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config_generate_data.py
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config = {
"scheduler_config": {
'gpu': ['0'],
'temp_folder': 'temp',
'scheduler_log_file_path': 'scheduler.log',
'log_file': 'worker.log',
'config_string_value_maxlen': 1000,
'ignored_keys_for_folder_name': [
'input_definition_file',
'rpc_server_ip',
'rpc_server_port',
'regular_expression_file',
'num_warm_ups',
'random_order',
'num_measurements',
'averaging_method',
'dataset_folder',
'num_pre_warm_ups',
'target_threshold_reference_dataset_folder',
'synthetic_data_config',
'dns_server_ip',
'tree_file']
},
"global_config": {
'batch_size': 100,
'z_dim': 100,
'gen_lr': 1e-3,
'gen_beta1': 0.5,
'disc_lr': 1e-3,
'disc_beta1': 0.5,
'disc_gp_coe': 10.0,
'gen_num_layers': 6,
'gen_l_dim': 600,
'disc_num_shared_layers': 5,
'disc_num_disc_layers': 1,
'disc_num_class_layers': 1,
'disc_l_dim': 600,
'extra_iteration_checkpoint_freq': 10000,
'iteration_log_freq': 10000,
'class_loss_with_fake': True,
'bal_class_weights': False,
'num_generated_samples': 500000,
},
"test_config": [
{
'method': ['raregan'],
'blackbox': ['packet_classification'],
'bgt': [200000],
'run': [0, 1, 2, 3, 4],
'ini_rnd_bgt': [100000],
'bgt_per_step': [100000],
'oversampling_ratio': [10],
'tgt_thld': [0.06, 0.055, 0.05],
'high_frc_mul': [3.0],
'bal_disc_weights': [True],
'num_iters_per_step': [100000],
'disc_disc_coe': [1.0],
'gen_disc_coe': [1.0],
'num_warm_ups': [5000],
'num_pre_warm_ups': [10000],
'random_order': [True],
'num_measurements': [20],
'averaging_method': ['min'],
'input_definition_file': ['input_definitions/packet_classification_input_definition.json'],
'tree_file': ['blackboxes/decision_tree/acl5_10k-23-acc-27-bytes-1592431760.25.pkl'],
'rpc_server_ip': ['<FILL IN IP ADDRESS>'],
'rpc_server_port': [6001],
},
{
'method': ['raregan'],
'blackbox': ['packet_classification'],
'bgt': [100000],
'run': [0, 1, 2, 3, 4],
'ini_rnd_bgt': [50000],
'bgt_per_step': [50000],
'oversampling_ratio': [10],
'tgt_thld': [0.055],
'high_frc_mul': [3.0],
'bal_disc_weights': [True],
'num_iters_per_step': [100000],
'disc_disc_coe': [1.0],
'gen_disc_coe': [1.0],
'num_warm_ups': [5000],
'num_pre_warm_ups': [10000],
'random_order': [True],
'num_measurements': [20],
'averaging_method': ['min'],
'input_definition_file': ['input_definitions/packet_classification_input_definition.json'],
'tree_file': ['blackboxes/decision_tree/acl5_10k-23-acc-27-bytes-1592431760.25.pkl'],
'rpc_server_ip': ['<FILL IN IP ADDRESS>'],
'rpc_server_port': [6001],
},
{
'method': ['raregan'],
'blackbox': ['packet_classification'],
'bgt': [50000],
'run': [0, 1, 2, 3, 4],
'ini_rnd_bgt': [25000],
'bgt_per_step': [25000],
'oversampling_ratio': [10],
'tgt_thld': [0.055],
'high_frc_mul': [3.0],
'bal_disc_weights': [True],
'num_iters_per_step': [100000],
'disc_disc_coe': [1.0],
'gen_disc_coe': [1.0],
'num_warm_ups': [5000],
'num_pre_warm_ups': [10000],
'random_order': [True],
'num_measurements': [20],
'averaging_method': ['min'],
'input_definition_file': ['input_definitions/packet_classification_input_definition.json'],
'tree_file': ['blackboxes/decision_tree/acl5_10k-23-acc-27-bytes-1592431760.25.pkl'],
'rpc_server_ip': ['<FILL IN IP ADDRESS>'],
'rpc_server_port': [6001],
},
{
'method': ['raregan'],
'blackbox': ['packet_classification'],
'bgt': [20000],
'run': [0, 1, 2, 3, 4],
'ini_rnd_bgt': [10000],
'bgt_per_step': [10000],
'oversampling_ratio': [10],
'tgt_thld': [0.055],
'high_frc_mul': [3.0],
'bal_disc_weights': [True],
'num_iters_per_step': [100000],
'disc_disc_coe': [1.0],
'gen_disc_coe': [1.0],
'num_warm_ups': [5000],
'num_pre_warm_ups': [10000],
'random_order': [True],
'num_measurements': [20],
'averaging_method': ['min'],
'input_definition_file': ['input_definitions/packet_classification_input_definition.json'],
'tree_file': ['blackboxes/decision_tree/acl5_10k-23-acc-27-bytes-1592431760.25.pkl'],
'rpc_server_ip': ['<FILL IN IP ADDRESS>'],
'rpc_server_port': [6001],
}
]
}