b8674731a5
* DataConsolidator Wrapper for Python Consolidators * Regression Unit Test * Refactor Regression test * Bad test fix * pre review * self review * Add RegisterIndicator for Python Consolidator * Python base class for consolidators * Modify regression algo to register indicator * unit test - attach event * Test fix * Fix test python imports * Add license header file and null check Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
297 lines
14 KiB
C#
297 lines
14 KiB
C#
/*
|
|
* 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 Python.Runtime;
|
|
using System;
|
|
using System.Collections.Generic;
|
|
using System.Linq;
|
|
using NodaTime;
|
|
using QuantConnect.Data.Consolidators;
|
|
using QuantConnect.Data.Market;
|
|
using QuantConnect.Interfaces;
|
|
using QuantConnect.Util;
|
|
using QuantConnect.Python;
|
|
|
|
namespace QuantConnect.Data
|
|
{
|
|
/// <summary>
|
|
/// Enumerable Subscription Management Class
|
|
/// </summary>
|
|
public class SubscriptionManager
|
|
{
|
|
private IAlgorithmSubscriptionManager _subscriptionManager;
|
|
|
|
/// <summary>
|
|
/// Instance that implements <see cref="ISubscriptionDataConfigService" />
|
|
/// </summary>
|
|
public ISubscriptionDataConfigService SubscriptionDataConfigService => _subscriptionManager;
|
|
|
|
/// <summary>
|
|
/// Returns an IEnumerable of Subscriptions
|
|
/// </summary>
|
|
/// <remarks>Will not return internal subscriptions</remarks>
|
|
public IEnumerable<SubscriptionDataConfig> Subscriptions => _subscriptionManager.SubscriptionManagerSubscriptions.Where(config => !config.IsInternalFeed);
|
|
|
|
/// <summary>
|
|
/// The different <see cref="TickType" /> each <see cref="SecurityType" /> supports
|
|
/// </summary>
|
|
public Dictionary<SecurityType, List<TickType>> AvailableDataTypes => _subscriptionManager.AvailableDataTypes;
|
|
|
|
/// <summary>
|
|
/// Get the count of assets:
|
|
/// </summary>
|
|
public int Count => _subscriptionManager.SubscriptionManagerCount();
|
|
|
|
/// <summary>
|
|
/// Add Market Data Required (Overloaded method for backwards compatibility).
|
|
/// </summary>
|
|
/// <param name="symbol">Symbol of the asset we're like</param>
|
|
/// <param name="resolution">Resolution of Asset Required</param>
|
|
/// <param name="timeZone">The time zone the subscription's data is time stamped in</param>
|
|
/// <param name="exchangeTimeZone">
|
|
/// Specifies the time zone of the exchange for the security this subscription is for. This
|
|
/// is this output time zone, that is, the time zone that will be used on BaseData instances
|
|
/// </param>
|
|
/// <param name="isCustomData">True if this is custom user supplied data, false for normal QC data</param>
|
|
/// <param name="fillDataForward">when there is no data pass the last tradebar forward</param>
|
|
/// <param name="extendedMarketHours">Request premarket data as well when true </param>
|
|
/// <returns>
|
|
/// The newly created <see cref="SubscriptionDataConfig" /> or existing instance if it already existed
|
|
/// </returns>
|
|
public SubscriptionDataConfig Add(
|
|
Symbol symbol,
|
|
Resolution resolution,
|
|
DateTimeZone timeZone,
|
|
DateTimeZone exchangeTimeZone,
|
|
bool isCustomData = false,
|
|
bool fillDataForward = true,
|
|
bool extendedMarketHours = false
|
|
)
|
|
{
|
|
//Set the type: market data only comes in two forms -- ticks(trade by trade) or tradebar(time summaries)
|
|
var dataType = typeof(TradeBar);
|
|
if (resolution == Resolution.Tick)
|
|
{
|
|
dataType = typeof(Tick);
|
|
}
|
|
|
|
var tickType = LeanData.GetCommonTickTypeForCommonDataTypes(dataType, symbol.SecurityType);
|
|
return Add(dataType, tickType, symbol, resolution, timeZone, exchangeTimeZone, isCustomData, fillDataForward,
|
|
extendedMarketHours);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Add Market Data Required - generic data typing support as long as Type implements BaseData.
|
|
/// </summary>
|
|
/// <param name="dataType">Set the type of the data we're subscribing to.</param>
|
|
/// <param name="tickType">Tick type for the subscription.</param>
|
|
/// <param name="symbol">Symbol of the asset we're like</param>
|
|
/// <param name="resolution">Resolution of Asset Required</param>
|
|
/// <param name="dataTimeZone">The time zone the subscription's data is time stamped in</param>
|
|
/// <param name="exchangeTimeZone">
|
|
/// Specifies the time zone of the exchange for the security this subscription is for. This
|
|
/// is this output time zone, that is, the time zone that will be used on BaseData instances
|
|
/// </param>
|
|
/// <param name="isCustomData">True if this is custom user supplied data, false for normal QC data</param>
|
|
/// <param name="fillDataForward">when there is no data pass the last tradebar forward</param>
|
|
/// <param name="extendedMarketHours">Request premarket data as well when true </param>
|
|
/// <param name="isInternalFeed">
|
|
/// Set to true to prevent data from this subscription from being sent into the algorithm's
|
|
/// OnData events
|
|
/// </param>
|
|
/// <param name="isFilteredSubscription">
|
|
/// True if this subscription should have filters applied to it (market hours/user
|
|
/// filters from security), false otherwise
|
|
/// </param>
|
|
/// <param name="dataNormalizationMode">Define how data is normalized</param>
|
|
/// <returns>
|
|
/// The newly created <see cref="SubscriptionDataConfig" /> or existing instance if it already existed
|
|
/// </returns>
|
|
public SubscriptionDataConfig Add(
|
|
Type dataType,
|
|
TickType tickType,
|
|
Symbol symbol,
|
|
Resolution resolution,
|
|
DateTimeZone dataTimeZone,
|
|
DateTimeZone exchangeTimeZone,
|
|
bool isCustomData,
|
|
bool fillDataForward = true,
|
|
bool extendedMarketHours = false,
|
|
bool isInternalFeed = false,
|
|
bool isFilteredSubscription = true,
|
|
DataNormalizationMode dataNormalizationMode = DataNormalizationMode.Adjusted
|
|
)
|
|
{
|
|
return SubscriptionDataConfigService.Add(symbol, resolution, fillDataForward,
|
|
extendedMarketHours, isFilteredSubscription, isInternalFeed, isCustomData,
|
|
new List<Tuple<Type, TickType>> {new Tuple<Type, TickType>(dataType, tickType)},
|
|
dataNormalizationMode).First();
|
|
}
|
|
|
|
|
|
/// <summary>
|
|
/// Add a consolidator for the symbol
|
|
/// </summary>
|
|
/// <param name="symbol">Symbol of the asset to consolidate</param>
|
|
/// <param name="consolidator">The consolidator</param>
|
|
public void AddConsolidator(Symbol symbol, IDataConsolidator consolidator)
|
|
{
|
|
// Find the right subscription and add the consolidator to it
|
|
var subscriptions = Subscriptions.Where(x => x.Symbol == symbol).ToList();
|
|
|
|
if (subscriptions.Count == 0)
|
|
{
|
|
// If we made it here it is because we never found the symbol in the subscription list
|
|
throw new ArgumentException("Please subscribe to this symbol before adding a consolidator for it. Symbol: " +
|
|
symbol.Value);
|
|
}
|
|
|
|
foreach (var subscription in subscriptions)
|
|
{
|
|
// we need to be able to pipe data directly from the data feed into the consolidator
|
|
if (IsSubscriptionValidForConsolidator(subscription, consolidator))
|
|
{
|
|
subscription.Consolidators.Add(consolidator);
|
|
return;
|
|
}
|
|
}
|
|
|
|
throw new ArgumentException("Type mismatch found between consolidator and symbol. " +
|
|
$"Symbol: {symbol.Value} does not support input type: {consolidator.InputType.Name}. " +
|
|
$"Supported types: {string.Join(",", subscriptions.Select(x => x.Type.Name))}.");
|
|
}
|
|
|
|
/// <summary>
|
|
/// Add a custom python consolidator for the symbol
|
|
/// </summary>
|
|
/// <param name="symbol">Symbol of the asset to consolidate</param>
|
|
/// <param name="pyConsolidator">The custom python consolidator</param>
|
|
public void AddConsolidator(Symbol symbol, PyObject pyConsolidator)
|
|
{
|
|
IDataConsolidator consolidator = new DataConsolidatorPythonWrapper(pyConsolidator);
|
|
AddConsolidator(symbol, consolidator);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Removes the specified consolidator for the symbol
|
|
/// </summary>
|
|
/// <param name="symbol">The symbol the consolidator is receiving data from</param>
|
|
/// <param name="consolidator">The consolidator instance to be removed</param>
|
|
public void RemoveConsolidator(Symbol symbol, IDataConsolidator consolidator)
|
|
{
|
|
// remove consolidator from each subscription
|
|
foreach (var subscription in _subscriptionManager.GetSubscriptionDataConfigs(symbol))
|
|
{
|
|
subscription.Consolidators.Remove(consolidator);
|
|
}
|
|
|
|
// dispose of the consolidator to remove any remaining event handlers
|
|
consolidator.DisposeSafely();
|
|
}
|
|
|
|
/// <summary>
|
|
/// Hard code the set of default available data feeds
|
|
/// </summary>
|
|
public static Dictionary<SecurityType, List<TickType>> DefaultDataTypes()
|
|
{
|
|
return new Dictionary<SecurityType, List<TickType>>
|
|
{
|
|
{SecurityType.Base, new List<TickType> {TickType.Trade}},
|
|
{SecurityType.Forex, new List<TickType> {TickType.Quote}},
|
|
{SecurityType.Equity, new List<TickType> {TickType.Trade, TickType.Quote}},
|
|
{SecurityType.Option, new List<TickType> {TickType.Quote, TickType.Trade, TickType.OpenInterest}},
|
|
{SecurityType.Cfd, new List<TickType> {TickType.Quote}},
|
|
{SecurityType.Future, new List<TickType> {TickType.Quote, TickType.Trade, TickType.OpenInterest}},
|
|
{SecurityType.Commodity, new List<TickType> {TickType.Trade}},
|
|
{SecurityType.Crypto, new List<TickType> {TickType.Trade, TickType.Quote}}
|
|
};
|
|
}
|
|
|
|
/// <summary>
|
|
/// Get the available data types for a security
|
|
/// </summary>
|
|
public IReadOnlyList<TickType> GetDataTypesForSecurity(SecurityType securityType)
|
|
{
|
|
return AvailableDataTypes[securityType];
|
|
}
|
|
|
|
/// <summary>
|
|
/// Get the data feed types for a given <see cref="SecurityType" /> <see cref="Resolution" />
|
|
/// </summary>
|
|
/// <param name="symbolSecurityType">The <see cref="SecurityType" /> used to determine the types</param>
|
|
/// <param name="resolution">The resolution of the data requested</param>
|
|
/// <param name="isCanonical">Indicates whether the security is Canonical (future and options)</param>
|
|
/// <returns>Types that should be added to the <see cref="SubscriptionDataConfig" /></returns>
|
|
public List<Tuple<Type, TickType>> LookupSubscriptionConfigDataTypes(
|
|
SecurityType symbolSecurityType,
|
|
Resolution resolution,
|
|
bool isCanonical
|
|
)
|
|
{
|
|
return _subscriptionManager.LookupSubscriptionConfigDataTypes(symbolSecurityType, resolution, isCanonical);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Sets the Subscription Manager
|
|
/// </summary>
|
|
public void SetDataManager(IAlgorithmSubscriptionManager subscriptionManager)
|
|
{
|
|
_subscriptionManager = subscriptionManager;
|
|
}
|
|
|
|
/// <summary>
|
|
/// Checks if the subscription is valid for the consolidator
|
|
/// </summary>
|
|
/// <param name="subscription">The subscription configuration</param>
|
|
/// <param name="consolidator">The consolidator</param>
|
|
/// <returns>true if the subscription is valid for the consolidator</returns>
|
|
public static bool IsSubscriptionValidForConsolidator(SubscriptionDataConfig subscription, IDataConsolidator consolidator)
|
|
{
|
|
if (subscription.Type == typeof(Tick) &&
|
|
LeanData.IsCommonLeanDataType(consolidator.OutputType))
|
|
{
|
|
var tickType = LeanData.GetCommonTickTypeForCommonDataTypes(
|
|
consolidator.OutputType,
|
|
subscription.Symbol.SecurityType);
|
|
|
|
return subscription.TickType == tickType;
|
|
}
|
|
|
|
return consolidator.InputType.IsAssignableFrom(subscription.Type);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Returns true if the provided data is the default data type associated with it's <see cref="SecurityType"/>.
|
|
/// This is useful to determine if a data point should be used/cached in an environment where consumers will not provider a data type and we want to preserve
|
|
/// determinism and backwards compatibility when there are multiple data types available per <see cref="SecurityType"/> or new ones added.
|
|
/// </summary>
|
|
/// <remarks>Temporary until we have a dictionary for the default data type per security type see GH issue 4196.
|
|
/// Internal so it's only accessible from this assembly.</remarks>
|
|
internal static bool IsDefaultDataType(BaseData data)
|
|
{
|
|
switch (data.Symbol.SecurityType)
|
|
{
|
|
case SecurityType.Equity:
|
|
if (data.DataType == MarketDataType.QuoteBar || data.DataType == MarketDataType.Tick && (data as Tick).TickType == TickType.Quote)
|
|
{
|
|
return false;
|
|
}
|
|
break;
|
|
}
|
|
return true;
|
|
}
|
|
}
|
|
}
|