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quantconnect--lean/Algorithm.Python/VolumeRenkoConsolidatorAlgorithm.py
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Louis Szeto 8730eeb8a9
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Volume Renko Consolidator & Bar (#6888)
* Volume Renko Consolidator & Bar

* address peer review

* Minor fix on tests

---------

Co-authored-by: LouisSzeto <hke0073@hotmail.com>
2023-02-09 10:46:02 -03:00

73 lines
3.2 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 AlgorithmImports import *
### <summary>
### Demostrates the use of <see cref="VolumeRenkoConsolidator"/> for creating constant volume bar
### </summary>
### <meta name="tag" content="renko" />
### <meta name="tag" content="using data" />
### <meta name="tag" content="consolidating data" />
class VolumeRenkoConsolidatorAlgorithm(QCAlgorithm):
def Initialize(self):
self.SetStartDate(2013, 10, 7)
self.SetEndDate(2013, 10, 11)
self.SetCash(100000)
self.sma = SimpleMovingAverage(10)
self.tick_consolidated = False
self.spy = self.AddEquity("SPY", Resolution.Minute).Symbol
self.tradebar_volume_consolidator = VolumeRenkoConsolidator(1000000)
self.tradebar_volume_consolidator.DataConsolidated += self.OnSPYDataConsolidated
self.ibm = self.AddEquity("IBM", Resolution.Tick).Symbol
self.tick_volume_consolidator = VolumeRenkoConsolidator(1000000)
self.tick_volume_consolidator.DataConsolidated += self.OnIBMDataConsolidated
history = self.History[TradeBar](self.spy, 1000, Resolution.Minute);
for bar in history:
self.tradebar_volume_consolidator.Update(bar)
def OnSPYDataConsolidated(self, sender, bar):
self.sma.Update(bar.EndTime, bar.Value)
self.Debug(f"SPY {bar.Time} to {bar.EndTime} :: O:{bar.Open} H:{bar.High} L:{bar.Low} C:{bar.Close} V:{bar.Volume}")
if bar.Volume != 1000000:
raise Exception("Volume of consolidated bar does not match set value!")
def OnIBMDataConsolidated(self, sender, bar):
self.Debug(f"IBM {bar.Time} to {bar.EndTime} :: O:{bar.Open} H:{bar.High} L:{bar.Low} C:{bar.Close} V:{bar.Volume}")
if bar.Volume != 1000000:
raise Exception("Volume of consolidated bar does not match set value!")
self.tick_consolidated = True
def OnData(self, slice):
# Update by TradeBar
if slice.Bars.ContainsKey(self.spy):
self.tradebar_volume_consolidator.Update(slice.Bars[self.spy])
# Update by Tick
if slice.Ticks.ContainsKey(self.ibm):
for tick in slice.Ticks[self.ibm]:
self.tick_volume_consolidator.Update(tick)
if self.sma.IsReady and self.sma.Current.Value < self.Securities[self.spy].Price:
self.SetHoldings(self.spy, 1)
else:
self.SetHoldings(self.spy, 0)
def OnEndOfAlgorithm(self):
if not self.tick_consolidated:
raise Exception("Tick consolidator was never been called")