# 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>### Base regression algorithm exercising different style options with option price models that might### or might not support them. Also, if the option style is supported, greeks are asserted to be accesible and have valid values.### </summary>class OptionPriceModelForOptionStylesBaseRegressionAlgorithm(QCAlgorithm):def __init__(self) -> None:super().__init__()self._option_style_is_supported = Falseself._check_greeks = Trueself._tried_greeks_calculation = Falseself._option = Nonedef on_data(self, slice: Slice) -> None:if self.is_warming_up:returnfor kvp in slice.option_chains:if not self._option or kvp.key != self._option.symbol:continueself.check_greeks([contract for contract in kvp.value])def on_end_of_day(self, symbol: Symbol) -> None:self._check_greeks = Truedef on_end_of_algorithm(self) -> None:if not self._tried_greeks_calculation:raise AssertionError("Expected greeks to be accessed")def init(self, option: Option, option_style_is_supported: bool) -> None:self._option = optionself._option_style_is_supported = option_style_is_supportedself._check_greeks = Trueself._tried_greeks_calculation = Falsedef check_greeks(self, contracts: list[OptionContract]) -> None:if not self._check_greeks or len(contracts) == 0 or not self._option:returnself._check_greeks = Falseself._tried_greeks_calculation = Truefor contract in contracts:greeks = Nonetry:greeks = contract.greeks# Greeks should have not been successfully accessed if the option style is not supportedoption_style_str = 'American' if self._option.style == OptionStyle.AMERICAN else 'European'if not self._option_style_is_supported:raise AssertionError(f'Expected greeks not to be calculated for {contract.symbol.value}, an {option_style_str} style option, using {type(self._option.price_model).__name__}, which does not support them, but they were')except ArgumentException:# ArgumentException is only expected if the option style is not supportedif self._option_style_is_supported:raise AssertionError(f'Expected greeks to be calculated for {contract.symbol.value}, an {option_style_str} style option, using {type(self._option.price_model).__name__}, which supports them, but they were not')# Greeks should be valid if they were successfuly accessed for supported option style# Delta can be {-1, 0, 1} if the price is too wild, rho can be 0 if risk free rate is 0# Vega can be 0 if the price is very off from theoretical price, Gamma = 0 if Delta belongs to {-1, 1}if (self._option_style_is_supportedand (not greeksor ((contract.right == OptionRight.CALL and (greeks.delta < 0.0 or greeks.delta > 1.0 or greeks.rho < 0.0))or (contract.right == OptionRight.PUT and (greeks.delta < -1.0 or greeks.delta > 0.0 or greeks.rho > 0.0))or greeks.theta == 0.0 or greeks.vega < 0.0 or greeks.gamma < 0.0))):raise AssertionError(f'Expected greeks to have valid values. Greeks were: Delta: {greeks.delta}, Rho: {greeks.rho}, Theta: {greeks.theta}, Vega: {greeks.vega}, Gamma: {greeks.gamma}')
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