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SNGAN_cars.json
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SNGAN_cars.json
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{
"data_processing":{
"dataset_name": "cars",
"data_path": "./data/cars",
"per_samples":false,
"imb_factor":0.01,
"img_size": 128,
"num_classes": 2,
"batch_size4prcsing": 256,
"chunk_size": 500,
"compression": false,
"shuffle_emb" : false,
"sn_regularize": false,
"num_power_iter": 0,
"beta":0.99,
"sn_reg_weight":1,
"evaluation_checkpoint": false,
"class_balanced_loss_based_on_effective_number_of_samples": false,
"imbalanced_cifar10": false,
"imbalanced_cifar100": false,
"imbalanced_lsun":false,
"bool_profiler":false,
"bool_tensorboard_plots":false
},
"train": {
"model": {
"architecture": "resnet",
"conditional_strategy": "no",
"pos_collected_numerator": false,
"hypersphere_dim": "N/A",
"nonlinear_embed": false,
"normalize_embed": false,
"g_spectral_norm": false,
"d_spectral_norm": true,
"activation_fn": "ReLU",
"attention": false,
"attention_after_nth_gen_block": "N/A",
"attention_after_nth_dis_block": "N/A",
"z_dim": 128,
"shared_dim": "N/A",
"g_conv_dim": 64,
"d_conv_dim": 64,
"G_depth": "N/A",
"D_depth": "N/A",
"sn_batchnorm": false,
"eval_backbone": "Inception_V3",
"aux_disc": "",
"attn_lambd": 1
},
"optimization": {
"optimizer": "Adam",
"batch_size": 128,
"accumulation_steps": 1,
"d_lr": 0.0002,
"g_lr": 0.0005,
"momentum": "N/A",
"nesterov": "N/A",
"alpha": "N/A",
"beta1": 0.0,
"beta2": 0.9,
"g_steps_per_iter": 1,
"d_steps_per_iter": 2,
"total_step": 60000
},
"loss_function": {
"bool_param_plot":false,
"plot_param":10000,
"plot_discriminator_predictions":false,
"lc_regularizer": true,
"lc_lambda": 0.3,
"lc_gamma": 0.99,
"adv_loss": "hinge",
"contrastive_lambda": "N/A",
"margin": "N/A",
"tempering_type": "N/A",
"tempering_step": "N/A",
"start_temperature": "N/A",
"end_temperature": "N/A",
"weight_clipping_for_dis": false,
"weight_clipping_bound": "N/A",
"gradient_penalty_for_dis": false,
"gradient_penalty_lambda": "N/A",
"deep_regret_analysis_for_dis": false,
"regret_penalty_lambda": "N/A",
"cr": false,
"cr_lambda": "N/A",
"bcr": false,
"real_lambda": "N/A",
"fake_lambda": "N/A",
"zcr": false,
"gen_lambda": "N/A",
"dis_lambda": "N/A",
"sigma_noise": "N/A"
},
"initialization":{
"g_init": "ortho",
"d_init": "ortho"
},
"training_and_sampling_setting":{
"random_flip_preprocessing": true,
"diff_aug": true,
"ada": false,
"ada_target": "N/A",
"ada_length": "N/A",
"prior": "gaussian",
"truncated_factor": 1,
"latent_op": false,
"latent_op_rate":"N/A",
"latent_op_step":"N/A",
"latent_op_step4eval":"N/A",
"latent_op_alpha":"N/A",
"latent_op_beta":"N/A",
"latent_norm_reg_weight":"N/A",
"ema": false,
"ema_decay": "N/A",
"ema_start": "N/A"
}
}
}