feat: Add time-series model configuration to YAML configs

Introduces a new `ts_models` section in both `config_hyperopt.yml` and `config_single_run.yml`. This allows for granular control over which time-series classification algorithms (such as Rocket, MUSE, ResNet, etc.) are instantiated when the pipeline is running in `time_series_mode`.

Changes include:
- `config_hyperopt.yml`: Added a comprehensive list of aeon-based time-series models with default enabled/disabled states. Documented known issues for disabled models (e.g., HIVECOTEV2, InceptionTime).
- `config_single_run.yml`: Added a subset of time-series models (Rocket, TimeSeriesForest, KNeighbors) for single-run testing and debugging.

Author: SamoraHunter

config_hyperopt.yml

@@ -71,6 +71,36 @@ models:
   AutoKerasClassifierClass: false # disabled by default
 
 
+# Time-series models to be used during the hyperopt search.
+# These are only loaded if time_series_mode is enabled in the pipeline.
+ts_models:
+  # Enabled by default
+  RocketClassifier: true
+  TimeSeriesForestClassifier: true
+  KNeighborsTimeSeriesClassifier: true
+  Catch22Classifier: true
+  HIVECOTEV2: false # Disabled due to internal numba typing error in aeon library
+  TSFreshClassifier: true
+  Arsenal: true
+  CNNClassifier: true
+  ElasticEnsemble: true
+  EncoderClassifier: true
+  FCNClassifier: true
+  FreshPRINCEClassifier: true
+  InceptionTimeClassifier: false # Disabled due to Keras input shape mismatch error
+  IndividualInceptionClassifier: false # Disabled due to Keras input shape mismatch error
+  IndividualTDE: true
+  MLPClassifier: true
+  MUSE: true
+  OrdinalTDE: true
+  ResNetClassifier: true
+  SignatureClassifier: true
+  SummaryClassifier: true
+  TemporalDictionaryEnsemble: true
+  # Univariate models, disabled by default
+  ContractableBOSS: false
+  HIVECOTEV1: false
+
 # This section defines the parameter search space for Hyperopt.
 # The structure uses lists of options, which will be parsed into hp.choice.
 hyperopt_search_space:

config_single_run.yml

@@ -52,6 +52,13 @@ models:
   FLAMLClassifierClass: false
   AutoKerasClassifierClass: false
 
+# Time-series models for a single run.
+# These are only loaded if time_series_mode is enabled in the pipeline.
+ts_models:
+  RocketClassifier: true
+  TimeSeriesForestClassifier: false
+  KNeighborsTimeSeriesClassifier: false
+
 # This section defines a single set of parameters for a standalone run.
 run_params:
   outcome_var_n: 1