Better deleting all reference

import gc


del model

gc.collect()
torch.cuda.empty_cache()

# check memory
print(torch.cuda.memory_allocated())


del gen_nlp
del tokenizer_ctrl

gc.collect()
torch.cuda.empty_cache()

# check memory again
print(torch.cuda.memory_allocated())