fl4health.losses package

Submodules

• fl4health.losses.contrastive_loss module
  • MoonContrastiveLoss
    • MoonContrastiveLoss.__init__()
    • MoonContrastiveLoss.compute_negative_similarities()
    • MoonContrastiveLoss.forward()
  • NtXentLoss
    • NtXentLoss.__init__()
    • NtXentLoss.forward()
• fl4health.losses.cosine_similarity_loss module
  • CosineSimilarityLoss
    • CosineSimilarityLoss.forward()
• fl4health.losses.deep_mmd_loss module
  • DeepMmdLoss
    • DeepMmdLoss.MMDu()
    • DeepMmdLoss.__init__()
    • DeepMmdLoss.compute_kernel()
    • DeepMmdLoss.forward()
    • DeepMmdLoss.h1_mean_var_gram()
    • DeepMmdLoss.pairwise_distance_squared()
    • DeepMmdLoss.train_kernel()
  • ModelLatentF
    • ModelLatentF.__init__()
    • ModelLatentF.forward()
• fl4health.losses.fenda_loss_config module
  • ConstrainedFendaLossContainer
    • ConstrainedFendaLossContainer.compute_contrastive_loss()
    • ConstrainedFendaLossContainer.compute_cosine_similarity_loss()
    • ConstrainedFendaLossContainer.compute_perfcl_loss()
    • ConstrainedFendaLossContainer.has_contrastive_loss()
    • ConstrainedFendaLossContainer.has_cosine_similarity_loss()
    • ConstrainedFendaLossContainer.has_perfcl_loss()
  • CosineSimilarityLossContainer
  • MoonContrastiveLossContainer
  • PerFclLossContainer
• fl4health.losses.mkmmd_loss module
  • MkMmdLoss
    • MkMmdLoss.__init__()
    • MkMmdLoss.beta_with_extreme_kernel_base_values()
    • MkMmdLoss.compute_all_h_u_all_samples()
    • MkMmdLoss.compute_all_h_u_from_inner_products()
    • MkMmdLoss.compute_all_h_u_from_inner_products_linear()
    • MkMmdLoss.compute_all_h_u_linear()
    • MkMmdLoss.compute_euclidean_inner_products()
    • MkMmdLoss.compute_euclidean_inner_products_linear()
    • MkMmdLoss.compute_h_u_from_inner_products()
    • MkMmdLoss.compute_h_u_from_inner_products_linear()
    • MkMmdLoss.compute_hat_Q_k()
    • MkMmdLoss.compute_hat_Q_k_linear()
    • MkMmdLoss.compute_hat_d_per_kernel()
    • MkMmdLoss.compute_mkmmd()
    • MkMmdLoss.compute_vertices()
    • MkMmdLoss.construct_quadruples()
    • MkMmdLoss.form_and_solve_qp()
    • MkMmdLoss.form_h_u_delta_w_i()
    • MkMmdLoss.form_kernel_samples_minus_expectation()
    • MkMmdLoss.forward()
    • MkMmdLoss.get_best_vertex_for_objective_function()
    • MkMmdLoss.normalize()
    • MkMmdLoss.optimize_betas()
• fl4health.losses.perfcl_loss module
  • PerFclLoss
    • PerFclLoss.forward()
• fl4health.losses.weight_drift_loss module
  • WeightDriftLoss
    • WeightDriftLoss.forward()