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Fix #15: Resolve memory usage, error handling, and checkpointing issues in JetNet GNN pipeline#18

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Apprentice2907 wants to merge 2 commits intoML4SCI:mainfrom
Apprentice2907:Fiexed-JetNet-GNN-Diffusion-Pipeline
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Fix #15: Resolve memory usage, error handling, and checkpointing issues in JetNet GNN pipeline#18
Apprentice2907 wants to merge 2 commits intoML4SCI:mainfrom
Apprentice2907:Fiexed-JetNet-GNN-Diffusion-Pipeline

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