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PyText is a deep-learning based NLP modeling framework built on PyTorch. PyText addresses the often-conflicting requirements of enabling rapid experimentation and of serving models at scale. We use PyText at Facebook to iterate quickly on new modeling ideas and then seamlessly ship them at scale.