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Optimal Batch Size and Learning Rate for RTX 4090 Laptop (16GB VRAM),Need Advice! | AIFITLAB

Optimal Batch Size and Learning Rate for RTX 4090 Laptop (16GB VRAM),Need Advice!


  • I have a laptop with an RTX 4090 (16GB VRAM). What are the appropriate batch size and learning rate settings for training deep learning models?



  • The ACT official documentation provides optimization guidelines suggesting batch size configurations beyond 32. Current implementation achieves stable convergence at batch_size=32 with learning_rate=3e-5, though hardware constraints prevent scaling to recommended batch dimensions.


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