dsipts.Autoformer
=================

.. currentmodule:: dsipts

.. autoclass:: Autoformer

   
   .. automethod:: __init__

   
   .. rubric:: Methods

   .. autosummary::
   
      ~Autoformer.__init__
      ~Autoformer.add_module
      ~Autoformer.all_gather
      ~Autoformer.apply
      ~Autoformer.backward
      ~Autoformer.bfloat16
      ~Autoformer.buffers
      ~Autoformer.children
      ~Autoformer.clip_gradients
      ~Autoformer.compile
      ~Autoformer.compute_loss
      ~Autoformer.configure_callbacks
      ~Autoformer.configure_gradient_clipping
      ~Autoformer.configure_model
      ~Autoformer.configure_optimizers
      ~Autoformer.configure_sharded_model
      ~Autoformer.cpu
      ~Autoformer.cuda
      ~Autoformer.double
      ~Autoformer.eval
      ~Autoformer.extra_repr
      ~Autoformer.float
      ~Autoformer.forward
      ~Autoformer.freeze
      ~Autoformer.get_buffer
      ~Autoformer.get_extra_state
      ~Autoformer.get_parameter
      ~Autoformer.get_submodule
      ~Autoformer.half
      ~Autoformer.inference
      ~Autoformer.ipu
      ~Autoformer.load_from_checkpoint
      ~Autoformer.load_state_dict
      ~Autoformer.log
      ~Autoformer.log_dict
      ~Autoformer.lr_scheduler_step
      ~Autoformer.lr_schedulers
      ~Autoformer.manual_backward
      ~Autoformer.modules
      ~Autoformer.mtia
      ~Autoformer.named_buffers
      ~Autoformer.named_children
      ~Autoformer.named_modules
      ~Autoformer.named_parameters
      ~Autoformer.on_after_backward
      ~Autoformer.on_after_batch_transfer
      ~Autoformer.on_before_backward
      ~Autoformer.on_before_batch_transfer
      ~Autoformer.on_before_optimizer_step
      ~Autoformer.on_before_zero_grad
      ~Autoformer.on_fit_end
      ~Autoformer.on_fit_start
      ~Autoformer.on_load_checkpoint
      ~Autoformer.on_predict_batch_end
      ~Autoformer.on_predict_batch_start
      ~Autoformer.on_predict_end
      ~Autoformer.on_predict_epoch_end
      ~Autoformer.on_predict_epoch_start
      ~Autoformer.on_predict_model_eval
      ~Autoformer.on_predict_start
      ~Autoformer.on_save_checkpoint
      ~Autoformer.on_test_batch_end
      ~Autoformer.on_test_batch_start
      ~Autoformer.on_test_end
      ~Autoformer.on_test_epoch_end
      ~Autoformer.on_test_epoch_start
      ~Autoformer.on_test_model_eval
      ~Autoformer.on_test_model_train
      ~Autoformer.on_test_start
      ~Autoformer.on_train_batch_end
      ~Autoformer.on_train_batch_start
      ~Autoformer.on_train_end
      ~Autoformer.on_train_epoch_end
      ~Autoformer.on_train_epoch_start
      ~Autoformer.on_train_start
      ~Autoformer.on_validation_batch_end
      ~Autoformer.on_validation_batch_start
      ~Autoformer.on_validation_end
      ~Autoformer.on_validation_epoch_end
      ~Autoformer.on_validation_epoch_start
      ~Autoformer.on_validation_model_eval
      ~Autoformer.on_validation_model_train
      ~Autoformer.on_validation_model_zero_grad
      ~Autoformer.on_validation_start
      ~Autoformer.optimizer_step
      ~Autoformer.optimizer_zero_grad
      ~Autoformer.optimizers
      ~Autoformer.parameters
      ~Autoformer.predict_dataloader
      ~Autoformer.predict_step
      ~Autoformer.prepare_data
      ~Autoformer.print
      ~Autoformer.register_backward_hook
      ~Autoformer.register_buffer
      ~Autoformer.register_forward_hook
      ~Autoformer.register_forward_pre_hook
      ~Autoformer.register_full_backward_hook
      ~Autoformer.register_full_backward_pre_hook
      ~Autoformer.register_load_state_dict_post_hook
      ~Autoformer.register_load_state_dict_pre_hook
      ~Autoformer.register_module
      ~Autoformer.register_parameter
      ~Autoformer.register_state_dict_post_hook
      ~Autoformer.register_state_dict_pre_hook
      ~Autoformer.requires_grad_
      ~Autoformer.save_hyperparameters
      ~Autoformer.set_extra_state
      ~Autoformer.set_submodule
      ~Autoformer.setup
      ~Autoformer.share_memory
      ~Autoformer.state_dict
      ~Autoformer.teardown
      ~Autoformer.test_dataloader
      ~Autoformer.test_step
      ~Autoformer.to
      ~Autoformer.to_empty
      ~Autoformer.to_onnx
      ~Autoformer.to_torchscript
      ~Autoformer.toggle_optimizer
      ~Autoformer.toggled_optimizer
      ~Autoformer.train
      ~Autoformer.train_dataloader
      ~Autoformer.training_step
      ~Autoformer.transfer_batch_to_device
      ~Autoformer.type
      ~Autoformer.unfreeze
      ~Autoformer.untoggle_optimizer
      ~Autoformer.val_dataloader
      ~Autoformer.validation_step
      ~Autoformer.xpu
      ~Autoformer.zero_grad
   
   

   
   
   .. rubric:: Attributes

   .. autosummary::
   
      ~Autoformer.CHECKPOINT_HYPER_PARAMS_KEY
      ~Autoformer.CHECKPOINT_HYPER_PARAMS_NAME
      ~Autoformer.CHECKPOINT_HYPER_PARAMS_TYPE
      ~Autoformer.T_destination
      ~Autoformer.automatic_optimization
      ~Autoformer.call_super_init
      ~Autoformer.current_epoch
      ~Autoformer.description
      ~Autoformer.device
      ~Autoformer.device_mesh
      ~Autoformer.dtype
      ~Autoformer.dump_patches
      ~Autoformer.example_input_array
      ~Autoformer.fabric
      ~Autoformer.global_rank
      ~Autoformer.global_step
      ~Autoformer.handle_categorical_variables
      ~Autoformer.handle_future_covariates
      ~Autoformer.handle_multivariate
      ~Autoformer.handle_quantile_loss
      ~Autoformer.hparams
      ~Autoformer.hparams_initial
      ~Autoformer.local_rank
      ~Autoformer.logger
      ~Autoformer.loggers
      ~Autoformer.on_gpu
      ~Autoformer.strict_loading
      ~Autoformer.trainer
      ~Autoformer.training