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[pf-evals] post release changelog update (#3639)
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# Description

Please add an informative description that covers that changes made by
the pull request and link all relevant issues.

# All Promptflow Contribution checklist:
- [ ] **The pull request does not introduce [breaking changes].**
- [ ] **CHANGELOG is updated for new features, bug fixes or other
significant changes.**
- [ ] **I have read the [contribution
guidelines](https://github.com/microsoft/promptflow/blob/main/CONTRIBUTING.md).**
- [ ] **I confirm that all new dependencies are compatible with the MIT
license.**
- [ ] **Create an issue and link to the pull request to get dedicated
review from promptflow team. Learn more: [suggested
workflow](../CONTRIBUTING.md#suggested-workflow).**

## General Guidelines and Best Practices
- [ ] Title of the pull request is clear and informative.
- [ ] There are a small number of commits, each of which have an
informative message. This means that previously merged commits do not
appear in the history of the PR. For more information on cleaning up the
commits in your PR, [see this
page](https://github.com/Azure/azure-powershell/blob/master/documentation/development-docs/cleaning-up-commits.md).

### Testing Guidelines
- [ ] Pull request includes test coverage for the included changes.
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ninghu authored Aug 14, 2024
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# Release History

## v0.3.2 (Upcoming)
## v0.3.3 (Upcoming)
### Bugs Fixed
- Fixed evaluators to accept (non-Azure) Open AI Configs.

## v0.3.2 (2024-08-13)
### Features Added
- Introduced `JailbreakAdversarialSimulator` for customers who need to do run jailbreak and non jailbreak adversarial simulations at the same time. More info in the README.md in `/promptflow/evals/synthetic/README.md#jailbreak-simulator`
- Exposed batch evaluation run timeout via `PF_BATCH_TIMEOUT_SEC` environment variable. This variable can be used to set the timeout for the batch evaluation for each evaluator and target separately only, not the entire API call.

### Bugs Fixed
- Large simulation was causing a jinja exception, this has been fixed.
- Fixed the issue where the relative data path was not working with the evaluate API when using multiple evaluators.
- Fixed evaluators to accept (non-Azure) Open AI Configs.

### Improvements
- Converted built-in evaluators to async-based implementation, leveraging async batch run for performance improvement. Introduced `PF_EVALS_BATCH_USE_ASYNC` environment variable to enable/disable async batch run, with the default set to False.
- Parity between evals and Simulator on signature, passing credentials.
- The `AdversarialSimulator` responds with `category` of harm in the response.
- Reduced chances of NaNs in GPT based evaluators.


## v0.3.1 (2022-07-09)
## v0.3.1 (2024-07-09)
- This release contains minor bug fixes and improvements.

## v0.3.0 (2024-05-17)
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