Shypd.aiThe largest open index of AI toolsMLServer is an open-source inference server for machine learning models, providing REST and gRPC interfaces. It supports multi-model serving, adaptive batching, and integration with Kubernetes native frameworks.
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MLServer is an open-source inference server designed to simplify the deployment and serving of machine learning models. It offers both REST and gRPC interfaces, fully compliant with KFServing's V2 Dataplane specification. Key capabilities include multi-model serving, allowing users to run multiple models within the same process, and the ability to run inference in parallel for vertical scaling through a pool of inference workers. MLServer also supports adaptive batching to group inference requests on the fly, enhancing efficiency. It integrates seamlessly with Kubernetes native frameworks like Seldon Core and KServe, making it a core Python inference server for scalable model deployment. The tool provides pre-packaged runtimes for popular frameworks such as Scikit-Learn, XGBoost, and HuggingFace, with options for custom runtimes.
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Free
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