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Fix "CUDA out of memory" Errors in PyTorch
Jun 17, 2026·8 min read

Fix "CUDA out of memory" Errors in PyTorch

CUDA out of memory in PyTorch often fires while nvidia-smi still shows free VRAM, because the caching allocator needs a contiguous block, not just free space. This guide gives a copy-paste triage path from fastest fixes to fragmentation tuning, plus how to tell a real leak apart from fragmentation.

Troubleshooting

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