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(docs) Release note (v2.10) (#5221)
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@ -20,7 +20,7 @@ NNI automates feature engineering, neural architecture search, hyperparameter tu
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## What's NEW! <a href="#nni-released-reminder"><img width="48" src="docs/img/release_icon.png"></a>
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* **New release**: [v2.9 is available](https://github.com/microsoft/nni/releases/tag/v2.9) - _released on Sept-8-2022_
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* **New release**: [v2.10 is available](https://github.com/microsoft/nni/releases/tag/v2.10) - _released on Nov-14-2022_
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* **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_
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* **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_
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* **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'
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version = ''
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# The full version, including alpha/beta/rc tags
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# FIXME: this should be written somewhere globally
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release = 'v2.9'
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release = 'v2.10'
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# -- General configuration ---------------------------------------------------
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@ -5,6 +5,47 @@
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Change Log
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==========
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Release 2.10 - 11/14/2022
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-------------------------
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Neural Architecture Search
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^^^^^^^^^^^^^^^^^^^^^^^^^^
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* Added trial deduplication for evolutionary search.
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* Fixed the racing issue in RL strategy on submitting models.
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* Fixed an issue introduced by the trial recovery feature.
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* Fixed import error of ``PyTorch Lightning`` in NAS.
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Compression
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^^^^^^^^^^^
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* Supported parsing schema by replacing ``torch._C.parse_schema`` in pytorch 1.8.0 in ModelSpeedup.
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* Fixed the bug that speedup ``rand_like_with_shape`` is easy to overflow when ``dtype=torch.int8``.
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* Fixed the propagation error with view tensors in speedup.
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Hyper-parameter optimization
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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* Supported rerunning the interrupted trials induced by the termination of an NNI experiment when resuming this experiment.
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* Fixed a dependency issue of Anneal tuner by changing Anneal tuner dependency to optional.
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* Fixed a bug that tuner might lose connection in long experiments.
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Training service
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^^^^^^^^^^^^^^^^
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* Fixed a bug that trial code directory cannot have non-English characters.
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Web portal
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^^^^^^^^^^
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* Fixed an error of columns in HPO experiment hyper-parameters page by using localStorage.
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* Fixed a link error in About menu on WebUI.
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Known issues
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^^^^^^^^^^^^
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* Modelspeedup does not support non-tensor intermediate variables.
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Release 2.9 - 9/8/2022
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----------------------
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