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Tensor RT is a platform for high-performance deep learning inference which includes an optimizer and runtime that minimizes latency and maximizes throughput in production.
BERT is applied to an expanding set of speech and NLP applications beyond conversational AI, all of which can take advantage of these optimizations.
Question Answering(QA) or Reading Comprehension is a very popular way to test the ability of models to understand context.
In our example, BERT provides a high-quality language model that is fine-tuned for question answering, but is suitable for other tasks such as sentence classification and sentiment analysis.
To pre-train BERT, you can either start with the pretrained checkpoints available online (Figure 1 (left)) or pre-train BERT on your own custom corpus (Figure 1 (right)).
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This is 17x faster than CPU-only platforms and is well within the 10ms latency budget necessary for conversational AI applications.
These optimizations make it practical to use BERT in production, for example, as part of a conversation AI service.
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