Update Release Note (#4775)

README.md

@@ -20,8 +20,8 @@ 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**: [v2.6 is available](https://github.com/microsoft/nni/releases/tag/v2.6) - _released on Jan-19-2022_
-* **New demo available**: [Youtube entry](https://www.youtube.com/channel/UCKcafm6861B2mnYhPbZHavw) | [Bilibili 入口](https://space.bilibili.com/1649051673) - _last updated on May-26-2021_
+* **New release**: [v2.7 is available](https://github.com/microsoft/nni/releases/tag/v2.7) - _released on Apr-18-2022_
+* **New demo available**: [Youtube entry](https://www.youtube.com/channel/UCKcafm6861B2mnYhPbZHavw) | [Bilibili 入口](https://space.bilibili.com/1649051673) - _last updated on Apr-18-2022_
 * **New webinar**: [Introducing Retiarii: A deep learning exploratory-training framework on NNI](https://note.microsoft.com/MSR-Webinar-Retiarii-Registration-Live.html) - _scheduled on June-24-2021_
 * **New community channel**: [Discussions](https://github.com/microsoft/nni/discussions)
 * **New emoticons release**: [nnSpider](https://nni.readthedocs.io/en/latest/sharings/nn_spider.html)

docs/source/conf.py

@@ -31,7 +31,7 @@ author = 'Microsoft'
 version = ''
 # The full version, including alpha/beta/rc tags
 # FIXME: this should be written somewhere globally
-release = 'v2.6'
+release = 'v2.7'
 
 # -- General configuration ---------------------------------------------------
 

docs/source/release.rst

@@ -10,18 +10,22 @@ Release 2.7 - 4/18/2022
 
 Documentation
 ^^^^^^^^^^^^^
+
 A full-size upgrade of the documentation, with the following significant improvements in the reading experience, practical tutorials, and examples:
 
 * Reorganized the document structure with a new document template. (`Upgraded doc entry <https://nni.readthedocs.io/en/v2.7>`__)
-* Add more friendly tutorials with jupyter notebook.(`New Quick Starts <https://nni.readthedocs.io/en/v2.7/quickstart.html>`__)
+* Add more friendly tutorials with jupyter notebook. (`New Quick Starts <https://nni.readthedocs.io/en/v2.7/quickstart.html>`__)
+* New model pruning demo available. (`Youtube entry <https://www.youtube.com/channel/UCKcafm6861B2mnYhPbZHavw>`__, `Bilibili entry <https://space.bilibili.com/1649051673>`__)
 
 Hyper-Parameter Optimization
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
 * [Improvement] TPE and random tuners will not generate duplicate hyperparameters anymore.
 * [Improvement] Most Python APIs now have type annotations.
 
 Neural Architecture Search
 ^^^^^^^^^^^^^^^^^^^^^^^^^^
+
 * Jointly search for architecture and hyper-parameters: ValueChoice in evaluator. (`doc <https://nni.readthedocs.io/en/v2.7/reference/nas/search_space.html#valuechoice>`__)
 * Support composition (transformation) of one or several value choices. (`doc <https://nni.readthedocs.io/en/v2.7/reference/nas/search_space.html#valuechoice>`__)
 * Enhanced Cell API (``merge_op``, preprocessor, postprocessor). (`doc <https://nni.readthedocs.io/en/v2.7/reference/nas/search_space.html#cell>`__)
@@ -34,6 +38,7 @@ Neural Architecture Search
 
 Model Compression
 ^^^^^^^^^^^^^^^^^
+
 * Pruning V2 is promoted as default pruning framework, old pruning is legacy and keeps for a few releases.(`doc <https://nni.readthedocs.io/en/v2.7/reference/compression/pruner.html>`__)
 * A new pruning mode ``balance`` is supported in ``LevelPruner``.(`doc <https://nni.readthedocs.io/en/v2.7/reference/compression/pruner.html#level-pruner>`__)
 * Support coarse-grained pruning in ``ADMMPruner``.(`doc <https://nni.readthedocs.io/en/v2.7/reference/compression/pruner.html#admm-pruner>`__)
@@ -42,10 +47,12 @@ Model Compression
 
 Experiment
 ^^^^^^^^^^
+
 * [Improvement] Experiment.run() no longer stops web portal on return.
 
 Notable Bugfixes
 ^^^^^^^^^^^^^^^^
+
 * Fixed: experiment list could not open experiment with prefix.
 * Fixed: serializer for complex kinds of arguments.
 * Fixed: some typos in code. (thanks @a1trl9 @mrshu)