pytorch\_forecasting.models.dlinear.\_dlinear\_v2.DLinear ========================================================= .. currentmodule:: pytorch_forecasting.models.dlinear._dlinear_v2 .. autoclass:: DLinear .. automethod:: __init__ .. rubric:: Methods .. autosummary:: ~DLinear.__call__ ~DLinear.__delattr__ ~DLinear.__dir__ ~DLinear.__eq__ ~DLinear.__format__ ~DLinear.__ge__ ~DLinear.__getattr__ ~DLinear.__getattribute__ ~DLinear.__getstate__ ~DLinear.__gt__ ~DLinear.__hash__ ~DLinear.__init_subclass__ ~DLinear.__le__ ~DLinear.__lt__ ~DLinear.__ne__ ~DLinear.__new__ ~DLinear.__reduce__ ~DLinear.__reduce_ex__ ~DLinear.__repr__ ~DLinear.__setattr__ ~DLinear.__setstate__ ~DLinear.__sizeof__ ~DLinear.__str__ ~DLinear.__subclasshook__ ~DLinear._apply ~DLinear._apply_batch_transfer_handler ~DLinear._call_batch_hook ~DLinear._call_impl ~DLinear._encoder ~DLinear._get_backward_hooks ~DLinear._get_backward_pre_hooks ~DLinear._get_name ~DLinear._get_optimizer ~DLinear._get_scheduler ~DLinear._init_network ~DLinear._load_from_state_dict ~DLinear._log_dict_through_fabric ~DLinear._maybe_warn_non_full_backward_hook ~DLinear._named_members ~DLinear._on_before_batch_transfer ~DLinear._pkg ~DLinear._prepare_input_data ~DLinear._process_individual_features ~DLinear._register_load_state_dict_pre_hook ~DLinear._register_state_dict_hook ~DLinear._replicate_for_data_parallel ~DLinear._reshape_output ~DLinear._save_to_state_dict ~DLinear._set_hparams ~DLinear._slow_forward ~DLinear._to_hparams_dict ~DLinear._verify_is_manual_optimization ~DLinear._weight_init ~DLinear._wrapped_call_impl ~DLinear.add_module ~DLinear.all_gather ~DLinear.apply ~DLinear.backward ~DLinear.bfloat16 ~DLinear.buffers ~DLinear.children ~DLinear.clip_gradients ~DLinear.compile ~DLinear.configure_callbacks ~DLinear.configure_gradient_clipping ~DLinear.configure_model ~DLinear.configure_optimizers ~DLinear.configure_sharded_model ~DLinear.cpu ~DLinear.cuda ~DLinear.double ~DLinear.eval ~DLinear.extra_repr ~DLinear.float ~DLinear.forward ~DLinear.freeze ~DLinear.get_buffer ~DLinear.get_extra_state ~DLinear.get_parameter ~DLinear.get_submodule ~DLinear.half ~DLinear.ipu ~DLinear.load_from_checkpoint ~DLinear.load_state_dict ~DLinear.log ~DLinear.log_dict ~DLinear.log_metrics ~DLinear.lr_scheduler_step ~DLinear.lr_schedulers ~DLinear.manual_backward ~DLinear.modules ~DLinear.mtia ~DLinear.named_buffers ~DLinear.named_children ~DLinear.named_modules ~DLinear.named_parameters ~DLinear.on_after_backward ~DLinear.on_after_batch_transfer ~DLinear.on_before_backward ~DLinear.on_before_batch_transfer ~DLinear.on_before_optimizer_step ~DLinear.on_before_zero_grad ~DLinear.on_fit_end ~DLinear.on_fit_start ~DLinear.on_load_checkpoint ~DLinear.on_predict_batch_end ~DLinear.on_predict_batch_start ~DLinear.on_predict_end ~DLinear.on_predict_epoch_end ~DLinear.on_predict_epoch_start ~DLinear.on_predict_model_eval ~DLinear.on_predict_start ~DLinear.on_save_checkpoint ~DLinear.on_test_batch_end ~DLinear.on_test_batch_start ~DLinear.on_test_end ~DLinear.on_test_epoch_end ~DLinear.on_test_epoch_start ~DLinear.on_test_model_eval ~DLinear.on_test_model_train ~DLinear.on_test_start ~DLinear.on_train_batch_end ~DLinear.on_train_batch_start ~DLinear.on_train_end ~DLinear.on_train_epoch_end ~DLinear.on_train_epoch_start ~DLinear.on_train_start ~DLinear.on_validation_batch_end ~DLinear.on_validation_batch_start ~DLinear.on_validation_end ~DLinear.on_validation_epoch_end ~DLinear.on_validation_epoch_start ~DLinear.on_validation_model_eval ~DLinear.on_validation_model_train ~DLinear.on_validation_model_zero_grad ~DLinear.on_validation_start ~DLinear.optimizer_step ~DLinear.optimizer_zero_grad ~DLinear.optimizers ~DLinear.parameters ~DLinear.predict ~DLinear.predict_dataloader ~DLinear.predict_step ~DLinear.prepare_data ~DLinear.print ~DLinear.register_backward_hook ~DLinear.register_buffer ~DLinear.register_forward_hook ~DLinear.register_forward_pre_hook ~DLinear.register_full_backward_hook ~DLinear.register_full_backward_pre_hook ~DLinear.register_load_state_dict_post_hook ~DLinear.register_load_state_dict_pre_hook ~DLinear.register_module ~DLinear.register_parameter ~DLinear.register_state_dict_post_hook ~DLinear.register_state_dict_pre_hook ~DLinear.remove_ignored_hparams ~DLinear.requires_grad_ ~DLinear.save_hyperparameters ~DLinear.set_extra_state ~DLinear.set_submodule ~DLinear.setup ~DLinear.share_memory ~DLinear.state_dict ~DLinear.teardown ~DLinear.test_dataloader ~DLinear.test_step ~DLinear.to ~DLinear.to_empty ~DLinear.to_onnx ~DLinear.to_prediction ~DLinear.to_quantiles ~DLinear.to_tensorrt ~DLinear.to_torchscript ~DLinear.toggle_optimizer ~DLinear.toggled_optimizer ~DLinear.train ~DLinear.train_dataloader ~DLinear.training_step ~DLinear.transfer_batch_to_device ~DLinear.transform_output ~DLinear.type ~DLinear.unfreeze ~DLinear.untoggle_optimizer ~DLinear.val_dataloader ~DLinear.validation_step ~DLinear.xpu ~DLinear.zero_grad .. rubric:: Attributes .. autosummary:: ~DLinear.CHECKPOINT_HYPER_PARAMS_KEY ~DLinear.CHECKPOINT_HYPER_PARAMS_NAME ~DLinear.CHECKPOINT_HYPER_PARAMS_TYPE ~DLinear.T_destination ~DLinear._OPTIMIZER_REGISTRY ~DLinear._SCHEDULER_REGISTRY ~DLinear.__annotations__ ~DLinear.__dict__ ~DLinear.__doc__ ~DLinear.__jit_unused_properties__ ~DLinear.__module__ ~DLinear.__weakref__ ~DLinear._compiled_call_impl ~DLinear._jit_is_scripting ~DLinear._version ~DLinear.automatic_optimization ~DLinear.call_super_init ~DLinear.current_epoch ~DLinear.device ~DLinear.device_mesh ~DLinear.dtype ~DLinear.dump_patches ~DLinear.example_input_array ~DLinear.fabric ~DLinear.global_rank ~DLinear.global_step ~DLinear.hparams ~DLinear.hparams_initial ~DLinear.local_rank ~DLinear.logger ~DLinear.loggers ~DLinear.on_gpu ~DLinear.strict_loading ~DLinear.trainer ~DLinear.training ~DLinear._parameters ~DLinear._buffers ~DLinear._non_persistent_buffers_set ~DLinear._backward_pre_hooks ~DLinear._backward_hooks ~DLinear._is_full_backward_hook ~DLinear._forward_hooks ~DLinear._forward_hooks_with_kwargs ~DLinear._forward_hooks_always_called ~DLinear._forward_pre_hooks ~DLinear._forward_pre_hooks_with_kwargs ~DLinear._state_dict_hooks ~DLinear._load_state_dict_pre_hooks ~DLinear._state_dict_pre_hooks ~DLinear._load_state_dict_post_hooks ~DLinear._modules