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<html><head><meta charset="UTF-8" /><title>tech.v3.dataset.tensor documentation</title><script async="true" src="https://www.googletagmanager.com/gtag/js?id=G-RGTB4J7LGP"></script><script>window.dataLayer = window.dataLayer || [];
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class="depth-1 "><a href="index.html"><div class="inner">Index</div></a></li></ul><h3 class="no-link"><span class="inner">Topics</span></h3><ul><li class="depth-1 "><a href="000-getting-started.html"><div class="inner"><span>tech.ml.dataset Getting Started</span></div></a></li><li class="depth-1 "><a href="100-walkthrough.html"><div class="inner"><span>tech.ml.dataset Walkthrough</span></div></a></li><li class="depth-1 "><a href="200-quick-reference.html"><div class="inner"><span>tech.ml.dataset Quick Reference</span></div></a></li><li class="depth-1 "><a href="columns-readers-and-datatypes.html"><div class="inner"><span>tech.ml.dataset Columns, Readers, and Datatypes</span></div></a></li><li class="depth-1 "><a href="nippy-serialization-rocks.html"><div class="inner"><span>tech.ml.dataset And nippy</span></div></a></li><li class="depth-1 "><a href="supported-datatypes.html"><div class="inner"><span>tech.ml.dataset Supported Datatypes</span></div></a></li></ul><h3 class="no-link"><span class="inner">Namespaces</span></h3><ul><li class="depth-1"><div class="no-link"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>tech</span></div></div></li><li class="depth-2"><div class="no-link"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>v3</span></div></div></li><li class="depth-3"><a href="tech.v3.dataset.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>dataset</span></div></a></li><li class="depth-4 branch"><a href="tech.v3.dataset.categorical.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>categorical</span></div></a></li><li class="depth-4 branch"><a href="tech.v3.dataset.clipboard.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>clipboard</span></div></a></li><li class="depth-4 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class="top"></span><span class="bottom"></span></span><span>apache-data-sketch</span></div></a></li><li class="depth-4 branch"><a href="tech.v3.dataset.rolling.html"><div class="inner"><span class="tree" style="top: -52px;"><span class="top" style="height: 61px;"></span><span class="bottom"></span></span><span>rolling</span></div></a></li><li class="depth-4 branch"><a href="tech.v3.dataset.set.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>set</span></div></a></li><li class="depth-4 branch current"><a href="tech.v3.dataset.tensor.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>tensor</span></div></a></li><li class="depth-4"><a href="tech.v3.dataset.zip.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>zip</span></div></a></li><li class="depth-3"><div class="no-link"><div class="inner"><span class="tree" 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style="top: -52px;"><span class="top" style="height: 61px;"></span><span class="bottom"></span></span><span>parquet</span></div></a></li><li class="depth-4 branch"><a href="tech.v3.libs.poi.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>poi</span></div></a></li><li class="depth-4"><div class="no-link"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>smile</span></div></div></li><li class="depth-5"><a href="tech.v3.libs.smile.data.html"><div class="inner"><span class="tree"><span class="top"></span><span class="bottom"></span></span><span>data</span></div></a></li><li class="depth-4"><a href="tech.v3.libs.tribuo.html"><div class="inner"><span class="tree" style="top: -52px;"><span class="top" style="height: 61px;"></span><span class="bottom"></span></span><span>tribuo</span></div></a></li></ul></div><div class="sidebar secondary"><h3><a href="#top"><span class="inner">Public Vars</span></a></h3><ul><li class="depth-1"><a href="tech.v3.dataset.tensor.html#var-dataset-.3Etensor"><div class="inner"><span>dataset-&gt;tensor</span></div></a></li><li class="depth-1"><a href="tech.v3.dataset.tensor.html#var-mean-center-columns.21"><div class="inner"><span>mean-center-columns!</span></div></a></li><li class="depth-1"><a href="tech.v3.dataset.tensor.html#var-tensor-.3Edataset"><div class="inner"><span>tensor-&gt;dataset</span></div></a></li></ul></div><div class="namespace-docs" id="content"><h1 class="anchor" id="top">tech.v3.dataset.tensor</h1><div class="doc"><div class="markdown"><p>Conversion mechanisms from dataset to tensor and back.</p>
</div></div><div class="public anchor" id="var-dataset-.3Etensor"><h3>dataset-&gt;tensor</h3><div class="usage"><code>(dataset-&gt;tensor dataset datatype)</code><code>(dataset-&gt;tensor dataset)</code></div><div class="doc"><div class="markdown"><p>Convert a dataset to a tensor.  Columns of the dataset will be converted
to columns of the tensor.  Default datatype is :float64.</p>
</div></div><div class="src-link"><a href="https://github.com/techascent/tech.ml.dataset/blob/master/src/tech/v3/dataset/tensor.clj#L42">view source</a></div></div><div class="public anchor" id="var-mean-center-columns.21"><h3>mean-center-columns!</h3><div class="usage"><code>(mean-center-columns! tens {:keys [nan-strategy means], :or {nan-strategy :remove}})</code><code>(mean-center-columns! tens)</code></div><div class="doc"><div class="markdown"><p>in-place nan-aware mean-center the rows of the tensor.  If tensor is writeable then this
writes the result directly to the tensor else it clones the tensor.
Return value is <code>{:means :tensor}</code>.</p>
<p>Pre-calculated per-column means may be provided.</p>
</div></div><div class="src-link"><a href="https://github.com/techascent/tech.ml.dataset/blob/master/src/tech/v3/dataset/tensor.clj#L104">view source</a></div></div><div class="public anchor" id="var-tensor-.3Edataset"><h3>tensor-&gt;dataset</h3><div class="usage"><code>(tensor-&gt;dataset dtt &amp; [table-name])</code></div><div class="doc"><div class="markdown"><p>Convert a tensor to a dataset.  Columns of the tensor will be converted to
columns of the dataset.</p>
</div></div><div class="src-link"><a href="https://github.com/techascent/tech.ml.dataset/blob/master/src/tech/v3/dataset/tensor.clj#L27">view source</a></div></div></div></body></html>