Howso-engine

What's Changed
- 21239: Reduces references in Trainee attributes by cademack in [251](https://github.com/howsoai/howso-engine/pull/251)

- 21242: Fixes a bug when computing global residuals within a react call by cademack in [252](https://github.com/howsoai/howso-engine/pull/252)

- 21113: Bumps Amalgam version by apbassett in [254](https://github.com/howsoai/howso-engine/pull/254)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/adbfbaedb744d065a2f5408bf15c253ee36c78ab...2252292eff73bc251ca09f8f9d2c3a696e404452

What's Changed
- 21177 Add GitHub Action for the performance tests. by dmaze in [242](https://github.com/howsoai/howso-engine/pull/242)

- 21211: Decreases memory usage by avoiding cyclic references through the use of copies by cademack in [243](https://github.com/howsoai/howso-engine/pull/243)

- 21024: Adds --debug-internal-memory flag to tests by apbassett in [235](https://github.com/howsoai/howso-engine/pull/235)

- 21177 Fix performance-test.yml GitHub Action. by dmaze in [244](https://github.com/howsoai/howso-engine/pull/244)

- 21214: Reduces memory usage in residuals computation through more copies, easing garbage collection by cademack in [245](https://github.com/howsoai/howso-engine/pull/245)

- 21177 Fix HSE repo name in perf test by dmaze in [246](https://github.com/howsoai/howso-engine/pull/246)

- 21177 Fix final perftest log message by dmaze in [247](https://github.com/howsoai/howso-engine/pull/247)

- 21227: Fixes performances tests by destroying the previous Trainee entity in each test by cademack in [248](https://github.com/howsoai/howso-engine/pull/248)

- 21229: Updates ablation test to lock in new params by jdbeel in [249](https://github.com/howsoai/howso-engine/pull/249)

- 21034: Bumps Amalgam version by apbassett in [250](https://github.com/howsoai/howso-engine/pull/250)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/e6d02f2a2f1ad1f09ceed636bb221c22d68c1565...adbfbaedb744d065a2f5408bf15c253ee36c78ab

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