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lr=self.hparams.lr) # create learning rate scheduler num_train_optimization_steps = self.hparams.num_train_epochs * len(train_dataloader) lr_scheduler = {'scheduler': get_linear_schedule_with_warmup(optimizer, num_warmup_steps=self.hparams.warmup_steps,