Here is the rewritten article:
Matching Visits with Places of Interest using an SLM Transformer Decoder
NAVER Place, a popular South Korean search engine company, offers a geo-based service that provides detailed information about millions of businesses and points of interest across Korea. Users can search, review, and book places in real-time.
Adopting NVIDIA TensorRT-LLM for Superior Inference Performance
NAVER Place uses small language models (SLMs) to improve usability and are specialized for Place, Map, and Travel. To optimize SLM inference performance, NAVER Place adopted NVIDIA TensorRT-LLM, which accelerates and optimizes inference performance for large language models (LLMs) on NVIDIA GPUs.
Modularize IO Type Conversion by Model
The team encapsulated the IO data conversion process for each model and created a common function for conversion between pb_tensor and Pydantic, making it suitable for the base Triton Python model.
Modularizing the BLS Business Logic and Enhance Testability
The NAVER team modularized the business logic and preprocessing and postprocessing code in BLS to achieve lower coupling, making the code less complex and enhancing testability and maintainability.
Summary
NAVER Place has successfully optimized LLM engines using NVIDIA TensorRT-LLM and improved the usability of NVIDIA Triton Inference Server. Through this optimization, the team maximized GPU utilization, further enhancing the overall system efficiency. The entire process has helped to optimize multiple SLM-based vertical services, making NAVER Place more user-friendly.
FAQs
Q: What is NAVER Place?
A: NAVER Place is a geo-based service that provides detailed information about millions of businesses and points of interest across Korea.
Q: What are SLMs used for?
A: SLMs are used to improve usability and are specialized for Place, Map, and Travel.
Q: What is NVIDIA TensorRT-LLM?
A: NVIDIA TensorRT-LLM accelerates and optimizes inference performance for large language models (LLMs) on NVIDIA GPUs.
Q: What is Triton Inference Server?
A: Triton Inference Server is a platform for deploying and managing neural networks.
