faiss/docs/html/structfaiss_1_1LinearTransf...

246 lines
19 KiB
HTML

<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
<meta name="generator" content="Doxygen 1.8.5"/>
<title>Faiss: faiss::LinearTransform Struct Reference</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="dynsections.js"></script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
$(document).ready(function() { searchBox.OnSelectItem(0); });
</script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
</head>
<body>
<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
<div id="titlearea">
<table cellspacing="0" cellpadding="0">
<tbody>
<tr style="height: 56px;">
<td style="padding-left: 0.5em;">
<div id="projectname">Faiss
</div>
</td>
</tr>
</tbody>
</table>
</div>
<!-- end header part -->
<!-- Generated by Doxygen 1.8.5 -->
<script type="text/javascript">
var searchBox = new SearchBox("searchBox", "search",false,'Search');
</script>
<div id="navrow1" class="tabs">
<ul class="tablist">
<li><a href="index.html"><span>Main&#160;Page</span></a></li>
<li><a href="namespaces.html"><span>Namespaces</span></a></li>
<li class="current"><a href="annotated.html"><span>Classes</span></a></li>
<li><a href="files.html"><span>Files</span></a></li>
<li>
<div id="MSearchBox" class="MSearchBoxInactive">
<span class="left">
<img id="MSearchSelect" src="search/mag_sel.png"
onmouseover="return searchBox.OnSearchSelectShow()"
onmouseout="return searchBox.OnSearchSelectHide()"
alt=""/>
<input type="text" id="MSearchField" value="Search" accesskey="S"
onfocus="searchBox.OnSearchFieldFocus(true)"
onblur="searchBox.OnSearchFieldFocus(false)"
onkeyup="searchBox.OnSearchFieldChange(event)"/>
</span><span class="right">
<a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a>
</span>
</div>
</li>
</ul>
</div>
<div id="navrow2" class="tabs2">
<ul class="tablist">
<li><a href="annotated.html"><span>Class&#160;List</span></a></li>
<li><a href="classes.html"><span>Class&#160;Index</span></a></li>
<li><a href="hierarchy.html"><span>Class&#160;Hierarchy</span></a></li>
<li><a href="functions.html"><span>Class&#160;Members</span></a></li>
</ul>
</div>
<!-- window showing the filter options -->
<div id="MSearchSelectWindow"
onmouseover="return searchBox.OnSearchSelectShow()"
onmouseout="return searchBox.OnSearchSelectHide()"
onkeydown="return searchBox.OnSearchSelectKey(event)">
<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark">&#160;</span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark">&#160;</span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark">&#160;</span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark">&#160;</span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark">&#160;</span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark">&#160;</span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark">&#160;</span>Enumerations</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark">&#160;</span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark">&#160;</span>Friends</a></div>
<!-- iframe showing the search results (closed by default) -->
<div id="MSearchResultsWindow">
<iframe src="javascript:void(0)" frameborder="0"
name="MSearchResults" id="MSearchResults">
</iframe>
</div>
<div id="nav-path" class="navpath">
<ul>
<li class="navelem"><a class="el" href="namespacefaiss.html">faiss</a></li><li class="navelem"><a class="el" href="structfaiss_1_1LinearTransform.html">LinearTransform</a></li> </ul>
</div>
</div><!-- top -->
<div class="header">
<div class="summary">
<a href="#pub-methods">Public Member Functions</a> &#124;
<a href="#pub-attribs">Public Attributes</a> &#124;
<a href="structfaiss_1_1LinearTransform-members.html">List of all members</a> </div>
<div class="headertitle">
<div class="title">faiss::LinearTransform Struct Reference</div> </div>
</div><!--header-->
<div class="contents">
<p><code>#include &lt;<a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a>&gt;</code></p>
<div class="dynheader">
Inheritance diagram for faiss::LinearTransform:</div>
<div class="dyncontent">
<div class="center">
<img src="structfaiss_1_1LinearTransform.png" usemap="#faiss::LinearTransform_map" alt=""/>
<map id="faiss::LinearTransform_map" name="faiss::LinearTransform_map">
<area href="structfaiss_1_1VectorTransform.html" alt="faiss::VectorTransform" shape="rect" coords="179,0,348,24"/>
<area href="structfaiss_1_1OPQMatrix.html" alt="faiss::OPQMatrix" shape="rect" coords="0,112,169,136"/>
<area href="structfaiss_1_1PCAMatrix.html" alt="faiss::PCAMatrix" shape="rect" coords="179,112,348,136"/>
<area href="structfaiss_1_1RandomRotationMatrix.html" title="Randomly rotate a set of vectors. " alt="faiss::RandomRotationMatrix" shape="rect" coords="358,112,527,136"/>
</map>
</div></div>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:a2fffd6064defb7c3fdaf143c0c4a9bc7"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a2fffd6064defb7c3fdaf143c0c4a9bc7"></a>
&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#a2fffd6064defb7c3fdaf143c0c4a9bc7">LinearTransform</a> (int d_in=0, int <a class="el" href="structfaiss_1_1VectorTransform.html#a589d612f7b1773614619a0cbecd728a9">d_out</a>=0, bool have_bias=false)</td></tr>
<tr class="memdesc:a2fffd6064defb7c3fdaf143c0c4a9bc7"><td class="mdescLeft">&#160;</td><td class="mdescRight">both d_in &gt; d_out and d_out &lt; d_in are supported <br/></td></tr>
<tr class="separator:a2fffd6064defb7c3fdaf143c0c4a9bc7"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ab1467253297ce7a3838a71769b3c86aa"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ab1467253297ce7a3838a71769b3c86aa"></a>
virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#ab1467253297ce7a3838a71769b3c86aa">apply_noalloc</a> (idx_t n, const float *x, float *xt) const </td></tr>
<tr class="memdesc:ab1467253297ce7a3838a71769b3c86aa"><td class="mdescLeft">&#160;</td><td class="mdescRight">same as apply, but result is pre-allocated <br/></td></tr>
<tr class="separator:ab1467253297ce7a3838a71769b3c86aa"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a1642efca4f5eb524c29722b0441c4d13"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#a1642efca4f5eb524c29722b0441c4d13">transform_transpose</a> (idx_t n, const float *y, float *x) const </td></tr>
<tr class="separator:a1642efca4f5eb524c29722b0441c4d13"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a31ba129dc0a719d5bec4656e2cf1f365"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a31ba129dc0a719d5bec4656e2cf1f365"></a>
const float *&#160;</td><td class="memItemRight" valign="bottom"><b>maybe_subsample_train_set</b> (<a class="el" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">Index::idx_t</a> *n, const float *x)</td></tr>
<tr class="separator:a31ba129dc0a719d5bec4656e2cf1f365"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_structfaiss_1_1VectorTransform"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_structfaiss_1_1VectorTransform')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="structfaiss_1_1VectorTransform.html">faiss::VectorTransform</a></td></tr>
<tr class="memitem:a137f48bab695736f0b1d79a50cddc858 inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a137f48bab695736f0b1d79a50cddc858"></a>
&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1VectorTransform.html#a137f48bab695736f0b1d79a50cddc858">VectorTransform</a> (int d_in=0, int <a class="el" href="structfaiss_1_1VectorTransform.html#a589d612f7b1773614619a0cbecd728a9">d_out</a>=0)</td></tr>
<tr class="memdesc:a137f48bab695736f0b1d79a50cddc858 inherit pub_methods_structfaiss_1_1VectorTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">! output dimension <br/></td></tr>
<tr class="separator:a137f48bab695736f0b1d79a50cddc858 inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a7350d4dd28d60866d55ba4f75d2da84c inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1VectorTransform.html#a7350d4dd28d60866d55ba4f75d2da84c">train</a> (idx_t n, const float *x)</td></tr>
<tr class="separator:a7350d4dd28d60866d55ba4f75d2da84c inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:af3b3a8bf95911f4b28128001c83f91a5 inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top">float *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1VectorTransform.html#af3b3a8bf95911f4b28128001c83f91a5">apply</a> (idx_t n, const float *x) const </td></tr>
<tr class="separator:af3b3a8bf95911f4b28128001c83f91a5 inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a101ce54f1c60df19478801aa942470d9 inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1VectorTransform.html#a101ce54f1c60df19478801aa942470d9">reverse_transform</a> (idx_t n, const float *xt, float *x) const </td></tr>
<tr class="separator:a101ce54f1c60df19478801aa942470d9 inherit pub_methods_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-attribs"></a>
Public Attributes</h2></td></tr>
<tr class="memitem:a322401ba80cb96ac1e7846401f2bef24"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a322401ba80cb96ac1e7846401f2bef24"></a>
bool&#160;</td><td class="memItemRight" valign="bottom"><b>have_bias</b></td></tr>
<tr class="separator:a322401ba80cb96ac1e7846401f2bef24"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa40e156ef57fe206cd5f3a58ec0660da"><td class="memItemLeft" align="right" valign="top">std::vector&lt; float &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#aa40e156ef57fe206cd5f3a58ec0660da">A</a></td></tr>
<tr class="memdesc:aa40e156ef57fe206cd5f3a58ec0660da"><td class="mdescLeft">&#160;</td><td class="mdescRight">! whether to use the bias term <a href="#aa40e156ef57fe206cd5f3a58ec0660da">More...</a><br/></td></tr>
<tr class="separator:aa40e156ef57fe206cd5f3a58ec0660da"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ab0383f690aeb823876e9143febad1a87"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ab0383f690aeb823876e9143febad1a87"></a>
std::vector&lt; float &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#ab0383f690aeb823876e9143febad1a87">b</a></td></tr>
<tr class="memdesc:ab0383f690aeb823876e9143febad1a87"><td class="mdescLeft">&#160;</td><td class="mdescRight">bias vector, size d_out <br/></td></tr>
<tr class="separator:ab0383f690aeb823876e9143febad1a87"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abbebe0ccad50091189a7dfdd476c89fc"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="abbebe0ccad50091189a7dfdd476c89fc"></a>
size_t&#160;</td><td class="memItemRight" valign="bottom"><b>max_points_per_d</b></td></tr>
<tr class="separator:abbebe0ccad50091189a7dfdd476c89fc"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ae351ccd1155b71ac9d2fbd8d11b7082a"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ae351ccd1155b71ac9d2fbd8d11b7082a"></a>
bool&#160;</td><td class="memItemRight" valign="bottom"><b>verbose</b></td></tr>
<tr class="separator:ae351ccd1155b71ac9d2fbd8d11b7082a"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_attribs_structfaiss_1_1VectorTransform"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_structfaiss_1_1VectorTransform')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="structfaiss_1_1VectorTransform.html">faiss::VectorTransform</a></td></tr>
<tr class="memitem:afdf56cbd261a571cf6b8872be5bd43b6 inherit pub_attribs_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="afdf56cbd261a571cf6b8872be5bd43b6"></a>
int&#160;</td><td class="memItemRight" valign="bottom"><b>d_in</b></td></tr>
<tr class="separator:afdf56cbd261a571cf6b8872be5bd43b6 inherit pub_attribs_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a589d612f7b1773614619a0cbecd728a9 inherit pub_attribs_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a589d612f7b1773614619a0cbecd728a9"></a>
int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1VectorTransform.html#a589d612f7b1773614619a0cbecd728a9">d_out</a></td></tr>
<tr class="memdesc:a589d612f7b1773614619a0cbecd728a9 inherit pub_attribs_structfaiss_1_1VectorTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">! input dimension <br/></td></tr>
<tr class="separator:a589d612f7b1773614619a0cbecd728a9 inherit pub_attribs_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ab511f1ddf608c00204555881ca28cb02 inherit pub_attribs_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1VectorTransform.html#ab511f1ddf608c00204555881ca28cb02">is_trained</a></td></tr>
<tr class="separator:ab511f1ddf608c00204555881ca28cb02 inherit pub_attribs_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="inherited"></a>
Additional Inherited Members</h2></td></tr>
<tr class="inherit_header pub_types_structfaiss_1_1VectorTransform"><td colspan="2" onclick="javascript:toggleInherit('pub_types_structfaiss_1_1VectorTransform')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="structfaiss_1_1VectorTransform.html">faiss::VectorTransform</a></td></tr>
<tr class="memitem:a410516b4efdae041546d87f6bef2e422 inherit pub_types_structfaiss_1_1VectorTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a410516b4efdae041546d87f6bef2e422"></a>
typedef <a class="el" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">Index::idx_t</a>&#160;</td><td class="memItemRight" valign="bottom"><b>idx_t</b></td></tr>
<tr class="separator:a410516b4efdae041546d87f6bef2e422 inherit pub_types_structfaiss_1_1VectorTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table>
<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><p>Generic linear transformation, with bias term applied on output y = A * x + b </p>
<p>Definition at line <a class="el" href="VectorTransform_8h_source.html#l00078">78</a> of file <a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a>.</p>
</div><h2 class="groupheader">Member Function Documentation</h2>
<a class="anchor" id="a1642efca4f5eb524c29722b0441c4d13"></a>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">void LinearTransform::transform_transpose </td>
<td>(</td>
<td class="paramtype">idx_t&#160;</td>
<td class="paramname"><em>n</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">const float *&#160;</td>
<td class="paramname"><em>y</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float *&#160;</td>
<td class="paramname"><em>x</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td> const</td>
</tr>
</table>
</div><div class="memdoc">
<p>compute x = A^T * (x - b) is reverse transform if A has orthonormal lines </p>
<p>Definition at line <a class="el" href="VectorTransform_8cpp_source.html#l00130">130</a> of file <a class="el" href="VectorTransform_8cpp_source.html">VectorTransform.cpp</a>.</p>
</div>
</div>
<h2 class="groupheader">Member Data Documentation</h2>
<a class="anchor" id="aa40e156ef57fe206cd5f3a58ec0660da"></a>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">std::vector&lt;float&gt; faiss::LinearTransform::A</td>
</tr>
</table>
</div><div class="memdoc">
<p>! whether to use the bias term </p>
<p>Transformation matrix, size d_out * d_in </p>
<p>Definition at line <a class="el" href="VectorTransform_8h_source.html#l00084">84</a> of file <a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a>.</p>
</div>
</div>
<hr/>The documentation for this struct was generated from the following files:<ul>
<li><a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a></li>
<li><a class="el" href="VectorTransform_8cpp_source.html">VectorTransform.cpp</a></li>
</ul>
</div><!-- contents -->
<!-- start footer part -->
<hr class="footer"/><address class="footer"><small>
Generated by &#160;<a href="http://www.doxygen.org/index.html">
<img class="footer" src="doxygen.png" alt="doxygen"/>
</a> 1.8.5
</small></address>
</body>
</html>