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