AI
STUN (Structured-Then-Unstructured) to deploy large models efficiently
Samyam Rajbhandari, Mert Hidayetoglu, Aurick Qiao, Ye Wang, Juncheng Yang, Jeff Rasley, Michael Wyatt, Yuxiong He
Snowflake Research Publications
Explore the latest academic insights from Snowflake to discover how our commitment to open research drives enterprise-scale innovation.
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AI
Arctic-TILT. Business Document Understanding at Sub-Billion Scale
Łukasz Borchmann, Michał Pietruszka, Wojciech Jaśkowski, Dawid Jurkiewicz, Piotr Halama, Paweł Józiak, Łukasz Garncarek, Paweł Liskowski, Karolina Szyndler, Andrzej Gretkowski, Julita Ołtusek, Gabriela Nowakowska, Artur Zawłocki, Łukasz Duhr, Paweł Dyda, Michał Turski
AI
Arctic Inference with Shift Parallelism: Fast and Efficient Open Source Inference System for Enterprise AI
Arctic Inference with Shift Parallelism: Fast and Efficient Open Source Inference System for Enterprise AI
AI
Universal Checkpointing: A Flexible and Efficient Distributed Checkpointing System for Large-Scale DNN Training with Reconfigurable Parallelis
Xinyu Lian, Sam Ade Jacobs, Lev Kurilenko, Masahiro Tanaka, Stas Bekman, Olatunji Ruwase, Minjia Zhang
Data Engineering
Snowpark: Performant, Secure, User-Friendly Data Engineering and AI/ML Next To Your Data
Brandon Baker, Elliott Brossard, Chenwei Xie, Zihao Ye, Deen Liu, Yijun Xie, Arthur Zwiegincew, Nitya Kumar Sharma, Gaurav Jain, Eugene Retunsky, Mike Halcrow, Derek Denny-Brown, Istvan Cseri, Tyler Akidau, Yuxiong He
AI
SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation
Aurick Qiao, Zhewei Yao, Samyam Rajbhandari, Yuxiong He
AI
Efficiently Serving LLM Reasoning Programs with Certaindex
Yichao Fu, Junda Chen, Siqi Zhu, Zheyu Fu, Zhongdongming Dai, Yonghao Zhuang, Yian Ma, Aurick Qiao, Tajana Rosing, Ion Stoica, Hao Zhang
Platform
Pruning in Snowflake: Working Smarter, Not Harder
Andreas Zimmerer, Damien Dam, Jan Kossmann, Juliane Waack, Ismail Oukid, Andreas Kipf
AI
ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration
Minghang Deng, Ashwin Ramachandran, Canwen Xu, Lanxiang Hu, Zhewei Yao, Anupam Datta, Hao Zhang
AI
SuffixDecoding: A Model-Free Approach to Speeding Up Large Language Model Inference
Gabriele Oliaro, Zhihao Jia, Daniel Campos, Aurick Qiao
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