QCAlgorithm's OptionChain() api refactor (#8334)
* Fix pandas converter to handle list of data with different symbols * Properly convert list of data into dataframe Take into consideration data for multiple symbols in the same list * Cleanup * Index dataframes by symbol object instead of SID string * Add symbol equality operator to compare against object * Exclude "ID" from option chain dataframe * Minor fix * Add greeks columns directly in option chain dataframe. Also add pass-through properties for greek values in OptionUniverse * Some cleanup * Minor fix * Add new QCAlgorithm.OptionChains() method - Use OptionChains as output - Add DataFrame to OptionChain and OptionChains - Rename Greeks classes - Add ISymbolProvider for classes that have a symbol (IBaseData, OptionContract) * Unify QCAlgorithmOptionChain API Also refactor OptionContract to handle: (1) Actual market data and option price model data, and (2) OptionUniverse data * Pass symbol properties to OptionUniverse option chain from algorithm * Format OptionContract for dataframe * Minor fix * Add multiple option chains api regression algorithms and other minor changes * Address peer review Add NullGreeks class: keep ModeledGreeks as internal as possible * Minor fix and add PandasConverter unit tests * Peer review: Non-thread-safe Lazy for Python * Handle Greeks unwrapping by PandasData * PandasData cleanup * Add data and other minor changes * Unit test fix * Update Pythonnet to 2.0.39 * Cleanup * PandasData handling children class members Address peer review * Fix: indexing symbol conversion in pandas mapper * Fix pandas mapper to convert string keys to symbol only when necessary * Cleanup * Cleanup * Add PandasColumn python class to handle proper indexing This allows propery hash and equality between Symbols, C# strings and Python strings * Minor fixes * Symbol cache improvements * Minor fix for cache miss * Revert PandasMapper reserved names and improvements * Minor fix * Revert reserved names * Minor fix for Symbol equality operators --------- Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
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@@ -53,7 +53,7 @@ class OptionPriceModelForOptionStylesBaseRegressionAlgorithm(QCAlgorithm):
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self._tried_greeks_calculation = True
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for contract in contracts:
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greeks = Greeks()
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greeks = None
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try:
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greeks = contract.greeks
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@@ -70,9 +70,10 @@ class OptionPriceModelForOptionStylesBaseRegressionAlgorithm(QCAlgorithm):
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# Delta can be {-1, 0, 1} if the price is too wild, rho can be 0 if risk free rate is 0
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# Vega can be 0 if the price is very off from theoretical price, Gamma = 0 if Delta belongs to {-1, 1}
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if (self._option_style_is_supported
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and ((contract.right == OptionRight.CALL and (greeks.delta < 0.0 or greeks.delta > 1.0 or greeks.rho < 0.0))
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or (contract.right == OptionRight.PUT and (greeks.delta < -1.0 or greeks.delta > 0.0 or greeks.rho > 0.0))
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or greeks.theta == 0.0 or greeks.vega < 0.0 or greeks.gamma < 0.0)):
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and (greeks is None
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or ((contract.right == OptionRight.CALL and (greeks.delta < 0.0 or greeks.delta > 1.0 or greeks.rho < 0.0))
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or (contract.right == OptionRight.PUT and (greeks.delta < -1.0 or greeks.delta > 0.0 or greeks.rho > 0.0))
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or greeks.theta == 0.0 or greeks.vega < 0.0 or greeks.gamma < 0.0))):
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raise Exception(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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