pytorch\_forecasting.models.samformer.\_samformer\_v2.Samformer =============================================================== .. currentmodule:: pytorch_forecasting.models.samformer._samformer_v2 .. autoclass:: Samformer .. automethod:: __init__ .. rubric:: Methods .. autosummary:: ~Samformer.__call__ ~Samformer.__delattr__ ~Samformer.__dir__ ~Samformer.__eq__ ~Samformer.__format__ ~Samformer.__ge__ ~Samformer.__getattr__ ~Samformer.__getattribute__ ~Samformer.__getstate__ ~Samformer.__gt__ ~Samformer.__hash__ ~Samformer.__init_subclass__ ~Samformer.__le__ ~Samformer.__lt__ ~Samformer.__ne__ ~Samformer.__new__ ~Samformer.__reduce__ ~Samformer.__reduce_ex__ ~Samformer.__repr__ ~Samformer.__setattr__ ~Samformer.__setstate__ ~Samformer.__sizeof__ ~Samformer.__str__ ~Samformer.__subclasshook__ ~Samformer._apply ~Samformer._apply_batch_transfer_handler ~Samformer._call_batch_hook ~Samformer._call_impl ~Samformer._get_backward_hooks ~Samformer._get_backward_pre_hooks ~Samformer._get_name ~Samformer._get_optimizer ~Samformer._get_scheduler ~Samformer._load_from_state_dict ~Samformer._log_dict_through_fabric ~Samformer._maybe_warn_non_full_backward_hook ~Samformer._named_members ~Samformer._on_before_batch_transfer ~Samformer._pkg ~Samformer._register_load_state_dict_pre_hook ~Samformer._register_state_dict_hook ~Samformer._replicate_for_data_parallel ~Samformer._save_to_state_dict ~Samformer._scaled_dot_product_attention ~Samformer._set_hparams ~Samformer._slow_forward ~Samformer._to_hparams_dict ~Samformer._verify_is_manual_optimization ~Samformer._wrapped_call_impl ~Samformer.add_module ~Samformer.all_gather ~Samformer.apply ~Samformer.backward ~Samformer.bfloat16 ~Samformer.buffers ~Samformer.children ~Samformer.clip_gradients ~Samformer.compile ~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.ipu ~Samformer.load_from_checkpoint ~Samformer.load_state_dict ~Samformer.log ~Samformer.log_dict ~Samformer.log_metrics ~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 ~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.remove_ignored_hparams ~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_prediction ~Samformer.to_quantiles ~Samformer.to_tensorrt ~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._OPTIMIZER_REGISTRY ~Samformer._SCHEDULER_REGISTRY ~Samformer.__annotations__ ~Samformer.__dict__ ~Samformer.__doc__ ~Samformer.__jit_unused_properties__ ~Samformer.__module__ ~Samformer.__weakref__ ~Samformer._compiled_call_impl ~Samformer._jit_is_scripting ~Samformer._version ~Samformer.automatic_optimization ~Samformer.call_super_init ~Samformer.current_epoch ~Samformer.device ~Samformer.device_mesh ~Samformer.dtype ~Samformer.dump_patches ~Samformer.example_input_array ~Samformer.fabric ~Samformer.global_rank ~Samformer.global_step ~Samformer.hparams ~Samformer.hparams_initial ~Samformer.local_rank ~Samformer.logger ~Samformer.loggers ~Samformer.on_gpu ~Samformer.strict_loading ~Samformer.trainer ~Samformer.training ~Samformer._parameters ~Samformer._buffers ~Samformer._non_persistent_buffers_set ~Samformer._backward_pre_hooks ~Samformer._backward_hooks ~Samformer._is_full_backward_hook ~Samformer._forward_hooks ~Samformer._forward_hooks_with_kwargs ~Samformer._forward_hooks_always_called ~Samformer._forward_pre_hooks ~Samformer._forward_pre_hooks_with_kwargs ~Samformer._state_dict_hooks ~Samformer._load_state_dict_pre_hooks ~Samformer._state_dict_pre_hooks ~Samformer._load_state_dict_post_hooks ~Samformer._modules