values[4] <= 0 or published.Date < period or key in keys:
raise InvalidOperationException("Reports need positive assets/shares, causal publication dates and unique revisions.")
keys.add(key)
self._reports.append((identifier, period, published, values[0], values[1], values[2]))
def _find_report(self, security, as_of, period=None):
eligible = [r for r in self._reports if r[0] == security.Id.upper() and r[2] <= as_of and r[1] <= as_of.Date and (period is None or r[1] == period)]
return max(eligible, key=lambda r: (r[1], r[2])) if eligible else None
def _select_targets(self, time, as_of):
if time.Month == 1:
return False
growth = []
for security in self._securities:
latest = self._find_report(security, as_of)
if latest is None or (time.Date - latest[1]).TotalDays > self.MaxReportAgeDays:
continue
previous = self._find_report(security, as_of, latest[1].AddYears(-1))
if previous is not None:
growth.append((security, latest[3] / previous[3] - Decimal(1)))
if len(growth) < self.AssetDecile:
return False
eligible = sorted(growth, key=lambda x: (-x[1], x[0].Id))[:len(growth) // self.AssetDecile]
cutoff = DateTime(time.Year, time.Month, 1).AddMonths(-self.SkipMonths)
momentum = []
for security, score in eligible:
prices = self._daily(security, time, self.MomLook + 1, cutoff)
if len(prices) == self.MomLook + 1:
momentum.append((security, prices[-1] / prices[0] - Decimal(1)))
if len(momentum) < self.Quintile:
return False
ranked = [s for s, score in sorted(momentum, key=lambda x: (-x[1], x[0].Id))]
count = len(ranked) // self.Quintile
self._set_basket_targets(ranked[:count], ranked[-count:], self._budget())
return True
def _set_basket_targets(self, longs, shorts, gross):
self._targets = {s: Decimal(0) for s in self._securities}
for security in longs:
self._targets[security] = self._units(security, gross / Decimal(2 * len(longs)))
for security in shorts:
self._targets[security] = -self._units(security, gross / Decimal(2 * len(shorts)))
def CreateClone(self):
return momentum_asset_growth_strategy()