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@ -20,7 +20,7 @@ NNI automates feature engineering, neural architecture search, hyperparameter tu
## What's NEW! &nbsp;<a href="#nni-released-reminder"><img width="48" src="docs/img/release_icon.png"></a>
* **New release**: [v2.9 is available](https://github.com/microsoft/nni/releases/tag/v2.9) - _released on Sept-8-2022_
* **New release**: [v2.10 is available](https://github.com/microsoft/nni/releases/tag/v2.10) - _released on Nov-14-2022_
* **New demo available**: [Youtube entry](https://www.youtube.com/channel/UCKcafm6861B2mnYhPbZHavw) | [Bilibili 入口](https://space.bilibili.com/1649051673) - _last updated on June-22-2022_
* **New research paper**: [SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute](https://www.usenix.org/system/files/osdi22-zheng-ningxin.pdf) - _published in OSDI 2022_
* **New research paper**: [Privacy-preserving Online AutoML for Domain-Specific Face Detection](https://openaccess.thecvf.com/content/CVPR2022/papers/Yan_Privacy-Preserving_Online_AutoML_for_Domain-Specific_Face_Detection_CVPR_2022_paper.pdf) - _published in CVPR 2022_

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@ -31,7 +31,7 @@ author = 'Microsoft'
version = ''
# The full version, including alpha/beta/rc tags
# FIXME: this should be written somewhere globally
release = 'v2.9'
release = 'v2.10'
# -- General configuration ---------------------------------------------------

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@ -5,6 +5,47 @@
Change Log
==========
Release 2.10 - 11/14/2022
-------------------------
Neural Architecture Search
^^^^^^^^^^^^^^^^^^^^^^^^^^
* Added trial deduplication for evolutionary search.
* Fixed the racing issue in RL strategy on submitting models.
* Fixed an issue introduced by the trial recovery feature.
* Fixed import error of ``PyTorch Lightning`` in NAS.
Compression
^^^^^^^^^^^
* Supported parsing schema by replacing ``torch._C.parse_schema`` in pytorch 1.8.0 in ModelSpeedup.
* Fixed the bug that speedup ``rand_like_with_shape`` is easy to overflow when ``dtype=torch.int8``.
* Fixed the propagation error with view tensors in speedup.
Hyper-parameter optimization
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
* Supported rerunning the interrupted trials induced by the termination of an NNI experiment when resuming this experiment.
* Fixed a dependency issue of Anneal tuner by changing Anneal tuner dependency to optional.
* Fixed a bug that tuner might lose connection in long experiments.
Training service
^^^^^^^^^^^^^^^^
* Fixed a bug that trial code directory cannot have non-English characters.
Web portal
^^^^^^^^^^
* Fixed an error of columns in HPO experiment hyper-parameters page by using localStorage.
* Fixed a link error in About menu on WebUI.
Known issues
^^^^^^^^^^^^
* Modelspeedup does not support non-tensor intermediate variables.
Release 2.9 - 9/8/2022
----------------------