dsipts.Samformer
================

.. currentmodule:: dsipts

.. autoclass:: Samformer

   
   .. automethod:: __init__

   
   .. rubric:: Methods

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

   
   
   .. rubric:: Attributes

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