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Why Your PyTorch Training Crawls on a Beefy GPU (And How to Fix It)

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1 SIGNALFIRST DETECTED 24 May 2026
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15 Jul
PyTorch model running 170x slower on T4 vs A100. What could cause a bottleneck this extreme? [D]

<!-- SC_OFF --><div class="md"><p>Hey everyone,</p> <p>Seeing a ~170× slowdown running a point-tracking model on an NVIDIA T4 compared to an A100. On A100 the tracker takes ~0.5

OPINION · WHAT · MachineLearningOPEN STORY
1 Apr
124x Slower: What PyTorch DataLoader Actually Does at the Kernel Level

<p><strong>TL;DR:</strong> PyTorch's DataLoader can be 50-124x slower than direct tensor indexing for in-memory GPU workloads. We reproduced a real PyTorch issue on an RTX 4090

REPORT · WHAT · Dev.toOPEN STORY
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