dsipts.Informer
===============

.. currentmodule:: dsipts

.. autoclass:: Informer

   
   .. automethod:: __init__

   
   .. rubric:: Methods

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

   
   
   .. rubric:: Attributes

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