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Version update #730

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28 changes: 28 additions & 0 deletions CHANGELOG.md
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# Changelog

## v1.5.3

### New features

#### Improvments to ghost clipping
* The interface for ghost clipping is now similar to that of PyTorch and vanilla DP-SGD (#668)
* Updated a tutorial on training language models with DP-SGD to include ghost clipping (#667) and LoRA (#698)
* Added adaptive clipping support for ghost clipping (#711)
* Add ghost clipping support for embedding layers (#694)
* Support generative NLP tasks with ghost clipping (#722)
* Add functionality to access per-sample gradients with ghost clipping (#724)

#### Enabling more external contributions
* Added a research folder for external contribution of promising new methods for PPML (#700)
* DP-SGD optimizers with Kalman filters are now available in the research folder (#706)
* Made it easier to define custom extensions of PrivacyEngine (#703, #704, #710)

### Bug fixes
* Fix the clipping operation for ghost clipping when using the PrivacyEngine interface (#664)
* Fix issue with ghost clipping and BatchMemoryManager
* Add `strict` and `force_functorch` parameters in initaliziation of `GradSampleModuleFastGradientClipping` (#675)
* Fix failing tests (e.g., #726, #713, #727, #674)

### Miscellaneous
* Switch from testing with CircleCI to GithubActions CI (#701)
* Website and Github improvements (#723, #721, #677, #712)
* Added multi-gpu test for ghost clipping (#665)

## v1.5.2

### New features
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2 changes: 1 addition & 1 deletion opacus/version.py
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# See the License for the specific language governing permissions and
# limitations under the License.

__version__ = "1.5.2"
__version__ = "1.5.3"
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