GPUs for Graph and Predictive Analytics | NVIDIA Technical Blog
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📈 Looking to run local GraphRAG or other graph analytics use cases? You can prepare your local text files for graph use cases at your desk, with NVIDIA DGX Spark. 📹 Full demo video: https://youtu.be/8iA_f_UpzHc In this demo, a Llama-3.1-70B model served by Ollama runs locally in DGX Spark’s 128GB of unified memory. After uploading local biomedical research papers into the LLM, the model extracts nodes and relationships that are embedded into a knowledge graph. By processing entire documents at
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📈 Looking to run local GraphRAG or other graph analytics use cases? You can prepare your local text files for graph use cases at your desk, with NVIDIA DGX Spark. 📹 Full demo video: https://youtu.be/8iA_f_UpzHc In this demo, a Llama-3.1-70B model served by Ollama runs locally in DGX Spark’s 128GB of unified memory. After uploading local biomedical research papers into the LLM, the model extracts nodes and relationships that are embedded into a knowledge graph. By processing entire documents at
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Two teams, equal priority. Team A runs small jobs continuously. Team B needs to run one large job. Every time GPUs free up, Team A's jobs fit first. Team B waits indefinitely. The problem: There is no memory of who just ran versus who has been waiting. NVIDIA Run:ai v2.24 introduces time-based fairshare to solve this. The scheduler can now track historical usage. Teams that consumed more recently get lower priority for over-quota allocation. Teams that have been waiting get boosted. Result: prop
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