gam-terms 0.3.157

Smooth-term basis construction and penalty assembly for the gam penalized-likelihood engine
Documentation 
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#[macro_export]
macro_rules! bail_invalid_basis {
    ($fmt:literal $(, $($arg:tt)*)?) => {
        return Err($crate::basis::BasisError::InvalidInput(format!($fmt $(, $($arg)*)?)))
    };
    ($msg:expr $(,)?) => {
        return Err($crate::basis::BasisError::InvalidInput($msg))
    };
}

#[macro_export]
macro_rules! bail_dim_basis {
    ($fmt:literal $(, $($arg:tt)*)?) => {
        return Err($crate::basis::BasisError::DimensionMismatch(format!($fmt $(, $($arg)*)?)))
    };
    ($msg:expr $(,)?) => {
        return Err($crate::basis::BasisError::DimensionMismatch($msg))
    };
}

#[macro_export]
macro_rules! bail_invalid_estim {
    ($fmt:literal $(, $($arg:tt)*)?) => {
        return Err($crate::EstimationError::InvalidInput(format!($fmt $(, $($arg)*)?)))
    };
    ($msg:expr $(,)?) => {
        return Err($crate::EstimationError::InvalidInput($msg))
    };
}

#[macro_export]
macro_rules! gpu_bail {
    ($($arg:tt)*) => {
        return ::std::result::Result::Err(gam_gpu::gpu_error::GpuError::DriverCallFailed {
            reason: ::std::format!($($arg)*),
        })
    };
}

pub mod analytic_penalties;
pub mod basis;
pub mod chunked_kernel_design;
pub mod construction;
pub mod decoders;
pub mod dictionary;
pub mod grid_spline_2d;
pub mod inference;
mod isotropic_scale;
pub mod kronecker;
pub mod latent;
pub mod penalty_spec;
pub mod smooth;
pub mod smooth_overrides;
pub mod structure;
pub mod term_builder;
#[path = "smooth/torch_dispatch.rs"]
pub mod torch_dispatch;

pub mod terms {
    pub use crate::*;
}

/// Re-export of the neutral estimation error so crate-local macros
/// (`bail_invalid_estim!`) and call sites can reference `crate::EstimationError`.
pub use gam_problem::EstimationError;
pub use isotropic_scale::{
    IsotropicScale,
    IsotropicScaleError,
    OriginalUnits,
    StandardizedUnits,
};
pub use penalty_spec::{PenaltySpec, validate_penalty_spec_shape};

pub use analytic_penalties::{
    ARDPenalty,
    AnalyticPenalty,
    AnalyticPenaltyKind,
    AnalyticPenaltyOp,
    AnalyticPenaltyRegistry,
    BlockOrthogonalityPenalty,
    BlockSparsityPenalty,
    DecoderIncoherencePenalty,
    DifferenceOpKind,
    EdgeRestriction,
    FrozenAnalyticPenaltyOp,
    HarmonicRoughnessPenalty,
    IsometryDuchonRadialSource,
    IsometryPenalty,
    IsometryReference,
    IvaeRidgeMeanGauge,
    MechanismSparsityPenalty,
    NestedPrefixPenalty,
    NuclearNormPenalty,
    OrderedBetaBernoulliHessianDiagThirdChannels,
    OrderedBetaBernoulliPenalty,
    OrthogonalityPenalty,
    ParametricRowPrecisionPriorPenalty,
    PenaltyConcavity,
    PenaltyTier,
    PsiSlice,
    RowPrecisionPriorPenalty,
    ScadMcpPenalty,
    ScalarWeightSchedule,
    ShapeMonotonicityPenalty,
    SheafConsistencyPenalty,
    SmoothThresholdPenalty,
    SoftmaxAssignmentSparsityPenalty,
    SparsityKind,
    SparsityPenalty,
    TopKActivationPenalty,
    TotalVariationPenalty,
    WeightField,
};