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