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[ | |
{ | |
"pipeline_step": "instance_augmentation", | |
"augmentation_params":{"method":"SMOTE", "no_samples":2, | |
"feature_selection": ["ratio_top_20_variants", "epa_normalized_sequence_entropy_linear_forgetting"]}, | |
"input_path": "data/bpic_features.csv", | |
"output_path": "output" | |
}, | |
{ | |
"pipeline_step": "event_logs_generation", | |
"output_path": "output/features/2_bpic_features/2_ense_rmcv_feat.csv", | |
"output_path": "data/test", | |
"generator_params": { | |
"experiment": "data/grid_objectives.csv", | |
"experiment": {"input_path": "data/2_bpic_features.csv", | |
"objectives": ["ratio_top_20_variants", "epa_normalized_sequence_entropy_linear_forgetting"]}, | |
"experiment": [ | |
{"epa_normalized_sequence_entropy_linear_forgetting": 0.2, "ratio_top_20_variants": 0.4}, | |
{"epa_normalized_sequence_entropy_linear_forgetting": 0.4, "ratio_top_20_variants": 0.7} | |
], | |
"experiment": {"epa_normalized_sequence_entropy_linear_forgetting": 0.2, "ratio_top_20_variants": 0.4}, | |
"config_space": { | |
"mode": [5, 20], | |
"sequence": [0.01, 1], | |
"choice": [0.01, 1], | |
"parallel": [0.01, 1], | |
"loop": [0.01, 1], | |
"silent": [0.01, 1], | |
"lt_dependency": [0.01, 1], | |
"num_traces": [10, 100], | |
"duplicate": [0], | |
"or": [0] | |
}, | |
"n_trials": 2 | |
} | |
}, | |
{ | |
"pipeline_step": "feature_extraction", | |
"input_path": "data/test", | |
"feature_params": {"feature_set":["trace_length"]}, | |
"output_path": "output/plots", | |
"real_eventlog_path": "data/bpic_features.csv", | |
"plot_type": "boxplot" | |
}, | |
{ | |
"pipeline_step": "benchmark_test", | |
"benchmark_test": "discovery", | |
"input_path":"data/test", | |
"output_path":"output", | |
"miners" : ["inductive", "heuristics", "imf", "ilp"] | |
} | |
] | |