Howso-engine

What's Changed
- 21683: Fixes output of set_feature_attributes by jackx111 in [319](https://github.com/howsoai/howso-engine/pull/319)

- 21781: Fixes the reduce_data unit test and includes it in the comprehensive test set by cademack in [320](https://github.com/howsoai/howso-engine/pull/320)

- 21796: Remove unused parameter docstrings by jackx111 in [321](https://github.com/howsoai/howso-engine/pull/321)

- 21806: Fixes react_series output detail formats by howsoRes in [323](https://github.com/howsoai/howso-engine/pull/323)

- 21355: Defines return-type schemas for public labels by cademack in [322](https://github.com/howsoai/howso-engine/pull/322)

- 21784: Adds new "use_active_session" annotation and fixes get_api return type by cademack in [324](https://github.com/howsoai/howso-engine/pull/324)

- 21840: Bumps Amalgam version by apbassett in [327](https://github.com/howsoai/howso-engine/pull/327)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/cffa4c05c4390690dd32774f834a4c2ac09bb259...32a0b29234cdf2f27697822212fa6a2cfbb0ec47

What's Changed
- 21028: Improves performance of creation of SDM by only using classes in the sparse confusion matrix and not all classes in model during computation by howsoRes in [308](https://github.com/howsoai/howso-engine/pull/308)

- 21559: Removes `allFeatureResidualsCached` flag removed from Trainee hyperparameter maps by cademack in [295](https://github.com/howsoai/howso-engine/pull/295)

- 21587: Revises `get_api` output by updating some methods idempotency and adding statisically_idempotent flags by cademack in [304](https://github.com/howsoai/howso-engine/pull/304)

- 21661: Adds descriptions for properties of FeatureAttributes, ReactDetails, and other schemas by cademack in [309](https://github.com/howsoai/howso-engine/pull/309)

- 21659: Updates typing validation code and logic to support required properties, MAJOR by cademack in [310](https://github.com/howsoai/howso-engine/pull/310)

- 21701: Added supplemental type schemas to get_api by fulpm in [312](https://github.com/howsoai/howso-engine/pull/312)

- 21712: Makes the 'type' property of a feature's time series feature attributes not required by cademack in [313](https://github.com/howsoai/howso-engine/pull/313)

- 20416: Adds guidelines to reduce_data, MINOR by jdbeel in [212](https://github.com/howsoai/howso-engine/pull/212)

- 21709: Adds schemas for built-in features and updates feature atrtibutes schema by cademack in [314](https://github.com/howsoai/howso-engine/pull/314)

- 21681: Adds support for required parameters and updates parameter types to include "null" where appropriate by cademack in [311](https://github.com/howsoai/howso-engine/pull/311)

- 21651: Fixes the 'features' detail for `feature_residuals_full` and `feature_residuals_robust` by cademack in [315](https://github.com/howsoai/howso-engine/pull/315)

- 21723: Updates initial default parameters by howsoRes in [316](https://github.com/howsoai/howso-engine/pull/316)

- 21537: Adds smape as a prediction stat, MINOR by jackx111 in [296](https://github.com/howsoai/howso-engine/pull/296)

- 21467: Fixes bugs where lists are indexed via strings, which always retrieved the first element by cademack in [317](https://github.com/howsoai/howso-engine/pull/317)

- 0000: Updates amalgam dependency by jdbeel in [318](https://github.com/howsoai/howso-engine/pull/318)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/1ae5a13cbff93354ebeb1d7aba7241403d6356c8...cffa4c05c4390690dd32774f834a4c2ac09bb259

What's Changed
- 21589: Fixes an issue where the wrong section of a label's comments are parsed for flags by cademack in [301](https://github.com/howsoai/howso-engine/pull/301)

- 21590: FIxes continue series for time series when lag amounts exceed the provided series length by howsoRes in [302](https://github.com/howsoai/howso-engine/pull/302)

- 21620: Fixes nulls could appear as probabilities in SDM by howsoRes in [303](https://github.com/howsoai/howso-engine/pull/303)

- 21647: Fixes time series reacts using unnecessary lags with nulls by howsoRes in [305](https://github.com/howsoai/howso-engine/pull/305)

- 21650: Fixes max accuracy for SDMs by jackx111 in [306](https://github.com/howsoai/howso-engine/pull/306)

- 21655: Updates Amalgam version by cademack in [307](https://github.com/howsoai/howso-engine/pull/307)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/f468f3a76dd6d0fa1b4746b3434b21b92a6533eb...1ae5a13cbff93354ebeb1d7aba7241403d6356c8

What's Changed
- 21586: Fixes null uncertainty of 0 being computed for time series lags with no actual nulls by howsoRes in [300](https://github.com/howsoai/howso-engine/pull/300)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/5171c670d6a3a917ce0f817f6d676717dbc1fae9...f468f3a76dd6d0fa1b4746b3434b21b92a6533eb

What's Changed
- 21575: Fixes computed null uncertainties for time series with respect to their referenced lags and the series index by howsoRes in [298](https://github.com/howsoai/howso-engine/pull/298)

- 21567: Updates !ValidateParameters to use new (opcode_stack) parameters for decreased memory allocation by cademack in [299](https://github.com/howsoai/howso-engine/pull/299)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/361c3e589600dd4051732ded234fefe3abfae6d0...5171c670d6a3a917ce0f817f6d676717dbc1fae9

What's Changed
- 21510: Updates expected values for tests that relied too heavily on consistent tie breaks for nearest cases by cademack in [288](https://github.com/howsoai/howso-engine/pull/288)

- 21502: Ignores early lag-dependent features for residuals computation for time series datasets by howsoRes in [287](https://github.com/howsoai/howso-engine/pull/287)

- 21512: Fixes an issue where categorical action probabilities are not returned when there is no context by cademack in [289](https://github.com/howsoai/howso-engine/pull/289)

- 21421: Adds descriptions for undescribed parameters by cademack in [284](https://github.com/howsoai/howso-engine/pull/284)

- 21524: Fixes tests that heavily rely on tiebreak results, improves performance of time series inference by cademack in [290](https://github.com/howsoai/howso-engine/pull/290)

- 21517: Updates `edit_cases` to re-derive non-time-series features that auto-derive on train, also fixes some bugs related to derivation by cademack in [292](https://github.com/howsoai/howso-engine/pull/292)

- 21548: Moves cache updates to the beginning of `react` and `react_series` by cademack in [293](https://github.com/howsoai/howso-engine/pull/293)

- 21555: Updates an expected value in a flaky stats test by cademack in [294](https://github.com/howsoai/howso-engine/pull/294)

- 21442: Adds label annotations that are parsed and used in get_api output by cademack in [291](https://github.com/howsoai/howso-engine/pull/291)

- 21568: Bumps Amalgam version by apbassett in [297](https://github.com/howsoai/howso-engine/pull/297)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/6e73f225050c7e6d2eeb08bb5a33aa4bd3426766...361c3e589600dd4051732ded234fefe3abfae6d0