Local LLM on NVIDIA GPU vs Cloud API: A Real Cost Analysis
Local LLM on NVIDIA GPU vs Cloud API: A Real Cost Analysis "The cheapest API call is the one you never make." Every AI startup faces this question: sh…
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A Complete Guide to Real-Time GPU Usage Monitoring
The fastest way to monitor GPU utilization in real time on Linux is to run nvidia-smi --loop=1 , which refreshes GPU stats every second including core…
One Query, Four GPUs: Tracing a Distributed Training Stall Across Nodes
TL;DR A single straggling node held up a 4-node distributed training job. We found it by fanning out one SQL query to all four nodes and getting the a…
TGI - Text Generation Inference - Install, Config, Troubleshoot
Text Generation Inference (TGI) has a very specific energy. It is not the newest kid in the inference street, but it is the one that already learned h…