Struct DeepSurv 

pub struct DeepSurv {
    pub baseline_hazard: Vec<f64>,
    pub unique_times: Vec<f64>,
    pub train_loss: Vec<f64>,
    pub val_loss: Vec<f64>,
    /* private fields */
}

Fields

baseline_hazard: Vec<f64>

unique_times: Vec<f64>

train_loss: Vec<f64>

val_loss: Vec<f64>

Implementations

impl DeepSurv

pub fn fit( py: Python<'_>, x: Vec<f64>, n_obs: usize, n_vars: usize, time: Vec<f64>, status: Vec<i32>, config: &DeepSurvConfig, ) -> PyResult<Self>

pub fn predict_risk(&self, x_new: Vec<f64>, n_new: usize) -> PyResult<Vec<f64>>

pub fn predict_survival( &self, x_new: Vec<f64>, n_new: usize, ) -> PyResult<Vec<Vec<f64>>>

pub fn predict_cumulative_hazard( &self, x_new: Vec<f64>, n_new: usize, ) -> PyResult<Vec<Vec<f64>>>

pub fn predict_survival_time( &self, x_new: Vec<f64>, n_new: usize, percentile: f64, ) -> PyResult<Vec<Option<f64>>>

pub fn predict_median_survival_time( &self, x_new: Vec<f64>, n_new: usize, ) -> PyResult<Vec<Option<f64>>>

pub fn get_n_features(&self) -> usize

pub fn get_hidden_layers(&self) -> Vec<usize>

Trait Implementations

impl Clone for DeepSurv

fn clone(&self) -> DeepSurv

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for DeepSurv

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<'py> IntoPyObject<'py> for DeepSurv

type Target = DeepSurv

The Python output type

type Output = Bound<'py, <DeepSurv as IntoPyObject<'py>>::Target>

The smart pointer type to use.

type Error = PyErr

The type returned in the event of a conversion error.

fn into_pyobject( self, py: Python<'py>, ) -> Result<<Self as IntoPyObject<'_>>::Output, <Self as IntoPyObject<'_>>::Error>

Performs the conversion.

impl PyClass for DeepSurv

type Frozen = False

Whether the pyclass is frozen.

impl PyClassImpl for DeepSurv

const IS_BASETYPE: bool = false

#[pyclass(subclass)]

const IS_SUBCLASS: bool = false

#[pyclass(extends=…)]

const IS_MAPPING: bool = false

#[pyclass(mapping)]

const IS_SEQUENCE: bool = false

#[pyclass(sequence)]

const IS_IMMUTABLE_TYPE: bool = false

#[pyclass(immutable_type)]

const RAW_DOC: &'static CStr = c"\x00"

Docstring for the class provided on the struct or enum.

const DOC: &'static CStr

Fully rendered class doc, including the text_signature if a constructor is defined.

type BaseType = PyAny

Base class

type ThreadChecker = SendablePyClass<DeepSurv>

This handles following two situations:

type PyClassMutability = <<PyAny as PyClassBaseType>::PyClassMutability as PyClassMutability>::MutableChild

Immutable or mutable

type Dict = PyClassDummySlot

Specify this class has #[pyclass(dict)] or not.

type WeakRef = PyClassDummySlot

Specify this class has #[pyclass(weakref)] or not.

type BaseNativeType = PyAny

The closest native ancestor. This is PyAny by default, and when you declare #[pyclass(extends=PyDict)], it’s PyDict.

fn items_iter() -> PyClassItemsIter

fn lazy_type_object() -> &'static LazyTypeObject<Self>

fn dict_offset() -> Option<isize>

fn weaklist_offset() -> Option<isize>

impl PyMethods<DeepSurv> for PyClassImplCollector<DeepSurv>

fn py_methods(self) -> &'static PyClassItems

impl PyTypeInfo for DeepSurv

const NAME: &'static str = "DeepSurv"

Class name.

const MODULE: Option<&'static str> = ::core::option::Option::None

Module name, if any.

fn type_object_raw(py: Python<'_>) -> *mut PyTypeObject

Returns the PyTypeObject instance for this type.

fn type_object(py: Python<'_>) -> Bound<'_, PyType>

Returns the safe abstraction over the type object.

fn is_type_of(object: &Bound<'_, PyAny>) -> bool

Checks if object is an instance of this type or a subclass of this type.

fn is_exact_type_of(object: &Bound<'_, PyAny>) -> bool

Checks if object is an instance of this type.

impl DerefToPyAny for DeepSurv

impl ExtractPyClassWithClone for DeepSurv