pytorch\_forecasting.models.base.\_tslib\_base\_model\_v2.TslibBaseModel
========================================================================

.. currentmodule:: pytorch_forecasting.models.base._tslib_base_model_v2

.. autoclass:: TslibBaseModel

   
   .. automethod:: __init__

   
   .. rubric:: Methods

   .. autosummary::
   
      ~TslibBaseModel.__call__
      ~TslibBaseModel.__delattr__
      ~TslibBaseModel.__dir__
      ~TslibBaseModel.__eq__
      ~TslibBaseModel.__format__
      ~TslibBaseModel.__ge__
      ~TslibBaseModel.__getattr__
      ~TslibBaseModel.__getattribute__
      ~TslibBaseModel.__getstate__
      ~TslibBaseModel.__gt__
      ~TslibBaseModel.__hash__
      ~TslibBaseModel.__init_subclass__
      ~TslibBaseModel.__le__
      ~TslibBaseModel.__lt__
      ~TslibBaseModel.__ne__
      ~TslibBaseModel.__new__
      ~TslibBaseModel.__reduce__
      ~TslibBaseModel.__reduce_ex__
      ~TslibBaseModel.__repr__
      ~TslibBaseModel.__setattr__
      ~TslibBaseModel.__setstate__
      ~TslibBaseModel.__sizeof__
      ~TslibBaseModel.__str__
      ~TslibBaseModel.__subclasshook__
      ~TslibBaseModel._apply
      ~TslibBaseModel._apply_batch_transfer_handler
      ~TslibBaseModel._call_batch_hook
      ~TslibBaseModel._call_impl
      ~TslibBaseModel._get_backward_hooks
      ~TslibBaseModel._get_backward_pre_hooks
      ~TslibBaseModel._get_name
      ~TslibBaseModel._get_optimizer
      ~TslibBaseModel._get_scheduler
      ~TslibBaseModel._init_network
      ~TslibBaseModel._load_from_state_dict
      ~TslibBaseModel._log_dict_through_fabric
      ~TslibBaseModel._maybe_warn_non_full_backward_hook
      ~TslibBaseModel._named_members
      ~TslibBaseModel._on_before_batch_transfer
      ~TslibBaseModel._register_load_state_dict_pre_hook
      ~TslibBaseModel._register_state_dict_hook
      ~TslibBaseModel._replicate_for_data_parallel
      ~TslibBaseModel._save_to_state_dict
      ~TslibBaseModel._set_hparams
      ~TslibBaseModel._slow_forward
      ~TslibBaseModel._to_hparams_dict
      ~TslibBaseModel._verify_is_manual_optimization
      ~TslibBaseModel._wrapped_call_impl
      ~TslibBaseModel.add_module
      ~TslibBaseModel.all_gather
      ~TslibBaseModel.apply
      ~TslibBaseModel.backward
      ~TslibBaseModel.bfloat16
      ~TslibBaseModel.buffers
      ~TslibBaseModel.children
      ~TslibBaseModel.clip_gradients
      ~TslibBaseModel.compile
      ~TslibBaseModel.configure_callbacks
      ~TslibBaseModel.configure_gradient_clipping
      ~TslibBaseModel.configure_model
      ~TslibBaseModel.configure_optimizers
      ~TslibBaseModel.configure_sharded_model
      ~TslibBaseModel.cpu
      ~TslibBaseModel.cuda
      ~TslibBaseModel.double
      ~TslibBaseModel.eval
      ~TslibBaseModel.extra_repr
      ~TslibBaseModel.float
      ~TslibBaseModel.forward
      ~TslibBaseModel.freeze
      ~TslibBaseModel.get_buffer
      ~TslibBaseModel.get_extra_state
      ~TslibBaseModel.get_parameter
      ~TslibBaseModel.get_submodule
      ~TslibBaseModel.half
      ~TslibBaseModel.ipu
      ~TslibBaseModel.load_from_checkpoint
      ~TslibBaseModel.load_state_dict
      ~TslibBaseModel.log
      ~TslibBaseModel.log_dict
      ~TslibBaseModel.log_metrics
      ~TslibBaseModel.lr_scheduler_step
      ~TslibBaseModel.lr_schedulers
      ~TslibBaseModel.manual_backward
      ~TslibBaseModel.modules
      ~TslibBaseModel.mtia
      ~TslibBaseModel.named_buffers
      ~TslibBaseModel.named_children
      ~TslibBaseModel.named_modules
      ~TslibBaseModel.named_parameters
      ~TslibBaseModel.on_after_backward
      ~TslibBaseModel.on_after_batch_transfer
      ~TslibBaseModel.on_before_backward
      ~TslibBaseModel.on_before_batch_transfer
      ~TslibBaseModel.on_before_optimizer_step
      ~TslibBaseModel.on_before_zero_grad
      ~TslibBaseModel.on_fit_end
      ~TslibBaseModel.on_fit_start
      ~TslibBaseModel.on_load_checkpoint
      ~TslibBaseModel.on_predict_batch_end
      ~TslibBaseModel.on_predict_batch_start
      ~TslibBaseModel.on_predict_end
      ~TslibBaseModel.on_predict_epoch_end
      ~TslibBaseModel.on_predict_epoch_start
      ~TslibBaseModel.on_predict_model_eval
      ~TslibBaseModel.on_predict_start
      ~TslibBaseModel.on_save_checkpoint
      ~TslibBaseModel.on_test_batch_end
      ~TslibBaseModel.on_test_batch_start
      ~TslibBaseModel.on_test_end
      ~TslibBaseModel.on_test_epoch_end
      ~TslibBaseModel.on_test_epoch_start
      ~TslibBaseModel.on_test_model_eval
      ~TslibBaseModel.on_test_model_train
      ~TslibBaseModel.on_test_start
      ~TslibBaseModel.on_train_batch_end
      ~TslibBaseModel.on_train_batch_start
      ~TslibBaseModel.on_train_end
      ~TslibBaseModel.on_train_epoch_end
      ~TslibBaseModel.on_train_epoch_start
      ~TslibBaseModel.on_train_start
      ~TslibBaseModel.on_validation_batch_end
      ~TslibBaseModel.on_validation_batch_start
      ~TslibBaseModel.on_validation_end
      ~TslibBaseModel.on_validation_epoch_end
      ~TslibBaseModel.on_validation_epoch_start
      ~TslibBaseModel.on_validation_model_eval
      ~TslibBaseModel.on_validation_model_train
      ~TslibBaseModel.on_validation_model_zero_grad
      ~TslibBaseModel.on_validation_start
      ~TslibBaseModel.optimizer_step
      ~TslibBaseModel.optimizer_zero_grad
      ~TslibBaseModel.optimizers
      ~TslibBaseModel.parameters
      ~TslibBaseModel.predict
      ~TslibBaseModel.predict_dataloader
      ~TslibBaseModel.predict_step
      ~TslibBaseModel.prepare_data
      ~TslibBaseModel.print
      ~TslibBaseModel.register_backward_hook
      ~TslibBaseModel.register_buffer
      ~TslibBaseModel.register_forward_hook
      ~TslibBaseModel.register_forward_pre_hook
      ~TslibBaseModel.register_full_backward_hook
      ~TslibBaseModel.register_full_backward_pre_hook
      ~TslibBaseModel.register_load_state_dict_post_hook
      ~TslibBaseModel.register_load_state_dict_pre_hook
      ~TslibBaseModel.register_module
      ~TslibBaseModel.register_parameter
      ~TslibBaseModel.register_state_dict_post_hook
      ~TslibBaseModel.register_state_dict_pre_hook
      ~TslibBaseModel.remove_ignored_hparams
      ~TslibBaseModel.requires_grad_
      ~TslibBaseModel.save_hyperparameters
      ~TslibBaseModel.set_extra_state
      ~TslibBaseModel.set_submodule
      ~TslibBaseModel.setup
      ~TslibBaseModel.share_memory
      ~TslibBaseModel.state_dict
      ~TslibBaseModel.teardown
      ~TslibBaseModel.test_dataloader
      ~TslibBaseModel.test_step
      ~TslibBaseModel.to
      ~TslibBaseModel.to_empty
      ~TslibBaseModel.to_onnx
      ~TslibBaseModel.to_prediction
      ~TslibBaseModel.to_quantiles
      ~TslibBaseModel.to_tensorrt
      ~TslibBaseModel.to_torchscript
      ~TslibBaseModel.toggle_optimizer
      ~TslibBaseModel.toggled_optimizer
      ~TslibBaseModel.train
      ~TslibBaseModel.train_dataloader
      ~TslibBaseModel.training_step
      ~TslibBaseModel.transfer_batch_to_device
      ~TslibBaseModel.transform_output
      ~TslibBaseModel.type
      ~TslibBaseModel.unfreeze
      ~TslibBaseModel.untoggle_optimizer
      ~TslibBaseModel.val_dataloader
      ~TslibBaseModel.validation_step
      ~TslibBaseModel.xpu
      ~TslibBaseModel.zero_grad
   
   

   
   
   .. rubric:: Attributes

   .. autosummary::
   
      ~TslibBaseModel.CHECKPOINT_HYPER_PARAMS_KEY
      ~TslibBaseModel.CHECKPOINT_HYPER_PARAMS_NAME
      ~TslibBaseModel.CHECKPOINT_HYPER_PARAMS_TYPE
      ~TslibBaseModel.T_destination
      ~TslibBaseModel._OPTIMIZER_REGISTRY
      ~TslibBaseModel._SCHEDULER_REGISTRY
      ~TslibBaseModel.__annotations__
      ~TslibBaseModel.__dict__
      ~TslibBaseModel.__doc__
      ~TslibBaseModel.__jit_unused_properties__
      ~TslibBaseModel.__module__
      ~TslibBaseModel.__weakref__
      ~TslibBaseModel._compiled_call_impl
      ~TslibBaseModel._jit_is_scripting
      ~TslibBaseModel._version
      ~TslibBaseModel.automatic_optimization
      ~TslibBaseModel.call_super_init
      ~TslibBaseModel.current_epoch
      ~TslibBaseModel.device
      ~TslibBaseModel.device_mesh
      ~TslibBaseModel.dtype
      ~TslibBaseModel.dump_patches
      ~TslibBaseModel.example_input_array
      ~TslibBaseModel.fabric
      ~TslibBaseModel.global_rank
      ~TslibBaseModel.global_step
      ~TslibBaseModel.hparams
      ~TslibBaseModel.hparams_initial
      ~TslibBaseModel.local_rank
      ~TslibBaseModel.logger
      ~TslibBaseModel.loggers
      ~TslibBaseModel.on_gpu
      ~TslibBaseModel.strict_loading
      ~TslibBaseModel.trainer
      ~TslibBaseModel.training
      ~TslibBaseModel._parameters
      ~TslibBaseModel._buffers
      ~TslibBaseModel._non_persistent_buffers_set
      ~TslibBaseModel._backward_pre_hooks
      ~TslibBaseModel._backward_hooks
      ~TslibBaseModel._is_full_backward_hook
      ~TslibBaseModel._forward_hooks
      ~TslibBaseModel._forward_hooks_with_kwargs
      ~TslibBaseModel._forward_hooks_always_called
      ~TslibBaseModel._forward_pre_hooks
      ~TslibBaseModel._forward_pre_hooks_with_kwargs
      ~TslibBaseModel._state_dict_hooks
      ~TslibBaseModel._load_state_dict_pre_hooks
      ~TslibBaseModel._state_dict_pre_hooks
      ~TslibBaseModel._load_state_dict_post_hooks
      ~TslibBaseModel._modules