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Tensorflow has grown to be the de facto ML platform, popular within both industry and research. The demand and support for Tensorflow has contributed to host of OSS libraries, tools and frameworks around training and serving ML models. The Tensorflow Serving is a project built to focus on the inference aspect for serving ML models in a distributed, production environment.