Howso-engine

What's Changed
- 21045: Fixes output if no action_features are provided for synth. Fixes 21044 as well. by howsoRes in [233](https://github.com/howsoai/howso-engine/pull/233)

- 21056: Fixes an issue in train that gives a warning when datetime continuous feature are trained by cademack in [234](https://github.com/howsoai/howso-engine/pull/234)

- 21066: Adds bounds check after post process in !ConvertToOutput by cademack in [236](https://github.com/howsoai/howso-engine/pull/236)

- 21093: Fixes a unit test to be more stable by howsoRes in [237](https://github.com/howsoai/howso-engine/pull/237)

- 20952: Updates set_feature_attributes to returned new attributes, MINOR by jackx111 in [232](https://github.com/howsoai/howso-engine/pull/232)

- 20953: Adds multithreading to training with ablation and new ablation parameter: batch_size and ablated_cases_distribution_batch_size, MAJOR by howsoRes in [229](https://github.com/howsoai/howso-engine/pull/229)

- 20801: Makes API changes in preparation for apiv3, MAJOR by jackx111 in [238](https://github.com/howsoai/howso-engine/pull/238)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/ac36c5a4714a38fe92b9ce15edaa4ce911cf42d3...e6d02f2a2f1ad1f09ceed636bb221c22d68c1565

What's Changed
- 20592: Removes imputation from time series training by howsoRes in [216](https://github.com/howsoai/howso-engine/pull/216)

- 20834: Fixes format of sparse deviation matrix when specified in hyperparameters by howsoRes in [218](https://github.com/howsoai/howso-engine/pull/218)

- 20894: Fixes format of the tuple containing the sparse deviation matrix when it's used as a deviation by howsoRes in [221](https://github.com/howsoai/howso-engine/pull/221)

- 20785: Adds logic to automatically determine `use_case_weights` when unspecified by cademack in [220](https://github.com/howsoai/howso-engine/pull/220)

- 20928: Updates description for use_case_weights parameter across several methods by cademack in [223](https://github.com/howsoai/howso-engine/pull/223)

- 20930: Updates dependent_features documentation to mirror howso-engine-py by jdbeel in [224](https://github.com/howsoai/howso-engine/pull/224)

- 20624: Streamlines train logic and improves training with ablation with large batches (20775) by howsoRes in [222](https://github.com/howsoai/howso-engine/pull/222)

- 20890: Removes need to call react_aggregate before requesting case feature residual convictions in react by jackx111 in [219](https://github.com/howsoai/howso-engine/pull/219)

- 20941: Adds opcode depth limits to custom and derived features to ensure stack overflows cannot occur with user specified code by howsohazard in [225](https://github.com/howsoai/howso-engine/pull/225)

- 20944: Removes `use_sdm` flag to analyze, makes it default behavior when deviations are used by cademack in [226](https://github.com/howsoai/howso-engine/pull/226)

- 20955: Fixes an issue where `react_aggregate` may return robust prediction stats by cademack in [228](https://github.com/howsoai/howso-engine/pull/228)

- 20992: Cleans up upgrade_trainee method and fixes export and upgrade utilities by howsoRes in [231](https://github.com/howsoai/howso-engine/pull/231)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/4aceec3f5ef986a5d5a154583108ff1fa27f8f67...ac36c5a4714a38fe92b9ce15edaa4ce911cf42d3

What's Changed
- 20671: Bumps Amalgam version by apbassett in [215](https://github.com/howsoai/howso-engine/pull/215)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/1f5beb9000face11e76015508b3338eb67f4936f...4aceec3f5ef986a5d5a154583108ff1fa27f8f67

What's Changed
- 20777: Adds impute_react flag to internal react methods to not ignore future data during time series imputation by howsoRes in [214](https://github.com/howsoai/howso-engine/pull/214)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/c686b0f941f699bae5c56eb397048f76e2228ff2...1f5beb9000face11e76015508b3338eb67f4936f

What's Changed
- 20609: Updates to replace `.nan` and `.nas` with `(null)` by cademack in [207](https://github.com/howsoai/howso-engine/pull/207)

- 20669: Updates the FeatureAttributes schema to unbound "original_type" by cademack in [208](https://github.com/howsoai/howso-engine/pull/208)

- 20674: Fixes batch_react_series to have appropriate default parameter values by cademack in [209](https://github.com/howsoai/howso-engine/pull/209)

- 20674: Alters default values for react_series's "initial_values" parameter to demonstrate its optionality by cademack in [210](https://github.com/howsoai/howso-engine/pull/210)

- 20678: Ignores inactive action features in reacts and analyze by howsoRes in [211](https://github.com/howsoai/howso-engine/pull/211)

- 20449: Combines react_into_trainee and get_prediction_stats into react_aggregate and modifies react and react_aggregate parameters, MAJOR by jackx111 in [199](https://github.com/howsoai/howso-engine/pull/199)

- 20701: FIxes analyze always outputs warnings by howsoRes in [213](https://github.com/howsoai/howso-engine/pull/213)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/c3b5344fcb4522cf8712720154334b2f375b0158...c686b0f941f699bae5c56eb397048f76e2228ff2

What's Changed
- 20416: Adds basic batching to reduce_data, MINOR by jdbeel in [204](https://github.com/howsoai/howso-engine/pull/204)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/2ce777894f020b7737edb755c60426fe5b442b81...c3b5344fcb4522cf8712720154334b2f375b0158