vipr_reflectometry.flow_models.postprocess.cluster package

Subpackages

• vipr_reflectometry.flow_models.postprocess.cluster.clustering package
  • Subpackages
    • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization package
      • Submodules
      • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization.centroids module
      • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization.corner module
      • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization.interactive module
      • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization.marginals module
      • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization.parallel_coordinates module
      • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization.utils module
      • vipr_reflectometry.flow_models.postprocess.cluster.clustering.visualization.validation module
      • Module contents
  • Submodules
  • vipr_reflectometry.flow_models.postprocess.cluster.clustering.algorithms module
    • apply_bayesian_gmm()
    • apply_gmm()
    • apply_hdbscan()
    • calculate_validation_metrics()
  • vipr_reflectometry.flow_models.postprocess.cluster.clustering.clustering module
    • ClusterProcessor
      • ClusterProcessor.process()
  • vipr_reflectometry.flow_models.postprocess.cluster.clustering.hook module
    • ClusterHook
    • ClusterHookParams
      • ClusterHookParams.covariance_type
      • ClusterHookParams.method
      • ClusterHookParams.min_cluster_size
      • ClusterHookParams.min_samples
      • ClusterHookParams.model_config
      • ClusterHookParams.n_components
      • ClusterHookParams.n_init
      • ClusterHookParams.polish_centroids
      • ClusterHookParams.seed
      • ClusterHookParams.weight_concentration_prior
      • ClusterHookParams.weight_concentration_prior_type
  • vipr_reflectometry.flow_models.postprocess.cluster.clustering.simulation module
    • simulate_centroids()
  • vipr_reflectometry.flow_models.postprocess.cluster.clustering.simulation copy module
  • vipr_reflectometry.flow_models.postprocess.cluster.clustering.simulation2 module
    • simulate_centroids()
  • vipr_reflectometry.flow_models.postprocess.cluster.clustering.simulation3 module
    • simulate_centroids()
  • Module contents
    • ClusterHook
    • ClusterProcessor
      • ClusterProcessor.process()
    • apply_gmm()
    • apply_hdbscan()
    • calculate_validation_metrics()
• vipr_reflectometry.flow_models.postprocess.cluster.model_selection package
  • Submodules
  • vipr_reflectometry.flow_models.postprocess.cluster.model_selection.algorithms module
    • gmm_model_selection_curves()
    • hdbscan_sweep()
  • vipr_reflectometry.flow_models.postprocess.cluster.model_selection.hook module
    • ClusterDiagnosticsHook
    • ClusterDiagnosticsHookParams
      • ClusterDiagnosticsHookParams.hdbscan_mcs_max
      • ClusterDiagnosticsHookParams.hdbscan_mcs_min
      • ClusterDiagnosticsHookParams.hdbscan_mcs_step
      • ClusterDiagnosticsHookParams.hdbscan_min_samples
      • ClusterDiagnosticsHookParams.k_max
      • ClusterDiagnosticsHookParams.k_min
      • ClusterDiagnosticsHookParams.method
      • ClusterDiagnosticsHookParams.model_config
      • ClusterDiagnosticsHookParams.n_init
      • ClusterDiagnosticsHookParams.seed
      • ClusterDiagnosticsHookParams.whiten
  • vipr_reflectometry.flow_models.postprocess.cluster.model_selection.visualization module
    • create_gmm_model_selection_plot()
    • create_hdbscan_sweep_plot()
  • Module contents
    • ClusterDiagnosticsHook
    • create_gmm_model_selection_plot()
    • create_hdbscan_sweep_plot()
    • gmm_model_selection_curves()
    • hdbscan_sweep()

Module contents

Cluster analysis package for posterior distributions.

class vipr_reflectometry.flow_models.postprocess.cluster.ClusterDiagnosticsHook(app: VIPR)

Bases: object

Hook for clustering model selection and diagnostics.

Performs hyperparameter sweeps (GMM K-range or HDBSCAN min_cluster_size) and generates diagnostic plots without modifying the data.

class vipr_reflectometry.flow_models.postprocess.cluster.ClusterHook(app: VIPR)

Bases: object

Thin adapter between VIPR filter hook and clustering processor.

Responsibilities: - Register as VIPR filter - Validate input data - Delegate to service layer