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FROM python:3.7.3-slim-stretch | ||
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RUN apt-get -y update && apt-get -y install gcc | ||
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WORKDIR / | ||
COPY checkpoint /checkpoint | ||
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# Make changes to the requirements/app here. | ||
# This Dockerfile order allows Docker to cache the checkpoint layer | ||
# and improve build times if making changes. | ||
RUN pip3 --no-cache-dir install tensorflow gpt-2-simple starlette uvicorn ujson | ||
COPY app.py / | ||
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# Clean up APT when done. | ||
RUN apt-get clean && rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/* | ||
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ENTRYPOINT ["python3", "-X", "utf8", "app.py"] |
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MIT License | ||
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Copyright (c) 2019 Max Woolf | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# mtg-gpt-2-cloud-run | ||
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## Maintainer/Creator | ||
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Max Woolf ([@minimaxir](https://minimaxir.com)) | ||
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*Max's open-source projects are supported by his [Patreon](https://www.patreon.com/minimaxir). If you found this project helpful, any monetary contributions to the Patreon are appreciated and will be put to good creative use.* | ||
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## License | ||
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MIT | ||
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## Disclaimer | ||
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This repo has no affiliation or relationship with OpenAI. |
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<!DOCTYPE html> | ||
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<style> | ||
html, | ||
body { | ||
height: 95% !important; | ||
margin: 0 !important; | ||
} | ||
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footer { | ||
/*max-height: 5% !important;*/ | ||
padding: 1em !important | ||
} | ||
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section { | ||
min-height: 95% !important | ||
} | ||
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.gen-box { | ||
background-color: #fff; | ||
display: block; | ||
padding: 1.25rem; | ||
color: #4a4a4a; | ||
font-size: 1rem; | ||
font-weight: 400; | ||
line-height: 1.25; | ||
} | ||
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.gen-border { | ||
height: 0.125em; | ||
background-color: #d5d5d5; | ||
} | ||
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.gen-box.warning { | ||
color: red; | ||
font-weight: 700; | ||
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} | ||
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.brand-text { | ||
display: flex; | ||
align-items: center; | ||
font-size: 1.5em | ||
} | ||
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#extra-buttons { | ||
padding-top: 1em; | ||
margin-top: 1em; | ||
border-top: 0.5px solid #d5d5d5; | ||
} | ||
</style> | ||
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<html> | ||
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<head> | ||
<meta charset="utf-8"> | ||
<meta name="viewport" content="width=device-width, initial-scale=1"> | ||
<title>AI-Generated Reddit Submission titles with GPT-2</title> | ||
<meta name="title" content="AI-Generated Reddit Submission titles with GPT-2" /> | ||
<meta name="description" content="Generate Reddit headlines using GPT-2!" /> | ||
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bulma/0.7.5/css/bulma.min.css"> | ||
<script defer src="https://use.fontawesome.com/releases/v5.3.1/js/all.js"></script> | ||
</head> | ||
<nav class="navbar" role="navigation" aria-label="main navigation"> | ||
<div class="navbar-brand"> | ||
<span class="icon is-large"> | ||
<span class="fa-stack"> | ||
<i class="fas fa-circle fa-stack-2x"></i> | ||
<i class="fas fa-robot fa-stack-1x fa-inverse"></i> | ||
</span> | ||
</span> | ||
<div class="brand-text is-family-code is-uppercase has-text-weight-bold">Reddit AI</div> | ||
</div> | ||
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<div id="navbarBasicExample" class="navbar-menu is-active"> | ||
<div class="navbar-start"> | ||
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<div class="navbar-item"> | ||
Generate custom Reddit titles from an AI using GPT-2 | ||
</div> | ||
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</div> | ||
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<div class="navbar-end"> | ||
<div class="navbar-item"> | ||
<div class="buttons"> | ||
<a class="button is-warning" href="https://www.patreon.com/minimaxir" target="_blank"> | ||
<span class="icon"> | ||
<i class="fab fa-lg fa-patreon"></i> | ||
</span><span>Patreon</span> | ||
</a> | ||
</div> | ||
</div> | ||
</div> | ||
</div> | ||
</nav> | ||
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<body> | ||
<section id="main" class="section"> | ||
<div class="container"> | ||
<div class="columns is-variable is-5"> | ||
<div class="column is-narrow" style="width: 250px;"> | ||
<form id="gen-form"> | ||
<div class="field"> | ||
<label class="label">Subreddit</label> | ||
<div class="control"> | ||
<input id="subreddit" class="input" type="text" placeholder="AskReddit" value="AskReddit" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"> | ||
</div> | ||
<p class="help">Reddit subreddit to generate text from. Not case-sensitive.</p> | ||
</div> | ||
<div class="field"> | ||
<label class="label">Text Prompt</label> | ||
<div class="control"> | ||
<input id="prefix" class="input" type="text" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"></input> | ||
</div> | ||
<p class="help">Starts the generated title with the specified text. <em>(Optional: max 100 characters)</em></p> | ||
</div> | ||
<div class="field"> | ||
<label class="label">Keywords/Phrases</label> | ||
<div class="control"> | ||
<input id="key1" class="input" type="text" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"> | ||
<input id="key2" class="input" type="text" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"> | ||
<input id="key3" class="input" type="text" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"> | ||
</div> | ||
<p class="help">Keywords/phrases to base the generated title upon. Use case-sensitive inputs for better results. <em>(Optional)</em></p> | ||
</div> | ||
<div class="field"> | ||
<label class="label"># Texts Generated</label> | ||
<div class="control"> | ||
<input id="numtexts" class="input" type="text" placeholder="1" value="1" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"></input> | ||
</div> | ||
<p class="help">Number of titles to generate with the given parameters. Titles are generated in parallel. <em>(min 1, max 5)</em></p> | ||
</div> | ||
<div class="buttons"> | ||
<span class="control"> | ||
<button type="submit" name="submit" id="generate-text" class="button is-link"> | ||
<span class="icon"> | ||
<i class="fas fa-md fa-pen"></i> | ||
</span><span>Generate Text!</span></button> | ||
</span> | ||
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</div> | ||
</form> | ||
<div id="extra-buttons" class="buttons"> | ||
<span class="control"> | ||
<button id="save-image" class="button is-success"> | ||
<span class="icon"> | ||
<i class="fas fa-md fa-save"></i> | ||
</span><span>Save Image</span></button> | ||
</span> | ||
<span class="control"> | ||
<button id="clear-text" class="button is-danger"> | ||
<span class="icon"> | ||
<i class="fas fa-md fa-trash-alt"></i> | ||
</span><span>Clear Texts</span</button> </span> </div> </div> <div id="model-output" class="column"> | ||
<p id="tutorial" class="subtitle"><em>Generated text will appear here! | ||
Use the form to configure GPT-2 and press <strong>Generate Text</strong> | ||
to get your Reddit submission title! | ||
</em></p> | ||
</div> | ||
</div> | ||
</div> | ||
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</section> | ||
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<footer class="footer"> | ||
<div class="content has-text-centered"> | ||
<p> | ||
Made by <a href="https://twitter.com/minimaxir" target="_blank">Max Woolf</a> using <a href="https://github.com/minimaxir/gpt-2-simple" target="_blank"><strong>gpt-2-simple</strong></a> | ||
and <a href="https://github.com/minimaxir/gpt-2-cloud-run" target="_blank"><strong>gpt-2-cloud-run</strong></a>. | ||
Original GPT-2 model provided by <a | ||
href="https://openai.com" target="_blank">OpenAI</a>. This website has no affiliation with <a href="https://reddit.com" target="_blank">Reddit</a>. | ||
</p> | ||
</div> | ||
</footer> | ||
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</body> | ||
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<script src="https://code.jquery.com/jquery-3.4.1.min.js" | ||
integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"> | ||
</script> | ||
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<script src="http://html2canvas.hertzen.com/dist/html2canvas.min.js"> | ||
</script> | ||
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<script type="text/javascript"> | ||
$(function () { | ||
$('#gen-form').submit(function (e) { | ||
e.preventDefault(); | ||
var iters = Math.min(Math.max(Number($("#numtexts").val()), 1), 5); | ||
$('#generate-text').addClass("is-loading"); | ||
$('#generate-text').prop("disabled", true); | ||
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for (x = 0; x < iters; x++) { | ||
$.ajax({ | ||
type: "POST", | ||
url: "https://gpt2-reddit-dstdu4u23a-uc.a.run.app/", | ||
dataType: "json", | ||
data: JSON.stringify(getInputValues()), | ||
success: function (data) { | ||
$('#tutorial').remove(); | ||
var gentext = data.text; | ||
if ($("#prefix").length & $("#prefix").val() != '') { | ||
var pattern = new RegExp('^' + RegExp.escape($("#prefix").val()), 'g'); | ||
var gentext = gentext.replace(pattern, '<strong>' + $("#prefix").val() + '</strong>'); | ||
} | ||
var gentext = gentext.replace(/\n\n/g, "<div><br></div>").replace(/\n/g, "<div></div>"); | ||
var html = '<div class=\"gen-box\">' + gentext + '</div><div class="gen-border"></div>'; | ||
$(html).appendTo('#model-output').hide().fadeIn("slow"); | ||
}, | ||
error: function (jqXHR, textStatus, errorThrown) { | ||
$('#tutorial').remove(); | ||
var html = '<div class="gen-box warning">There was an error generating the text! Please try again!</div><div class="gen-border"></div>'; | ||
$(html).appendTo('#model-output').hide().fadeIn("slow"); | ||
} | ||
}); | ||
} | ||
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$(document).ajaxStop(function() { | ||
$('#generate-text').removeClass("is-loading"); | ||
$('#generate-text').prop("disabled", false); | ||
}); | ||
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}); | ||
$('#clear-text').click(function (e) { | ||
$('#model-output').text('') | ||
}); | ||
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// https://stackoverflow.com/a/51478809 | ||
$("#save-image").click(function () { | ||
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html2canvas(document.querySelector('#model-output')).then(function (canvas) { | ||
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saveAs(canvas.toDataURL(), 'gen_texts.png'); | ||
}); | ||
}); | ||
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}); | ||
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function getInputValues() { | ||
var inputs = {}; | ||
$("textarea, input").each(function () { | ||
inputs[$(this).attr('id')] = $(this).val(); | ||
}); | ||
return inputs; | ||
} | ||
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RegExp.escape = function(s) { | ||
return s.replace(/[-\/\\^$*+?.()|[\]{}]/g, '\\$&'); | ||
}; | ||
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// https://stackoverflow.com/a/51478809 | ||
function saveAs(uri, filename) { | ||
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var link = document.createElement('a'); | ||
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if (typeof link.download === 'string') { | ||
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link.href = uri; | ||
link.download = filename; | ||
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//Firefox requires the link to be in the body | ||
document.body.appendChild(link); | ||
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//simulate click | ||
link.click(); | ||
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//remove the link when done | ||
document.body.removeChild(link); | ||
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} else { | ||
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window.open(uri); | ||
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} | ||
} | ||
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</script> | ||
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</html> |
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