Implements python support for custom models in framework

Adds method overload that accept a `PyObject` to `SetAlpha`, `SetExecution`, `SetPortfolioConstruction`, `SetPortfolioSelection` and `SetRiskManagement`. In these methods, a custom model written in python will be wrapped around the respective `PythonWrapper`.
This commit is contained in:
AlexCatarino
2018-03-13 11:35:31 +00:00
parent 4e3577939d
commit 35d29060d0
8 changed files with 501 additions and 1 deletions
@@ -0,0 +1,77 @@
/*
* 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 QuantConnect.Algorithm.Framework.Portfolio;
using QuantConnect.Data.UniverseSelection;
using System;
using System.Collections.Generic;
namespace QuantConnect.Algorithm.Framework.Execution
{
/// <summary>
/// Provides an implementation of <see cref="IExecutionModel"/> that wraps a <see cref="PyObject"/> object
/// </summary>
public class ExecutionModelPythonWrapper : IExecutionModel
{
private readonly dynamic _model;
/// <summary>
/// Constructor for initialising the <see cref="IExecutionModel"/> class with wrapped <see cref="PyObject"/> object
/// </summary>
/// <param name="model">Model defining how to execute trades to reach a portfolio target</param>
public ExecutionModelPythonWrapper(PyObject model)
{
using (Py.GIL())
{
foreach (var attributeName in new[] { "Execute", "OnSecuritiesChanged" })
{
if (!model.HasAttr(attributeName))
{
throw new NotImplementedException($"IExecutionModel.{attributeName} must be implemented. Please checkout the {model.GetPythonType()}");
}
}
}
_model = model;
}
/// <summary>
/// Submit orders for the specified portolio targets.
/// This model is free to delay or spread out these orders as it sees fit
/// </summary>
/// <param name="algorithm">The algorithm instance</param>
/// <param name="targets">The portfolio targets to be ordered</param>
public void Execute(QCAlgorithmFramework algorithm, IEnumerable<IPortfolioTarget> targets)
{
using (Py.GIL())
{
_model.Execute(algorithm, targets);
}
}
/// <summary>
/// Event fired each time the we add/remove securities from the data feed
/// </summary>
/// <param name="algorithm">The algorithm instance that experienced the change in securities</param>
/// <param name="changes">The security additions and removals from the algorithm</param>
public void OnSecuritiesChanged(QCAlgorithmFramework algorithm, SecurityChanges changes)
{
using (Py.GIL())
{
_model.OnSecuritiesChanged(algorithm, changes);
}
}
}
}