Implementing SoTA algorithms, integrating them into the network to aim for acceleration!
In the field of NLP, one approach to improving accuracy is the introduction of memory layers. However, storing a large amount of memory can lead to the problem of slow retrieval times. To solve this, speeding up approximate nearest neighbor search can enable high accuracy for the network. 【Technical Details】 ■Acceleration of Faiss - Implementing state-of-the-art algorithms and aiming for acceleration by integrating them into the network. ■Development of approximate nearest neighbor search algorithms - Further tuning Faiss to aim for overall acceleration during training. *For more details, please download the PDF or feel free to contact us.
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【Goal Image】 ■High Precision of NLP Networks By accelerating approximate nearest neighbor search, it is possible to utilize a massive memory layer. ■Efficient Use of Storage By storing memories not only in the GPU but also in storage, we aim to improve accuracy while minimizing GPU memory consumption. *For more details, please download the PDF or feel free to contact us.
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For more details, please download the PDF or feel free to contact us.
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Smart Group provides a diverse range of high-quality IT services to customers in the manufacturing industry, particularly in the automotive sector, with "ENGINEERING × VISUALIZATION" as its core competence. Leveraging the group's comprehensive capabilities, we pride ourselves on our ability to flexibly respond to various needs while aiming to enrich future living and actively challenging new fields. ■ Smartscape Inc. Engaged in the development of information systems that support design, manufacturing, production, and sales, as well as the development and sale of products characterized by efficiency tools, IoT, AI development, UI/UX design development, and 3D technology. ■ Smart Engineer Inc. Offers system service business that stably supports IT infrastructure and a new technology development business represented by content production using 3DCG, the metaverse, and XR. ■ Smart Implement Inc. Provides engineering services that demonstrate high technical capabilities in areas such as vehicle control system development.