# What does this PR do?
- add local persistence for eval tasks
- follow https://github.com/meta-llama/llama-stack/pull/375
## Test Plan
1. fresh llama stack run
2. kill server
3. restart server: llama stack run
<img width="690" alt="image"
src="https://github.com/user-attachments/assets/3d76e477-b91a-43a6-86ea-8e3ef2d04ed3">
Using run.yaml
```yaml
eval_tasks:
- eval_task_id: meta-reference-mmlu
provider_id: meta-reference-0
dataset_id: mmlu
scoring_functions:
- basic::regex_parser_multiple_choice_answer
```
## Before submitting
- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Ran pre-commit to handle lint / formatting issues.
- [ ] Read the [contributor
guideline](https://github.com/meta-llama/llama-stack/blob/main/CONTRIBUTING.md),
Pull Request section?
- [ ] Updated relevant documentation.
- [ ] Wrote necessary unit or integration tests.
