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<a href="https://github.com/labmlai/annotated_deep_learning_paper_implementations/tree/master/labml_nn/neox/evaluation/__init__.py" target="_blank">
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View code on Github</a>
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<h1>ඇගයීම</h1>
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<p><a href="https://github.com/EleutherAI/lm-evaluation-harness">Eleutherai/LM-ඇගයීම්-පටි</a>පිළිබඳ ආකෘතිය පරීක්ෂා කිරීමේ කේතය මෙයයි. </p>
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<ul><li><a href="half_precision.html">තනි GPU මත අර්ධ නිරවද්යතා ආකෘතියක් ඇගයීම</a></li></ul>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">15</span><span></span><span class="kn">import</span> <span class="nn">math</span>
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<span class="lineno">16</span><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
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<span class="lineno">17</span>
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<span class="lineno">18</span><span class="kn">import</span> <span class="nn">torch</span>
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<span class="lineno">19</span><span class="kn">import</span> <span class="nn">torch.nn.functional</span> <span class="k">as</span> <span class="nn">F</span>
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<span class="lineno">20</span><span class="kn">from</span> <span class="nn">lm_eval</span> <span class="kn">import</span> <span class="n">tasks</span><span class="p">,</span> <span class="n">evaluator</span><span class="p">,</span> <span class="n">utils</span>
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<span class="lineno">21</span><span class="kn">from</span> <span class="nn">lm_eval.base</span> <span class="kn">import</span> <span class="n">BaseLM</span>
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<span class="lineno">22</span><span class="kn">from</span> <span class="nn">tokenizers</span> <span class="kn">import</span> <span class="n">Tokenizer</span>
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<span class="lineno">23</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">24</span><span class="kn">from</span> <span class="nn">tqdm</span> <span class="kn">import</span> <span class="n">tqdm</span>
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<span class="lineno">25</span>
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<span class="lineno">26</span><span class="kn">from</span> <span class="nn">labml</span> <span class="kn">import</span> <span class="n">monit</span>
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<span class="lineno">27</span><span class="kn">from</span> <span class="nn">labml_nn.neox.tokenizer</span> <span class="kn">import</span> <span class="n">get_tokenizer</span></pre></div>
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</div>
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<div class='section' id='section-1'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-1'>#</a>
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</div>
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<h2>ඇගයීම්පටි ඇඩප්ටර</h2>
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<p>මෙය <a href="https://github.com/EleutherAI/gpt-neox/blob/main/eval_tasks/eval_adapter.py">Eleutherai/GPT-neox වෙතින් ඇඩප්ටරය</a>මත පදනම් වේ</p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">30</span><span class="k">class</span> <span class="nc">EvalHarnessAdapter</span><span class="p">(</span><span class="n">BaseLM</span><span class="p">):</span></pre></div>
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</div>
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<div class='section' id='section-2'>
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<div class='docs doc-strings'>
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<a href='#section-2'>#</a>
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<ul><li><code class="highlight"><span></span><span class="n">tokenizer</span></code>
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යනු <a href="huggingface/tokenizers">හගිංෆේස් ටෝකනයිසර්</a> ය </li>
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<li><code class="highlight"><span></span><span class="n">vocab_size</span></code>
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යනු වචන මාලාවේ ප්රමාණයයි (මෙය ටෝකනයිසර් වොකාබ් ප්රමාණයට වඩා වෙනස් වන්නේ නියෝක්ස් කාවැද්දීමේ ස්ථර ආකෘතිය සමාන්තරව සිදු කිරීම සඳහා අමතර අමතර ප්රමාණයක් එකතු කරන බැවිනි.) </li>
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<li><code class="highlight"><span></span><span class="n">batch_size</span></code>
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කණ්ඩායම ප්රමාණය වේ</li></ul>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">37</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">tokenizer</span><span class="p">:</span> <span class="n">Tokenizer</span><span class="p">,</span> <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-3'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-3'>#</a>
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</div>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">45</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
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<span class="lineno">46</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span> <span class="o">=</span> <span class="n">tokenizer</span>
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<span class="lineno">47</span> <span class="bp">self</span><span class="o">.</span><span class="n">_eot_token_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">token_to_id</span><span class="p">(</span><span class="s2">"<|endoftext|>"</span><span class="p">)</span>
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<span class="lineno">48</span> <span class="bp">self</span><span class="o">.</span><span class="n">_vocab_size</span> <span class="o">=</span> <span class="n">vocab_size</span>
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<span class="lineno">49</span>
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<span class="lineno">50</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></pre></div>
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</div>
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</div>
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<div class='section' id='section-4'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-4'>#</a>
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</div>
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<p>වචනමාලාවේ ප්රමාණය </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">52</span> <span class="nd">@property</span>
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<span class="lineno">53</span> <span class="k">def</span> <span class="nf">device</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
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<span class="lineno">54</span> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">()</span>
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<span class="lineno">55</span>
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<span class="lineno">56</span> <span class="nd">@property</span>
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<span class="lineno">57</span> <span class="k">def</span> <span class="nf">vocab_size</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-5'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-5'>#</a>
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</div>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">59</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_vocab_size</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-6'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-6'>#</a>
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</div>
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<p>පෙළඅවසන් ටෝකනය </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">61</span> <span class="nd">@property</span>
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<span class="lineno">62</span> <span class="k">def</span> <span class="nf">eot_token_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-7'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-7'>#</a>
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</div>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">64</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_eot_token_id</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-8'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-8'>#</a>
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</div>
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<p>උපරිමඅනුක්රමය දිග </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">66</span> <span class="nd">@property</span>
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<span class="lineno">67</span> <span class="k">def</span> <span class="nf">max_length</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-9'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-9'>#</a>
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</div>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">69</span> <span class="k">return</span> <span class="mi">2048</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-10'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-10'>#</a>
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</div>
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<p>උත්පාදනයකිරීමට උපරිම ටෝකන ගණන </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">71</span> <span class="nd">@property</span>
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<span class="lineno">72</span> <span class="k">def</span> <span class="nf">max_gen_toks</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-11'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-11'>#</a>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">74</span> <span class="k">return</span> <span class="mi">128</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-12'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-12'>#</a>
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</div>
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<p> කණ්ඩායම්ප්රමාණය</p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">76</span> <span class="nd">@property</span>
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<span class="lineno">77</span> <span class="k">def</span> <span class="nf">batch_size</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span></pre></div>
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<div class='section' id='section-13'>
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<div class='docs'>
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<a href='#section-13'>#</a>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">81</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_batch_size</span></pre></div>
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<div class='section' id='section-14'>
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<div class='docs doc-strings'>
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<a href='#section-14'>#</a>
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<p> දීඇති පෙළක් කේතනය කරන්න</p>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">83</span> <span class="k">def</span> <span class="nf">tok_encode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">string</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-15'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-15'>#</a>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">87</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="n">string</span><span class="p">)</span><span class="o">.</span><span class="n">ids</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-16'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-16'>#</a>
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</div>
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<p> ටෝකන්හැඳුනුම්පත් වලින් පෙළ විකේතනය කරන්න</p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">89</span> <span class="k">def</span> <span class="nf">tok_decode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tokens</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">]):</span></pre></div>
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</div>
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<div class='section' id='section-17'>
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<div class='docs'>
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<a href='#section-17'>#</a>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">93</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="n">tokens</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-18'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-18'>#</a>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">95</span> <span class="k">def</span> <span class="nf">_model_call</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inps</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">):</span>
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<span class="lineno">96</span> <span class="k">raise</span> <span class="ne">NotImplementedError</span></pre></div>
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</div>
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<div class='section' id='section-19'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-19'>#</a>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">98</span> <span class="k">def</span> <span class="nf">_model_generate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">,</span> <span class="n">max_length</span><span class="p">,</span> <span class="n">eos_token_id</span><span class="p">):</span>
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<span class="lineno">99</span> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">()</span></pre></div>
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</div>
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<div class='section' id='section-20'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-20'>#</a>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">101</span> <span class="k">def</span> <span class="nf">greedy_until</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">requests</span><span class="p">):</span>
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<span class="lineno">102</span> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">()</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-21'>
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<div class='docs doc-strings'>
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<a href='#section-21'>#</a>
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</div>
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<h3>ඊළඟටෝකන වල ලොග් වීමේ සමානකම් ලබා ගන්න</h3>
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<ul><li><code class="highlight"><span></span><span class="n">requests</span></code>
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සන්දර්භය සහ අපේක්ෂිත අඛණ්ඩ පැවැත්ම අඩංගු ඉල්ලීම් ලැයිස්තුව. </li>
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<li><code class="highlight"><span></span><span class="n">disable_tqdm</span></code>
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සත්ය නම්, tqdm ප්රගති තීරුව අක්රීය කරන්න. </li></ul>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">104</span> <span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
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<span class="lineno">105</span> <span class="k">def</span> <span class="nf">_loglikelihood_tokens</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">requests</span><span class="p">,</span> <span class="n">disable_tqdm</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-22'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-22'>#</a>
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</div>
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<p>ප්රතිඵලසඳහා </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">114</span> <span class="n">res</span> <span class="o">=</span> <span class="p">[]</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-23'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-23'>#</a>
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</div>
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<p>දිගපහළ අනුපිළිවෙලෙහි ඉල්ලීම් නැවත සකස් කරන්න, එවිට සමාන දිග සහිත අනුක්රමයන් සමීප වේ </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">118</span> <span class="k">def</span> <span class="nf">_collate</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
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<span class="lineno">119</span> <span class="n">toks</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
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<span class="lineno">120</span> <span class="k">return</span> <span class="o">-</span><span class="nb">len</span><span class="p">(</span><span class="n">toks</span><span class="p">),</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">toks</span><span class="p">)</span>
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<span class="lineno">121</span>
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<span class="lineno">122</span> <span class="n">reord</span> <span class="o">=</span> <span class="n">utils</span><span class="o">.</span><span class="n">Reorderer</span><span class="p">(</span><span class="n">requests</span><span class="p">,</span> <span class="n">_collate</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-24'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-24'>#</a>
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</div>
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<p>වරකටඉල්ලීම් <code class="highlight"><span></span><span class="n">batch_size</span></code>
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ගණනාවක් සහිත ඉල්ලීම් හරහා යැවීමක් </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">125</span> <span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">utils</span><span class="o">.</span><span class="n">chunks</span><span class="p">(</span><span class="n">tqdm</span><span class="p">(</span><span class="n">reord</span><span class="o">.</span><span class="n">get_reordered</span><span class="p">(),</span> <span class="n">disable</span><span class="o">=</span><span class="n">disable_tqdm</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-25'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-25'>#</a>
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</div>
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<p>කණ්ඩායමසඳහා යෙදවුම් ගබඩා කිරීම </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">127</span> <span class="n">inps</span> <span class="o">=</span> <span class="p">[]</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-26'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-26'>#</a>
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</div>
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<p>කණ්ඩායමසඳහා අඛණ්ඩව </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">129</span> <span class="n">continuations</span> <span class="o">=</span> <span class="p">[]</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-27'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-27'>#</a>
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</div>
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<p>ආදානඅනුක්රමවල දිග </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">131</span> <span class="n">inplens</span> <span class="o">=</span> <span class="p">[]</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-28'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-28'>#</a>
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</div>
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<p>කණ්ඩායමසඳහා පෑඩ් දිග </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">133</span> <span class="n">padded_length</span> <span class="o">=</span> <span class="kc">None</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-29'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-29'>#</a>
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</div>
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<p>කුට්ටියේඇති එක් එක් ඉල්ලීම හරහා ලූප් කර ඒවා පෑඩින් සමඟ පයිටෝච් ටෙන්සර්වලට එකතු කරන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">135</span> <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">context_enc</span><span class="p">,</span> <span class="n">continuation_enc</span> <span class="ow">in</span> <span class="n">chunk</span><span class="p">:</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-30'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-30'>#</a>
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</div>
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<p>සන්දර්භයසහ අඛණ්ඩ පැවැත්ම සංයුක්ත කරන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">137</span> <span class="n">inp</span> <span class="o">=</span> <span class="n">context_enc</span> <span class="o">+</span> <span class="n">continuation_enc</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-31'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-31'>#</a>
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</div>
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<p>ප්රමාණයඉක්මවා ගියහොත් වමේ සිට කපා ගන්න <code class="highlight"><span></span><span class="n">max_length</span></code>
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</p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">139</span> <span class="n">inp</span> <span class="o">=</span> <span class="n">inp</span><span class="p">[</span><span class="o">-</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_length</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):]</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-32'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-32'>#</a>
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</div>
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<p>අවසානටෝකනය ඉවත් කරන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">141</span> <span class="n">inp</span> <span class="o">=</span> <span class="n">inp</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span></pre></div>
|
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</div>
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</div>
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<div class='section' id='section-33'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-33'>#</a>
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</div>
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<p>ආතතියක්සාදන්න </p>
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</div>
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<div class='code'>
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|
<div class="highlight"><pre><span class="lineno">143</span> <span class="n">inp</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">inp</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">long</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-34'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-34'>#</a>
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</div>
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<p>ආදානදිග </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">145</span> <span class="n">inplen</span> <span class="o">=</span> <span class="n">inp</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-35'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-35'>#</a>
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</div>
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<p>පෑඩ්දිග තීරණය කරන්න. කෙටි අනුපිළිවෙලවල් පෑඩ් ලැබෙනු ඇත. </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">149</span> <span class="k">if</span> <span class="n">padded_length</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
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<span class="lineno">150</span> <span class="n">padded_length</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">inplen</span> <span class="o">/</span> <span class="mi">32</span><span class="p">))</span> <span class="o">*</span> <span class="mi">32</span></pre></div>
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</div>
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<p>padded_length= padded_length නම් padded_length වෙන කිසිවක් නැත </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre></pre></div>
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<div class='section' id='section-37'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-37'>#</a>
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</div>
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<p>පෑඩින් </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">154</span> <span class="n">padding</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">padded_length</span> <span class="o">-</span> <span class="n">inplen</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">long</span><span class="p">)</span></pre></div>
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</div>
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<div class='section' id='section-38'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-38'>#</a>
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</div>
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<p>පෑඩින්එකතු කරන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">157</span> <span class="n">inp</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">([</span><span class="n">inp</span><span class="p">,</span> <span class="n">padding</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<span class="lineno">158</span>
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<span class="lineno">159</span> <span class="n">inps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">inp</span><span class="p">)</span>
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<span class="lineno">160</span> <span class="n">continuations</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">continuation_enc</span><span class="p">)</span>
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<span class="lineno">161</span> <span class="n">inplens</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">inplen</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-39'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-39'>#</a>
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</div>
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<p>ආදර්ශපිවිසුම් ලබා ගන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">164</span> <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_model_call</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">stack</span><span class="p">(</span><span class="n">inps</span><span class="p">))</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-40'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-40'>#</a>
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</div>
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<p>ලොග්සොෆ්ට්මැක්ස් ලබා ගන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">167</span> <span class="n">multi_logits</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">log_softmax</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-41'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-41'>#</a>
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</div>
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<p>කණ්ඩායමේආදාන/ප්රතිදාන යුගල හරහා ලූප </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">170</span> <span class="k">for</span> <span class="n">logits</span><span class="p">,</span> <span class="n">inplen</span><span class="p">,</span> <span class="n">cont_toks</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">multi_logits</span><span class="p">,</span> <span class="n">inplens</span><span class="p">,</span> <span class="n">continuations</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-42'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-42'>#</a>
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</div>
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<p>පුරෝකථනයකළ ටෝකන ගණන ලබා ගන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">172</span> <span class="n">contlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">cont_toks</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-43'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-43'>#</a>
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</div>
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<p>අයගේපිවිසුම් ලබා ගන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">174</span> <span class="n">logits</span> <span class="o">=</span> <span class="n">logits</span><span class="p">[</span><span class="n">inplen</span> <span class="o">-</span> <span class="n">contlen</span><span class="p">:</span> <span class="n">inplen</span><span class="p">]</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-44'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-44'>#</a>
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</div>
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<p>ඉහළමසම්භාවිතාවන් සහිත ටෝකන ලබා ගන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">176</span> <span class="n">greedy_tokens</span> <span class="o">=</span> <span class="n">logits</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-45'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-45'>#</a>
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</div>
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<p>ඉලක්කගතටෝකන ලබා ගන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">178</span> <span class="n">cont_toks</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">cont_toks</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">long</span><span class="p">)</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">device</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-46'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-46'>#</a>
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</div>
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<p>නිශ්චිතගැලපීමක් තිබේද යන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">180</span> <span class="n">max_equal</span> <span class="o">=</span> <span class="p">(</span><span class="n">greedy_tokens</span> <span class="o">==</span> <span class="n">cont_toks</span><span class="p">)</span><span class="o">.</span><span class="n">all</span><span class="p">()</span></pre></div>
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</div>
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</div>
|
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<div class='section' id='section-47'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-47'>#</a>
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</div>
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<p>ඉලක්කගතටෝකන වල ලොග් වීමේ හැකියාව </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">182</span> <span class="n">logits</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">gather</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">cont_toks</span><span class="p">[:,</span> <span class="kc">None</span><span class="p">])</span></pre></div>
|
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</div>
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</div>
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<div class='section' id='section-48'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-48'>#</a>
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</div>
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<p>මුළුලොග්-Likehoods එකතු කරන්න සහ ප්රතිඵල සඳහා තරගය තිබුණේ ද යන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">184</span> <span class="n">res</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="nb">float</span><span class="p">(</span><span class="n">logits</span><span class="o">.</span><span class="n">sum</span><span class="p">()),</span> <span class="nb">bool</span><span class="p">(</span><span class="n">max_equal</span><span class="p">)))</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-49'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-49'>#</a>
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</div>
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<p>නැවතඇණවුම් කර නැවත ප්රති. ල </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">187</span> <span class="k">return</span> <span class="n">reord</span><span class="o">.</span><span class="n">get_original</span><span class="p">(</span><span class="n">res</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-50'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-50'>#</a>
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</div>
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<h3>ලබාදී ඇති ඇගයීම් ක්රියාත්මක කරන්න</h3>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">189</span> <span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
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<span class="lineno">190</span> <span class="k">def</span> <span class="nf">run_eval</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">eval_tasks</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-51'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-51'>#</a>
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</div>
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<p><a href="https://github.com/EleutherAI/lm-evaluation-harness">Eleutherai/LM ඇගයීම-පටි</a> ඇගයුම්කරු ධාවනය කරන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">196</span> <span class="n">results</span> <span class="o">=</span> <span class="n">evaluator</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">lm</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_dict</span><span class="o">=</span><span class="n">tasks</span><span class="o">.</span><span class="n">get_task_dict</span><span class="p">(</span><span class="n">eval_tasks</span><span class="p">))</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-52'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-52'>#</a>
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</div>
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<p>වින්යාසඑකතු කරන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">199</span> <span class="n">results</span><span class="p">[</span><span class="s2">"config"</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
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<span class="lineno">200</span> <span class="s2">"name"</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span>
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<span class="lineno">201</span> <span class="p">}</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-53'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-53'>#</a>
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</div>
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<p> </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">204</span> <span class="k">return</span> <span class="n">results</span></pre></div>
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</div>
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<div class='section' id='section-54'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-54'>#</a>
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</div>
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<h2>ඇගයීම්පටි ඇඩප්ටර</h2>
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<p>මෙය <a href="https://github.com/EleutherAI/gpt-neox/blob/main/eval_tasks/eval_adapter.py">Eleutherai/GPT-neox වෙතින් ඇඩප්ටරය</a>මත පදනම් වේ</p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">207</span><span class="k">class</span> <span class="nc">NoeXEvalHarnessAdapter</span><span class="p">(</span><span class="n">EvalHarnessAdapter</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-55'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-55'>#</a>
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</div>
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<ul><li><code class="highlight"><span></span><span class="n">model</span></code>
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ආකෘතිය වේ </li>
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<li><code class="highlight"><span></span><span class="n">tokenizer</span></code>
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යනු <a href="huggingface/tokenizers">හගිංෆේස් ටෝකනයිසර්</a> ය </li>
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<li><code class="highlight"><span></span><span class="n">vocab_size</span></code>
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යනු වචන මාලාවේ ප්රමාණයයි (මෙය ටෝකනයිසර් වොකාබ් ප්රමාණයට වඩා වෙනස් වන්නේ නියෝක්ස් කාවැද්දීමේ ස්ථර ආකෘතිය සමාන්තරව සිදු කිරීම සඳහා අමතර අමතර ප්රමාණයක් එකතු කරන බැවිනි.) </li>
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<li><code class="highlight"><span></span><span class="n">batch_size</span></code>
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කණ්ඩායම ප්රමාණය වේ </li>
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</ul><li><code class="highlight"><span></span><span class="n">device</span></code>
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ආකෘතියේ උපාංගය වේ</li>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">214</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">model</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">:</span> <span class="n">Tokenizer</span><span class="p">,</span> <span class="n">vocab_size</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">device</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-56'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-56'>#</a>
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</div>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">224</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">tokenizer</span><span class="p">,</span> <span class="n">vocab_size</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">)</span>
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<span class="lineno">225</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">model</span>
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<span class="lineno">226</span> <span class="bp">self</span><span class="o">.</span><span class="n">_device</span> <span class="o">=</span> <span class="n">device</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-57'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-57'>#</a>
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</div>
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<p> ආකෘතියඅමතන්න</p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">228</span> <span class="k">def</span> <span class="nf">_model_call</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inps</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>
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</div>
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</div>
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<div class='section' id='section-58'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-58'>#</a>
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</div>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">232</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">inps</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_device</span><span class="p">))</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-59'>
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<div class='docs doc-strings'>
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<div class='section-link'>
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<a href='#section-59'>#</a>
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</div>
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<h2>දීඇති ආකෘතියක් සමඟ ඇගයීම් පටි ධාවනය කරන්න</h2>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">235</span><span class="k">def</span> <span class="nf">run_eval_harness</span><span class="p">(</span><span class="n">model</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">eval_tasks</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">device</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">8</span><span class="p">):</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-60'>
|
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<div class='docs'>
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<div class='section-link'>
|
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<a href='#section-60'>#</a>
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</div>
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<p>ටෝකනයිසර්පටවන්න </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">241</span> <span class="k">with</span> <span class="n">monit</span><span class="o">.</span><span class="n">section</span><span class="p">(</span><span class="s1">'Load tokenizer'</span><span class="p">):</span>
|
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<span class="lineno">242</span> <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">get_tokenizer</span><span class="p">()</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-61'>
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<div class='docs'>
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<div class='section-link'>
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<a href='#section-61'>#</a>
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</div>
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<p>කිසිවක්නියම කර නොමැති නම් සියලු කාර්යයන් </p>
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</div>
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<div class='code'>
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<div class="highlight"><pre><span class="lineno">245</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">eval_tasks</span><span class="p">:</span>
|
|
<span class="lineno">246</span> <span class="n">eval_tasks</span> <span class="o">=</span> <span class="p">[</span>
|
|
<span class="lineno">247</span> <span class="s2">"anli_r1"</span><span class="p">,</span>
|
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<span class="lineno">248</span> <span class="s2">"anli_r2"</span><span class="p">,</span>
|
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<span class="lineno">249</span> <span class="s2">"anli_r3"</span><span class="p">,</span>
|
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<span class="lineno">250</span> <span class="s2">"hellaswag"</span><span class="p">,</span>
|
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<span class="lineno">251</span> <span class="s2">"lambada"</span><span class="p">,</span>
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<span class="lineno">252</span> <span class="s2">"piqa"</span><span class="p">,</span>
|
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<span class="lineno">253</span> <span class="s2">"winogrande"</span><span class="p">,</span>
|
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<span class="lineno">254</span> <span class="s2">"wsc"</span><span class="p">,</span>
|
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<span class="lineno">255</span> <span class="s2">"mathqa"</span><span class="p">,</span>
|
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<span class="lineno">256</span> <span class="p">]</span></pre></div>
|
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</div>
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</div>
|
|
<div class='section' id='section-62'>
|
|
<div class='docs'>
|
|
<div class='section-link'>
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<a href='#section-62'>#</a>
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</div>
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<p>ඇඩැප්ටරයසාදන්න </p>
|
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</div>
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<div class='code'>
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|
<div class="highlight"><pre><span class="lineno">259</span> <span class="n">adapter</span> <span class="o">=</span> <span class="n">NoeXEvalHarnessAdapter</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">tokenizer</span><span class="p">,</span> <span class="mi">50_432</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">device</span><span class="p">)</span></pre></div>
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</div>
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</div>
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<div class='section' id='section-63'>
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|
<div class='docs'>
|
|
<div class='section-link'>
|
|
<a href='#section-63'>#</a>
|
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</div>
|
|
<p>දුවන්න </p>
|
|
|
|
</div>
|
|
<div class='code'>
|
|
<div class="highlight"><pre><span class="lineno">262</span> <span class="k">return</span> <span class="n">adapter</span><span class="o">.</span><span class="n">run_eval</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">eval_tasks</span><span class="p">)</span></pre></div>
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