Gensim Doc2Vec generating huge file for model

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I am trying to run doc2vec library from gensim package. My problem is that when I am training and saving the model the model file is rather large(2.5 GB) I tried using this line :

model.estimate_memory()

But it didn't change anything. I also have tried to change max_vocab_size to decrease the space. But there was not luck. Can somebody help me with this matter?

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