chore: import upstream snapshot with attribution
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<title>ප්රස්තාරය අවධානය ජාල (GAT)</title>
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<h1><a href="https://nn.labml.ai/graphs/gat/index.html">ප්රස්තාරය අවධානය ජාල (GAT)</a></h1>
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<p>මෙය <a href="https://pytorch.org">PyTorch</a> කඩදාසි <a href="https://papers.labml.ai/paper/1710.10903">ප්රස්ථාර අවධානය යොමු කිරීමේ ජාල</a> ක්රියාත්මක කිරීමයි. </p>
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<p>GATSප්රස්තාර දත්ත මත ක්රියා කරයි. ප්රස්ථාරයක් නෝඩ් සහ දාර සම්බන්ධ කරන නෝඩ් වලින් සමන්විත වේ. උදාහරණයක් ලෙස, කෝරා දත්ත කට්ටලයේ නෝඩ් පර්යේෂණ පත්රිකා වන අතර දාර යනු පත්රිකා සම්බන්ධ කරන උපුටා දැක්වීම් වේ. </p>
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<p>GATවිසින් වෙස්මූඩ් ස්වයං අවධානය භාවිතා කරයි, <a href="https://nn.labml.ai/transformers/mha.html">ට්රාන්ස්ෆෝමර්</a>වලට සමාන ආකාරයේ. GAT එකිනෙකට ඉහළින් ගොඩගැසී ඇති ප්රස්ථාර අවධානය ස්ථර වලින් සමන්විත වේ. එක් එක් ප්රස්තාරය අවධානය ස්ථරය යෙදවුම් සහ ප්රතිදානයන් පරිවර්තනය කාවැද්දීම් ලෙස node එකක් මතම ඊට අදාල කාවැද්දීම් ලැබෙන. නෝඩ් කාවැද්දීම් එය සම්බන්ධ කර ඇති වෙනත් නෝඩ් වල කාවැද්දීම් කෙරෙහි අවධානය යොමු කරයි. ක්රියාත්මක කිරීම සමඟ ප්රස්ථාර අවධානය ස්ථර පිළිබඳ විස්තර ඇතුළත් වේ. </p>
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<p><a href="https://nn.labml.ai/graphs/gat/experiment.html">කෝරා දත්ත කට්ටලය මත ස්ථර දෙකක GAT පුහුණු කිරීම සඳහා පුහුණු කේතය</a> මෙන්න. </p>
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<h1>කෝරාදත්ත කට්ටලය මත ප්රස්තාරය අවධානය ජාලය v2 (GATV2) පුහුණු</h1>
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<div class="highlight"><pre><span class="lineno">13</span><span></span><span class="kn">import</span> <span class="nn">torch</span>
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<span class="lineno">14</span><span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
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<span class="lineno">15</span>
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<span class="lineno">16</span><span class="kn">from</span> <span class="nn">labml</span> <span class="kn">import</span> <span class="n">experiment</span>
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<span class="lineno">17</span><span class="kn">from</span> <span class="nn">labml.configs</span> <span class="kn">import</span> <span class="n">option</span>
|
||||
<span class="lineno">18</span><span class="kn">from</span> <span class="nn">labml_helpers.module</span> <span class="kn">import</span> <span class="n">Module</span>
|
||||
<span class="lineno">19</span><span class="kn">from</span> <span class="nn">labml_nn.graphs.gat.experiment</span> <span class="kn">import</span> <span class="n">Configs</span> <span class="k">as</span> <span class="n">GATConfigs</span>
|
||||
<span class="lineno">20</span><span class="kn">from</span> <span class="nn">labml_nn.graphs.gatv2</span> <span class="kn">import</span> <span class="n">GraphAttentionV2Layer</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-1'>
|
||||
<div class='docs doc-strings'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-1'>#</a>
|
||||
</div>
|
||||
<h2>අවධානයප්රස්තාරය ජාලය v2 (GATV2)</h2>
|
||||
<p>මෙමප්රස්තාර අවධානය ජාලය <a href="index.html">ප්රස්තාරය අවධානය ස්ථර</a>දෙකක් ඇත. </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">23</span><span class="k">class</span> <span class="nc">GATv2</span><span class="p">(</span><span class="n">Module</span><span class="p">):</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-2'>
|
||||
<div class='docs doc-strings'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-2'>#</a>
|
||||
</div>
|
||||
<ul><li><code class="highlight"><span></span><span class="n">in_features</span></code>
|
||||
node එකක් මතම ඊට අදාල විශේෂාංග සංඛ්යාව වේ </li>
|
||||
<li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
|
||||
පළමු ප්රස්තාරය අවධානය ස්ථරය ලක්ෂණ සංඛ්යාව වේ </li>
|
||||
<li><code class="highlight"><span></span><span class="n">n_classes</span></code>
|
||||
යනු පන්ති ගණන </li>
|
||||
<li><code class="highlight"><span></span><span class="n">n_heads</span></code>
|
||||
ප්රස්ථාර අවධානය ස්ථර වල හිස් ගණන </li>
|
||||
<li><code class="highlight"><span></span><span class="n">dropout</span></code>
|
||||
අතහැර දැමීමේ සම්භාවිතාව </li>
|
||||
<li><code class="highlight"><span></span><span class="n">share_weights</span></code>
|
||||
සත්ය ලෙස සකසා ඇත්නම්, සෑම දාරයකම ප්රභවයට සහ ඉලක්කගත නෝඩයට එකම අනුකෘතිය යොදනු ලැබේ</li></ul>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">30</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">in_features</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">n_classes</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">dropout</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span>
|
||||
<span class="lineno">31</span> <span class="n">share_weights</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-3'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-3'>#</a>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">40</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-4'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-4'>#</a>
|
||||
</div>
|
||||
<p>අපිහිස් concatenate එහිදී පළමු ප්රස්තාරය අවධානය ස්ථරය </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">43</span> <span class="bp">self</span><span class="o">.</span><span class="n">layer1</span> <span class="o">=</span> <span class="n">GraphAttentionV2Layer</span><span class="p">(</span><span class="n">in_features</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span>
|
||||
<span class="lineno">44</span> <span class="n">is_concat</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dropout</span><span class="o">=</span><span class="n">dropout</span><span class="p">,</span> <span class="n">share_weights</span><span class="o">=</span><span class="n">share_weights</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-5'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-5'>#</a>
|
||||
</div>
|
||||
<p>පළමුප්රස්ථාර අවධානය ස්ථරයෙන් පසු සක්රිය කිරීමේ කාර්යය </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">46</span> <span class="bp">self</span><span class="o">.</span><span class="n">activation</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ELU</span><span class="p">()</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-6'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-6'>#</a>
|
||||
</div>
|
||||
<p>අපිහිස් සාමාන්යය එහිදී අවසන් ප්රස්තාරය අවධානය ස්ථරය </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">48</span> <span class="bp">self</span><span class="o">.</span><span class="n">output</span> <span class="o">=</span> <span class="n">GraphAttentionV2Layer</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">n_classes</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span>
|
||||
<span class="lineno">49</span> <span class="n">is_concat</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">dropout</span><span class="o">=</span><span class="n">dropout</span><span class="p">,</span> <span class="n">share_weights</span><span class="o">=</span><span class="n">share_weights</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-7'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-7'>#</a>
|
||||
</div>
|
||||
<p>හැලීම </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">51</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">dropout</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-8'>
|
||||
<div class='docs doc-strings'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-8'>#</a>
|
||||
</div>
|
||||
<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
|
||||
හැඩයේ ලක්ෂණ දෛශික වේ <code class="highlight"><span></span><span class="p">[</span><span class="n">n_nodes</span><span class="p">,</span> <span class="n">in_features</span><span class="p">]</span></code>
|
||||
</li>
|
||||
<li><code class="highlight"><span></span><span class="n">adj_mat</span></code>
|
||||
යනු ආකෘතියේ අනුකෘතියේ අනුකෘතිය <code class="highlight"><span></span><span class="p">[</span><span class="n">n_nodes</span><span class="p">,</span> <span class="n">n_nodes</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">]</span></code>
|
||||
හෝ <code class="highlight"><span></span><span class="p">[</span><span class="n">n_nodes</span><span class="p">,</span> <span class="n">n_nodes</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span></code>
|
||||
</li></ul>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">53</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">adj_mat</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-9'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-9'>#</a>
|
||||
</div>
|
||||
<p>ආදානයටඅතහැර දැමීම යොදන්න </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">60</span> <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-10'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-10'>#</a>
|
||||
</div>
|
||||
<p>පළමුප්රස්ථාර අවධානය ස්ථරය </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">62</span> <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">layer1</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">adj_mat</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-11'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-11'>#</a>
|
||||
</div>
|
||||
<p>සක්රියකිරීමේ කාර්යය </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">64</span> <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">activation</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-12'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-12'>#</a>
|
||||
</div>
|
||||
<p>හැලීම </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">66</span> <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dropout</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-13'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-13'>#</a>
|
||||
</div>
|
||||
<p>පිවිසුම්සඳහා ප්රතිදාන ස්ථරය (සක්රිය කිරීමකින් තොරව) </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">68</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">output</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">adj_mat</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-14'>
|
||||
<div class='docs doc-strings'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-14'>#</a>
|
||||
</div>
|
||||
<h2>වින්යාසකිරීම්</h2>
|
||||
<p>අත්හදාබැලීම <a href="../gat/experiment.html">GAT අත්හදා බැලීමට</a> සමාන වන නමුත් <a href="index.html">GATV2 ආකෘතිය</a> සමඟ අපි එකම වින්යාස දිගු කර ආකෘතිය වෙනස් කරමු. </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">71</span><span class="k">class</span> <span class="nc">Configs</span><span class="p">(</span><span class="n">GATConfigs</span><span class="p">):</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-15'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-15'>#</a>
|
||||
</div>
|
||||
<p>දාරවලප්රභවය සහ ඉලක්කගත නෝඩ් සඳහා බර බෙදා ගත යුතුද යන්න </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">80</span> <span class="n">share_weights</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-16'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-16'>#</a>
|
||||
</div>
|
||||
<p>ආකෘතියසකසන්න </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">82</span> <span class="n">model</span><span class="p">:</span> <span class="n">GATv2</span> <span class="o">=</span> <span class="s1">'gat_v2_model'</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-17'>
|
||||
<div class='docs doc-strings'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-17'>#</a>
|
||||
</div>
|
||||
<p> GATV2ආකෘතිය සාදන්න</p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">85</span><span class="nd">@option</span><span class="p">(</span><span class="n">Configs</span><span class="o">.</span><span class="n">model</span><span class="p">)</span>
|
||||
<span class="lineno">86</span><span class="k">def</span> <span class="nf">gat_v2_model</span><span class="p">(</span><span class="n">c</span><span class="p">:</span> <span class="n">Configs</span><span class="p">):</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-18'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-18'>#</a>
|
||||
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|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">90</span> <span class="k">return</span> <span class="n">GATv2</span><span class="p">(</span><span class="n">c</span><span class="o">.</span><span class="n">in_features</span><span class="p">,</span> <span class="n">c</span><span class="o">.</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">c</span><span class="o">.</span><span class="n">n_classes</span><span class="p">,</span> <span class="n">c</span><span class="o">.</span><span class="n">n_heads</span><span class="p">,</span> <span class="n">c</span><span class="o">.</span><span class="n">dropout</span><span class="p">,</span> <span class="n">c</span><span class="o">.</span><span class="n">share_weights</span><span class="p">)</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">c</span><span class="o">.</span><span class="n">device</span><span class="p">)</span></pre></div>
|
||||
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|
||||
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|
||||
<div class='section' id='section-19'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-19'>#</a>
|
||||
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|
||||
|
||||
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|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">93</span><span class="k">def</span> <span class="nf">main</span><span class="p">():</span></pre></div>
|
||||
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|
||||
</div>
|
||||
<div class='section' id='section-20'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-20'>#</a>
|
||||
</div>
|
||||
<p>වින්යාසයන්සාදන්න </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">95</span> <span class="n">conf</span> <span class="o">=</span> <span class="n">Configs</span><span class="p">()</span></pre></div>
|
||||
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|
||||
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|
||||
<div class='section' id='section-21'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-21'>#</a>
|
||||
</div>
|
||||
<p>අත්හදාබැලීමක් සාදන්න </p>
|
||||
|
||||
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|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">97</span> <span class="n">experiment</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">'gatv2'</span><span class="p">)</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-22'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-22'>#</a>
|
||||
</div>
|
||||
<p>වින්යාසයන්ගණනය කරන්න. </p>
|
||||
|
||||
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|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">99</span> <span class="n">experiment</span><span class="o">.</span><span class="n">configs</span><span class="p">(</span><span class="n">conf</span><span class="p">,</span> <span class="p">{</span></pre></div>
|
||||
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|
||||
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|
||||
<div class='section' id='section-23'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-23'>#</a>
|
||||
</div>
|
||||
<p>ආදම්ප්රශස්තකරණය </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">101</span> <span class="s1">'optimizer.optimizer'</span><span class="p">:</span> <span class="s1">'Adam'</span><span class="p">,</span>
|
||||
<span class="lineno">102</span> <span class="s1">'optimizer.learning_rate'</span><span class="p">:</span> <span class="mf">5e-3</span><span class="p">,</span>
|
||||
<span class="lineno">103</span> <span class="s1">'optimizer.weight_decay'</span><span class="p">:</span> <span class="mf">5e-4</span><span class="p">,</span>
|
||||
<span class="lineno">104</span>
|
||||
<span class="lineno">105</span> <span class="s1">'dropout'</span><span class="p">:</span> <span class="mf">0.7</span><span class="p">,</span>
|
||||
<span class="lineno">106</span> <span class="p">})</span></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-24'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-24'>#</a>
|
||||
</div>
|
||||
<p>අත්හදාබැලීම ආරම්භ කර නරඹන්න </p>
|
||||
|
||||
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|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">109</span> <span class="k">with</span> <span class="n">experiment</span><span class="o">.</span><span class="n">start</span><span class="p">():</span></pre></div>
|
||||
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|
||||
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|
||||
<div class='section' id='section-25'>
|
||||
<div class='docs'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-25'>#</a>
|
||||
</div>
|
||||
<p>පුහුණුවක්රියාත්මක කරන්න </p>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">111</span> <span class="n">conf</span><span class="o">.</span><span class="n">run</span><span class="p">()</span></pre></div>
|
||||
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|
||||
<p> </p>
|
||||
|
||||
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|
||||
<div class='code'>
|
||||
<div class="highlight"><pre><span class="lineno">115</span><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">'__main__'</span><span class="p">:</span>
|
||||
<span class="lineno">116</span> <span class="n">main</span><span class="p">()</span></pre></div>
|
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<h1><a href="https://nn.labml.ai/graphs/gatv2/index.html">ප්රස්තාරය අවධානය ජාල v2 (GATV2)</a></h1>
|
||||
<p>මෙයGATV2 ක්රියාකරුගේ <a href="https://pytorch.org">PyTorch</a> ක්රියාත්මක කිරීමකි <a href="https://papers.labml.ai/paper/2105.14491">ප්රස්ථාර අවධානය යොමු කරන ජාලයන් කෙතරම් අවධානයෙන් සිටිනවාද? </a>. </p>
|
||||
<p>GATV2sප්රස්තාර දත්ත මත ක්රියා කරයි. ප්රස්ථාරයක් නෝඩ් සහ දාර සම්බන්ධ කරන නෝඩ් වලින් සමන්විත වේ. උදාහරණයක් ලෙස, කෝරා දත්ත කට්ටලයේ නෝඩ් පර්යේෂණ පත්රිකා වන අතර දාර යනු පත්රිකා සම්බන්ධ කරන උපුටා දැක්වීම් වේ. </p>
|
||||
<p>GATV2ක්රියාකරු සම්මත GAT හි ස්ථිතික අවධානය යොමු කිරීමේ ගැටළුව නිවැරදි කරයි: සම්මත GAT හි රේඛීය ස්ථර එකිනෙකට පසුව යොදන බැවින්, සහභාගී වූ නෝඩ් වල ශ්රේණිගත කිරීම විමසුම් නෝඩය මත කොන්දේසි විරහිතව පවතී. ඊට වෙනස්ව, GATV2 හි, සෑම නෝඩයකටම වෙනත් ඕනෑම නෝඩයකට සහභාගී විය හැකිය. </p>
|
||||
<p><a href="https://nn.labml.ai/graphs/gatv2/experiment.html">කෝරා දත්ත කට්ටලයේ ස්ථර දෙකක GATV2 පුහුණු කිරීම සඳහා පුහුණු කේතය</a> මෙන්න. </p>
|
||||
<p><a href="https://app.labml.ai/run/34b1e2f6ed6f11ebb860997901a2d1e3"><img alt="View Run" src="https://img.shields.io/badge/labml-experiment-brightgreen"></a> </p>
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img.parentElement.style.textAlign = 'center'
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||||
var modal = document.createElement('div')
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||||
modal.id = 'modal'
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||||
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||||
var modalContent = document.createElement('div')
|
||||
modal.appendChild(modalContent)
|
||||
|
||||
var modalImage = document.createElement('img')
|
||||
modalContent.appendChild(modalImage)
|
||||
|
||||
var span = document.createElement('span')
|
||||
span.classList.add('close')
|
||||
span.textContent = 'x'
|
||||
modal.appendChild(span)
|
||||
|
||||
img.onclick = function () {
|
||||
console.log('clicked')
|
||||
document.body.appendChild(modal)
|
||||
modalImage.src = img.src
|
||||
}
|
||||
|
||||
span.onclick = function () {
|
||||
document.body.removeChild(modal)
|
||||
}
|
||||
}
|
||||
|
||||
handleImages()
|
||||
</script>
|
||||
</body>
|
||||
</html>
|
||||
@@ -0,0 +1,128 @@
|
||||
<!DOCTYPE html>
|
||||
<html lang="si">
|
||||
<head>
|
||||
<meta http-equiv="content-type" content="text/html;charset=utf-8"/>
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0"/>
|
||||
<meta name="description" content="ප්රස්තාර ස්නායුක ජාල වලට අදාළ PyTorch ක්රියාත්මක කිරීම්/නිබන්ධන සමූහයක්"/>
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||||
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<meta name="twitter:card" content="summary"/>
|
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<meta name="twitter:image:src" content="https://avatars1.githubusercontent.com/u/64068543?s=400&v=4"/>
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<meta name="twitter:title" content="ප්රස්ථාර ස්නායුක ජාල"/>
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||||
<meta name="twitter:description" content="ප්රස්තාර ස්නායුක ජාල වලට අදාළ PyTorch ක්රියාත්මක කිරීම්/නිබන්ධන සමූහයක්"/>
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<meta name="twitter:site" content="@labmlai"/>
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<meta name="twitter:creator" content="@labmlai"/>
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<meta property="og:url" content="https://nn.labml.ai/graphs/index.html"/>
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<meta property="og:title" content="ප්රස්ථාර ස්නායුක ජාල"/>
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<meta property="og:image" content="https://avatars1.githubusercontent.com/u/64068543?s=400&v=4"/>
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<meta property="og:site_name" content="ප්රස්ථාර ස්නායුක ජාල"/>
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<meta property="og:type" content="object"/>
|
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<meta property="og:title" content="ප්රස්ථාර ස්නායුක ජාල"/>
|
||||
<meta property="og:description" content="ප්රස්තාර ස්නායුක ජාල වලට අදාළ PyTorch ක්රියාත්මක කිරීම්/නිබන්ධන සමූහයක්"/>
|
||||
|
||||
<title>ප්රස්ථාර ස්නායුක ජාල</title>
|
||||
<link rel="shortcut icon" href="/icon.png"/>
|
||||
<link rel="stylesheet" href="../pylit.css?v=1">
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||||
<link rel="canonical" href="https://nn.labml.ai/graphs/index.html"/>
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.13.18/dist/katex.min.css" integrity="sha384-zTROYFVGOfTw7JV7KUu8udsvW2fx4lWOsCEDqhBreBwlHI4ioVRtmIvEThzJHGET" crossorigin="anonymous">
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|
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<!-- Global site tag (gtag.js) - Google Analytics -->
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<script async src="https://www.googletagmanager.com/gtag/js?id=G-4V3HC8HBLH"></script>
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<script>
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||||
window.dataLayer = window.dataLayer || [];
|
||||
|
||||
function gtag() {
|
||||
dataLayer.push(arguments);
|
||||
}
|
||||
|
||||
gtag('js', new Date());
|
||||
|
||||
gtag('config', 'G-4V3HC8HBLH');
|
||||
</script>
|
||||
</head>
|
||||
<body>
|
||||
<div id='container'>
|
||||
<div id="background"></div>
|
||||
<div class='section'>
|
||||
<div class='docs'>
|
||||
<p>
|
||||
<a class="parent" href="/">home</a>
|
||||
<a class="parent" href="index.html">graphs</a>
|
||||
</p>
|
||||
<p>
|
||||
<a href="https://github.com/labmlai/annotated_deep_learning_paper_implementations" target="_blank">
|
||||
<img alt="Github"
|
||||
src="https://img.shields.io/github/stars/labmlai/annotated_deep_learning_paper_implementations?style=social"
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style="max-width:100%;"/></a>
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<a href="https://twitter.com/labmlai" rel="nofollow" target="_blank">
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<img alt="Twitter"
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src="https://img.shields.io/twitter/follow/labmlai?style=social"
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style="max-width:100%;"/></a>
|
||||
</p>
|
||||
<p>
|
||||
<a href="https://github.com/labmlai/annotated_deep_learning_paper_implementations/tree/master/labml_nn/graphs/__init__.py" target="_blank">
|
||||
View code on Github</a>
|
||||
</p>
|
||||
</div>
|
||||
</div>
|
||||
<div class='section' id='section-0'>
|
||||
<div class='docs doc-strings'>
|
||||
<div class='section-link'>
|
||||
<a href='#section-0'>#</a>
|
||||
</div>
|
||||
<h1>ප්රස්ථාරස්නායුක ජාල</h1>
|
||||
<ul><li><a href="gat/index.html">ප්රස්තාරය අවධානය ජාල (GAT)</a> </li>
|
||||
<li><a href="gatv2/index.html">ප්රස්තාරය අවධානය ජාල v2 (GATV2)</a></li></ul>
|
||||
|
||||
</div>
|
||||
<div class='code'>
|
||||
<div class="highlight"><pre></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
<div class='footer'>
|
||||
<a href="https://papers.labml.ai">Trending Research Papers</a>
|
||||
<a href="https://labml.ai">labml.ai</a>
|
||||
</div>
|
||||
</div>
|
||||
<script src=../interactive.js?v=1"></script>
|
||||
<script>
|
||||
function handleImages() {
|
||||
var images = document.querySelectorAll('p>img')
|
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|
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|
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|
||||
}
|
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|
||||
function handleImage(img) {
|
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var modal = document.createElement('div')
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modal.id = 'modal'
|
||||
|
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var modalContent = document.createElement('div')
|
||||
modal.appendChild(modalContent)
|
||||
|
||||
var modalImage = document.createElement('img')
|
||||
modalContent.appendChild(modalImage)
|
||||
|
||||
var span = document.createElement('span')
|
||||
span.classList.add('close')
|
||||
span.textContent = 'x'
|
||||
modal.appendChild(span)
|
||||
|
||||
img.onclick = function () {
|
||||
console.log('clicked')
|
||||
document.body.appendChild(modal)
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modalImage.src = img.src
|
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}
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span.onclick = function () {
|
||||
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}
|
||||
}
|
||||
|
||||
handleImages()
|
||||
</script>
|
||||
</body>
|
||||
</html>
|
||||
Reference in New Issue
Block a user