Accelerating Vision AI Pipelines with Batch Mode VC-6 and NVIDIA Nsight | NVIDIA Technical Blog
… The trade-off is increased register usage, from 48 to 92 registers per thread. …
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Ensuring Balanced GPU Allocation in Kubernetes Clusters with Time-Based Fairshare | NVIDIA Technical Blog
… The LLM Team runs for a while, accumulating usage. As their historical usage grows, the Vision Team becomes relatively more starved and starts getting prioritized. …
Maximizing Memory Efficiency to Run Bigger Models on NVIDIA Jetson | NVIDIA Technical Blog
… Measure CPU memory usage Use procrank to analyze memory usage: $ git clone https://github.com/csimmonds/procrank linux.git $ cd procrank linux/ $ make $ sudo ./procrank The output is sorted by PSS Proportional Set Size , reflecting actual physical memory usage. …
NVIDIA CUDA Profiling Tools Interface (CUPTI) - CUDA Toolkit 13.2
… The activity record CUpti ActivityGreenContext has been deprecated and replaced by CUpti ActivityGreenContext2 Resolved Issues Removed usage of C++ features in the CUPTI public interface, which caused build issues on some platforms. …
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Optimizing Communication for Mixture-of-Experts Training with Hybrid Expert Parallel | NVIDIA Technical Blog
… It uses hardware and software advancements on the NVIDIA platform to achieve near-hardware-limits in communication bandwidth and minimize GPU hardware resource usage in RDMA-NVLink hybrid network architectures. …
Building Token‑Metered AI Services on Telco AI Factories | NVIDIA Technical Blog
… Behind the scenes, the platform provisions inference endpoints and meters usage in input and output tokens, API calls, or workflow executions, automatically enforcing quotas, rate limits, and SLAs. …
How Centralized Radar Processing on NVIDIA DRIVE Enables Safer, Smarter Level 4 Autonomy | NVIDIA Technical Blog
… The radar signal-processing pipeline is fixed on edge hardware, subject to tight thermal and compute limits. …
How to Build Deep Agents for Enterprise Search with NVIDIA AI-Q and LangChain | NVIDIA Technical Blog
… Beyond individual traces, use LangSmith to track latency, token usage, and error rates over time, and set alerts for regressions. …
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