Files
quantconnect--lean/Algorithm/Risk/CompositeRiskManagementModel.py
Martin Molinero 4d108094e5 Implement QCAlgorithm.AddRiskManagement
- Implemention `QCAlgorithm.AddRiskManagement`
- Adding Py/C# regression test algoririthms
- Moving `CompositeRiskManagementModel` from `Framework` to `Algorithm`
project
2019-04-08 10:53:06 -03:00

72 lines
3.4 KiB
Python

# 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.
from clr import AddReference
AddReference("System")
AddReference("QuantConnect.Common")
AddReference("QuantConnect.Algorithm")
AddReference("QuantConnect.Algorithm.Framework")
from QuantConnect import *
from QuantConnect.Algorithm import *
from QuantConnect.Algorithm.Framework import *
from QuantConnect.Algorithm.Framework.Risk import RiskManagementModel
class CompositeRiskManagementModel(RiskManagementModel):
'''Provides an implementation of IRiskManagementModel that combines multiple risk models
into a single risk management model and properly sets each insights 'SourceModel' property.'''
def __init__(self, *riskManagementModels):
'''Initializes a new instance of the CompositeRiskManagementModel class
Args:
riskManagementModels: The individual risk management models defining this composite model.'''
for model in riskManagementModels:
for attributeName in ['ManageRisk', 'OnSecuritiesChanged']:
if not hasattr(model, attributeName):
raise Exception(f'IRiskManagementModel.{attributeName} must be implemented. Please implement this missing method on {model.__class__.__name__}')
self.riskManagementModels = riskManagementModels
def ManageRisk(self, algorithm, targets):
'''Manages the algorithm's risk at each time step
Args:
algorithm: The algorithm instance
targets: The current portfolio targets to be assessed for risk'''
for model in self.riskManagementModels:
# take into account the possibility of ManageRisk returning nothing
riskAdjusted = model.ManageRisk(algorithm, targets)
# produce a distinct set of new targets giving preference to newer targets
symbols = [x.Symbol for x in riskAdjusted]
for target in targets:
if target.Symbol not in symbols:
riskAdjusted.append(target)
targets = riskAdjusted
return targets
def OnSecuritiesChanged(self, algorithm, changes):
'''Event fired each time the we add/remove securities from the data feed.
This method patches this call through the each of the wrapped models.
Args:
algorithm: The algorithm instance that experienced the change in securities
changes: The security additions and removals from the algorithm'''
for model in self.riskManagementModels:
model.OnSecuritiesChanged(algorithm, changes)
def AddRiskManagement(riskManagementModel):
'''Adds a new 'IRiskManagementModel' instance
Args:
riskManagementModel: The risk management model to add'''
self.riskManagementModels.Add(riskManagementModel)