14 Commits

Author SHA1 Message Date
Jhonathan Abreu e68ee853db Implement indicator-based option price model (#9237)
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* Implement indicator-based option price model

This model uses IV and Greeks indicators to implement Lean's own option pricing model

* Minor fixes

* Address peer review

* Minor tests fixes

* Make the indicator based price model the default for options

* Address peer review

* Cleanup and minor changes

* Support indicators configuration for new pricing model

* Some cleanup

* Add QL option price model example algorithm

* Return lean models from static helpers

* Minor tests fixes

* Minor test fixes

* Address peer review

* Cleanup

* Fix unit tests

* Move QL models to OptionPriceModels.QuantLib.*

* Add forward tree helper method
2026-02-19 15:15:25 -04:00
JosueNina ed551458f5 Use EndTime instead of Time for indicator updates (#8860) 2025-07-08 17:47:00 -04:00
Jhonathan Abreu de9f9bf309 Fix options indicators data synchronization (#8564)
* Add DualSymbolIndicator unit tests

* Introduce MultiSymbolIndicator for indicators working on multiple symbols

Use the new class as base for DualSymbolIndicator and OptionIndicatorBase.
The OptionIndicatorBase can now detect when ready even if underlying and options market close is different when resolution is daily.

* Accept any BaseData for options indicators

* Improve indicator conversion from python on registration

Also minor fixes

* Cleanup and simplification

* Fix ImpliedVolatility IsReady flag

* Update regression algorithm history count

AutomaticIndicatorWarmupOptionIndicatorsMirrorContractsRegressionAlgorithm history count decreased because options indicators period is now 1 instead of 2

* Address peer review
2025-01-31 14:22:06 -04:00
Jhonathan Abreu e29bb2c5e0 File-based options universe (#8212)
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* Initial options universe with greeks implementation

* Options universe improvements

* Address peer review

* File based options universe fixes and improvements.

- Adjust OptionUniverse start-end times and period.
- Adapt unit tests and some algorithms to pass with new options universe selection.

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Updated options regression algorithms stats for new universe data

* Option chain provider with new options universe

* Allow canonical option history requests

* Address peer review

* Address peer review

* Fix symbols parsing in OptionUniverse

* Fix universe selection subscriptions start time to not include extended market hours

* Minor changes

* Minor changes

* Peer recommended changes and fixes

* Update regression algorithm stats

* Update regression algorithms stats and minor fixes

* Fix option chain provider history request

* Round option indicators values

* Added option universe csv header property

* Update regression algorithms stats

* Update regression algorithms stats

* Data fixes and regression algos stats update

* Unit test fixes

* Minor changes

* Option chain handling in live trading data feed

* Minor changes

* Added processed data provider

* Fix thread-safety violation in Slice class

* Minor change

* Update options filter universe API to use OptionUniverse data

Add new filter methods for greeks, IV and open interest

* Option filter universe api updates

* Add OptionUniverse history regression algorithms

* Add regression algorithms for new options filter universe api methods

* Added options greeks data and updated regression algorithms

* Address peer review

* Address peer review

* Add more assertions to new options filter api regression algorithms

* Minor performance improvement.

Reduce greeks binomial model steps to 140

* Minor tests updates

* Greeks numerical models performance improvements

* Greeks numerical models performance improvements

* Revert array pool change for option pricing numerical models

* Update default dividend yield provider depending on option type

* [TEST]

* Add helper method con calculate time till expiration

* Use double in price option numerical models

* Implied volatility calculation improvements

- Adjust root finding method accuracy as a factor of the option price
- Use BSM to get a first guess

* Cleanup

* Some regression algorithms and unit tests cleanup

* Regression tests updates after rebasing from master

* Add universe files

* Self review and cleanup

* Minor regression tests updates after rebase

* Fix: set data time zone to same as exchange tz for options universes

* Minor change

* Minor change

* Fix for live trading options universe selection

* Keep underlying when aggregating collections in BaseDataCollectionAggregatorEnumerator

* Update index options regression algorithms stats

* Minor change

* Address peer review

* Memory usage improvements

* Minor build fix

* Minor changes and test fixes

* Cache symbols in OptionUniverse

* Cleanup

* Fix index option creation in OptionUniverse

* Use cached underlying SID when parsing from string

* Abstract symbols cache to BaseDataCollection

* Return actual underlying symbol when mapping decomposing ICO ticker

* Address peer review

* Minor performance improvements reduce garbage

* Limit Symbols and SIDs cache size to help with memory usage

* Minor fix in symbols and sid cache cleanup

* Build fix

* Lazily parse greeks on individual access

* Cleanup and tests

* Address peer review

* Minor greeks fix

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Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
2024-09-09 12:39:31 -03:00
Jhonathan Abreu 9b332c2149 Dividend yield calculation fix (#8264)
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* Fix dividend yield calculation

* Get security price as input for dividend yield provider

* Account for splits in dividend yield provider

* Fix split adjustment for dividend yield calculation

* Use right dividend yield in options indicators
2024-08-19 09:30:05 -04:00
Jhonathan Abreu 9eb484625d Default option pricing models for options indicators (#8229)
* Set best recommended model based on option style.

The best option model will be used in options indicators based on option style if not specified

* Reduced Greeks/IV numerical models steps to 100

* Minor fixes

* Minor changes and improvements

* Changed default pricing model for IV

* Minor performance improvements

* Minor performance improvements and fixes

* Minor change

* Minor regression algorithm fix

* Update greek indicators internal IV indicator only when not user provided

* Revert unnecessary changes

* Minor changes

* Cleanup
2024-07-30 10:15:21 -04:00
Martin-Molinero 53c2a214a1 Improve indicator warmup (#8192)
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* Improve indicator warmup

- Allow indicator warmup to handle multiple symbols, used for option
  greeks. Adding regression test
- Improve indicator history to handle specific T types. Adding unit test
- Remove period, and historical underlying volatility, from IV so
  simplify warmup behavior

* Address review, fix minor issues
2024-07-11 16:16:49 -03:00
Martin-Molinero 12644f8b2a Minor fixes for IndicatorHistory and IV (#8174)
* Minor fixes for IndicatorHistory and IV

- Minor fix for IndicatorHistory, use ScaledRaw data normalization mode
  for option indicators. Adding unit test
- Expand the IV expected upper range to 400%, given values can be higher
  than previous value of 200%
- Adjust IV to use smoothing function only when both option calculations
  succeed

* Updating regression algorithm expected greeks, minor change
2024-07-09 10:54:55 -03:00
Louis Szeto bb7a7f26a7 Bug fix on Option Indicator calculation (#7999)
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* Handle expired options

* unit test

* Move Zero Checks to Single Location

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Co-authored-by: Alexandre Catarino <AlexCatarino@users.noreply.github.com>
2024-05-07 14:03:29 -03:00
Louis Szeto c049a35121 Add Option Gamma, Vega, Theta, Rho Indicator (#7830)
* Add gamma indicator

* add helper method

* add unit tests

* add in regression tests

* Address peer review

* add vega indicator

* add theta and rho indicators

* Address peer review, refactor
2024-03-11 10:32:36 -03:00
Louis Szeto 6bf2acd0da Allow smoothing in Implied Volatility and add forward tree model (#7820)
* Allow mirror contract and smoothing IV

* Python wrapper on smoothing IV

* helper method update

* Add forward tree model

* modify and add unit tests and data

* address peer review

* address peer review
2024-03-04 11:00:04 -03:00
Louis Szeto e39cec40f5 Implement dividend yield model (#7758)
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* dividend yield plug-in model interface

* dividend yield model python wrapper

* Implement symbol dividend yield models

* unit tests on dividend yield provider

* Update IV indicator

* IV indicator unit tests

* update Delta indicator

* Delta indicator unit tests

* update helper method

* Nit

* Address peer review

* Address 2nd peer review

* readability

* Regression tests

* dividend yield model

* Address review

* Fix unit tests

* Minor fix

* Fix tests

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Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
2024-02-27 12:39:46 -03:00
Louis Szeto 3a10afeac5 Option Delta Indicator (#7704)
* Add base indicator for greeks

* Add option delta indicator

* Add helper method

* Add unit tests

* Address peer review

* Fix minor bugs

* Change OptionDelta into Delta

* rename helper method
2024-01-29 12:54:57 -03:00
Louis Szeto 0b833b065e Implied Volatility Indicator for Options (#7680)
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* Add IV indicator

* Fix bug

* Add QCAlgorithm helper method

* Add unit tests

* Add OptionPricingModelType, as option for greeks & IV estimation

* Nit, and fix bug

* Address peer review

* Fix bug

* Fix bug on CRR

* Ensure test indicator initiate correctly

* Address 2nd review

* Check for FOPs and index options as well

* Add comparison with QuantLib

* CRR not follow BSM

* minor bug fix
2024-01-18 13:50:49 -03:00