pytorch\_forecasting.models.mlp.DecoderMLP ========================================== .. currentmodule:: pytorch_forecasting.models.mlp .. autoclass:: DecoderMLP .. automethod:: __init__ .. rubric:: Methods .. autosummary:: ~DecoderMLP.__call__ ~DecoderMLP.__delattr__ ~DecoderMLP.__dir__ ~DecoderMLP.__eq__ ~DecoderMLP.__format__ ~DecoderMLP.__ge__ ~DecoderMLP.__getattr__ ~DecoderMLP.__getattribute__ ~DecoderMLP.__getstate__ ~DecoderMLP.__gt__ ~DecoderMLP.__hash__ ~DecoderMLP.__init_subclass__ ~DecoderMLP.__le__ ~DecoderMLP.__lt__ ~DecoderMLP.__ne__ ~DecoderMLP.__new__ ~DecoderMLP.__reduce__ ~DecoderMLP.__reduce_ex__ ~DecoderMLP.__repr__ ~DecoderMLP.__setattr__ ~DecoderMLP.__setstate__ ~DecoderMLP.__sizeof__ ~DecoderMLP.__str__ ~DecoderMLP.__subclasshook__ ~DecoderMLP._apply ~DecoderMLP._apply_batch_transfer_handler ~DecoderMLP._call_batch_hook ~DecoderMLP._call_impl ~DecoderMLP._get_backward_hooks ~DecoderMLP._get_backward_pre_hooks ~DecoderMLP._get_name ~DecoderMLP._load_from_state_dict ~DecoderMLP._log_dict_through_fabric ~DecoderMLP._logger_supports ~DecoderMLP._maybe_warn_non_full_backward_hook ~DecoderMLP._named_members ~DecoderMLP._on_before_batch_transfer ~DecoderMLP._pkg ~DecoderMLP._register_load_state_dict_pre_hook ~DecoderMLP._register_state_dict_hook ~DecoderMLP._replicate_for_data_parallel ~DecoderMLP._save_to_state_dict ~DecoderMLP._set_hparams ~DecoderMLP._slow_forward ~DecoderMLP._to_hparams_dict ~DecoderMLP._verify_is_manual_optimization ~DecoderMLP._wrapped_call_impl ~DecoderMLP.add_module ~DecoderMLP.all_gather ~DecoderMLP.apply ~DecoderMLP.backward ~DecoderMLP.bfloat16 ~DecoderMLP.buffers ~DecoderMLP.calculate_prediction_actual_by_variable ~DecoderMLP.children ~DecoderMLP.clip_gradients ~DecoderMLP.compile ~DecoderMLP.configure_callbacks ~DecoderMLP.configure_gradient_clipping ~DecoderMLP.configure_model ~DecoderMLP.configure_optimizers ~DecoderMLP.configure_sharded_model ~DecoderMLP.cpu ~DecoderMLP.create_log ~DecoderMLP.cuda ~DecoderMLP.deduce_default_output_parameters ~DecoderMLP.double ~DecoderMLP.eval ~DecoderMLP.extra_repr ~DecoderMLP.extract_features ~DecoderMLP.float ~DecoderMLP.forward ~DecoderMLP.freeze ~DecoderMLP.from_dataset ~DecoderMLP.get_buffer ~DecoderMLP.get_extra_state ~DecoderMLP.get_parameter ~DecoderMLP.get_submodule ~DecoderMLP.half ~DecoderMLP.ipu ~DecoderMLP.load_from_checkpoint ~DecoderMLP.load_state_dict ~DecoderMLP.log ~DecoderMLP.log_dict ~DecoderMLP.log_gradient_flow ~DecoderMLP.log_metrics ~DecoderMLP.log_prediction ~DecoderMLP.lr_scheduler_step ~DecoderMLP.lr_schedulers ~DecoderMLP.manual_backward ~DecoderMLP.modules ~DecoderMLP.mtia ~DecoderMLP.named_buffers ~DecoderMLP.named_children ~DecoderMLP.named_modules ~DecoderMLP.named_parameters ~DecoderMLP.on_after_backward ~DecoderMLP.on_after_batch_transfer ~DecoderMLP.on_before_backward ~DecoderMLP.on_before_batch_transfer ~DecoderMLP.on_before_optimizer_step ~DecoderMLP.on_before_zero_grad ~DecoderMLP.on_epoch_end ~DecoderMLP.on_fit_end ~DecoderMLP.on_fit_start ~DecoderMLP.on_load_checkpoint ~DecoderMLP.on_predict_batch_end ~DecoderMLP.on_predict_batch_start ~DecoderMLP.on_predict_end ~DecoderMLP.on_predict_epoch_end ~DecoderMLP.on_predict_epoch_start ~DecoderMLP.on_predict_model_eval ~DecoderMLP.on_predict_start ~DecoderMLP.on_save_checkpoint ~DecoderMLP.on_test_batch_end ~DecoderMLP.on_test_batch_start ~DecoderMLP.on_test_end ~DecoderMLP.on_test_epoch_end ~DecoderMLP.on_test_epoch_start ~DecoderMLP.on_test_model_eval ~DecoderMLP.on_test_model_train ~DecoderMLP.on_test_start ~DecoderMLP.on_train_batch_end ~DecoderMLP.on_train_batch_start ~DecoderMLP.on_train_end ~DecoderMLP.on_train_epoch_end ~DecoderMLP.on_train_epoch_start ~DecoderMLP.on_train_start ~DecoderMLP.on_validation_batch_end ~DecoderMLP.on_validation_batch_start ~DecoderMLP.on_validation_end ~DecoderMLP.on_validation_epoch_end ~DecoderMLP.on_validation_epoch_start ~DecoderMLP.on_validation_model_eval ~DecoderMLP.on_validation_model_train ~DecoderMLP.on_validation_model_zero_grad ~DecoderMLP.on_validation_start ~DecoderMLP.optimizer_step ~DecoderMLP.optimizer_zero_grad ~DecoderMLP.optimizers ~DecoderMLP.parameters ~DecoderMLP.plot_prediction ~DecoderMLP.plot_prediction_actual_by_variable ~DecoderMLP.predict ~DecoderMLP.predict_dataloader ~DecoderMLP.predict_dependency ~DecoderMLP.predict_step ~DecoderMLP.prepare_data ~DecoderMLP.print ~DecoderMLP.register_backward_hook ~DecoderMLP.register_buffer ~DecoderMLP.register_forward_hook ~DecoderMLP.register_forward_pre_hook ~DecoderMLP.register_full_backward_hook ~DecoderMLP.register_full_backward_pre_hook ~DecoderMLP.register_load_state_dict_post_hook ~DecoderMLP.register_load_state_dict_pre_hook ~DecoderMLP.register_module ~DecoderMLP.register_parameter ~DecoderMLP.register_state_dict_post_hook ~DecoderMLP.register_state_dict_pre_hook ~DecoderMLP.remove_ignored_hparams ~DecoderMLP.requires_grad_ ~DecoderMLP.save_hyperparameters ~DecoderMLP.set_extra_state ~DecoderMLP.set_submodule ~DecoderMLP.setup ~DecoderMLP.share_memory ~DecoderMLP.size ~DecoderMLP.state_dict ~DecoderMLP.step ~DecoderMLP.teardown ~DecoderMLP.test_dataloader ~DecoderMLP.test_step ~DecoderMLP.to ~DecoderMLP.to_empty ~DecoderMLP.to_network_output ~DecoderMLP.to_onnx ~DecoderMLP.to_prediction ~DecoderMLP.to_quantiles ~DecoderMLP.to_tensorrt ~DecoderMLP.to_torchscript ~DecoderMLP.toggle_optimizer ~DecoderMLP.toggled_optimizer ~DecoderMLP.train ~DecoderMLP.train_dataloader ~DecoderMLP.training_step ~DecoderMLP.transfer_batch_to_device ~DecoderMLP.transform_output ~DecoderMLP.type ~DecoderMLP.unfreeze ~DecoderMLP.untoggle_optimizer ~DecoderMLP.val_dataloader ~DecoderMLP.validation_step ~DecoderMLP.xpu ~DecoderMLP.zero_grad .. rubric:: Attributes .. autosummary:: ~DecoderMLP.CHECKPOINT_HYPER_PARAMS_KEY ~DecoderMLP.CHECKPOINT_HYPER_PARAMS_NAME ~DecoderMLP.CHECKPOINT_HYPER_PARAMS_SPECIAL_KEY ~DecoderMLP.CHECKPOINT_HYPER_PARAMS_TYPE ~DecoderMLP.T_destination ~DecoderMLP.__annotations__ ~DecoderMLP.__dict__ ~DecoderMLP.__doc__ ~DecoderMLP.__jit_unused_properties__ ~DecoderMLP.__module__ ~DecoderMLP.__weakref__ ~DecoderMLP._compiled_call_impl ~DecoderMLP._jit_is_scripting ~DecoderMLP._version ~DecoderMLP.automatic_optimization ~DecoderMLP.call_super_init ~DecoderMLP.categorical_groups_mapping ~DecoderMLP.categoricals ~DecoderMLP.current_epoch ~DecoderMLP.current_stage ~DecoderMLP.decoder_reals_positions ~DecoderMLP.decoder_variables ~DecoderMLP.device ~DecoderMLP.device_mesh ~DecoderMLP.dtype ~DecoderMLP.dump_patches ~DecoderMLP.encoder_variables ~DecoderMLP.example_input_array ~DecoderMLP.fabric ~DecoderMLP.global_rank ~DecoderMLP.global_step ~DecoderMLP.hparams ~DecoderMLP.hparams_initial ~DecoderMLP.local_rank ~DecoderMLP.log_interval ~DecoderMLP.logger ~DecoderMLP.loggers ~DecoderMLP.n_targets ~DecoderMLP.on_gpu ~DecoderMLP.predicting ~DecoderMLP.reals ~DecoderMLP.static_variables ~DecoderMLP.strict_loading ~DecoderMLP.target_names ~DecoderMLP.target_positions ~DecoderMLP.trainer ~DecoderMLP.training ~DecoderMLP._parameters ~DecoderMLP._buffers ~DecoderMLP._non_persistent_buffers_set ~DecoderMLP._backward_pre_hooks ~DecoderMLP._backward_hooks ~DecoderMLP._is_full_backward_hook ~DecoderMLP._forward_hooks ~DecoderMLP._forward_hooks_with_kwargs ~DecoderMLP._forward_hooks_always_called ~DecoderMLP._forward_pre_hooks ~DecoderMLP._forward_pre_hooks_with_kwargs ~DecoderMLP._state_dict_hooks ~DecoderMLP._load_state_dict_pre_hooks ~DecoderMLP._state_dict_pre_hooks ~DecoderMLP._load_state_dict_post_hooks ~DecoderMLP._modules