SymbolCapacity.cs

/*
 * QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
 * Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 *
*/
 
using System;
using System.Linq;
using QuantConnect.Data.Market;
using QuantConnect.Interfaces;
using QuantConnect.Logging;
using QuantConnect.Orders;
using QuantConnect.Securities;
 
namespace QuantConnect
{
    /// <summary>
    /// Per-symbol capacity estimations, tightly coupled with the <see cref="CapacityEstimate"/> class.
    /// </summary>
    internal class SymbolCapacity
    {
        /// <summary>
        /// The period for which a symbol trade influentiates capacity estimate
        /// </summary>
        public static TimeSpan CapacityEffectPeriod = TimeSpan.FromDays(30);
 
        /// <summary>
        /// An estimate of how much volume the FX market trades per minute
        /// </summary>
        /// <remarks>
        /// Any mentions of "dollar volume" are in account currency. They are not always in dollars.
        /// </remarks>
        private const decimal _forexMinuteVolume = 25000000m;
 
        /// <summary>
        /// An estimate of how much volume the CFD market trades per minute
        /// </summary>
        /// <remarks>
        /// This is pure estimation since we don't have CFD volume data. Based on 300k per day.
        /// </remarks>
        private const decimal _cfdMinuteVolume = 200m;
        private const decimal _fastTradingVolumeScalingFactor = 2m;
 
        private readonly IAlgorithm _algorithm;
        private readonly Symbol _symbol;
 
        private decimal _previousVolume;
        private DateTime? _previousTime;
 
        private bool _isInternal;
        private decimal _averageDollarVolume;
        private decimal _resolutionScaleFactor;
        private decimal _marketCapacityDollarVolume;
        private bool _resetMarketCapacityDollarVolume;
        private decimal _fastTradingVolumeDiscountFactor;
        private OrderEvent _previousOrderEvent;
 
        /// <summary>
        /// Total trades made in between snapshots
        /// </summary>
        public int Trades { get; private set; }
 
        /// <summary>
        /// The Symbol's Security
        /// </summary>
        public Security Security { get; }
 
        /// <summary>
        /// The absolute dollar volume (in account currency) we've traded
        /// </summary>
        public decimal SaleVolume { get; private set; }
 
        /// <summary>
        /// Market capacity dollar volume, i.e. the capacity the market is able to provide for this Symbol
        /// </summary>
        /// <remarks>
        /// Dollar volume is in account currency, but name is used for consistency with financial literature.
        /// </remarks>
        public decimal MarketCapacityDollarVolume => _marketCapacityDollarVolume * _resolutionScaleFactor;
 
        /// <summary>
        /// Creates a new SymbolCapacity object, capable of determining market capacity for a Symbol
        /// </summary>
        /// <param name="algorithm"></param>
        /// <param name="symbol"></param>
        public SymbolCapacity(IAlgorithm algorithm, Symbol symbol)
        {
            _algorithm = algorithm;
            Security = _algorithm.Securities[symbol];
            _symbol = symbol;
 
            _isInternal = _algorithm
                .SubscriptionManager
                .SubscriptionDataConfigService
                .GetSubscriptionDataConfigs(symbol, includeInternalConfigs: true)
                .All(config => config.IsInternalFeed);
        }
 
        /// <summary>
        /// New order event handler. Handles the aggregation of SaleVolume and
        /// sometimes resetting the <seealso cref="MarketCapacityDollarVolume"/>
        /// </summary>
        /// <param name="orderEvent">Parent class filters out other events so only fill events reach this method.</param>
        public void OnOrderEvent(OrderEvent orderEvent)
        {
            SaleVolume += Security.QuoteCurrency.ConversionRate * orderEvent.FillPrice * orderEvent.AbsoluteFillQuantity * Security.SymbolProperties.ContractMultiplier;
 
            // To reduce the capacity of high frequency strategies, we scale down the
            // volume captured on each bar proportional to the trades per day.
            // Default to -1 day for the first order to not reduce the volume of the first order.
            _fastTradingVolumeDiscountFactor = _fastTradingVolumeScalingFactor * ((decimal)((orderEvent.UtcTime - (_previousOrderEvent?.UtcTime ?? orderEvent.UtcTime.AddDays(-1))).TotalMinutes) / 390m);
            _fastTradingVolumeDiscountFactor = _fastTradingVolumeDiscountFactor > 1 ? 1 : Math.Max(0.20m, _fastTradingVolumeDiscountFactor);
 
            if (_resetMarketCapacityDollarVolume)
            {
                _marketCapacityDollarVolume = 0;
                Trades = 0;
                _resetMarketCapacityDollarVolume = false;
            }
 
            Trades++;
            _previousOrderEvent = orderEvent;
        }
 
        /// <summary>
        /// Determines whether we should add the Market Volume to the <see cref="MarketCapacityDollarVolume"/>
        /// </summary>
        /// <returns></returns>
        private bool IncludeMarketVolume(Resolution resolution)
        {
            if (_previousOrderEvent == null)
            {
                return false;
            }
 
            var dollarVolumeScaleFactor = 6000000;
            DateTime timeout;
            decimal k;
 
            switch (resolution)
            {
                case Resolution.Tick:
                case Resolution.Second:
                    dollarVolumeScaleFactor = dollarVolumeScaleFactor / 60;
                    k = _averageDollarVolume != 0
                        ? dollarVolumeScaleFactor / _averageDollarVolume
                        : 10;
 
                    var timeoutPeriod = k > 120 ? 120 : (int)Math.Max(5, (double)k);
                    timeout = _previousOrderEvent.UtcTime.AddMinutes(timeoutPeriod);
                    break;
 
                case Resolution.Minute:
                    k = _averageDollarVolume != 0
                        ? dollarVolumeScaleFactor / _averageDollarVolume
                        : 10;
 
                    var timeoutMinutes = k > 120 ? 120 : (int)Math.Max(1, (double)k);
                    timeout = _previousOrderEvent.UtcTime.AddMinutes(timeoutMinutes);
                    break;
 
                case Resolution.Hour:
                    return _algorithm.UtcTime == _previousOrderEvent.UtcTime.RoundUp(resolution.ToTimeSpan());
 
                case Resolution.Daily:
                    // At the end of a daily bar, the EndTime is the next day.
                    // Increment the order by one day to match it
                    return _algorithm.UtcTime == _previousOrderEvent.UtcTime ||
                        _algorithm.UtcTime.Date == _previousOrderEvent.UtcTime.RoundUp(resolution.ToTimeSpan());
 
                default:
                    timeout = _previousOrderEvent.UtcTime.AddHours(1);
                    break;
            }
 
            return _algorithm.UtcTime <= timeout;
        }
 
        /// <summary>
        /// Updates the market capacity of the Symbol. Called on each time step of the algorithm
        /// </summary>
        /// <returns>False if we're currently within the timeout period, True if the Symbol has went past the timeout</returns>
        public bool UpdateMarketCapacity()
        {
            var bar = GetBar();
            if (bar == null || bar.Volume == 0)
            {
                return false;
            }
 
            var utcTime = _algorithm.UtcTime;
            var resolution = bar.Period.ToHigherResolutionEquivalent(false);
            var conversionRate = Security.QuoteCurrency.ConversionRate;
            var timeBetweenBars = (decimal)(utcTime - (_previousTime ?? utcTime)).TotalMinutes;
 
            if (_previousTime == null || timeBetweenBars == 0)
            {
                _averageDollarVolume = conversionRate * bar.Close * bar.Volume;
            }
            else
            {
                _averageDollarVolume = ((bar.Close * conversionRate) * (bar.Volume + _previousVolume)) / timeBetweenBars;
            }
 
            _previousTime = utcTime;
            _previousVolume = bar.Volume;
 
            var includeMarketVolume = IncludeMarketVolume(resolution);
            if (includeMarketVolume)
            {
                _resolutionScaleFactor = ResolutionScaleFactor(resolution);
                _marketCapacityDollarVolume += bar.Close * _fastTradingVolumeDiscountFactor * bar.Volume * conversionRate * Security.SymbolProperties.ContractMultiplier;
            }
 
            // When we've finished including market volume, signal completed
            return !includeMarketVolume;
        }
 
        /// <summary>
        /// Gets the TradeBar for the given time step. For Quotes, we convert
        /// it into a TradeBar using market depth as a proxy for volume.
        /// </summary>
        /// <returns>TradeBar</returns>
        private TradeBar GetBar()
        {
            TradeBar bar;
            if (_algorithm.CurrentSlice.Bars.TryGetValue(_symbol, out bar))
            {
                return bar;
            }
 
            QuoteBar quote;
            if (_algorithm.CurrentSlice.QuoteBars.TryGetValue(_symbol, out quote))
            {
                // Fake a tradebar for quote data using market depth as a proxy for volume
                var volume = (quote.LastBidSize + quote.LastAskSize) / 2;
 
                // Handle volume estimation for security types that don't have volume values
                switch (_symbol.SecurityType)
                {
                    case SecurityType.Forex:
                        volume = _forexMinuteVolume;
                        break;
                    case SecurityType.Cfd:
                        volume = _cfdMinuteVolume;
                        break;
                }
                
 
                return new TradeBar(
                    quote.Time,
                    quote.Symbol,
                    quote.Open,
                    quote.High,
                    quote.Low,
                    quote.Close,
                    volume,
                    quote.Period);
            }
 
            if (!_isInternal)
            {
                return null;
            }
            // internal subscriptions, like mapped continuous future contract won't be sent through the slice
            // but will be available in the security cache, if not present will return null
            var result = Security.Cache.GetData<TradeBar>();
            if (result != null
                && _algorithm.UtcTime == result.EndTime.ConvertToUtc(Security.Exchange.Hours.TimeZone))
            {
                return result;
            }
 
            return null;
        }
 
        private static decimal ResolutionScaleFactor(Resolution resolution)
        {
            switch (resolution)
            {
                case Resolution.Daily:
                    return 0.02m;
 
                case Resolution.Hour:
                    return 0.05m;
 
                case Resolution.Minute:
                    return 0.20m;
 
                case Resolution.Tick:
                case Resolution.Second:
                    return 0.50m;
 
                default:
                    return 1m;
            }
        }
 
        /// <summary>
        /// Signals a reset for the <see cref="MarketCapacityDollarVolume"/> and <see cref="SaleVolume"/>
        /// </summary>
        public void Reset()
        {
            _resetMarketCapacityDollarVolume = true;
            SaleVolume = 0;
        }
 
        /// <summary>
        /// Determines if we should remove a symbol from capacity estimation
        /// </summary>
        public bool ShouldRemove()
        {
            if (Security.Invested || _algorithm.UtcTime < _previousOrderEvent.UtcTime + CapacityEffectPeriod)
            {
                return false;
            }
 
            return true;
        }
    }
}