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User seeks automatic batch size detection for Accelerate + FSDP2 multi-GPU training

A user on Reddit's r/MachineLearning subreddit is seeking guidance on how to automatically determine an optimal batch size for multi-GPU training using Accelerate with FSDP2. They are looking for a feature similar to Hugging Face's SFTTrainer, which can reduce the batch size to avoid CUDA Out Of Memory (OOM) errors. The user is inquiring if Accelerate can handle this automatically when FSDP2 encounters an OOM error, or if this functionality needs to be implemented externally. They are also open to alternative multi-GPU training approaches if automatic batch size detection is not well-supported with FSDP2. AI

IMPACT This query highlights a practical challenge in distributed AI training, indicating a need for more robust automatic resource management features in libraries like Accelerate and FSDP2.

RANK_REASON User question about implementing a specific feature in a software library.

Read on r/MachineLearning →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

User seeks automatic batch size detection for Accelerate + FSDP2 multi-GPU training

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COVERAGE [1]

  1. r/MachineLearning TIER_1 English(EN) · /u/zdeneklapes ·

    How to automatically find the batch size when using Accelerate with FSDP2? [D]

    <!-- SC_OFF --><div class="md"><p>Hi,<br /> For single-GPU training, I’m using Hugging Face SFTTrainer with auto_find_batch_size=True, which automatically reduces the batch size after a CUDA OOM until it finds a batch size that works.<br /> I would like to have similar behavior w…