Current retrieval paradigms are complex, pipelined systems. Visit the #EMNLP2023 Google booth today at 10:30 AM to learn about 1-Pager, a system that aligns retrieval and reasoning as a unified task with a single Transformer-based model and decoding pass.
SYSTEMS
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Improving Performance for Large File Processing
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We are working to improve the performance in cases with more or larger files!
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Emergent Systems: Path Dependency Over Rigid Planning
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Less “unplanned” but more “emergent, contingent, and very path dependent.”
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PostgreSQL performs efficiently on minimal hardware infrastructure
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Sounds like easily within capabilities of Postgres on a surprisingly small box.
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Space-Integrated Cloud Computing: Satellite Connectivity and Edge
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One Step Beyond! Insights from #Space @MSCloud Join Us Dec 6 https://
bit.ly/3snVz9l 9am PT | 12pm ET | 6pm CET The #future of #cloud will also incorporate space, such as #satellite #connectivity and data, creating an ultimate #edge and enabling computing -
GPU Programming and Transformers: Essential ML Systems Knowledge
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fewer than 100 people deeply understand both (i) transformers and (ii) the GPU programming model want to learn machine learning? gain some esoteric systems knowledge; spend some time really learning CUDA
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RAG system reduces token input from 128k to 2k
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Exactly!
To complement on the end: thanks to the RAG system, the model was fed around 2k tokens each time, down from the 128k tokens of the original document. -
Why ACH Return Windows Lag Behind Database Capabilities
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“So what sort of information is in your newsletter? Stock tips?”
“No mostly it is for the sort of people who wonder why an ACH return window is as long as it is when databases are clearly capable of working faster than that.” -
GPU Memory Limits for Large Model Training on A100
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No I’ve gone higher, 2k would OOM error on an 80gb A100
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AI to label connections and detect threats in real time with TrustSystem
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We can also use AI to label incoming connections and automatically detect threats with a solution that adapts in real time! It is the 'TrustSystem' @orange #opentechdays