Index

_

__add__() (Map method) __call__() (KLDivergence method) (L1Norm method) (L21Norm method) (L2Norm method) (LInftyNorm method) (LogBarrier method) (Map method) (QuadraticForm method) (ShannonEntropy method) (SquaredL1Norm method) (SquaredL2Norm method) __init__() (AcceleratedProximalGradientDescent method) (AdjointLinearOperator method) (CausalGreenExponential method) (CausalGreenIteratedDerivative method) (ChambollePockSplitting method) (DaskLinearOperator method) (DenseLinearOperator method) (DiagonalOperator method) (DiffFuncHStack method) (DiffMapHStack method) (DiffMapStack method) (DiffMapVStack method) (DifferentiableFunctional method) (DifferentiableMap method) (DouglasRachfordSplitting method) (DownSampling method) (ExplicitLinearFunctional method) (ExplicitLinearOperator method) (ForwardBackwardSplitting method) (Functional method) (GeneralisedVandermonde method) (GenericIterativeAlgorithm method) (HomothetyMap method) (IdentityOperator method) (IndicatorFunctional method) (KLDivergence method) (KhatriRaoProduct method) (KroneckerProduct method) (KroneckerSum method) (L1Norm method) (L21Norm method) (L2Norm method) (LInftyNorm method) (LinOpComp method) (LinOpHStack method) (LinOpPinv method) (LinOpStack method) (LinOpSum method) (LinOpVStack method) (LinearFunctional method) (LinearOperator method) (LogBarrier method) (LpNorm method) (Map method) (MapHStack method) (MapStack method) (MapVStack method) (MappedDistanceMatrix method) (Masking method) (Matern method) (NNSampling method) (NullDifferentiableFunctional method) (NullOperator method) (NullProximableFunctional method) (PolynomialLinearOperator method) (Pooling method) (PrimalDualSplitting method) (ProxFuncAffineSum method) (ProxFuncHStack method) (ProxFuncPostComp method) (ProxFuncPreComp method) (ProxFuncPreCompUnitOp method) (ProximableFunctional method) (PyLopLinearOperator method) (QuadraticForm method) (ShannonEntropy method) (SparseLinearOperator method) (SquaredL1Norm method) (SquaredL2Norm method) (SubGaussian method) (SymmetricLinearOperator method) (TransposeLinearOperator method) (UnitaryOperator method) (Wendland method)

__matmul__() (Map method) __mul__() (Map method) __neg__() (Map method) __pow__() (Map method) __sub__() (Map method) __truediv__() (Map method)

A

AcceleratedProximalGradientDescent (class in pycsou.opt.proxalgs) add_sample() (P2Algorithm method) adjoint() (AdjointLinearOperator method) (DiagonalOperator method) (ExplicitLinearFunctional method) (ExplicitLinearOperator method) (KhatriRaoProduct method) (KroneckerProduct method) (KroneckerSum method) (LinOpComp method) (LinOpPinv method) (LinOpStack method) (LinOpSum method) (LinearOperator method) (Masking method) (NNSampling method) (NullOperator method) (PolynomialLinearOperator method) (Pooling method) (PyLopLinearOperator method) (SymmetricLinearOperator method) (TransposeLinearOperator method)

AdjointLinearOperator (class in pycsou.core.linop) APGD (in module pycsou.opt.proxalgs) apply_along_axis() (Map method)

B

BlockDiagonalOperator() (in module pycsou.linop.base)

BlockOperator() (in module pycsou.linop.base)

C

CausalGreenExponential (class in pycsou.math.green) CausalGreenIteratedDerivative (class in pycsou.math.green) ChambollePockSplitting (class in pycsou.opt.proxalgs) ColProjector() (LinearOperator property) compute_diff_lipschitz_cst() (DifferentiableMap method) compute_downsampling_mask() (DownSampling method) compute_lipschitz_cst() (AdjointLinearOperator method) (DifferentiableMap method) (LinearOperator method) (UnitaryOperator method)

compute_nn() (NNSampling method) cond() (LinearOperator method) (UnitaryOperator method) ConsistencyLoss() (in module pycsou.func.loss) Convolve1D() (in module pycsou.linop.conv) Convolve2D() (in module pycsou.linop.conv) CPS (in module pycsou.opt.proxalgs)

D

dagger() (LinearOperator property) DaskLinearOperator (class in pycsou.linop.base) DenseLinearOperator (class in pycsou.linop.base) DiagonalOperator (class in pycsou.linop.base) DifferentiableFunctional (class in pycsou.core.functional) DifferentiableLoss() (in module pycsou.func.loss) DifferentiableMap (class in pycsou.core.map) DiffFuncHStack (class in pycsou.func.base) DiffMapHStack (class in pycsou.core.map)

DiffMapStack (class in pycsou.core.map) DiffMapVStack (class in pycsou.core.map) DirectionalGradient() (in module pycsou.linop.diff) DirectionalLaplacian() (in module pycsou.linop.diff) DomainGram() (LinearOperator property) (UnitaryOperator property) DouglasRachfordSplitting (class in pycsou.opt.proxalgs) DownSampling (class in pycsou.linop.sampling) DRS (in module pycsou.opt.proxalgs)

E

eigenvals() (LinearOperator method) (NullOperator method) (UnitaryOperator method)

ExplicitLinearFunctional (class in pycsou.func.base) ExplicitLinearOperator (class in pycsou.linop.base)

F

FBS (in module pycsou.opt.proxalgs) fenchel_prox() (ProximableFunctional method) FirstDerivative() (in module pycsou.linop.diff)

FirstDirectionalDerivative() (in module pycsou.linop.diff) ForwardBackwardSplitting (class in pycsou.opt.proxalgs) Functional (class in pycsou.core.functional)

G

GeneralisedDerivative() (in module pycsou.linop.diff) GeneralisedLaplacian() (in module pycsou.linop.diff) GeneralisedVandermonde (class in pycsou.linop.sampling) GenericIterativeAlgorithm (class in pycsou.core.solver) get_adjointOp() (LinearOperator method) get_dask_mdm() (MappedDistanceMatrix method)

get_dense_mdm() (MappedDistanceMatrix method) get_generalised_vandermonde_matrix() (GeneralisedVandermonde method) get_output_shape() (Pooling method) get_sparse_mdm() (MappedDistanceMatrix method) get_transposeOp() (LinearOperator method) gradient() (DifferentiableMap method) Gradient() (in module pycsou.linop.diff)

H

H() (LinearOperator property)

HomothetyMap (class in pycsou.linop.base)

I

IdentityOperator (class in pycsou.linop.base) ImagLine() (in module pycsou.func.penalty) IndicatorFunctional (class in pycsou.func.base) initialize_dual_variable() (PrimalDualSplitting method) initialize_iterate() (AcceleratedProximalGradientDescent method)

initialize_primal_variable() (PrimalDualSplitting method) Integration1D() (in module pycsou.linop.diff) is_range_broadcastable() (in module pycsou.util.misc) iterate() (GenericIterativeAlgorithm method) iterates() (GenericIterativeAlgorithm method)

J

jacobianT() (DifferentiableFunctional method) (DiffFuncHStack method) (DiffMapStack method) (DifferentiableMap method) (HomothetyMap method) (LinearOperator method) (NullDifferentiableFunctional method) (QuadraticForm method) (SquaredL2Norm method)

K

KhatriRaoProduct (class in pycsou.linop.base) KLDivergence (class in pycsou.func.loss)

KroneckerProduct (class in pycsou.linop.base) KroneckerSum (class in pycsou.linop.base)

L

L1Ball() (in module pycsou.func.penalty) L1BallLoss() (in module pycsou.func.loss) L1Loss() (in module pycsou.func.loss) L1Norm (class in pycsou.func.penalty) L21Norm (class in pycsou.func.penalty) L2Ball() (in module pycsou.func.penalty) L2BallLoss() (in module pycsou.func.loss) L2Loss() (in module pycsou.func.loss) L2Norm (class in pycsou.func.penalty) Laplacian() (in module pycsou.linop.diff) LinearFunctional (class in pycsou.core.functional) LinearOperator (class in pycsou.core.linop)

LInftyBall() (in module pycsou.func.penalty) LInftyBallLoss() (in module pycsou.func.loss) LInftyLoss() (in module pycsou.func.loss) LInftyNorm (class in pycsou.func.penalty) LinOpComp (class in pycsou.core.linop) LinOpHStack (class in pycsou.linop.base) LinOpPinv (class in pycsou.core.linop) LinOpStack (class in pycsou.linop.base) LinOpSum (class in pycsou.core.linop) LinOpVStack (class in pycsou.linop.base) LogBarrier (class in pycsou.func.penalty) LpNorm (class in pycsou.func.base)

M

Map (class in pycsou.core.map) MapHStack (class in pycsou.core.map) MappedDistanceMatrix (class in pycsou.linop.sampling) MapStack (class in pycsou.core.map) MapVStack (class in pycsou.core.map)

Masking (class in pycsou.linop.sampling) Matern (class in pycsou.math.green) matvec() (LinearOperator method) MovingAverage1D() (in module pycsou.linop.conv) MovingAverage2D() (in module pycsou.linop.conv)

N

NNSampling (class in pycsou.linop.sampling) NonNegativeOrthant() (in module pycsou.func.penalty)

NullDifferentiableFunctional (class in pycsou.func.base) NullOperator (class in pycsou.linop.base) NullProximableFunctional (class in pycsou.func.base)

P

P2Algorithm (class in pycsou.util.stats) PDS (in module pycsou.opt.proxalgs) peaks() (in module pycsou.util.misc) pinv() (LinearOperator method) (UnitaryOperator method) PinvOp() (KroneckerProduct property) (LinearOperator property) (UnitaryOperator property) PolynomialLinearOperator (class in pycsou.linop.base) Pooling (class in pycsou.linop.sampling) PrimalDualSplitting (class in pycsou.opt.proxalgs) print_diagnostics() (AcceleratedProximalGradientDescent method) (GenericIterativeAlgorithm method) (PrimalDualSplitting method) proj_l1_ball() (in module pycsou.math.prox) proj_l2_ball() (in module pycsou.math.prox) proj_linfty_ball() (in module pycsou.math.prox) proj_nonnegative_orthant() (in module pycsou.math.prox) proj_segment() (in module pycsou.math.prox) prox() (IndicatorFunctional method) (KLDivergence method) (L21Norm method) (LogBarrier method) (LpNorm method) (NullProximableFunctional method) (ProxFuncAffineSum method) (ProxFuncHStack method) (ProxFuncPostComp method) (ProxFuncPreComp method) (ProxFuncPreCompUnitOp method) (ProximableFunctional method) (ShannonEntropy method) (SquaredL1Norm method)

ProxFuncAffineSum (class in pycsou.core.functional) ProxFuncHStack (class in pycsou.func.base) ProxFuncPostComp (class in pycsou.core.functional) ProxFuncPreComp (class in pycsou.core.functional) ProxFuncPreCompUnitOp (class in pycsou.core.functional) ProximableFunctional (class in pycsou.core.functional) ProximableLoss() (in module pycsou.func.loss) pycsou.core.functional (module) pycsou.core.linop (module) pycsou.core.solver (module) pycsou.func.base (module) pycsou.func.loss (module) pycsou.func.penalty (module) pycsou.linop.base (module) pycsou.linop.conv (module) pycsou.linop.diff (module) pycsou.linop.sampling (module) pycsou.math.green (module) pycsou.math.prox (module) pycsou.opt.proxalgs (module) pycsou.util.misc (module) pycsou.util.stats (module) PyLop() (LinearOperator property) PyLopLinearOperator (class in pycsou.linop.base)

Q

QuadraticForm (class in pycsou.func.penalty)

R

range_broadcast_shape() (in module pycsou.util.misc) RangeGram() (LinearOperator property) (UnitaryOperator property)

RealLine() (in module pycsou.func.penalty) reset() (GenericIterativeAlgorithm method) RowProjector() (LinearOperator property)

S

SciOp() (LinearOperator property) SecondDerivative() (in module pycsou.linop.diff) SecondDirectionalDerivative() (in module pycsou.linop.diff) Segment() (in module pycsou.func.penalty) set_momentum_term() (PrimalDualSplitting method) set_step_size() (AcceleratedProximalGradientDescent method) set_step_sizes() (PrimalDualSplitting method) ShannonEntropy (class in pycsou.func.penalty) shifter() (DifferentiableMap method) (Map method) (ProximableFunctional method) sign() (in module pycsou.math.prox) singularvals() (LinearOperator method) (NullOperator method) (UnitaryOperator method)

soft() (in module pycsou.math.prox) (L1Norm method) SparseLinearOperator (class in pycsou.linop.base) SquaredL1Loss() (in module pycsou.func.loss) SquaredL1Norm (class in pycsou.func.penalty) SquaredL2Loss() (in module pycsou.func.loss) SquaredL2Norm (class in pycsou.func.penalty) stopping_metric() (AcceleratedProximalGradientDescent method) (GenericIterativeAlgorithm method) (PrimalDualSplitting method) SubGaussian (class in pycsou.math.green) SubSampling() (in module pycsou.linop.sampling) support() (Matern method) SymmetricLinearOperator (class in pycsou.core.linop)

T

T() (LinearOperator property) todense() (LinearOperator method) topylop() (LinearOperator method)

tosciop() (LinearOperator method) tosparse() (LinearOperator method) transpose() (LinearOperator method) TransposeLinearOperator (class in pycsou.core.linop)

U

UnitaryOperator (class in pycsou.core.linop) update_diagnostics() (AcceleratedProximalGradientDescent method) (GenericIterativeAlgorithm method) (PrimalDualSplitting method)

update_iterand() (AcceleratedProximalGradientDescent method) (GenericIterativeAlgorithm method) (PrimalDualSplitting method)

W

Wendland (class in pycsou.math.green)