Struct ModelFeatures 

pub struct ModelFeatures { /* private fields */ }

The ModelFeatures provides a common way of defining the layout of a model. This is used to define the number of input features, the number of hidden layers, the number of hidden features, and the number of output features.

Implementations

impl ModelFeatures

pub fn new( input: usize, hidden: usize, layers: usize, output: usize, ) -> ModelFeatures

pub const fn input(&self) -> usize

returns a copy of the input features for the model

pub const fn input_mut(&mut self) -> &mut usize

returns a mutable reference to the input features for the model

pub const fn hidden(&self) -> usize

returns a copy of the hidden features for the model

pub const fn hidden_mut(&mut self) -> &mut usize

returns a mutable reference to the hidden features for the model

pub const fn layers(&self) -> usize

returns a copy of the number of hidden layers for the model

pub const fn layers_mut(&mut self) -> &mut usize

returns a mutable reference to the number of hidden layers for the model

pub const fn output(&self) -> usize

returns a copy of the output features for the model

pub const fn output_mut(&mut self) -> &mut usize

returns a mutable reference to the output features for the model

pub fn set_input(&mut self, input: usize) -> &mut ModelFeatures

sets the input features for the model

pub fn set_hidden(&mut self, hidden: usize) -> &mut ModelFeatures

sets the hidden features for the model

pub fn set_layers(&mut self, layers: usize) -> &mut ModelFeatures

sets the number of hidden layers for the model

pub fn set_output(&mut self, output: usize) -> &mut ModelFeatures

sets the output features for the model

pub fn with_input(self, input: usize) -> ModelFeatures

consumes the current instance and returns a new instance with the given input

pub fn with_hidden(self, hidden: usize) -> ModelFeatures

consumes the current instance and returns a new instance with the given hidden features

pub fn with_layers(self, layers: usize) -> ModelFeatures

consumes the current instance and returns a new instance with the given number of hidden layers

pub fn with_output(self, output: usize) -> ModelFeatures

consumes the current instance and returns a new instance with the given output features

pub fn dim_input(&self) -> (usize, usize)

the dimension of the input layer; (input, hidden)

pub fn dim_hidden(&self) -> (usize, usize)

the dimension of the hidden layers; (hidden, hidden)

pub fn dim_output(&self) -> (usize, usize)

the dimension of the output layer; (hidden, output)

pub fn size(&self) -> usize

the total number of parameters in the model

pub fn size_input(&self) -> usize

the total number of input parameters in the model

pub fn size_hidden(&self) -> usize

the total number of hidden parameters in the model

pub fn size_output(&self) -> usize

the total number of output parameters in the model

Trait Implementations

impl Clone for ModelFeatures

fn clone(&self) -> ModelFeatures

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for ModelFeatures

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

Formats the value using the given formatter.

impl Default for ModelFeatures

fn default() -> ModelFeatures

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for ModelFeatures

fn deserialize<__D>( __deserializer: __D, ) -> Result<ModelFeatures, <__D as Deserializer<'de>>::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Display for ModelFeatures

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

Formats the value using the given formatter.

impl Hash for ModelFeatures

fn hash<__H>(&self, state: &mut __H)

where __H: Hasher,

Feeds this value into the given Hasher.

fn hash_slice<H>(data: &[Self], state: &mut H)

where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher.

impl ModelLayout for ModelFeatures

fn input(&self) -> usize

returns a copy of the input features for the model

fn input_mut(&mut self) -> &mut usize

returns a mutable reference to the input features for the model

fn hidden(&self) -> usize

returns a copy of the hidden features for the model

fn hidden_mut(&mut self) -> &mut usize

returns a mutable reference to the hidden features for the model

fn layers(&self) -> usize

returns a copy of the number of hidden layers for the model

fn layers_mut(&mut self) -> &mut usize

returns a mutable reference to the number of hidden layers for the model

fn output(&self) -> usize

returns a copy of the output features for the model

fn output_mut(&mut self) -> &mut usize

returns a mutable reference to the output features for the model

fn set_input(&mut self, input: usize) -> &mut Self

sets the input features for the model

fn set_hidden(&mut self, hidden: usize) -> &mut Self

sets the hidden features for the model

fn set_layers(&mut self, layers: usize) -> &mut Self

sets the number of hidden layers for the model

fn set_output(&mut self, output: usize) -> &mut Self

sets the output features for the model

fn dim_input(&self) -> (usize, usize)

the dimension of the input layer; (input, hidden)

fn dim_hidden(&self) -> (usize, usize)

the dimension of the hidden layers; (hidden, hidden)

fn dim_output(&self) -> (usize, usize)

the dimension of the output layer; (hidden, output)

fn size(&self) -> usize

the total number of parameters in the model

fn size_input(&self) -> usize

the total number of input parameters in the model

fn size_hidden(&self) -> usize

the total number of hidden parameters in the model

fn size_output(&self) -> usize

the total number of output parameters in the model

impl Ord for ModelFeatures

fn cmp(&self, other: &ModelFeatures) -> Ordering

This method returns an Ordering between self and other.

fn max(self, other: Self) -> Self

where Self: Sized,

Compares and returns the maximum of two values.

fn min(self, other: Self) -> Self

where Self: Sized,

Compares and returns the minimum of two values.

fn clamp(self, min: Self, max: Self) -> Self

where Self: Sized,

Restrict a value to a certain interval.

impl PartialEq for ModelFeatures

fn eq(&self, other: &ModelFeatures) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl PartialOrd for ModelFeatures

fn partial_cmp(&self, other: &ModelFeatures) -> Option<Ordering>

This method returns an ordering between self and other values if one exists.

fn lt(&self, other: &Rhs) -> bool

Tests less than (for self and other) and is used by the < operator.

fn le(&self, other: &Rhs) -> bool

Tests less than or equal to (for self and other) and is used by the <= operator.

fn gt(&self, other: &Rhs) -> bool

Tests greater than (for self and other) and is used by the > operator.

fn ge(&self, other: &Rhs) -> bool

Tests greater than or equal to (for self and other) and is used by the >= operator.

impl Serialize for ModelFeatures

fn serialize<__S>( &self, __serializer: __S, ) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl Copy for ModelFeatures

impl Eq for ModelFeatures

impl StructuralPartialEq for ModelFeatures