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Results for the Adult Census 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 | 128 | 0.0 | RAdam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5.0 | 0.2879 | ||
0.0 | False | False | False | 8 | 16 | 4 | 4 | 0.1 | relu | same | relu | False | False | False | False | 0.01 | 128 | 0.0 | RAdam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5.0 | 0.2884 | ||
0.0 | False | False | False | 8 | 16 | 4 | 4 | 0.1 | relu | None | relu | False | False | False | True | 0.01 | 128 | 0.0 | RAdam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5.0 | 0.2888 | ||
0.0 | False | False | False | 8 | 16 | 4 | 8 | 0.2 | relu | None | relu | False | False | False | True | 0.001 | 128 | 0.0 | AdamW | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5.0 | 0.2892 | ||
0.0 | False | False | False | 8 | 16 | 2 | 4 | 0.1 | relu | None | relu | False | False | False | False | 0.01 | 128 | 0.0 | RAdam | ReduceLROnPlateau | 0.001 | 0.01 | 25 | 10000.0 | 5.0 | 0.2894 |
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