geotorch

GeoTorch

  • Introduction

Constrained Optimization

  • Constraints API
    • symmetric()
    • skew()
    • sphere()
    • orthogonal()
    • almost_orthogonal()
    • grassmannian()
    • low_rank()
    • fixed_rank()
    • invertible()
    • sln()
    • positive_definite()
    • positive_semidefinite()
    • positive_semidefinite_low_rank()
    • positive_semidefinite_fixed_rank()

Manifolds

  • Vector Spaces
    • Real vector space
      • Rn
        • Rn.in_manifold()
    • Symmetric Matrices
      • Symmetric
        • Symmetric.in_manifold()
    • Skew-symmetric Matrices
      • Skew
        • Skew.in_manifold()
  • Orthogonal Constraints
    • Sphere
      • Sphere
        • Sphere.sample()
        • Sphere.in_manifold()
      • SphereEmbedded
        • SphereEmbedded.sample()
        • SphereEmbedded.in_manifold()
      • uniform_init_sphere_()
    • Special Orthogonal Group
      • SO
        • SO.sample()
        • SO.in_manifold()
      • uniform_init_()
      • torus_init_()
    • Stiefel Manifold
      • Stiefel
        • Stiefel.sample()
        • Stiefel.in_manifold()
    • Almost Orthogonal Matrices
      • AlmostOrthogonal
        • AlmostOrthogonal.sample()
        • AlmostOrthogonal.in_manifold()
    • Grassmannian Manifold
      • Grassmannian
        • Grassmannian.sample()
        • Grassmannian.in_manifold()
  • Invertibility Constraints
    • General Linear Group
      • GLp
        • GLp.sample()
        • GLp.in_manifold()
  • Low Rank Constraints
    • Low Rank Matrices
      • LowRank
        • LowRank.sample()
        • LowRank.in_manifold()
    • Fixed Rank Matrices
      • FixedRank
        • FixedRank.sample()
        • FixedRank.in_manifold()
  • Positive Definiteness Constraints
    • Positive Definite Matrices
      • PSD
        • PSD.sample()
        • PSD.in_manifold()
    • Positive Semidefinite Matrices
      • PSSD
        • PSSD.sample()
        • PSSD.in_manifold()
    • Positive Semidefinite Low Rank Matrices
      • PSSDLowRank
        • PSSDLowRank.sample()
        • PSSDLowRank.in_manifold()
    • Positive Semidefinite Fixed Rank Matrices
      • PSSDFixedRank
        • PSSDFixedRank.sample()
        • PSSDFixedRank.in_manifold()
  • Product Manifold
    • ProductManifold
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© Copyright 2020-, Mario Lezcano-Casado.

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