fab.hme package

Subpackages

• fab.hme.common package
  • Submodules
  • fab.hme.common.hme_validate module
    • validate_feature_ids_range()
    • validate_multi_feature_ids()
    • validate_posterior_params()
  • fab.hme.common.split_feature_data module
    • split_feature_data()
  • Module contents
• fab.hme.learner package
  • Subpackages
    • fab.hme.learner.init package
      • Submodules
      • fab.hme.learner.init.init_hme_bern_gate_supervised_model module
        • HMEBernGateModelRandomInitializer
          • HMEBernGateModelRandomInitializer.init_model()
        • HMEBernGateModelWithPosteriorInitializer
          • HMEBernGateModelWithPosteriorInitializer.init_model()
      • fab.hme.learner.init.init_hme_logit_gate_supervised_model module
        • HMELogitGateModelRandomInitializer
          • HMELogitGateModelRandomInitializer.init_model()
        • HMELogitGateModelWithPosteriorInitializer
          • HMELogitGateModelWithPosteriorInitializer.init_model()
      • fab.hme.learner.init.init_hme_model module
        • HMESupervisedModelInitializer
          • HMESupervisedModelInitializer.init_model()
        • HMESupervisedModelWithModelInitializer
          • HMESupervisedModelWithModelInitializer.init_model()
      • Module contents
    • fab.hme.learner.opt package
      • Submodules
      • fab.hme.learner.opt.calc_hme_fic module
        • calc_hme_fic()
      • fab.hme.learner.opt.operate_hme_shrinkage module
        • operate_hme_shrinkage()
      • fab.hme.learner.opt.update_fisher_coeffs_context module
        • calc_cl_comp_init_fisher_coeffs()
        • update_logit_gate_fisher_coeffs_context()
        • update_logit_rg_comp_fisher_coeffs_context()
        • update_lsqr_rg_comp_fisher_coeffs_context()
      • fab.hme.learner.opt.update_hme_vposterior module
        • update_hme_vposterior()
        • update_hme_vposterior_projection()
      • Module contents
  • Submodules
  • fab.hme.learner.bern_gate_mixin module
    • HMEBernGateMixin
      • HMEBernGateMixin.binarize_lvprior()
      • HMEBernGateMixin.opt_lvprior()
  • fab.hme.learner.bspline_cl_mixin module
    • HMEBinaryTreeBSplineClMixin
      • HMEBinaryTreeBSplineClMixin.calc_comp_fisher_coeffs()
      • HMEBinaryTreeBSplineClMixin.opt_comps()
  • fab.hme.learner.bspline_rg_mixin module
    • HMEBinaryTreeBSplineRgMixin
      • HMEBinaryTreeBSplineRgMixin.calc_comp_fisher_coeffs()
      • HMEBinaryTreeBSplineRgMixin.opt_comps()
  • fab.hme.learner.hme_bern_gate_bspline_cl_learner module
    • HMEBernGateBSplineClLearner
      • HMEBernGateBSplineClLearner.do_fab_single()
      • HMEBernGateBSplineClLearner.init_random()
      • HMEBernGateBSplineClLearner.init_with_model_dict()
      • HMEBernGateBSplineClLearner.init_with_posterior()
      • HMEBernGateBSplineClLearner.setup_data()
  • fab.hme.learner.hme_bern_gate_bspline_rg_learner module
    • HMEBernGateBSplineRgLearner
      • HMEBernGateBSplineRgLearner.do_fab_single()
      • HMEBernGateBSplineRgLearner.init_random()
      • HMEBernGateBSplineRgLearner.init_with_model_dict()
      • HMEBernGateBSplineRgLearner.init_with_posterior()
      • HMEBernGateBSplineRgLearner.setup_data()
  • fab.hme.learner.hme_bern_gate_logit_rg_learner module
    • HMEBernGateLogisticRgLearner
      • HMEBernGateLogisticRgLearner.do_fab_single()
      • HMEBernGateLogisticRgLearner.init_random()
      • HMEBernGateLogisticRgLearner.init_with_model_dict()
      • HMEBernGateLogisticRgLearner.init_with_posterior()
      • HMEBernGateLogisticRgLearner.setup_data()
  • fab.hme.learner.hme_bern_gate_lsqr_rg_learner module
    • HMEBernGateLeastSquaresRgLearner
      • HMEBernGateLeastSquaresRgLearner.do_fab_single()
      • HMEBernGateLeastSquaresRgLearner.init_random()
      • HMEBernGateLeastSquaresRgLearner.init_with_model_dict()
      • HMEBernGateLeastSquaresRgLearner.init_with_posterior()
      • HMEBernGateLeastSquaresRgLearner.setup_data()
  • fab.hme.learner.hme_bern_gate_softmax_cl_learner module
    • HMEBernGateSoftmaxClLearner
      • HMEBernGateSoftmaxClLearner.do_fab_single()
      • HMEBernGateSoftmaxClLearner.init_random()
      • HMEBernGateSoftmaxClLearner.init_with_model_dict()
      • HMEBernGateSoftmaxClLearner.init_with_posterior()
      • HMEBernGateSoftmaxClLearner.setup_data()
  • fab.hme.learner.hme_binary_tree_supervised_learner module
    • HMEBinaryTreeSupervisedLearner
      • HMEBinaryTreeSupervisedLearner.binarize_lvprior()
      • HMEBinaryTreeSupervisedLearner.calc_comp_fisher_coeffs()
      • HMEBinaryTreeSupervisedLearner.calc_gate_fisher_coeffs()
      • HMEBinaryTreeSupervisedLearner.calc_loglikelihood_compwise()
      • HMEBinaryTreeSupervisedLearner.do_post_process()
      • HMEBinaryTreeSupervisedLearner.finalize()
      • HMEBinaryTreeSupervisedLearner.init_model()
      • HMEBinaryTreeSupervisedLearner.is_stop()
      • HMEBinaryTreeSupervisedLearner.make_hard_gates()
      • HMEBinaryTreeSupervisedLearner.operate_shrinkage()
      • HMEBinaryTreeSupervisedLearner.setup_data()
      • HMEBinaryTreeSupervisedLearner.update_context_fic()
      • HMEBinaryTreeSupervisedLearner.update_vposterior()
      • HMEBinaryTreeSupervisedLearner.update_vposterior_plain()
      • HMEBinaryTreeSupervisedLearner.update_vposterior_projection()
  • fab.hme.learner.hme_binary_tree_vposterior module
    • HMEBinaryTreeVPosterior
      • HMEBinaryTreeVPosterior.cumulate_vposterior_on_gates()
  • fab.hme.learner.hme_context module
    • HMELearningContext
      • HMELearningContext.num_fab_steps
      • HMELearningContext.post_process_context()
  • fab.hme.learner.hme_data module
    • HMESupervisedData
  • fab.hme.learner.hme_logit_gate_bspline_cl_learner module
    • HMELogitGateBSplineClLearner
      • HMELogitGateBSplineClLearner.do_fab_single()
      • HMELogitGateBSplineClLearner.init_random()
      • HMELogitGateBSplineClLearner.init_with_model_dict()
      • HMELogitGateBSplineClLearner.init_with_posterior()
      • HMELogitGateBSplineClLearner.setup_data()
  • fab.hme.learner.hme_logit_gate_bspline_rg_learner module
    • HMELogitGateBSplineRgLearner
      • HMELogitGateBSplineRgLearner.do_fab_single()
      • HMELogitGateBSplineRgLearner.init_random()
      • HMELogitGateBSplineRgLearner.init_with_model_dict()
      • HMELogitGateBSplineRgLearner.init_with_posterior()
      • HMELogitGateBSplineRgLearner.setup_data()
  • fab.hme.learner.hme_logit_gate_logit_rg_learner module
    • HMELogitGateLogisticRgLearner
      • HMELogitGateLogisticRgLearner.do_fab_single()
      • HMELogitGateLogisticRgLearner.init_random()
      • HMELogitGateLogisticRgLearner.init_with_model_dict()
      • HMELogitGateLogisticRgLearner.init_with_posterior()
      • HMELogitGateLogisticRgLearner.setup_data()
  • fab.hme.learner.hme_logit_gate_lsqr_rg_learner module
    • HMELogitGateLeastSquaresRgLearner
      • HMELogitGateLeastSquaresRgLearner.do_fab_single()
      • HMELogitGateLeastSquaresRgLearner.init_random()
      • HMELogitGateLeastSquaresRgLearner.init_with_model_dict()
      • HMELogitGateLeastSquaresRgLearner.init_with_posterior()
      • HMELogitGateLeastSquaresRgLearner.setup_data()
  • fab.hme.learner.hme_logit_gate_softmax_cl_learner module
    • HMELogitGateSoftmaxClLearner
      • HMELogitGateSoftmaxClLearner.do_fab_single()
      • HMELogitGateSoftmaxClLearner.init_random()
      • HMELogitGateSoftmaxClLearner.init_with_model_dict()
      • HMELogitGateSoftmaxClLearner.init_with_posterior()
      • HMELogitGateSoftmaxClLearner.setup_data()
  • fab.hme.learner.hme_supervised_learner module
    • HMESupervisedLearner
      • HMESupervisedLearner.do_fab_iterations()
      • HMESupervisedLearner.do_fab_single()
      • HMESupervisedLearner.do_mstep()
      • HMESupervisedLearner.do_post_process()
      • HMESupervisedLearner.finalize()
      • HMESupervisedLearner.init_model()
      • HMESupervisedLearner.is_stop()
      • HMESupervisedLearner.learn()
      • HMESupervisedLearner.log_stats()
      • HMESupervisedLearner.operate_shrinkage()
      • HMESupervisedLearner.opt_comps()
      • HMESupervisedLearner.opt_lvprior()
      • HMESupervisedLearner.setup_data()
      • HMESupervisedLearner.update_context_fic()
      • HMESupervisedLearner.update_vposterior()
  • fab.hme.learner.hme_vposterior module
    • HMEVPosterior
      • HMEVPosterior.cumulate_vposterior_on_gates()
      • HMEVPosterior.normalize()
  • fab.hme.learner.logit_gate_mixin module
    • HMELogitGateMixin
      • HMELogitGateMixin.binarize_lvprior()
      • HMELogitGateMixin.calc_gate_fisher_coeffs()
      • HMELogitGateMixin.opt_lvprior()
  • fab.hme.learner.logit_rg_mixin module
    • HMEBinaryTreeLogisticRgMixin
      • HMEBinaryTreeLogisticRgMixin.calc_comp_fisher_coeffs()
      • HMEBinaryTreeLogisticRgMixin.opt_comps()
  • fab.hme.learner.lsqr_rg_mixin module
    • HMEBinaryTreeLeastSquaresRgMixin
      • HMEBinaryTreeLeastSquaresRgMixin.calc_comp_fisher_coeffs()
      • HMEBinaryTreeLeastSquaresRgMixin.opt_comps()
  • fab.hme.learner.softmax_cl_mixin module
    • HMEBinaryTreeSoftmaxClMixin
      • HMEBinaryTreeSoftmaxClMixin.calc_comp_fisher_coeffs()
      • HMEBinaryTreeSoftmaxClMixin.opt_comps()
  • Module contents
• fab.hme.model package
  • Submodules
  • fab.hme.model.hme_supervised_model module
    • HMESupervisedModel
      • HMESupervisedModel.assign_comp()
      • HMESupervisedModel.calc_comp_loglikelihood()
      • HMESupervisedModel.calc_decision_function()
      • HMESupervisedModel.calc_decision_function_compwise()
      • HMESupervisedModel.calc_loglikelihood()
      • HMESupervisedModel.calc_loglikelihood_compwise()
      • HMESupervisedModel.calc_posterior()
      • HMESupervisedModel.calc_prior_loglikelihood()
      • HMESupervisedModel.comp_ids
      • HMESupervisedModel.from_dict()
      • HMESupervisedModel.num_comps
      • HMESupervisedModel.predict()
      • HMESupervisedModel.predict_compwise()
      • HMESupervisedModel.to_dict()
  • Module contents

Module contents