forked from QuantConnect/Lean
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathDropboxUniverseSelectionAlgorithm.cs
143 lines (130 loc) · 6.26 KB
/
DropboxUniverseSelectionAlgorithm.cs
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
/*
* 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.Collections.Generic;
using System.Linq;
using System.Net;
using QuantConnect.Data;
using QuantConnect.Data.UniverseSelection;
namespace QuantConnect.Algorithm.CSharp
{
/// <summary>
/// In this algortihm we show how you can easily use the universe selection feature to fetch symbols
/// to be traded using the AddUniverse method. This method accepts a function that will return the
/// desired current set of symbols. Return Universe.Unchanged if no universe changes should be made
/// </summary>
/// <meta name="tag" content="using data" />
/// <meta name="tag" content="universes" />
/// <meta name="tag" content="custom universes" />
public class DropboxUniverseSelectionAlgorithm : QCAlgorithm
{
// the changes from the previous universe selection
private SecurityChanges _changes = SecurityChanges.None;
// only used in backtest for caching the file results
private readonly Dictionary<DateTime, List<string>> _backtestSymbolsPerDay = new Dictionary<DateTime, List<string>>();
/// <summary>
/// Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized.
/// </summary>
/// <seealso cref="QCAlgorithm.SetStartDate(System.DateTime)"/>
/// <seealso cref="QCAlgorithm.SetEndDate(System.DateTime)"/>
/// <seealso cref="QCAlgorithm.SetCash(decimal)"/>
public override void Initialize()
{
// this sets the resolution for data subscriptions added by our universe
UniverseSettings.Resolution = Resolution.Daily;
// set our start and end for backtest mode
SetStartDate(2013, 01, 01);
SetEndDate(2013, 12, 31);
// define a new custom universe that will trigger each day at midnight
AddUniverse("my-dropbox-universe", Resolution.Daily, dateTime =>
{
const string liveUrl = @"https://www.dropbox.com/s/2az14r5xbx4w5j6/daily-stock-picker-live.csv?dl=1";
const string backtestUrl = @"https://www.dropbox.com/s/rmiiktz0ntpff3a/daily-stock-picker-backtest.csv?dl=1";
var url = LiveMode ? liveUrl : backtestUrl;
using (var client = new WebClient())
{
// handle live mode file format
if (LiveMode)
{
// fetch the file from dropbox
var file = client.DownloadString(url);
// if we have a file for today, break apart by commas and return symbols
if (file.Length > 0) return file.ToCsv();
// no symbol today, leave universe unchanged
return Universe.Unchanged;
}
// backtest - first cache the entire file
if (_backtestSymbolsPerDay.Count == 0)
{
// fetch the file from dropbox only if we haven't cached the result already
var file = client.DownloadString(url);
// split the file into lines and add to our cache
foreach (var line in file.Split(new[] { '\n', '\r' }, StringSplitOptions.RemoveEmptyEntries))
{
var csv = line.ToCsv();
var date = DateTime.ParseExact(csv[0], "yyyyMMdd", null);
var symbols = csv.Skip(1).ToList();
_backtestSymbolsPerDay[date] = symbols;
}
}
// if we have symbols for this date return them, else specify Universe.Unchanged
List<string> result;
if (_backtestSymbolsPerDay.TryGetValue(dateTime.Date, out result))
{
return result;
}
return Universe.Unchanged;
}
});
}
/// <summary>
/// Event - v3.0 DATA EVENT HANDLER: (Pattern) Basic template for user to override for receiving all subscription data in a single event
/// </summary>
/// <code>
/// TradeBars bars = slice.Bars;
/// Ticks ticks = slice.Ticks;
/// TradeBar spy = slice["SPY"];
/// List{Tick} aaplTicks = slice["AAPL"]
/// Quandl oil = slice["OIL"]
/// dynamic anySymbol = slice[symbol];
/// DataDictionary{Quandl} allQuandlData = slice.Get{Quand}
/// Quandl oil = slice.Get{Quandl}("OIL")
/// </code>
/// <param name="slice">The current slice of data keyed by symbol string</param>
public override void OnData(Slice slice)
{
if (slice.Bars.Count == 0) return;
if (_changes == SecurityChanges.None) return;
// start fresh
Liquidate();
var percentage = 1m/slice.Bars.Count;
foreach (var tradeBar in slice.Bars.Values)
{
SetHoldings(tradeBar.Symbol, percentage);
}
// reset changes
_changes = SecurityChanges.None;
}
/// <summary>
/// Event fired each time the we add/remove securities from the data feed
/// </summary>
/// <param name="changes"></param>
public override void OnSecuritiesChanged(SecurityChanges changes)
{
// each time our securities change we'll be notified here
_changes = changes;
}
}
}