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# This workflow will generate README files based on the doc snippets. | ||
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name: Assemble Multilingual README | ||
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on: | ||
push: | ||
branches: | ||
- main | ||
paths: | ||
- 'docs/snippets/markdown/readme/' | ||
- 'docs/pipelines/README.md.template' | ||
- 'docs/pipelines/generate_readme.py' | ||
workflow_dispatch: | ||
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jobs: | ||
assemble-readme: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- uses: actions/checkout@v3 | ||
with: | ||
fetch-depth: 0 | ||
- name: Run script and get output files | ||
run: | | ||
python docs/pipelines/generate_readme.py | ||
mv docs/pipelines/README*.md ./ | ||
git add ./README*.md | ||
git commit -m "" | ||
- name: Create Pull Request | ||
uses: peter-evans/create-pull-request@v5 | ||
with: | ||
commit-message: Assemble README files from snippets | ||
title: Automatic README update | ||
body: Assemble README files from snippets | ||
branch: assemble-readme |
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{!docs/snippets/markdown/readme/0-opener.<lang>.md!} | ||
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{!docs/snippets/markdown/readme/0a-language-badges.md!} | ||
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{!docs/snippets/markdown/readme/0b-status-badges.md!} | ||
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{!docs/snippets/markdown/readme/0c-intro.<lang>.md!} | ||
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{!docs/snippets/markdown/readme/1-live-demos.<lang>.md!} | ||
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{!docs/snippets/markdown/readme/2-features.<lang>.md!} | ||
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{!docs/snippets/markdown/readme/3-install.md!} | ||
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{!docs/snippets/markdown/readme/4-resources.<lang>.md!} | ||
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{!docs/snippets/markdown/readme/5-announcements.<lang>.md!} | ||
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{!docs/snippets/markdown/readme/6-remarks.<lang>.md!} |
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import os | ||
from markdown_include.include import MarkdownInclude, IncludePreprocessor | ||
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README_TEMPLATE_PATH = os.path.join(os.path.dirname(__file__), "README.md.template") | ||
LANGUAGE_PLACEHOLDER = "<lang>" | ||
LANGS = ["en", "zh"] | ||
DEFAULT_LANG = "en" | ||
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def main(): | ||
with open(README_TEMPLATE_PATH, "r") as f: | ||
template = f.read() | ||
include = MarkdownInclude() | ||
preprocessor = IncludePreprocessor(template, include.getConfigs()) | ||
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for lang in LANGS: | ||
filename = "README.md" if lang == DEFAULT_LANG else f"README.{lang}.md" | ||
readme_path = os.path.join(os.path.dirname(__file__), filename) | ||
transformed = "\n".join( | ||
preprocessor.run(template.replace(LANGUAGE_PLACEHOLDER, lang).split("\n")) | ||
) | ||
with open(readme_path, "w") as f: | ||
f.write(transformed) | ||
print(f"Generated {readme_path} for language {lang}.") | ||
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if __name__ == "__main__": | ||
main() |
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![Hover](https://raw.githubusercontent.com/phurwicz/hover/main/docs/images/hover-logo-title.png) | ||
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> Explore and label on a map of your data. | ||
> | ||
> Get enough to feed your model in no time. |
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![Hover](https://raw.githubusercontent.com/phurwicz/hover/main/docs/images/hover-logo-title.png) | ||
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> 通过向量降维, 极速探索和批量标注数据, 并用作模型训练或其它用途. |
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[![en](https://img.shields.io/badge/lang-en-green.svg)](https://github.com/phurwicz/hover/blob/main/README.md) | ||
[![zh](https://img.shields.io/badge/语言-中文-green.svg)](https://github.com/phurwicz/hover/blob/main/README.zh.md) |
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[![PyPI Version](https://img.shields.io/pypi/v/hover?logo=pypi&logoColor=white)](https://pypi.org/project/hover/) | ||
[![Conda Version](https://img.shields.io/conda/vn/conda-forge/hover)](https://github.com/conda-forge/hover-feedstock) | ||
![Downloads](https://static.pepy.tech/personalized-badge/hover?period=total&units=international_system&left_color=grey&right_color=brightgreen&left_text=pypi%20downloads) | ||
![Main Build Status](https://img.shields.io/github/actions/workflow/status/phurwicz/hover/cross-os-source-test.yml?branch=main&label=main&logo=github) | ||
![Nightly Build Status](https://img.shields.io/github/actions/workflow/status/phurwicz/hover/quick-source-test.yml?branch=nightly&label=nightly&logo=github) | ||
![Codacy Grade](https://img.shields.io/codacy/grade/689827d9077b43ac8721c7658d122d1a?logo=codacy&logoColor=white) | ||
![Codacy Coverage](https://img.shields.io/codacy/coverage/689827d9077b43ac8721c7658d122d1a/main?logo=codacy&logoColor=white) |
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`hover` is a tool for mass-labeling data points that can be represented by vectors. | ||
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- Labeling is as easy as coloring a scatter plot. | ||
- Hover your mouse and lasso-select to inspect any cluster. | ||
- Use a variety of widgets to narrow down further. | ||
- Enter a suitable label and hit "Apply"! | ||
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![GIF Demo](https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.5.0/trailer-short.gif) |
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`hover` 是一个批量标注数据的工具, 只需数据能被向量表示. | ||
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- 标注过程很简单, 如同给散点图上色. | ||
- 通过移动鼠标和框选, 来观察数据(在降维后的)点簇. | ||
- 使用小工具(如搜索/过滤/规则/主动学习)来提升精度. | ||
- 输入合适的标签, 并点击"Apply"按钮, 即可标注! | ||
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![GIF Demo](https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.5.0/trailer-short.gif) |
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## :rocket: Live Demos | ||
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### [**With code**](https://phurwicz.github.io/hover/pages/tutorial/t0-quickstart/) | ||
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- edit & run code in your browser to get a labeling interface, with guides along the way. | ||
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### [**Without code**](https://mybinder.org/v2/gh/phurwicz/hover-binder/master?urlpath=/proxy/5006/app-simple-annotator) | ||
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- go directly to an example labeling interface hosted on Binder. |
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## :rocket: 在线演示 | ||
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### [**Notebook教程**](https://phurwicz.github.io/hover/pages/tutorial/t0-quickstart/) | ||
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- 查看含代码的教程, 可在浏览器中编辑和运行, 无需安装依赖. | ||
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### [**示例标注界面**](https://mybinder.org/v2/gh/phurwicz/hover-binder/master?urlpath=/proxy/5006/app-simple-annotator) | ||
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- 跳过所有代码, 进入托管在Binder上的标注界面. |
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## :sparkles: Features | ||
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> **It's fast because it labels data in bulk.** | ||
:telescope: A semantic scatter plot of your data for labeling, equipped with | ||
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<details open> | ||
<summary> <b>Tooltip</b> for each point on mouse hover </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/image-tooltip.gif"> | ||
</details> | ||
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<details> | ||
<summary> Table view for <b>inspecting selected</b> points </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/selection-table.gif"> | ||
</details> | ||
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<details> | ||
<summary> Toggle buttons that clearly <b>distinguish data subsets</b> </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/subset-toggle.gif"> | ||
</details> | ||
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<details> | ||
<summary> <b>Search</b> widgets for ad-hoc data highlight </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/text-search-response.gif"> | ||
</details> | ||
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> **It's accurate because multiple components work together.** | ||
:microscope: Supplementary views to use in conjunction with the annotator, including | ||
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<details> | ||
<summary> `Finder`: <b>filter</b> data by search criteria</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/finder-filter.gif"> | ||
</details> | ||
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<details> | ||
<summary> `SoftLabel`: <b>active learning</b> by in-the-loop model prediction score</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/active-learning.gif"> | ||
</details> | ||
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<details> | ||
<summary> `Snorkel`: <b>custom functions</b> for labeling and filtering</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/labeling-function.gif"> | ||
</details> | ||
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> **It's flexible (and fun!) because the process never gets old.** | ||
:toolbox: Additional tools and options that allow you to | ||
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<details> | ||
<summary> Go to <b>higher dimensions</b> (3D? 4D?) and choose your xy-axes </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/change-axes.gif"> | ||
</details> | ||
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<details> | ||
<summary> <b>Consecutively select</b> across areas, dimensions, and views</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/keep-selecting.gif"> | ||
</details> | ||
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<details> | ||
<summary> <b>Kick outliers</b> and <b>fix mistakes</b></summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/evict-and-patch.gif"> | ||
</details> |
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## :sparkles: 具体功能 | ||
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:telescope: 将向量降维得到二维数据散点图, 并配有 | ||
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<details open> | ||
<summary> <b>提示框</b> 来显示具体数据内容 </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/image-tooltip.gif"> | ||
</details> | ||
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<details> | ||
<summary> 表格来 <b>批量检视</b> 选中的数据 </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/selection-table.gif"> | ||
</details> | ||
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<details> | ||
<summary> 切换按钮来 <b>区分数据子集</b> </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/subset-toggle.gif"> | ||
</details> | ||
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<details> | ||
<summary> <b>文本/正则匹配</b> 来定向搜寻数据 </summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/text-search-response.gif"> | ||
</details> | ||
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:microscope: 与标注界面同步的辅助模式 | ||
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<details> | ||
<summary> `Finder`: 以匹配条件来 <b>过滤</b> 选中的数据</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/finder-filter.gif"> | ||
</details> | ||
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<details> | ||
<summary> `SoftLabel`: <b>主动学习</b> 用模型打分过滤选中的数据</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/active-learning.gif"> | ||
</details> | ||
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<details> | ||
<summary> `Snorkel`: <b>自定义函数</b> 来过滤数据或直接打标</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/labeling-function.gif"> | ||
</details> | ||
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:toolbox: 更多的补充工具 | ||
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<details> | ||
<summary> 降维时保留 <b>更多维度</b> (3D? 4D?) 并动态选择观察的平面</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/change-axes.gif"> | ||
</details> | ||
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<details> | ||
<summary> 跨界面/跨维度地进行 <b>持续选取/反选</b> 以达到更高精度</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/keep-selecting.gif"> | ||
</details> | ||
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<details> | ||
<summary> <b>剔除</b>选中数据中的异类 以及 <b>修订</b>发现的误标</summary> | ||
<img src="https://raw.githubusercontent.com/phurwicz/hover-gallery/main/0.7.0/evict-and-patch.gif"> | ||
</details> |
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## :package: Install | ||
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> Python: 3.8+ | ||
> | ||
> OS: Linux & Mac & Windows | ||
PyPI: `pip install hover` | ||
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Conda: `conda install -c conda-forge hover` |
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## :book: Resources | ||
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- [Tutorials](https://phurwicz.github.io/hover/pages/tutorial/t0-quickstart/) | ||
- [Binder repo](https://github.com/phurwicz/hover-binder) | ||
- [Changelog](https://github.com/phurwicz/hover/blob/main/CHANGELOG.md) | ||
- [Documentation](https://phurwicz.github.io/hover/) |
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## :book: 资料 | ||
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- [教程](https://phurwicz.github.io/hover/pages/tutorial/t0-quickstart/) | ||
- [Binder仓库](https://github.com/phurwicz/hover-binder) | ||
- [版本说明](https://github.com/phurwicz/hover/blob/main/CHANGELOG.md) | ||
- [文档](https://phurwicz.github.io/hover/) |
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## :flags: Announcements | ||
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- **Jan 21, 2023** version 0.8.0 is now available. Check out the [changelog](https://github.com/phurwicz/hover/blob/main/CHANGELOG.md) for details :partying_face:. |
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## :flags: 新动态 | ||
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- **Jan 21, 2023** 新版本 0.8.0 已就绪, 可查看 [changelog](https://github.com/phurwicz/hover/blob/main/CHANGELOG.md) 获悉详情 :partying_face:. |
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## :bell: Remarks | ||
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### Shoutouts | ||
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- Thanks to [`Bokeh`](https://bokeh.org) because `hover` would not exist without linked plots and callbacks, or be nearly as good without embeddable server apps. | ||
- Thanks to [Philip Vollet](https://de.linkedin.com/in/philipvollet) for sharing `hover` with the community even when it was really green. | ||
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### Contributing | ||
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- All feedbacks are welcome, **especially what you find lacking and want it fixed!** | ||
- `./requirements-dev.txt` lists required packages for development. | ||
- Pull requests are advised to use a superset of the pre-commit hooks listed in [.pre-commit-config.yaml](https://github.com/phurwicz/hover/blob/main/.pre-commit-config.yaml). | ||
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### Citation | ||
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If you have found `hover` useful to your work, please [let us know](https://github.com/phurwicz/hover/discussions) :hugs: | ||
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```tex | ||
@misc{hover, | ||
title={{hover}: label data at scale}, | ||
url={https://github.com/phurwicz/hover}, | ||
note={Open software from https://github.com/phurwicz/hover}, | ||
author={ | ||
Pavel Hurwicz and | ||
Haochuan Wei}, | ||
year={2021}, | ||
} | ||
``` |
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## :bell: 其它说明 | ||
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### 鸣谢和推荐 | ||
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- 我们推荐 [`Bokeh`](https://bokeh.org) 可视化框架, `hover`正是基于它的图表同步和回调函数来实现非常重要的功能. | ||
- 感谢 [Philip Vollet](https://de.linkedin.com/in/philipvollet) 在`hover`的迭代早期 无偿地帮助在开源社区内推广. | ||
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### 提供贡献 | ||
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- 我们欢迎任何反馈, **特别是使用中的痛点!** | ||
- `./requirements-dev.txt` 列出了开发者所需的依赖. | ||
- 我们建议在提交PR前启用[.pre-commit-config.yaml](https://github.com/phurwicz/hover/blob/main/.pre-commit-config.yaml)中列出的pre-commit hook. | ||
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### 引用 | ||
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如果`hover`对您的工作有帮助, 请[告诉我们](https://github.com/phurwicz/hover/discussions)或引用 :hugs: | ||
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```tex | ||
@misc{hover, | ||
title={{hover}: label data at scale}, | ||
url={https://github.com/phurwicz/hover}, | ||
note={Open software from https://github.com/phurwicz/hover}, | ||
author={ | ||
Pavel Hurwicz and | ||
Haochuan Wei}, | ||
year={2021}, | ||
} | ||
``` |