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Bump version to v0.3.1 (#706)

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* Bump version to v0.3.1

* Bump version to v0.3.1

* Apply suggestions from code review

Fix as comment

Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>

* update pr

* update pr

Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>
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README.md
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@ -58,13 +58,11 @@ Major features:
## What's New
v0.3.0 was released in 2022-11-02.
v0.3.1 was released in 2022-11-09.
1. Support NPU backend.
2. Support torch `ZeroRedundancyOptimizer`.
3. Fix error calculation of `eta_min` in `CosineRestartParamScheduler`.
**Fix error when saving best checkpoint in ddp-training**.
Read [Changelog](./docs/en/notes/changelog.md#v0.3.0 "02/11/2022") for more details.
Read [Changelog](./docs/en/notes/changelog.md#v0.3.1 "09/11/2022") for more details.
## Installation

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README_zh-CN.md
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@ -60,13 +60,11 @@ MMEngine 是一个基于 PyTorch 用于深度学习模型训练的基础库，
## 最近进展
最新版本 v0.3.0 在 2022.11.02 发布。
最新版本 v0.3.1 在 2022.11.09 发布。
1. 支持华为昇腾芯片。
2. 支持使用 `ZeroRedundancyOptimizer`。
3. 修复了 `CosineRestartParamScheduler` 中 `eta_min` 计算错误的问题。
**修复分布式训练时，保存最佳 checkpoint 报错问题**。
如果想了解更多版本更新细节和历史信息，请阅读[更新日志](./docs/en/notes/changelog.md#v0.3.0 "02/11/2022")
如果想了解更多版本更新细节和历史信息，请阅读[更新日志](./docs/en/notes/changelog.md#v0.3.1 "09/11/2022")
## 安装

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docs/en/notes/changelog.md
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# Changelog of v0.x
## v0.3.1 (11/09/2022)
### Highlights
- Fix error when saving best checkpoint in ddp-training
### New Features & Enhancements
- Replace `print` with `print_log` for those functions called by runner by @HAOCHENYE in https://github.com/open-mmlab/mmengine/pull/686
### Bug Fixes
- Fix error when saving best checkpoint in ddp-training by @HAOCHENYE in https://github.com/open-mmlab/mmengine/pull/682
### Docs
- Refine Chinese tutorials by @Xiangxu-0103 in https://github.com/open-mmlab/mmengine/pull/694
- Add MMEval in README by @sanbuphy in https://github.com/open-mmlab/mmengine/pull/669
- Fix error URL in runner docstring by @HAOCHENYE in https://github.com/open-mmlab/mmengine/pull/668
- Fix error evaluator type name in `evaluator.md` by @sanbuphy in https://github.com/open-mmlab/mmengine/pull/675
- Fix typo in `utils.md` @sanbuphy in https://github.com/open-mmlab/mmengine/pull/702
## v0.3.0 (11/02/2022)
### New Features & Enhancements

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mmengine/version.py
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# Copyright (c) OpenMMLab. All rights reserved.
__version__ = '0.3.0'
__version__ = '0.3.1'
def parse_version_info(version_str):