GPU and CPU Performance LLM Benchmark Comparison with Ollama

TheDataDaddi · Beginner ·📊 Data Analytics & Business Intelligence ·1y ago
In today’s video, we explore a detailed GPU and CPU performance comparison for large language model (LLM) benchmarks using the Ollama library. We put the RTX 3090, Tesla P40, and Tesla P100 GPUs to the test, alongside CPUs like the Mac M1, Xeon E5-2699 V4, and Ryzen 9 5950X, running across five unique prompts on each hardware setup and various GPU combinations. This benchmarking suite takes a deep dive into key performance metrics, offering critical insights for those interested in LLM optimization on different hardware setups. Key Metrics Evaluated: - Load Duration (s): Time taken to load ea…
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