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[WIP] Reducing eval vision tests runtime #2022
[WIP] Reducing eval vision tests runtime #2022
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/torchtune/2022
Note: Links to docs will display an error until the docs builds have been completed. ❗ 1 Active SEVsThere are 1 currently active SEVs. If your PR is affected, please view them below: ✅ No FailuresAs of commit bfedad2 with merge base d5c54f3 (): This comment was automatically generated by Dr. CI and updates every 15 minutes. |
tests/recipes/test_eleuther_eval.py
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@@ -231,7 +231,7 @@ def test_meta_eval_vision(self, caplog, monkeypatch, tmpdir, expected_vision_acc | |||
checkpointer.model_type=LLAMA3_VISION \ | |||
tokenizer.path=/tmp/test-artifacts/tokenizer_llama3.model \ | |||
tokenizer.prompt_template=null \ | |||
limit=4 \ | |||
limit=1 \ |
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At a glance, I'm worried this isn't a good enough signal for changes in the recipe due to the fact that the majority of MMMU is multiple choice.
I'd postulate (ha big word) that a minimum of 3 is good, but I'd like to understand the tradeoff better. What are the run times for 1 vs. 2 vs. 3 vs. 4? Also what are the questions for each subject that come up? Are the open or mc?
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These are going to fail due to #1995 (comment) so partly trying to debug that here. The current runtime for 4 samples is ~5 minutes which is pretty terrible.
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Okay it's not coming up anymore so I'm going slightly insane.
Also what are the questions for each subject that come up? Are the open or mc?
They're all MC questions I think.
What are the run times for 1 vs. 2 vs. 3 vs. 4?
The runtime for limit=1
was around 80s, so I'd postulate that 2 is 160s, 3 is 240s, etc.
this branch 224.22s call tests/recipes/test_eleuther_eval.py::TestEleutherEval::test_meta_eval_vision
212.66s call tests/recipes/test_eleuther_eval.py::TestEleutherEval::test_hf_eval_vision vs main 277.36s call tests/recipes/test_eleuther_eval.py::TestEleutherEval::test_hf_eval_vision
276.25s call tests/recipes/test_eleuther_eval.py::TestEleutherEval::test_meta_eval_vision It's timeboxing time. @joecummings I humbly offer my meagre ~2 minutes speedup. |
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I accept your 2 minute speed up and thank you for your service to this great project.
I solemnly swear we will find a better way to handle this sometime in the future (likely when it starts to annoy us again).
Context
What is the purpose of this PR? Is it to
Please link to any issues this PR addresses.
Changelog
What are the changes made in this PR?
*
Test plan
Please make sure to do each of the following if applicable to your PR. If you're unsure about any one of these just ask and we will happily help. We also have a contributing page for some guidance on contributing.
pre-commit install
)pytest tests
pytest tests -m integration_test
UX
If your function changed a public API, please add a dummy example of what the user experience will look like when calling it.
Here is a docstring example
and a tutorial example