Hardware Choice: R9700 32GB vs W7800 48GB for AI Workloads

0xkbose · reddit · 2026-09-02

A user plans to upgrade a workstation for local inference and PyTorch training, debating between dual AMD R9700 32GB or dual W7800 48GB cards to pair with an existing RTX 3090 24GB. Workloads include GGUF inference (multimodal/coding models) and medical imaging (2D ultrasound/3D CT/MRI) plus clinical text training. The user seeks feedback on practical ROCm/PyTorch/MONAI training differences and known issues between R9700 (RDNA4) and W7800, planning to use the AMD cards as a main ROCm pair.

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