def create_obj_func(params): if choice_default == 0: default_params = { 'w_regular': 0.1, 'rf_dim': 400, 'step_size': 0.5, 'x_kernel_width': 0.0001, 'params_kernel_width': 15, 'num_iters': 500, 'num_samples_params': 100, 'batch_size': 100, 'freq_calc_metrics': 1, } else: default_params = { 'regular_param': 3.7747016475817751e-07, 'learning_rate_scale': 0.8, 'gamma': 2.0, 'rf_dim': 1600, 'num_epochs': 1, 'cache_size': 5, 'freq_update_full_model': 20, 'oracle': 'coverage', 'core_max': 100, 'coverage_radius': 1.0, 'loss_func': 'logistic', 'smooth_hinge_theta': 0.5, 'smooth_hinge_tau': 0.5, } # default_params = { # 'regular_param': 1e-2, # 'learning_rate_scale': 0.7, # 'gamma': 2.0, # 'rf_dim': 400, # 'num_epochs': 1, # 'cache_size': 50, # 'freq_update_full_model': 100, # 'oracle': 'coverage', # 'core_max': 100, # 'coverage_radius': 0.9, # 'loss_func': 'logistic', # 'smooth_hinge_theta': 0.5, # 'smooth_hinge_tau': 0.5, # 'batch_size': 200, # 'freq_calc_metrics': 300, # } default_params = resolve_conflict_params(params, default_params) print('Default params:', default_params) learner = OnlineDualSVRG( **params, **default_params, ) return learner
def create_obj_func(params): if choice_default == 0: default_params = { 'w_regular': 0.1, 'rf_dim': 400, 'step_size': 0.5, 'x_kernel_width': 0.0001, 'params_kernel_width': 15, 'num_iters': 500, 'num_samples_params': 100, 'batch_size': 100, 'freq_calc_metrics': 1, } else: default_params = { } default_params = resolve_conflict_params(params, default_params) # print('Default params:', default_params) learner = OnlineDualSVRG( **params, **default_params, ) return learner