{ "train_csv": "path/to/train.csv", "validation_csv": "path/to/test.csv", "model_dir": "5stems", "mix_name": "mix", "instrument_list": ["vocals", "piano", "drums", "bass", "other"], "sample_rate":44100, "frame_length":4096, "frame_step":1024, "T":512, "F":1536, "n_channels":2, "separation_exponent":2, "mask_extension":"zeros", "learning_rate": 1e-4, "batch_size":4, "training_cache":"training_cache", "validation_cache":"validation_cache", "train_max_steps": 2500000, "throttle_secs":600, "random_seed":8, "save_checkpoints_steps":300, "save_summary_steps":5, "model":{ "type":"unet.softmax_unet", "params":{ "conv_activation":"ELU", "deconv_activation":"ELU" } } }