28 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
Jhonathan Abreu cc79cab3dc Support new Pythonnet delegates auto conversion (#8913)
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* Use new Pythonnet support for automatic delegates conversion

* Update Pythonnet version to 2.0.46

* Cleanup

* Minor fix

* Add unit tests
2025-08-07 09:40:06 -04:00
Jhonathan Abreu 84b991b577 Some fixes for new C# enums handling in Pythonnet (#8898)
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* Some fixes for new C# enums handling in Pythonnet

* Minor changes and cleanup

* Update Pythonnet version to 2.0.45

* Minor changes

* Minor fix

* Minor fix

* Minor change

* Minor change

* Minor unit test fix
2025-07-31 16:53:24 -04:00
JosueNina ed551458f5 Use EndTime instead of Time for indicator updates (#8860) 2025-07-08 17:47:00 -04:00
JosueNina 7c62e410b9 Improve IndicatorHistory<T> filtering of indicator properties (#8853)
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* Support sub-indicator discovery using IIndicator and exclude PandasIgnore attribute

* WIP: PandasInclude

* Add PandasInclude annotation

* Resolve review comments

* Add a list of ignored properties

* Clean up [PandasIgnore] in IndicatorBase
2025-07-02 09:31:18 -03:00
JosueNina 75ccf0199b Filter out default datetime values from the DataFrame (#8845)
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* Initial solution: Filter out default datetime values from the DataFrame

* Solve review comments

* Resolve review comments

* Update AlgorithmIndicatorsTests.cs

---------

Co-authored-by: Martin-Molinero <martin.molinero1@gmail.com>
2025-06-25 11:21:03 -03:00
JosueNina 1b4613bc75 Support conversion of IndicatorBase<BaseData> (#8635)
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* Support registering indicators of type IndicatorBase<BaseData>

* Add IndicatorBase<BaseData> scenario for all the usages of ConvertPythonIndicator

* Add all scenarios in the test case
2025-03-20 15:31:12 -03:00
JosueNina 2e1f28d20d Fix IndicatorHistory for options indicators in Python (#8621)
* Fix IndicatorHistory api for options indicators

Fix for indicators based on OptionIndicatorBase to be able to use IndicatorHistory api. They require proper conversion of indicators from PyObjects

* Fix WarmupIndicator to support multi symbol indicators in Python

* Minor fix for WarmUpIndicator api

* Refactored switch statements for indicator conversion

* Solve comments review

* Refactored WarmUpIndicator to remove duplicated code

* Resolve review comments

---------

Co-authored-by: Jhonathan Abreu <jdabreu25@gmail.com>
2025-03-12 16:10:25 -03:00
Jhonathan Abreu a8592e08b5 Greeks calculation on expiration date (#8465)
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* Add helper method to calculate options expiration date time

This allows to compute accurate time till expiry for greek indicators to be able to calculate on the actual expiration date before market close

* Update tolerance in greek indicators tests

* Minor fix

* Modify helper method to calculate settlement time instead of expiration time

* Cache option expiration date time

* Minor changes

* Minor changes
2024-12-13 18:23:31 -04:00
Ricardo Andrés Marino Rojas f4314549c3 Fix warming up bug QCAlgorithm.WarmUpIndicator() (#8431)
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* First draft of the solution

* Add regression tests

* Nit changes

* Solve root issue

* Improve regression tests

* Reduce duplication

* Nit change

* Improve implementation

* Address suggestions

* Address requested improvements

* Nit change

* Nit changes

* Nit change
2024-11-29 16:35:37 -03:00
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

---------

Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
2024-09-09 12:39:31 -03:00
Ricardo Andrés Marino Rojas 3a09c70851 Fix warm up indicator bugs (#8279)
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* Potential solution

* Try a different approach

* Improve unit tests

* Nit change

* Improve implementation

* Fix another bug and improve unit tests
2024-08-26 10:20:40 -03:00
Martin-Molinero 363d469d6a Minor indicator history fix (#8270)
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* Minor indicator history fix

- Take into account warmup period when used, the last bar of the warmup
  period is counted as a data point.
- Fix bug where in some cases the last data point could of been missed
  and the indicator not updated with it

* Minor tweak
2024-08-22 16:48:26 -03:00
Martin-Molinero 7879795207 Enable daily precise end time by default (#8254)
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* Default daily precise end times

- Enable by default daily precise end times. Updating stats
- Minor fix for algorithm manager consolidator updates, adding new regression test
  asserting behavior and updating others
- Minor fix for SubscriptionData creator avoid round down on warmup if
  not appropiate
- Adjust consolidators to emit on daily strict end times if requested
  daily resolution and setting enabled
- Updating regression algorithms

* Skip daily data on extended market hours

* Some cleanup and self review

* Revert unrequired change
2024-08-14 12:49:56 -03:00
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 268285e2b3 Minor fix for Mis-Aligned Timestamps from IndicatorHistory (#8185)
* Minor fix for Mis-Aligned Timestamps from IndicatorHistory

- Minor fir for mis-Aligned Timestamps from IndicatorHistory. Adjusting
  unit test to reproduce issue.

* Add another assert to indicator history tests
2024-07-09 17:09:12 -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
Martin-Molinero eff8b6f2fb Improve indicator history data update (#8141)
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- Do not lose data symbol on indicator update during IndicatorHistory
  call. Adding unit test reproducing issue
2024-07-03 17:59:41 -03:00
Martin-Molinero 25c635d846 Add indicator helper methods for base Algorithm (#8076)
* Add indicator helper methods for base Algorithm

- Add indicator helper methods for base algorithm. Adding new unit tests

* Expand indicators helper methods

- Expand indicators helper methods, adding support for C# and custom
  indicators too. Adding unit tests
- Expand indicators helper methods to support multiple symbols as input.
  Adding unit tests
- Improve conversion of symbol enumerable from python to C# adding unit
  tests

* Address reviews

- Keep old QB.Indicator methods for backwards compatibility
- Rename new API to IndicatorHistory, matching
  FutureHistory/OptionHistory
- Add new regression algorithms
- Minor improvement to DynamicData so it supports snake name access
2024-07-01 13:27:47 -03:00
Martin-Molinero c8446ae26e Refactor AutomaticIndicatorWarmUp settings (#8111)
- Move EnableAutomaticIndicatorWarmUp as an algorithm setting named AutomaticIndicatorWarmUp
2024-06-26 17:02:48 -03:00
Martin-Molinero d4e7f584f6 Daily data time adjustment (#8001)
* Daily data Time & EndTime Improvement

- Adjust daily data Time & EndTime to actually reflect the time of the
  data used, for example US Equity from 9.30 to 4PM. Adding new unit and
  regression tests

* Refactor solution to use enumerator

- Refactor daily strict end times solution to be through enumerator
  usage, so it applies for history providers too

* Minor fixes

* Revert fill forward enumerator change

- Revert FillForward enumerator causing stats changing, enhancing unit
  tests

* Some cleanup

* Improve handling of live trading FF enumerator

- Improve handling of live trading FF enumerator, by adding support for
  bars to arrive with a delay so we can handle auction close/option
  prices or data providers which might have some delay making the data
  available. Adding new unit tests asserting the behavior
2024-05-20 17:28:03 -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
Jhonathan Abreu f8ca85cb5d Risk-Free Interest Rate Model (#7594)
* Implement risk free interest rate as an algorithm model

* Use risk free insterest rate model in Sharpe Ratio indicator

* Address peer review

Also added python wrapper

* Take pyobject as interest rate model in Sharpe Ratio indicator

* Minor fix

* Minor fix

* Address peer review
2023-11-22 16:17:34 -04:00
Martin-Molinero adaa2f5862 Cleanup data cache provider in tests (#7588) 2023-11-21 16:48:36 -03:00
Jhonathan Abreu fb3409d8a2 Custom data sourced from the object store (#7493)
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* Support sourcing custom data from ObjectStore

* Add Python regression algorithm

* Wire engine to pass ObjectStore down to the stream readers

* Minor changes

* Minor unit tests fixes

* Remove unused SetupHandlerParameters.ObjectStore

* Minor changes

* Minor changes

* Support single-file zipped data to be sourced from object store

* Assert object store custom data history requests in regression algorithms

* Add custom object store data live data feed unit test

* Add multi-file object store custom data regression algorithms

* Minor fix
2023-10-02 15:54:57 -03:00
Jhonathan Abreu 33c57bbde4 Use selector on indicator warm up (#6746)
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2022-11-15 19:59:59 -03:00