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<div class="title">/data/users/matthijs/github_faiss/faiss/IndexIVF.h</div> </div>
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<div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> <span class="comment">/**</span></div>
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<div class="line"><a name="l00002"></a><span class="lineno"> 2</span> <span class="comment"> * Copyright (c) 2015-present, Facebook, Inc.</span></div>
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<div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="comment"> * All rights reserved.</span></div>
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<div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="comment"> * This source code is licensed under the CC-by-NC license found in the</span></div>
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<div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <span class="comment"> * LICENSE file in the root directory of this source tree.</span></div>
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<div class="line"><a name="l00007"></a><span class="lineno"> 7</span> <span class="comment"> */</span></div>
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<div class="line"><a name="l00008"></a><span class="lineno"> 8</span> </div>
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<div class="line"><a name="l00009"></a><span class="lineno"> 9</span> <span class="comment">// Copyright 2004-present Facebook. All Rights Reserved.</span></div>
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<div class="line"><a name="l00010"></a><span class="lineno"> 10</span> <span class="comment">// -*- c++ -*-</span></div>
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<div class="line"><a name="l00011"></a><span class="lineno"> 11</span> </div>
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<div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="preprocessor">#ifndef FAISS_INDEX_IVF_H</span></div>
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<div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="preprocessor"></span><span class="preprocessor">#define FAISS_INDEX_IVF_H</span></div>
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<div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="preprocessor"></span></div>
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<div class="line"><a name="l00015"></a><span class="lineno"> 15</span> </div>
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<div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="preprocessor">#include <vector></span></div>
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<div class="line"><a name="l00017"></a><span class="lineno"> 17</span> </div>
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<div class="line"><a name="l00018"></a><span class="lineno"> 18</span> </div>
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<div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="preprocessor">#include "Index.h"</span></div>
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<div class="line"><a name="l00020"></a><span class="lineno"> 20</span> <span class="preprocessor">#include "Clustering.h"</span></div>
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<div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="preprocessor">#include "Heap.h"</span></div>
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<div class="line"><a name="l00022"></a><span class="lineno"> 22</span> </div>
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<div class="line"><a name="l00023"></a><span class="lineno"> 23</span> </div>
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<div class="line"><a name="l00024"></a><span class="lineno"> 24</span> <span class="keyword">namespace </span>faiss {</div>
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<div class="line"><a name="l00025"></a><span class="lineno"> 25</span> </div>
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<div class="line"><a name="l00026"></a><span class="lineno"> 26</span> </div>
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<div class="line"><a name="l00027"></a><span class="lineno"> 27</span> <span class="comment"></span></div>
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<div class="line"><a name="l00028"></a><span class="lineno"> 28</span> <span class="comment">/** Index based on a inverted file (IVF)</span></div>
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<div class="line"><a name="l00029"></a><span class="lineno"> 29</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00030"></a><span class="lineno"> 30</span> <span class="comment"> * In the inverted file, the quantizer (an Index instance) provides a</span></div>
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<div class="line"><a name="l00031"></a><span class="lineno"> 31</span> <span class="comment"> * quantization index for each vector to be added. The quantization</span></div>
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<div class="line"><a name="l00032"></a><span class="lineno"> 32</span> <span class="comment"> * index maps to a list (aka inverted list or posting list), where the</span></div>
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<div class="line"><a name="l00033"></a><span class="lineno"> 33</span> <span class="comment"> * id of the vector is then stored.</span></div>
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<div class="line"><a name="l00034"></a><span class="lineno"> 34</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00035"></a><span class="lineno"> 35</span> <span class="comment"> * At search time, the vector to be searched is also quantized, and</span></div>
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<div class="line"><a name="l00036"></a><span class="lineno"> 36</span> <span class="comment"> * only the list corresponding to the quantization index is</span></div>
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<div class="line"><a name="l00037"></a><span class="lineno"> 37</span> <span class="comment"> * searched. This speeds up the search by making it</span></div>
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<div class="line"><a name="l00038"></a><span class="lineno"> 38</span> <span class="comment"> * non-exhaustive. This can be relaxed using multi-probe search: a few</span></div>
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<div class="line"><a name="l00039"></a><span class="lineno"> 39</span> <span class="comment"> * (nprobe) quantization indices are selected and several inverted</span></div>
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<div class="line"><a name="l00040"></a><span class="lineno"> 40</span> <span class="comment"> * lists are visited.</span></div>
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<div class="line"><a name="l00041"></a><span class="lineno"> 41</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00042"></a><span class="lineno"> 42</span> <span class="comment"> * Sub-classes implement a post-filtering of the index that refines</span></div>
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<div class="line"><a name="l00043"></a><span class="lineno"> 43</span> <span class="comment"> * the distance estimation from the query to databse vectors.</span></div>
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<div class="line"><a name="l00044"></a><span class="lineno"> 44</span> <span class="comment"> */</span></div>
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<div class="line"><a name="l00045"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html"> 45</a></span> <span class="keyword">struct </span><a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a>: <a class="code" href="structfaiss_1_1Index.html">Index</a> {</div>
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<div class="line"><a name="l00046"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#ab38fde4c923abefc4185eb7450b5b95b"> 46</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1IndexIVF.html#ab38fde4c923abefc4185eb7450b5b95b">nlist</a>; <span class="comment">///< number of possible key values</span></div>
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<div class="line"><a name="l00047"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#affed235eadf27a13d753ee4d33a1dc58"> 47</a></span> <span class="comment"></span> <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1IndexIVF.html#affed235eadf27a13d753ee4d33a1dc58">nprobe</a>; <span class="comment">///< number of probes at query time</span></div>
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<div class="line"><a name="l00048"></a><span class="lineno"> 48</span> <span class="comment"></span></div>
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<div class="line"><a name="l00049"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#a4b40cc7a70dff41196a3b8769586667a"> 49</a></span>  <a class="code" href="structfaiss_1_1Index.html">Index</a> * <a class="code" href="structfaiss_1_1IndexIVF.html#a4b40cc7a70dff41196a3b8769586667a">quantizer</a>; <span class="comment">///< quantizer that maps vectors to inverted lists</span></div>
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<div class="line"><a name="l00050"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#a23ee7f75f8be4472a17778f2b33875de"> 50</a></span> <span class="comment"></span> <span class="keywordtype">bool</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a23ee7f75f8be4472a17778f2b33875de">quantizer_trains_alone</a>; <span class="comment">///< just pass over the trainset to quantizer</span></div>
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<div class="line"><a name="l00051"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#aed2e9757ad5f3c234fd8ad60175a2a73"> 51</a></span> <span class="comment"></span> <span class="keywordtype">bool</span> <a class="code" href="structfaiss_1_1IndexIVF.html#aed2e9757ad5f3c234fd8ad60175a2a73">own_fields</a>; <span class="comment">///< whether object owns the quantizer</span></div>
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<div class="line"><a name="l00052"></a><span class="lineno"> 52</span> <span class="comment"></span></div>
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<div class="line"><a name="l00053"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#a9746bcd42ecec1501f221e918b25e8e7"> 53</a></span>  <a class="code" href="structfaiss_1_1ClusteringParameters.html">ClusteringParameters</a> <a class="code" href="structfaiss_1_1IndexIVF.html#a9746bcd42ecec1501f221e918b25e8e7">cp</a>; <span class="comment">///< to override default clustering params</span></div>
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<div class="line"><a name="l00054"></a><span class="lineno"> 54</span> <span class="comment"></span></div>
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<div class="line"><a name="l00055"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#af16d325f5bef22b2e5f90ceea796e80d"> 55</a></span>  std::vector < std::vector<long> > <a class="code" href="structfaiss_1_1IndexIVF.html#af16d325f5bef22b2e5f90ceea796e80d">ids</a>; <span class="comment">///< Inverted lists for indexes</span></div>
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<div class="line"><a name="l00056"></a><span class="lineno"> 56</span> <span class="comment"></span><span class="comment"></span></div>
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<div class="line"><a name="l00057"></a><span class="lineno"> 57</span> <span class="comment"> /// map for direct access to the elements. Enables reconstruct().</span></div>
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<div class="line"><a name="l00058"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVF.html#aedd0c14b5654295b291638ec7f9f9517"> 58</a></span> <span class="comment"></span> <span class="keywordtype">bool</span> <a class="code" href="structfaiss_1_1IndexIVF.html#aedd0c14b5654295b291638ec7f9f9517">maintain_direct_map</a>;</div>
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<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>  std::vector <long> direct_map;</div>
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<div class="line"><a name="l00060"></a><span class="lineno"> 60</span> <span class="comment"></span></div>
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<div class="line"><a name="l00061"></a><span class="lineno"> 61</span> <span class="comment"> /** The Inverted file takes a quantizer (an Index) on input,</span></div>
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<div class="line"><a name="l00062"></a><span class="lineno"> 62</span> <span class="comment"> * which implements the function mapping a vector to a list</span></div>
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<div class="line"><a name="l00063"></a><span class="lineno"> 63</span> <span class="comment"> * identifier. The pointer is borrowed: the quantizer should not</span></div>
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<div class="line"><a name="l00064"></a><span class="lineno"> 64</span> <span class="comment"> * be deleted while the IndexIVF is in use.</span></div>
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<div class="line"><a name="l00065"></a><span class="lineno"> 65</span> <span class="comment"> */</span></div>
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<div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  <a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a> (<a class="code" href="structfaiss_1_1Index.html">Index</a> * <a class="code" href="structfaiss_1_1IndexIVF.html#a4b40cc7a70dff41196a3b8769586667a">quantizer</a>, <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1Index.html#a2a002388d2c081c2dbab8508dcefe73d">d</a>, <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1IndexIVF.html#ab38fde4c923abefc4185eb7450b5b95b">nlist</a>,</div>
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<div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <a class="code" href="namespacefaiss.html#afd12191c638da74760ff397cf319752c">MetricType</a> metric = METRIC_INNER_PRODUCT);</div>
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<div class="line"><a name="l00068"></a><span class="lineno"> 68</span> </div>
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<div class="line"><a name="l00069"></a><span class="lineno"> 69</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a47a3b7665e9d2be41c6d3b2e9144b73f">reset</a>() <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00070"></a><span class="lineno"> 70</span> <span class="comment"></span></div>
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<div class="line"><a name="l00071"></a><span class="lineno"> 71</span> <span class="comment"> /// Trains the quantizer and calls train_residual to train sub-quantizers</span></div>
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<div class="line"><a name="l00072"></a><span class="lineno"> 72</span> <span class="comment"></span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a7a1d5eec194db0977b2318c6ed6a2b86">train</a>(<a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n, <span class="keyword">const</span> <span class="keywordtype">float</span>* x) <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00073"></a><span class="lineno"> 73</span> <span class="comment"></span></div>
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<div class="line"><a name="l00074"></a><span class="lineno"> 74</span> <span class="comment"> /// Quantizes x and calls add_with_key</span></div>
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<div class="line"><a name="l00075"></a><span class="lineno"> 75</span> <span class="comment"></span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a821002a9d3a1a74dc8d6f6072eca4075">add</a>(<a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n, <span class="keyword">const</span> <span class="keywordtype">float</span>* x) <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00076"></a><span class="lineno"> 76</span> <span class="comment"></span></div>
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<div class="line"><a name="l00077"></a><span class="lineno"> 77</span> <span class="comment"> /// Sub-classes that encode the residuals can train their encoders here</span></div>
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<div class="line"><a name="l00078"></a><span class="lineno"> 78</span> <span class="comment"> /// does nothing by default</span></div>
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<div class="line"><a name="l00079"></a><span class="lineno"> 79</span> <span class="comment"></span> <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a567ef760fd09d09ce2ee4f4e6c2d7280">train_residual</a> (<a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n, <span class="keyword">const</span> <span class="keywordtype">float</span> *x);</div>
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<div class="line"><a name="l00080"></a><span class="lineno"> 80</span> <span class="comment"></span></div>
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<div class="line"><a name="l00081"></a><span class="lineno"> 81</span> <span class="comment"> /** moves the entries from another dataset to self. On output,</span></div>
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<div class="line"><a name="l00082"></a><span class="lineno"> 82</span> <span class="comment"> * other is empty. add_id is added to all moved ids (for</span></div>
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<div class="line"><a name="l00083"></a><span class="lineno"> 83</span> <span class="comment"> * sequential ids, this would be this->ntotal */</span></div>
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<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a0f22cc237c30c935df5b6560aecf8f01">merge_from</a> (<a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a> &other, <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> add_id);</div>
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<div class="line"><a name="l00085"></a><span class="lineno"> 85</span> <span class="comment"></span></div>
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<div class="line"><a name="l00086"></a><span class="lineno"> 86</span> <span class="comment"> /** implemented by sub-classes */</span></div>
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<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#aacaf0b2529a9d9def094ea3728a12824">merge_from_residuals</a> (<a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a> &other) = 0;</div>
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<div class="line"><a name="l00088"></a><span class="lineno"> 88</span> </div>
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<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  ~<a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a>() <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00090"></a><span class="lineno"> 90</span> </div>
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<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  <span class="keywordtype">size_t</span> get_list_size (<span class="keywordtype">size_t</span> list_no)<span class="keyword"> const</span></div>
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<div class="line"><a name="l00092"></a><span class="lineno"> 92</span> <span class="keyword"> </span>{ <span class="keywordflow">return</span> <a class="code" href="structfaiss_1_1IndexIVF.html#af16d325f5bef22b2e5f90ceea796e80d">ids</a>[list_no].size(); }</div>
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<div class="line"><a name="l00093"></a><span class="lineno"> 93</span> <span class="comment"></span></div>
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<div class="line"><a name="l00094"></a><span class="lineno"> 94</span> <span class="comment"> /** intialize a direct map</span></div>
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<div class="line"><a name="l00095"></a><span class="lineno"> 95</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00096"></a><span class="lineno"> 96</span> <span class="comment"> * @param new_maintain_direct_map if true, create a direct map,</span></div>
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<div class="line"><a name="l00097"></a><span class="lineno"> 97</span> <span class="comment"> * else clear it</span></div>
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<div class="line"><a name="l00098"></a><span class="lineno"> 98</span> <span class="comment"> */</span></div>
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<div class="line"><a name="l00099"></a><span class="lineno"> 99</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a1c11ce77f459e2ab3e5d9a4c2263ad89">make_direct_map</a> (<span class="keywordtype">bool</span> new_maintain_direct_map=<span class="keyword">true</span>);</div>
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<div class="line"><a name="l00100"></a><span class="lineno"> 100</span> <span class="comment"></span></div>
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<div class="line"><a name="l00101"></a><span class="lineno"> 101</span> <span class="comment"> /// 1= perfectly balanced, >1: imbalanced</span></div>
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<div class="line"><a name="l00102"></a><span class="lineno"> 102</span> <span class="comment"></span> <span class="keywordtype">double</span> <a class="code" href="structfaiss_1_1IndexIVF.html#aeab84d4edf2cf9747c923e1a8395d9f3">imbalance_factor</a> () <span class="keyword">const</span>;</div>
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<div class="line"><a name="l00103"></a><span class="lineno"> 103</span> <span class="comment"></span></div>
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<div class="line"><a name="l00104"></a><span class="lineno"> 104</span> <span class="comment"> /// display some stats about the inverted lists</span></div>
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<div class="line"><a name="l00105"></a><span class="lineno"> 105</span> <span class="comment"></span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVF.html#a513dfec3a250f08a9fdd18a24178e6bb">print_stats</a> () <span class="keyword">const</span>;</div>
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<div class="line"><a name="l00106"></a><span class="lineno"> 106</span> </div>
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<div class="line"><a name="l00107"></a><span class="lineno"> 107</span>  <a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a> ();</div>
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<div class="line"><a name="l00108"></a><span class="lineno"> 108</span> };</div>
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<div class="line"><a name="l00109"></a><span class="lineno"> 109</span> </div>
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<div class="line"><a name="l00110"></a><span class="lineno"> 110</span> </div>
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<div class="line"><a name="l00111"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVFFlatStats.html"> 111</a></span> <span class="keyword">struct </span><a class="code" href="structfaiss_1_1IndexIVFFlatStats.html">IndexIVFFlatStats</a> {</div>
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<div class="line"><a name="l00112"></a><span class="lineno"> 112</span>  <span class="keywordtype">size_t</span> nq; <span class="comment">// nb of queries run</span></div>
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<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  <span class="keywordtype">size_t</span> nlist; <span class="comment">// nb of inverted lists scanned</span></div>
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<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>  <span class="keywordtype">size_t</span> ndis; <span class="comment">// nb of distancs computed</span></div>
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<div class="line"><a name="l00115"></a><span class="lineno"> 115</span>  <span class="keywordtype">size_t</span> npartial; <span class="comment">// nb of bound computations (IndexIVFFlatIPBounds)</span></div>
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<div class="line"><a name="l00116"></a><span class="lineno"> 116</span> </div>
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<div class="line"><a name="l00117"></a><span class="lineno"> 117</span>  <a class="code" href="structfaiss_1_1IndexIVFFlatStats.html">IndexIVFFlatStats</a> () {reset (); }</div>
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<div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  <span class="keywordtype">void</span> reset ();</div>
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<div class="line"><a name="l00119"></a><span class="lineno"> 119</span> };</div>
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<div class="line"><a name="l00120"></a><span class="lineno"> 120</span> </div>
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<div class="line"><a name="l00121"></a><span class="lineno"> 121</span> <span class="comment">// global var that collects them all</span></div>
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<div class="line"><a name="l00122"></a><span class="lineno"> 122</span> <span class="keyword">extern</span> <a class="code" href="structfaiss_1_1IndexIVFFlatStats.html">IndexIVFFlatStats</a> indexIVFFlat_stats;</div>
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<div class="line"><a name="l00123"></a><span class="lineno"> 123</span> </div>
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<div class="line"><a name="l00124"></a><span class="lineno"> 124</span> </div>
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<div class="line"><a name="l00125"></a><span class="lineno"> 125</span> </div>
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<div class="line"><a name="l00126"></a><span class="lineno"> 126</span> </div>
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<div class="line"><a name="l00127"></a><span class="lineno"> 127</span> <span class="comment"></span></div>
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<div class="line"><a name="l00128"></a><span class="lineno"> 128</span> <span class="comment">/** Inverted file with stored vectors. Here the inverted file</span></div>
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<div class="line"><a name="l00129"></a><span class="lineno"> 129</span> <span class="comment"> * pre-selects the vectors to be searched, but they are not otherwise</span></div>
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<div class="line"><a name="l00130"></a><span class="lineno"> 130</span> <span class="comment"> * encoded.</span></div>
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<div class="line"><a name="l00131"></a><span class="lineno"> 131</span> <span class="comment"> */</span></div>
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<div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVFFlat.html"> 132</a></span> <span class="keyword">struct </span><a class="code" href="structfaiss_1_1IndexIVFFlat.html">IndexIVFFlat</a>: <a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a> {<span class="comment"></span></div>
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<div class="line"><a name="l00133"></a><span class="lineno"> 133</span> <span class="comment"> /** Inverted list of original vectors. Each list is a nl * d</span></div>
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<div class="line"><a name="l00134"></a><span class="lineno"> 134</span> <span class="comment"> * matrix, where nl is the nb of vectors stored in the list. */</span></div>
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<div class="line"><a name="l00135"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVFFlat.html#a52f87a2c6a9282b5b74a8615fef1b4b7"> 135</a></span>  std::vector < std::vector<float> > <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a52f87a2c6a9282b5b74a8615fef1b4b7">vecs</a>;</div>
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<div class="line"><a name="l00136"></a><span class="lineno"> 136</span> </div>
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<div class="line"><a name="l00137"></a><span class="lineno"> 137</span>  <a class="code" href="structfaiss_1_1IndexIVFFlat.html">IndexIVFFlat</a> (</div>
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<div class="line"><a name="l00138"></a><span class="lineno"> 138</span>  <a class="code" href="structfaiss_1_1Index.html">Index</a> * <a class="code" href="structfaiss_1_1IndexIVF.html#a4b40cc7a70dff41196a3b8769586667a">quantizer</a>, <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1Index.html#a2a002388d2c081c2dbab8508dcefe73d">d</a>, <span class="keywordtype">size_t</span> nlist_,</div>
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<div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  <a class="code" href="namespacefaiss.html#afd12191c638da74760ff397cf319752c">MetricType</a> = METRIC_INNER_PRODUCT);</div>
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<div class="line"><a name="l00140"></a><span class="lineno"> 140</span> <span class="comment"></span></div>
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<div class="line"><a name="l00141"></a><span class="lineno"> 141</span> <span class="comment"> /// same as add_with_ids, with precomputed coarse quantizer</span></div>
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<div class="line"><a name="l00142"></a><span class="lineno"> 142</span> <span class="comment"></span> <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#aea729c3d8c70bdd93f8e413e834851a4">add_core</a> (<a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n, <span class="keyword">const</span> <span class="keywordtype">float</span> * x, <span class="keyword">const</span> <span class="keywordtype">long</span> *xids,</div>
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<div class="line"><a name="l00143"></a><span class="lineno"> 143</span>  <span class="keyword">const</span> <span class="keywordtype">long</span> *precomputed_idx);</div>
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<div class="line"><a name="l00144"></a><span class="lineno"> 144</span> <span class="comment"></span></div>
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<div class="line"><a name="l00145"></a><span class="lineno"> 145</span> <span class="comment"> /// implemented for all IndexIVF* classes</span></div>
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<div class="line"><a name="l00146"></a><span class="lineno"> 146</span> <span class="comment"></span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a5f7356766632d3ce2838f285aa6b8e76">add_with_ids</a>(<a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n, <span class="keyword">const</span> <span class="keywordtype">float</span>* x, <span class="keyword">const</span> <span class="keywordtype">long</span>* xids) <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00147"></a><span class="lineno"> 147</span> </div>
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<div class="line"><a name="l00148"></a><span class="lineno"> 148</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#acd2bdb06fcbe9d1f5799cf78aa6cdf0d">search</a>(</div>
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<div class="line"><a name="l00149"></a><span class="lineno"> 149</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n,</div>
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<div class="line"><a name="l00150"></a><span class="lineno"> 150</span>  <span class="keyword">const</span> <span class="keywordtype">float</span>* x,</div>
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<div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> k,</div>
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<div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  <span class="keywordtype">float</span>* distances,</div>
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<div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a>* labels) <span class="keyword">const override</span>;</div>
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<div class="line"><a name="l00154"></a><span class="lineno"> 154</span> <span class="comment"></span></div>
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<div class="line"><a name="l00155"></a><span class="lineno"> 155</span> <span class="comment"> /// perform search, without computing the assignment to the quantizer</span></div>
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<div class="line"><a name="l00156"></a><span class="lineno"> 156</span> <span class="comment"></span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a7a280ade19868bc3e0b7db6181a0e792">search_preassigned</a> (<a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n, <span class="keyword">const</span> <span class="keywordtype">float</span> *x, <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> k,</div>
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<div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  <span class="keyword">const</span> <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> *<a class="code" href="structfaiss_1_1Index.html#a8bc5d8d1cd0dd7b34b3c98a9f76b4a9c">assign</a>,</div>
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<div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  <span class="keywordtype">float</span> *distances, <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> *labels) <span class="keyword">const</span>;</div>
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<div class="line"><a name="l00159"></a><span class="lineno"> 159</span> </div>
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<div class="line"><a name="l00160"></a><span class="lineno"> 160</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#ad2b306f160e153b5cfb572cf1d8ece24">range_search</a>(</div>
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<div class="line"><a name="l00161"></a><span class="lineno"> 161</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n,</div>
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<div class="line"><a name="l00162"></a><span class="lineno"> 162</span>  <span class="keyword">const</span> <span class="keywordtype">float</span>* x,</div>
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<div class="line"><a name="l00163"></a><span class="lineno"> 163</span>  <span class="keywordtype">float</span> radius,</div>
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<div class="line"><a name="l00164"></a><span class="lineno"> 164</span>  <a class="code" href="structfaiss_1_1RangeSearchResult.html">RangeSearchResult</a>* result) <span class="keyword">const override</span>;</div>
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<div class="line"><a name="l00165"></a><span class="lineno"> 165</span> <span class="comment"></span></div>
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<div class="line"><a name="l00166"></a><span class="lineno"> 166</span> <span class="comment"> /** copy a subset of the entries index to the other index</span></div>
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<div class="line"><a name="l00167"></a><span class="lineno"> 167</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00168"></a><span class="lineno"> 168</span> <span class="comment"> * if subset_type == 0: copies ids in [a1, a2)</span></div>
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<div class="line"><a name="l00169"></a><span class="lineno"> 169</span> <span class="comment"> * if subset_type == 1: copies ids if id % a1 == a2</span></div>
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<div class="line"><a name="l00170"></a><span class="lineno"> 170</span> <span class="comment"> */</span></div>
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<div class="line"><a name="l00171"></a><span class="lineno"> 171</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a1d0a5285344c3302ba10bb79f4578a82">copy_subset_to</a> (<a class="code" href="structfaiss_1_1IndexIVFFlat.html">IndexIVFFlat</a> & other, <span class="keywordtype">int</span> subset_type,</div>
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<div class="line"><a name="l00172"></a><span class="lineno"> 172</span>  <span class="keywordtype">long</span> a1, <span class="keywordtype">long</span> a2) <span class="keyword">const</span>;</div>
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<div class="line"><a name="l00173"></a><span class="lineno"> 173</span> </div>
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<div class="line"><a name="l00174"></a><span class="lineno"> 174</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a9df8b023486f54c8f2c5452787807360">reset</a>() <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00175"></a><span class="lineno"> 175</span> </div>
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<div class="line"><a name="l00176"></a><span class="lineno"> 176</span>  <span class="keywordtype">long</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a46ee62aabc316ec38882a3f54e594559">remove_ids</a>(<span class="keyword">const</span> <a class="code" href="structfaiss_1_1IDSelector.html">IDSelector</a>& sel) <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00177"></a><span class="lineno"> 177</span> <span class="comment"></span></div>
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<div class="line"><a name="l00178"></a><span class="lineno"> 178</span> <span class="comment"> /// Implementation of the search for the inner product metric</span></div>
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<div class="line"><a name="l00179"></a><span class="lineno"> 179</span> <span class="comment"></span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a5ac4f051396a1535426baec8f401aa93">search_knn_inner_product</a> (</div>
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<div class="line"><a name="l00180"></a><span class="lineno"> 180</span>  <span class="keywordtype">size_t</span> nx, <span class="keyword">const</span> <span class="keywordtype">float</span> * x,</div>
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<div class="line"><a name="l00181"></a><span class="lineno"> 181</span>  <span class="keyword">const</span> <span class="keywordtype">long</span> * keys,</div>
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<div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  <a class="code" href="structfaiss_1_1HeapArray.html">float_minheap_array_t</a> * res) <span class="keyword">const</span>;</div>
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<div class="line"><a name="l00183"></a><span class="lineno"> 183</span> <span class="comment"></span></div>
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<div class="line"><a name="l00184"></a><span class="lineno"> 184</span> <span class="comment"> /// Implementation of the search for the L2 metric</span></div>
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<div class="line"><a name="l00185"></a><span class="lineno"> 185</span> <span class="comment"></span> <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a9ca8cc3ca71ff91f1e5e2db3b8ead615">search_knn_L2sqr</a> (</div>
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<div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  <span class="keywordtype">size_t</span> nx, <span class="keyword">const</span> <span class="keywordtype">float</span> * x,</div>
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<div class="line"><a name="l00187"></a><span class="lineno"> 187</span>  <span class="keyword">const</span> <span class="keywordtype">long</span> * keys,</div>
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<div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  <a class="code" href="structfaiss_1_1HeapArray.html">float_maxheap_array_t</a> * res) <span class="keyword">const</span>;</div>
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<div class="line"><a name="l00189"></a><span class="lineno"> 189</span> <span class="comment"></span></div>
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<div class="line"><a name="l00190"></a><span class="lineno"> 190</span> <span class="comment"> /** Update a subset of vectors.</span></div>
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<div class="line"><a name="l00191"></a><span class="lineno"> 191</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00192"></a><span class="lineno"> 192</span> <span class="comment"> * The index must have a direct_map</span></div>
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<div class="line"><a name="l00193"></a><span class="lineno"> 193</span> <span class="comment"> *</span></div>
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<div class="line"><a name="l00194"></a><span class="lineno"> 194</span> <span class="comment"> * @param nv nb of vectors to update</span></div>
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<div class="line"><a name="l00195"></a><span class="lineno"> 195</span> <span class="comment"> * @param idx vector indices to update, size nv</span></div>
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<div class="line"><a name="l00196"></a><span class="lineno"> 196</span> <span class="comment"> * @param v vectors of new values, size nv*d</span></div>
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<div class="line"><a name="l00197"></a><span class="lineno"> 197</span> <span class="comment"> */</span></div>
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<div class="line"><a name="l00198"></a><span class="lineno"> 198</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a2adc0b0002c32ddc01aec4ab96dd659f">update_vectors</a> (<span class="keywordtype">int</span> nv, <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> *idx, <span class="keyword">const</span> <span class="keywordtype">float</span> *v);</div>
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<div class="line"><a name="l00199"></a><span class="lineno"> 199</span> </div>
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<div class="line"><a name="l00200"></a><span class="lineno"> 200</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#af7aa8b40cae6d50317049a252df8fb44">reconstruct</a>(<a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> key, <span class="keywordtype">float</span>* recons) <span class="keyword">const override</span>;</div>
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<div class="line"><a name="l00201"></a><span class="lineno"> 201</span> </div>
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<div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlat.html#a8fc1695a87f33db1a16f8c50c3344cd3">merge_from_residuals</a>(<a class="code" href="structfaiss_1_1IndexIVF.html">IndexIVF</a>& other) <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00203"></a><span class="lineno"> 203</span> </div>
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<div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  <a class="code" href="structfaiss_1_1IndexIVFFlat.html">IndexIVFFlat</a> () {}</div>
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<div class="line"><a name="l00205"></a><span class="lineno"> 205</span> };</div>
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<div class="line"><a name="l00206"></a><span class="lineno"> 206</span> </div>
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<div class="line"><a name="l00207"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVFFlatIPBounds.html"> 207</a></span> <span class="keyword">struct </span><a class="code" href="structfaiss_1_1IndexIVFFlatIPBounds.html">IndexIVFFlatIPBounds</a>: <a class="code" href="structfaiss_1_1IndexIVFFlat.html">IndexIVFFlat</a> {</div>
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<div class="line"><a name="l00208"></a><span class="lineno"> 208</span> <span class="comment"></span></div>
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<div class="line"><a name="l00209"></a><span class="lineno"> 209</span> <span class="comment"> /// nb of dimensions of pre-filter</span></div>
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<div class="line"><a name="l00210"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVFFlatIPBounds.html#a32e550879d0bf5eecf0a939eb25b3c0c"> 210</a></span> <span class="comment"></span> <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1IndexIVFFlatIPBounds.html#a32e550879d0bf5eecf0a939eb25b3c0c">fsize</a>;</div>
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<div class="line"><a name="l00211"></a><span class="lineno"> 211</span> <span class="comment"></span></div>
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<div class="line"><a name="l00212"></a><span class="lineno"> 212</span> <span class="comment"> /// norm of remainder (dimensions fsize:d)</span></div>
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<div class="line"><a name="l00213"></a><span class="lineno"><a class="line" href="structfaiss_1_1IndexIVFFlatIPBounds.html#a07b988f02cc2f6fc3eb951609bfc0817"> 213</a></span> <span class="comment"></span> std::vector<std::vector<float> > <a class="code" href="structfaiss_1_1IndexIVFFlatIPBounds.html#a07b988f02cc2f6fc3eb951609bfc0817">part_norms</a>;</div>
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<div class="line"><a name="l00214"></a><span class="lineno"> 214</span> </div>
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<div class="line"><a name="l00215"></a><span class="lineno"> 215</span>  <a class="code" href="structfaiss_1_1IndexIVFFlatIPBounds.html">IndexIVFFlatIPBounds</a> (</div>
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<div class="line"><a name="l00216"></a><span class="lineno"> 216</span>  <a class="code" href="structfaiss_1_1Index.html">Index</a> * <a class="code" href="structfaiss_1_1IndexIVF.html#a4b40cc7a70dff41196a3b8769586667a">quantizer</a>, <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1Index.html#a2a002388d2c081c2dbab8508dcefe73d">d</a>, <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1IndexIVF.html#ab38fde4c923abefc4185eb7450b5b95b">nlist</a>,</div>
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<div class="line"><a name="l00217"></a><span class="lineno"> 217</span>  <span class="keywordtype">size_t</span> <a class="code" href="structfaiss_1_1IndexIVFFlatIPBounds.html#a32e550879d0bf5eecf0a939eb25b3c0c">fsize</a>);</div>
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<div class="line"><a name="l00218"></a><span class="lineno"> 218</span> </div>
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<div class="line"><a name="l00219"></a><span class="lineno"> 219</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlatIPBounds.html#a938285c16dafe294775643b820637444">add_core</a>(</div>
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<div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n,</div>
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<div class="line"><a name="l00221"></a><span class="lineno"> 221</span>  <span class="keyword">const</span> <span class="keywordtype">float</span>* x,</div>
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<div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  <span class="keyword">const</span> <span class="keywordtype">long</span>* xids,</div>
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<div class="line"><a name="l00223"></a><span class="lineno"> 223</span>  <span class="keyword">const</span> <span class="keywordtype">long</span>* precomputed_idx) <span class="keyword">override</span>;</div>
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<div class="line"><a name="l00224"></a><span class="lineno"> 224</span> </div>
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<div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  <span class="keywordtype">void</span> <a class="code" href="structfaiss_1_1IndexIVFFlatIPBounds.html#aac063e96413e0e90d87898df8a60088b">search</a>(</div>
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<div class="line"><a name="l00226"></a><span class="lineno"> 226</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> n,</div>
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<div class="line"><a name="l00227"></a><span class="lineno"> 227</span>  <span class="keyword">const</span> <span class="keywordtype">float</span>* x,</div>
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<div class="line"><a name="l00228"></a><span class="lineno"> 228</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a> k,</div>
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<div class="line"><a name="l00229"></a><span class="lineno"> 229</span>  <span class="keywordtype">float</span>* distances,</div>
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<div class="line"><a name="l00230"></a><span class="lineno"> 230</span>  <a class="code" href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">idx_t</a>* labels) <span class="keyword">const override</span>;</div>
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<div class="line"><a name="l00231"></a><span class="lineno"> 231</span> };</div>
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<div class="line"><a name="l00232"></a><span class="lineno"> 232</span> </div>
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<div class="line"><a name="l00233"></a><span class="lineno"> 233</span> </div>
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<div class="line"><a name="l00234"></a><span class="lineno"> 234</span> </div>
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<div class="line"><a name="l00235"></a><span class="lineno"> 235</span> } <span class="comment">// namespace faiss</span></div>
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<div class="line"><a name="l00236"></a><span class="lineno"> 236</span> </div>
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<div class="line"><a name="l00237"></a><span class="lineno"> 237</span> </div>
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<div class="line"><a name="l00238"></a><span class="lineno"> 238</span> </div>
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<div class="line"><a name="l00239"></a><span class="lineno"> 239</span> </div>
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<div class="line"><a name="l00240"></a><span class="lineno"> 240</span> </div>
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<div class="line"><a name="l00241"></a><span class="lineno"> 241</span> <span class="preprocessor">#endif</span></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html">faiss::IndexIVF</a></div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00045">IndexIVF.h:45</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a7a280ade19868bc3e0b7db6181a0e792"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a7a280ade19868bc3e0b7db6181a0e792">faiss::IndexIVFFlat::search_preassigned</a></div><div class="ttdeci">void search_preassigned(idx_t n, const float *x, idx_t k, const idx_t *assign, float *distances, idx_t *labels) const </div><div class="ttdoc">perform search, without computing the assignment to the quantizer </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00383">IndexIVF.cpp:383</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a9ca8cc3ca71ff91f1e5e2db3b8ead615"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a9ca8cc3ca71ff91f1e5e2db3b8ead615">faiss::IndexIVFFlat::search_knn_L2sqr</a></div><div class="ttdeci">void search_knn_L2sqr(size_t nx, const float *x, const long *keys, float_maxheap_array_t *res) const </div><div class="ttdoc">Implementation of the search for the L2 metric. </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00323">IndexIVF.cpp:323</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_aeab84d4edf2cf9747c923e1a8395d9f3"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#aeab84d4edf2cf9747c923e1a8395d9f3">faiss::IndexIVF::imbalance_factor</a></div><div class="ttdeci">double imbalance_factor() const </div><div class="ttdoc">1= perfectly balanced, &gt;1: imbalanced </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00140">IndexIVF.cpp:140</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_affed235eadf27a13d753ee4d33a1dc58"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#affed235eadf27a13d753ee4d33a1dc58">faiss::IndexIVF::nprobe</a></div><div class="ttdeci">size_t nprobe</div><div class="ttdoc">number of probes at query time </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00047">IndexIVF.h:47</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_af7aa8b40cae6d50317049a252df8fb44"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#af7aa8b40cae6d50317049a252df8fb44">faiss::IndexIVFFlat::reconstruct</a></div><div class="ttdeci">void reconstruct(idx_t key, float *recons) const override</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00573">IndexIVF.cpp:573</a></div></div>
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<div class="ttc" id="structfaiss_1_1Index_html_a8bc5d8d1cd0dd7b34b3c98a9f76b4a9c"><div class="ttname"><a href="structfaiss_1_1Index.html#a8bc5d8d1cd0dd7b34b3c98a9f76b4a9c">faiss::Index::assign</a></div><div class="ttdeci">void assign(idx_t n, const float *x, idx_t *labels, idx_t k=1)</div><div class="ttdef"><b>Definition:</b> <a href="Index_8cpp_source.html#l00023">Index.cpp:23</a></div></div>
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<div class="ttc" id="structfaiss_1_1IDSelector_html"><div class="ttname"><a href="structfaiss_1_1IDSelector.html">faiss::IDSelector</a></div><div class="ttdef"><b>Definition:</b> <a href="AuxIndexStructures_8h_source.html#l00052">AuxIndexStructures.h:52</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a23ee7f75f8be4472a17778f2b33875de"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a23ee7f75f8be4472a17778f2b33875de">faiss::IndexIVF::quantizer_trains_alone</a></div><div class="ttdeci">bool quantizer_trains_alone</div><div class="ttdoc">just pass over the trainset to quantizer </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00050">IndexIVF.h:50</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_ad2b306f160e153b5cfb572cf1d8ece24"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#ad2b306f160e153b5cfb572cf1d8ece24">faiss::IndexIVFFlat::range_search</a></div><div class="ttdeci">void range_search(idx_t n, const float *x, float radius, RangeSearchResult *result) const override</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00401">IndexIVF.cpp:401</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a1d0a5285344c3302ba10bb79f4578a82"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a1d0a5285344c3302ba10bb79f4578a82">faiss::IndexIVFFlat::copy_subset_to</a></div><div class="ttdeci">void copy_subset_to(IndexIVFFlat &other, int subset_type, long a1, long a2) const </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00463">IndexIVF.cpp:463</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a8fc1695a87f33db1a16f8c50c3344cd3"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a8fc1695a87f33db1a16f8c50c3344cd3">faiss::IndexIVFFlat::merge_from_residuals</a></div><div class="ttdeci">void merge_from_residuals(IndexIVF &other) override</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00451">IndexIVF.cpp:451</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a567ef760fd09d09ce2ee4f4e6c2d7280"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a567ef760fd09d09ce2ee4f4e6c2d7280">faiss::IndexIVF::train_residual</a></div><div class="ttdeci">virtual void train_residual(idx_t n, const float *x)</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00131">IndexIVF.cpp:131</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a46ee62aabc316ec38882a3f54e594559"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a46ee62aabc316ec38882a3f54e594559">faiss::IndexIVFFlat::remove_ids</a></div><div class="ttdeci">long remove_ids(const IDSelector &sel) override</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00541">IndexIVF.cpp:541</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html">faiss::IndexIVFFlat</a></div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00132">IndexIVF.h:132</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_af16d325f5bef22b2e5f90ceea796e80d"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#af16d325f5bef22b2e5f90ceea796e80d">faiss::IndexIVF::ids</a></div><div class="ttdeci">std::vector< std::vector< long > > ids</div><div class="ttdoc">Inverted lists for indexes. </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00055">IndexIVF.h:55</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlatStats_html"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlatStats.html">faiss::IndexIVFFlatStats</a></div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00111">IndexIVF.h:111</a></div></div>
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<div class="ttc" id="structfaiss_1_1Index_html_a2a002388d2c081c2dbab8508dcefe73d"><div class="ttname"><a href="structfaiss_1_1Index.html#a2a002388d2c081c2dbab8508dcefe73d">faiss::Index::d</a></div><div class="ttdeci">int d</div><div class="ttdoc">vector dimension </div><div class="ttdef"><b>Definition:</b> <a href="Index_8h_source.html#l00064">Index.h:64</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a4b40cc7a70dff41196a3b8769586667a"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a4b40cc7a70dff41196a3b8769586667a">faiss::IndexIVF::quantizer</a></div><div class="ttdeci">Index * quantizer</div><div class="ttdoc">quantizer that maps vectors to inverted lists </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00049">IndexIVF.h:49</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a7a1d5eec194db0977b2318c6ed6a2b86"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a7a1d5eec194db0977b2318c6ed6a2b86">faiss::IndexIVF::train</a></div><div class="ttdeci">void train(idx_t n, const float *x) override</div><div class="ttdoc">Trains the quantizer and calls train_residual to train sub-quantizers. </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00102">IndexIVF.cpp:102</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a9746bcd42ecec1501f221e918b25e8e7"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a9746bcd42ecec1501f221e918b25e8e7">faiss::IndexIVF::cp</a></div><div class="ttdeci">ClusteringParameters cp</div><div class="ttdoc">to override default clustering params </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00053">IndexIVF.h:53</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a5f7356766632d3ce2838f285aa6b8e76"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a5f7356766632d3ce2838f285aa6b8e76">faiss::IndexIVFFlat::add_with_ids</a></div><div class="ttdeci">void add_with_ids(idx_t n, const float *x, const long *xids) override</div><div class="ttdoc">implemented for all IndexIVF* classes </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00216">IndexIVF.cpp:216</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_aed2e9757ad5f3c234fd8ad60175a2a73"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#aed2e9757ad5f3c234fd8ad60175a2a73">faiss::IndexIVF::own_fields</a></div><div class="ttdeci">bool own_fields</div><div class="ttdoc">whether object owns the quantizer </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00051">IndexIVF.h:51</a></div></div>
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<div class="ttc" id="structfaiss_1_1HeapArray_html"><div class="ttname"><a href="structfaiss_1_1HeapArray.html">faiss::HeapArray</a></div><div class="ttdef"><b>Definition:</b> <a href="Heap_8h_source.html#l00350">Heap.h:350</a></div></div>
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<div class="ttc" id="structfaiss_1_1Index_html_a040c6aed1f224f3ea7bf58eebc0c31a4"><div class="ttname"><a href="structfaiss_1_1Index.html#a040c6aed1f224f3ea7bf58eebc0c31a4">faiss::Index::idx_t</a></div><div class="ttdeci">long idx_t</div><div class="ttdoc">all indices are this type </div><div class="ttdef"><b>Definition:</b> <a href="Index_8h_source.html#l00062">Index.h:62</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a9df8b023486f54c8f2c5452787807360"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a9df8b023486f54c8f2c5452787807360">faiss::IndexIVFFlat::reset</a></div><div class="ttdeci">void reset() override</div><div class="ttdoc">removes all elements from the database. </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00533">IndexIVF.cpp:533</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a47a3b7665e9d2be41c6d3b2e9144b73f"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a47a3b7665e9d2be41c6d3b2e9144b73f">faiss::IndexIVF::reset</a></div><div class="ttdeci">void reset() override</div><div class="ttdoc">removes all elements from the database. </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00093">IndexIVF.cpp:93</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a2adc0b0002c32ddc01aec4ab96dd659f"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a2adc0b0002c32ddc01aec4ab96dd659f">faiss::IndexIVFFlat::update_vectors</a></div><div class="ttdeci">void update_vectors(int nv, idx_t *idx, const float *v)</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00488">IndexIVF.cpp:488</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlatIPBounds_html_aac063e96413e0e90d87898df8a60088b"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlatIPBounds.html#aac063e96413e0e90d87898df8a60088b">faiss::IndexIVFFlatIPBounds::search</a></div><div class="ttdeci">void search(idx_t n, const float *x, idx_t k, float *distances, idx_t *labels) const override</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00694">IndexIVF.cpp:694</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlatIPBounds_html_a07b988f02cc2f6fc3eb951609bfc0817"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlatIPBounds.html#a07b988f02cc2f6fc3eb951609bfc0817">faiss::IndexIVFFlatIPBounds::part_norms</a></div><div class="ttdeci">std::vector< std::vector< float > > part_norms</div><div class="ttdoc">norm of remainder (dimensions fsize:d) </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00213">IndexIVF.h:213</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlatIPBounds_html"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlatIPBounds.html">faiss::IndexIVFFlatIPBounds</a></div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00207">IndexIVF.h:207</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlatIPBounds_html_a32e550879d0bf5eecf0a939eb25b3c0c"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlatIPBounds.html#a32e550879d0bf5eecf0a939eb25b3c0c">faiss::IndexIVFFlatIPBounds::fsize</a></div><div class="ttdeci">size_t fsize</div><div class="ttdoc">nb of dimensions of pre-filter </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00210">IndexIVF.h:210</a></div></div>
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<div class="ttc" id="structfaiss_1_1RangeSearchResult_html"><div class="ttname"><a href="structfaiss_1_1RangeSearchResult.html">faiss::RangeSearchResult</a></div><div class="ttdef"><b>Definition:</b> <a href="AuxIndexStructures_8h_source.html#l00029">AuxIndexStructures.h:29</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_aacaf0b2529a9d9def094ea3728a12824"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#aacaf0b2529a9d9def094ea3728a12824">faiss::IndexIVF::merge_from_residuals</a></div><div class="ttdeci">virtual void merge_from_residuals(IndexIVF &other)=0</div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a1c11ce77f459e2ab3e5d9a4c2263ad89"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a1c11ce77f459e2ab3e5d9a4c2263ad89">faiss::IndexIVF::make_direct_map</a></div><div class="ttdeci">void make_direct_map(bool new_maintain_direct_map=true)</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00068">IndexIVF.cpp:68</a></div></div>
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<div class="ttc" id="structfaiss_1_1ClusteringParameters_html"><div class="ttname"><a href="structfaiss_1_1ClusteringParameters.html">faiss::ClusteringParameters</a></div><div class="ttdef"><b>Definition:</b> <a href="Clustering_8h_source.html#l00024">Clustering.h:24</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a513dfec3a250f08a9fdd18a24178e6bb"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a513dfec3a250f08a9fdd18a24178e6bb">faiss::IndexIVF::print_stats</a></div><div class="ttdeci">void print_stats() const </div><div class="ttdoc">display some stats about the inverted lists </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00149">IndexIVF.cpp:149</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlatIPBounds_html_a938285c16dafe294775643b820637444"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlatIPBounds.html#a938285c16dafe294775643b820637444">faiss::IndexIVFFlatIPBounds::add_core</a></div><div class="ttdeci">void add_core(idx_t n, const float *x, const long *xids, const long *precomputed_idx) override</div><div class="ttdoc">same as add_with_ids, with precomputed coarse quantizer </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00599">IndexIVF.cpp:599</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_ab38fde4c923abefc4185eb7450b5b95b"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#ab38fde4c923abefc4185eb7450b5b95b">faiss::IndexIVF::nlist</a></div><div class="ttdeci">size_t nlist</div><div class="ttdoc">number of possible key values </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00046">IndexIVF.h:46</a></div></div>
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<div class="ttc" id="structfaiss_1_1Index_html"><div class="ttname"><a href="structfaiss_1_1Index.html">faiss::Index</a></div><div class="ttdef"><b>Definition:</b> <a href="Index_8h_source.html#l00060">Index.h:60</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a821002a9d3a1a74dc8d6f6072eca4075"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a821002a9d3a1a74dc8d6f6072eca4075">faiss::IndexIVF::add</a></div><div class="ttdeci">void add(idx_t n, const float *x) override</div><div class="ttdoc">Quantizes x and calls add_with_key. </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00063">IndexIVF.cpp:63</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a5ac4f051396a1535426baec8f401aa93"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a5ac4f051396a1535426baec8f401aa93">faiss::IndexIVFFlat::search_knn_inner_product</a></div><div class="ttdeci">void search_knn_inner_product(size_t nx, const float *x, const long *keys, float_minheap_array_t *res) const </div><div class="ttdoc">Implementation of the search for the inner product metric. </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00272">IndexIVF.cpp:272</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_aedd0c14b5654295b291638ec7f9f9517"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#aedd0c14b5654295b291638ec7f9f9517">faiss::IndexIVF::maintain_direct_map</a></div><div class="ttdeci">bool maintain_direct_map</div><div class="ttdoc">map for direct access to the elements. Enables reconstruct(). </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00058">IndexIVF.h:58</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVF_html_a0f22cc237c30c935df5b6560aecf8f01"><div class="ttname"><a href="structfaiss_1_1IndexIVF.html#a0f22cc237c30c935df5b6560aecf8f01">faiss::IndexIVF::merge_from</a></div><div class="ttdeci">virtual void merge_from(IndexIVF &other, idx_t add_id)</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00169">IndexIVF.cpp:169</a></div></div>
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<div class="ttc" id="namespacefaiss_html_afd12191c638da74760ff397cf319752c"><div class="ttname"><a href="namespacefaiss.html#afd12191c638da74760ff397cf319752c">faiss::MetricType</a></div><div class="ttdeci">MetricType</div><div class="ttdoc">Some algorithms support both an inner product vetsion and a L2 search version. </div><div class="ttdef"><b>Definition:</b> <a href="Index_8h_source.html#l00043">Index.h:43</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_a52f87a2c6a9282b5b74a8615fef1b4b7"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#a52f87a2c6a9282b5b74a8615fef1b4b7">faiss::IndexIVFFlat::vecs</a></div><div class="ttdeci">std::vector< std::vector< float > > vecs</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8h_source.html#l00135">IndexIVF.h:135</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_aea729c3d8c70bdd93f8e413e834851a4"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#aea729c3d8c70bdd93f8e413e834851a4">faiss::IndexIVFFlat::add_core</a></div><div class="ttdeci">virtual void add_core(idx_t n, const float *x, const long *xids, const long *precomputed_idx)</div><div class="ttdoc">same as add_with_ids, with precomputed coarse quantizer </div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00221">IndexIVF.cpp:221</a></div></div>
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<div class="ttc" id="structfaiss_1_1IndexIVFFlat_html_acd2bdb06fcbe9d1f5799cf78aa6cdf0d"><div class="ttname"><a href="structfaiss_1_1IndexIVFFlat.html#acd2bdb06fcbe9d1f5799cf78aa6cdf0d">faiss::IndexIVFFlat::search</a></div><div class="ttdeci">void search(idx_t n, const float *x, idx_t k, float *distances, idx_t *labels) const override</div><div class="ttdef"><b>Definition:</b> <a href="IndexIVF_8cpp_source.html#l00373">IndexIVF.cpp:373</a></div></div>
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