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<li class="navelem"><a class="el" href="namespacefaiss.html">faiss</a></li><li class="navelem"><a class="el" href="structfaiss_1_1OPQMatrix.html">OPQMatrix</a></li> </ul>
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<a href="#pub-methods">Public Member Functions</a> &#124;
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<p><code>#include &lt;<a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a>&gt;</code></p>
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Inheritance diagram for faiss::OPQMatrix:</div>
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<img src="structfaiss_1_1OPQMatrix.png" usemap="#faiss::OPQMatrix_map" alt=""/>
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<area href="structfaiss_1_1LinearTransform.html" alt="faiss::LinearTransform" shape="rect" coords="0,56,139,80"/>
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<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:a6eb9d18ff15b1c598d3aa3bc9ab84519"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a6eb9d18ff15b1c598d3aa3bc9ab84519"></a>
&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#a6eb9d18ff15b1c598d3aa3bc9ab84519">OPQMatrix</a> (int d=0, int <a class="el" href="structfaiss_1_1OPQMatrix.html#a07ad0c0c84f96a6880c1c8eaf09596e3">M</a>=1, int d2=-1)</td></tr>
<tr class="memdesc:a6eb9d18ff15b1c598d3aa3bc9ab84519"><td class="mdescLeft">&#160;</td><td class="mdescRight">if d2 != -1, output vectors of this dimension <br/></td></tr>
<tr class="separator:a6eb9d18ff15b1c598d3aa3bc9ab84519"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a1e314577db0c6cd4a709503f73eb71e2"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#a1e314577db0c6cd4a709503f73eb71e2">train</a> (<a class="el" href="structfaiss_1_1Index.html#ad3f0d3071f987baabbdd3da4500c87ea">Index::idx_t</a> n, const float *x) override</td></tr>
<tr class="separator:a1e314577db0c6cd4a709503f73eb71e2"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_structfaiss_1_1LinearTransform"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_structfaiss_1_1LinearTransform')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="structfaiss_1_1LinearTransform.html">faiss::LinearTransform</a></td></tr>
<tr class="memitem:a2fffd6064defb7c3fdaf143c0c4a9bc7 inherit pub_methods_structfaiss_1_1LinearTransform"><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 inherit pub_methods_structfaiss_1_1LinearTransform"><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 inherit pub_methods_structfaiss_1_1LinearTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:af9c20b4ae67691b5713489884ca9f80f inherit pub_methods_structfaiss_1_1LinearTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="af9c20b4ae67691b5713489884ca9f80f"></a>
void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#af9c20b4ae67691b5713489884ca9f80f">apply_noalloc</a> (idx_t n, const float *x, float *xt) const override</td></tr>
<tr class="memdesc:af9c20b4ae67691b5713489884ca9f80f inherit pub_methods_structfaiss_1_1LinearTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">same as apply, but result is pre-allocated <br/></td></tr>
<tr class="separator:af9c20b4ae67691b5713489884ca9f80f inherit pub_methods_structfaiss_1_1LinearTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a1642efca4f5eb524c29722b0441c4d13 inherit pub_methods_structfaiss_1_1LinearTransform"><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 inherit pub_methods_structfaiss_1_1LinearTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a078caa663cf329de13851ebb026fb5d5 inherit pub_methods_structfaiss_1_1LinearTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a078caa663cf329de13851ebb026fb5d5"></a>
void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#a078caa663cf329de13851ebb026fb5d5">reverse_transform</a> (idx_t n, const float *xt, float *x) const override</td></tr>
<tr class="memdesc:a078caa663cf329de13851ebb026fb5d5 inherit pub_methods_structfaiss_1_1LinearTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">works only if is_orthonormal <br/></td></tr>
<tr class="separator:a078caa663cf329de13851ebb026fb5d5 inherit pub_methods_structfaiss_1_1LinearTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aca77897ef5c27c69374b4d9555e5b332 inherit pub_methods_structfaiss_1_1LinearTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aca77897ef5c27c69374b4d9555e5b332"></a>
void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#aca77897ef5c27c69374b4d9555e5b332">set_is_orthonormal</a> ()</td></tr>
<tr class="memdesc:aca77897ef5c27c69374b4d9555e5b332 inherit pub_methods_structfaiss_1_1LinearTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">compute A^T * A to set the is_orthonormal flag <br/></td></tr>
<tr class="separator:aca77897ef5c27c69374b4d9555e5b332 inherit pub_methods_structfaiss_1_1LinearTransform"><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: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>
</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:a07ad0c0c84f96a6880c1c8eaf09596e3"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a07ad0c0c84f96a6880c1c8eaf09596e3"></a>
int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#a07ad0c0c84f96a6880c1c8eaf09596e3">M</a></td></tr>
<tr class="memdesc:a07ad0c0c84f96a6880c1c8eaf09596e3"><td class="mdescLeft">&#160;</td><td class="mdescRight">nb of subquantizers <br/></td></tr>
<tr class="separator:a07ad0c0c84f96a6880c1c8eaf09596e3"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a12cb3e05989dee37592b682070c31000"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a12cb3e05989dee37592b682070c31000"></a>
int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#a12cb3e05989dee37592b682070c31000">niter</a></td></tr>
<tr class="memdesc:a12cb3e05989dee37592b682070c31000"><td class="mdescLeft">&#160;</td><td class="mdescRight">Number of outer training iterations. <br/></td></tr>
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<tr class="memitem:ab88c87a3931ec356904abf5f1f797a83"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ab88c87a3931ec356904abf5f1f797a83"></a>
int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#ab88c87a3931ec356904abf5f1f797a83">niter_pq</a></td></tr>
<tr class="memdesc:ab88c87a3931ec356904abf5f1f797a83"><td class="mdescLeft">&#160;</td><td class="mdescRight">Number of training iterations for the PQ. <br/></td></tr>
<tr class="separator:ab88c87a3931ec356904abf5f1f797a83"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a6406e97b05c831cc19b9343be3b43a1f"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a6406e97b05c831cc19b9343be3b43a1f"></a>
int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#a6406e97b05c831cc19b9343be3b43a1f">niter_pq_0</a></td></tr>
<tr class="memdesc:a6406e97b05c831cc19b9343be3b43a1f"><td class="mdescLeft">&#160;</td><td class="mdescRight">same, for the first outer iteration <br/></td></tr>
<tr class="separator:a6406e97b05c831cc19b9343be3b43a1f"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:afdd5b2c74d19ccc5c7a6e0199333321a"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="afdd5b2c74d19ccc5c7a6e0199333321a"></a>
size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#afdd5b2c74d19ccc5c7a6e0199333321a">max_train_points</a></td></tr>
<tr class="memdesc:afdd5b2c74d19ccc5c7a6e0199333321a"><td class="mdescLeft">&#160;</td><td class="mdescRight">if there are too many training points, resample <br/></td></tr>
<tr class="separator:afdd5b2c74d19ccc5c7a6e0199333321a"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abf181dd944511a81803abba538ecc4b5"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="abf181dd944511a81803abba538ecc4b5"></a>
bool&#160;</td><td class="memItemRight" valign="bottom"><b>verbose</b></td></tr>
<tr class="separator:abf181dd944511a81803abba538ecc4b5"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a01d3736c8e725f596b99440324544a59"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structfaiss_1_1ProductQuantizer.html">ProductQuantizer</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1OPQMatrix.html#a01d3736c8e725f596b99440324544a59">pq</a></td></tr>
<tr class="separator:a01d3736c8e725f596b99440324544a59"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_attribs_structfaiss_1_1LinearTransform"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_structfaiss_1_1LinearTransform')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="structfaiss_1_1LinearTransform.html">faiss::LinearTransform</a></td></tr>
<tr class="memitem:a322401ba80cb96ac1e7846401f2bef24 inherit pub_attribs_structfaiss_1_1LinearTransform"><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 inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a8a67a0178eab513cf87545f5d12d9569 inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="structfaiss_1_1LinearTransform.html#a8a67a0178eab513cf87545f5d12d9569">is_orthonormal</a></td></tr>
<tr class="memdesc:a8a67a0178eab513cf87545f5d12d9569 inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">! whether to use the bias term <a href="#a8a67a0178eab513cf87545f5d12d9569">More...</a><br/></td></tr>
<tr class="separator:a8a67a0178eab513cf87545f5d12d9569 inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa40e156ef57fe206cd5f3a58ec0660da inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aa40e156ef57fe206cd5f3a58ec0660da"></a>
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 inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">Transformation matrix, size d_out * d_in. <br/></td></tr>
<tr class="separator:aa40e156ef57fe206cd5f3a58ec0660da inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ab0383f690aeb823876e9143febad1a87 inherit pub_attribs_structfaiss_1_1LinearTransform"><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 inherit pub_attribs_structfaiss_1_1LinearTransform"><td class="mdescLeft">&#160;</td><td class="mdescRight">bias vector, size d_out <br/></td></tr>
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<tr class="memitem:ae351ccd1155b71ac9d2fbd8d11b7082a inherit pub_attribs_structfaiss_1_1LinearTransform"><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 inherit pub_attribs_structfaiss_1_1LinearTransform"><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>
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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>
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<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>
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<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#ad3f0d3071f987baabbdd3da4500c87ea">Index::idx_t</a>&#160;</td><td class="memItemRight" valign="bottom"><b>idx_t</b></td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><p>Applies a rotation to align the dimensions with a PQ to minimize the reconstruction error. Can be used before an <a class="el" href="structfaiss_1_1IndexPQ.html">IndexPQ</a> or an <a class="el" href="structfaiss_1_1IndexIVFPQ.html">IndexIVFPQ</a>. The method is the non-parametric version described in:</p>
<p>"Optimized Product Quantization for Approximate Nearest Neighbor Search" Tiezheng Ge, Kaiming He, Qifa Ke, Jian Sun, CVPR'13 </p>
<p>Definition at line <a class="el" href="VectorTransform_8h_source.html#l00188">188</a> of file <a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a>.</p>
</div><h2 class="groupheader">Member Function Documentation</h2>
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<td class="memname">void OPQMatrix::train </td>
<td>(</td>
<td class="paramtype"><a class="el" href="structfaiss_1_1Index.html#ad3f0d3071f987baabbdd3da4500c87ea">Index::idx_t</a>&#160;</td>
<td class="paramname"><em>n</em>, </td>
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<td class="paramtype">const float *&#160;</td>
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<td>)</td>
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<p>Perform training on a representative set of vectors. Does nothing by default.</p>
<dl class="params"><dt>Parameters</dt><dd>
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<tr><td class="paramname">n</td><td>nb of training vectors </td></tr>
<tr><td class="paramname">x</td><td>training vecors, size n * d </td></tr>
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<p>Reimplemented from <a class="el" href="structfaiss_1_1VectorTransform.html#a7350d4dd28d60866d55ba4f75d2da84c">faiss::VectorTransform</a>.</p>
<p>Definition at line <a class="el" href="VectorTransform_8cpp_source.html#l00598">598</a> of file <a class="el" href="VectorTransform_8cpp_source.html">VectorTransform.cpp</a>.</p>
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<h2 class="groupheader">Member Data Documentation</h2>
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<td class="memname"><a class="el" href="structfaiss_1_1ProductQuantizer.html">ProductQuantizer</a>* faiss::OPQMatrix::pq</td>
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<p>if non-NULL, use this product quantizer for training should be constructed with (d_out, M, _) </p>
<p>Definition at line <a class="el" href="VectorTransform_8h_source.html#l00201">201</a> of file <a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a>.</p>
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<hr/>The documentation for this struct was generated from the following files:<ul>
<li>/data/users/hoss/faiss/<a class="el" href="VectorTransform_8h_source.html">VectorTransform.h</a></li>
<li>/data/users/hoss/faiss/<a class="el" href="VectorTransform_8cpp_source.html">VectorTransform.cpp</a></li>
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