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