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<html><link type="text/css" id="dark-mode" rel="stylesheet" href="https://medium.com/media/37989df7e0c024c98a85ab9154886677"><style type="text/css" id="dark-mode-custom-style"></style><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><title>MuZero pseudocode (https://arxiv.org/src/1911.08265v1/anc/pseudocode.py) – Medium</title><meta name="description" content="You can't perform that action at this time. You signed in with another tab or window. You signed out in another tab or window. Reload to refresh your session. Reload to refresh your session."><meta name="twitter:widgets:csp" content="on"><meta name="robots" content="noindex"><!--<base target="_blank">--><base href="." target="_blank"><style>body {text-rendering: optimizeLegibility; -webkit-font-smoothing: antialiased; -moz-osx-font-smoothing: grayscale; font-family: "ff-tisa-web-pro", Georgia, Cambria, "Times New Roman", Times, serif; font-weight: 400; color: #333332; font-size: 18px; line-height: 1.4; margin: 0; background-color: white; overflow: hidden;}iframe {max-width: 100%;}</style></head><body><style>.gist .gist-file { margin-bottom: 0 !important; }.gist { text-rendering: auto; }</style><script src="./95d78debdbb8309bb77f90799d18ea3d.js" charset="utf-8"></script><link rel="stylesheet" href="./gist-embed-4e64bbf96c31ed6c9ee61f08cea01836.css"><div id="gist99758597" class="gist">
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<div itemprop="text" class="Box-body p-0 blob-wrapper data type-python ">
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<td id="file-pseudocode-py-L1" class="blob-num js-line-number" data-line-number="1"></td>
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||||
<td id="file-pseudocode-py-LC1" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">muzero</span>(<span class="pl-s1">config</span>: <span class="pl-v">MuZeroConfig</span>):</td>
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<td id="file-pseudocode-py-L2" class="blob-num js-line-number" data-line-number="2"></td>
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<td id="file-pseudocode-py-LC2" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">storage</span> <span class="pl-c1">=</span> <span class="pl-v">SharedStorage</span>()</td>
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<td id="file-pseudocode-py-L3" class="blob-num js-line-number" data-line-number="3"></td>
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<td id="file-pseudocode-py-LC3" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">replay_buffer</span> <span class="pl-c1">=</span> <span class="pl-v">ReplayBuffer</span>(<span class="pl-s1">config</span>)</td>
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<td id="file-pseudocode-py-L4" class="blob-num js-line-number" data-line-number="4"></td>
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<td id="file-pseudocode-py-L5" class="blob-num js-line-number" data-line-number="5"></td>
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<td id="file-pseudocode-py-LC5" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">for</span> <span class="pl-s1">_</span> <span class="pl-c1">in</span> <span class="pl-en">range</span>(<span class="pl-s1">config</span>.<span class="pl-s1">num_actors</span>):</td>
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<td id="file-pseudocode-py-L6" class="blob-num js-line-number" data-line-number="6"></td>
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<td id="file-pseudocode-py-LC6" class="blob-code blob-code-inner js-file-line"> <span class="pl-en">launch_job</span>(<span class="pl-s1">run_selfplay</span>, <span class="pl-s1">config</span>, <span class="pl-s1">storage</span>, <span class="pl-s1">replay_buffer</span>)</td>
|
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<tr>
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<td id="file-pseudocode-py-L7" class="blob-num js-line-number" data-line-number="7"></td>
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<td id="file-pseudocode-py-LC7" class="blob-code blob-code-inner js-file-line">
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||||
</td>
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||||
</tr>
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||||
<tr>
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||||
<td id="file-pseudocode-py-L8" class="blob-num js-line-number" data-line-number="8"></td>
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||||
<td id="file-pseudocode-py-LC8" class="blob-code blob-code-inner js-file-line"> <span class="pl-en">train_network</span>(<span class="pl-s1">config</span>, <span class="pl-s1">storage</span>, <span class="pl-s1">replay_buffer</span>)</td>
|
||||
</tr>
|
||||
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||||
<td id="file-pseudocode-py-L9" class="blob-num js-line-number" data-line-number="9"></td>
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<td id="file-pseudocode-py-LC9" class="blob-code blob-code-inner js-file-line">
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||||
</td>
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||||
</tr>
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||||
<tr>
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||||
<td id="file-pseudocode-py-L10" class="blob-num js-line-number" data-line-number="10"></td>
|
||||
<td id="file-pseudocode-py-LC10" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">return</span> <span class="pl-s1">storage</span>.<span class="pl-en">latest_network</span>()</td>
|
||||
</tr>
|
||||
</tbody></table>
|
||||
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||||
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<a href="https://gist.github.com/davidADSP/95d78debdbb8309bb77f90799d18ea3d/raw/16c8c7ad17b0d0c76464bf2dbefa3f06cdd80da3/pseudocode.py" style="float:right">view raw</a>
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<a href="https://gist.github.com/davidADSP/95d78debdbb8309bb77f90799d18ea3d#file-pseudocode-py">pseudocode.py</a>
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hosted with ❤ by <a href="https://github.com/">GitHub</a>
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<td id="file-pseudocode-py-LC1" class="blob-code blob-code-inner js-file-line"><span class="pl-k">class</span> <span class="pl-v">SharedStorage</span>(<span class="pl-s1">object</span>):</td>
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||||
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||||
<td id="file-pseudocode-py-L2" class="blob-num js-line-number" data-line-number="2"></td>
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<td id="file-pseudocode-py-LC3" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>):</td>
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<td id="file-pseudocode-py-L4" class="blob-num js-line-number" data-line-number="4"></td>
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||||
<td id="file-pseudocode-py-LC4" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">self</span>.<span class="pl-s1">_networks</span> <span class="pl-c1">=</span> {}</td>
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||||
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||||
<td id="file-pseudocode-py-L5" class="blob-num js-line-number" data-line-number="5"></td>
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||||
<td id="file-pseudocode-py-L6" class="blob-num js-line-number" data-line-number="6"></td>
|
||||
<td id="file-pseudocode-py-LC6" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">def</span> <span class="pl-en">latest_network</span>(<span class="pl-s1">self</span>) <span class="pl-c1">-></span> <span class="pl-v">Network</span>:</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L7" class="blob-num js-line-number" data-line-number="7"></td>
|
||||
<td id="file-pseudocode-py-LC7" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">if</span> <span class="pl-s1">self</span>.<span class="pl-s1">_networks</span>:</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L8" class="blob-num js-line-number" data-line-number="8"></td>
|
||||
<td id="file-pseudocode-py-LC8" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">return</span> <span class="pl-s1">self</span>.<span class="pl-s1">_networks</span>[<span class="pl-en">max</span>(<span class="pl-s1">self</span>.<span class="pl-s1">_networks</span>.<span class="pl-en">keys</span>())]</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L9" class="blob-num js-line-number" data-line-number="9"></td>
|
||||
<td id="file-pseudocode-py-LC9" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">else</span>:</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L10" class="blob-num js-line-number" data-line-number="10"></td>
|
||||
<td id="file-pseudocode-py-LC10" class="blob-code blob-code-inner js-file-line"> <span class="pl-c"># policy -> uniform, value -> 0, reward -> 0</span></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L11" class="blob-num js-line-number" data-line-number="11"></td>
|
||||
<td id="file-pseudocode-py-LC11" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">return</span> <span class="pl-en">make_uniform_network</span>()</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L12" class="blob-num js-line-number" data-line-number="12"></td>
|
||||
<td id="file-pseudocode-py-LC12" class="blob-code blob-code-inner js-file-line">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L13" class="blob-num js-line-number" data-line-number="13"></td>
|
||||
<td id="file-pseudocode-py-LC13" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">def</span> <span class="pl-en">save_network</span>(<span class="pl-s1">self</span>, <span class="pl-s1">step</span>: <span class="pl-s1">int</span>, <span class="pl-s1">network</span>: <span class="pl-v">Network</span>):</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L14" class="blob-num js-line-number" data-line-number="14"></td>
|
||||
<td id="file-pseudocode-py-LC14" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">self</span>.<span class="pl-s1">_networks</span>[<span class="pl-s1">step</span>] <span class="pl-c1">=</span> <span class="pl-s1">network</span></td>
|
||||
</tr>
|
||||
</tbody></table>
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="gist-meta">
|
||||
<a href="https://gist.github.com/davidADSP/0f723c9f48100eca4e842c551d8ac03b/raw/3194ccfc1ab7c3803f53dc6f5d8e6076e5cbcdfe/pseudocode.py" style="float:right">view raw</a>
|
||||
<a href="https://gist.github.com/davidADSP/0f723c9f48100eca4e842c551d8ac03b#file-pseudocode-py">pseudocode.py</a>
|
||||
hosted with ❤ by <a href="https://github.com/">GitHub</a>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<script>var height = -1; var delayMs = 200; if (document) {document.domain = document.domain;}function notifyResize(height) {height = height ? height : document.documentElement.offsetHeight; var resized = false; if (window.donkey && donkey.resize) {donkey.resize(height);var elements = document.getElementsByClassName("gist-data"); for (var i = 0; i < elements.length; i++) {elements[i].style.overflow = "visible"}resized = true;}if (parent && parent._resizeIframe) {var obj = {iframe: window.frameElement, height: height}; parent._resizeIframe(obj); resized = true;}if (window.location && window.location.hash === "#amp=1" && window.parent && window.parent.postMessage) {window.parent.postMessage({sentinel: "amp", type: "embed-size", height: height}, "*");}if (window.webkit && window.webkit.messageHandlers && window.webkit.messageHandlers.resize) {window.webkit.messageHandlers.resize.postMessage(height); resized = true;}return resized;}function maybeResize() {try {if (document.documentElement.offsetHeight != height && notifyResize()) {height = document.documentElement.offsetHeight;}delayMs = Math.min(delayMs * 2, 1000000); setTimeout(maybeResize, delayMs);} catch(error) {console.log('maybeResize error: ', error)}}maybeResize();</script></body></html>
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File diff suppressed because one or more lines are too long
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|
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<!DOCTYPE html>
|
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<html><link type="text/css" id="dark-mode" rel="stylesheet" href="https://medium.com/media/83100f618299e154eaa27d3b5cfef9e4"><style type="text/css" id="dark-mode-custom-style"></style><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><title>ReplayBuffer (https://arxiv.org/src/1911.08265v1/anc/pseudocode.py) – Medium</title><meta name="description" content="You can't perform that action at this time. You signed in with another tab or window. You signed out in another tab or window. Reload to refresh your session. Reload to refresh your session."><meta name="twitter:widgets:csp" content="on"><meta name="robots" content="noindex"><!--<base target="_blank">--><base href="." target="_blank"><style>body {text-rendering: optimizeLegibility; -webkit-font-smoothing: antialiased; -moz-osx-font-smoothing: grayscale; font-family: "ff-tisa-web-pro", Georgia, Cambria, "Times New Roman", Times, serif; font-weight: 400; color: #333332; font-size: 18px; line-height: 1.4; margin: 0; background-color: white; overflow: hidden;}iframe {max-width: 100%;}</style></head><body><style>.gist .gist-file { margin-bottom: 0 !important; }.gist { text-rendering: auto; }</style><script src="./2bb4814c4d4a2b3528fc466d974796d6.js" charset="utf-8"></script><link rel="stylesheet" href="./gist-embed-4e64bbf96c31ed6c9ee61f08cea01836.css"><div id="gist99758972" class="gist">
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|
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<div class="gist-data">
|
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<div class="js-gist-file-update-container js-task-list-container file-box">
|
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<div id="file-pseudocode-py" class="file my-2">
|
||||
|
||||
|
||||
<div itemprop="text" class="Box-body p-0 blob-wrapper data type-python ">
|
||||
|
||||
<table class="highlight tab-size js-file-line-container" data-tab-size="8" data-paste-markdown-skip="">
|
||||
<tbody><tr>
|
||||
<td id="file-pseudocode-py-L1" class="blob-num js-line-number" data-line-number="1"></td>
|
||||
<td id="file-pseudocode-py-LC1" class="blob-code blob-code-inner js-file-line"><span class="pl-k">class</span> <span class="pl-v">ReplayBuffer</span>(<span class="pl-s1">object</span>):</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L2" class="blob-num js-line-number" data-line-number="2"></td>
|
||||
<td id="file-pseudocode-py-LC2" class="blob-code blob-code-inner js-file-line">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L3" class="blob-num js-line-number" data-line-number="3"></td>
|
||||
<td id="file-pseudocode-py-LC3" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(<span class="pl-s1">self</span>, <span class="pl-s1">config</span>: <span class="pl-v">MuZeroConfig</span>):</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L4" class="blob-num js-line-number" data-line-number="4"></td>
|
||||
<td id="file-pseudocode-py-LC4" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">self</span>.<span class="pl-s1">window_size</span> <span class="pl-c1">=</span> <span class="pl-s1">config</span>.<span class="pl-s1">window_size</span></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L5" class="blob-num js-line-number" data-line-number="5"></td>
|
||||
<td id="file-pseudocode-py-LC5" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">self</span>.<span class="pl-s1">batch_size</span> <span class="pl-c1">=</span> <span class="pl-s1">config</span>.<span class="pl-s1">batch_size</span></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L6" class="blob-num js-line-number" data-line-number="6"></td>
|
||||
<td id="file-pseudocode-py-LC6" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">self</span>.<span class="pl-s1">buffer</span> <span class="pl-c1">=</span> []</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L7" class="blob-num js-line-number" data-line-number="7"></td>
|
||||
<td id="file-pseudocode-py-LC7" class="blob-code blob-code-inner js-file-line">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L8" class="blob-num js-line-number" data-line-number="8"></td>
|
||||
<td id="file-pseudocode-py-LC8" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">def</span> <span class="pl-en">save_game</span>(<span class="pl-s1">self</span>, <span class="pl-s1">game</span>):</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L9" class="blob-num js-line-number" data-line-number="9"></td>
|
||||
<td id="file-pseudocode-py-LC9" class="blob-code blob-code-inner js-file-line"> <span class="pl-k">if</span> <span class="pl-en">len</span>(<span class="pl-s1">self</span>.<span class="pl-s1">buffer</span>) <span class="pl-c1">></span> <span class="pl-s1">self</span>.<span class="pl-s1">window_size</span>:</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L10" class="blob-num js-line-number" data-line-number="10"></td>
|
||||
<td id="file-pseudocode-py-LC10" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">self</span>.<span class="pl-s1">buffer</span>.<span class="pl-en">pop</span>(<span class="pl-c1">0</span>)</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L11" class="blob-num js-line-number" data-line-number="11"></td>
|
||||
<td id="file-pseudocode-py-LC11" class="blob-code blob-code-inner js-file-line"> <span class="pl-s1">self</span>.<span class="pl-s1">buffer</span>.<span class="pl-en">append</span>(<span class="pl-s1">game</span>)</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L12" class="blob-num js-line-number" data-line-number="12"></td>
|
||||
<td id="file-pseudocode-py-LC12" class="blob-code blob-code-inner js-file-line">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td id="file-pseudocode-py-L13" class="blob-num js-line-number" data-line-number="13"></td>
|
||||
<td id="file-pseudocode-py-LC13" class="blob-code blob-code-inner js-file-line"> ...</td>
|
||||
</tr>
|
||||
</tbody></table>
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class="gist-meta">
|
||||
<a href="https://gist.github.com/davidADSP/2bb4814c4d4a2b3528fc466d974796d6/raw/00ad54507e4bc6322a6eafe6d66c69fd9002dc83/pseudocode.py" style="float:right">view raw</a>
|
||||
<a href="https://gist.github.com/davidADSP/2bb4814c4d4a2b3528fc466d974796d6#file-pseudocode-py">pseudocode.py</a>
|
||||
hosted with ❤ by <a href="https://github.com/">GitHub</a>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
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|
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function fb(a){var b={},b=F(b,"http_origin",document.URL),b=F(b,"user_agent",navigator.userAgent),b=F(b,"language",Va()),b=F(b,"screen_width",screen.width||0),b=F(b,"screen_height",screen.height||0),b=F(b,"http_referrer",document.referrer),b=F(b,"browser_fingerprint_id",a.D),b=F(b,"developer_identity",a.g),b=F(b,"identity",a.g),b=F(b,"sdk","web");return b=F(b,"sdk_version","2.58.0")}function y(){return window.self!==window.top}
|
||||
function Ha(){var a="true";try{window.top.location.search&&(a="true")}catch(b){return!1}return"true"===a}function gb(a){return a?a:y()?Ha()?window.top.document.referrer:"":document.referrer}function eb(a){if(!G(a,"object")||!Object.keys(a).length)return{};for(var b in a)a.hasOwnProperty(b)&&(a[b]=G(a[b],"object")||G(a[b],"array")?q(a[b]):a[b].toString());return a}function hb(a,b){var c=a?B({},a):{};return b&&0<Object.keys(b).length?0<Object.keys(c).length?B(c,b):B({},b):c}
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||||
function H(a){""!==r&&a.setAttribute("nonce",r)}function ib(a,b){isNaN(b)||0>=b?a():setTimeout(a,b)};function I(a,b){return function(c,d,e){if(v)return!1;if("number"===typeof e||e)if(0===b){if("object"!==typeof e)return x("API request $1, parameter $2 is not $3",[c,d,"an object"])}else if(3===b){if(!(e instanceof Array))return x("API request $1, parameter $2 is not $3",[c,d,"an array"])}else if(2===b){if("number"!==typeof e)return x("API request $1, parameter $2 is not $3",[c,d,"a number"])}else if(4===b){if("boolean"!==typeof e)return x("API request $1, parameter $2 is not $3",[c,d,"a boolean"])}else{if("string"!==
|
||||
typeof e)return x("API request $1, parameter $2 is not $3",[c,d,"a string"]);if(1!==b&&!b.test(e))return x("API request $1, parameter $2 is not $3",[c,d,"in the proper format"])}else if(a)return x("API request $1 missing parameter $2",[c,d]);return!1}}function J(a){return B(a,{browser_fingerprint_id:I(!0,1),identity_id:I(!0,1),sdk:I(!0,1),session_id:I(!0,1)})}
|
||||
var jb={destination:"https://api2.branch.io",endpoint:"/v1/open",method:"POST",a:{browser_fingerprint_id:I(!1,1),alternative_browser_fingerprint_id:I(!1,1),identity_id:I(!1,1),link_identifier:I(!1,1),sdk:I(!1,1),options:I(!1,0),initial_referrer:I(!1,1),tracking_disabled:I(!1,4),current_url:I(!1,1),screen_height:I(!1,2),screen_width:I(!1,2)}},kb={destination:"https://app.link",endpoint:"/_r",method:"GET",L:!0,a:{sdk:I(!0,1),_t:I(!1,1),branch_key:I(!0,1)}},lb={destination:"",endpoint:"",method:"GET",
|
||||
f:{link_url:I(!0,1)},a:{click:I(!0,1)}},mb={destination:"https://bnc.lt",endpoint:"/c",method:"POST",f:{link_url:I(!0,1)},a:{sdk:I(!1,1),phone:I(!0,1)}},nb={destination:"https://api2.branch.io",endpoint:"/v1/referralcode",method:"POST",a:J({amount:I(!0,2),bucket:I(!1,1),calculation_type:I(!0,2),creation_source:I(!0,2),expiration:I(!1,1),location:I(!0,2),prefix:I(!1,1),type:I(!0,1)})},ob={destination:"https://api2.branch.io",endpoint:"/v1/referralcode",method:"POST",f:{code:I(!0,1)},a:J({})},pb={destination:"https://api2.branch.io",
|
||||
endpoint:"/v1/applycode",method:"POST",f:{code:I(!0,1)},a:J({})},qb={destination:"https://api2.branch.io",endpoint:"/v1/logout",method:"POST",a:J({session_id:I(!0,1)})},rb={destination:"https://api2.branch.io",endpoint:"/v1/profile",method:"POST",a:J({identity_id:I(!0,1),identity:I(!0,1)})},sb={destination:"https://api2.branch.io",endpoint:"/v1/referrals",method:"GET",f:{identity_id:I(!0,1)},a:J({})},tb={destination:"https://api2.branch.io",endpoint:"/v1/credithistory",method:"GET",a:J({begin_after_id:I(!1,
|
||||
1),bucket:I(!1,1),direction:I(!1,2),length:I(!1,2),link_click_id:I(!1,1)})},ub={destination:"https://api2.branch.io",endpoint:"/v1/credits",method:"GET",a:J({branch_key:I(!0,1),identity:I(!0,1)})},vb={destination:"https://api2.branch.io",endpoint:"/v1/redeem",method:"POST",a:J({amount:I(!0,2),bucket:I(!0,1),identity_id:I(!0,1)})},wb={destination:"https://api2.branch.io",endpoint:"/v1/url",method:"POST",qa:"obj",a:J({alias:I(!1,1),campaign:I(!1,1),channel:I(!1,1),data:I(!1,1),feature:I(!1,1),identity_id:I(!0,
|
||||
1),stage:I(!1,1),tags:I(!1,3),type:I(!1,2),source:I(!1,1),instrumentation:I(!1,1)})},xb={destination:"https://api2.branch.io",endpoint:"/v1/qr-code",method:"POST",qa:"obj",a:J({alias:I(!1,1),campaign:I(!1,1),channel:I(!1,1),data:I(!1,1),qr_code_settings:I(!1,1),feature:I(!1,1),identity_id:I(!0,1),stage:I(!1,1),tags:I(!1,3),type:I(!1,2),source:I(!1,1)})},yb={destination:"https://api2.branch.io",endpoint:"/v1/deepview",L:!0,method:"POST",a:J({campaign:I(!1,1),_t:I(!1,1),channel:I(!1,1),data:I(!0,1),
|
||||
feature:I(!1,1),link_click_id:I(!1,1),open_app:I(!1,4),append_deeplink_path:I(!1,4),stage:I(!1,1),tags:I(!1,3),deepview_type:I(!0,1),source:I(!0,1)})},zb={destination:"https://api2.branch.io",endpoint:"/v1/has-app",method:"GET",a:{browser_fingerprint_id:I(!0,1),instrumentation:I(!1,1)}},Ab={destination:"https://api2.branch.io",endpoint:"/v1/event",method:"POST",a:J({event:I(!0,1),metadata:I(!0,0),initial_referrer:I(!1,1),tracking_disabled:I(!1,4)})},Bb={destination:"https://api2.branch.io",endpoint:"/v1/event",
|
||||
method:"POST",a:J({event:I(!0,1),metadata:I(!1,0),initial_referrer:I(!1,1),commerce_data:I(!0,0)})},Cb={destination:"https://api2.branch.io",endpoint:"/v2/event/standard",method:"POST",a:{name:I(!0,1),user_data:I(!0,1),custom_data:I(!1,1),event_data:I(!1,1),content_items:I(!1,1),customer_event_alias:I(!1,1)}},Db={destination:"https://api2.branch.io",endpoint:"/v2/event/custom",method:"POST",a:{name:I(!0,1),user_data:I(!0,1),custom_data:I(!1,1),content_items:I(!1,1),customer_event_alias:I(!1,1)}},
|
||||
Eb={destination:"https://api2.branch.io",endpoint:"/v1/pageview",method:"POST",a:J({event:I(!0,1),metadata:I(!1,0),initial_referrer:I(!1,1),tracking_disabled:I(!1,4),branch_view_id:I(!1,1),no_journeys:I(!1,4),user_language:I(!1,1),open_app:I(!1,4),has_app_websdk:I(!1,4),source:I(!1,1),feature:I(!1,1),is_iframe:I(!1,4),data:I(!1,0),callback_string:I(!1,1),journey_displayed:I(!1,4),audience_rule_id:I(!1,1),journey_dismissals:I(!1,0),identity_id:I(!1,1)})},Fb={destination:"https://api2.branch.io",endpoint:"/v1/dismiss",
|
||||
method:"POST",a:J({event:I(!0,1),metadata:I(!1,0),initial_referrer:I(!1,1),tracking_disabled:I(!1,4),branch_view_id:I(!1,1),no_journeys:I(!1,4),user_language:I(!1,1),open_app:I(!1,4),has_app_websdk:I(!1,4),source:I(!1,1),feature:I(!1,1),is_iframe:I(!1,4),data:I(!1,0),callback_string:I(!1,1),journey_displayed:I(!1,4),audience_rule_id:I(!1,1),journey_dismissals:I(!1,0),dismissal_source:I(!1,1)})},Gb={destination:"https://api2.branch.io",endpoint:"/v1/cpid",method:"POST",a:{user_data:I(!0,1)}},Ib={destination:"https://api2.branch.io",
|
||||
endpoint:"/v1/cpid/latd",method:"POST",a:{user_data:I(!0,1)}};function Jb(a){for(var b=0;b<a.length;b++){var c=this[a[b]],c="function"===typeof c?c():c;if(c.isEnabled())return c.A={},c}}function K(a){return"branch_session"===a||"branch_session_first"===a?a:"BRANCH_WEBSDK_KEY"+a}function Kb(a){return"true"===a?!0:"false"===a?!1:a}function Lb(a){return"branch_session"===a||"branch_session_first"===a||0===a.indexOf("BRANCH_WEBSDK_KEY")}function Mb(a){a=a.trim();var b=a.indexOf("=");return{name:a.substring(0,b),value:Kb(a.substring(b+1,a.length))}}
|
||||
function Nb(a){var b;try{b=a&&localStorage?localStorage:sessionStorage}catch(c){return{isEnabled:function(){return!1}}}return{getAll:function(){if("undefined"===typeof b)return null;var a=null,d;for(d in b)d.indexOf("BRANCH_WEBSDK_KEY")||(null===a&&(a={}),a[d.replace("BRANCH_WEBSDK_KEY","")]=Kb(b.getItem(d)));return Ra(a)},get:function(a,d){return"browser_fingerprint_id"===a||"alternative_browser_fingerprint_id"===a?d&&localStorage?Oa(localStorage.getItem(K(a))):Oa(b.getItem(K(a))):Kb(d&&localStorage?
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||||
localStorage.getItem(K(a)):b.getItem(K(a)))},set:function(a,d,e){e&&localStorage?localStorage.setItem(K(a),d):b.setItem(K(a),d)},remove:function(a,d){d&&localStorage?localStorage.removeItem(K(a)):b.removeItem(K(a))},clear:function(){Object.keys(b).forEach(function(a){a.indexOf("BRANCH_WEBSDK_KEY")||b.removeItem(a)})},isEnabled:function(){try{return b.setItem("test",""),b.removeItem("test"),!0}catch(c){return!1}}}}Jb.prototype.local=function(){return Nb(!0)};Jb.prototype.session=function(){return Nb(!1)};
|
||||
function Ob(){function a(a,c){c&&(a=K(a));document.cookie=a+"=; expires=Thu, 01 Jan 1970 00:00:01 GMT; path=/"}return{getAll:function(){for(var a={},c=document.cookie.split(";"),d=0;d<c.length;d++){var e=Mb(c[d]);e&&e.hasOwnProperty("name")&&e.hasOwnProperty("value")&&Lb(e.name)&&(a[e.name.replace("BRANCH_WEBSDK_KEY","")]=e.value)}return a},get:function(a){a=K(a);for(var b=document.cookie.split(";"),d=0;d<b.length;d++){var e=Mb(b[d]);if(e&&e.hasOwnProperty("name")&&e.hasOwnProperty("value")&&e.name===
|
||||
a)return e.value}return null},set:function(a,c){document.cookie=K(a)+"="+c+"; path=/"},remove:function(b){a(b,!0)},clear:function(){for(var b=document.cookie.split(";"),c=0;c<b.length;c++){var d=Mb(b[c]);d&&d.hasOwnProperty("name")&&Lb(d.name)&&a(d.name,!1)}},isEnabled:function(){return navigator.cookieEnabled}}}Jb.prototype.cookie=function(){return Ob()};
|
||||
Jb.prototype.pojo={getAll:function(){return this.A},get:function(a){return this.A[a]||null},set:function(a,b){this.A[a]=b},remove:function(a){delete this.A[a]},clear:function(){this.A={}},isEnabled:function(){return!0}};function L(a,b){try{var c=p(a.get(b?"branch_session_first":"branch_session",b))||null;return Ra(c)}catch(d){return null}}function Ba(a,b,c){b=Qa(b);a.set("branch_session",g(b));c&&a.set("branch_session_first",g(b),!0)}function Pb(a,b){if(b){var c=L(a)||{},c=g(Qa(B(c,b)));a.set("branch_session",c)}}
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||||
function Qb(a,b,c){function d(a,b){return Qa(B(p(a),b,c))}var e=a.get("branch_session",!1)||{};a.set("branch_session",g(d(e,b)));e=a.get("branch_session_first",!0)||{};a.set("branch_session_first",g(d(e,b)),!0)};function Rb(){}Rb.prototype.h=0;function Sb(a,b,c){if("undefined"===typeof b)return"";var d=[];if(b instanceof Array){for(a=0;a<b.length;a++)d.push(encodeURIComponent(c)+"="+encodeURIComponent(b[a]));return d.join("&")}for(var e in b)b.hasOwnProperty(e)&&(b[e]instanceof Array||"object"===typeof b[e]?d.push(Sb(a,b[e],c?c+"."+e:e)):d.push(encodeURIComponent(c?c+"."+e:e)+"="+encodeURIComponent(b[e])));return d.join("&")}
|
||||
function Tb(a,b,c){function d(a,c){"undefined"===typeof c&&(c={});if(a.branch_key&&h.test(a.branch_key))return c.branch_key=a.branch_key,c;if(a.app_id&&m.test(a.app_id))return c.app_id=a.app_id,c;if(a.instrumentation)c.instrumentation=a.instrumentation;else throw Error(x("API request $1 missing parameter $2",[b.endpoint,"branch_key or app_id"]));}var e,f,k=b.destination+b.endpoint,m=/^[0-9]{15,20}$/,h=/key_(live|test)_[A-Za-z0-9]{32}/;if("/v1/has-app"===b.endpoint)try{b.f=d(c,b.f)}catch(l){return{error:l.message}}if("undefined"!==
|
||||
typeof b.f)for(e in b.f)if(b.f.hasOwnProperty(e)){if(f="function"===typeof b.f[e]?b.f[e](b.endpoint,e,c[e]):f)return{error:f};k+="/"+c[e]}var n={};if("undefined"!==typeof b.a&&"/v1/pageview"!==b.endpoint&&"/v1/dismiss"!==b.endpoint)for(e in b.a){if(b.a.hasOwnProperty(e)){if(f=b.a[e](b.endpoint,e,c[e]))return{error:f};f=c[e];"undefined"!==typeof f&&""!==f&&null!==f&&(n[e]=f)}}else"/v1/pageview"!==b.endpoint&&"/v1/dismiss"!==b.endpoint||B(n,c);if("POST"===b.method||"/v1/credithistory"===b.endpoint)try{c=
|
||||
d(c,n)}catch(l){return{error:l.message}}"/v1/event"===b.endpoint&&(n.metadata=q(n.metadata||{}),n.hasOwnProperty("commerce_data")&&(n.commerce_data=q(n.commerce_data||{})));("/v1/pageview"===b.endpoint||"/v1/dismiss"===b.endpoint)&&n.metadata&&(n.metadata=q(n.metadata||{}));"/v1/open"===b.endpoint&&(n.options=q(n.options||{}));return{data:Sb(a,n,""),url:k.replace(/^\//,"")}}
|
||||
function Ub(a,b,c){var d=document.createElement("script");d.type="text/javascript";d.async=!0;d.src=a;H(d);a=document.getElementsByTagName("head");!a||1>a.length?"function"===typeof b&&b():(a[0].appendChild(d),"function"===typeof b&&Sa(d,"error",b),"function"===typeof c&&Sa(d,"load",c))}
|
||||
function Vb(a,b,c,d,e){var f=Date.now(),k=sa;!a.h&&Ka()&&a.h++;var m="branch_callback__"+a.h++;a=0<=b.indexOf("branch.io")?"&data=":"&post_data=";c="POST"===d?encodeURIComponent(za(g(c))):"";var h=window.setTimeout(function(){window[m]=function(){};F(u,k,ta(f));e(Error("Request timed out"),null,504)},qa);window[m]=function(a){window.clearTimeout(h);e(null,a)};Ub(b+(0>b.indexOf("?")?"?":"")+(c?a+c:"")+(0<=b.indexOf("/c/")?"&click=1":"")+"&callback="+m,function(){e(Error("Request blocked by client, probably adblock"),
|
||||
null)},function(){F(u,k,ta(f));try{"function"===typeof this.remove?this.remove():this.parentNode.removeChild(this)}catch(n){}delete window[m]})}
|
||||
function Wb(a,b,c,d,e,f,k,m){var h=Date.now(),n=sa,l=window.XMLHttpRequest?new XMLHttpRequest:new ActiveXObject("Microsoft.XMLHTTP");m&&(l.responseType=m);l.ontimeout=function(){F(u,n,ta(h));f(Error("Request timed out"),null,504)};l.onerror=function(a){f(Error(a.error||"Error in API: "+l.status),null,l.status)};l.onreadystatechange=function(){var a;if(4===l.readyState)if(F(u,n,ta(h)),200===l.status){if("arraybuffer"===l.responseType)a=l.response;else if(k)a=l.responseText;else try{a=p(l.responseText)}catch(w){a=
|
||||
{}}f(null,a,l.status)}else if(402===l.status)f(Error("Not enough credits to redeem."),null,l.status);else if("4"===l.status.toString().substring(0,1)||"5"===l.status.toString().substring(0,1))l.responseURL&&l.responseURL.includes("v2/event")?f(l.responseText,null,l.status):f(Error("Error in API: "+l.status),null,l.status)};try{l.open(d,b,!0),l.timeout=qa,l.setRequestHeader("Content-Type","application/x-www-form-urlencoded"),l.send(c)}catch(t){e.set("use_jsonp",!0),Vb(a,b,c,d,f)}}
|
||||
function Xb(a,b,c,d,e){function f(){d.get("use_jsonp")||b.L?Vb(a,n,c,b.method,k):Wb(a,n,l,b.method,d,k,W,Hb)}function k(c,d,h){"function"===typeof a.aa&&a.aa(n,b.method,t,c,h,d);c&&0<w&&"5"===(h||"").toString().substring(0,1)?(w--,window.setTimeout(function(){f()},pa)):e(c,d)}sa="/v1/pageview"===b.endpoint&&c&&c.journey_displayed?b.endpoint+"-1-brtt":b.endpoint+"-brtt";("/v1/url"===b.endpoint||"/v1/has-app"===b.endpoint)&&1<Object.keys(u).length&&(delete u["-brtt"],c.instrumentation=q(B({},u)),u=
|
||||
{});if(v)for(var m=["browser_fingerprint_id","alternative_browser_fingerprint_id","identity_id","session_id"],h=0;h<m.length;h++)c.hasOwnProperty(m[h])&&delete c[m[h]];m=Tb(a,b,c);if(m.error)return e(Error(q({message:m.error,endpoint:b.endpoint,data:c})));var n,l="";"GET"===b.method?n=m.url+"?"+m.data:(n=m.url,l=m.data);var t;d.get("use_jsonp")||b.L?t=c:t=l;var w=oa;if(v&&xa(n,c))return wa?k(Error("Requested operation cannot be completed since tracking is disabled"),null,300):k(null,{},200);var W=
|
||||
!1,Hb;"/v1/qr-code"===b.endpoint&&(W=!0,Hb="arraybuffer");f()};function M(a){a&&a.parentNode.removeChild(a)}function Yb(a,b){a&&!a.className.match(new RegExp("(\\s|^)"+b+"(\\s|$)"))&&(a.className+=" "+b)}function Zb(a){var b=document.body;b&&b.className.match(new RegExp("(\\s|^)"+a+"(\\s|$)"))&&(b.className=b.className.replace(new RegExp("(\\s|^)"+a+"(\\s|$)")," "))}function $b(a){var b=new Date;return b.setDate(b.getDate()+a)}
|
||||
function ac(a){return document.body.currentStyle?document.body.currentStyle[Na(a)]:window.getComputedStyle(document.body).getPropertyValue(a)}
|
||||
function bc(a){function b(a){function c(){return Math.max(document.documentElement.clientHeight,window.innerHeight||0)/100}function e(){return Math.max(document.documentElement.clientWidth,window.innerWidth||0)/100}if(!a)return 0;var f=a.replace(/[0-9,\.]/g,"");a=a.match(/\d+/g);var k=parseInt(0<a.length?a[0]:"0",10);return parseInt({px:function(a){return a},em:function(a){return document.body.currentStyle?a*b(document.body.currentStyle.fontSize):a*parseFloat(window.getComputedStyle(document.body).fontSize)},
|
||||
rem:function(a){return document.documentElement.currentStyle?a*b(document.documentElement.currentStyle.fontSize):a*parseFloat(window.getComputedStyle(document.documentElement).fontSize)},vw:function(a){return a*e()},vh:function(a){return a*c()},vmin:function(a){return a*Math.min(c(),e())},vmax:function(a){return a*Math.max(c(),e())},"%":function(){return document.body.clientWidth/100*k}}[f](k),10)}return(b("76px")+b(a)).toString()+"px"}
|
||||
function cc(a,b){var c=a.get("hideBanner",!0);if(b.ra&&navigator&&Number(navigator.doNotTrack))return!1;try{"string"===typeof c&&(c=p(c))}catch(e){c=!1}var c="number"===typeof c?new Date>=new Date(c):!c,d=b.K;"number"===typeof d&&(d=!1);return!document.getElementById("branch-banner")&&!document.getElementById("branch-banner-iframe")&&(c||d)&&(b.ta&&!C()||b.P&&"android"===C()||b.ua&&"ipad"===C()||b.U&&"ios"===C()||b.R&&"blackberry"===C()||b.T&&"windows_phone"===C()||b.S&&"kindle"===C())};function dc(a,b){return"#branch-banner-iframe { position: "+("top"!==b||a?"fixed":"absolute")+"; }\n"}
|
||||
function ec(a,b){var c=".branch-banner-is-active { -webkit-transition: all 0.375s ease; transition: all 00.375s ease; }\n#branch-banner { width:100%; z-index: 99999; font-family: Helvetica Neue, Sans-serif; -webkit-font-smoothing: antialiased; -webkit-user-select: none; -moz-user-select: none; user-select: none; -webkit-transition: all 0.25s ease; transition: all 00.25s ease; }\n#branch-banner .button{ border: 1px solid "+(a.buttonBorderColor||("dark"===a.theme?"transparent":"#ccc"))+"; background: "+
|
||||
(a.buttonBackgroundColor||"#fff")+"; color: "+(a.buttonFontColor||"#000")+"; cursor: pointer; margin-top: 0px; font-size: 14px; display: inline-block; margin-left: 5px; font-weight: 400; text-decoration: none; border-radius: 4px; padding: 6px 12px; transition: all .2s ease;}\n#branch-banner .button:hover { border: 1px solid "+(a.buttonBorderColorHover||("dark"===a.theme?"transparent":"#BABABA"))+"; background: "+(a.buttonBackgroundColorHover||"#E0E0E0")+"; color: "+(a.buttonFontColorHover||"#000")+
|
||||
";}\n#branch-banner .button:focus { outline: none; }\n#branch-banner * { margin-right: 4px; position: relative; line-height: 1.2em; }\n#branch-banner-close { font-weight: 400; cursor: pointer; float: left; z-index: 2;padding: 0 5px 0 5px; margin-right: 0; }\n#branch-banner .content { width:100%; overflow: hidden; height: 76px; background: rgba(255, 255, 255, 0.95); color: #333; "+("top"===a.position?"border-bottom":"border-top")+': 1px solid #ddd; }\n#branch-banner-close { color: #000; font-size: 24px; top: 14px; opacity: .5; transition: opacity .3s ease; }\n#branch-banner-close:hover { opacity: 1; }\n#branch-banner .title { font-size: 18px; font-weight:bold; color: #555; }\n#branch-banner .description { font-size: 12px; font-weight: normal; color: #777; max-height: 30px; overflow: hidden; }\n#branch-banner .icon { float: left; padding-bottom: 40px; margin-right: 10px; margin-left: 5px; }\n#branch-banner .icon img { width: 63px; height: 63px; margin-right: 0; }\n#branch-banner .reviews { font-size:13px; margin: 1px 0 3px 0; color: #777; }\n#branch-banner .reviews .star { display:inline-block; position: relative; margin-right:0; }\n#branch-banner .reviews .star span { display: inline-block; margin-right: 0; color: #555; position: absolute; top: 0; left: 0; }\n#branch-banner .reviews .review-count { font-size:10px; }\n#branch-banner .reviews .star .half { width: 50%; overflow: hidden; display: block; }\n#branch-banner .content .left { padding: 6px 5px 6px 5px; }\n#branch-banner .vertically-align-middle { top: 50%; transform: translateY(-50%); -webkit-transform: translateY(-50%); -ms-transform: translateY(-50%); }\n#branch-banner .details > * { display: block; }\n#branch-banner .content .left { height: 63px; }\n#branch-banner .content .right { float: right; height: 63px; margin-bottom: 50px; padding-top: 22px; z-index: 1; }\n#branch-banner .right > div { float: left; }\n#branch-banner-action { top: 17px; }\n#branch-banner .content:after { content: ""; position: absolute; left: 0; right: 0; top: 100%; height: 1px; background: rgba(0, 0, 0, 0.2); }\n#branch-banner .theme-dark.content { background: rgba(51, 51, 51, 0.95); }\n#branch-banner .theme-dark #branch-banner-close{ color: #fff; text-shadow: 0 1px 1px rgba(0, 0, 0, .15); }\n#branch-banner .theme-dark .details { text-shadow: 0 1px 1px rgba(0, 0, 0, .15); }\n#branch-banner .theme-dark .title { color: #fff; }\n#branch-banner .theme-dark .description { color: #fff; }\n#branch-banner .theme-dark .reviews { color: #888; }\n#branch-banner .theme-dark .reviews .star span{ color: #fff; }\n#branch-banner .theme-dark .reviews .review-count{ color: #fff; }\n',
|
||||
d=C();"ios"!==d&&"ipad"!==d||!a.U?"android"===d&&a.P?c+="#branch-banner { position: absolute; }\n#branch-banner .content .left .details .title { font-size: 12px; }\n#branch-mobile-action { white-space: nowrap; }\n#branch-banner .content .left .details .description { font-size: 11px; font-weight: normal; }\n@media only screen and (min-device-width: 320px) and (max-device-width: 350px) { #branch-banner .content .right { max-width: 120px; } }\n@media only screen and (min-device-width: 351px) and (max-device-width: 400px) and (orientation: landscape) { #branch-banner .content .right { max-width: 150px; } }\n@media only screen and (min-device-width: 401px) and (max-device-width: 480px) and (orientation: landscape) { #branch-banner .content .right { max-width: 180px; } }\n#branch-banner #branch-banner-close,#branch-banner .theme-dark #branch-banner-close { height:17px; width: 17px; text-align: center; font-size: 15px; top: 24px; border-radius:14px; border:0; line-height:14px; color:#b1b1b3; background:#efefef; padding: 0; opacity: 1; }\n#branch-banner .button { top: 0; text-decoration:none; border-bottom: 3px solid #A4C639; padding: 0 10px; height: 24px; line-height: 24px; text-align: center; color: #fff; margin-top: 2px; font-weight: bold; background-color: #A4C639; border-radius: 5px; }\n#branch-banner .button:hover { border-bottom:3px solid #8c9c29; background-color: #c1d739; }\n":
|
||||
"blackberry"===d&&a.R?c+="#branch-banner { position: absolute; }\n#branch-banner .content .left .details .title { font-size: 12px; }\n#branch-mobile-action { white-space: nowrap; }\n#branch-banner .content .left .details .description { font-size: 11px; font-weight: normal; }\n@media only screen and (min-device-width: 320px) and (max-device-width: 350px) { #branch-banner .content .right { max-width: 120px; } }\n@media only screen and (min-device-width: 351px) and (max-device-width: 400px) and (orientation: landscape) { #branch-banner .content .right { max-width: 150px; } }\n@media only screen and (min-device-width: 401px) and (max-device-width: 480px) and (orientation: landscape) { #branch-banner .content .right { max-width: 180px; } }\n":
|
||||
"windows_phone"===d&&a.T?c+="#branch-banner { position: absolute; }\n#branch-banner .content .left .details .title { font-size: 12px; }\n#branch-mobile-action { white-space: nowrap; }\n#branch-banner .content .left .details .description { font-size: 11px; font-weight: normal; }\n@media only screen and (min-device-width: 320px) and (max-device-width: 350px) { #branch-banner .content .right { max-width: 120px; } }\n@media only screen and (min-device-width: 351px) and (max-device-width: 400px) and (orientation: landscape) { #branch-banner .content .right { max-width: 150px; } }\n@media only screen and (min-device-width: 401px) and (max-device-width: 480px) and (orientation: landscape) { #branch-banner .content .right { max-width: 180px; } }\n":
|
||||
"kindle"===d&&a.S?c+="#branch-banner { position: absolute; }\n#branch-banner .content .left .details .title { font-size: 12px; }\n#branch-mobile-action { white-space: nowrap; }\n#branch-banner .content .left .details .description { font-size: 11px; font-weight: normal; }\n@media only screen and (min-device-width: 320px) and (max-device-width: 350px) { #branch-banner .content .right { max-width: 120px; } }\n@media only screen and (min-device-width: 351px) and (max-device-width: 400px) and (orientation: landscape) { #branch-banner .content .right { max-width: 150px; } }\n@media only screen and (min-device-width: 401px) and (max-device-width: 480px) and (orientation: landscape) { #branch-banner .content .right { max-width: 180px; } }\n":
|
||||
(c+="#branch-banner { position: fixed; min-width: 600px; }\n#branch-sms-block * { vertical-align: bottom; font-size: 15px; }\n#branch-sms-block { display: inline-block; }\n#branch-banner input{ border: 1px solid #ccc; font-weight: 400; border-radius: 4px; height: 30px; padding: 5px 7px 4px; width: 145px; font-size: 14px;}\n#branch-banner input:focus { outline: none; }\n#branch-banner input.error { color: rgb(194, 0, 0); border-color: rgb(194, 0, 0); }\n#branch-banner .branch-icon-wrapper { width:25px; height: 25px; vertical-align: middle; display: inline-block; margin-top: -18px; }\n@keyframes branch-spinner { 0% { transform: rotate(0deg); -webkit-transform: rotate(0deg); -ms-transform: rotate(0deg); } 100% { transform: rotate(360deg); -webkit-transform: rotate(360deg); -ms-transform: rotate(360deg); } }\n@-webkit-keyframes branch-spinner { 0% { transform: rotate(0deg); -webkit-transform: rotate(0deg); -ms-transform: rotate(0deg); } 100% { transform: rotate(360deg); -webkit-transform: rotate(360deg); -ms-transform: rotate(360deg); } }\n#branch-spinner { -webkit-animation: branch-spinner 1s ease-in-out infinite; animation: branch-spinner 1s ease-in-out infinite; transition: all 0.7s ease-in-out; border:2px solid #ddd; border-bottom-color:#428bca; width:80%; height:80%; border-radius:50%; -webkit-font-smoothing: antialiased !important; }\n#branch-banner .theme-dark input { border-color: transparent; }\n",
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||||
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|
||||
"#branch-banner { position: absolute; }\n#branch-banner .content .left .details .title { font-size: 12px; }\n#branch-mobile-action { white-space: nowrap; }\n#branch-banner .content .left .details .description { font-size: 11px; font-weight: normal; }\n@media only screen and (min-device-width: 320px) and (max-device-width: 350px) { #branch-banner .content .right { max-width: 120px; } }\n@media only screen and (min-device-width: 351px) and (max-device-width: 400px) and (orientation: landscape) { #branch-banner .content .right { max-width: 150px; } }\n@media only screen and (min-device-width: 401px) and (max-device-width: 480px) and (orientation: landscape) { #branch-banner .content .right { max-width: 180px; } }\n";
|
||||
c+=a.fa;a.F&&(c+="body { margin: 0; }\n",d=document.createElement("style"),d.type="text/css",d.id="branch-iframe-css",H(d),d.innerHTML="body { -webkit-transition: all 0.375s ease; transition: all 00.375s ease; }\n#branch-banner-iframe { box-shadow: 0 0 5px rgba(0, 0, 0, .35); width: 1px; min-width:100%; left: 0; right: 0; border: 0; height: 76px; z-index: 99999; -webkit-transition: all 0.25s ease; transition: all 00.25s ease; }\n"+(C()?dc(a.ma,a.position):dc(a.ga,a.position)),(document.head||document.getElementsByTagName("head")[0]).appendChild(d));
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||||
d=document.createElement("style");d.type="text/css";d.id="branch-css";d.innerHTML=c;H(d);c=a.F?b.contentWindow.document:document;(c=c.head||c.getElementsByTagName("head")[0])&&"function"===typeof c.appendChild&&c.appendChild(d);"top"===a.position?b.style.top="-76px":"bottom"===a.position&&(b.style.bottom="-76px")};function fc(a,b){var c;if(a.B||a.M){if(a.B){c="";for(var d=0;5>d;d++)c+='<span class="star"><svg class="star" fill="#555555" height="12" viewBox="3 2 20 19" width="12"><path d="M22 9.24l-7.19-.62L12 2 9.19 8.63 2 9.24l5.46 4.73L5.82 21 12 17.27 18.18 21l-1.63-7.03L22 9.24zM12 15.4l-3.76 2.27 1-4.28-3.32-2.88 4.38-.38L12 6.1l1.71 4.04 4.38.38-3.32 2.88 1 4.28L12 15.4z"/><path d="M0 0h24v24H0z" fill="none"/><foreignObject display="none"><span class="star">\u2606</span></foreignObject></svg>',a.B>d&&
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"\u00c3").replace(/Ä/g,"\u00c4").replace(/Å/g,"\u00c5").replace(/Æ/g,"\u00c6").replace(/Ç/g,"\u00c7").replace(/È/g,"\u00c8").replace(/É/g,"\u00c9").replace(/Ê/g,"\u00ca").replace(/Ë/g,"\u00cb").replace(/Ì/g,"\u00cc").replace(/Í/g,"\u00cd").replace(/Î/g,"\u00ce").replace(/Ï/g,"\u00cf").replace(/Ð/g,"\u00d0").replace(/Ñ/g,"\u00d1").replace(/Ò/g,"\u00d2").replace(/Ó/g,"\u00d3").replace(/Ô/g,"\u00d4").replace(/Õ/g,
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||||
"\u00d5").replace(/Ö/g,"\u00d6").replace(/Ø/g,"\u00d8").replace(/Ù/g,"\u00d9").replace(/Ú/g,"\u00da").replace(/Û/g,"\u00db").replace(/Ü/g,"\u00dc").replace(/Ý/g,"\u00dd").replace(/Þ/g,"\u00de").replace(/ß/g,"\u00df").replace(/à/g,"\u00e0").replace(/á/g,"\u00e1").replace(/â/g,"\u00e2").replace(/ã/g,"\u00e3").replace(/ä/g,"\u00e4").replace(/å/g,"\u00e5").replace(/æ/g,"\u00e6").replace(/ç/g,"\u00e7").replace(/è/g,
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||||
"\u00e8").replace(/é/g,"\u00e9").replace(/ê/g,"\u00ea").replace(/ë/g,"\u00eb").replace(/ì/g,"\u00ec").replace(/í/g,"\u00ed").replace(/î/g,"\u00ee").replace(/ï/g,"\u00ef").replace(/ð/g,"\u00f0").replace(/ñ/g,"\u00f1").replace(/ò/g,"\u00f2").replace(/ó/g,"\u00f3").replace(/ô/g,"\u00f4").replace(/õ/g,"\u00f5").replace(/ö/g,"\u00f6").replace(/ø/g,"\u00f8").replace(/ù/g,"\u00f9").replace(/ú/g,"\u00fa").replace(/û/g,
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||||
"\u00fb").replace(/ü/g,"\u00fc").replace(/ý/g,"\u00fd").replace(/þ/g,"\u00fe").replace(/ÿ/g,"\u00ff")}
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function Xc(a,b){var c={},d=Ua();d&&0<Object.keys(d).length&&(c.hosted_deeplink_data=d);c=a.I(Yc(null,c),null,R,!0);if(S&&S.journey_link_data){F(c,"journey_id",S.journey_link_data.journey_id);F(c,"journey_name",Wc(S.journey_link_data.journey_name));F(c,"view_id",S.journey_link_data.view_id);F(c,"view_name",Wc(S.journey_link_data.view_name));F(c,"channel",Wc(S.journey_link_data.channel));F(c,"campaign",Wc(S.journey_link_data.campaign));try{F(c,"tags",JSON.stringify(S.journey_link_data.tags))}catch(e){c.tags=
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||||
JSON.stringify([])}}F(c,"dismissal_source",b);return c}
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function Uc(a,b,c,d,e,f,k,m){var h=k?0:Qc(f);N(R,a,S);Fc=!0;Sc(c);if(!k)if(void 0!==h&&b.set("globalJourneysDismiss",h,!0),Vc(b,d,e),f.dismissRedirect)window.location=f.dismissRedirect;else{var n=function(){R.removeListener(n);var b=Xc(m,ua[a]);R.b(Fb,b,function(a,c){!a&&"object"===typeof c&&c.template&&m.O(c,null,!1)&&m.J(c.template,b,b.branch_view_id||c.event_data.branch_view_data.id,c.event_data.branch_view_data,!1,c.journey_link_data)})};R.addListener("branch_internal_event_didCloseJourney",n)}}
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function Sc(a,b){Dc||(uc=!0);if(Ec&&!Dc){document.body.style.transition="all 00.375s ease";document.getElementById("branch-banner-iframe").style.transition="all 00.25s ease";var c=document.getElementById("branch-iframe-css").innerHTML+"\n";document.getElementById("branch-iframe-css").innerHTML="";document.getElementById("branch-iframe-css").innerHTML=c+"body { -webkit-transition: all 0.375s ease; }\n#branch-banner-iframe { -webkit-transition: all 0.25s ease; }\n"}"top"===O?a.style.top="-"+P:"bottom"===
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O&&(a.style.bottom="-"+P);N(R,"willCloseJourney",S);setTimeout(function(){M(a);M(document.getElementById("branch-css"));M(document.getElementById("branch-iframe-css"));M(document.getElementById("branch-journey-cta"));(!Dc||Fc)&&Q&&0<Q.length?Q.forEach(function(a){a.style.marginTop=0}):(Gc=Dc,Hc=O,Ic=Q);"top"===O?document.body.style.marginTop=sc:"bottom"===O&&(document.body.style.marginBottom=tc);Zb("branch-banner-is-active");Zb("branch-banner-no-scroll");pc&&(pc=!1,window.removeEventListener("resize",
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function Zc(a){var b={banner_id:kc};if(a&&"object"===typeof a&&0<Object.keys(a).length){var c=["browser_fingerprint_id","app_id","source","open_app","link_click_id"];if(a&&"object"===typeof a&&!Array.isArray(a)&&0<Object.keys(a).length&&c&&Array.isArray(c)&&0<c.length)for(var d in a)a.hasOwnProperty(d)&&-1<c.indexOf(d)&&delete a[d];b.journey_link_data={};B(b.journey_link_data,a)}S=b}function $c(){return jc&&R&&R.m&&R.m.data?R.m.data.$journeys_cta:!1}
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function ad(){if($c())return R.m.data.$journeys_cta}function bd(a){try{if($c()&&0<ad().length)return a.replace(/validate[(].+[)];/g,'validate("'+ad()+'")').replace("window.top.location.replace(","window.top.location = ")}catch(b){}return a};var T={};
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function cd(a,b){var c=b?"OPEN":"GET",d=a,e=Jc(d);e&&e.bannerHeight&&e.position&&e.sticky?(P=e.bannerHeight,O=e.position,mc=e.sticky):(d=d.match(zc))?(O="top",(d=d[1].match(Ac))&&(P=d[1]),mc="absolute"):(O="bottom",mc="fixed");if(-1!==P.indexOf("vh")||-1!==P.indexOf("%"))d=P.indexOf("vh")?P.slice(0,-2):P.slice(0,-1),P=d/100*qc+"px",100>d?oc=!0:nc=!0;if(d=Jc(a)){var f;b&&d&&d.ctaText&&d.ctaText.has_app?f=d.ctaText.has_app:d&&d.ctaText&&d.ctaText.no_app&&(f=d.ctaText.no_app);c=f;Q=[];if(d&&d.injectorSelector&&
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(f=document.querySelectorAll(d.injectorSelector)))for(d=0;d<f.length;d++)Q.push(f[d].parentElement)}f=(f=a.match(xc))?f[1]:void 0;if(d=a.match(wc))d=d[1],e=document.createElement("script"),e.id="branch-journey-cta",H(e),e.innerHTML=d,document.body.appendChild(e);d=(d=a.match(yc))?d[1]:void 0;var e=a,k=e.match(vc),m=e.match(wc),h=e.match(xc),n=e.match(yc);k&&(e=e.replace(vc,""));m&&(e=e.replace(wc,""));h&&(e=e.replace(xc,""));n&&(e=e.replace(yc,""));a=e;e=document.createElement("iframe");e.src="about:blank";
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e.style.overflow="hidden";e.scrolling="no";e.id="branch-banner-iframe";e.className="branch-animation";e.title="Branch Banner";e.setAttribute("aria-label","Branch Banner");H(e);document.body.appendChild(e);k=C();k='<html><head></head><body class="'+("ios"===k||"ipad"===k?"branch-banner-ios":"android"===k?"branch-banner-android":"branch-banner-desktop")+'">'+a+"</body></html>";e.contentWindow.document.open();e.contentWindow.document.write(k);e.contentWindow.document.close();Kc(d);k=document.createElement("style");
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k.type="text/css";k.id="branch-css";k.innerHTML=f;H(k);f=e.contentWindow.document;f.head.appendChild(k);if(oc||nc){var l=f.getElementsByClassName("branch-banner-content")[0];l&&(l.style.height=P)}"top"===O?e.style.top="-"+P:"bottom"===O&&(e.style.bottom="-"+P);try{var l=f.getElementsByClassName("branch-banner-content")[0],t=window.getComputedStyle(l).getPropertyValue("background-color").split(", ");t[3]&&!parseFloat(t[3])&&(e.style.boxShadow="none")}catch(w){}e.contentWindow.document.getElementById("branch-mobile-action").innerHTML=
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c;N(R,"willShowJourney",S);Mc(e,d);return e}T.O=function(a,b,c){if(document.getElementById("branch-banner")||document.getElementById("branch-banner-iframe")||document.getElementById("branch-banner-container")||!C()||!a.event_data||!a.template)return!1;if(c)return!0;(a=!a.event_data.branch_view_data.id||b&&b.no_journeys)||(a=R,b=a.c.get("globalJourneysDismiss",!0),!0===b||b>Date.now()?a=!0:(a.c.remove("globalJourneysDismiss",!0),a=!1));return a?(T.Ba=1,!1):!0};
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T.ka=function(a){R.b(Eb,{event:"pageview",journey_displayed:!0,audience_rule_id:a.audience_rule_id,branch_view_id:a.branch_view_id},function(){})};
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T.J=function(a,b,c,d,e,f){if(!uc){kc=c;Zc(f);var k=d.audience_rule_id;(f=document.getElementById("branch-iframe-css"))&&f.parentElement.removeChild(f);f=document.createElement("div");f.id="branch-banner";document.body.insertBefore(f,null);Yb(f,"branch-banner-is-active");var m=!1,h=b.callback_string,n=null,l=null,t=R.c;if(a){var w=Jc(a)||{};a=bd(a);var W=window.setTimeout(function(){window[h]=function(){}},qa);window[h]=function(a){window.clearTimeout(W);m||(l=a,Rc(c,k,t,l,n,w,e))};Bc=n=cd(a,b.has_app_websdk);
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if(null===n){m=!0;return}Rc(c,k,t,l,n,w,e);ra&&(u["journey-load-time"]=(Date.now()-window.performance.timing.navigationStart).toString())}document.body.removeChild(f);v||e||T.ka(d)}};
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T.I=function(a,b,c,d){R=c;b||(b={});a||(a={});Ec=b.disable_entry_animation||!1;Dc=b.disable_exit_animation||!1;var e=B({},c.m),f=L(c.c)||{},k=f.hasOwnProperty("has_app")?f.has_app:!1,m=c.c.get("journeyDismissals",!0),h=(b.user_language||Va()||"en").toLowerCase()||null,n=gb(U(c)),l;(l=b.branch_view_id)||(l="_branch_view_id".replace(/[\[\]]/g,"\\$&"),l=(l=(new RegExp("[?&]"+l+"(=([^&#]*)|&|#|$)")).exec(Ea()))&&l[2]?decodeURIComponent(l[2].replace(/\+/g," ")):"");l=l||null;c=b.make_new_link?null:Fa(U(c));
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e.event=d?"dismiss":"pageview";e.metadata=a;e=F(e,"initial_referrer",n);e=F(e,"branch_view_id",l);e=F(e,"no_journeys",b.no_journeys);e=F(e,"is_iframe",y());e=F(e,"journey_dismissals",m);e.user_language=h;e.open_app=b.open_app||!1;e.has_app_websdk=k;e.feature="journeys";e.callback_string="branch_view_callback__"+lc++;e.data||(e.data={});e.data=B(Ua(),e.data);e.data=B(Da(f||{}),e.data);c&&(e.data.link_click_id=c);(a=f.data?p(f.data):null)&&a["+referrer"]&&(e.data["+referrer"]=a["+referrer"]);return e=
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z(e)};var V={androidAppIndexingTagsPresent:!1,iosAppIndexingTagsPresent:!1,androidDetailsComplete:!1,iosDetailsComplete:!1},X={};function dd(a){var b;"android"===a&&V.androidDetailsComplete&&(b="android-app://"+X.androidPackageName+"/"+X.androidURL,b=ed(b),fd(b));"ios"===a&&V.iosDetailsComplete&&(b="ios-app://"+X.iosAppId+"/"+X.iosURL,b=ed(b),fd(b))}
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function ed(a){var b={"~channel":"Firebase App Indexing","~feature":"Auto App Indexing",$canonical_url:Ea()};if("object"===typeof X.data)for(var c in X.data)X.data.hasOwnProperty(c)&&!b.hasOwnProperty(c)&&(b[c]=X.data[c]);return a+(-1<a.indexOf("?")?"&":"?")+"link_click_id=a-"+btoa(q(b))}function fd(a){var b=document.createElement("link");b.setAttribute("rel","alternate");b.setAttribute("href",a);document.head.appendChild(b)}
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function gd(a){"android"===a&&"string"===typeof X.androidPackageName&&"string"===typeof X.androidURL&&(V.androidDetailsComplete=!0,dd("android"));"ios"===a&&"string"===typeof X.iosAppId&&"string"===typeof X.iosURL&&(V.iosDetailsComplete=!0,dd("ios"))}
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"/"))}gd(a)};var id;
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d.s)),null);if(0===d.o||!d.o)return h(Error(x("Branch SDK not initialized")),null)}e.unshift(h);b.apply(d,e)})}}function Z(){if(!(this instanceof Z))return id||(id=new Z),id;this.ba=na();this.c=new Jb(["session","cookie","pojo"]);this.V=new Rb;this.h=[];this.X="web2.58.0";this.l=this.o=0;this.s=null}
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Z.prototype.b=function(a,b,c){this.W&&(b.app_id=this.W);this.i&&(b.branch_key=this.i);(a.a&&a.a.session_id||a.f&&a.f.session_id)&&this.H&&(b.session_id=this.H);(a.a&&a.a.identity_id||a.f&&a.f.identity_id)&&this.j&&(b.identity_id=this.j);0>a.endpoint.indexOf("/v1/")?(a.a&&a.a.developer_identity||a.f&&a.f.developer_identity)&&this.g&&(b.developer_identity=this.g):(a.a&&a.a.identity||a.f&&a.f.identity)&&this.g&&(b.identity=this.g);(a.a&&a.a.link_click_id||a.f&&a.f.link_click_id)&&this.$&&(b.link_click_id=
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this.$);(a.a&&a.a.sdk||a.f&&a.f.sdk)&&this.X&&(b.sdk=this.X);(a.a&&a.a.browser_fingerprint_id||a.f&&a.f.browser_fingerprint_id)&&this.D&&(b.browser_fingerprint_id=this.D);v&&(b.tracking_disabled=v);return Xb(this.V,a,b,this.c,function(a,b){c(a,b)})};function U(a){var b=L(a.c);return(b=b&&b.referring_link)?b:(a=a.c.get("click_id"))?"https://bnc.lt/c/"+a:null}function N(a,b,c){for(var d=0;d<a.h.length;d++)a.h[d].event&&a.h[d].event!==b||a.h[d].listener(b,c)}
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Z.prototype.init=Y(2,function(a,b,c){function d(){var a,b;"undefined"!==typeof document.hidden?(a="hidden",b="visibilitychange"):"undefined"!==typeof document.mozHidden?(a="mozHidden",b="mozvisibilitychange"):"undefined"!==typeof document.msHidden?(a="msHidden",b="msvisibilitychange"):"undefined"!==typeof document.webkitHidden&&(a="webkitHidden",b="webkitvisibilitychange");b&&!h.ea&&(h.ea=!0,document.addEventListener(b,function(){document[a]||(k(null),"function"===typeof h.w&&h.w())},!1))}function e(b,
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d){d&&(d=m(d),v||(d=f(d),Ba(h.c,d,t)),h.o=3,d.data_parsed=d.data&&0!==d.data.length?p(d.data):{});if(b)return h.o=2,h.l||(h.l=1,h.s=b.message),a(b,d&&Ca(d));try{a(b,d&&Ca(d))}catch(od){}finally{h.renderFinalize()}var e=ab(),k=G(c.metadata,"object")?c.metadata:null;k&&(k=hb(e.hosted_deeplink_data,k))&&0<Object.keys(k).length&&(e.hosted_deeplink_data=k);var l=T.I(Yc(c,e),c,h,!1);h.renderQueue(function(){h.b(Eb,l,function(a,b){if(!a&&"object"===typeof b){var d=l.branch_view_id?!0:!1;T.O(b,c,d)?T.J(b.template,
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||||
l,l.branch_view_id||b.event_data.branch_view_data.id,b.event_data.branch_view_data,d,b.journey_link_data):((b.auto_branchify||!n&&Ma("branchify_url")&&U(h))&&this.branch.deepview({},{make_new_link:!1,open_app:!0,auto_branchify:!0}),N(R,"willNotShowJourney"))}v&&(wa=!0)})})}function f(a){t&&(a.identity=h.g);return a}function k(a){var b={sdk:"2.58.0",branch_key:h.i},c=L(h.c)||{},d=L(h.c,!0)||{};d.browser_fingerprint_id&&(b._t=d.browser_fingerprint_id);Ka()||La()||h.b(kb,b,function(a,b){a&&(h.l=3,h.s=
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||||
a.message);b&&(c.browser_fingerprint_id=b)});h.b(zb,{browser_fingerprint_id:c.browser_fingerprint_id},function(b,d){b&&(h.l=4,h.s=b.message);b||!d||c.has_app||(c.has_app=!0,Pb(h.c,c),N(h,"didDownloadApp"));a&&a(null,c)})}function m(a){a.link_click_id&&(h.$=a.link_click_id.toString());a.session_id&&(h.H=a.session_id.toString());a.identity_id&&(h.j=a.identity_id.toString());a.identity&&(h.g=a.identity.toString());a.link&&(h.N=a.link);if(a.referring_link){var b=a.referring_link;a.referring_link=b?"http"!==
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b.substring(0,4)?"https://bnc.lt"+b:b:null}!a.click_id&&a.referring_link&&(a.click_id=Fa(a.referring_link));h.D=a.browser_fingerprint_id;return a}ra&&(u["init-began-at"]=(Date.now()-window.performance.timing.navigationStart).toString());var h=this;h.o=1;-1<b.indexOf("key_")?h.i=b:h.W=b;c=c&&G(c,"object")?c:{};oa=(h.G=c)&&c.retries&&Number.isInteger(c.retries)?c.retries:oa;pa=c&&c.retry_delay&&Number.isInteger(c.retry_delay)?c.retry_delay:pa;qa=c&&c.timeout&&Number.isInteger(c.timeout)?c.timeout:qa;
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||||
r=c&&c.nonce?c.nonce:r;v=c&&c.tracking_disabled&&!0===c.tracking_disabled?!0:!1;wa=!1;v&&Aa(h);b=L(h.c,!0);h.j=b&&b.identity_id;b=L(h.c);var n=c&&"undefined"!==typeof c.branch_match_id&&null!==c.branch_match_id?c.branch_match_id:null,l=n||Ma("_branch_match_id")||Ga(),t=!h.j;h.C=!!h.c.get("branch_view_enabled");if(b&&b.session_id&&!l&&!Ma("branchify_url"))Pb(h.c,{data:""}),Pb(h.c,{referring_link:""}),d(),k(e);else{b={sdk:"2.58.0",branch_key:h.i};var w=L(h.c,!0)||{};w.browser_fingerprint_id&&(b._t=
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||||
w.browser_fingerprint_id);w.identity&&(h.g=w.identity);var W=parseInt(Ma("[?&]_open_delay_ms"),10);Ka()||La()?ib(function(){h.b(jb,{link_identifier:l,browser_fingerprint_id:l||w.browser_fingerprint_id,alternative_browser_fingerprint_id:w.browser_fingerprint_id,options:c,initial_referrer:gb(U(h)),current_url:y()&&Ha()?window.top.location.href:window.location.href,screen_height:screen.height||0,screen_width:screen.width||0},function(a,b){a&&(h.l=2,h.s=a.message);a||"object"!==typeof b||(b.branch_view_enabled&&
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||||
(h.C=!!b.branch_view_enabled,h.c.set("branch_view_enabled",h.C)),l&&(b.click_id=l));d();e(a,b)})},W):h.b(kb,b,function(a,b){if(a)return h.l=3,h.s=a.message,e(a,null);ib(function(){h.b(jb,{link_identifier:l,browser_fingerprint_id:l||b,alternative_browser_fingerprint_id:w.browser_fingerprint_id,options:c,initial_referrer:gb(U(h)),current_url:y()&&Ha()?window.top.location.href:window.location.href,screen_height:screen.height||0,screen_width:screen.width||0},function(a,b){a&&(h.l=2,h.s=a.message);a||
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||||
"object"!==typeof b||(b.branch_view_enabled&&(h.C=!!b.branch_view_enabled,h.c.set("branch_view_enabled",h.C)),l&&(b.click_id=l));d();e(a,b)})},W)})}},!0);Z.prototype.renderQueue=Y(0,function(a,b){this.ca?b():(this.u=this.u||[],this.u.push(b));a(null,null)});Z.prototype.renderFinalize=Y(2,function(a){this.u&&0<this.u.length&&(this.u.forEach(function(a){a.call(this)}),delete this.u);this.ca=!0;a(null,null)});
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||||
Z.prototype.data=Y(2,function(a){var b=Ca(L(this.c));b.referring_link=U(this);b.data_parsed=b.data&&0!==b.data.length?p(b.data):{};a(null,b)});Z.prototype.first=Y(2,function(a){a(null,Ca(L(this.c,!0)))});
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||||
Z.prototype.setIdentity=Y(2,function(a,b){var c=this;this.b(rb,{identity:b},function(d,e){d&&a(d);e=e||{};c.j=e.identity_id?e.identity_id.toString():null;c.N=e.link;c.g=b;e.developer_identity=b;e.referring_data_parsed=e.referring_data?p(e.referring_data):null;Qb(c.c,{identity:b,identity_id:c.j});a(null,e)})});
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unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'charter';
|
||||
font-weight: 700;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/77a0c0c/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/charter-700-italic.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'charter';
|
||||
font-weight: 700;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/77a0c0c/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/charter-700-italic.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'charter';
|
||||
font-weight: 700;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/f50d520/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/charter-700-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'charter';
|
||||
font-weight: 700;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/f50d520/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/charter-700-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'fell';
|
||||
font-weight: 400;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/415369b/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/fell-400-italic.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'fell';
|
||||
font-weight: 400;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/415369b/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/fell-400-italic.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'fell';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/78ce731/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/fell-400-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'fell';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/78ce731/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/fell-400-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'gt-super';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/4a44748/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/gt-super-400-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'gt-super';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/4a44748/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/gt-super-400-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'noe';
|
||||
font-weight: 500;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/b6752aa/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/noe-display-500-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'noe';
|
||||
font-weight: 500;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/b6752aa/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/noe-display-500-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'opendyslexic';
|
||||
font-weight: 400;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/1c491fd/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/opendyslexic-400-italic.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'opendyslexic';
|
||||
font-weight: 400;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/1c491fd/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/opendyslexic-400-italic.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'opendyslexic';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/0a6190b/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/opendyslexic-400-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'opendyslexic';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/0a6190b/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/opendyslexic-400-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 300;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/51a79f1/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-300-italic.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 300;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/51a79f1/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-300-italic.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 300;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/6fd11d6/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-300-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 300;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/6fd11d6/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-300-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 400;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/3887986/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-400-italic.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 400;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/3887986/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-400-italic.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/b492c44/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-400-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 400;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/b492c44/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-400-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 500;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/54b52d6/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-500-italic.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 500;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/54b52d6/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-500-italic.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 500;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/df9ba7f/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-500-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 500;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/df9ba7f/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-500-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 700;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/9da4d76/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-700-italic.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 700;
|
||||
font-style: italic;
|
||||
src: url('https://glyph.medium.com/font/9da4d76/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-700-italic.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
||||
/* latin */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 700;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/cf896f3/0-3j_4g_6bu_6c4_6c8_6c9_6cc_6cd_6ci_6cm/sohne-700-normal.woff') format('woff');
|
||||
unicode-range: U+0-7F,U+A0,U+200A,U+2014,U+2018,U+2019,U+201C,U+201D,U+2022,U+2026;
|
||||
}
|
||||
|
||||
/* rest */
|
||||
@font-face {
|
||||
font-family: 'sohne';
|
||||
font-weight: 700;
|
||||
font-style: normal;
|
||||
src: url('https://glyph.medium.com/font/cf896f3/3k-4f_4h-6bt_6bv-6c3_6c5-6c7_6ca-6cb_6ce-6ch_6cj-6cl_6cn-nvnj/sohne-700-normal.woff') format('woff');
|
||||
unicode-range: U+80-9F,U+A1-2009,U+200B-2013,U+2015-2017,U+201A-201B,U+201E-2021,U+2023-2025,U+2027-10FFFF;
|
||||
}
|
||||
|
|
@ -0,0 +1,614 @@
|
|||
# Lint as: python3
|
||||
"""Pseudocode description of the MuZero algorithm."""
|
||||
# pylint: disable=unused-argument
|
||||
# pylint: disable=missing-docstring
|
||||
# pylint: disable=g-explicit-length-test
|
||||
|
||||
from __future__ import absolute_import
|
||||
from __future__ import division
|
||||
from __future__ import google_type_annotations
|
||||
from __future__ import print_function
|
||||
|
||||
import collections
|
||||
import math
|
||||
import typing
|
||||
from typing import Dict, List, Optional
|
||||
|
||||
import numpy
|
||||
import tensorflow as tf
|
||||
|
||||
##########################
|
||||
####### Helpers ##########
|
||||
|
||||
MAXIMUM_FLOAT_VALUE = float('inf')
|
||||
|
||||
KnownBounds = collections.namedtuple('KnownBounds', ['min', 'max'])
|
||||
|
||||
|
||||
class MinMaxStats(object):
|
||||
"""A class that holds the min-max values of the tree."""
|
||||
|
||||
def __init__(self, known_bounds: Optional[KnownBounds]):
|
||||
self.maximum = known_bounds.max if known_bounds else -MAXIMUM_FLOAT_VALUE
|
||||
self.minimum = known_bounds.min if known_bounds else MAXIMUM_FLOAT_VALUE
|
||||
|
||||
def update(self, value: float):
|
||||
self.maximum = max(self.maximum, value)
|
||||
self.minimum = min(self.minimum, value)
|
||||
|
||||
def normalize(self, value: float) -> float:
|
||||
if self.maximum > self.minimum:
|
||||
# We normalize only when we have set the maximum and minimum values.
|
||||
return (value - self.minimum) / (self.maximum - self.minimum)
|
||||
return value
|
||||
|
||||
|
||||
class MuZeroConfig(object):
|
||||
|
||||
def __init__(self,
|
||||
action_space_size: int,
|
||||
max_moves: int,
|
||||
discount: float,
|
||||
dirichlet_alpha: float,
|
||||
num_simulations: int,
|
||||
batch_size: int,
|
||||
td_steps: int,
|
||||
num_actors: int,
|
||||
lr_init: float,
|
||||
lr_decay_steps: float,
|
||||
visit_softmax_temperature_fn,
|
||||
known_bounds: Optional[KnownBounds] = None):
|
||||
### Self-Play
|
||||
self.action_space_size = action_space_size
|
||||
self.num_actors = num_actors
|
||||
|
||||
self.visit_softmax_temperature_fn = visit_softmax_temperature_fn
|
||||
self.max_moves = max_moves
|
||||
self.num_simulations = num_simulations
|
||||
self.discount = discount
|
||||
|
||||
# Root prior exploration noise.
|
||||
self.root_dirichlet_alpha = dirichlet_alpha
|
||||
self.root_exploration_fraction = 0.25
|
||||
|
||||
# UCB formula
|
||||
self.pb_c_base = 19652
|
||||
self.pb_c_init = 1.25
|
||||
|
||||
# If we already have some information about which values occur in the
|
||||
# environment, we can use them to initialize the rescaling.
|
||||
# This is not strictly necessary, but establishes identical behaviour to
|
||||
# AlphaZero in board games.
|
||||
self.known_bounds = known_bounds
|
||||
|
||||
### Training
|
||||
self.training_steps = int(1000e3)
|
||||
self.checkpoint_interval = int(1e3)
|
||||
self.window_size = int(1e6)
|
||||
self.batch_size = batch_size
|
||||
self.num_unroll_steps = 5
|
||||
self.td_steps = td_steps
|
||||
|
||||
self.weight_decay = 1e-4
|
||||
self.momentum = 0.9
|
||||
|
||||
# Exponential learning rate schedule
|
||||
self.lr_init = lr_init
|
||||
self.lr_decay_rate = 0.1
|
||||
self.lr_decay_steps = lr_decay_steps
|
||||
|
||||
def new_game(self):
|
||||
return Game(self.action_space_size, self.discount)
|
||||
|
||||
|
||||
def make_board_game_config(action_space_size: int, max_moves: int,
|
||||
dirichlet_alpha: float,
|
||||
lr_init: float) -> MuZeroConfig:
|
||||
|
||||
def visit_softmax_temperature(num_moves, training_steps):
|
||||
if num_moves < 30:
|
||||
return 1.0
|
||||
else:
|
||||
return 0.0 # Play according to the max.
|
||||
|
||||
return MuZeroConfig(
|
||||
action_space_size=action_space_size,
|
||||
max_moves=max_moves,
|
||||
discount=1.0,
|
||||
dirichlet_alpha=dirichlet_alpha,
|
||||
num_simulations=800,
|
||||
batch_size=2048,
|
||||
td_steps=max_moves, # Always use Monte Carlo return.
|
||||
num_actors=3000,
|
||||
lr_init=lr_init,
|
||||
lr_decay_steps=400e3,
|
||||
visit_softmax_temperature_fn=visit_softmax_temperature,
|
||||
known_bounds=KnownBounds(-1, 1))
|
||||
|
||||
|
||||
def make_go_config() -> MuZeroConfig:
|
||||
return make_board_game_config(
|
||||
action_space_size=362, max_moves=722, dirichlet_alpha=0.03, lr_init=0.01)
|
||||
|
||||
|
||||
def make_chess_config() -> MuZeroConfig:
|
||||
return make_board_game_config(
|
||||
action_space_size=4672, max_moves=512, dirichlet_alpha=0.3, lr_init=0.1)
|
||||
|
||||
|
||||
def make_shogi_config() -> MuZeroConfig:
|
||||
return make_board_game_config(
|
||||
action_space_size=11259, max_moves=512, dirichlet_alpha=0.15, lr_init=0.1)
|
||||
|
||||
|
||||
def make_atari_config() -> MuZeroConfig:
|
||||
|
||||
def visit_softmax_temperature(num_moves, training_steps):
|
||||
if training_steps < 500e3:
|
||||
return 1.0
|
||||
elif training_steps < 750e3:
|
||||
return 0.5
|
||||
else:
|
||||
return 0.25
|
||||
|
||||
return MuZeroConfig(
|
||||
action_space_size=18,
|
||||
max_moves=27000, # Half an hour at action repeat 4.
|
||||
discount=0.997,
|
||||
dirichlet_alpha=0.25,
|
||||
num_simulations=50,
|
||||
batch_size=1024,
|
||||
td_steps=10,
|
||||
num_actors=350,
|
||||
lr_init=0.05,
|
||||
lr_decay_steps=350e3,
|
||||
visit_softmax_temperature_fn=visit_softmax_temperature)
|
||||
|
||||
|
||||
class Action(object):
|
||||
|
||||
def __init__(self, index: int):
|
||||
self.index = index
|
||||
|
||||
def __hash__(self):
|
||||
return self.index
|
||||
|
||||
def __eq__(self, other):
|
||||
return self.index == other.index
|
||||
|
||||
def __gt__(self, other):
|
||||
return self.index > other.index
|
||||
|
||||
|
||||
class Player(object):
|
||||
pass
|
||||
|
||||
|
||||
class Node(object):
|
||||
|
||||
def __init__(self, prior: float):
|
||||
self.visit_count = 0
|
||||
self.to_play = -1
|
||||
self.prior = prior
|
||||
self.value_sum = 0
|
||||
self.children = {}
|
||||
self.hidden_state = None
|
||||
self.reward = 0
|
||||
|
||||
def expanded(self) -> bool:
|
||||
return len(self.children) > 0
|
||||
|
||||
def value(self) -> float:
|
||||
if self.visit_count == 0:
|
||||
return 0
|
||||
return self.value_sum / self.visit_count
|
||||
|
||||
|
||||
class ActionHistory(object):
|
||||
"""Simple history container used inside the search.
|
||||
|
||||
Only used to keep track of the actions executed.
|
||||
"""
|
||||
|
||||
def __init__(self, history: List[Action], action_space_size: int):
|
||||
self.history = list(history)
|
||||
self.action_space_size = action_space_size
|
||||
|
||||
def clone(self):
|
||||
return ActionHistory(self.history, self.action_space_size)
|
||||
|
||||
def add_action(self, action: Action):
|
||||
self.history.append(action)
|
||||
|
||||
def last_action(self) -> Action:
|
||||
return self.history[-1]
|
||||
|
||||
def action_space(self) -> List[Action]:
|
||||
return [Action(i) for i in range(self.action_space_size)]
|
||||
|
||||
def to_play(self) -> Player:
|
||||
return Player()
|
||||
|
||||
|
||||
class Environment(object):
|
||||
"""The environment MuZero is interacting with."""
|
||||
|
||||
def step(self, action):
|
||||
pass
|
||||
|
||||
|
||||
class Game(object):
|
||||
"""A single episode of interaction with the environment."""
|
||||
|
||||
def __init__(self, action_space_size: int, discount: float):
|
||||
self.environment = Environment() # Game specific environment.
|
||||
self.history = []
|
||||
self.rewards = []
|
||||
self.child_visits = []
|
||||
self.root_values = []
|
||||
self.action_space_size = action_space_size
|
||||
self.discount = discount
|
||||
|
||||
def terminal(self) -> bool:
|
||||
# Game specific termination rules.
|
||||
pass
|
||||
|
||||
def legal_actions(self) -> List[Action]:
|
||||
# Game specific calculation of legal actions.
|
||||
return []
|
||||
|
||||
def apply(self, action: Action):
|
||||
reward = self.environment.step(action)
|
||||
self.rewards.append(reward)
|
||||
self.history.append(action)
|
||||
|
||||
def store_search_statistics(self, root: Node):
|
||||
sum_visits = sum(child.visit_count for child in root.children.values())
|
||||
action_space = (Action(index) for index in range(self.action_space_size))
|
||||
self.child_visits.append([
|
||||
root.children[a].visit_count / sum_visits if a in root.children else 0
|
||||
for a in action_space
|
||||
])
|
||||
self.root_values.append(root.value())
|
||||
|
||||
def make_image(self, state_index: int):
|
||||
# Game specific feature planes.
|
||||
return []
|
||||
|
||||
def make_target(self, state_index: int, num_unroll_steps: int, td_steps: int,
|
||||
to_play: Player):
|
||||
# The value target is the discounted root value of the search tree N steps
|
||||
# into the future, plus the discounted sum of all rewards until then.
|
||||
targets = []
|
||||
for current_index in range(state_index, state_index + num_unroll_steps + 1):
|
||||
bootstrap_index = current_index + td_steps
|
||||
if bootstrap_index < len(self.root_values):
|
||||
value = self.root_values[bootstrap_index] * self.discount**td_steps
|
||||
else:
|
||||
value = 0
|
||||
|
||||
for i, reward in enumerate(self.rewards[current_index:bootstrap_index]):
|
||||
value += reward * self.discount**i # pytype: disable=unsupported-operands
|
||||
|
||||
if current_index < len(self.root_values):
|
||||
targets.append((value, self.rewards[current_index],
|
||||
self.child_visits[current_index]))
|
||||
else:
|
||||
# States past the end of games are treated as absorbing states.
|
||||
targets.append((0, 0, []))
|
||||
return targets
|
||||
|
||||
def to_play(self) -> Player:
|
||||
return Player()
|
||||
|
||||
def action_history(self) -> ActionHistory:
|
||||
return ActionHistory(self.history, self.action_space_size)
|
||||
|
||||
|
||||
class ReplayBuffer(object):
|
||||
|
||||
def __init__(self, config: MuZeroConfig):
|
||||
self.window_size = config.window_size
|
||||
self.batch_size = config.batch_size
|
||||
self.buffer = []
|
||||
|
||||
def save_game(self, game):
|
||||
if len(self.buffer) > self.window_size:
|
||||
self.buffer.pop(0)
|
||||
self.buffer.append(game)
|
||||
|
||||
def sample_batch(self, num_unroll_steps: int, td_steps: int):
|
||||
games = [self.sample_game() for _ in range(self.batch_size)]
|
||||
game_pos = [(g, self.sample_position(g)) for g in games]
|
||||
return [(g.make_image(i), g.history[i:i + num_unroll_steps],
|
||||
g.make_target(i, num_unroll_steps, td_steps, g.to_play()))
|
||||
for (g, i) in game_pos]
|
||||
|
||||
def sample_game(self) -> Game:
|
||||
# Sample game from buffer either uniformly or according to some priority.
|
||||
return self.buffer[0]
|
||||
|
||||
def sample_position(self, game) -> int:
|
||||
# Sample position from game either uniformly or according to some priority.
|
||||
return -1
|
||||
|
||||
|
||||
class NetworkOutput(typing.NamedTuple):
|
||||
value: float
|
||||
reward: float
|
||||
policy_logits: Dict[Action, float]
|
||||
hidden_state: List[float]
|
||||
|
||||
|
||||
class Network(object):
|
||||
|
||||
def initial_inference(self, image) -> NetworkOutput:
|
||||
# representation + prediction function
|
||||
return NetworkOutput(0, 0, {}, [])
|
||||
|
||||
def recurrent_inference(self, hidden_state, action) -> NetworkOutput:
|
||||
# dynamics + prediction function
|
||||
return NetworkOutput(0, 0, {}, [])
|
||||
|
||||
def get_weights(self):
|
||||
# Returns the weights of this network.
|
||||
return []
|
||||
|
||||
def training_steps(self) -> int:
|
||||
# How many steps / batches the network has been trained for.
|
||||
return 0
|
||||
|
||||
|
||||
class SharedStorage(object):
|
||||
|
||||
def __init__(self):
|
||||
self._networks = {}
|
||||
|
||||
def latest_network(self) -> Network:
|
||||
if self._networks:
|
||||
return self._networks[max(self._networks.keys())]
|
||||
else:
|
||||
# policy -> uniform, value -> 0, reward -> 0
|
||||
return make_uniform_network()
|
||||
|
||||
def save_network(self, step: int, network: Network):
|
||||
self._networks[step] = network
|
||||
|
||||
|
||||
##### End Helpers ########
|
||||
##########################
|
||||
|
||||
|
||||
# MuZero training is split into two independent parts: Network training and
|
||||
# self-play data generation.
|
||||
# These two parts only communicate by transferring the latest network checkpoint
|
||||
# from the training to the self-play, and the finished games from the self-play
|
||||
# to the training.
|
||||
def muzero(config: MuZeroConfig):
|
||||
storage = SharedStorage()
|
||||
replay_buffer = ReplayBuffer(config)
|
||||
|
||||
for _ in range(config.num_actors):
|
||||
launch_job(run_selfplay, config, storage, replay_buffer)
|
||||
|
||||
train_network(config, storage, replay_buffer)
|
||||
|
||||
return storage.latest_network()
|
||||
|
||||
|
||||
##################################
|
||||
####### Part 1: Self-Play ########
|
||||
|
||||
|
||||
# Each self-play job is independent of all others; it takes the latest network
|
||||
# snapshot, produces a game and makes it available to the training job by
|
||||
# writing it to a shared replay buffer.
|
||||
def run_selfplay(config: MuZeroConfig, storage: SharedStorage,
|
||||
replay_buffer: ReplayBuffer):
|
||||
while True:
|
||||
network = storage.latest_network()
|
||||
game = play_game(config, network)
|
||||
replay_buffer.save_game(game)
|
||||
|
||||
|
||||
# Each game is produced by starting at the initial board position, then
|
||||
# repeatedly executing a Monte Carlo Tree Search to generate moves until the end
|
||||
# of the game is reached.
|
||||
def play_game(config: MuZeroConfig, network: Network) -> Game:
|
||||
game = config.new_game()
|
||||
|
||||
while not game.terminal() and len(game.history) < config.max_moves:
|
||||
# At the root of the search tree we use the representation function to
|
||||
# obtain a hidden state given the current observation.
|
||||
root = Node(0)
|
||||
current_observation = game.make_image(-1)
|
||||
expand_node(root, game.to_play(), game.legal_actions(),
|
||||
network.initial_inference(current_observation))
|
||||
add_exploration_noise(config, root)
|
||||
|
||||
# We then run a Monte Carlo Tree Search using only action sequences and the
|
||||
# model learned by the network.
|
||||
run_mcts(config, root, game.action_history(), network)
|
||||
action = select_action(config, len(game.history), root, network)
|
||||
game.apply(action)
|
||||
game.store_search_statistics(root)
|
||||
return game
|
||||
|
||||
|
||||
# Core Monte Carlo Tree Search algorithm.
|
||||
# To decide on an action, we run N simulations, always starting at the root of
|
||||
# the search tree and traversing the tree according to the UCB formula until we
|
||||
# reach a leaf node.
|
||||
def run_mcts(config: MuZeroConfig, root: Node, action_history: ActionHistory,
|
||||
network: Network):
|
||||
min_max_stats = MinMaxStats(config.known_bounds)
|
||||
|
||||
for _ in range(config.num_simulations):
|
||||
history = action_history.clone()
|
||||
node = root
|
||||
search_path = [node]
|
||||
|
||||
while node.expanded():
|
||||
action, node = select_child(config, node, min_max_stats)
|
||||
history.add_action(action)
|
||||
search_path.append(node)
|
||||
|
||||
# Inside the search tree we use the dynamics function to obtain the next
|
||||
# hidden state given an action and the previous hidden state.
|
||||
parent = search_path[-2]
|
||||
network_output = network.recurrent_inference(parent.hidden_state,
|
||||
history.last_action())
|
||||
expand_node(node, history.to_play(), history.action_space(), network_output)
|
||||
|
||||
backpropagate(search_path, network_output.value, history.to_play(),
|
||||
config.discount, min_max_stats)
|
||||
|
||||
|
||||
def select_action(config: MuZeroConfig, num_moves: int, node: Node,
|
||||
network: Network):
|
||||
visit_counts = [
|
||||
(child.visit_count, action) for action, child in node.children.items()
|
||||
]
|
||||
t = config.visit_softmax_temperature_fn(
|
||||
num_moves=num_moves, training_steps=network.training_steps())
|
||||
_, action = softmax_sample(visit_counts, t)
|
||||
return action
|
||||
|
||||
|
||||
# Select the child with the highest UCB score.
|
||||
def select_child(config: MuZeroConfig, node: Node,
|
||||
min_max_stats: MinMaxStats):
|
||||
_, action, child = max(
|
||||
(ucb_score(config, node, child, min_max_stats), action,
|
||||
child) for action, child in node.children.items())
|
||||
return action, child
|
||||
|
||||
|
||||
# The score for a node is based on its value, plus an exploration bonus based on
|
||||
# the prior.
|
||||
def ucb_score(config: MuZeroConfig, parent: Node, child: Node,
|
||||
min_max_stats: MinMaxStats) -> float:
|
||||
pb_c = math.log((parent.visit_count + config.pb_c_base + 1) /
|
||||
config.pb_c_base) + config.pb_c_init
|
||||
pb_c *= math.sqrt(parent.visit_count) / (child.visit_count + 1)
|
||||
|
||||
prior_score = pb_c * child.prior
|
||||
value_score = min_max_stats.normalize(child.value())
|
||||
return prior_score + value_score
|
||||
|
||||
|
||||
# We expand a node using the value, reward and policy prediction obtained from
|
||||
# the neural network.
|
||||
def expand_node(node: Node, to_play: Player, actions: List[Action],
|
||||
network_output: NetworkOutput):
|
||||
node.to_play = to_play
|
||||
node.hidden_state = network_output.hidden_state
|
||||
node.reward = network_output.reward
|
||||
policy = {a: math.exp(network_output.policy_logits[a]) for a in actions}
|
||||
policy_sum = sum(policy.values())
|
||||
for action, p in policy.items():
|
||||
node.children[action] = Node(p / policy_sum)
|
||||
|
||||
|
||||
# At the end of a simulation, we propagate the evaluation all the way up the
|
||||
# tree to the root.
|
||||
def backpropagate(search_path: List[Node], value: float, to_play: Player,
|
||||
discount: float, min_max_stats: MinMaxStats):
|
||||
for node in search_path:
|
||||
node.value_sum += value if node.to_play == to_play else -value
|
||||
node.visit_count += 1
|
||||
min_max_stats.update(node.value())
|
||||
|
||||
value = node.reward + discount * value
|
||||
|
||||
|
||||
# At the start of each search, we add dirichlet noise to the prior of the root
|
||||
# to encourage the search to explore new actions.
|
||||
def add_exploration_noise(config: MuZeroConfig, node: Node):
|
||||
actions = list(node.children.keys())
|
||||
noise = numpy.random.dirichlet([config.root_dirichlet_alpha] * len(actions))
|
||||
frac = config.root_exploration_fraction
|
||||
for a, n in zip(actions, noise):
|
||||
node.children[a].prior = node.children[a].prior * (1 - frac) + n * frac
|
||||
|
||||
|
||||
######### End Self-Play ##########
|
||||
##################################
|
||||
|
||||
##################################
|
||||
####### Part 2: Training #########
|
||||
|
||||
|
||||
def train_network(config: MuZeroConfig, storage: SharedStorage,
|
||||
replay_buffer: ReplayBuffer):
|
||||
network = Network()
|
||||
learning_rate = config.lr_init * config.lr_decay_rate**(
|
||||
tf.train.get_global_step() / config.lr_decay_steps)
|
||||
optimizer = tf.train.MomentumOptimizer(learning_rate, config.momentum)
|
||||
|
||||
for i in range(config.training_steps):
|
||||
if i % config.checkpoint_interval == 0:
|
||||
storage.save_network(i, network)
|
||||
batch = replay_buffer.sample_batch(config.num_unroll_steps, config.td_steps)
|
||||
update_weights(optimizer, network, batch, config.weight_decay)
|
||||
storage.save_network(config.training_steps, network)
|
||||
|
||||
|
||||
def update_weights(optimizer: tf.train.Optimizer, network: Network, batch,
|
||||
weight_decay: float):
|
||||
loss = 0
|
||||
for image, actions, targets in batch:
|
||||
# Initial step, from the real observation.
|
||||
value, reward, policy_logits, hidden_state = network.initial_inference(
|
||||
image)
|
||||
predictions = [(1.0, value, reward, policy_logits)]
|
||||
|
||||
# Recurrent steps, from action and previous hidden state.
|
||||
for action in actions:
|
||||
value, reward, policy_logits, hidden_state = network.recurrent_inference(
|
||||
hidden_state, action)
|
||||
predictions.append((1.0 / len(actions), value, reward, policy_logits))
|
||||
|
||||
hidden_state = tf.scale_gradient(hidden_state, 0.5)
|
||||
|
||||
for prediction, target in zip(predictions, targets):
|
||||
gradient_scale, value, reward, policy_logits = prediction
|
||||
target_value, target_reward, target_policy = target
|
||||
|
||||
l = (
|
||||
scalar_loss(value, target_value) +
|
||||
scalar_loss(reward, target_reward) +
|
||||
tf.nn.softmax_cross_entropy_with_logits(
|
||||
logits=policy_logits, labels=target_policy))
|
||||
|
||||
loss += tf.scale_gradient(l, gradient_scale)
|
||||
|
||||
for weights in network.get_weights():
|
||||
loss += weight_decay * tf.nn.l2_loss(weights)
|
||||
|
||||
optimizer.minimize(loss)
|
||||
|
||||
|
||||
def scalar_loss(prediction, target) -> float:
|
||||
# MSE in board games, cross entropy between categorical values in Atari.
|
||||
return -1
|
||||
|
||||
######### End Training ###########
|
||||
##################################
|
||||
|
||||
################################################################################
|
||||
############################# End of pseudocode ################################
|
||||
################################################################################
|
||||
|
||||
|
||||
# Stubs to make the typechecker happy.
|
||||
def softmax_sample(distribution, temperature: float):
|
||||
return 0, 0
|
||||
|
||||
|
||||
def launch_job(f, *args):
|
||||
f(*args)
|
||||
|
||||
|
||||
def make_uniform_network():
|
||||
return Network()
|
||||
File diff suppressed because it is too large
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Reference in New Issue