Where is Gradient Accumulation used in practice?

Modern frameworks including Hugging Face Trainer, DeepSpeed, FSDP, Axolotl, and Unsloth handle gradient accumulation transparently with a single config parameter. AI governance teams document the effective batch size (computed across per_device × accumulation × num_devices) as the relevant hyperparameter for reproducibility, not the per-device batch alone.