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memoize dataset length for eval sample packing #1974

Merged
merged 18 commits into from
Oct 17, 2024
Merged

memoize dataset length for eval sample packing #1974

merged 18 commits into from
Oct 17, 2024

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bursteratom
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Description

Fix for issue#1966, where eval_sample_packing=True caused evaluation being stuck on multi-gpu.

Motivation and Context

In issue#1966, evaluation on sample packed dataset on multiple GPU got stuck on RANK 0 gpu, when calling __len__(self) in MultipackBatchSampler. This is due to a change in transoformers' handling on callbacks during evaluation loop. This PR modifies MultipackBatchSampler.__len__(self) in src/axolotl/utils/samper/multipack.py such that it gets the length of eval_dataloader across all ranks.

How has this been tested?

Tested on example/llama-3/qlora-1b.yml

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bursteratom and others added 2 commits October 17, 2024 09:59
Co-authored-by: Wing Lian <wing.lian@gmail.com>
Co-authored-by: Wing Lian <wing.lian@gmail.com>
@bursteratom bursteratom changed the title Fix for issue#1966 Fix for issue#1966: eval sample packing Oct 17, 2024
@winglian winglian changed the title Fix for issue#1966: eval sample packing memoize dataset length for eval sample packing Oct 17, 2024
@winglian winglian merged commit f62e237 into main Oct 17, 2024
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@winglian winglian deleted the 1966fix branch October 17, 2024 19:16
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2 participants