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Lean
/
Algorithm.Python
/
Collective2SignalExportDemonstrationA...
Lean
/
Algorithm.Python
/
Collective2SignalExportDemonstrationA...
Collective2SignalExportDemonstrationAlgorithm.py 5.54 KB
一键复制 编辑 原始数据 按行查看 历史
Jhonathan Abreu 提交于 2025年04月24日 01:20 +08:00 . Python algorithms typing cleanup [part 1] (#8716)
# 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>
### This algorithm sends a list of portfolio targets to Collective2 API every time the ema indicators crosses between themselves.
### </summary>
### <meta name="tag" content="using data" />
### <meta name="tag" content="using quantconnect" />
### <meta name="tag" content="securities and portfolio" />
class Collective2SignalExportDemonstrationAlgorithm(QCAlgorithm):
def initialize(self):
''' Initialize the date and add all equity symbols present in list _symbols '''
self.set_start_date(2013, 10, 7) #Set Start Date
self.set_end_date(2013, 10, 11) #Set End Date
self.set_cash(100000) #Set Strategy Cash
# Symbols accepted by Collective2. Collective2 accepts stock, future, forex and US stock option symbols
self.add_equity("GOOG")
self._symbols = [
Symbol.create("SPY", SecurityType.EQUITY, Market.USA),
Symbol.create("EURUSD", SecurityType.FOREX, Market.OANDA),
Symbol.create_future("ES", Market.CME, datetime(2023, 12, 15)),
Symbol.create_option("GOOG", Market.USA, OptionStyle.AMERICAN, OptionRight.CALL, 130, datetime(2023, 9, 1))
]
self.targets = []
# Create a new PortfolioTarget for each symbol, assign it an initial amount of 0.05 and save it in self.targets list
for item in self._symbols:
symbol = self.add_security(item).symbol
if symbol.security_type == SecurityType.EQUITY or symbol.security_type == SecurityType.FOREX:
self.targets.append(PortfolioTarget(symbol, 0.05))
else:
self.targets.append(PortfolioTarget(symbol, 1))
self.fast = self.ema("SPY", 10)
self.slow = self.ema("SPY", 100)
# Initialize these flags, to check when the ema indicators crosses between themselves
self.ema_fast_is_not_set = True
self.ema_fast_was_above = False
# Set Collective2 export provider
# Collective2 APIv4 KEY: This value is provided by Collective2 in your account section (See https://collective2.com/account-info)
# See API documentation at https://trade.collective2.com/c2-api
self.collective2_apikey = "YOUR APIV4 KEY"
# Collective2 System ID: This value is found beside the system's name (strategy's name) on the main system page
self.collective2_system_id = 0
# Disable automatic exports as we manually set them
self.signal_export.automatic_export_time_span = None
# If using the Collective2 white-label API, you can specify it in the constructor with the optional parameter `use_white_label_api`:
# e.g. Collective2SignalExport(self.collective2_apikey, self.collective2_system_id, use_white_label_api=True)
# The API url can also be overridden by setting the Destination property:
# e.g. Collective2SignalExport(self.collective2_apikey, self.collective2_system_id) { Destination = new Uri("your url") }
self.signal_export.add_signal_export_provider(Collective2SignalExport(self.collective2_apikey, self.collective2_system_id))
self.first_call = True
self.set_warm_up(100)
def on_data(self, data):
''' Reduce the quantity of holdings for one security and increase the holdings to the another
one when the EMA's indicators crosses between themselves, then send a signal to Collective2 API '''
if self.is_warming_up: return
# Place an order as soon as possible to send a signal.
if self.first_call:
self.set_holdings("SPY", 0.1)
self.targets[0] = PortfolioTarget(self.portfolio["SPY"].symbol, 0.1)
self.signal_export.set_target_portfolio(self.targets)
self.first_call = False
fast = self.fast.current.value
slow = self.slow.current.value
# Set the value of flag _ema_fast_was_above, to know when the ema indicators crosses between themselves
if self.ema_fast_is_not_set == True:
if fast > slow *1.001:
self.ema_fast_was_above = True
else:
self.ema_fast_was_above = False
self.ema_fast_is_not_set = False
# Check whether ema fast and ema slow crosses. If they do, set holdings to SPY
# or reduce its holdings, change its value in self.targets list and send signals
# to Collective2 API from self.targets
if fast > slow * 1.001 and (not self.ema_fast_was_above):
self.set_holdings("SPY", 0.1)
self.targets[0] = PortfolioTarget(self.portfolio["SPY"].symbol, 0.1)
self.signal_export.set_target_portfolio(self.targets)
elif fast < slow * 0.999 and (self.ema_fast_was_above):
self.set_holdings("SPY", 0.01)
self.targets[0] = PortfolioTarget(self.portfolio["SPY"].symbol, 0.01)
self.signal_export.set_target_portfolio(self.targets)
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