update docs

_modules/torchreid/data/sampler.html

@@ -186,6 +186,10 @@
 <span class="sd">        num_instances (int): number of instances per identity in a batch.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_source</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">num_instances</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">batch_size</span> <span class="o">&lt;</span> <span class="n">num_instances</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;batch_size=</span><span class="si">{}</span><span class="s1"> must be no less &#39;</span>
+                             <span class="s1">&#39;than num_instances=</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">num_instances</span><span class="p">))</span>
+
         <span class="bp">self</span><span class="o">.</span><span class="n">data_source</span> <span class="o">=</span> <span class="n">data_source</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span> <span class="o">=</span> <span class="n">batch_size</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">num_instances</span> <span class="o">=</span> <span class="n">num_instances</span>

index.html

@@ -188,7 +188,10 @@
 <p>Documentation: <a class="reference external" href="https://kaiyangzhou.github.io/deep-person-reid/">https://kaiyangzhou.github.io/deep-person-reid/</a>.</p>
 <div class="section" id="news">
 <h2>News<a class="headerlink" href="#news" title="Permalink to this headline">¶</a></h2>
-<p>24-03-2019: <a class="reference external" href="https://kaiyangzhou.github.io/deep-person-reid/">Torchreid documentation</a> is out!</p>
+<ul class="simple">
+<li>06-05-2019: We released a tech report on <a class="reference external" href="https://arxiv.org/abs/1905.00953">arxiv</a>. Code and models will be released.</li>
+<li>24-03-2019: <a class="reference external" href="https://kaiyangzhou.github.io/deep-person-reid/">Torchreid documentation</a> is out!</li>
+</ul>
 </div>
 <div class="section" id="installation">
 <h2>Installation<a class="headerlink" href="#installation" title="Permalink to this headline">¶</a></h2>
@@ -414,7 +417,15 @@ $ <span class="c1"># python setup.py develop</span>
 </div>
 <div class="section" id="citation">
 <h2>Citation<a class="headerlink" href="#citation" title="Permalink to this headline">¶</a></h2>
-<p>If you find this code useful to your research, please link this repository in your paper.</p>
+<p>If you find this code useful to your research, please cite the following publication.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>@article<span class="o">{</span>zhou2019osnet,
+<span class="nv">title</span><span class="o">={</span>Omni-Scale Feature Learning <span class="k">for</span> Person Re-Identification<span class="o">}</span>,
+<span class="nv">author</span><span class="o">={</span>Kaiyang Zhou and Yongxin Yang and Andrea Cavallaro and Tao Xiang<span class="o">}</span>,
+<span class="nv">journal</span><span class="o">={</span>arXiv preprint arXiv:1905.00953<span class="o">}</span>,
+<span class="nv">year</span><span class="o">={</span><span class="m">2019</span><span class="o">}</span>
+<span class="o">}</span>
+</pre></div>
+</div>
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