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