Apache has added the ONNX Runtime to Apache OpenNLP. The addition works in the direction of the aim of OpenNLP to bridge the hole between fashionable deep studying NLP fashions and Apache OpenNLP’s ease of use as a Java NLP library.
Apache OpenNLP is an open supply machine studying library for pure language processing (NLP) for Java. It’s utilized by a variety of Apache open supply functions, together with Apache Solr, Apache UIMA, and Apache Lucene, in addition to many business and analysis functions.
OpenNLP offers NLP capabilities for sentence detection, tokenization, parts-of-speech, lemmatization, language detection, and named-entity recognition utilizing most entropy and perceptron-based algorithms. The Apache OpenNLP library comprises a number of parts that may be mixed to construct a full pure language processing pipeline. Elements include components that can be utilized to execute the respective pure language processing job, to coach a mannequin and infrequently additionally to judge a mannequin. Every of those services is accessible through its API,
Apache OpenNLP’s NLP most entropy and perceptron mannequin coaching strategies have comparatively low overhead, and may be educated with out the necessity for GPUs, however the builders admit that the educated fashions can fall wanting the efficiency of recent NLP fashions that use the transformer structure.
The addition of ONNX Runtime is designed to beat this. ONNX Runtime is a runtime accelerator for fashions educated from deep studying frameworks that’s optimized for efficiency. With Apache OpenNLP 2.0, transformer-based fashions, equivalent to these out there by means of the Hugging Face Hub, may be transformed to ONNX and used straight from Apache OpenNLP through ONNX Runtime.
The Hugging Face Hub is a platform with over 60K fashions, 6K datasets, and 6K demos through which folks can collaborate of their ML workflows. The Hub works as a central place the place anybody can share, discover, uncover, and experiment with open-source machine studying.
Apache OpenNLP 2.0 is out there now.
Apache OpenNLP Web site
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