4 anni fa · 10906e1a17
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															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Releasing fastText · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="## Faster, better text classification!"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Releasing fastText · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/blog/2016/08/18/blog-post.html"/><meta property="og:description" content="## Faster, better text classification!"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Releasing fastText · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="## Faster, better text classification!"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Releasing fastText · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/blog/2016/08/18/blog-post.html"/><meta property="og:description" content="## Faster, better text classification!"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -81,4 +81,4 @@
 
															 <p><img src="../../../../img/blog/2016-08-18-blog-post-img2.png" alt="fastText performance">
														
 
															 <em>Comparison between fastText and state-of-the-art word representations for different languages.</em></p>
														
 
															 <p>We hope the introduction of fastText helps the community build better, more scalable solutions for text representation and classification. Delivered as an open-source library, we believe fastText is a valuable addition to the research and engineering communities, which will ultimately help us all design better applications and further advances in language understanding.</p>
														
 
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															+</span></div></div><div class="blogSocialSection"></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent Posts</a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/blog/2017/05/02/blog-post.html
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															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>fastText on mobile · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Today, the Facebook AI Research (FAIR) team released pre-trained vectors in 294 languages, accompanied by two quick-start tutorials, to increase fastText’s accessibility to the large community of students, software developers, and researchers interested in machine learning. fastText’s models now fit on smartphones and small computers like Raspberry Pi devices thanks to a new functionality that reduces memory usage."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="fastText on mobile · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/blog/2017/05/02/blog-post.html"/><meta property="og:description" content="Today, the Facebook AI Research (FAIR) team released pre-trained vectors in 294 languages, accompanied by two quick-start tutorials, to increase fastText’s accessibility to the large community of students, software developers, and researchers interested in machine learning. fastText’s models now fit on smartphones and small computers like Raspberry Pi devices thanks to a new functionality that reduces memory usage."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>fastText on mobile · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Today, the Facebook AI Research (FAIR) team released pre-trained vectors in 294 languages, accompanied by two quick-start tutorials, to increase fastText’s accessibility to the large community of students, software developers, and researchers interested in machine learning. fastText’s models now fit on smartphones and small computers like Raspberry Pi devices thanks to a new functionality that reduces memory usage."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="fastText on mobile · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/blog/2017/05/02/blog-post.html"/><meta property="og:description" content="Today, the Facebook AI Research (FAIR) team released pre-trained vectors in 294 languages, accompanied by two quick-start tutorials, to increase fastText’s accessibility to the large community of students, software developers, and researchers interested in machine learning. fastText’s models now fit on smartphones and small computers like Raspberry Pi devices thanks to a new functionality that reduces memory usage."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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															               m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
														
@@ -88,4 +88,4 @@
 
															 <p>In the second tutorial, fastText is used to learn word representations from Wikipedia pages. The tutorial steps through simple ways to test the quality of a model. Queries return a word’s nearest neighbors or given a related pair example, analogies produce the most closely related words to a a queried word. For example, a model can predict that Paris is related to France in the same way as Berlin to Germany. Even words that the model has not been trained on can be tested! fastText looks at groups of characters that build-up the word to produce its representation to find likely candidates for misspelled words and made-up words like ”shiftgear.”</p>
														
 
															 <p>Students and developers interested in machine learning can get right to work with the newly released self-paced tutorials <a href="https://fasttext.cc/docs/en/supervised-tutorial.html">available on our website</a>. The tutorials are straightforward and do not require advanced knowledge in machine learning. The tutorials also offer insights into other features of the fastText library for more advanced developers.</p>
														
 
															 <p>Use cases include experimentation, prototyping, and production. fastText can be used as a command line, linked to a C++ application, or used as a library. Community contributed Python and Lua APIs are also available.</p>
														
 
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--- a/blog/2019/06/25/blog-post.html
+++ b/blog/2019/06/25/blog-post.html
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															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Blog · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Library for efficient text classification and representation learning"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Blog · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Library for efficient text classification and representation learning"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Blog · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Library for efficient text classification and representation learning"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Blog · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Library for efficient text classification and representation learning"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -172,4 +172,4 @@ print(model.wordNgrams)
 
															 <p>Understanding the meaning of words that roll off your tongue as you talk, or your fingertips as you tap out posts is one of the biggest technical challenges facing artificial intelligence researchers. But it is an essential need. Automatic text processing forms a key part of the day-to-day interaction with your computer; it’s a critical component of everything from web search and content ranking to spam filtering, and when it works well, it’s completely invisible to you. With the growing amount of online data, there is a need for more flexible tools to better understand the content of very large datasets, in order to provide more accurate classification results.</p>
														
 
															 <p>To address this need, the <a href="https://research.fb.com/category/facebook-ai-research-fair/">Facebook AI Research (FAIR) lab</a> is open-sourcing <a href="https://github.com/facebookresearch/fastText">fastText</a>, a library designed to help build scalable solutions for text representation and classification. Our ongoing commitment to collaboration and sharing with the community extends beyond just delivering code. We know it’s important to share our learnings to advance the field, so have also <a href="http://arxiv.org/abs/1607.04606">published</a> <a href="http://arxiv.org/abs/1607.01759">our research</a> relating to fastText.</p>
														
 
															 <p>FastText combines some of the most successful concepts introduced by the natural language processing and machine learning communities in the last few decades. These include representing sentences with bag of words and bag of n-grams, as well as using subword information, and sharing information across classes through a hidden representation. We also employ a hierachical softmax that takes advantage of the unbalanced distribution of the classes to speed up computation. These different concepts are being used for two different tasks: efficient text classification and learning word vector representations.</p>
														
 
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															+</span></div><div class="read-more"><a class="button" href="/blog/2016/08/18/blog-post.html">Read More</a></div></article></div><div class="docs-prevnext"></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
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+++ b/css/prism.css
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															 /**
														
 
															- * Copyright (c) 2017-present, Facebook, Inc.
														
 
															+ * Copyright (c) Facebook, Inc. and its affiliates.
														
 
															  *
														
 
															  * This source code is licensed under the MIT license found in the
														
 
															  * LICENSE file in the root directory of this source tree.
														
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+++ b/docs/en/aligned-vectors.html
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															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Aligned word vectors · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="We are publishing aligned word vectors for 44 languages based on the pre-trained vectors computed on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Aligned word vectors · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="We are publishing aligned word vectors for 44 languages based on the pre-trained vectors computed on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Aligned word vectors · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="We are publishing aligned word vectors for 44 languages based on the pre-trained vectors computed on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Aligned word vectors · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="We are publishing aligned word vectors for 44 languages based on the pre-trained vectors computed on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -111,4 +111,4 @@ The other lines contain a word followed by its vector. Each value is space separ
 
															   pages={<span class="hljs-number">135</span>--<span class="hljs-number">146</span>}
														
 
															 }
														
 
															 </code></pre>
														
 
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--- a/docs/en/api.html
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@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>API · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="We automatically generate our [API documentation](/docs/en/html/index.html) with doxygen."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="API · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="We automatically generate our [API documentation](/docs/en/html/index.html) with doxygen."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -63,4 +63,4 @@
 
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															         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><h1 id="__docusaurus" class="postHeaderTitle">API</h1></header><article><div><span><p>We automatically generate our <a href="/docs/en/html/index.html">API documentation</a> with doxygen.</p>
														
 
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--- a/docs/en/autotune.html
+++ b/docs/en/autotune.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Automatic hyperparameter optimization · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="As we saw in [the tutorial](/docs/en/supervised-tutorial.html#more-epochs-and-larger-learning-rate), finding the best hyperparameters is crucial for building efficient models. However, searching the best hyperparameters manually is difficult. Parameters are dependent and the effect of each parameter vary from one dataset to another."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Automatic hyperparameter optimization · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="As we saw in [the tutorial](/docs/en/supervised-tutorial.html#more-epochs-and-larger-learning-rate), finding the best hyperparameters is crucial for building efficient models. However, searching the best hyperparameters manually is difficult. Parameters are dependent and the effect of each parameter vary from one dataset to another."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Automatic hyperparameter optimization · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="As we saw in [the tutorial](/docs/en/supervised-tutorial.html#more-epochs-and-larger-learning-rate), finding the best hyperparameters is crucial for building efficient models. However, searching the best hyperparameters manually is difficult. Parameters are dependent and the effect of each parameter vary from one dataset to another."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Automatic hyperparameter optimization · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="As we saw in [the tutorial](/docs/en/supervised-tutorial.html#more-epochs-and-larger-learning-rate), finding the best hyperparameters is crucial for building efficient models. However, searching the best hyperparameters manually is difficult. Parameters are dependent and the effect of each parameter vary from one dataset to another."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -117,4 +117,4 @@ By default, autotune will test the validation file you provide, exactly the same
 
															 <pre><code class="hljs css language-sh">&gt;&gt; ./fasttext supervised [...] -autotune-metric recallAtPrecision:30
														
 
															 &gt;&gt; ./fasttext supervised [...] -autotune-metric recallAtPrecision:30:__label__baking
														
 
															 </code></pre>
														
 
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--- a/docs/en/cheatsheet.html
+++ b/docs/en/cheatsheet.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Cheatsheet · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="## Word representation learning"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Cheatsheet · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="## Word representation learning"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -103,4 +103,4 @@
 
															 <p>Constrain the final model size:</p>
														
 
															 <pre><code class="hljs css language-bash">$ ./fasttext supervised -input train.txt -output model -autotune-validation valid.txt -autotune-modelsize 2M
														
 
															 </code></pre>
														
 
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--- a/docs/en/crawl-vectors.html
+++ b/docs/en/crawl-vectors.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Word vectors for 157 languages · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="We distribute pre-trained word vectors for 157 languages, trained on [*Common Crawl*](http://commoncrawl.org/) and [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Word vectors for 157 languages · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="We distribute pre-trained word vectors for 157 languages, trained on [*Common Crawl*](http://commoncrawl.org/) and [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Word vectors for 157 languages · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="We distribute pre-trained word vectors for 157 languages, trained on [*Common Crawl*](http://commoncrawl.org/) and [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Word vectors for 157 languages · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="We distribute pre-trained word vectors for 157 languages, trained on [*Common Crawl*](http://commoncrawl.org/) and [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -185,4 +185,4 @@ For the remaining languages, we used the ICU tokenizer.</p>
 
															 <tr><td>Zazaki:  <a href="https://dl.fbaipublicfiles.com/fasttext/vectors-crawl/cc.diq.300.bin.gz">bin</a>, <a href="https://dl.fbaipublicfiles.com/fasttext/vectors-crawl/cc.diq.300.vec.gz">text</a></td><td>Zeelandic:  <a href="https://dl.fbaipublicfiles.com/fasttext/vectors-crawl/cc.zea.300.bin.gz">bin</a>, <a href="https://dl.fbaipublicfiles.com/fasttext/vectors-crawl/cc.zea.300.vec.gz">text</a></td></tr>
														
 
															 </tbody>
														
 
															 </table>
														
 
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--- a/docs/en/dataset.html
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@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Datasets · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="[Download YFCC100M Dataset](https://fb-public.box.com/s/htfdbrvycvroebv9ecaezaztocbcnsdn)"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Datasets · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="[Download YFCC100M Dataset](https://fb-public.box.com/s/htfdbrvycvroebv9ecaezaztocbcnsdn)"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Datasets · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="[Download YFCC100M Dataset](https://fb-public.box.com/s/htfdbrvycvroebv9ecaezaztocbcnsdn)"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Datasets · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="[Download YFCC100M Dataset](https://fb-public.box.com/s/htfdbrvycvroebv9ecaezaztocbcnsdn)"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -63,4 +63,4 @@
 
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															             });
														
 
															         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><h1 id="__docusaurus" class="postHeaderTitle">Datasets</h1></header><article><div><span><p><a href="https://fb-public.box.com/s/htfdbrvycvroebv9ecaezaztocbcnsdn">Download YFCC100M Dataset</a></p>
														
 
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--- a/docs/en/english-vectors.html
+++ b/docs/en/english-vectors.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>English word vectors · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="This page gathers several pre-trained word vectors trained using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="English word vectors · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="This page gathers several pre-trained word vectors trained using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>English word vectors · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="This page gathers several pre-trained word vectors trained using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="English word vectors · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="This page gathers several pre-trained word vectors trained using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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															               m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
														
@@ -99,4 +99,4 @@ These text models can easily be loaded in Python using the following code:</p>
 
															   year={<span class="hljs-number">2018</span>}
														
 
															 }
														
 
															 </code></pre>
														
 
															-</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/en/crawl-vectors.html"><span>Word vectors for 157 languages</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2020 Facebook Inc.</section></footer></div></body></html>
														
 
															+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/en/crawl-vectors.html"><span>Word vectors for 157 languages</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/docs/en/faqs.html
+++ b/docs/en/faqs.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FAQ · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="## What is fastText? Are there tutorials?"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="FAQ · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="## What is fastText? Are there tutorials?"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FAQ · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="## What is fastText? Are there tutorials?"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="FAQ · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="## What is fastText? Are there tutorials?"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															               (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
														
 
															               (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
														
 
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@@ -98,4 +98,4 @@ There are few unofficial wrappers for javascript, lua and other languages availa
 
															 <p>This is a known rounding issue. You can consider it as 1.0.</p>
														
 
															 <h2><a class="anchor" aria-hidden="true" id="how-can-i-change-the-dimension-of-word-vectors-of-a-model-file"></a><a href="#how-can-i-change-the-dimension-of-word-vectors-of-a-model-file" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>How can I change the dimension of word vectors of a model file?</h2>
														
 
															 <p>If you already trained a model, or downloaded a pre-trained word vectors model, you can adapt the dimension of the word vectors with the <code>reduce_model.py</code> script or by calling <code>fasttext.util.reduce_model</code> from python, as <a href="/docs/en/crawl-vectors.html#adapt-the-dimension">described here</a></p>
														
 
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--- a/docs/en/language-identification.html
+++ b/docs/en/language-identification.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Language identification · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="### Description"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Language identification · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="### Description"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Language identification · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="### Description"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Language identification · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="### Description"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -93,4 +93,4 @@
 
															   year={2016}
														
 
															 }
														
 
															 </span></code></pre>
														
 
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--- a/docs/en/options.html
+++ b/docs/en/options.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>List of options · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Invoke a command without arguments to list available arguments and their default values:"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="List of options · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Invoke a command without arguments to list available arguments and their default values:"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>List of options · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Invoke a command without arguments to list available arguments and their default values:"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="List of options · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Invoke a command without arguments to list available arguments and their default values:"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -111,4 +111,4 @@ The following arguments are mandatory:
 
															   -autotune-duration              maximum duration in seconds [300]
														
 
															   -autotune-modelsize             constraint model file size [] (empty = do not quantize)
														
 
															 </code></pre>
														
 
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--- a/docs/en/pretrained-vectors.html
+++ b/docs/en/pretrained-vectors.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Wiki word vectors · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="We are publishing pre-trained word vectors for 294 languages, trained on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Wiki word vectors · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="We are publishing pre-trained word vectors for 294 languages, trained on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Wiki word vectors · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="We are publishing pre-trained word vectors for 294 languages, trained on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Wiki word vectors · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="We are publishing pre-trained word vectors for 294 languages, trained on [*Wikipedia*](https://www.wikipedia.org) using fastText."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -191,4 +191,4 @@ Words are ordered by their frequency in a descending order.</p>
 
															   pages={<span class="hljs-number">135</span>--<span class="hljs-number">146</span>}
														
 
															 }
														
 
															 </code></pre>
														
 
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--- a/docs/en/python-module.html
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@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Python module · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="In this document we present how to use fastText in python."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Python module · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="In this document we present how to use fastText in python."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Python module · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="In this document we present how to use fastText in python."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Python module · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="In this document we present how to use fastText in python."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -281,4 +281,4 @@ model.labels        <span class="hljs-comment"># equivalent to model.get_labels(
 
															 <pre><code class="hljs css language-py">model[<span class="hljs-string">'king'</span>]       <span class="hljs-comment"># equivalent to model.get_word_vector('king')</span>
														
 
															 <span class="hljs-string">'king'</span> <span class="hljs-keyword">in</span> model     <span class="hljs-comment"># equivalent to `'king' in model.get_words()`</span>
														
 
															 </code></pre>
														
 
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--- a/docs/en/references.html
+++ b/docs/en/references.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>References · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Please cite [1](#enriching-word-vectors-with-subword-information) if using this code for learning word representations or [2](#bag-of-tricks-for-efficient-text-classification) if using for text classification."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="References · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Please cite [1](#enriching-word-vectors-with-subword-information) if using this code for learning word representations or [2](#bag-of-tricks-for-efficient-text-classification) if using for text classification."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>References · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Please cite [1](#enriching-word-vectors-with-subword-information) if using this code for learning word representations or [2](#bag-of-tricks-for-efficient-text-classification) if using for text classification."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="References · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Please cite [1](#enriching-word-vectors-with-subword-information) if using this code for learning word representations or [2](#bag-of-tricks-for-efficient-text-classification) if using for text classification."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -88,4 +88,4 @@
 
															 }
														
 
															 </span></code></pre>
														
 
															 <p>(* These authors contributed equally.)</p>
														
 
															-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/en/api.html"><span class="arrow-prev">← </span><span>API</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2020 Facebook Inc.</section></footer></div></body></html>
														
 
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--- a/docs/en/supervised-models.html
+++ b/docs/en/supervised-models.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Supervised models · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="This page gathers several pre-trained supervised models on several datasets."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Supervised models · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="This page gathers several pre-trained supervised models on several datasets."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Supervised models · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="This page gathers several pre-trained supervised models on several datasets."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Supervised models · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="This page gathers several pre-trained supervised models on several datasets."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -105,4 +105,4 @@
 
															   year={2016}
														
 
															 }
														
 
															 </span></code></pre>
														
 
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+++ b/docs/en/supervised-tutorial.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Text classification · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Text classification is a core problem to many applications, like spam detection, sentiment analysis or smart replies. In this tutorial, we describe how to build a text classifier with the fastText tool."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Text classification · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Text classification is a core problem to many applications, like spam detection, sentiment analysis or smart replies. In this tutorial, we describe how to build a text classifier with the fastText tool."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Text classification · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Text classification is a core problem to many applications, like spam detection, sentiment analysis or smart replies. In this tutorial, we describe how to build a text classifier with the fastText tool."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Text classification · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Text classification is a core problem to many applications, like spam detection, sentiment analysis or smart replies. In this tutorial, we describe how to build a text classifier with the fastText tool."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -228,4 +228,4 @@ We can also evaluate our results with the <code>test</code> function:</p>
 
															 </span></div></div></div></div>
														
 
															 <h2><a class="anchor" aria-hidden="true" id="conclusion"></a><a href="#conclusion" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Conclusion</h2>
														
 
															 <p>In this tutorial, we gave a brief overview of how to use fastText to train powerful text classifiers. We had a light overview of some of the most important options to tune.</p>
														
 
															-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/en/options.html"><span class="arrow-prev">← </span><span>List of options</span></a><a class="docs-next button" href="/docs/en/unsupervised-tutorial.html"><span>Word representations</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2020 Facebook Inc.</section></footer></div></body></html>
														
 
															+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/en/options.html"><span class="arrow-prev">← </span><span>List of options</span></a><a class="docs-next button" href="/docs/en/unsupervised-tutorial.html"><span>Word representations</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/docs/en/support.html
+++ b/docs/en/support.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Get started · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="## What is fastText?"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Get started · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="## What is fastText?"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Get started · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="## What is fastText?"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Get started · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="## What is fastText?"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -101,4 +101,4 @@ Type <span class="hljs-string">"help"</span>, <span class="hljs-string">"copyrig
 
															 &gt;&gt;&gt;
														
 
															 </code></pre>
														
 
															 <p>If you don't see any error message, the installation was successful.</p>
														
 
															-</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/en/cheatsheet.html"><span>Cheatsheet</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2020 Facebook Inc.</section></footer></div></body></html>
														
 
															+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/en/cheatsheet.html"><span>Cheatsheet</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/docs/en/unsupervised-tutorial.html
+++ b/docs/en/unsupervised-tutorial.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Word representations · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="A popular idea in modern machine learning is to represent words by vectors. These vectors capture hidden information about a language, like word analogies or semantic. It is also used to improve performance of text classifiers."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Word representations · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="A popular idea in modern machine learning is to represent words by vectors. These vectors capture hidden information about a language, like word analogies or semantic. It is also used to improve performance of text classifiers."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Word representations · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="A popular idea in modern machine learning is to represent words by vectors. These vectors capture hidden information about a language, like word analogies or semantic. It is also used to improve performance of text classifiers."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Word representations · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="A popular idea in modern machine learning is to represent words by vectors. These vectors capture hidden information about a language, like word analogies or semantic. It is also used to improve performance of text classifiers."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -189,4 +189,4 @@ To train a cbow model with fastText, you run the following command:</p>
 
															 <p>The nearest neighbors capture different variation around the word <em>accommodation</em>. We also get semantically related words such as <em>amenities</em> or <em>catering</em>.</p>
														
 
															 <h2><a class="anchor" aria-hidden="true" id="conclusion"></a><a href="#conclusion" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Conclusion</h2>
														
 
															 <p>In this tutorial, we show how to obtain word vectors from Wikipedia. This can be done for any language and we provide <a href="https://fasttext.cc/docs/en/pretrained-vectors.html">pre-trained models</a> with the default setting for 294 of them.</p>
														
 
															-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/en/supervised-tutorial.html"><span class="arrow-prev">← </span><span>Text classification</span></a><a class="docs-next button" href="/docs/en/autotune.html"><span>Automatic hyperparameter optimization</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2020 Facebook Inc.</section></footer></div></body></html>
														
 
															+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/en/supervised-tutorial.html"><span class="arrow-prev">← </span><span>Text classification</span></a><a class="docs-next button" href="/docs/en/autotune.html"><span>Automatic hyperparameter optimization</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/docs/en/webassembly-module.html
+++ b/docs/en/webassembly-module.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>WebAssembly module · fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="In this document we present how to use fastText in javascript with WebAssembly."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="WebAssembly module · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="In this document we present how to use fastText in javascript with WebAssembly."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>WebAssembly module · fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="In this document we present how to use fastText in javascript with WebAssembly."/><meta name="docsearch:language" content="en"/><meta property="og:title" content="WebAssembly module · fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="In this document we present how to use fastText in javascript with WebAssembly."/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
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@@ -324,4 +324,4 @@ test(url, k, threshold)  <span class="hljs-comment">// downloads the test file f
 
															 <li><code>trainCallback</code> is the name of the function that will be called during training to provide various information. Set this argument to <code>null</code> if you don't need a callback, or provide a function that has the following signature: <code>function myCallback(progress, loss, wst, lr, eta){ ... }</code></li>
														
 
															 </ul>
														
 
															 <p><code>trainUnsupervised</code> returns a <a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Promise">Promise</a> that resolves to a <a href="#model-object"><code>model</code> object</a>.</p>
														
 
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															+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/en/python-module.html"><span class="arrow-prev">← </span><span>Python module</span></a><a class="docs-next button" href="/docs/en/faqs.html"><span>FAQ</span><span class="arrow-next"> →</span></a></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/en/index.html
+++ b/en/index.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Library for efficient text classification and representation learning"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Library for efficient text classification and representation learning"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Library for efficient text classification and representation learning"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Library for efficient text classification and representation learning"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															               (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
														
 
															               (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
														
 
															               m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
														
@@ -8,7 +8,7 @@
 
															               ga('send', 'pageview');
														
 
															             </script><script type="text/javascript" src="/tabber.js"></script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/en/support.html" target="_self">Docs</a></li><li class=""><a href="/docs/en/english-vectors.html" target="_self">Resources</a></li><li class=""><a href="/blog/" target="_self">Blog</a></li><li class=""><a href="https://github.com/facebookresearch/fastText/" target="_blank">GitHub</a></li></ul></nav></div></header></div></div><div class="navPusher"><div><div class="homeContainer"><div class="homeSplashFade"><div class="wrapper homeWrapper"><div class="inner"><img src="/img/fasttext-logo-color-web.png" width="50%"/><h2 class="projectTitle"><small>Library for efficient text classification and representation learning</small></h2><div class="section promoSection"><div class="promoRow"><div class="pluginRowBlock"><div class="pluginWrapper buttonWrapper"><a class="button" href="/docs/en/support.html" target="_self">Get Started</a></div><div class="pluginWrapper buttonWrapper"><a class="button" href="/docs/en/english-vectors.html" target="_self">Download Models</a></div></div></div></div></div></div></div></div><div class="mainContainer"><div class="descriptionSection paddingTop lightBackground" style="text-align:left" id="fast-download"><div class="container"><div class="wrapper"><div class="gridBlock"><div class="blockElement alignCenter twoByGridBlock"><div class="blockContent"><h2><div><span><p>What is fastText?</p>
														
 
															 </span></div></h2><div><span><p>FastText is an open-source, free, lightweight library that allows users to learn text representations and text classifiers. It works on standard, generic hardware. Models can later be reduced in size to even fit on mobile devices.</p>
														
 
															-</span></div></div></div></div></div></div></div><div class="productShowcaseSection paddingTop" style="text-align:center" id="fast-download"><h2><a href="/docs/en/english-vectors.html">Download pre-trained models</a></h2><div class="container"><div class="wrapper"><div class="gridBlock"><div class="blockElement alignCenter imageAlignTop twoByGridBlock"><div class="blockImage"><a href="/docs/en/english-vectors.html"><img src="/img/model-blue.png"/></a></div><div class="blockContent"><h2><div><span><p><a href="/docs/en/english-vectors.html">English word vectors</a></p>
														
 
															+</span></div></div></div></div></div></div><div class="container text--center margin-bottom--xl"><div class="row"><div class="col" style="text-align:center"><h2>Watch Introductory Video</h2><div><iframe width="560" height="315" src="https://www.youtube.com/embed/og183Y9yHFs" title="Explain Like I&#x27;m 5: fastText" frameBorder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe></div></div></div></div></div><div class="productShowcaseSection paddingTop" style="text-align:center" id="fast-download"><h2><a href="/docs/en/english-vectors.html">Download pre-trained models</a></h2><div class="container"><div class="wrapper"><div class="gridBlock"><div class="blockElement alignCenter imageAlignTop twoByGridBlock"><div class="blockImage"><a href="/docs/en/english-vectors.html"><img src="/img/model-blue.png"/></a></div><div class="blockContent"><h2><div><span><p><a href="/docs/en/english-vectors.html">English word vectors</a></p>
														
 
															 </span></div></h2><div><span><p>Pre-trained on English webcrawl and Wikipedia</p>
														
 
															 </span></div></div></div><div class="blockElement alignCenter imageAlignTop twoByGridBlock"><div class="blockImage"><a href="/docs/en/crawl-vectors.html"><img src="/img/model-red.png"/></a></div><div class="blockContent"><h2><div><span><p><a href="/docs/en/crawl-vectors.html">Multi-lingual word vectors</a></p>
														
 
															 </span></div></h2><div><span><p>Pre-trained models for 157 different languages</p>
														
@@ -24,4 +24,4 @@
 
															 </span></div></h2><div><span><p>A. Joulin, E. Grave, P. Bojanowski, T. Mikolov</p>
														
 
															 </span></div></div></div><div class="blockElement threeByGridBlock"><div class="blockContent"><h2><div><span><p><a href="https://arxiv.org/abs/1612.03651">FastText.zip: Compressing text classification models</a></p>
														
 
															 </span></div></h2><div><span><p>A. Joulin, E. Grave, P. Bojanowski, M. Douze, H. Jegou, T. Mikolov</p>
														
 
															-</span></div></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2020 Facebook Inc.</section></footer></div></body></html>
														
 
															+</span></div></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/index.html
+++ b/index.html
@@ -1,4 +1,4 @@
 
															-<!DOCTYPE html><html lang=""><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>fastText</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Library for efficient text classification and representation learning"/><meta property="og:title" content="fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Library for efficient text classification and representation learning"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															+<!DOCTYPE html><html lang=""><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>fastText</title><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Library for efficient text classification and representation learning"/><meta property="og:title" content="fastText"/><meta property="og:type" content="website"/><meta property="og:url" content="https://fasttext.cc/index.html"/><meta property="og:description" content="Library for efficient text classification and representation learning"/><meta property="og:image" content="https://fasttext.cc/img/ogimage.png"/><meta name="twitter:card" content="summary"/><link rel="shortcut icon" href="/img/fasttext-icon-bg-web.png"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><link rel="alternate" type="application/atom+xml" href="https://fasttext.cc/blog/atom.xml" title="fastText Blog ATOM Feed"/><link rel="alternate" type="application/rss+xml" href="https://fasttext.cc/blog/feed.xml" title="fastText Blog RSS Feed"/><script>
														
 
															               (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
														
 
															               (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
														
 
															               m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
														
@@ -8,7 +8,7 @@
 
															               ga('send', 'pageview');
														
 
															             </script><script type="text/javascript" src="/tabber.js"></script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/en/support.html" target="_self">Docs</a></li><li class=""><a href="/docs/en/english-vectors.html" target="_self">Resources</a></li><li class=""><a href="/blog/" target="_self">Blog</a></li><li class=""><a href="https://github.com/facebookresearch/fastText/" target="_blank">GitHub</a></li></ul></nav></div></header></div></div><div class="navPusher"><div><div class="homeContainer"><div class="homeSplashFade"><div class="wrapper homeWrapper"><div class="inner"><img src="/img/fasttext-logo-color-web.png" width="50%"/><h2 class="projectTitle"><small>Library for efficient text classification and representation learning</small></h2><div class="section promoSection"><div class="promoRow"><div class="pluginRowBlock"><div class="pluginWrapper buttonWrapper"><a class="button" href="/docs/en/support.html" target="_self">Get Started</a></div><div class="pluginWrapper buttonWrapper"><a class="button" href="/docs/en/english-vectors.html" target="_self">Download Models</a></div></div></div></div></div></div></div></div><div class="mainContainer"><div class="descriptionSection paddingTop lightBackground" style="text-align:left" id="fast-download"><div class="container"><div class="wrapper"><div class="gridBlock"><div class="blockElement alignCenter twoByGridBlock"><div class="blockContent"><h2><div><span><p>What is fastText?</p>
														
 
															 </span></div></h2><div><span><p>FastText is an open-source, free, lightweight library that allows users to learn text representations and text classifiers. It works on standard, generic hardware. Models can later be reduced in size to even fit on mobile devices.</p>
														
 
															-</span></div></div></div></div></div></div></div><div class="productShowcaseSection paddingTop" style="text-align:center" id="fast-download"><h2><a href="/docs/en/english-vectors.html">Download pre-trained models</a></h2><div class="container"><div class="wrapper"><div class="gridBlock"><div class="blockElement alignCenter imageAlignTop twoByGridBlock"><div class="blockImage"><a href="/docs/en/english-vectors.html"><img src="/img/model-blue.png"/></a></div><div class="blockContent"><h2><div><span><p><a href="/docs/en/english-vectors.html">English word vectors</a></p>
														
 
															+</span></div></div></div></div></div></div><div class="container text--center margin-bottom--xl"><div class="row"><div class="col" style="text-align:center"><h2>Watch Introductory Video</h2><div><iframe width="560" height="315" src="https://www.youtube.com/embed/og183Y9yHFs" title="Explain Like I&#x27;m 5: fastText" frameBorder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe></div></div></div></div></div><div class="productShowcaseSection paddingTop" style="text-align:center" id="fast-download"><h2><a href="/docs/en/english-vectors.html">Download pre-trained models</a></h2><div class="container"><div class="wrapper"><div class="gridBlock"><div class="blockElement alignCenter imageAlignTop twoByGridBlock"><div class="blockImage"><a href="/docs/en/english-vectors.html"><img src="/img/model-blue.png"/></a></div><div class="blockContent"><h2><div><span><p><a href="/docs/en/english-vectors.html">English word vectors</a></p>
														
 
															 </span></div></h2><div><span><p>Pre-trained on English webcrawl and Wikipedia</p>
														
 
															 </span></div></div></div><div class="blockElement alignCenter imageAlignTop twoByGridBlock"><div class="blockImage"><a href="/docs/en/crawl-vectors.html"><img src="/img/model-red.png"/></a></div><div class="blockContent"><h2><div><span><p><a href="/docs/en/crawl-vectors.html">Multi-lingual word vectors</a></p>
														
 
															 </span></div></h2><div><span><p>Pre-trained models for 157 different languages</p>
														
@@ -24,4 +24,4 @@
 
															 </span></div></h2><div><span><p>A. Joulin, E. Grave, P. Bojanowski, T. Mikolov</p>
														
 
															 </span></div></div></div><div class="blockElement threeByGridBlock"><div class="blockContent"><h2><div><span><p><a href="https://arxiv.org/abs/1612.03651">FastText.zip: Compressing text classification models</a></p>
														
 
															 </span></div></h2><div><span><p>A. Joulin, E. Grave, P. Bojanowski, M. Douze, H. Jegou, T. Mikolov</p>
														
 
															-</span></div></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2020 Facebook Inc.</section></footer></div></body></html>
														
 
															+</span></div></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/fasttext-icon-white-web.png" alt="fastText"/></a><div><h5>Support</h5><a href="/docs/en/support.html">Getting Started</a><a href="/docs/en/supervised-tutorial.html">Tutorials</a><a href="/docs/en/faqs.html">FAQs</a><a href="/docs/en/api.html">API</a></div><div><h5>Community</h5><a href="https://www.facebook.com/groups/1174547215919768/" target="_blank">Facebook Group</a><a href="http://stackoverflow.com/questions/tagged/fasttext" target="_blank">Stack Overflow</a><a href="https://groups.google.com/forum/#!forum/fasttext-library" target="_blank">Google Group</a></div><div><h5>More</h5><a href="/blog">Blog</a><a href="https://github.com/facebookresearch/fastText" target="_blank">GitHub</a><a class="github-button" href="https://github.com/facebookresearch/fastText/" data-icon="octicon-star" data-count-href="/fastText/stargazers" data-count-api="/repos/fastText#stargazers_count" data-count-aria-label="# stargazers on GitHub" aria-label="Star this project on GitHub">Star</a></div></section><a href="https://code.facebook.com/projects/" target="_blank" class="fbOpenSource"><img src="/img/oss_logo.png" alt="Facebook Open Source" width="170" height="45"/></a><section class="copyright">Copyright © 2022 Facebook Inc.</section></footer></div></body></html>
														
--- a/js/codetabs.js
+++ b/js/codetabs.js
@@ -1,5 +1,5 @@
 
															 /**
														
 
															- * Copyright (c) 2017-present, Facebook, Inc.
														
 
															+ * Copyright (c) Facebook, Inc. and its affiliates.
														
 
															  *
														
 
															  * This source code is licensed under the MIT license found in the
														
 
															  * LICENSE file in the root directory of this source tree.
														
@@ -7,19 +7,19 @@
 
															 // Turn off ESLint for this file because it's sent down to users as-is.
														
 
															 /* eslint-disable */
														
 
															-window.addEventListener('load', function() {
														
 
															+window.addEventListener('load', function () {
														
 
															   // add event listener for all tab
														
 
															-  document.querySelectorAll('.nav-link').forEach(function(el) {
														
 
															-    el.addEventListener('click', function(e) {
														
 
															+  document.querySelectorAll('.nav-link').forEach(function (el) {
														
 
															+    el.addEventListener('click', function (e) {
														
 
															       var groupId = e.target.getAttribute('data-group');
														
 
															       document
														
 
															         .querySelectorAll('.nav-link[data-group='.concat(groupId, ']'))
														
 
															-        .forEach(function(el) {
														
 
															+        .forEach(function (el) {
														
 
															           el.classList.remove('active');
														
 
															         });
														
 
															       document
														
 
															         .querySelectorAll('.tab-pane[data-group='.concat(groupId, ']'))
														
 
															-        .forEach(function(el) {
														
 
															+        .forEach(function (el) {
														
 
															           el.classList.remove('active');
														
 
															         });
														
 
															       e.target.classList.add('active');
														
--- a/js/scrollSpy.js
+++ b/js/scrollSpy.js
@@ -1,5 +1,5 @@
 
															 /**
														
 
															- * Copyright (c) 2017-present, Facebook, Inc.
														
 
															+ * Copyright (c) Facebook, Inc. and its affiliates.
														
 
															  *
														
 
															  * This source code is licensed under the MIT license found in the
														
 
															  * LICENSE file in the root directory of this source tree.
														
@@ -21,7 +21,7 @@
 
															       return;
														
 
															     }
														
 
															-    timer = setTimeout(function() {
														
 
															+    timer = setTimeout(function () {
														
 
															       timer = null;
														
 
															       var activeNavFound = false;
														
 
															       var headings = findHeadings(); // toc nav anchors
														
@@ -75,7 +75,7 @@
 
															   document.addEventListener('scroll', onScroll);
														
 
															   document.addEventListener('resize', onScroll);
														
 
															-  document.addEventListener('DOMContentLoaded', function() {
														
 
															+  document.addEventListener('DOMContentLoaded', function () {
														
 
															     // Cache the headings once the page has fully loaded.
														
 
															     headingsCache = findHeadings();
														
 
															     onScroll();