API Reference

• falkon.models
  • Falkon
    • Falkon
  • LogisticFalkon
    • LogisticFalkon
  • InCoreFalkon
    • InCoreFalkon
• falkon.kernels
  • Kernel
    • Kernel
  • DiffKernel
    • DiffKernel
  • KeopsKernelMixin
    • KeopsKernelMixin
  • Radial kernels
    • Gaussian kernel
    • Laplacian kernel
    • Matern kernel
  • Dot-Product kernels
    • Polynomial kernel
    • Linear kernel
    • Sigmoid kernel
• falkon.options
  • FalkonOptions
    • FalkonOptions
• falkon.gsc_losses
  • Loss
    • Loss
  • Logistic loss
    • LogisticLoss
  • Weighted binary cross entropy loss
    • WeightedCrossEntropyLoss
• falkon.preconditioner
  • Preconditioner
    • Preconditioner
  • Cholesky preconditioners
    • FalkonPreconditioner
    • LogisticPreconditioner
• falkon.optim
  • Optimizer
    • Optimizer
  • Conjugate gradient methods
    • ConjugateGradient
    • FalkonConjugateGradient
• falkon.ooc_ops
  • gpu_cholesky
    • gpu_cholesky()
  • gpu_lauum
    • gpu_lauum()
• falkon.mmv_ops
  • run_keops_mmv
    • run_keops_mmv()
  • fmm
    • fmm()
  • fmmv
    • fmmv()
  • fdmmv
    • fdmmv()
  • incore_fmmv
    • incore_fmmv()
  • incore_fdmmv
    • incore_fdmmv()
  • Low-level functions
    • sparse_mm_run_thread()
    • sparse_mmv_run_thread()
• falkon.sparse
  • SparseTensor
    • SparseTensor
    • SparseType
  • Sparse operations
    • sparse_matmul()
    • sparse_square_norm()
    • sparse_norm()
• falkon.center_selection
  • CenterSelector
    • CenterSelector
  • UniformSelector
    • UniformSelector
  • FixedSelector
    • FixedSelector
• falkon.hopt
  • Objectives
    • HyperoptObjective
    • Nystrom Complexity Regularization
    • Stochastic Nystrom Computational Regularization
    • Complexity Regularization
    • Generalized Cross Validation
    • Hold Out Cross Validation
    • Leave One Out Cross Validation
    • SGPR