dsipts.LinearTS
===============

.. currentmodule:: dsipts

.. autoclass:: LinearTS

   
   .. automethod:: __init__

   
   .. rubric:: Methods

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

   
   
   .. rubric:: Attributes

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