.. -*- mode: rst -*- .. currentmodule:: mambular.configs Configurations ============== This module provides default configurations for Mambular models. Each configuration is implemented as a dataclass, offering a structured way to define model-specific hyperparameters. Mambular -------- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultMambularConfig` Default configuration for the Mambular model. ======================================= ======================================================================================================= FTTransformer ------------- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultFTTransformerConfig` Default configuration for the FTTransformer model. ======================================= ======================================================================================================= ResNet ------ ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultResNetConfig` Default configuration for the ResNet model. ======================================= ======================================================================================================= MLP --- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultMLPConfig` Default configuration for the MLP model. ======================================= ======================================================================================================= TabTransformer -------------- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultTabTransformerConfig` Default configuration for the TabTransformer model. ======================================= ======================================================================================================= MambaTab -------- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultMambaTabConfig` Default configuration for the MambaTab model. ======================================= ======================================================================================================= RNN --- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultTabulaRNNConfig` Default configuration for RNN models (LSTM, GRU). ======================================= ======================================================================================================= MambAttention ------------- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultMambAttentionConfig` Default configuration for the MambAttention model. ======================================= ======================================================================================================= NDTF ---- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultNDTFConfig` Default configuration for the Neural Decision Tree Forest (NDTF) model. ======================================= ======================================================================================================= NODE ---- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultNODEConfig` Default configuration for the Neural Oblivious Decision Ensembles (NODE) model. ======================================= ======================================================================================================= TabM ---- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultTabMConfig` Default configuration for the TabM model (Batch-Ensembling MLP). ======================================= ======================================================================================================= SAINT ----- ======================================= ======================================================================================================= Dataclass Description ======================================= ======================================================================================================= :class:`DefaultSAINTConfig` Default configuration for the SAINT model. ======================================= ======================================================================================================= .. toctree:: :maxdepth: 1 Configurations