8 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
Martin-Molinero d60b3323c3 Minor python syntax fixes (#8709) 2025-04-21 17:23:36 -03:00
Martin-Molinero 513ced31d7 Add python syntax check (#8651)
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* Add python syntax check

* Fix some python regression algorithms

* Fixing more bugs
2025-03-28 10:36:26 -03:00
Jhonathan Abreu 16c4259342 Add QCAlgorithm.OptionChain() method to fetch option chains (#8316)
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* Add new QCAlgorithm.OptionChain method to get full data option chain

* Add extension method to get canonical symbol

* Support future options in new OptionChain method

* Replace option chain provider with OptionChain method in some regression algorithms

* Add new regression algorithms for OptionChain method

* Replace option chain provider with OptionChain method in some regression algorithms

* Minor

* Cleanup

* Minor changes in regression algorithms

* Minor adjustments
2024-09-11 15:15:51 -04:00
Louis Szeto e8362c12a3 pep8 conversion (#7947)
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2024-04-18 16:04:22 -03:00
Martin-Molinero 03f56481d4 Refactor python algorithm import (#5657)
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* Python research import improvements

- Improve start.py for research env
- Remove unrequired imports

* Centralize algorithm imports

* Add regression test GH action

* Unit test python import clean up

* Join research and main imports

* More python import clean up

* Fix failing skipped regression algorithm
2021-06-15 19:06:06 -03:00
Gerardo Salazar bb9cde1cee Adds StandardDeviationOfReturns configurability and improves greeks warmup for Futures/Index Options (#5495)
* Improves greeks configurability and defaults for all option asset types

  * Makes `StandardDeviationOfReturns` configurable by users, so that
    greeks can be loaded according to user expectations and the series
    of returns that they'd like to compute for `n` periods and timespan
    of `T`, as well as resolution of the data in live mode.

  * Changes resolution to max resolution available for the default
    volatility model created for the security. Usually this only applies
    to live mode, but if creating an instance of the
    `StandardDeviationOfReturns` volatility model and no `updateFrequency`
    is provided, the resolution's time span will be used as the default
    value. Backwards compatibility for equities is maintained.

  * Changes defaults for `StandardDeviationOfReturnsVolatilityModel`
    to warmup greeks faster for other derivative asset types

  * Improves comments on `StandardDeviationOfReturns` for clarity on how
    to use the volatility model for end users

* Fixes bug where TradeBar could not have proper Symbol set when getting
max resolution

  * Applies to QCAlgorithm.Universe and StandardDeviationOfReturnsVolatilityModel
  * Adds tests to check volatility model is updated at specified config intervals

* Address review: add shared method for (Relative)StandardDeviation
volatility models

  * Adjusts logic to determine bar type

* Address review: order by TickType when getting configs inside volatility models
2021-04-28 19:05:00 -03:00
Colton Sellers 20910ca2dc Broken Regressions Fixes (#5421)
* Remove regression references to non-existant Python versions

* Adjust regressions estimated capacity not adjusted by #5389

* Adjusts regression algorithms so that they pass (Index/Index Options)

  * Changes start/end date on BasicTemplateIndexAlgorithm
  * Changes option pricing model to BlackScholes in
    IndexOptionCallITMGreeksExpiryRegressionAlgorithm

    - The root cause of why there are no greeks at times for these
      options was identified. It is most likely due to the underlying's
      VolatilityModel not having had enough data to be "warmed up",
      which means it will return a standard deviation of zero to the
      option pricing model, rendering most metrics as NaN.

* Adds missing index/index options regression algorithms

  - Regression algorithms are now 1-1 between C# and Python for
    Indexes/Index options. All regression tests are now passing

* Fixes broken BasicTemplateIndex regression algorithm

  * Previously traded SPY, but because we have no SPY data in Lean
    master, I instead opted for index options, since data for those
    dates is already included

* Deal with weekend for breaking test case

* Adjust DefaultEndDate test to always pass

* Check todays date for open

Co-authored-by: Gerardo Salazar <gsalaz9800@gmail.com>
2021-03-29 13:35:03 -07:00