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Results for the NYC Taxi rode duration dataset with TabTransformer
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embed_dropout | full_embed_dropout | shared_embed | add_shared_embed | frac_shared_embed | input_dim | n_heads | n_blocks | dropout | ff_hidden_dim | transformer_activation | mlp_hidden_dims | mlp_activation | mlp_batchnorm | mlp_batchnorm_last | mlp_linear_first | with_wide | lr | batch_size | weight_decay | optimizer | lr_scheduler | base_lr | max_lr | div_factor | final_div_factor | n_cycles | val_loss_or_metric | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.0 | False | False | False | 8 | 16 | 4 | 4 | 0.1 | relu | None | relu | False | False | False | False | 0.01 | 1024 | 0.0 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 180162.4086 | ||
0.0 | False | False | False | 8 | 16 | 4 | 4 | 0.1 | relu | None | relu | False | False | False | False | 0.01 | 256 | 0.0 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 186017.1888 | ||
0.0 | False | False | False | 8 | 16 | 4 | 4 | 0.1 | relu | None | relu | False | False | False | False | 0.01 | 512 | 0.0 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 196144.0674 | ||
0.0 | False | False | False | 8 | 32 | 8 | 4 | 0.4 | relu | None | relu | False | False | False | False | 0.01 | 1024 | 0.0 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 357869.3703 | ||
0.0 | False | False | False | 8 | 64 | 16 | 4 | 0.4 | relu | None | relu | False | False | False | False | 0.01 | 512 | 0.0 | Adam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5 | 357884.9043 |
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