Enum TimeSeriesModel 

pub enum TimeSeriesModel {
    LSTM {
        hidden_size: usize,
        num_layers: usize,
        bidirectional: bool,
    },
    GRU {
        hidden_size: usize,
        num_layers: usize,
        bidirectional: bool,
    },
    Transformer {
        d_model: usize,
        nhead: usize,
        num_layers: usize,
        positional_encoding: bool,
    },
    Conv1D {
        channels: Vec<usize>,
        kernel_sizes: Vec<usize>,
        dilations: Vec<usize>,
    },
    HybridCNNRNN {
        cnn_channels: Vec<usize>,
        rnn_hidden_size: usize,
        rnn_layers: usize,
    },
}

Time series model types

Variants

LSTM

LSTM-based model

Fields

hidden_size: usize

num_layers: usize

bidirectional: bool

GRU

GRU-based model

Fields

hidden_size: usize

num_layers: usize

bidirectional: bool

Transformer

Transformer-based model

Fields

d_model: usize

nhead: usize

num_layers: usize

positional_encoding: bool

Conv1D

Conv1D-based model

Fields

channels: Vec<usize>

kernel_sizes: Vec<usize>

dilations: Vec<usize>

HybridCNNRNN

Hybrid CNN-RNN model

Fields

cnn_channels: Vec<usize>

rnn_hidden_size: usize

rnn_layers: usize

Trait Implementations

impl Clone for TimeSeriesModel

fn clone(&self) -> TimeSeriesModel

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for TimeSeriesModel

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

Formats the value using the given formatter.