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hanxiao authored Apr 29, 2020
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<h2 align="center">Are you looking for X-as-serivce? Try <a href="https://github.com/jina-ai/jina">Jina</a>!</h2>
<h4 align="center">where X is albert, pytorch-transformer, vgg, resnet, videobert, or <b>ANY</b> deep learning representation model?</h4>
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<tr><a href="https://github.com/jina-ai/jina"><img src="https://github.com/jina-ai/jina/blob/master/.github/1500х667.gif?raw=true" alt="Jina banner" width="100%"></a></tr>
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<a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101">
<img src="https://github.com/jina-ai/jina/blob/master/docs/chapters/101/img/ILLUS12.png?raw=true" alt="Jina 101 Concept Illustration Book, Copyright by Jina AI Limited" title="Jina 101 Concept Illustration Book, Copyright by Jina AI Limited"/>
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<h3><a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101">► Jina 101: First Thing to Learn About Jina</a></h3>
&nbsp;&nbsp;<a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101">English</a> •
<a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101/README.ja.md">日本語</a> •
<a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101/README.fr.md">français</a> •
<a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101/README.de.md">Deutsch</a> •
<a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101/README.ru.md">Русский язык</a> •
<a href="https://github.com/jina-ai/jina/tree/master/docs/chapters/101/README.zh.md">中文</a>
<br>
<h3><a href="https://github.com/jina-ai/examples/tree/master/x-as-service">► From BERT-as-Service to X-as-Service</a></h3>
Learn how to use Jina to extract feature vector using any deep learning representation

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<h1 align="center">bert-as-service</h1>

<p align="center">Using BERT model as a sentence encoding service, i.e. mapping a variable-length sentence to a fixed-length vector.</p>
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More features: [XLA & FP16 support](#speed-wrt--fp16-and--xla); mix GPU-CPU workloads; optimized graph; `tf.data` friendly; customized tokenizer; flexible pooling strategy; [build-in HTTP server](#using-bert-as-service-to-serve-http-requests-in-json) and dashboard; [async encoding](#asynchronous-encoding); [multicasting](#broadcasting-to-multiple-clients); etc.



<h2 align="center">Install</h2>

Install the server and client via `pip`. They can be installed separately or even on *different* machines:
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