dsipts.PatchTST
===============

.. currentmodule:: dsipts

.. autoclass:: PatchTST

   
   .. automethod:: __init__

   
   .. rubric:: Methods

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

   
   
   .. rubric:: Attributes

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