Shypd.aiThe largest open index of AI toolsx-deeplearning (XDL) is an industrial deep learning framework for high-dimension sparse data, optimized for scenarios like advertising, recommendation, and search. It offers performance enhancements for large batches and complete streaming training capabilities.
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x-deeplearning (XDL) is an industrial deep learning framework specifically designed and optimized for handling high-dimension sparse data, commonly found in applications such as advertising, recommendation systems, and search engines. The 1.2 version introduces significant performance optimizations for large batch and low concurrency scenarios, boasting a 50-100% improvement. It features advanced storage and communication optimizations, including automatic global parameter allocation and request merging, which effectively eliminate computation, storage, and communication hotspots in parameter servers. XDL also provides comprehensive streaming training capabilities, encompassing feature admission, feature elimination, incremental model export, and feature counting statistics. The framework is open-source under the Apache-2.0 license and is a product of Alibaba's engineering and algorithm teams.
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