[Misc] Support MMMU accuracy benchmark

[tanruixiang]

Purpose

related #23033

Test Plan

Test Result

(Optional) Documentation Update

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Essential Elements of an Effective PR Description Checklist

• The purpose of the PR, such as "Fix some issue (link existing issues this PR will resolve)".
• The test plan, such as providing test command.
• The test results, such as pasting the results comparison before and after, or e2e results
• (Optional) The necessary documentation update, such as updating supported_models.md and examples for a new model.

[github-actions]

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[gemini-code-assist]

Code Review

This pull request adds support for the MMMU accuracy benchmark, including scripts for both HuggingFace and vLLM, along with data and evaluation utilities. My review focuses on two high-severity issues in the data processing logic: a security vulnerability due to the use of eval(), and a correctness bug related to missing image placeholders in prompts for multimodal models. Addressing these will improve the security and correctness of the benchmark.

[DarkLight1337]

Sorry for the delay. To run it in CI, perhaps you can refer to #21810

[tanruixiang]

Sorry for the delay. To run it in CI, perhaps you can refer to #21810

Thank you. I'll take care of it in the next few days.

[github-actions]

This pull request has been automatically marked as stale because it has not had any activity within 90 days. It will be automatically closed if no further activity occurs within 30 days. Leave a comment if you feel this pull request should remain open. Thank you!

[mergify]

Hi @tanruixiang, the pre-commit checks have failed. Please run:

uv pip install pre-commit
pre-commit install
pre-commit run --all-files

Then, commit the changes and push to your branch.

For future commits, pre-commit will run automatically on changed files before each commit.

Tip

Is mypy or markdownlint failing?

mypy and markdownlint are run differently in CI. If the failure is related to either of these checks, please use the following commands to run them locally:

# For mypy (substitute "3.10" with the failing version if needed)
pre-commit run --hook-stage manual mypy-3.10
# For markdownlint
pre-commit run --hook-stage manual markdownlint