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