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fitness_cv_settings.json
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{
"param_grid": {
"fitness__loss_function": ["fitness_softmin_loss"],
"fitness__lr": [4e-3, 1e-3],
"fitness__k": [256, 512, 1024],
"fitness__batch_size": [1, 2, 4]
},
"train_kwargs": {
"n_epochs": 25000,
"patience_epochs": 500,
"use_lr_scheduler": false,
"shuffle_negatives": true,
"split_validation_from_train": true,
"evaluate_opposite_shuffle_mode": false,
"full_dataset_on_device": true,
"bias_init_margin_ratio": 0.01,
"negative_score_reduction": "none"
},
"train_kwargs_l1": {
"n_epochs": 25000,
"patience_epochs": 500,
"use_lr_scheduler": false,
"shuffle_negatives": true,
"split_validation_from_train": true,
"evaluate_opposite_shuffle_mode": false,
"full_dataset_on_device": true,
"bias_init_margin_ratio": 0.01,
"negative_score_reduction": "none",
"regularizer": 1
},
"train_kwargs_l2": {
"n_epochs": 25000,
"patience_epochs": 500,
"use_lr_scheduler": false,
"shuffle_negatives": true,
"split_validation_from_train": true,
"evaluate_opposite_shuffle_mode": false,
"full_dataset_on_device": true,
"bias_init_margin_ratio": 0.01,
"negative_score_reduction": "none",
"weight_decay": 0.003
},
"cv_kwargs": {
"refit": "overall_ecdf",
"error_score": "raise"
},
"cv_kwargs_refit_loss": {
"refit": "loss",
"error_score": "raise"
},
"ignore_categories_mapping": {
"minimal_counting_grammar_use_forall": ["forall_less_important", "counting_less_important", "grammar_use_less_important", "predicate_under_modal", "predicate_role_filler", "compositionality"],
"minimal_counting_grammar_use": ["counting_less_important", "grammar_use_less_important", "predicate_under_modal", "predicate_role_filler", "compositionality"],
"minimal_counting": ["counting_less_important", "predicate_under_modal", "predicate_role_filler", "compositionality"],
"minimal": ["counting", "predicate_under_modal", "predicate_role_filler", "compositionality"]
},
"param_grid_baseline": {
"fitness__loss_function": ["fitness_softmin_loss", "fitness_softmin_loss_positive_to_all_negatives"],
"fitness__lr": [4e-3, 1e-3],
"fitness__k": [256, 512, 1024],
"fitness__batch_size": [1, 2, 4]
},
"param_grid_full": {
"fitness__loss_function": ["fitness_softmin_loss", "fitness_softmin_loss_positive_to_all_negatives"],
"fitness__lr": [4e-3, 1e-3, 3e-4],
"fitness__k": [256, 512, 1024],
"fitness__batch_size": [1, 2, 4, 8, 16]
},
"param_grid_minimal": {
"fitness__loss_function": ["fitness_softmin_loss"],
"fitness__lr": [4e-3],
"fitness__k": [1024],
"fitness__batch_size": [4]
},
"param_grid_l1": {
"fitness__loss_function": ["fitness_softmin_loss"],
"fitness__lr": [4e-3, 1e-3],
"fitness__k": [256, 512, 1024],
"fitness__batch_size": [1, 2, 4],
"fitness__regularization_weight": [0.03]
},
"param_grid_l1_sweep": {
"fitness__loss_function": ["fitness_softmin_loss"],
"fitness__lr": [4e-3, 1e-3],
"fitness__k": [256, 512, 1024],
"fitness__batch_size": [1, 2, 4],
"fitness__regularization_weight": [0.01, 0.03, 0.1]
},
"param_grid_l2": {
"fitness__loss_function": ["fitness_softmin_loss"],
"fitness__lr": [4e-3, 1e-3],
"fitness__k": [256, 512, 1024],
"fitness__batch_size": [1, 2, 4]
}
}