Scaling AI Inference Across Multiple GPUs Using NVIDIA TensorRT with Multi-Device Inference Support
25 June 2026 at 16:43
Generative AI workloads are rapidly outgrowing the memory and compute budget of single GPUs. For inference developers building media generation pipelines, the challenge is scaling across multiple devices without sacrificing the critical optimizationsβlike kernel fusions, memory planning, and quantizationβthat NVIDIA TensorRT delivers for production deployments. Multi-device inference supportβ¦