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Multi-GPU LLM Inference

GPU Memory Requirements

UVA HPC

GPUs on UVA HPC
GPU access on UVA HPC
UVA BasePOD
POD Access
Wait Time in the Queue
Viewing Available GPUs
GPU Dashboard
Calculating GPU Memory Requirements
Gemma 3 Memory Requirements
CPU Resource Allocation

Multi-GPU Strategies

Data Parallelism
Pipeline Parallelism (Inter-Layer)
Tensor Parallelism (Intra-Layer)
Key Tools and Frameworks

Accelerate

Advantages of Accelerate
Accelerate Code Demo

DeepSpeed

Transformer-specific Latency Advantages
Advantages of DeepSpeed

vLLM

Advantages of vLLM

Identifying Bottlenecks

Wrap Up

UVA HPC

UVA RC now offers access to NVIDIA H200 GPUs on Afton, the newest HPC cluster at UVA.

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GPU Memory Requirements

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GPUs on UVA HPC

Last updated on Jan 1, 0001

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