Files
quantconnect--lean/Algorithm.CSharp/LiveFeaturesAlgorithm.cs
T
AlexCatarino b145521c72 Changes quantity calculation in algorithm examples
In some examples, we have been using Portfolio.Cash to calculate the quantity of shares in orders. This is a bad advice for users, since Portfolio.Cash does not account loses in other positions and its use can lead to invalid orders due to insufficient capital. Instead, users should use Portfolio.MarginRemaining.

FuzzyInferenceAlgorithm and LiveFeaturesAlgorithm had minor changes to perform backtests with available data
2017-04-28 18:08:53 +01:00

239 lines
9.5 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 System;
using System.Globalization;
using Newtonsoft.Json;
using QuantConnect.Algorithm;
using QuantConnect.Data;
using QuantConnect.Data.Market;
namespace QuantConnect
{
/// <summary>
/// QuantConnect University: Live Trading Functionality Demonstration:
/// This algorithm demonstrates the underlying functionality specifically for live trading.
/// </summary>
public class LiveTradingFeaturesAlgorithm : QCAlgorithm
{
/// <summary>
/// Initialise the Algorithm and Prepare Required Data.
/// </summary>
public override void Initialize()
{
SetStartDate(2013, 10, 7);
SetEndDate(2013, 10, 11);
SetCash(25000);
//Equity Data for US Markets:
AddSecurity(SecurityType.Equity, "IBM", Resolution.Second);
//FOREX Data for Weekends: 24/6
AddSecurity(SecurityType.Forex, "EURUSD", Resolution.Minute);
//Custom/Bitcoin Live Data: 24/7
AddData<Bitcoin>("BTC", Resolution.Second);
}
/// <summary>
/// New Bitcoin Data Event.
/// </summary>
/// <param name="data">Data.</param>
public void OnData(Bitcoin data)
{
if (LiveMode) //Live Mode Property
{
//Configurable title header statistics numbers
SetRuntimeStatistic("BTC", data.Close.ToString("C"));
}
if (!Portfolio.HoldStock)
{
Order("BTC", 100);
//Send a notification email/SMS/web request on events:
Notify.Email("myemail@gmail.com", "Test", "Test Body", "test attachment");
Notify.Sms("+11233456789", Time.ToString("u") + ">> Test message from live BTC server.");
Notify.Web("http://api.quantconnect.com", Time.ToString("u") + ">> Test data packet posted from live BTC server.");
}
}
/// <summary>
/// Raises the data event.
/// </summary>
/// <param name="data">Data.</param>
public void OnData(TradeBars data)
{
if (!Portfolio["IBM"].HoldStock && data.ContainsKey("IBM"))
{
int quantity = (int)Math.Floor(Portfolio.MarginRemaining / data["IBM"].Close);
Order("IBM", quantity);
Debug("Purchased IBM on " + Time.ToShortDateString());
Notify.Email("myemail@gmail.com", "Test", "Test Body", "test attachment");
}
}
}
/// <summary>
/// Custom Data Type: Bitcoin data from Quandl - http://www.quandl.com/help/api-for-bitcoin-data
/// </summary>
public class Bitcoin : BaseData
{
//Set the defaults:
/// <summary>
/// Open Price
/// </summary>
public decimal Open = 0;
/// <summary>
/// High Price
/// </summary>
public decimal High = 0;
/// <summary>
/// Low Price
/// </summary>
public decimal Low = 0;
/// <summary>
/// Closing Price
/// </summary>
public decimal Close = 0;
/// <summary>
/// Volume in BTC
/// </summary>
public decimal VolumeBTC = 0;
/// <summary>
/// Volume in USD
/// </summary>
public decimal VolumeUSD = 0;
/// <summary>
/// Volume in USD:
/// </summary>
public decimal WeightedPrice = 0;
/// <summary>
/// 1. DEFAULT CONSTRUCTOR: Custom data types need a default constructor.
/// We search for a default constructor so please provide one here. It won't be used for data, just to generate the "Factory".
/// </summary>
public Bitcoin()
{
Symbol = "BTC";
}
/// <summary>
/// 2. RETURN THE STRING URL SOURCE LOCATION FOR YOUR DATA:
/// This is a powerful and dynamic select source file method. If you have a large dataset, 10+mb we recommend you break it into smaller files. E.g. One zip per year.
/// We can accept raw text or ZIP files. We read the file extension to determine if it is a zip file.
/// </summary>
/// <param name="config">Configuration object</param>
/// <param name="date">Date of this source file</param>
/// <param name="isLiveMode">true if we're in live mode, false for backtesting mode</param>
/// <returns>String URL of source file.</returns>
public override SubscriptionDataSource GetSource(SubscriptionDataConfig config, DateTime date, bool isLiveMode)
{
if (isLiveMode)
{
return new SubscriptionDataSource("https://www.bitstamp.net/api/ticker/", SubscriptionTransportMedium.Rest);
}
//return "http://my-ftp-server.com/futures-data-" + date.ToString("Ymd") + ".zip";
// OR simply return a fixed small data file. Large files will slow down your backtest
return new SubscriptionDataSource("http://www.quandl.com/api/v1/datasets/BCHARTS/BITSTAMPUSD.csv?sort_order=asc", SubscriptionTransportMedium.RemoteFile);
}
/// <summary>
/// 3. READER METHOD: Read 1 line from data source and convert it into Object.
/// Each line of the CSV File is presented in here. The backend downloads your file, loads it into memory and then line by line
/// feeds it into your algorithm
/// </summary>
/// <param name="line">string line from the data source file submitted above</param>
/// <param name="config">Subscription data, symbol name, data type</param>
/// <param name="date">Current date we're requesting. This allows you to break up the data source into daily files.</param>
/// <param name="isLiveMode">true if we're in live mode, false for backtesting mode</param>
/// <returns>New Bitcoin Object which extends BaseData.</returns>
public override BaseData Reader(SubscriptionDataConfig config, string line, DateTime date, bool isLiveMode)
{
var coin = new Bitcoin();
if (isLiveMode)
{
//Example Line Format:
//{"high": "441.00", "last": "421.86", "timestamp": "1411606877", "bid": "421.96", "vwap": "428.58", "volume": "14120.40683975", "low": "418.83", "ask": "421.99"}
try
{
var liveBTC = JsonConvert.DeserializeObject<LiveBitcoin>(line);
coin.Time = DateTime.Now;
coin.Open = liveBTC.Last;
coin.High = liveBTC.High;
coin.Low = liveBTC.Low;
coin.Close = liveBTC.Last;
coin.VolumeBTC = liveBTC.Volume;
coin.WeightedPrice = liveBTC.VWAP;
coin.Symbol = "BTC";
coin.Value = coin.Close;
}
catch { /* Do nothing, possible error in json decoding */ }
return coin;
}
//Example Line Format:
//Date Open High Low Close Volume (BTC) Volume (Currency) Weighted Price
//2011-09-13 5.8 6.0 5.65 5.97 58.37138238, 346.0973893944 5.929230648356
try
{
string[] data = line.Split(',');
coin.Time = DateTime.Parse(data[0], CultureInfo.InvariantCulture);
coin.Open = Convert.ToDecimal(data[1], CultureInfo.InvariantCulture);
coin.High = Convert.ToDecimal(data[2], CultureInfo.InvariantCulture);
coin.Low = Convert.ToDecimal(data[3], CultureInfo.InvariantCulture);
coin.Close = Convert.ToDecimal(data[4], CultureInfo.InvariantCulture);
coin.VolumeBTC = Convert.ToDecimal(data[5], CultureInfo.InvariantCulture);
coin.VolumeUSD = Convert.ToDecimal(data[6], CultureInfo.InvariantCulture);
coin.WeightedPrice = Convert.ToDecimal(data[7], CultureInfo.InvariantCulture);
coin.Symbol = "BTC";
coin.Value = coin.Close;
}
catch { /* Do nothing, skip first title row */ }
return coin;
}
}
/// <summary>
/// Live data structure
/// </summary>
public class LiveBitcoin
{
[JsonProperty("timestamp")]
public int Timestamp = 0;
[JsonProperty("last")]
public decimal Last = 0;
[JsonProperty("high")]
public decimal High = 0;
[JsonProperty("low")]
public decimal Low = 0;
[JsonProperty("bid")]
public decimal Bid = 0;
[JsonProperty("ask")]
public decimal Ask = 0;
[JsonProperty("vwap")]
public decimal VWAP = 0;
[JsonProperty("volume")]
public decimal Volume = 0;
}
}