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How NVIDIA Uses SQL

79 engineering articles about SQL from NVIDIA's engineering team

Articles

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Intermediate
The article discusses the NVIDIA Multi-Agent Intelligent Warehouse (MAIW), an AI command layer designed to enhance operational efficiency and supply chain intelligence in automated warehouses.
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Advanced
NVIDIA's Sirius, an open-source GPU-native SQL engine, has set a new performance record on ClickBench, enhancing DuckDB with GPU-accelerated analytics.
Xiangyao Yu
6 min read
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Intermediate
The article discusses the integration of NVIDIA Nemotron RAG with Microsoft SQL Server 2025, showcasing how this collaboration enables the development of scalable AI applications on enterprise data.
Uttara Kumar
10 min read
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Intermediate
The article discusses the collaboration between IBM and NVIDIA to enhance large-scale data analytics through GPU-native Velox and NVIDIA cuDF, highlighting significant performance improvements over...
Gregory Kimball
7 min read
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The article discusses practical security advice for Large Language Model (LLM) applications based on findings from the NVIDIA AI Red Team.
Rich Harang
7 min read
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Intermediate
The article discusses the relevance of the Common Vulnerabilities and Exposures (CVE) system in relation to AI models, arguing that CVEs should be focused on the frameworks and applications that ut...
Rich Harang
7 min read
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Advanced
The article discusses the deployment of a serverless, distributed data processing architecture using Apache Spark and NVIDIA AI on Azure.
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Advanced
The article discusses optimizing Vanna's text-to-SQL inference using NVIDIA NIM to enhance analytics performance.
Divyansh Jain
7 min read
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The article discusses how Atgenomix SeqsLab leverages NVIDIA technologies to enhance health omics analysis for precision medicine.
Yu-Ting Lin
9 min read
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Advanced
The article discusses the use of GPU acceleration to enhance performance in Apache Spark applications, highlighting the challenges of migrating workloads from CPUs to GPUs.
Matt Ahrens
9 min read
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Intermediate
This article discusses the importance of data flywheels in maintaining the accuracy of AI systems over time, particularly in enterprise settings.
Shashank Verma
12 min read
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The article discusses how to accelerate Apache Parquet scans on Apache Spark using GPUs, specifically through the RAPIDS Accelerator for Apache Spark.
Matt Ahrens
7 min read
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Advanced
The article discusses the NVIDIA Aerial Omniverse Digital Twin (AODT), a platform designed to enhance the development of AI-native wireless technologies for 5G and 6G networks.
CC Chong
8 min read
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Intermediate
The article discusses how the NVIDIA RAPIDS Accelerator for Apache Spark enables zero code change for GPU-accelerated data processing, enhancing the performance of Apache Spark ML applications.
Erik Ordentlich
5 min read
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Intermediate
The article discusses the advancements in medical imaging AI operations through the integration of Databricks Pixels 2. 0 and MONAI.
Douglas Moore
10 min read
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Intermediate
The article discusses the optimization of JSON processing on Apache Spark using GPU acceleration, highlighting significant performance improvements achieved by a Fortune 100 retail company.
Matt Ahrens
8 min read
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Advanced
The article discusses NVIDIA's development of an AI sales assistant that utilizes large language models (LLMs) and retrieval-augmented generation (RAG) technology to enhance sales workflows.
Chris Krapu
9 min read
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Advanced
The article discusses how NVIDIA optimizes data center performance using AI agents and the OODA loop strategy.
Aaron Erickson
11 min read
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Advanced
The article discusses the NVIDIA GH200 Grace Hopper Superchip, highlighting its significant advancements in energy efficiency and node consolidation for Apache Spark workloads.
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Intermediate
This article provides a comprehensive guide on leveraging RAPIDS for GPU-accelerated data processing on Databricks.
Sheilah Kirui
10 min read
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Beginner
The article discusses the integration of RAPIDS cuDF into Google Colab, enabling developers to accelerate pandas code execution by up to 50 times on GPU instances.
Nick Becker
3 min read
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Advanced
The article discusses the Snowflake Arctic Model, a new open Large Language Model (LLM) designed for SQL and code generation, which achieves high inference performance at a low cost.
Chintan Patel
3 min read
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Advanced
This article discusses how to measure GPU occupancy for multi-stream workloads using NVIDIA's Nsight Systems tool.
Rob Van der Wijngaart
10 min read
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Advanced
This article discusses the advancements in medical image decoding using the GPU-accelerated nvImageCodec and the nvJPEG2000 library within AWS HealthImaging.
Mahesh Khadatare
15 min read
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Beginner
The article discusses the announcement of RAPIDS cuDF at NVIDIA GTC 2024, which enables GPU acceleration for 9. 5 million pandas users without any code changes.
Jay Rodge
5 min read
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Advanced
This article provides a detailed guide on building an LLM-powered data agent for data analysis, focusing on the types of agents, their components, and a practical example of querying an SQL databas...
Tanay Varshney
11 min read
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Advanced
The article provides an in-depth introduction to Retrieval-Augmented Generation (RAG) systems, outlining their components, implementation strategies, and best practices for enhancing accuracy and p...
Hayden Wolff
10 min read
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Intermediate
The article provides an introduction to Retrieval-Augmented Generation (RAG) pipelines, highlighting how augmenting large language models (LLMs) with business data can enhance AI applications.
Hayden Wolff
5 min read
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Intermediate
The article discusses how to build custom enterprise-grade generative AI applications using NVIDIA's AI Foundation Models.
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Advanced
The article discusses the integration of RAPIDS and Vadalog Parallel to enhance the performance of neurosymbolic AI systems, particularly in processing large knowledge graphs.
Bruno Trentini
11 min read
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Advanced
The article discusses the optimization of Extract-Transform-Load (ETL) operations using GPUs, specifically through the NVIDIA RAPIDS Accelerator for Apache Spark.
Joel Lashmore
8 min read
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Beginner
The article discusses the security risks associated with prompt injection attacks in large language model (LLM) applications, particularly how these attacks can manipulate user inputs and affect ap...
Joseph Lucas
9 min read
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Intermediate
The article discusses prompt injection as a security vulnerability affecting large language models (LLMs), particularly in the context of the LangChain library.
Rich Harang
14 min read
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Intermediate
The article discusses how the NVIDIA RAPIDS Accelerator for Apache Spark can significantly enhance the performance and cost-effectiveness of extract-transform-load (ETL) processes, particularly for...
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Intermediate
NVIDIA and Snowflake have partnered to enhance Data Cloud AI capabilities through the introduction of Snowpark Container Services.
Matt Hermanson
4 min read
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Advanced
The article discusses how Taboola integrated GPUs into their data processing pipeline to enhance efficiency and reduce costs.
Eyal Hirsch
12 min read
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Advanced
The article discusses the introduction of Spark RAPIDS ML, a new GPU-accelerated library for Apache Spark ML that enhances the performance and cost-effectiveness of machine learning applications.
Erik Ordentlich
5 min read
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Intermediate
The article discusses how retailers can enhance their data analytics capabilities using GPU-accelerated Apache Spark workloads on Google Cloud Dataproc.
Saurav Agarwal
12 min read
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Intermediate
The article discusses how organizations can reduce costs and improve performance in big data processing using Apache Spark on Google Cloud Dataproc with the RAPIDS Accelerator.
Karthikeyan Rajendran
8 min read
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Advanced
NVIDIA has announced significant updates to its AI software suite, including JAX, NVIDIA CV-CUDA, and NVIDIA RAPIDS, aimed at accelerating AI research, computer vision, and data science.
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Intermediate
The article discusses how AT&T leveraged GPUs to optimize their data pipelines, focusing on improving speed, cost, and efficiency across various stages of the data-to-AI pipeline.
Mark Austin
9 min read
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Advanced
This article explores how to perform large-scale graph analytics using Memgraph and NVIDIA cuGraph algorithms, specifically focusing on PageRank and Louvain community detection.
Antonio Filipović
9 min read
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Intermediate
The article evaluates the roles of data lakes and data warehouses as repositories for machine learning data, discussing their respective advantages and disadvantages.
Judy McConnell
10 min read
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Advanced
The article discusses the implementation of high-precision decimal arithmetic using CUDA's int128 support, highlighting the limitations of floating-point arithmetic in applications requiring exact ...
Conor Hoekstra
19 min read
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Advanced
The article discusses managing video streams in runtime using the NVIDIA DeepStream SDK, highlighting its capabilities for intelligent video analytics (IVA) across various sectors.
Sunil Patel
16 min read
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Intermediate
The article highlights key data science sessions at the NVIDIA GTC conference, showcasing innovative approaches and technologies in the field.
Jacob Schmitt
4 min read
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Beginner
The RAPIDS Accelerator for Apache Spark v21.
Eric Rife
5 min read
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Intermediate
This article discusses a novel approach to analyzing data stored in Apache Cassandra using GPU acceleration through the RAPIDS ecosystem.
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Intermediate
The article discusses the integration of NVIDIA T4 Tensor Core GPUs with Azure Synapse Analytics to enhance data processing and machine learning tasks using GPU acceleration.
Alexander Spiridonov
4 min read
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NVIDIA
Intermediate
The RAPIDS Accelerator for Apache Spark v21. 06 release introduces significant enhancements, including support for Apache Spark version 3. 1.
Saloni Jain
4 min read
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